[2025-11-25T02:22:09.277528] [INFO ] [MAG       ] Starting MAG operation...
[2025-11-25T02:22:09.457857] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-25T02:22:09.624832] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-25T02:22:09.793639] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-25T02:22:09.960080] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-25T02:22:09.960474] [WARN ] [STATE     ] State set to: WAITING
[2025-11-25T02:22:09.960534] [INFO ] [STATE     ] Checking service statuses...
[2025-11-25T02:22:09.967631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:09.972278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:09.976943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:09.981360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:09.985561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:09.985698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:12.990229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:12.993993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:12.997418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:13.000880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:13.004143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:13.004220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:16.009235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:16.013956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:16.017571] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:16.021350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:16.025523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:16.025622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:19.030944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:19.035260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:19.039279] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:19.043894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:19.048567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:19.048693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:22.054268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:22.057991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:22.061497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:22.064974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:22.068285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:22.068383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:25.074117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:25.078930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:25.083397] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:25.087553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:25.091627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:25.091784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:28.096830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:28.101556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:28.107684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:28.113356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:28.118749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:28.118893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:31.123449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:31.127030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:31.131009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:31.134489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:31.138066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:31.138152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:34.144237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:34.148456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:34.152372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:34.156675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:34.160486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:34.160599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:37.165741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:37.169360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:37.173056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:37.176695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:37.180167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:37.180239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:40.185837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:40.190051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:40.194079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:40.198227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:40.202085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:40.202183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:43.210515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:43.215545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:43.219949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:43.224837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:43.229699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:43.229803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:46.234855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:46.238973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:46.243160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:46.247266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:46.251458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:46.251566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:49.256749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:49.260668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:49.264359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:49.268842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:49.272798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:49.272903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:52.278304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:52.282113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:52.286165] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:52.290163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:52.294382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:52.294494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:55.301914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:55.306883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:55.311458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:55.315256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:55.318675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:55.318751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:58.325990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:58.330590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:58.334494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:22:58.337914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:58.343528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:58.343601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:01.349029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:01.353969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:01.357931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:01.361337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:01.365069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:01.365145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:04.370246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:04.373666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:04.376964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:04.380881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:04.384539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:04.384628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:07.390343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:07.394179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:07.397509] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:07.400816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:07.404134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:07.404211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:10.408985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:10.413058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:10.417047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:10.421117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:10.425009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:10.425128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:13.430033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:13.433935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:13.437825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:13.441537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:13.445606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:13.445725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:16.450598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:16.454289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:16.457975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:16.461568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:16.465111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:16.465198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:19.471335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:19.475236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:19.478846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:19.482396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:19.485879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:19.485956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:22.492515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:22.496766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:22.501161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:22.505444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:22.509866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:22.509959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:25.516602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:25.520415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:25.524277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:25.527788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:25.531303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:25.531387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:28.537998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:28.543521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:28.547286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:28.552409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:28.556281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:28.556363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:31.561622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:31.567850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:31.574965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:31.580970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:31.585664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:31.585757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:34.590674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:34.594076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:34.597385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:34.600884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:34.604592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:34.604698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:37.609290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:37.612850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:37.616593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:37.620440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:37.623745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:37.623820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:40.628458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:40.631968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:40.635411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:40.638713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:40.642048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:40.642125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:43.648023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:43.652769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:43.657448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:43.662443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:43.667247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:43.667357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:46.672047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:46.675888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:46.679249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:46.682536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:46.685912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:46.685992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:49.691153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:49.695401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:49.699770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:49.704518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:49.708618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:49.708729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:52.713799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:52.717390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:52.720778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:52.724268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:52.728460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:52.728587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:55.733512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:55.737408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:55.741447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:55.745128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:55.749246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:55.749326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:58.755770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:58.759450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:58.763105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:23:58.772094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:58.778111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:58.778250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:01.784089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:01.788275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:01.791999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:01.795812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:01.799677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:01.799752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:04.805279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:04.810108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:04.813802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:04.817299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:04.820681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:04.820756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:07.825329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:07.829005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:07.833618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:07.837530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:07.841112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:07.841202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:10.846510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:10.850753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:10.854458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:10.858106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:10.861702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:10.861807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:13.866487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:13.870311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:13.873638] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:13.877118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:13.880424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:13.880498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:16.885351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:16.889401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:16.893096] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:16.896988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:16.900993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:16.901112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:19.907145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:19.911720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:19.915544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:19.919141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:19.922591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:19.922708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:22.927361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:22.931109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:22.934949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:22.938577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:22.942371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:22.942463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:25.949584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:25.955306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:25.961013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:25.965712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:25.970982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:25.971165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:28.976286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:28.979661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:28.982927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:28.987555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:28.991972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:28.992069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:31.998351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:32.003216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:32.008320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:32.013092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:32.017724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:32.017832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:35.022451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:35.026812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:35.030921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:35.034795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:35.038273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:35.038362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:38.043694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:38.047704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:38.051400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:38.054777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:38.058013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:38.058087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:41.062325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:41.065673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:41.068955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:41.072188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:41.075369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:41.075441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:44.079398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:44.083172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:44.086784] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:44.090324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:44.093830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:44.093924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:47.098696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:47.102345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:47.106044] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:47.109921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:47.113523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:47.113619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:50.118841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:50.122667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:50.127057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:50.130743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:50.134522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:50.134624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:53.142414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:53.148553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:53.154194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:53.159758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:53.165501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:53.165687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:56.170284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:56.173818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:56.177232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:56.180711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:56.184131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:56.184221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:59.190872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:59.195291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:59.199134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:24:59.204018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:59.209019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:59.209146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:02.214407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:02.219157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:02.223731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:02.228188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:02.232517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:02.232679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:05.237536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:05.241250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:05.245467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:05.250066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:05.254557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:05.254669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:08.259902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:08.264560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:08.268785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:08.272991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:08.277454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:08.277598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:11.282343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:11.286018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:11.289634] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:11.293109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:11.296543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:11.296675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:14.303269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:14.310573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:14.316941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:14.323229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:14.329548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:14.329824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:17.334824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:17.338234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:17.341520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:17.344771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:17.348057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:17.348141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:20.353278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:20.357396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:20.361160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:20.365232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:20.368951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:20.369048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:23.373546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:23.377241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:23.380873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:23.384353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:23.387831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:23.387911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:26.393273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:26.397932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:26.402313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:26.407721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:26.412536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:26.412617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:29.420582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:29.426819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:29.433106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:29.439123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:29.444115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:29.444249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:32.450015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:32.453681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:32.457195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:32.460712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:32.464247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:32.464340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:35.468980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:35.472720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:35.476284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:35.479852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:35.483382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:35.483472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:38.488380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:38.492184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:38.495612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:38.499625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:38.503408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:38.503526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:41.508311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:41.512155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:41.516039] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:41.520086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:41.524093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:41.524200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:44.532832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:44.536716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:44.540230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:44.543790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:44.547527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:44.547630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:47.552578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:47.556838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:47.560684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:47.564393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:47.568044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:47.568140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:50.575995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:50.580615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:50.584052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:50.587855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:50.591747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:50.591825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:53.596965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:53.601915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:53.605672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:53.611702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:53.617500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:53.617662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:56.622188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:56.625530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:56.628840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:56.632188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:56.637129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:56.637298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:59.642080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:59.646008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:59.650603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:25:59.654766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:59.658676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:59.658803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:02.663957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:02.667742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:02.671630] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:02.674935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:02.678290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:02.678366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:05.683205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:05.687008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:05.690763] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:05.694656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:05.698687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:05.698788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:08.705777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:08.710713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:08.714930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:08.719388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:08.723796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:08.723921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:11.729294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:11.732876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:11.736257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:11.739660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:11.742912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:11.742989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:14.748689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:14.752708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:14.756887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:14.761095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:14.765369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:14.765485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:17.771035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:17.776405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:17.780722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:17.784285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:17.789457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:17.789639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:20.794485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:20.798036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:20.801318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:20.804666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:20.808008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:20.808084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:23.814430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:23.818541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:23.823007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:23.827453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:23.831248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:23.831341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:26.837193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:26.840924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:26.845349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:26.850064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:26.853766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:26.853848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:29.858613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:29.862032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:29.865376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:29.868732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:29.872004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:29.872081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:32.876544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:32.880232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:32.883876] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:32.887559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:32.891253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:32.891355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:35.896186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:35.903123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:35.906520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:35.910122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:35.913495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:35.913592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:38.919286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:38.922930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:38.926172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:38.929455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:38.932742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:38.932817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:41.937382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:41.941105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:41.944412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:41.947715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:41.951009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:41.951093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:44.956106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:44.959604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:44.962909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:44.966189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:44.969526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:44.969599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:47.974188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:47.977879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:47.981508] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:47.985103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:47.988932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:47.989048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:50.995462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:50.999521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:51.003262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:51.007720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:51.011796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:51.011891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:54.017135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:54.020777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:54.024217] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:54.027557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:54.030864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:54.030941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:57.037770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:57.043192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:57.048515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:26:57.053077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:57.056794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:57.056881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:00.062620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:00.067487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:00.071901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:00.075689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:00.079416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:00.079491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:03.084228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:03.087843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:03.091204] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:03.094606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:03.098005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:03.098245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:06.103321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:06.107618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:06.111625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:06.115529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:06.119518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:06.119619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:09.124869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:09.128511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:09.131956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:09.135604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:09.139797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:09.139921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:12.145054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:12.148898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:12.152607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:12.156181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:12.159815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:12.159908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:15.164003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:15.167589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:15.171137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:15.174443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:15.177768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:15.177848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:18.183029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:18.186683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:18.190286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:18.193912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:18.197296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:18.197383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:21.203576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:21.207628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:21.211269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:21.216466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:21.220968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:21.221059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:24.226841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:24.231001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:24.235124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:24.239320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:24.243075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:24.243154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:27.247887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:27.251305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:27.254630] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:27.258036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:27.261360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:27.261446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:30.266389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:30.270358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:30.274217] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:30.278105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:30.281777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:30.281879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:33.286803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:33.290356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:33.293836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:33.297176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:33.300658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:33.300756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:36.305566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:36.309251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:36.312588] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:36.316394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:36.319942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:36.320017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:39.325825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:39.330553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:39.335137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:39.339798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:39.344074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:39.344160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:42.349664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:42.353603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:42.357402] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:42.361022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:42.364885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:42.365007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:45.371982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:45.376505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:45.380249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:45.383817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:45.387480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:45.387566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:48.392183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:48.395792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:48.399161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:48.404303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:48.408547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:48.408685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:51.415302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:51.424770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:51.430687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:51.437208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:51.442577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:51.442793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:54.447623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:54.451530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:54.455148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:54.458605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:54.462070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:54.462149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:57.467268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:57.471300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:57.475439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:27:57.479214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:57.483200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:57.483304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:00.491176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:00.498012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:00.503681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:00.509202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:00.514393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:00.514504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:03.520469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:03.525870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:03.531107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:03.536329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:03.541370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:03.541509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:06.547150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:06.550937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:06.554600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:06.557982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:06.561590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:06.561693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:09.568281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:09.572288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:09.575963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:09.579343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:09.582833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:09.582908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:12.589123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:12.595443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:12.599962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:12.603735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:12.608507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:12.608718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:15.614714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:15.623759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:15.629498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:15.633717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:15.637249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:15.637330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:18.642255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:18.645751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:18.649244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:18.652570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:18.656279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:18.656361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:21.662459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:21.666825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:21.675428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:21.679387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:21.682920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:21.683009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:24.687542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:24.691136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:24.694758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:24.700127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:24.705302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:24.705411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:27.710465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:27.714159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:27.717734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:27.721347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:27.724980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:27.725083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:30.729765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:30.733348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:30.737132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:30.740835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:30.744246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:30.744343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:33.749586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:33.753614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:33.757615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:33.761685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:33.765440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:33.765532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:36.770687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:36.774023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:36.777289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:36.780482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:36.783678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:36.783752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:39.788958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:39.792874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:39.796576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:39.800184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:39.804205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:39.804296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:42.808801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:42.812230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:42.815775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:42.819203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:42.822529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:42.822614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:45.828261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:45.832339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:45.835820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:45.839317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:45.842906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:45.842990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:48.849675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:48.854377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:48.858629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:48.862513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:48.867434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:48.867615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:51.873416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:51.878716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:51.883280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:51.887618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:51.891987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:51.892130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:54.898131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:54.902890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:54.906826] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:54.910389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:54.915219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:54.915347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:57.920448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:57.923850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:57.927102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:28:57.930393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:57.933636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:57.933732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:00.939100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:00.942846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:00.946347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:00.949885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:00.953353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:00.953443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:03.959623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:03.963698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:03.967253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:03.970760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:03.974243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:03.974335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:06.979076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:06.983617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:06.988107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:06.992031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:06.997136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:06.997285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:10.004512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:10.009848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:10.013871] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:10.017971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:10.021669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:10.021773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:13.027150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:13.031490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:13.035503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:13.039410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:13.043028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:13.043127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:16.048693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:16.052373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:16.055994] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:16.059452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:16.062774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:16.062846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:19.067604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:19.071223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:19.075166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:19.078813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:19.082979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:19.083079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:22.087623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:22.091312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:22.094730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:22.098079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:22.101363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:22.101454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:25.106552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:25.111252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:25.114792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:25.118371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:25.121754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:25.121844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:28.126880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:28.131105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:28.135102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:28.139196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:28.142972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:28.143073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:31.147429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:31.151140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:31.154640] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:31.158229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:31.161980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:31.162093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:34.166950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:34.170450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:34.174284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:34.178365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:34.182268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:34.182359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:37.186626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:37.190009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:37.193261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:37.197574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:37.201433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:37.201554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:40.206606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:40.210101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:40.213321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:40.216540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:40.219837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:40.219910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:43.224300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:43.227666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:43.231232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:43.234504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:43.237798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:43.237879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:46.243382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:46.247156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:46.250729] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:46.254434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:46.258850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:46.258939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:49.263707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:49.267735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:49.272919] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:49.277127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:49.280865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:49.280952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:52.285792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:52.289186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:52.292512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:52.296526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:52.300168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:52.300260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:55.304917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:55.308728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:55.312334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:55.316344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:55.320180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:55.320269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:58.325005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:58.328761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:58.332353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:29:58.336020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:58.339888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:58.339988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:01.344282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:01.347828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:01.351383] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:01.355349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:01.358871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:01.358947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:04.365292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:04.370144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:04.375183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:04.380353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:04.384967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:04.385073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:07.391850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:07.397031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:07.401206] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:07.405696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:07.410314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:07.410426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:10.416027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:10.420255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:10.424854] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:10.428429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:10.432099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:10.432176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:13.438019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:13.441757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:13.445135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:13.448489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:13.451826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:13.451899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:16.456926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:16.460424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:16.464227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:16.467980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:16.471676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:16.471770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:19.476522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:19.480860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:19.485442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:19.489384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:19.493059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:19.493136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:22.498548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:22.502226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:22.505798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:22.509224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:22.513018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:22.513106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:25.519574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:25.524074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:25.529139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:25.534410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:25.539167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:25.539302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:28.545431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:28.549448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:28.554046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:28.558460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:28.562965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:28.563091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:31.572012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:31.581299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:31.586482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:31.591784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:31.596302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:31.596461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:34.603281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:34.607343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:34.611440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:34.615177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:34.620678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:34.620891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:37.625981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:37.629394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:37.632927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:37.636341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:37.639633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:37.639724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:40.645527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:40.649574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:40.654178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:40.658136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:40.661724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:40.661809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:43.666554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:43.670249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:43.673699] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:43.677105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:43.680580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:43.680692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:46.685209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:46.688844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:46.692136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:46.695576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:46.699073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:46.699159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:49.704951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:49.709747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:49.714003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:49.717663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:49.720850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:49.720940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:52.725803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:52.729330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:52.732773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:52.736195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:52.739579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:52.739695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:55.744313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:55.748235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:55.752467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:55.756229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:55.760174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:55.760464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:58.766561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:58.771766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:58.777184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:30:58.781667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:58.786095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:58.786212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:01.791190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:01.795144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:01.798866] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:01.802571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:01.806219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:01.806337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:04.812032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:04.816245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:04.820471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:04.824797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:04.829048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:04.829159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:07.834266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:07.838791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:07.842639] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:07.846245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:07.849923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:07.850028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:10.854621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:10.858057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:10.861440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:10.864828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:10.868232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:10.868312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:13.873160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:13.876717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:13.880083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:13.883519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:13.887054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:13.887178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:16.891982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:16.895627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:16.899481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:16.903509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:16.907460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:16.907576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:19.912380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:19.916194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:19.920025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:19.923868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:19.927633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:19.927773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:22.932420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:22.935969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:22.939568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:22.943150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:22.946493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:22.946570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:25.951809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:25.955632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:25.959795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:25.963369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:25.966711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:25.966799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:28.972534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:28.976775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:28.980632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:28.984530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:28.988386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:28.988500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:31.994556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:31.998717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:32.002498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:32.006691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:32.010384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:32.010482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:35.016842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:35.022672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:35.027873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:35.032522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:35.037204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:35.037303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:38.043694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:38.048625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:38.055746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:38.062404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:38.071821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:38.072103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:41.078714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:41.083177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:41.087105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:41.091725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:41.096733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:41.096871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:44.102287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:44.106985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:44.111252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:44.115586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:44.119380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:44.119489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:47.123821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:47.127370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:47.130812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:47.134100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:47.137464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:47.137542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:50.142730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:50.146562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:50.150221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:50.153841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:50.157539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:50.157626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:53.162347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:53.166082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:53.169887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:53.173856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:53.178071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:53.178192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:56.183323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:56.187371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:56.191180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:56.195049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:56.198760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:56.198874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:59.204276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:59.209143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:59.213672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:31:59.218387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:59.223222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:59.223342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:02.227937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:02.231473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:02.234807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:02.238113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:02.241874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:02.242016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:05.247455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:05.251994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:05.255898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:05.259521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:05.263027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:05.263102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:08.267903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:08.271862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:08.276051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:08.279954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:08.283945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:08.284066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:11.288885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:11.292501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:11.295993] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:11.299438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:11.302889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:11.302976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:14.307968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:14.311779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:14.315697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:14.319462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:14.323090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:14.323200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:17.328492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:17.331967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:17.335437] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:17.340321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:17.344550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:17.344628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:20.349350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:20.352635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:20.355813] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:20.359007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:20.362169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:20.362257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:23.368663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:23.372721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:23.377846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:23.383312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:23.388847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:23.388974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:26.396144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:26.400676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:26.405222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:26.409199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:26.412918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:26.413006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:29.420279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:29.431992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:29.439420] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:29.444894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:29.449905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:29.450042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:32.454943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:32.458988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:32.462834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:32.466612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:32.470544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:32.470667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:35.477033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:35.485543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:35.489106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:35.492513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:35.495839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:35.495912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:38.501311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:38.505225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:38.509067] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:38.512898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:38.517777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:38.517991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:41.524100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:41.528705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:41.532991] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:41.537526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:41.541977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:41.542079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:44.546946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:44.550408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:44.553714] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:44.556917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:44.560231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:44.560305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:47.565001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:47.569969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:47.574113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:47.577747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:47.581105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:47.581180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:50.587842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:50.591937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:50.595318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:50.599543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:50.603361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:50.603436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:53.608078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:53.611624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:53.615085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:53.618533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:53.621844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:53.621930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:56.628080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:56.632936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:56.636504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:56.639884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:56.643270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:56.643363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:59.647990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:59.651524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:59.654943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:32:59.658502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:59.661917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:59.662014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:02.667113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:02.670610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:02.673950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:02.677681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:02.681157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:02.681241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:05.685809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:05.689263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:05.692493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:05.695750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:05.699041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:05.699143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:08.703976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:08.707403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:08.710752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:08.714093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:08.720591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:08.720729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:11.726518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:11.730198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:11.733528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:11.737970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:11.741555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:11.741637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:14.747345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:14.751097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:14.754570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:14.759161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:14.763043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:14.763144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:17.768917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:17.772607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:17.776757] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:17.780825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:17.784426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:17.784500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:20.789191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:20.793249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:20.797182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:20.801226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:20.805128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:20.805256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:23.810465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:23.813871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:23.817118] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:23.820483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:23.823956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:23.824043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:26.832171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:26.836096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:26.840471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:26.844535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:26.848098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:26.848173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:29.852764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:29.856620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:29.860407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:29.864119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:29.867792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:29.867881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:32.872944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:32.876423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:32.879810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:32.883225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:32.886544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:32.886715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:35.891239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:35.894801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:35.898242] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:35.901679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:35.905264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:35.905359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:38.910201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:38.914208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:38.918071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:38.921962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:38.925898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:38.926019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:41.930273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:41.933680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:41.937315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:41.940764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:41.944198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:41.944286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:44.948888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:44.952770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:44.956315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:44.961432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:44.965636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:44.965745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:47.971284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:47.974779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:47.978903] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:47.983120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:47.987229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:47.987328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:50.992077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:50.996798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:51.001448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:51.005696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:51.010039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:51.010168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:54.015177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:54.019019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:54.022938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:54.026584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:54.030264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:54.030370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:57.034785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:57.038260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:57.042375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:33:57.046468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:57.051341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:57.051444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:00.055683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:00.059695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:00.064567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:00.070252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:00.074815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:00.074939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:03.081760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:03.086766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:03.091515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:03.095637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:03.099276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:03.099361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:06.105359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:06.109463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:06.113359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:06.117464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:06.121482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:06.121585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:09.127628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:09.131984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:09.136238] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:09.140368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:09.144200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:09.144288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:12.150182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:12.154850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:12.159510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:12.163968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:12.168474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:12.168577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:15.173604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:15.177144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:15.180682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:15.184140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:15.187462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:15.187544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:18.192581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:18.196918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:18.200960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:18.204728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:18.209115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:18.209227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:21.214612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:21.218506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:21.222988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:21.227374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:21.231303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:21.231399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:24.236740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:24.240607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:24.244497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:24.248179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:24.251576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:24.251677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:27.257366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:27.261288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:27.264858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:27.268311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:27.271725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:27.271802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:30.277879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:30.281585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:30.285023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:30.288672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:30.292056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:30.292139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:33.296908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:33.301618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:33.304930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:33.308192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:33.311369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:33.311442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:36.316115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:36.319771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:36.323249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:36.326684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:36.330336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:36.330437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:39.336004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:39.340639] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:39.345029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:39.349538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:39.353771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:39.353868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:42.359216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:42.362929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:42.366311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:42.371012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:42.374533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:42.374605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:45.379440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:45.383319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:45.386958] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:45.390535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:45.395723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:45.395881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:48.400489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:48.405459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:48.410162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:48.414034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:48.417783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:48.417896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:51.422382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:51.425783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:51.429006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:51.432164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:51.435358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:51.435433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:54.440529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:54.444039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:54.450542] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:54.454167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:54.457722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:54.457816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:57.464029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:57.469213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:57.474132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:34:57.478688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:57.482498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:57.482589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:00.487504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:00.491246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:00.494777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:00.498396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:00.501852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:00.501935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:03.507425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:03.511731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:03.515901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:03.520054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:03.523887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:03.524012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:06.530495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:06.534383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:06.538697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:06.542556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:06.546211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:06.546307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:09.552139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:09.556766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:09.561253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:09.565703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:09.569986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:09.570126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:12.575286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:12.579709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:12.583611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:12.587445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:12.591399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:12.591507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:15.596456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:15.600005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:15.603433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:15.607413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:15.611846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:15.611963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:18.619180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:18.626943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:18.636599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:18.642725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:18.648078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:18.648224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:21.652935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:21.656669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:21.660146] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:21.663412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:21.666771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:21.666852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:24.671507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:24.674961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:24.678301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:24.681710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:24.685061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:24.685142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:27.690284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:27.694064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:27.697692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:27.701892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:27.706773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:27.707156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:30.713082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:30.718007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:30.722772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:30.727195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:30.731143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:30.731229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:33.736498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:33.740516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:33.744166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:33.747870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:33.751442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:33.751537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:36.756108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:36.759523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:36.762893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:36.766411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:36.770695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:36.770790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:39.775834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:39.779392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:39.782704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:39.785984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:39.789477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:39.789561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:42.794872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:42.798623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:42.802310] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:42.805872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:42.809538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:42.809675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:45.815932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:45.819896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:45.823232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:45.826567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:45.829981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:45.830056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:48.834465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:48.838028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:48.841409] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:48.844711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:48.848165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:48.848254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:51.852907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:51.856170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:51.859381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:51.862602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:51.865803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:51.865878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:54.871389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:54.875059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:54.878612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:54.881960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:54.885256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:54.885338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:57.890680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:57.894190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:57.901211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:35:57.904955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:57.908431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:57.908516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:00.913633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:00.917330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:00.920632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:00.923967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:00.927261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:00.927338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:03.931848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:03.935282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:03.938694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:03.942034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:03.945553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:03.945654] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:06.953997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:06.959198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:06.964068] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:06.969138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:06.973809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:06.973926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:09.978886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:09.982666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:09.986491] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:09.990399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:09.994170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:09.994262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:13.001426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:13.006809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:13.010461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:13.014160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:13.017965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:13.018061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:16.022681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:16.026094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:16.029631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:16.032938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:16.036184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:16.036260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:19.041346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:19.044753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:19.048057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:19.051243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:19.054411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:19.054485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:22.058991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:22.062307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:22.065538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:22.069806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:22.073277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:22.073351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:25.078989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:25.082945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:25.086715] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:25.090835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:25.095023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:25.095140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:28.100434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:28.104153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:28.107687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:28.111132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:28.114400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:28.114475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:31.119887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:31.123599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:31.127208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:31.130538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:31.133878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:31.133956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:34.138978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:34.142397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:34.145669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:34.148988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:34.152182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:34.152256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:37.156862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:37.161162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:37.165206] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:37.169363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:37.173797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:37.173915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:40.179810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:40.184401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:40.188825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:40.193079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:40.197599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:40.197736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:43.202389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:43.205948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:43.209237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:43.212482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:43.215765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:43.215847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:46.222529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:46.226636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:46.231998] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:46.237104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:46.241012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:46.241103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:49.247140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:49.251102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:49.256457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:49.262055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:49.266082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:49.266165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:52.271197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:52.274523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:52.278985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:52.283482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:52.287929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:52.288022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:55.293910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:55.298544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:55.303234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:55.308730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:55.314188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:55.314345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:58.320147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:58.324520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:58.329433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:36:58.333495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:58.337010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:58.337110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:01.344538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:01.351474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:01.357248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:01.363387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:01.369225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:01.369435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:04.374687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:04.378503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:04.382041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:04.385484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:04.388968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:04.389064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:07.395413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:07.400699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:07.405279] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:07.408835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:07.413316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:07.413459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:10.419059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:10.424221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:10.428724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:10.432770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:10.436613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:10.436721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:13.442788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:13.447402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:13.451949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:13.456519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:13.461090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:13.461178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:16.470989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:16.476540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:16.480893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:16.485301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:16.489091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:16.489179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:19.495726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:19.500594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:19.504273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:19.507952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:19.512073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:19.512178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:22.517681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:22.521387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:22.525271] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:22.528767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:22.532877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:22.532963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:25.538009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:25.541723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:25.545002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:25.548325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:25.551597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:25.551690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:28.557194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:28.560638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:28.565067] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:28.569111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:28.572496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:28.572578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:31.577501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:31.582292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:31.586674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:31.590480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:31.594102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:31.594206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:34.600399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:34.605802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:34.611150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:34.616445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:34.621447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:34.621583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:37.627029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:37.631480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:37.635373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:37.641818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:37.647398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:37.647534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:40.652576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:40.656497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:40.660749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:40.664629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:40.668218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:40.668292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:43.674627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:43.679283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:43.683215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:43.687555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:43.691628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:43.691746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:46.699717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:46.705978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:46.712196] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:46.719891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:46.726319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:46.726536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:49.731285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:49.734707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:49.738001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:49.741183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:49.744403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:49.744474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:52.750140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:52.754496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:52.758108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:52.761866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:52.765435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:52.765517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:55.769965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:55.773355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:55.776615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:55.779854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:55.783124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:55.783197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:58.787603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:58.791150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:58.794622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:37:58.798294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:58.801968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:58.802059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:01.806690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:01.811286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:01.816685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:01.821863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:01.826692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:01.826875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:04.831688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:04.835595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:04.840232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:04.843880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:04.847157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:04.847235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:07.853119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:07.856847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:07.860287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:07.864059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:07.867981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:07.868064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:10.873985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:10.878002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:10.881440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:10.884867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:10.888452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:10.888561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:13.893510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:13.896990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:13.901569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:13.905443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:13.908931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:13.909027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:16.914427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:16.918865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:16.922985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:16.927121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:16.931255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:16.931389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:19.936819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:19.940702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:19.944028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:19.947592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:19.951594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:19.951738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:22.957752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:22.961460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:22.964995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:22.969366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:22.973248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:22.973324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:25.978067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:25.981779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:25.985074] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:25.988921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:25.992748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:25.992822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:28.997437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:29.001223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:29.004892] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:29.008774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:29.012167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:29.012245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:32.018010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:32.022315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:32.026778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:32.030705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:32.034254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:32.034334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:35.040356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:35.044444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:35.049029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:35.053903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:35.058320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:35.058423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:38.064206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:38.068047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:38.071630] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:38.075378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:38.079042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:38.079139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:41.085037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:41.090085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:41.093981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:41.097569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:41.100863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:41.100937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:44.107335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:44.114582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:44.119002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:44.122690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:44.126504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:44.126602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:47.132263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:47.135871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:47.139311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:47.142946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:47.146579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:47.146697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:50.151598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:50.155783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:50.159543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:50.163014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:50.166520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:50.166630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:53.172695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:53.176929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:53.180228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:53.183505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:53.186817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:53.186904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:56.194065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:56.199523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:56.204825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:56.209621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:56.214090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:56.214220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:59.218921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:59.222338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:59.225614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:38:59.228925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:59.232143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:59.232219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:02.238123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:02.242530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:02.246470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:02.250146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:02.254388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:02.254495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:05.260444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:05.264770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:05.269514] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:05.274128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:05.278400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:05.278526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:08.283414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:08.287308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:08.291082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:08.296365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:08.301774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:08.301951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:11.306893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:11.310635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:11.314284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:11.317735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:11.321850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:11.321945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:14.326366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:14.329965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:14.333523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:14.336877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:14.340209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:14.340293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:17.345383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:17.349543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:17.353815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:17.357806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:17.361876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:17.362013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:20.366841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:20.370512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:20.373941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:20.377507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:20.380952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:20.381034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:23.386223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:23.389919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:23.393378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:23.396733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:23.399986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:23.400057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:26.405528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:26.409347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:26.413281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:26.417341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:26.421172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:26.421260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:29.426430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:29.431013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:29.434928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:29.439198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:29.443511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:29.443615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:32.448208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:32.451830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:32.455168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:32.458774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:32.462105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:32.462200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:35.467460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:35.472084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:35.476783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:35.481315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:35.485777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:35.485888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:38.490720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:38.494746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:38.498596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:38.502275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:38.506003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:38.506117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:41.510590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:41.514461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:41.518560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:41.523164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:41.527392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:41.527521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:44.532270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:44.536192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:44.543699] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:44.547586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:44.551659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:44.551770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:47.556869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:47.560427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:47.563637] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:47.566859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:47.570070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:47.570143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:50.575882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:50.580322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:50.584111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:50.587707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:50.591220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:50.591314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:53.595590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:53.599092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:53.602300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:53.605574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:53.609217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:53.609295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:56.614126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:56.617825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:56.621994] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:56.626108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:56.630176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:56.630289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:59.636838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:59.642383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:59.646933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:39:59.651018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:59.654424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:59.654509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:02.662634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:02.668097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:02.673546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:02.679183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:02.684799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:02.684965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:05.690701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:05.694907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:05.698584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:05.702132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:05.706790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:05.706938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:08.712439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:08.717304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:08.722058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:08.727419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:08.731980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:08.732123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:11.737488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:11.741429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:11.745065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:11.748457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:11.751758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:11.751830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:14.756417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:14.759977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:14.763425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:14.766718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:14.770719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:14.770797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:17.775518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:17.779066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:17.782417] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:17.785776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:17.792272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:17.792386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:20.797065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:20.800895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:20.804419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:20.808271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:20.811872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:20.811969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:23.817239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:23.821010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:23.824921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:23.828874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:23.832730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:23.832852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:26.840725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:26.845704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:26.850162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:26.853903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:26.857795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:26.857919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:29.863218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:29.866883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:29.870229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:29.873454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:29.876660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:29.876734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:32.883505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:32.887589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:32.891053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:32.895760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:32.899685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:32.899762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:35.905365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:35.909853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:35.913808] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:35.917304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:35.921194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:35.921278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:38.926555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:38.930268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:38.933977] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:38.937656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:38.941220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:38.941310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:41.946677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:41.950958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:41.955535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:41.960141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:41.964337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:41.964460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:44.970545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:44.975622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:44.981064] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:44.985131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:44.988800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:44.988884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:47.993527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:47.997361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:48.000632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:48.003964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:48.008874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:48.009108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:51.014277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:51.018809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:51.022858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:51.026202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:51.029582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:51.029691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:54.034927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:54.039074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:54.042930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:54.046618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:54.050324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:54.050430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:57.055422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:57.059816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:57.063761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:40:57.067682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:57.071553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:57.071687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:00.076542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:00.083436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:00.087063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:00.090674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:00.094127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:00.094219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:03.098809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:03.102602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:03.106243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:03.110144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:03.114122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:03.114215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:06.119407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:06.123777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:06.127556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:06.131283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:06.134907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:06.135009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:09.141462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:09.145483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:09.149232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:09.152878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:09.156424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:09.156504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:12.161299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:12.164686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:12.167940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:12.171318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:12.174588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:12.174701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:15.179271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:15.182749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:15.186042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:15.191377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:15.194822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:15.194905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:18.199367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:18.202880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:18.206366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:18.209905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:18.213282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:18.213362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:21.217760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:21.221362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:21.224955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:21.228314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:21.231558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:21.231654] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:24.237432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:24.242138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:24.252036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:24.258548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:24.264349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:24.264508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:27.269935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:27.273781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:27.277260] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:27.281239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:27.284965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:27.285063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:30.289862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:30.294066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:30.297663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:30.301111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:30.304477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:30.304562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:33.310942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:33.316497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:33.321566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:33.325368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:33.329264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:33.329349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:36.334497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:36.338330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:36.341609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:36.344930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:36.348401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:36.348474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:39.353398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:39.358027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:39.362136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:39.365552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:39.369933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:39.370019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:42.374920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:42.378679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:42.382340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:42.385847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:42.389351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:42.389455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:45.394248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:45.397991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:45.401728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:45.405308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:45.409007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:45.409096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:48.414258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:48.417928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:48.421763] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:48.425496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:48.429085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:48.429179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:51.434051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:51.437695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:51.441260] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:51.444833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:51.448402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:51.448499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:54.454030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:54.458409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:54.462943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:54.467476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:54.472041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:54.472186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:57.479222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:57.483591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:57.486981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:41:57.490619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:57.495614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:57.495846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:00.505020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:00.512060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:00.517611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:00.523538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:00.530945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:00.531030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:03.536072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:03.539930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:03.543325] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:03.547105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:03.550805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:03.550894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:06.555854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:06.559551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:06.563212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:06.566840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:06.570256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:06.570347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:09.576411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:09.580241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:09.585954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:09.591583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:09.596328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:09.596465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:12.601270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:12.604977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:12.608476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:12.612120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:12.615614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:12.615730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:15.620513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:15.624059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:15.627545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:15.631136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:15.636403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:15.636592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:18.644258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:18.650585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:18.656358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:18.662352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:18.668075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:18.668281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:21.672852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:21.676361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:21.679984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:21.683307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:21.686932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:21.687062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:24.692712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:24.696257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:24.699637] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:24.703179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:24.706493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:24.706570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:27.711038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:27.714704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:27.718031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:27.721356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:27.724669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:27.724742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:30.729448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:30.733601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:30.737365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:30.740883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:30.744495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:30.744570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:33.750676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:33.754636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:33.758035] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:33.761682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:33.764955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:33.765028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:36.772172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:36.777278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:36.781207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:36.784879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:36.793256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:36.793421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:39.799209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:39.803662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:39.807523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:39.810839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:39.814000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:39.814072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:42.819250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:42.823501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:42.827388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:42.830727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:42.833970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:42.834042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:45.838577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:45.842044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:45.845300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:45.848485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:45.851716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:45.851792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:48.856790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:48.860404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:48.863928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:48.867576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:48.871012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:48.871096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:51.878024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:51.883367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:51.888278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:51.893351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:51.898545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:51.898836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:54.903489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:54.907767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:54.913710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:54.918847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:54.923883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:54.924024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:57.928895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:57.933011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:57.936492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:42:57.939975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:57.943421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:57.943518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:00.950179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:00.955730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:00.960349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:00.965021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:00.969903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:00.970090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:03.975878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:03.979892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:03.984157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:03.987976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:03.991858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:03.991964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:06.998115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:07.003991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:07.009902] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:07.015401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:07.019740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:07.019839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:10.026120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:10.030081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:10.033583] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:10.037163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:10.040956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:10.041033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:13.045958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:13.049397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:13.052743] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:13.056097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:13.059535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:13.059622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:16.064818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:16.069204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:16.072897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:16.076532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:16.080345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:16.080450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:19.085763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:19.089333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:19.093405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:19.098176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:19.102664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:19.102741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:22.107816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:22.111593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:22.115170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:22.118464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:22.121772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:22.121846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:25.128429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:25.132599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:25.136030] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:25.139720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:25.143326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:25.143401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:28.149453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:28.152999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:28.156320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:28.159714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:28.163008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:28.163088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:31.170386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:31.175892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:31.179737] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:31.183494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:31.188696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:31.188890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:34.193580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:34.197740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:34.202416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:34.207708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:34.212363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:34.212476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:37.216893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:37.220222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:37.223433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:37.226740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:37.230024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:37.230097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:40.235315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:40.239754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:40.243762] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:40.247487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:40.251156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:40.251254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:43.256293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:43.260163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:43.263794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:43.267558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:43.271811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:43.271932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:46.276971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:46.280830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:46.285115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:46.288497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:46.291820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:46.291894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:49.296556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:49.300485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:49.304483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:49.308373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:49.312316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:49.312425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:52.317605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:52.320977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:52.325062] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:52.329257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:52.332712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:52.332785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:55.339038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:55.342927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:55.346259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:55.349665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:55.353111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:55.353185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:58.358343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:58.362219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:58.365838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:43:58.370077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:58.374082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:58.374212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:01.378968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:01.382803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:01.386660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:01.390545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:01.394393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:01.394513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:04.399616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:04.403256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:04.406707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:04.410184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:04.414634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:04.414773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:07.419971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:07.423999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:07.427543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:07.430885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:07.434262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:07.434344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:10.440115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:10.445335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:10.448984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:10.452336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:10.455661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:10.455734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:13.460693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:13.465225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:13.470307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:13.476092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:13.481920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:13.482067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:16.486927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:16.490658] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:16.494202] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:16.497755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:16.501310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:16.501413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:19.506403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:19.510156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:19.513557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:19.516823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:19.520034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:19.520110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:22.524606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:22.528030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:22.531284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:22.534487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:22.537689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:22.537765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:25.542404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:25.545751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:25.549017] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:25.553783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:25.558839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:25.559008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:28.565565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:28.569968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:28.574854] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:28.579417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:28.583356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:28.583429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:31.589625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:31.594422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:31.598607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:31.603491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:31.608491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:31.608669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:34.613253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:34.616755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:34.620113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:34.623453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:34.626845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:34.626943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:37.632612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:37.637468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:37.641045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:37.645194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:37.649068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:37.649157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:40.653891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:40.657527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:40.660856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:40.664053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:40.667429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:40.667525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:43.672411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:43.675995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:43.679481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:43.682875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:43.686220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:43.686314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:46.691029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:46.694351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:46.697669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:46.700900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:46.704136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:46.704210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:49.709242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:49.713290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:49.716946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:49.720391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:49.723909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:49.723997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:52.728692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:52.732200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:52.735396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:52.738684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:52.741859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:52.741930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:55.746872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:55.750431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:55.753799] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:55.757191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:55.760651] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:55.760737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:58.765672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:58.769538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:58.773093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:44:58.776666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:58.780294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:58.780392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:01.788124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:01.795291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:01.801511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:01.808745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:01.819302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:01.819526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:04.824547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:04.828679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:04.832396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:04.836243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:04.840155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:04.840278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:07.846864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:07.851338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:07.856094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:07.860014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:07.864675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:07.864830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:10.870321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:10.874636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:10.878690] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:10.882328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:10.886506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:10.886673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:13.891756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:13.895193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:13.898535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:13.901929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:13.905777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:13.905896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:16.910371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:16.913835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:16.917195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:16.920599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:16.923960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:16.924036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:19.928265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:19.931913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:19.936722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:19.940360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:19.943733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:19.943817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:22.949225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:22.953877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:22.959241] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:22.964969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:22.969566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:22.969729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:25.975618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:25.980295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:25.984286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:25.988510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:25.993074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:25.993335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:28.997549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:29.001031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:29.004385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:29.008013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:29.011440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:29.011527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:32.016478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:32.020432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:32.024172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:32.027494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:32.031099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:32.031176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:35.036963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:35.041681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:35.045838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:35.049324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:35.052797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:35.052876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:38.058792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:38.062726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:38.066417] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:38.069876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:38.073067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:38.073140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:41.077681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:41.081216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:41.084599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:41.088200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:41.091576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:41.091698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:44.096741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:44.100776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:44.104847] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:44.109067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:44.113247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:44.113355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:47.119287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:47.124258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:47.128717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:47.133351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:47.137760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:47.137934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:50.144003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:50.149136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:50.153672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:50.157321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:50.160698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:50.160787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:53.165920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:53.169310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:53.172541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:53.176525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:53.180179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:53.180252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:56.184895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:56.188411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:56.191811] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:56.195239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:56.201632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:56.201747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:59.206511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:59.210027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:59.213272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:45:59.216689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:59.220349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:59.220437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:02.225186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:02.229186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:02.233841] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:02.238810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:02.243699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:02.243841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:05.248879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:05.253004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:05.256427] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:05.259804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:05.262994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:05.263068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:08.268730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:08.272925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:08.276827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:08.280693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:08.284623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:08.284748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:11.291108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:11.295668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:11.301747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:11.306784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:11.311493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:11.311633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:14.318239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:14.322529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:14.326697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:14.331831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:14.337472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:14.337673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:17.343455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:17.347359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:17.350921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:17.354930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:17.359148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:17.359254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:20.365666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:20.369760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:20.374306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:20.378273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:20.381716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:20.381805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:23.386242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:23.389657] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:23.392975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:23.396480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:23.399895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:23.399994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:26.405257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:26.408740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:26.412104] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:26.415571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:26.418958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:26.419046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:29.423612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:29.427026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:29.430352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:29.433544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:29.436842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:29.436928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:32.441608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:32.445267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:32.448867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:32.452244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:32.455592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:32.455693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:35.460877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:35.464590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:35.468387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:35.471972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:35.475581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:35.475700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:38.481229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:38.485123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:38.488696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:38.492272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:38.495877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:38.495953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:41.501164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:41.504870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:41.508331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:41.511799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:41.515388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:41.515482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:44.520133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:44.523707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:44.527197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:44.530722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:44.534350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:44.534444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:47.539660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:47.543625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:47.547133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:47.550771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:47.554619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:47.554732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:50.560413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:50.564479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:50.568381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:50.573877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:50.577966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:50.578044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:53.583187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:53.587031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:53.590896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:53.594467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:53.597969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:53.598055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:56.605957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:56.613405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:56.618920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:56.623833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:56.628429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:56.628571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:59.632913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:59.636525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:59.640038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:46:59.643400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:59.646948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:59.647042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:02.652037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:02.655459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:02.658974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:02.662255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:02.665562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:02.665666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:05.670469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:05.674452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:05.678414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:05.682206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:05.686074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:05.686173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:08.691372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:08.695178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:08.699092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:08.702858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:08.706777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:08.706889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:11.712988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:11.716928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:11.720190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:11.723959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:11.727953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:11.728054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:14.733607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:14.738267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:14.742205] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:14.745587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:14.749036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:14.749131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:17.754621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:17.759380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:17.763808] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:17.768040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:17.772623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:17.772760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:20.776857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:20.780245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:20.783697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:20.787044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:20.790383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:20.790460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:23.795423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:23.798970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:23.802566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:23.805968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:23.809569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:23.809675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:26.813982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:26.817570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:26.821277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:26.824803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:26.828216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:26.828292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:29.833170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:29.837227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:29.841105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:29.845122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:29.849014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:29.849109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:32.853612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:32.857223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:32.860520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:32.863866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:32.867199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:32.867283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:35.872184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:35.876144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:35.879968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:35.883579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:35.887544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:35.887657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:38.892295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:38.895998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:38.899352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:38.902987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:38.906345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:38.906421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:41.912074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:41.916187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:41.920056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:41.924557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:41.928556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:41.928662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:44.934425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:44.938356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:44.941838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:44.945248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:44.948812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:44.948902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:47.953975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:47.957760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:47.961502] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:47.965129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:47.968929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:47.969026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:50.975786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:50.981315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:50.986338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:50.991463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:50.996350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:50.996490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:54.001889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:54.005731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:54.010307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:54.014880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:54.020498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:54.020707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:57.025788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:57.029243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:57.032468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:47:57.035633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:57.039026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:57.039132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:00.044918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:00.050408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:00.056032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:00.061875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:00.067684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:00.067842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:03.074768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:03.080114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:03.085375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:03.090392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:03.095691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:03.095836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:06.101526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:06.107146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:06.112559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:06.117507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:06.121568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:06.121665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:09.127757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:09.131856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:09.135215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:09.138629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:09.143279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:09.143437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:12.147909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:12.151210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:12.154772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:12.158252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:12.161629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:12.161720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:15.166351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:15.169898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:15.173520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:15.177240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:15.180966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:15.181059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:18.186128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:18.190666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:18.195431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:18.199492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:18.203123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:18.203224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:21.209466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:21.213028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:21.216298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:21.219858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:21.223348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:21.223431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:24.228765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:24.232511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:24.236021] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:24.239563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:24.243107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:24.243232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:27.248619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:27.252667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:27.258007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:27.264943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:27.270950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:27.271126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:30.276066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:30.279783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:30.283414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:30.287299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:30.290884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:30.290990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:33.295923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:33.299559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:33.303031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:33.306444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:33.309908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:33.310002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:36.315335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:36.319408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:36.323217] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:36.327149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:36.331012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:36.331115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:39.336607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:39.340730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:39.344441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:39.348852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:39.353457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:39.353619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:42.358511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:42.362760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:42.366696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:42.371323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:42.375299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:42.375412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:45.381291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:45.386454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:45.391446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:45.395825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:45.400409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:45.400522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:48.407307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:48.411556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:48.415477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:48.419266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:48.423442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:48.423577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:51.429890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:51.433916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:51.437554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:51.441713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:51.446444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:51.446615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:54.452795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:54.457535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:54.461833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:54.467037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:54.470771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:54.470850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:57.477862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:57.482310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:57.485598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:48:57.488936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:57.492290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:57.492365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:00.497348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:00.501023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:00.504499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:00.507981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:00.511548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:00.511635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:03.516972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:03.520713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:03.524216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:03.527537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:03.530853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:03.530935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:06.535894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:06.540176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:06.544171] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:06.548492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:06.552413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:06.552489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:09.557076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:09.560777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:09.564083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:09.567432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:09.570820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:09.570893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:12.576269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:12.580197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:12.583930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:12.587502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:12.591035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:12.591130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:15.597293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:15.602874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:15.607316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:15.611617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:15.615735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:15.615867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:18.620526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:18.624421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:18.628349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:18.632457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:18.636259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:18.636335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:21.641304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:21.645005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:21.648801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:21.652626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:21.656252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:21.656363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:24.661483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:24.665345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:24.668929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:24.672490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:24.676002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:24.676088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:27.680961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:27.684842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:27.689129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:27.693225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:27.697304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:27.697425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:30.703340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:30.708980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:30.715093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:30.719842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:30.724522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:30.724732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:33.732528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:33.738982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:33.743458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:33.748267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:33.752962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:33.753139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:36.759269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:36.762971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:36.766579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:36.771042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:36.776342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:36.776477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:39.783073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:39.789471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:39.795076] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:39.801094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:39.807026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:39.807242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:42.813001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:42.817891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:42.821928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:42.826423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:42.830702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:42.830799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:45.836541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:45.840861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:45.844387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:45.848386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:45.851902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:45.851983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:48.856451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:48.860501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:48.864018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:48.867532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:48.871857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:48.871940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:51.876910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:51.884154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:51.887599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:51.890939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:51.894261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:51.894336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:54.899034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:54.902695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:54.906559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:54.910909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:54.915156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:54.915278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:57.920161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:57.923974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:57.927586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:49:57.931445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:57.935117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:57.935215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:00.943597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:00.949689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:00.956325] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:00.962049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:00.966884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:00.966983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:03.971723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:03.975877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:03.979750] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:03.983693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:03.988146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:03.988308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:06.993691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:07.000125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:07.006077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:07.011324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:07.016715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:07.016862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:10.023908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:10.029529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:10.035263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:10.039889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:10.043967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:10.044064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:13.049689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:13.053811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:13.057159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:13.062385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:13.067834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:13.067996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:16.073922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:16.078715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:16.083308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:16.088087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:16.092188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:16.092301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:19.097688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:19.101324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:19.105338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:19.109068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:19.112539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:19.112623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:22.117865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:22.121580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:22.125536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:22.129084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:22.132517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:22.132610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:25.138177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:25.142506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:25.147626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:25.152253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:25.156551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:25.156696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:28.161377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:28.165128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:28.171982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:28.175565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:28.179391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:28.179501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:31.185790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:31.191100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:31.194978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:31.198570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:31.203689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:31.203903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:34.212192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:34.219280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:34.225801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:34.231526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:34.237274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:34.237410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:37.242383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:37.245932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:37.249289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:37.252746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:37.256150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:37.256237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:40.260951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:40.264768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:40.268377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:40.271980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:40.275914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:40.276023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:43.280733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:43.284276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:43.287622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:43.290986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:43.294433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:43.294530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:46.300054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:46.303901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:46.307539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:46.311137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:46.314356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:46.314438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:49.319674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:49.323434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:49.328834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:49.333582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:49.338701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:49.338846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:52.343574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:52.349206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:52.354031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:52.358393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:52.363044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:52.363202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:55.368082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:55.372149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:55.376055] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:55.380354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:55.384883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:55.385019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:58.391108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:58.396296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:58.400188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:50:58.403471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:58.406745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:58.406818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:01.411958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:01.416890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:01.421857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:01.427043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:01.432463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:01.432692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:04.438144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:04.442493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:04.446127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:04.449725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:04.453093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:04.453169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:07.461095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:07.467385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:07.474227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:07.480731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:07.487545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:07.487930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:10.493601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:10.498201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:10.502857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:10.506622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:10.510472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:10.510559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:13.515616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:13.519248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:13.522679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:13.526168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:13.529553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:13.529637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:16.534471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:16.539623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:16.543875] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:16.548673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:16.553144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:16.553254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:19.559312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:19.564073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:19.568511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:19.572586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:19.576432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:19.576548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:22.580992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:22.584433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:22.587991] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:22.591356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:22.594693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:22.594771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:25.599557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:25.603203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:25.606964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:25.610931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:25.614884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:25.615001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:28.621291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:28.628293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:28.633164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:28.638105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:28.642019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:28.642124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:31.646792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:31.651194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:31.655995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:31.660146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:31.664091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:31.664196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:34.668519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:34.671843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:34.675137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:34.678518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:34.681762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:34.681838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:37.687816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:37.692885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:37.697937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:37.702915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:37.707947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:37.708081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:40.720541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:40.724456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:40.728284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:40.732524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:40.736409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:40.736501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:43.741752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:43.745535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:43.749156] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:43.752791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:43.756318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:43.756409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:46.762264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:46.766574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:46.770515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:46.774854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:46.779196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:46.779322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:49.784043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:49.787499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:49.791637] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:49.795033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:49.798790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:49.798897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:52.803559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:52.807857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:52.812155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:52.816551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:52.820989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:52.821099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:55.827034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:55.831438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:55.835237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:55.839178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:55.842871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:55.842967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:58.848154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:58.851976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:58.855569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:51:58.859573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:58.863110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:58.863196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:01.868282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:01.872702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:01.877387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:01.881597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:01.885913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:01.886218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:04.890980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:04.894925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:04.898896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:04.902736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:04.906486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:04.906609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:07.911512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:07.915617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:07.919501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:07.923160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:07.926877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:07.926971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:10.933152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:10.937633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:10.941687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:10.946243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:10.950861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:10.950998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:13.955692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:13.959112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:13.962573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:13.965924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:13.969436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:13.969514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:16.975591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:16.979452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:16.983116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:16.986745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:16.991014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:16.991152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:19.996536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:20.000354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:20.004211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:20.007765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:20.011351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:20.011445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:23.016242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:23.019793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:23.023264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:23.026679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:23.030215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:23.030292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:26.036011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:26.040575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:26.045224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:26.050751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:26.054737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:26.054819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:29.060950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:29.065356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:29.068765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:29.072237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:29.076821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:29.076999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:32.083124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:32.088201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:32.092691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:32.096508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:32.100587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:32.100713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:35.105466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:35.109242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:35.112614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:35.115941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:35.119244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:35.119342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:38.123690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:38.127628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:38.131558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:38.135901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:38.140003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:38.140097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:41.144422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:41.147979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:41.151603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:41.155093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:41.158459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:41.158539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:44.163933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:44.168478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:44.172673] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:44.176023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:44.179617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:44.179706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:47.184944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:47.188708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:47.192535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:47.196229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:47.200836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:47.200967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:50.206161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:50.210020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:50.213665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:50.217461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:50.221594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:50.221713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:53.226712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:53.230941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:53.234945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:53.238957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:53.242896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:53.243003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:56.249472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:56.255540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:56.260024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:56.263957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:56.267378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:56.267455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:59.271860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:59.275766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:59.279125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:52:59.282427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:59.285727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:59.285807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:02.291834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:02.295821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:02.299361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:02.302856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:02.306477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:02.306558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:05.312086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:05.315934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:05.319813] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:05.323296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:05.326943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:05.327050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:08.332953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:08.337949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:08.341955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:08.345861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:08.350471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:08.350617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:11.357524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:11.361978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:11.366070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:11.370210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:11.373701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:11.373786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:14.379226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:14.382900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:14.387284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:14.391163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:14.395416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:14.395595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:17.401159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:17.404931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:17.409434] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:17.413628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:17.417001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:17.417082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:20.423172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:20.427496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:20.432548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:20.437505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:20.442195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:20.442352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:23.450844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:23.459387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:23.467378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:23.473406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:23.480205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:23.480401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:26.485528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:26.489697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:26.493901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:26.497553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:26.501181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:26.501293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:29.506193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:29.510336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:29.514307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:29.518374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:29.522296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:29.522400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:32.527118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:32.531307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:32.534870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:32.538409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:32.541873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:32.541948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:35.547486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:35.551706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:35.555195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:35.558906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:35.562352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:35.562430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:38.568716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:38.573299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:38.577415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:38.581206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:38.584739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:38.584815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:41.590229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:41.594083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:41.597444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:41.601244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:41.604895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:41.604970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:44.610017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:44.613844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:44.618213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:44.622291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:44.626357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:44.626458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:47.631378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:47.635122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:47.639038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:47.642931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:47.646840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:47.646926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:50.652259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:50.656436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:50.660314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:50.664316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:50.668154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:50.668261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:53.673402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:53.677429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:53.681520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:53.685199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:53.689071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:53.689150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:56.694598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:56.698967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:56.703120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:56.707357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:56.711657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:56.711787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:59.718017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:59.721882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:59.725573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:53:59.729485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:59.732962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:59.733043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:02.738809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:02.743319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:02.748270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:02.753114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:02.757762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:02.757884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:05.765022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:05.769735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:05.773302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:05.777141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:05.781112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:05.781224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:08.785973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:08.790490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:08.794183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:08.797948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:08.801721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:08.801827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:11.807032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:11.812212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:11.817895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:11.823458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:11.829346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:11.829539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:14.836185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:14.840755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:14.845950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:14.849786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:14.853360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:14.853443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:17.860926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:17.866606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:17.871561] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:17.876491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:17.881346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:17.881490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:20.888090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:20.892790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:20.901003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:20.905947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:20.910626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:20.910776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:23.916249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:23.920185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:23.923567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:23.927015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:23.930400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:23.930474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:26.936434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:26.940763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:26.945002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:26.948749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:26.952956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:26.953073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:29.959167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:29.964153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:29.968596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:29.973064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:29.976633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:29.976728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:32.981723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:32.985398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:32.988901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:32.992722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:32.996215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:32.996300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:36.000928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:36.004725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:36.008027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:36.011388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:36.014757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:36.014834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:39.019716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:39.023263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:39.026680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:39.030005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:39.033493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:39.033571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:42.038518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:42.042366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:42.046326] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:42.050007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:42.053702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:42.053808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:45.058714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:45.062587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:45.066183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:45.069787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:45.073286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:45.073394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:48.078556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:48.082228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:48.085572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:48.088839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:48.092171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:48.092266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:51.098032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:51.103055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:51.108311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:51.113233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:51.117488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:51.117626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:54.122441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:54.125928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:54.129197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:54.132498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:54.135727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:54.135802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:57.140569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:57.144537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:57.148344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:54:57.152097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:57.156211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:57.156329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:00.161576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:00.165547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:00.168895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:00.172431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:00.175719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:00.175792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:03.182014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:03.186402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:03.191072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:03.195710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:03.200287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:03.200411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:06.206135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:06.210514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:06.215049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:06.223496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:06.227828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:06.227926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:09.232388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:09.236096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:09.239878] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:09.243578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:09.247079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:09.247188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:12.251926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:12.255734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:12.263051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:12.266939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:12.270623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:12.270742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:15.275800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:15.279378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:15.282936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:15.286934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:15.290847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:15.290945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:18.297057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:18.301723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:18.305986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:18.309828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:18.313330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:18.313423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:21.318681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:21.322784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:21.327098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:21.331547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:21.335946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:21.336051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:24.340871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:24.344754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:24.348390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:24.351932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:24.355527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:24.355628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:27.360688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:27.365826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:27.370781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:27.375214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:27.381338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:27.381499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:30.386531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:30.390104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:30.393430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:30.396974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:30.400452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:30.400530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:33.405874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:33.409799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:33.413707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:33.417699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:33.421347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:33.421450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:36.427057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:36.431224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:36.434895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:36.438544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:36.442028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:36.442107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:39.448909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:39.453122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:39.457260] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:39.461285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:39.464866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:39.464968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:42.469676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:42.473248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:42.476728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:42.481007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:42.484674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:42.484752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:45.490023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:45.494405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:45.498158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:45.502014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:45.506743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:45.506918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:48.512768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:48.521499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:48.526920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:48.532148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:48.537400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:48.537539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:51.543734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:51.548836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:51.553480] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:51.558524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:51.564476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:51.564684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:54.571009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:54.575475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:54.579770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:54.584570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:54.590261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:54.590440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:57.597164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:57.601395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:57.606258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:55:57.610209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:57.613852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:57.613952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:00.618710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:00.622379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:00.626031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:00.629498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:00.632977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:00.633086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:03.638424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:03.642110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:03.645581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:03.649533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:03.653161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:03.653241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:06.657855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:06.661483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:06.664984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:06.668529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:06.672061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:06.672166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:09.677997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:09.681451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:09.684785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:09.688206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:09.691477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:09.691555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:12.697450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:12.701820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:12.706992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:12.712314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:12.717800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:12.717943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:15.722602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:15.726364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:15.729930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:15.733396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:15.736830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:15.736911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:18.743240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:18.748283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:18.753069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:18.758267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:18.763310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:18.763456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:21.768675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:21.772877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:21.776839] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:21.780634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:21.785519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:21.785634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:24.791314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:24.796608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:24.801487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:24.806007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:24.810411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:24.810504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:27.818335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:27.824084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:27.829388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:27.834761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:27.840014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:27.840120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:30.844980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:30.848475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:30.852051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:30.855503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:30.858896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:30.858991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:33.864842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:33.870343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:33.875751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:33.880909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:33.885775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:33.885878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:36.891524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:36.896291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:36.901155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:36.906216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:36.910812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:36.910904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:39.916131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:39.920760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:39.924831] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:39.928480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:39.933186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:39.933353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:42.938473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:42.942411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:42.946295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:42.951708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:42.957435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:42.957604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:45.964500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:45.970444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:45.975247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:45.979863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:45.984909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:45.985053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:48.989699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:48.993082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:48.996453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:48.999799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:49.003033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:49.003115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:52.007798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:52.011371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:52.014828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:52.018225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:52.021595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:52.021710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:55.026277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:55.029935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:55.033282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:55.036550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:55.039799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:55.039875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:58.045150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:58.048794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:58.052063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:56:58.055258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:58.058504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:58.058592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:01.063598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:01.068075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:01.071950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:01.075415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:01.078789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:01.078868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:04.085798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:04.091004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:04.095813] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:04.100155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:04.104056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:04.104195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:07.109369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:07.113477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:07.117378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:07.121251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:07.124878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:07.124970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:10.133283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:10.137926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:10.144268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:10.149858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:10.154038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:10.154127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:13.159056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:13.163087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:13.166519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:13.170168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:13.173705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:13.173783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:16.178990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:16.183161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:16.186833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:16.190328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:16.193749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:16.193831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:19.198396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:19.201825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:19.205151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:19.208486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:19.211787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:19.211862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:22.216497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:22.220154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:22.223691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:22.227108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:22.230452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:22.230544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:25.235752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:25.241228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:25.246432] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:25.252334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:25.256831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:25.256985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:28.262748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:28.266762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:28.271053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:28.275835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:28.280315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:28.280476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:31.285423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:31.289739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:31.293352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:31.296966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:31.300679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:31.300768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:34.306981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:34.311955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:34.316130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:34.319570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:34.323410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:34.323526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:37.328320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:37.332334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:37.338552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:37.342999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:37.347591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:37.347751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:40.354120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:40.359591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:40.364229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:40.368101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:40.372353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:40.372538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:43.377705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:43.381670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:43.385137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:43.388507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:43.391919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:43.392014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:46.396868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:46.400252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:46.403482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:46.406880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:46.410318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:46.410414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:49.415338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:49.419265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:49.422815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:49.426233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:49.429666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:49.429756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:52.434802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:52.438718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:52.442080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:52.445564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:52.449461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:52.449535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:55.454300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:55.458248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:55.461942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:55.465697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:55.469454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:55.469552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:58.474355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:58.478290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:58.481845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:57:58.485284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:58.488817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:58.488929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:01.494835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:01.500184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:01.505895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:01.510937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:01.516822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:01.516995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:04.521562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:04.525061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:04.528635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:04.532292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:04.535704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:04.535784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:07.540332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:07.544197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:07.547978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:07.551879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:07.555519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:07.555624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:10.560728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:10.565184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:10.569382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:10.573381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:10.577477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:10.577591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:13.582294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:13.586028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:13.589810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:13.595208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:13.599963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:13.600054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:16.604915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:16.608848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:16.612699] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:16.616390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:16.620041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:16.620141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:19.625141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:19.630075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:19.634280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:19.637855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:19.641218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:19.641294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:22.647033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:22.651833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:22.655929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:22.659403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:22.662926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:22.662998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:25.667567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:25.671014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:25.675121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:25.679287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:25.683367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:25.683504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:28.688275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:28.691863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:28.695175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:28.698861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:28.702234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:28.702322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:31.706620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:31.710102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:31.713864] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:31.717662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:31.721379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:31.721467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:34.726263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:34.729678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:34.732943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:34.736252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:34.739503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:34.739589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:37.744697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:37.748832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:37.752576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:37.756152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:37.759899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:37.759992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:40.766427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:40.772170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:40.778393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:40.792347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:40.798779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:40.798942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:43.805264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:43.810974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:43.815559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:43.819887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:43.823779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:43.823880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:46.828121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:46.831602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:46.835157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:46.838687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:46.842112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:46.842195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:49.847187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:49.850598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:49.853910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:49.857369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:49.860656] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:49.860750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:52.865342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:52.868946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:52.872423] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:52.875774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:52.879327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:52.879445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:55.884600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:55.888598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:55.892424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:55.896181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:55.900248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:55.900355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:58.905885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:58.909563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:58.912936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:58:58.916456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:58.920663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:58.920755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:01.925539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:01.928940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:01.932246] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:01.935496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:01.939031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:01.939115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:04.943992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:04.948085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:04.951776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:04.955414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:04.959316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:04.959410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:07.964567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:07.968382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:07.972292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:07.976113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:07.979845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:07.979968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:10.984126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:10.987690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:10.991152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:10.994586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:10.998063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:10.998180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:14.003217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:14.006762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:14.010119] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:14.013271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:14.016417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:14.016493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:17.021194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:17.024924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:17.028616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:17.032093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:17.035452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:17.035525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:20.040296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:20.043593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:20.047948] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:20.051704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:20.055177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:20.055255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:23.059509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:23.063374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:23.067015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:23.070783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:23.074221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:23.074320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:26.079105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:26.083615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:26.088371] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:26.093002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:26.097916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:26.098060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:29.104068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:29.108715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:29.113210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:29.117800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:29.122627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:29.122819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:32.128081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:32.131926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:32.135951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:32.139587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:32.143470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:32.143569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:35.148201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:35.151574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:35.154881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:35.158134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:35.161421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:35.161496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:38.166723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:38.170354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:38.174525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:38.178480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:38.181982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:38.182085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:41.188119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:41.192696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:41.197575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:41.202062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:41.206160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:41.206273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:44.214207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:44.219637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:44.224497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:44.229789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:44.235893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:44.236124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:47.241078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:47.244707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:47.248366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:47.251933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:47.255321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:47.255417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:50.260698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:50.264690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:50.268622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:50.272599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:50.276519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:50.276634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:53.282004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:53.285923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:53.289422] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:53.293055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:53.296425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:53.296526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:56.300866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:56.304206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:56.307453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:56.310742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:56.314037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:56.314121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:59.320202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:59.324457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:59.328053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T02:59:59.331554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:59.334974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:59.335107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:02.340764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:02.346301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:02.351882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:02.356145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:02.361143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:02.361264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:05.366047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:05.369722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:05.373473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:05.378271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:05.383059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:05.383179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:08.390044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:08.395280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:08.399712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:08.403096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:08.406451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:08.406532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:11.411187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:11.415124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:11.421000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:11.425567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:11.429762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:11.429865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:14.434501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:14.437874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:14.441191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:14.444766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:14.448166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:14.448246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:17.453435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:17.457077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:17.460563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:17.465051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:17.469624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:17.469750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:20.474208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:20.477853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:20.481480] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:20.484810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:20.488246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:20.488327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:23.493500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:23.497814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:23.502320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:23.506261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:23.510278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:23.510363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:26.515383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:26.519485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:26.522996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:26.526767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:26.530322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:26.530404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:29.535511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:29.539476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:29.543138] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:29.546806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:29.550730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:29.550834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:32.555446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:32.558840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:32.562164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:32.565592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:32.568868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:32.568952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:35.573920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:35.577433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:35.580990] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:35.585422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:35.590348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:35.590495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:38.595240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:38.599022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:38.603335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:38.607217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:38.611279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:38.611391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:41.617440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:41.622851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:41.628172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:41.633853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:41.638855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:41.638990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:44.646044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:44.651088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:44.656635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:44.661157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:44.664764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:44.664851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:47.670584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:47.674320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:47.678577] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:47.682494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:47.686303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:47.686398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:50.692580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:50.697918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:50.702571] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:50.707226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:50.711919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:50.712012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:53.721885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:53.727270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:53.731725] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:53.735609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:53.739853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:53.739946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:56.746011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:56.750411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:56.754963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:56.758976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:56.763236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:56.763336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:59.768515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:59.771947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:59.775160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:00:59.778810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:59.782797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:59.782919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:02.787703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:02.791252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:02.795308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:02.799334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:02.803470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:02.803583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:05.808828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:05.812907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:05.817047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:05.821015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:05.824980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:05.825100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:08.829685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:08.833236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:08.836741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:08.840334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:08.843846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:08.843944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:11.848690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:11.851983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:11.856116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:11.860136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:11.863454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:11.863532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:14.868981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:14.872781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:14.876304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:14.879820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:14.883219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:14.883311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:17.888178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:17.891756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:17.895170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:17.899096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:17.902520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:17.902611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:20.907451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:20.911359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:20.915273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:20.919098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:20.922981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:20.923089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:23.928106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:23.931920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:23.936195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:23.940399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:23.944176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:23.944271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:26.949708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:26.954449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:26.960024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:26.965461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:26.971035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:26.971179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:29.976113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:29.979538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:29.983299] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:29.986702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:29.990466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:29.990556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:32.995629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:32.999767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:33.004356] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:33.008279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:33.011582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:33.011675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:36.017023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:36.021218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:36.025239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:36.028954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:36.032712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:36.032823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:39.038851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:39.043622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:39.048402] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:39.065637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:39.070626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:39.070804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:42.106347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:42.110565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:42.114028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:42.119583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:42.125601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:42.125783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:45.130851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:45.135182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:45.139565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:45.144278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:45.148743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:45.148851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:48.153619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:48.157496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:48.162026] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:48.166041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:48.169895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:48.169990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:51.174599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:51.178073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:51.181603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:51.186155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:51.189738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:51.189826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:54.196427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:54.201108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:54.207041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:54.212148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:54.217287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:54.217387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:57.223062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:57.227788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:57.231573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:01:57.234991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:57.238492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:57.238572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:00.243689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:00.250814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:00.254801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:00.258441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:00.262172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:00.262278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:03.267360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:03.271146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:03.274745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:03.278228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:03.281695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:03.281787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:06.287255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:06.291239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:06.295129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:06.298896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:06.302727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:06.302844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:09.307833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:09.311494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:09.314953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:09.318353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:09.321888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:09.321996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:12.328737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:12.333439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:12.337842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:12.342481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:12.346839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:12.346941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:15.352603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:15.356579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:15.360212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:15.363780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:15.368048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:15.368167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:18.372767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:18.376486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:18.383931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:18.387947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:18.391604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:18.391731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:21.396296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:21.399789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:21.403041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:21.406415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:21.409949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:21.410029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:24.414623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:24.418181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:24.421596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:24.425067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:24.428659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:24.428738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:27.433288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:27.437150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:27.440547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:27.443847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:27.447088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:27.447183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:30.451597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:30.454912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:30.458125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:30.461331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:30.464545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:30.464621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:33.470699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:33.475805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:33.481006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:33.486036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:33.490854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:33.490985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:36.496002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:36.499509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:36.502868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:36.506171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:36.511219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:36.511426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:39.520827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:39.525663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:39.529589] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:39.534174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:39.538112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:39.538269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:42.544939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:42.549821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:42.554058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:42.559742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:42.564116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:42.564210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:45.570491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:45.575944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:45.579961] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:45.583328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:45.586689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:45.586767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:48.592310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:48.597045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:48.601155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:48.604944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:48.608527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:48.608627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:51.613123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:51.616663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:51.620275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:51.623605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:51.627673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:51.627814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:54.633992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:54.638994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:54.643508] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:54.648760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:54.653622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:54.653744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:57.658993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:57.662450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:57.665748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:02:57.669049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:57.672287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:57.672360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:00.676930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:00.680691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:00.684285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:00.687790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:00.691409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:00.691516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:03.696486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:03.700244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:03.704184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:03.708466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:03.712483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:03.712590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:06.717336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:06.721153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:06.725747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:06.730220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:06.734374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:06.734514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:09.741756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:09.747807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:09.752610] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:09.756295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:09.760139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:09.760220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:12.765173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:12.769032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:12.772848] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:12.777503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:12.781545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:12.781660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:15.786999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:15.791266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:15.795281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:15.798996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:15.802996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:15.803093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:18.810015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:18.815600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:18.821035] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:18.826108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:18.830826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:18.830942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:21.836436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:21.841595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:21.845881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:21.850706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:21.854381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:21.854459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:24.859960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:24.864062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:24.868126] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:24.871809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:24.875769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:24.875888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:27.881246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:27.885407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:27.889543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:27.893156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:27.896776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:27.896871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:30.901687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:30.905559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:30.909338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:30.913047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:30.916593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:30.916698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:33.923261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:33.928303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:33.932778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:33.936766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:33.941165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:33.941305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:36.946260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:36.949979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:36.953346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:36.956659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:36.960076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:36.960166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:39.966005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:39.971126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:39.975633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:39.979267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:39.982700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:39.982797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:42.987976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:42.991754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:42.995414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:42.999346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:43.002907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:43.003000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:46.009126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:46.013998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:46.018211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:46.021866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:46.025538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:46.025669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:49.030989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:49.034584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:49.038272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:49.041950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:49.045746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:49.045839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:52.051850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:52.055736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:52.059426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:52.063317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:52.067953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:52.068140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:55.072957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:55.076387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:55.079671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:55.082863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:55.086052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:55.086124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:58.090683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:58.093973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:58.097152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:03:58.100272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:58.103396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:58.103470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:01.109148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:01.113470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:01.117712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:01.122072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:01.126267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:01.126361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:04.131130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:04.134616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:04.137956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:04.141233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:04.144525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:04.144605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:07.149421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:07.153411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:07.157457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:07.161729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:07.165569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:07.165680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:10.170574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:10.174843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:10.179341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:10.184569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:10.189576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:10.189721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:13.199875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:13.204949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:13.210739] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:13.219440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:13.225885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:13.226062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:16.231028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:16.234897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:16.238761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:16.242305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:16.246115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:16.246208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:19.250626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:19.254231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:19.258536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:19.264065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:19.267632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:19.267739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:22.272950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:22.276949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:22.280430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:22.283822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:22.287377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:22.287460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:25.292572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:25.296449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:25.299789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:25.303655] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:25.307288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:25.307369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:28.312005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:28.315908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:28.319269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:28.323418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:28.327125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:28.327233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:31.334505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:31.340544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:31.346495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:31.352042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:31.358110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:31.358341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:34.364500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:34.371064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:34.375328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:34.379011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:34.382900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:34.382978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:37.389058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:37.393050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:37.396617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:37.400358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:37.404086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:37.404188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:40.409570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:40.413977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:40.418088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:40.421906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:40.425302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:40.425393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:43.430083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:43.433857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:43.437390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:43.440938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:43.444224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:43.444300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:46.449583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:46.453725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:46.457856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:46.461394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:46.464898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:46.464985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:49.470268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:49.474111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:49.477934] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:49.481728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:49.485271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:49.485382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:52.490368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:52.493909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:52.497393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:52.500949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:52.504307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:52.504388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:55.509218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:55.513162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:55.518101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:55.522394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:55.526015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:55.526108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:58.531813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:58.535779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:58.539352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:04:58.542823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:58.547099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:58.547209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:01.552868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:01.558207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:01.563787] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:01.569010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:01.576213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:01.576424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:04.582738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:04.587252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:04.591898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:04.596150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:04.600302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:04.600406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:07.605280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:07.608738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:07.612042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:07.615296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:07.618636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:07.618726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:10.623543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:10.627191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:10.630711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:10.634297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:10.637785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:10.637868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:13.642847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:13.647691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:13.652172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:13.656429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:13.660746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:13.660853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:16.665743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:16.669164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:16.672443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:16.677335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:16.681536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:16.681628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:19.688424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:19.693404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:19.698158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:19.702745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:19.707091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:19.707298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:22.712688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:22.716437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:22.720169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:22.724033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:22.727833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:22.727934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:25.733019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:25.737992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:25.742474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:25.746788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:25.751455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:25.751552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:28.756748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:28.760483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:28.764116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:28.768261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:28.772493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:28.772616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:31.778551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:31.783086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:31.787549] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:31.792137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:31.796371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:31.796474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:34.801815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:34.805596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:34.809304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:34.812867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:34.816223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:34.816308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:37.820911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:37.824471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:37.827793] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:37.831360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:37.834751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:37.834822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:40.840934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:40.844597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:40.848027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:40.852693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:40.857416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:40.857532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:43.863584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:43.868519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:43.872609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:43.876284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:43.880274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:43.880421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:46.884935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:46.890039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:46.894782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:46.899482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:46.904017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:46.904184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:49.909123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:49.913007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:49.916491] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:49.920004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:49.923750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:49.923835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:52.929152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:52.934007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:52.940505] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:52.947489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:52.952611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:52.952787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:55.959500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:55.965898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:55.971199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:55.975245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:55.979137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:55.979242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:58.984403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:58.987974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:58.991316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:05:58.994675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:58.998081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:58.998166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:02.002895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:02.006722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:02.010363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:02.013986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:02.017603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:02.017720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:05.023400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:05.027386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:05.031163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:05.035533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:05.039312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:05.039403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:08.044563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:08.048824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:08.052374] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:08.056822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:08.061012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:08.061098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:11.066903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:11.071058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:11.074750] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:11.078897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:11.082992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:11.083084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:14.087877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:14.091237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:14.094492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:14.097732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:14.100893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:14.100964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:17.107731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:17.112227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:17.116953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:17.120882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:17.124206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:17.124280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:20.129063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:20.132891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:20.136711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:20.140626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:20.144470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:20.144577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:23.151975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:23.158826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:23.164430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:23.169025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:23.173389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:23.173514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:26.178131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:26.182414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:26.186741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:26.191617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:26.195916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:26.196039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:29.200803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:29.204715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:29.208496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:29.212418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:29.216075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:29.216170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:32.221578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:32.225903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:32.229884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:32.233740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:32.237323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:32.237430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:35.242907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:35.246376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:35.250428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:35.254007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:35.257294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:35.257371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:38.262290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:38.266296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:38.270448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:38.274079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:38.278007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:38.278114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:41.287658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:41.292793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:41.298022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:41.302515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:41.306772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:41.306885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:44.313310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:44.317382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:44.322134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:44.326638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:44.331196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:44.331360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:47.336159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:47.339828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:47.343301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:47.347582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:47.351403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:47.351499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:50.356341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:50.360503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:50.364404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:50.368451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:50.372636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:50.372771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:53.378569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:53.384129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:53.390297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:53.397018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:53.402468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:53.402551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:56.409575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:56.415499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:56.420183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:56.424379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:56.429287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:56.429443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:59.434574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:59.438396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:59.441943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:06:59.445701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:59.449261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:59.449363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:02.455605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:02.459627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:02.463336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:02.468948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:02.473087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:02.473209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:05.478576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:05.483002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:05.486897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:05.490838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:05.494744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:05.494840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:08.500611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:08.504269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:08.510876] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:08.514568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:08.518087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:08.518186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:11.524493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:11.530064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:11.534461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:11.540075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:11.545048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:11.545204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:14.549927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:14.553201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:14.556442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:14.559744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:14.562944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:14.563021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:17.567080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:17.574133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:17.577513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:17.580795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:17.584057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:17.584129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:20.590002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:20.594602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:20.598792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:20.602879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:20.606619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:20.606731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:23.611861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:23.615589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:23.619399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:23.623293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:23.626917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:23.626992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:26.633234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:26.639086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:26.644269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:26.649492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:26.653848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:26.653945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:29.659284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:29.663726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:29.668175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:29.672447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:29.676837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:29.676943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:32.681867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:32.685557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:32.688922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:32.692491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:32.695932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:32.696009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:35.701678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:35.705395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:35.708922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:35.712169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:35.715609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:35.715733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:38.720922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:38.724548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:38.727790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:38.731047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:38.734275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:38.734349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:41.739077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:41.742860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:41.746385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:41.750099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:41.753802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:41.753920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:44.760143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:44.764555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:44.768934] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:44.772267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:44.775895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:44.776022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:47.780602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:47.784476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:47.788794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:47.792791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:47.796420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:47.796541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:50.802744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:50.807837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:50.811904] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:50.816194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:50.820173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:50.820275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:53.825389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:53.828869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:53.832141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:53.835575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:53.839083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:53.839168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:56.844413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:56.847908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:56.851206] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:56.854578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:56.857946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:56.858045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:59.863510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:59.867330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:59.870964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:07:59.874374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:59.877839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:59.877929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:02.883754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:02.887524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:02.891530] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:02.895396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:02.899296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:02.899401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:05.905175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:05.908998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:05.912361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:05.915942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:05.922130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:05.922236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:08.926212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:08.929790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:08.933155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:08.936540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:08.940061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:08.940162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:11.944842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:11.948485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:11.951878] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:11.955227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:11.958813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:11.958918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:14.963634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:14.967354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:14.970918] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:14.974436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:14.977984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:14.978084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:17.983921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:17.988017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:17.991704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:17.995173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:17.998582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:17.998700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:21.003799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:21.007807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:21.011433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:21.015136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:21.018901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:21.019004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:24.024816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:24.028959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:24.033552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:24.038106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:24.042077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:24.042374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:27.047503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:27.051286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:27.054818] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:27.058445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:27.061813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:27.061899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:30.067059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:30.070777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:30.074617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:30.078563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:30.083292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:30.083424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:33.087884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:33.091381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:33.094697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:33.098561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:33.102149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:33.102242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:36.107541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:36.111036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:36.114511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:36.117804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:36.121072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:36.121145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:39.126954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:39.131417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:39.135925] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:39.140049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:39.145285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:39.145491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:42.150795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:42.154534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:42.158383] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:42.163482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:42.169026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:42.169187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:45.179341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:45.186987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:45.194584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:45.202189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:45.208075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:45.208279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:48.214830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:48.219417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:48.227088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:48.233390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:48.238944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:48.239134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:51.244021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:51.248525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:51.253143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:51.257569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:51.262036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:51.262178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:54.267102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:54.270908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:54.274770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:54.278276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:54.281618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:54.281714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:57.285535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:57.289132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:57.293324] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:08:57.296936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:57.300393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:57.300466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:00.305371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:00.309910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:00.313748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:00.317080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:00.320423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:00.320502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:03.324543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:03.327935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:03.331204] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:03.334498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:03.337786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:03.337858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:06.342633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:06.346662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:06.350092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:06.353335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:06.357443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:06.357579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:09.362848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:09.367688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:09.371195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:09.374592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:09.377922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:09.377999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:12.382130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:12.386027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:12.389554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:12.393134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:12.396479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:12.396554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:15.404291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:15.411308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:15.417042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:15.422013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:15.426458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:15.426609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:18.431418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:18.435406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:18.438923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:18.442743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:18.446329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:18.446413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:21.451160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:21.456295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:21.460999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:21.465029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:21.469184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:21.469307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:24.473483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:24.477075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:24.484272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:24.487740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:24.491112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:24.491190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:27.498167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:27.503786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:27.508537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:27.514062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:27.519233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:27.519419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:30.524255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:30.531849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:30.537428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:30.541298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:30.546340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:30.546530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:33.553199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:33.557538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:33.561097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:33.564518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:33.567976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:33.568068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:36.573767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:36.578605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:36.582287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:36.586089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:36.589378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:36.589451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:39.593713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:39.597214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:39.602223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:39.606737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:39.610078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:39.610153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:42.614928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:42.618315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:42.622065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:42.625752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:42.629315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:42.629390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:45.634546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:45.639774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:45.644241] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:45.648743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:45.653220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:45.653324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:48.659417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:48.663829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:48.667638] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:48.672478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:48.676430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:48.676511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:51.681331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:51.685972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:51.690045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:51.693444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:51.697188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:51.697275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:54.703151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:54.706977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:54.710713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:54.714592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:54.718265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:54.718355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:57.724083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:57.729023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:57.733631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:09:57.738287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:57.742815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:57.742926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:00.747325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:00.750770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:00.754298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:00.757720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:00.761064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:00.761151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:03.766129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:03.771204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:03.775882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:03.780367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:03.784437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:03.784541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:06.789445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:06.792978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:06.797030] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:06.801090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:06.804425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:06.804498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:09.809536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:09.813869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:09.817659] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:09.821447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:09.825302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:09.825405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:12.830029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:12.833521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:12.836835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:12.840274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:12.843773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:12.843861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:15.848870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:15.852858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:15.856227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:15.859686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:15.863150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:15.863227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:18.869381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:18.873098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:18.877429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:18.881673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:18.885415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:18.885517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:21.891371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:21.895011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:21.899432] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:21.903397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:21.907186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:21.907282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:24.912624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:24.916246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:24.919523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:24.922796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:24.926058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:24.926133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:27.931895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:27.936819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:27.941887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:27.947014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:27.952331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:27.952464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:30.958756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:30.963516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:30.968214] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:30.973238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:30.978449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:30.978631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:33.983141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:33.986442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:33.989892] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:33.993156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:33.996666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:33.996742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:37.001449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:37.005014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:37.008579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:37.012411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:37.015969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:37.016067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:40.020437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:40.024803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:40.028458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:40.031837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:40.035182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:40.035269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:43.040463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:43.044713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:43.048619] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:43.053057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:43.056986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:43.057091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:46.063610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:46.067603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:46.071060] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:46.074301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:46.077675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:46.077752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:49.082638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:49.086731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:49.090614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:49.094304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:49.098308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:49.098445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:52.103547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:52.107189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:52.110962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:52.114534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:52.118126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:52.118209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:55.122958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:55.126875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:55.130562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:55.134262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:55.137787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:55.137864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:58.142934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:58.147269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:58.151319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:10:58.155693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:58.159795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:58.159878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:01.165217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:01.168900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:01.172662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:01.176490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:01.180203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:01.180292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:04.187576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:04.192677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:04.196975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:04.200676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:04.204563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:04.204663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:07.210662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:07.215558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:07.219985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:07.225053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:07.229563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:07.229691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:10.235998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:10.240968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:10.245746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:10.250528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:10.254370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:10.254452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:13.259538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:13.263690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:13.267347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:13.270713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:13.274090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:13.274170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:16.279290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:16.282923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:16.286392] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:16.289933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:16.293385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:16.293478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:19.298318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:19.302546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:19.306678] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:19.310960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:19.314826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:19.314944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:22.320861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:22.324473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:22.328067] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:22.331608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:22.335532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:22.335634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:25.340515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:25.344571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:25.348317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:25.352035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:25.355628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:25.355736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:28.360245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:28.363773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:28.367447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:28.370851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:28.374384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:28.374495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:31.380224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:31.384610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:31.388426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:31.392112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:31.395925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:31.396023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:34.402513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:34.408583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:34.414140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:34.419889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:34.425444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:34.425578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:37.430385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:37.434779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:37.438711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:37.442153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:37.445466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:37.445562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:40.450025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:40.453334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:40.456707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:40.459920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:40.463203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:40.463279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:43.467852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:43.471314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:43.474718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:43.478726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:43.482199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:43.482278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:46.487009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:46.490402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:46.493693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:46.496902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:46.500223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:46.500295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:49.506327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:49.515792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:49.521194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:49.526629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:49.531968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:49.532114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:52.536623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:52.540069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:52.543394] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:52.546718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:52.549962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:52.550038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:55.554704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:55.558222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:55.561473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:55.565038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:55.568382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:55.568470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:58.572761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:58.576215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:58.579938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:11:58.583357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:58.586707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:58.586805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:01.592065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:01.595801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:01.599493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:01.603050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:01.606549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:01.606668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:04.611872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:04.616330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:04.620256] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:04.624255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:04.629543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:04.629758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:07.634974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:07.638692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:07.642837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:07.646704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:07.650635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:07.650757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:10.656293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:10.660078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:10.664105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:10.669665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:10.673951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:10.674034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:13.680117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:13.684656] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:13.688842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:13.692668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:13.696180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:13.696275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:16.701257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:16.705133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:16.708968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:16.713196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:16.716671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:16.716765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:19.722886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:19.726605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:19.729924] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:19.733341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:19.737587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:19.737699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:22.742918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:22.747429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:22.751095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:22.754595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:22.759001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:22.759118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:25.763834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:25.767270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:25.771458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:25.775346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:25.779040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:25.779153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:28.784692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:28.789436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:28.794346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:28.799220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:28.803623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:28.803739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:31.808628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:31.813071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:31.817439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:31.823091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:31.827986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:31.828073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:34.832612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:34.836225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:34.839617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:34.843160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:34.846634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:34.846755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:37.851347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:37.854857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:37.858270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:37.862160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:37.865634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:37.865750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:40.872389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:40.880517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:40.884834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:40.888471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:40.892118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:40.892218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:43.897416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:43.901498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:43.905570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:43.910538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:43.914835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:43.914935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:46.921386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:46.925840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:46.929755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:46.934762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:46.938702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:46.938785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:49.945023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:49.949867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:49.954334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:49.958285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:49.961692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:49.961772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:52.967428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:52.973413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:52.978974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:52.984239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:52.988979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:52.989074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:55.994535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:55.998519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:56.001947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:56.006392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:56.010718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:56.010794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:59.015623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:59.019444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:59.023265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:12:59.026589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:59.029904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:59.029982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:02.034854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:02.038594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:02.042213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:02.045663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:02.049025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:02.049105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:05.054428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:05.057959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:05.061302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:05.064538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:05.067803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:05.067878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:08.072635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:08.076252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:08.079683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:08.083297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:08.086612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:08.086717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:11.091721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:11.095142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:11.098915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:11.102487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:11.106153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:11.106236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:14.113828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:14.118846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:14.123226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:14.128742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:14.133116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:14.133214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:17.139450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:17.144198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:17.148569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:17.152397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:17.156323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:17.156428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:20.161112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:20.164695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:20.168337] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:20.171772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:20.175112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:20.175200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:23.180098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:23.184393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:23.188216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:23.192599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:23.197793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:23.197883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:26.202556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:26.206077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:26.209491] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:26.212995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:26.216525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:26.216609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:29.221262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:29.224760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:29.228174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:29.231685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:29.235254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:29.235359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:32.240452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:32.244043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:32.247412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:32.250738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:32.254552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:32.254695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:35.259339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:35.262736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:35.266047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:35.269437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:35.272702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:35.272781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:38.277541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:38.280914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:38.284124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:38.289841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:38.293387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:38.293464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:41.298923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:41.303017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:41.308697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:41.314938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:41.321006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:41.321166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:44.326992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:44.331265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:44.335207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:44.339075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:44.342685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:44.342787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:47.348671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:47.353690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:47.357708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:47.361416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:47.365903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:47.366014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:50.372621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:50.377184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:50.381859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:50.386807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:50.390899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:50.390981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:53.395571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:53.399039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:53.402312] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:53.405557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:53.409185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:53.409268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:56.414795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:56.419802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:56.424132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:56.428080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:56.433103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:56.433265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:59.438520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:59.442278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:59.445675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:13:59.449133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:59.452383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:59.452468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:02.458107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:02.462538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:02.466608] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:02.470575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:02.474535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:02.474669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:05.479438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:05.483013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:05.486711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:05.490540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:05.494052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:05.494132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:08.498844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:08.502755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:08.506467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:08.510123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:08.513486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:08.513567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:11.518334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:11.522267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:11.525710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:11.529059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:11.532300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:11.532385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:14.537010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:14.540996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:14.544830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:14.549033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:14.553056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:14.553172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:17.557848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:17.561814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:17.565312] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:17.568859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:17.572219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:17.572317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:20.577366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:20.580802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:20.584004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:20.587454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:20.590805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:20.590897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:23.596770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:23.601589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:23.606341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:23.611550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:23.616538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:23.616722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:26.622525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:26.626295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:26.629896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:26.635019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:26.639153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:26.639265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:29.643960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:29.647959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:29.652048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:29.655863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:29.659887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:29.660007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:32.664859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:32.668308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:32.671632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:32.675242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:32.678799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:32.678897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:35.683887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:35.687496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:35.691173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:35.694550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:35.697881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:35.697972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:38.703781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:38.707661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:38.712634] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:38.717023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:38.720723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:38.720806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:41.726814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:41.730573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:41.734541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:41.738182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:41.742378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:41.742455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:44.749064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:44.753392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:44.756892] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:44.760219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:44.764230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:44.764307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:47.769018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:47.772359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:47.775616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:47.778856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:47.782114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:47.782188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:50.787755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:50.792478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:50.797050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:50.802292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:50.807680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:50.807807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:53.812582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:53.816446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:53.820499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:53.824304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:53.827927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:53.828011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:56.832810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:56.837216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:56.841143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:56.844899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:56.848840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:56.848948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:59.854632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:59.859376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:59.864157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:14:59.867615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:59.870865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:59.870937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:02.877585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:02.883018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:02.887850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:02.891827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:02.895423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:02.895507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:05.902056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:05.906230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:05.910075] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:05.913756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:05.917543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:05.917636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:08.922147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:08.925822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:08.929220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:08.932489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:08.935804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:08.935881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:11.940966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:11.944801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:11.949492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:11.953305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:11.956975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:11.957048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:14.961627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:14.965021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:14.968326] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:14.971632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:14.976772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:14.976945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:17.981892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:17.985467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:17.988988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:17.992336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:17.995858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:17.995946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:21.000788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:21.004317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:21.008355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:21.011896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:21.015329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:21.015405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:24.022755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:24.027672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:24.032171] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:24.036357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:24.041631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:24.041748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:27.046579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:27.050348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:27.053766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:27.057087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:27.060429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:27.060505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:30.065016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:30.068605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:30.072088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:30.075432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:30.078930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:30.079015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:33.083475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:33.086939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:33.090365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:33.093728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:33.096997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:33.097073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:36.102884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:36.106577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:36.110169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:36.114833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:36.119477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:36.119632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:39.124181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:39.127748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:39.131185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:39.134423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:39.137753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:39.137826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:42.143723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:42.147570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:42.151062] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:42.154919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:42.159231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:42.159382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:45.164953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:45.168595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:45.171949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:45.175537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:45.178960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:45.179038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:48.185759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:48.189959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:48.193657] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:48.197358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:48.200841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:48.200938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:51.207271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:51.211235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:51.214919] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:51.218471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:51.222246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:51.222358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:54.230890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:54.237428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:54.242756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:54.246768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:54.250455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:54.250548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:57.256345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:57.260970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:57.265255] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:15:57.269518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:57.273715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:57.273820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:00.279019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:00.282987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:00.286928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:00.290812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:00.294822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:00.294938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:03.300059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:03.304170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:03.308233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:03.312272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:03.316180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:03.316287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:06.321943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:06.325947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:06.330087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:06.334667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:06.342268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:06.342399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:09.347451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:09.350950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:09.354413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:09.357811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:09.361207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:09.361290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:12.366970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:12.371235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:12.374738] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:12.379262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:12.383368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:12.383452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:15.389341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:15.394848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:15.398347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:15.401661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:15.404963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:15.405040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:18.411835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:18.415831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:18.419702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:18.424188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:18.428118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:18.428195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:21.433904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:21.438010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:21.441828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:21.446373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:21.450550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:21.450716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:24.455801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:24.459334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:24.462633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:24.466456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:24.469905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:24.469983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:27.475006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:27.479735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:27.483163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:27.486478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:27.489955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:27.490039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:30.495480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:30.500401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:30.505580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:30.509583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:30.513501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:30.513578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:33.518606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:33.522681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:33.527287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:33.530697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:33.533997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:33.534075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:36.538915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:36.542243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:36.545431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:36.548781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:36.552064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:36.552142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:39.556781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:39.560581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:39.564320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:39.569995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:39.575311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:39.575482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:42.580415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:42.584353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:42.588003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:42.591548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:42.594951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:42.595033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:45.599704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:45.603039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:45.606457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:45.609938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:45.613340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:45.613413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:48.618819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:48.622800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:48.626749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:48.630611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:48.634604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:48.634732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:51.641313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:51.647720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:51.653450] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:51.659025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:51.664276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:51.664397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:54.671790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:54.676334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:54.680159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:54.684755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:54.689006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:54.689208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:57.695372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:57.701228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:57.706155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:16:57.710376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:57.714536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:57.714673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:00.719564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:00.723983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:00.728275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:00.732348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:00.736469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:00.736588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:03.742557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:03.747758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:03.753222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:03.758210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:03.762712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:03.762800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:06.768469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:06.772484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:06.776044] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:06.780229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:06.783975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:06.784052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:09.790218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:09.794420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:09.800045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:09.805715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:09.810679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:09.810805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:12.815911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:12.820633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:12.824449] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:12.827967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:12.831428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:12.831507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:15.837467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:15.841431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:15.844945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:15.848348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:15.853153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:15.853363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:18.859817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:18.865028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:18.869105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:18.872616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:18.876573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:18.876687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:21.883307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:21.888894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:21.894221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:21.898999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:21.903204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:21.903353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:24.907711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:24.911101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:24.914846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:24.918142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:24.921353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:24.921425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:27.928593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:27.933325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:27.938082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:27.943113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:27.947836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:27.947986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:30.952423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:30.955904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:30.959220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:30.962455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:30.965757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:30.965838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:33.972235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:33.977480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:33.982302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:33.986802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:33.990954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:33.991046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:36.997376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:37.001681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:37.006445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:37.010880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:37.014981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:37.015067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:40.021551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:40.025198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:40.030806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:40.036110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:40.041710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:40.041904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:43.047081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:43.050977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:43.054269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:43.057597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:43.061619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:43.061796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:46.067192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:46.070979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:46.074348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:46.078236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:46.082239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:46.082328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:49.088833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:49.093738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:49.097730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:49.100945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:49.104168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:49.104241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:52.110364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:52.114944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:52.118693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:52.122683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:52.126225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:52.126303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:55.132952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:55.138702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:55.143440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:55.147151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:55.150635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:55.150732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:58.157412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:58.162874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:58.166846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:17:58.170847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:58.175234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:58.175395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:01.181268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:01.185576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:01.189682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:01.193499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:01.197083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:01.197200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:04.202820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:04.207806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:04.212296] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:04.216837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:04.221486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:04.221612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:07.226451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:07.230212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:07.233553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:07.237511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:07.241405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:07.241552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:10.246291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:10.250529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:10.253915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:10.257254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:10.261726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:10.261951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:13.267904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:13.272234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:13.275841] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:13.280608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:13.285005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:13.285086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:16.291231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:16.296444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:16.300476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:16.305021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:16.309434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:16.309553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:19.314406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:19.317810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:19.321140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:19.324429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:19.327655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:19.327728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:22.332878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:22.336330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:22.339873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:22.343182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:22.346439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:22.346516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:25.352155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:25.355787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:25.358992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:25.362200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:25.365393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:25.365466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:28.371953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:28.377083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:28.381094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:28.384315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:28.387534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:28.387607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:31.392188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:31.396189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:31.400184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:31.404030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:31.408020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:31.408133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:34.413553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:34.418401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:34.422912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:34.427470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:34.431587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:34.431726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:37.436243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:37.439631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:37.442878] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:37.446163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:37.449905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:37.450000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:40.454323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:40.458090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:40.461838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:40.466923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:40.471201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:40.471288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:43.478141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:43.482957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:43.488006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:43.493222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:43.497573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:43.497702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:46.504023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:46.510194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:46.515995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:46.521935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:46.527567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:46.527726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:49.532439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:49.535929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:49.539392] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:49.542686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:49.545906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:49.545982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:52.551144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:52.555282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:52.560128] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:52.565371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:52.570100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:52.570195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:55.574985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:55.578657] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:55.582053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:55.585926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:55.590506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:55.590611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:58.595346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:58.599149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:58.602872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:18:58.606587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:58.610564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:58.610706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:01.617195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:01.623412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:01.629027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:01.634290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:01.639312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:01.639459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:04.644756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:04.648878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:04.653165] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:04.656804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:04.660748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:04.660842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:07.666137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:07.670668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:07.675432] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:07.680081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:07.685060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:07.685381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:10.690668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:10.694777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:10.698500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:10.702009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:10.705536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:10.705630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:13.712300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:13.717010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:13.721764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:13.726390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:13.730958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:13.731063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:16.737265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:16.742225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:16.747153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:16.752243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:16.757156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:16.757285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:19.761791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:19.765631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:19.769151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:19.772593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:19.776011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:19.776115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:22.780696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:22.784971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:22.789083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:22.793289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:22.797459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:22.797583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:25.803102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:25.806629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:25.810150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:25.813736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:25.818016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:25.818154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:28.823463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:28.827281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:28.830819] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:28.834298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:28.838302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:28.838449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:31.844883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:31.849926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:31.854423] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:31.858849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:31.862781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:31.862858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:34.869083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:34.874946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:34.880716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:34.886162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:34.891422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:34.891536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:37.896399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:37.900611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:37.904722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:37.908882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:37.913130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:37.913260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:40.917736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:40.921591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:40.925141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:40.928629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:40.932509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:40.932613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:43.939968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:43.945128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:43.948842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:43.953003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:43.957278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:43.957448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:46.963234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:46.967154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:46.972908] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:46.978929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:46.983137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:46.983239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:49.988358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:49.992476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:49.996567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:50.000575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:50.004592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:50.004723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:53.008896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:53.012261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:53.015485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:53.019028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:53.022381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:53.022455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:56.027592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:56.031490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:56.035028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:56.039008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:56.042766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:56.042851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:59.048368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:59.052100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:59.055701] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:19:59.059665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:59.063905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:59.063998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:02.070629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:02.076448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:02.081680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:02.086202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:02.092430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:02.092636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:05.097331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:05.101355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:05.105463] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:05.109348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:05.113067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:05.113149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:08.118306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:08.121929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:08.125483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:08.128987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:08.132401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:08.132496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:11.138170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:11.143665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:11.147710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:11.151113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:11.154655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:11.154727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:14.160959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:14.166072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:14.170186] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:14.174751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:14.179161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:14.179313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:17.185896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:17.191460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:17.195559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:17.200036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:17.204250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:17.204344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:20.209320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:20.213193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:20.216465] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:20.219850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:20.223018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:20.223093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:23.229466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:23.234105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:23.239087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:23.245318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:23.251543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:23.251802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:26.256269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:26.259832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:26.263129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:26.266398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:26.269753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:26.269830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:29.274565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:29.277958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:29.281137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:29.284448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:29.287860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:29.287943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:32.293538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:32.297177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:32.300575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:32.303830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:32.307358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:32.307473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:35.313235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:35.321202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:35.325747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:35.329530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:35.332905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:35.332979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:38.338509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:38.343289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:38.347861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:38.352200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:38.356680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:38.356793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:41.362706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:41.367193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:41.371405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:41.375566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:41.379521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:41.379625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:44.386242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:44.391117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:44.395005] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:44.398993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:44.402973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:44.403076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:47.407997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:47.411795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:47.415540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:47.419010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:47.422380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:47.422460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:50.427618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:50.431694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:50.435603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:50.439683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:50.443957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:50.444050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:53.449504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:53.454172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:53.458905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:53.462926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:53.467063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:53.467197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:56.472147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:56.475565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:56.478911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:56.482371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:56.486296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:56.486370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:59.492241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:59.496530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:59.500361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:20:59.504056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:59.508710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:59.508898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:02.513747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:02.517499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:02.520889] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:02.524213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:02.527828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:02.527906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:05.533559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:05.538186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:05.542590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:05.547121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:05.551746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:05.551850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:08.556476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:08.560221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:08.563665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:08.566980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:08.570531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:08.570620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:11.577233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:11.581912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:11.585599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:11.589938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:11.595508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:11.595730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:14.600468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:14.604262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:14.611436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:14.615193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:14.618904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:14.619007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:17.623799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:17.627862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:17.631634] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:17.635421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:17.639201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:17.639291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:20.644502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:20.649333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:20.653900] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:20.658723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:20.662799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:20.662915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:23.668280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:23.671738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:23.676041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:23.680563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:23.684476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:23.684559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:26.689766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:26.694338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:26.699389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:26.704578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:26.709245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:26.709396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:29.714875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:29.718519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:29.721909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:29.725455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:29.728954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:29.729037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:32.735016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:32.740635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:32.745763] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:32.752050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:32.757419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:32.757531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:35.762561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:35.766161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:35.769767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:35.773261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:35.776875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:35.776955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:38.781664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:38.785485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:38.789982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:38.793955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:38.798574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:38.798749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:41.804314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:41.809098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:41.813242] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:41.818177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:41.822275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:41.822384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:44.828254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:44.833658] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:44.838871] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:44.843966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:44.849325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:44.849459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:47.855162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:47.860063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:47.865224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:47.870587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:47.876260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:47.876393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:50.881098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:50.884980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:50.888672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:50.892055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:50.895308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:50.895389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:53.900381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:53.904211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:53.908140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:53.911691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:53.914977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:53.915050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:56.920037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:56.923624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:56.926923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:56.930315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:56.933761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:56.933843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:59.938064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:59.941684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:59.945093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:21:59.948506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:59.951843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:59.951917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:02.957636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:02.962913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:02.968526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:02.973204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:02.977726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:02.977845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:05.984612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:05.989823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:05.994695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:06.000092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:06.004758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:06.004839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:09.011632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:09.017889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:09.023376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:09.029973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:09.035988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:09.036196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:12.042973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:12.047463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:12.051683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:12.056916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:12.061752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:12.061899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:15.066382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:15.070010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:15.073334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:15.076922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:15.080306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:15.080396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:18.084957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:18.088284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:18.091495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:18.094697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:18.098850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:18.098926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:21.107059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:21.113341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:21.118792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:21.122885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:21.126746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:21.126823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:24.132346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:24.139224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:24.144963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:24.151137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:24.157030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:24.160326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:27.165279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:27.169155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:27.173695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:27.178004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:27.181967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:27.182078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:30.187257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:30.191503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:30.195664] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:30.200055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:30.204786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:30.204951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:33.210051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:33.214306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:33.218091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:33.221823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:33.225404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:33.225504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:36.230285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:36.233684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:36.236965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:36.240855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:36.244259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:36.244332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:39.250328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:39.254331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:39.258149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:39.263114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:39.267539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:39.267688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:42.273619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:42.278053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:42.282041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:42.286373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:42.290245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:42.290354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:45.296427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:45.301109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:45.305477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:45.309793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:45.313968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:45.314094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:48.320365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:48.325166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:48.331496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:48.336136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:48.341149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:48.341286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:51.351002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:51.356064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:51.360476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:51.365139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:51.369879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:51.370010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:54.376063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:54.380965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:54.385467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:54.389196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:54.392793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:54.392878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:57.398119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:57.402531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:57.406696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:22:57.410577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:57.414739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:57.414849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:00.419199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:00.422723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:00.426101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:00.429476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:00.432857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:00.432981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:03.437998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:03.441571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:03.445094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:03.448415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:03.451844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:03.451928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:06.457750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:06.463019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:06.468522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:06.473703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:06.479301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:06.479436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:09.484813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:09.488977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:09.492755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:09.496570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:09.500831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:09.500969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:12.506780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:12.512499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:12.518036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:12.523245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:12.528534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:12.528692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:15.533448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:15.537610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:15.541537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:15.545172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:15.548905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:15.549007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:18.553766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:18.557217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:18.560620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:18.564365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:18.568308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:18.568421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:21.573498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:21.577487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:21.581143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:21.586746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:21.591742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:21.591864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:24.597674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:24.602142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:24.606367] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:24.611008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:24.616331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:24.616472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:27.621213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:27.625215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:27.628487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:27.631841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:27.636546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:27.636694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:30.642342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:30.646564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:30.650430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:30.654052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:30.657769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:30.657889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:33.662600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:33.666415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:33.669932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:33.673790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:33.677398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:33.677491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:36.684412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:36.689574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:36.693533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:36.697320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:36.700707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:36.700809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:39.706703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:39.711614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:39.716622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:39.721331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:39.726109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:39.726200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:42.732374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:42.737737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:42.742823] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:42.747306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:42.750978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:42.751056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:45.755865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:45.760167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:45.764461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:45.768207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:45.772292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:45.772382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:48.777718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:48.781399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:48.785599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:48.789660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:48.793322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:48.793400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:51.798783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:51.802759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:51.806798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:51.811048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:51.815068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:51.815177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:54.820421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:54.824538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:54.828472] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:54.833124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:54.837751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:54.837880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:57.842487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:57.846107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:57.849763] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:23:57.853126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:57.856535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:57.856624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:00.861635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:00.865807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:00.869595] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:00.873246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:00.876841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:00.876940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:03.881852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:03.886280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:03.890848] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:03.894488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:03.898436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:03.898519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:06.904055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:06.907580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:06.911077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:06.914484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:06.918668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:06.918833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:09.923634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:09.927046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:09.930394] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:09.933721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:09.937024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:09.937123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:12.943530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:12.948168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:12.952791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:12.957295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:12.961211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:12.961323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:15.966027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:15.969780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:15.974375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:15.978210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:15.981877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:15.981979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:18.986619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:18.990541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:18.994413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:18.998336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:19.002729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:19.002856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:22.008179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:22.012145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:22.016043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:22.020004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:22.023966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:22.024082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:25.030998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:25.035251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:25.039433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:25.043077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:25.047041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:25.047154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:28.053615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:28.057758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:28.061335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:28.066341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:28.070844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:28.070960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:31.075451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:31.079030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:31.082423] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:31.086006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:31.090158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:31.090420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:34.094929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:34.098324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:34.101596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:34.104868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:34.108150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:34.108224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:37.113666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:37.117345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:37.120784] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:37.124184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:37.128757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:37.128929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:40.134327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:40.138289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:40.142515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:40.147844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:40.152080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:40.152156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:43.158417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:43.163779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:43.168901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:43.172858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:43.176679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:43.176781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:46.182820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:46.187436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:46.190929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:46.195723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:46.200313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:46.200416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:49.205711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:49.210686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:49.215130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:49.219631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:49.224166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:49.224278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:52.231176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:52.236048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:52.242527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:52.246771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:52.251372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:52.251490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:55.258255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:55.264558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:55.270477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:55.275813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:55.280892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:55.281062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:58.285789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:58.289557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:58.292935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:24:58.296361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:58.300019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:58.300101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:01.304538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:01.307926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:01.311218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:01.314417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:01.317629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:01.317716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:04.322417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:04.325695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:04.328869] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:04.332037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:04.335179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:04.335254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:07.339942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:07.343803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:07.347326] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:07.350998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:07.354368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:07.354477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:10.359552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:10.363038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:10.366446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:10.370544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:10.374598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:10.374740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:13.379910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:13.383926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:13.387905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:13.391848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:13.395691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:13.395802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:16.400982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:16.405286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:16.409967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:16.414438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:16.417977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:16.418061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:19.424473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:19.429387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:19.434177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:19.438665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:19.442728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:19.442844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:22.447609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:22.451658] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:22.455581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:22.459258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:22.462751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:22.462845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:25.468241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:25.471862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:25.476010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:25.480946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:25.485705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:25.485830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:28.491174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:28.494743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:28.498157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:28.501573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:28.504978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:28.505061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:31.510379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:31.514395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:31.518131] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:31.522586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:31.526738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:31.526871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:34.533218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:34.537840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:34.542468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:34.546378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:34.554082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:34.554182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:37.560206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:37.564765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:37.568674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:37.572631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:37.576433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:37.576535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:40.581707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:40.585991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:40.589830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:40.593453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:40.597286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:40.597392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:43.601910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:43.605700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:43.609393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:43.613278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:43.617203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:43.617329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:46.622315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:46.626560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:46.630523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:46.634846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:46.638698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:46.638785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:49.643866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:49.647781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:49.652031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:49.656139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:49.660103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:49.660200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:52.665318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:52.669300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:52.672967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:52.676526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:52.681340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:52.681485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:55.686280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:55.690018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:55.693398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:55.696991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:55.700497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:55.700595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:58.705502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:58.709360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:58.713181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:25:58.717211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:58.720887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:58.720966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:01.730514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:01.738152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:01.744281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:01.749838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:01.755664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:01.755826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:04.761169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:04.765976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:04.770498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:04.775029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:04.779047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:04.779136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:07.784325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:07.788522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:07.792631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:07.796028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:07.799441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:07.799525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:10.805250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:10.808867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:10.812408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:10.816052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:10.819440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:10.819513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:13.824475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:13.829052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:13.833165] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:13.836993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:13.841834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:13.842070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:16.846921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:16.850352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:16.853934] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:16.857492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:16.860890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:16.860965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:19.867667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:19.872324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:19.876360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:19.879947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:19.883455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:19.883535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:22.889500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:22.893394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:22.897543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:22.901432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:22.906020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:22.906192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:25.911349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:25.914845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:25.918511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:25.922136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:25.925744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:25.925829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:28.930933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:28.934622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:28.938150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:28.941429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:28.944726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:28.944802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:31.950360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:31.954074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:31.957624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:31.962063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:31.965906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:31.965992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:34.971066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:34.974690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:34.978218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:34.981812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:34.986294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:34.986433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:37.992775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:37.996506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:38.000121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:38.004520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:38.008952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:38.009075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:41.015526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:41.021467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:41.025338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:41.030016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:41.035230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:41.035384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:44.039930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:44.043222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:44.046401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:44.049868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:44.053202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:44.053289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:47.058181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:47.061623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:47.064906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:47.068175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:47.071390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:47.071465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:50.077369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:50.081075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:50.084327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:50.087551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:50.090753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:50.090826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:53.098258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:53.103978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:53.109080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:53.114108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:53.119038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:53.119179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:56.124172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:56.127923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:56.131203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:56.135987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:56.140487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:56.140597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:59.146575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:59.150989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:59.154719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:26:59.158478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:59.162408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:59.162511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:02.167385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:02.171076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:02.174710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:02.177910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:02.181096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:02.181169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:05.185928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:05.190359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:05.194313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:05.197984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:05.201991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:05.202103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:08.207887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:08.213523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:08.218158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:08.222154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:08.226106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:08.226230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:11.231317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:11.235420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:11.239500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:11.243349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:11.247240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:11.247351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:14.253955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:14.258972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:14.264118] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:14.268702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:14.273966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:14.274058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:17.278421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:17.282540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:17.287150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:17.290625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:17.294048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:17.294136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:20.300070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:20.303778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:20.307891] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:20.311581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:20.314993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:20.315078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:23.319861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:23.323310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:23.326845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:23.330457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:23.333897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:23.334000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:26.340361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:26.344910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:26.348667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:26.352304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:26.356714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:26.356877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:29.362584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:29.367702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:29.372396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:29.376915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:29.381768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:29.381910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:32.386994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:32.393990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:32.397871] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:32.402125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:32.406306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:32.406422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:35.413247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:35.418094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:35.421513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:35.425769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:35.429872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:35.429961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:38.436287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:38.440387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:38.445717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:38.449713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:38.453467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:38.453557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:41.461942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:41.471398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:41.482383] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:41.494156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:41.500405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:41.500569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:44.507568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:44.514397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:44.520828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:44.525526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:44.530929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:44.531126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:47.538366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:47.543588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:47.548781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:47.554639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:47.558975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:47.559105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:50.564582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:50.574205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:50.579380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:50.583454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:50.588048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:50.588177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:53.592567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:53.596547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:53.600537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:53.604359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:53.608136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:53.608266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:56.613075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:56.616938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:56.620881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:56.624849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:56.628995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:56.629118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:59.633584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:59.637768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:59.641111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:27:59.644342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:59.647662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:59.647737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:02.653324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:02.657970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:02.661868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:02.665845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:02.669548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:02.669629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:05.676434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:05.681424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:05.685822] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:05.689665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:05.693422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:05.693506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:08.700148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:08.705911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:08.710827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:08.715092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:08.720885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:08.721054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:11.727045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:11.730741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:11.734207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:11.737986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:11.742112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:11.742192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:14.747670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:14.751626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:14.755207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:14.758676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:14.762065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:14.762142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:17.767972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:17.771843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:17.776109] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:17.780780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:17.784980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:17.785088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:20.793136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:20.799183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:20.804476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:20.808993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:20.813195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:20.813280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:23.818704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:23.822280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:23.825708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:23.829383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:23.834170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:23.834360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:26.838899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:26.842301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:26.845485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:26.848757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:26.851922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:26.851996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:29.857879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:29.862348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:29.866019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:29.869470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:29.873096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:29.873194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:32.878496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:32.882434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:32.886818] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:32.891028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:32.895693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:32.895817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:35.901557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:35.905493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:35.909952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:35.913939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:35.918124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:35.918260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:38.924282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:38.928828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:38.933194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:38.938148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:38.942016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:38.942109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:41.948264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:41.952473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:41.957013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:41.962026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:41.966194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:41.966343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:44.972766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:44.976589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:44.980072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:44.983557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:44.988369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:44.988531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:47.994890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:47.999541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:48.004106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:48.008174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:48.012422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:48.012523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:51.018173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:51.022083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:51.026241] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:51.030228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:51.033855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:51.033944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:54.039912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:54.044268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:54.048476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:54.052249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:54.055672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:54.055750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:57.060522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:57.064385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:57.068126] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:28:57.071606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:57.076142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:57.076232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:00.081725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:00.085504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:00.088886] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:00.092345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:00.095778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:00.095851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:03.100483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:03.104083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:03.108286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:03.112022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:03.115665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:03.115752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:06.122032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:06.126743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:06.131945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:06.136198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:06.139637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:06.139726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:09.144662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:09.148188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:09.151511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:09.154795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:09.158328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:09.158417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:12.164750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:12.169203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:12.172835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:12.177834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:12.182370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:12.182465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:15.188427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:15.192092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:15.195380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:15.198601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:15.201901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:15.201987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:18.206979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:18.210336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:18.213579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:18.216793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:18.220065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:18.220142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:21.225374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:21.229490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:21.233805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:21.238427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:21.242397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:21.242482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:24.246963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:24.250949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:24.254337] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:24.258037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:24.262066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:24.262159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:27.266549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:27.270018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:27.273680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:27.277180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:27.280453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:27.280527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:30.286675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:30.292407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:30.298418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:30.303749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:30.308724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:30.308847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:33.313633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:33.317148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:33.320620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:33.324001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:33.327329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:33.327402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:36.332792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:36.337521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:36.341730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:36.345591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:36.349464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:36.349556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:39.355332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:39.359786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:39.363750] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:39.367757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:39.372038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:39.372178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:42.378303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:42.383099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:42.387428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:42.391619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:42.395413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:42.395518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:45.402259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:45.406913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:45.410435] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:45.413835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:45.417457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:45.417563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:48.423306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:48.427398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:48.431811] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:48.436078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:48.439557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:48.439634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:51.446662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:51.450866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:51.454663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:51.458580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:51.462457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:51.462568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:54.467784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:54.471493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:54.475556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:54.479309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:54.482732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:54.482820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:57.488020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:57.491806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:57.495298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:29:57.499939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:57.503703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:57.503779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:00.510184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:00.513935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:00.517581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:00.521362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:00.524937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:00.525017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:03.531802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:03.535771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:03.541425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:03.546945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:03.551738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:03.551858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:06.557458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:06.561516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:06.565165] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:06.568688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:06.572143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:06.572230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:09.578464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:09.582865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:09.586732] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:09.594124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:09.598014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:09.598109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:12.605409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:12.610855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:12.616174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:12.620383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:12.624209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:12.624301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:15.631160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:15.635605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:15.640768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:15.645889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:15.650267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:15.650410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:18.655270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:18.658967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:18.663922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:18.668778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:18.672715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:18.672830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:21.678855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:21.682860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:21.686262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:21.689589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:21.692916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:21.692992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:24.699228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:24.704709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:24.709748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:24.714685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:24.719858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:24.719999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:27.726307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:27.730907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:27.735044] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:27.739021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:27.743528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:27.743692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:30.749246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:30.753150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:30.756436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:30.759835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:30.763119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:30.763201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:33.768315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:33.772286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:33.776814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:33.780315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:33.783791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:33.783882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:36.790046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:36.794064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:36.797560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:36.800904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:36.804336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:36.804409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:39.809429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:39.812940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:39.816552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:39.819895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:39.823088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:39.823174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:42.829568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:42.834817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:42.840793] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:42.846439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:42.851868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:42.852025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:45.857604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:45.861231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:45.864630] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:45.868731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:45.872789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:45.872915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:48.877483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:48.881169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:48.884492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:48.888372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:48.891735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:48.891810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:51.896735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:51.900686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:51.904439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:51.908725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:51.912488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:51.912577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:54.917513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:54.921686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:54.925513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:54.929486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:54.933352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:54.933447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:57.939365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:57.943261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:57.947717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:30:57.951813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:57.957311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:57.957473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:00.963835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:00.968729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:00.973476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:00.978309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:00.984090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:00.984237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:03.989883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:03.993841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:03.997504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:04.001723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:04.006437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:04.006550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:07.010528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:07.013885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:07.017202] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:07.020507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:07.023789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:07.023865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:10.030106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:10.033881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:10.037524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:10.041610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:10.045194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:10.045275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:13.050156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:13.053908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:13.057305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:13.060748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:13.064206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:13.064293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:16.070814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:16.076307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:16.081588] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:16.086879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:16.092234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:16.092389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:19.097303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:19.101356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:19.105361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:19.109204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:19.113364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:19.113493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:22.118200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:22.122671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:22.126455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:22.130112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:22.134187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:22.134300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:25.138907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:25.142461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:25.145862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:25.149242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:25.152690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:25.152769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:28.157989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:28.162638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:28.166422] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:28.169868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:28.173140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:28.173213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:31.179287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:31.185182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:31.189989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:31.194055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:31.197923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:31.198031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:34.205374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:34.211297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:34.217708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:34.223357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:34.228801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:34.229009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:37.235862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:37.240509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:37.244405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:37.248270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:37.251972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:37.252057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:40.257029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:40.260988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:40.264553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:40.268945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:40.272772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:40.272867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:43.278225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:43.282090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:43.286629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:43.290800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:43.294154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:43.294236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:46.298726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:46.302031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:46.305219] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:46.308499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:46.311771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:46.311847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:49.319026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:49.324501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:49.330854] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:49.335462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:49.339028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:49.339108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:52.344501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:52.348398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:52.353804] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:52.359598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:52.364314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:52.364430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:55.371094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:55.375923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:55.380251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:55.384517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:55.388915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:55.389053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:58.394128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:58.398459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:58.402585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:31:58.406438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:58.410405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:58.410501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:01.415179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:01.419180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:01.422693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:01.426203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:01.430565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:01.430725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:04.437223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:04.442246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:04.447247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:04.452169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:04.456860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:04.456998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:07.461938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:07.466401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:07.470366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:07.474867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:07.479075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:07.479193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:10.485258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:10.489447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:10.493443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:10.497437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:10.501130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:10.501243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:13.506469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:13.510069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:13.513791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:13.518436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:13.523196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:13.523337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:16.529801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:16.534134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:16.538033] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:16.541866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:16.545459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:16.545567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:19.550561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:19.554090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:19.557613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:19.561169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:19.564632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:19.564754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:22.570093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:22.573841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:22.577719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:22.581561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:22.585248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:22.585366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:25.590764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:25.594228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:25.597572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:25.601033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:25.604344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:25.604440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:28.609272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:28.613239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:28.617029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:28.621690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:28.625988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:28.626083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:31.630759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:31.634278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:31.638323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:31.642589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:31.646992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:31.647161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:34.651810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:34.655582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:34.659194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:34.662540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:34.665943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:34.666034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:37.671072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:37.675041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:37.678914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:37.682832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:37.686757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:37.686861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:40.691722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:40.695534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:40.699002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:40.702785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:40.706367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:40.706458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:43.711962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:43.715872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:43.719299] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:43.723444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:43.727798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:43.727907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:46.732393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:46.735790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:46.739167] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:46.742423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:46.746129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:46.746207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:49.751075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:49.754773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:49.758528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:49.762033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:49.765525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:49.765622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:52.770783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:52.774180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:52.777866] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:52.781898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:52.785834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:52.785955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:55.791085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:55.794682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:55.798272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:55.802131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:55.805553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:55.805635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:58.813535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:58.817252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:58.820902] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:32:58.824467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:58.829285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:58.829473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:01.834518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:01.838731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:01.842795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:01.846737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:01.850520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:01.850629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:04.855012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:04.858559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:04.861917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:04.865385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:04.868667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:04.868742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:07.874504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:07.878111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:07.881470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:07.886460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:07.890449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:07.890524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:10.896148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:10.899926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:10.903551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:10.907097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:10.910436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:10.910511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:13.915891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:13.919924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:13.923875] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:13.927768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:13.931313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:13.931391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:16.936335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:16.940212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:16.943560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:16.947140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:16.950985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:16.951063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:19.956556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:19.961314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:19.965520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:19.969773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:19.974146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:19.974296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:22.979593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:22.984091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:22.988067] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:22.991596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:22.995278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:22.995365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:26.001464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:26.005585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:26.009224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:26.012865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:26.016187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:26.016261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:29.022124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:29.026718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:29.031178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:29.035623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:29.040193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:29.040300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:32.045050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:32.048431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:32.051700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:32.055020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:32.058280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:32.058359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:35.063018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:35.067050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:35.071106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:35.074519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:35.078154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:35.078241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:38.082930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:38.086583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:38.090199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:38.093897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:38.097405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:38.097518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:41.102993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:41.107209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:41.110637] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:41.113952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:41.117151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:41.117225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:44.121808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:44.125240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:44.128932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:44.132340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:44.135863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:44.135962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:47.142144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:47.145863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:47.149665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:47.153486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:47.157215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:47.157292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:50.162212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:50.166977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:50.170917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:50.174253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:50.177773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:50.177855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:53.181983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:53.185477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:53.188950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:53.192201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:53.195414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:53.195488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:56.200466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:56.203992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:56.207474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:56.211080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:56.214619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:56.214735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:59.220354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:59.226208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:59.233178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:33:59.239189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:59.244945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:59.245086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:02.251941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:02.257133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:02.260923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:02.264284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:02.268452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:02.268577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:05.274596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:05.279006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:05.282872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:05.286667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:05.291091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:05.291209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:08.297009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:08.301170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:08.305133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:08.308731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:08.312291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:08.312383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:11.318611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:11.322990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:11.327207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:11.330807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:11.334252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:11.334332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:14.338822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:14.342345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:14.345803] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:14.349465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:14.353409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:14.353528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:17.358949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:17.364172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:17.368756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:17.372760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:17.376369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:17.376448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:20.385132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:20.389493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:20.393018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:20.396250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:20.399559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:20.399633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:23.406278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:23.410538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:23.413986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:23.417976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:23.421735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:23.421814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:26.426494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:26.430125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:26.433333] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:26.436591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:26.440266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:26.440358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:29.445915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:29.449810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:29.453241] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:29.456515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:29.459910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:29.459989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:32.465757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:32.470254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:32.474796] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:32.479255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:32.483673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:32.483767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:35.489371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:35.494099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:35.497751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:35.501382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:35.506331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:35.506502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:38.511602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:38.515038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:38.518495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:38.521869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:38.525189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:38.525284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:41.531260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:41.536482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:41.541179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:41.545544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:41.550964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:41.551108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:44.556104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:44.559596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:44.564042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:44.567907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:44.571456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:44.571537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:47.576725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:47.580277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:47.584513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:47.588587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:47.592413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:47.592516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:50.597877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:50.601487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:50.604908] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:50.608818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:50.613164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:50.613317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:53.619863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:53.625237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:53.634088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:53.638892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:53.643278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:53.643396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:56.649495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:56.654067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:56.658006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:56.661767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:56.666549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:56.666777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:59.673187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:59.677223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:59.681403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:34:59.685724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:59.689389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:59.689512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:02.695309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:02.700960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:02.705739] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:02.709818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:02.713439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:02.713550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:05.720203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:05.724676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:05.730150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:05.734672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:05.739200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:05.739356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:08.746425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:08.751230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:08.756106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:08.760752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:08.764657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:08.764752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:11.770414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:11.773982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:11.777499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:11.780823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:11.784116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:11.784191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:14.790781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:14.796287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:14.801347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:14.806132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:14.811052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:14.811197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:17.817616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:17.822293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:17.826364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:17.830025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:17.833426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:17.833505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:20.840043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:20.844158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:20.847842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:20.851908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:20.855728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:20.855822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:23.862515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:23.866890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:23.871166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:23.875334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:23.879702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:23.879813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:26.885196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:26.889636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:26.893320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:26.896970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:26.900447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:26.900528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:29.905066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:29.908589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:29.912050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:29.915599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:29.919061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:29.919173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:32.927007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:32.933448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:32.939491] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:32.944443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:32.950612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:32.950821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:35.957576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:35.962311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:35.966037] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:35.969904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:35.974035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:35.974127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:38.979687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:38.984281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:38.988116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:38.993853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:38.999015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:38.999184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:42.004559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:42.008627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:42.012545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:42.016133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:42.019780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:42.019882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:45.024374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:45.028346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:45.032049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:45.035882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:45.039959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:45.040078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:48.045346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:48.050017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:48.054573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:48.059223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:48.063911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:48.064020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:51.069310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:51.074165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:51.078710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:51.083010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:51.087289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:51.087392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:54.092507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:54.096659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:54.100627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:54.104345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:54.108454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:54.108565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:57.114758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:57.120082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:57.123600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:35:57.127302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:57.130992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:57.131072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:00.137665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:00.143065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:00.148977] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:00.154888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:00.160400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:00.160603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:03.166229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:03.170419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:03.174245] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:03.177836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:03.181219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:03.181295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:06.186094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:06.190326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:06.194046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:06.197797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:06.201426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:06.201524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:09.206141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:09.209771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:09.213141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:09.216623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:09.220058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:09.220145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:12.225072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:12.228760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:12.232563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:12.236112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:12.239872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:12.239974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:15.245214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:15.249025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:15.252999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:15.256655] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:15.260094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:15.260175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:18.266068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:18.270696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:18.275825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:18.279522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:18.282769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:18.282841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:21.287314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:21.290707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:21.294150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:21.297794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:21.301247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:21.301346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:24.306034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:24.309630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:24.313088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:24.316427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:24.320044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:24.320143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:27.324482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:27.328227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:27.331424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:27.335269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:27.338578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:27.338672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:30.344162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:30.351900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:30.356109] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:30.360541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:30.364822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:30.364938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:33.371004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:33.374929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:33.378411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:33.382927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:33.387428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:33.387519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:36.393033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:36.397353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:36.400821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:36.404529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:36.408128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:36.408235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:39.415088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:39.420149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:39.426024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:39.430669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:39.434193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:39.434290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:42.441193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:42.445971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:42.450160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:42.453760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:42.457149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:42.457228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:45.462270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:45.466034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:45.469935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:45.473543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:45.476986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:45.477099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:48.485553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:48.492714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:48.502555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:48.509535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:48.516943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:48.517146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:51.523725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:51.529215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:51.535032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:51.540337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:51.545409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:51.545509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:54.550739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:54.554112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:54.557581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:54.562141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:54.566753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:54.566868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:57.573139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:57.577954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:57.582595] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:36:57.587313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:57.592010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:57.592119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:00.597342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:00.601011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:00.604840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:00.608445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:00.611718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:00.611793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:03.616534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:03.620523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:03.624458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:03.628171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:03.631865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:03.631965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:06.636568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:06.639919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:06.643117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:06.646446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:06.650024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:06.650121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:09.655018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:09.658471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:09.661774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:09.665027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:09.668476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:09.668566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:12.673568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:12.676955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:12.680311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:12.683573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:12.686886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:12.686964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:15.691892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:15.695861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:15.699829] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:15.703708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:15.707511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:15.707616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:18.713240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:18.717004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:18.720427] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:18.723808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:18.727099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:18.727177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:21.732204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:21.736327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:21.740254] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:21.744256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:21.751980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:21.752147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:24.757947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:24.762532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:24.767024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:24.771601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:24.775963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:24.776064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:27.781124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:27.784455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:27.787710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:27.790931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:27.794122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:27.794195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:30.799151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:30.802420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:30.806043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:30.809268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:30.812434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:30.812507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:33.817521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:33.820977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:33.824351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:33.827780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:33.831027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:33.831106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:36.835859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:36.839806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:36.843855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:36.847767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:36.851735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:36.851843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:39.856512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:39.859973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:39.863234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:39.866475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:39.869743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:39.869818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:42.874614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:42.879265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:42.882773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:42.886230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:42.890292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:42.890410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:45.896135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:45.899854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:45.903147] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:45.906335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:45.910108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:45.910179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:48.914744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:48.918172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:48.921482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:48.924673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:48.928527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:48.928702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:51.933373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:51.936939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:51.940446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:51.944176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:51.947661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:51.947753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:54.952063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:54.955926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:54.959686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:54.963216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:54.966907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:54.966998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:57.971762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:57.975298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:57.979036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:37:57.982734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:57.986419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:57.986517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:00.991139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:00.994779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:00.999097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:01.003267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:01.007141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:01.007245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:04.012929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:04.018130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:04.022662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:04.026820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:04.031569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:04.031758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:07.036292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:07.040120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:07.043848] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:07.047395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:07.050846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:07.050920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:10.055974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:10.061173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:10.066446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:10.071818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:10.077356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:10.077492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:13.083156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:13.087308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:13.091097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:13.094945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:13.098703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:13.098791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:16.105500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:16.110559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:16.114390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:16.117763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:16.121248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:16.121327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:19.126477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:19.130901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:19.134968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:19.139407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:19.143063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:19.143141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:22.148259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:22.152058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:22.155550] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:22.159213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:22.162863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:22.162948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:25.169803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:25.175308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:25.179794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:25.183844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:25.187953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:25.188077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:28.194424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:28.200592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:28.206156] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:28.212110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:28.218501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:28.218690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:31.224445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:31.228250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:31.231670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:31.234953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:31.241266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:31.241355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:34.246182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:34.249624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:34.252911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:34.256133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:34.259534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:34.259606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:37.264312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:37.267826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:37.271236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:37.274607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:37.278158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:37.278254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:40.283035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:40.286387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:40.289694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:40.293063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:40.296410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:40.296500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:43.302853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:43.307346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:43.311627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:43.315612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:43.319632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:43.319760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:46.326054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:46.330786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:46.334212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:46.337948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:46.341369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:46.341444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:49.345159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:49.348597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:49.352099] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:49.355911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:49.359273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:49.359345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:52.364713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:52.368305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:52.371979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:52.375471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:52.378994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:52.379077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:55.383901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:55.387888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:55.391757] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:55.395574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:55.399685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:55.399770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:58.406379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:58.412035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:58.417830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:38:58.422797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:58.427938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:58.428105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:01.436035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:01.442068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:01.448436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:01.456027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:01.462617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:01.462807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:04.468054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:04.471839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:04.475585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:04.479690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:04.483333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:04.483438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:07.488348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:07.492213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:07.496025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:07.499588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:07.503274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:07.503377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:10.509477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:10.514410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:10.518726] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:10.522173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:10.525508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:10.525589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:13.530581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:13.534001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:13.537221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:13.540518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:13.543760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:13.543834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:16.550047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:16.555367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:16.560379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:16.564489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:16.568932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:16.569039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:19.574668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:19.579607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:19.583632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:19.587473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:19.591010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:19.591103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:22.596036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:22.599450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:22.602924] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:22.606238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:22.609757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:22.609844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:25.615160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:25.618447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:25.621778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:25.625006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:25.628247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:25.628324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:28.634128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:28.637994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:28.641615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:28.645164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:28.650040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:28.650205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:31.656289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:31.661515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:31.665959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:31.669763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:31.673179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:31.673269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:34.678319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:34.681983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:34.685495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:34.689343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:34.693059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:34.693148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:37.698183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:37.702006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:37.705862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:37.709502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:37.713549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:37.713695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:40.718576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:40.722515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:40.726076] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:40.731065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:40.735987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:40.736129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:43.742073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:43.747103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:43.751351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:43.755009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:43.758341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:43.758418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:46.764093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:46.768696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:46.772364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:46.775685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:46.780778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:46.780982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:49.786703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:49.790564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:49.794023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:49.797512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:49.800986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:49.801064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:52.807044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:52.811179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:52.814387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:52.817818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:52.821092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:52.821166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:55.825773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:55.829534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:55.833151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:55.836542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:55.840164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:55.840248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:58.844953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:58.849140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:58.854060] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:39:58.858202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:58.862140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:58.862249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:01.869258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:01.875842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:01.881472] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:01.887761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:01.893679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:01.893885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:04.899976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:04.903886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:04.907765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:04.911389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:04.916204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:04.916373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:07.922994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:07.927930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:07.931936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:07.935691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:07.939789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:07.939898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:10.946126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:10.951953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:10.957399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:10.961355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:10.964854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:10.964940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:13.970201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:13.973957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:13.977899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:13.981527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:13.984963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:13.985044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:16.990510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:16.994414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:16.998228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:17.001751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:17.005212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:17.005318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:20.010693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:20.015580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:20.020471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:20.025191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:20.029831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:20.029943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:23.034727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:23.038046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:23.041233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:23.044412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:23.047619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:23.047713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:26.053441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:26.059193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:26.065077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:26.072389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:26.077892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:26.078060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:29.082058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:29.085417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:29.088729] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:29.092029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:29.095321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:29.095400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:32.101339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:32.105828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:32.109528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:32.113247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:32.117510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:32.117619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:35.123377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:35.126968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:35.131106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:35.134896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:35.138200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:35.138280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:38.144011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:38.147735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:38.151202] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:38.154597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:38.158019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:38.158095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:41.162872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:41.166636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:41.170544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:41.174393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:41.178463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:41.178594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:44.183407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:44.187835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:44.191393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:44.195086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:44.199164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:44.199265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:47.203778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:47.207302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:47.210751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:47.214301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:47.217611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:47.217785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:50.222841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:50.226138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:50.229378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:50.232634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:50.235969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:50.236040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:53.240564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:53.244312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:53.248153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:53.251831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:53.255211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:53.255318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:56.261429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:56.266229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:56.271203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:56.276262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:56.280587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:56.280709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:59.285103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:59.288562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:59.291868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:40:59.295104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:59.298397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:59.298474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:02.303213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:02.306881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:02.310332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:02.313748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:02.317297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:02.317394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:05.322517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:05.326022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:05.329381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:05.332680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:05.336042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:05.336122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:08.342769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:08.347903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:08.351947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:08.355212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:08.358535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:08.358609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:11.365184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:11.370815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:11.376832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:11.382216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:11.387280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:11.387431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:14.391732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:14.395258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:14.398694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:14.401962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:14.405188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:14.405262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:17.409699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:17.413090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:17.416622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:17.420566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:17.424161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:17.424241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:20.429572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:20.434405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:20.439667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:20.444569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:20.449721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:20.449876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:23.454701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:23.458374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:23.461896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:23.465383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:23.468884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:23.468966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:26.473673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:26.477021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:26.483319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:26.487158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:26.490324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:26.490398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:29.494827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:29.498300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:29.502016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:29.505758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:29.509870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:29.509987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:32.514934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:32.518438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:32.521761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:32.525147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:32.528479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:32.528577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:35.534424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:35.538349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:35.541759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:35.545072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:35.549025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:35.549143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:38.554091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:38.557722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:38.561429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:38.565164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:38.568739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:38.568825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:41.573544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:41.577452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:41.581503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:41.586207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:41.590114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:41.590188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:44.595318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:44.599245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:44.602596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:44.605888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:44.609548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:44.609632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:47.614907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:47.618781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:47.622802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:47.626938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:47.630854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:47.630950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:50.636487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:50.639947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:50.643233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:50.646485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:50.649690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:50.649764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:53.654446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:53.657889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:53.661490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:53.664962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:53.668371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:53.668467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:56.673169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:56.676963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:56.680568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:56.684272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:56.687981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:56.688083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:59.692888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:59.697120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:59.701096] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:41:59.705024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:59.708834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:59.708923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:02.713843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:02.717314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:02.720617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:02.724880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:02.728326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:02.728421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:05.733185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:05.737026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:05.741231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:05.744999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:05.749630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:05.749807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:08.754491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:08.758282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:08.762221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:08.765898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:08.769263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:08.769359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:11.774307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:11.778123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:11.782726] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:11.786868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:11.790679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:11.790777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:14.796004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:14.800202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:14.804634] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:14.809091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:14.813445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:14.813583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:17.818668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:17.822233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:17.825544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:17.828956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:17.832213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:17.832289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:20.836982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:20.840785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:20.844380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:20.847881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:20.851200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:20.851274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:23.856784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:23.860571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:23.863930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:23.867131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:23.870495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:23.870581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:26.875221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:26.878696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:26.882051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:26.885334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:26.888620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:26.888716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:29.893453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:29.897284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:29.900987] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:29.905066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:29.908896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:29.908992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:32.914038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:32.917963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:32.921857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:32.925529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:32.928959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:32.929048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:35.934839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:35.939192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:35.943542] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:35.948199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:35.951897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:35.951990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:38.957013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:38.961363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:38.965129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:38.968727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:38.972160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:38.972241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:41.978899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:41.983600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:41.987324] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:41.990789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:41.994167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:41.994243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:45.000978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:45.006580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:45.011375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:45.015393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:45.019218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:45.019317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:48.025632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:48.030220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:48.033762] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:48.038258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:48.042079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:48.042157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:51.050351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:51.057139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:51.065579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:51.072730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:51.079460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:51.079678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:54.084372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:54.087949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:54.091365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:54.094827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:54.098278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:54.098360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:57.102540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:57.105852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:57.109066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:42:57.112247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:57.115431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:57.115505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:00.120715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:00.127089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:00.133163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:00.138963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:00.143974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:00.144172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:03.149064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:03.153113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:03.156883] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:03.160511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:03.164278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:03.164377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:06.169702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:06.173238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:06.176578] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:06.180029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:06.183274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:06.183347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:09.190425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:09.194889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:09.198554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:09.202471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:09.206542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:09.206696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:12.212802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:12.217002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:12.220540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:12.224205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:12.228106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:12.228179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:15.232860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:15.236914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:15.240695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:15.244573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:15.248195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:15.248309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:18.253395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:18.257240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:18.261087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:18.264947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:18.269263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:18.269351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:21.274672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:21.278317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:21.281877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:21.285610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:21.289134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:21.289238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:24.294700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:24.299189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:24.303266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:24.306739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:24.310333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:24.310409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:27.315544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:27.320062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:27.324191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:27.328467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:27.332344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:27.332455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:30.337870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:30.341714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:30.345501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:30.349256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:30.353458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:30.353590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:33.359763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:33.363663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:33.367199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:33.370831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:33.374544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:33.374693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:36.379373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:36.383625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:36.387608] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:36.391594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:36.395761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:36.395900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:39.401324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:39.405063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:39.408373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:39.411838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:39.415243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:39.415319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:42.420091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:42.423822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:42.427351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:42.430660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:42.433903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:42.433978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:45.440557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:45.445073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:45.449767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:45.453540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:45.457415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:45.457491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:48.462704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:48.466567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:48.470289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:48.473924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:48.477489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:48.477574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:51.483847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:51.489321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:51.494988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:51.500171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:51.504786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:51.504931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:54.510905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:54.515054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:54.518941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:54.523881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:54.527761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:54.527842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:57.532760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:57.536585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:57.541663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:43:57.545979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:57.550257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:57.550374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:00.558057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:00.564719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:00.570233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:00.576216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:00.581548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:00.581724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:03.586628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:03.591015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:03.595027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:03.598755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:03.602372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:03.602464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:06.608803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:06.614835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:06.620874] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:06.625919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:06.631686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:06.631903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:09.638360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:09.642799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:09.646430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:09.651483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:09.656510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:09.656689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:12.662702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:12.668148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:12.671740] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:12.675382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:12.679200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:12.679286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:15.683911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:15.687740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:15.691306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:15.695086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:15.698829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:15.698944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:18.705031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:18.708986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:18.712464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:18.716686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:18.720957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:18.721085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:21.726753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:21.732800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:21.738284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:21.742639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:21.746226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:21.746306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:24.751019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:24.754690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:24.758008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:24.761347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:24.764567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:24.764658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:27.770920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:27.775125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:27.778933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:27.783067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:27.787717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:27.787865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:30.792759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:30.796603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:30.800280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:30.803742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:30.807242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:30.807324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:33.814028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:33.819256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:33.822775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:33.827945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:33.832184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:33.832270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:36.836505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:36.840062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:36.843389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:36.847126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:36.850749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:36.850826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:39.856324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:39.859860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:39.863236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:39.866686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:39.870302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:39.870400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:42.875899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:42.879836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:42.883602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:42.886949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:42.890214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:42.890291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:45.894694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:45.898251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:45.901667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:45.904882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:45.908087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:45.908166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:48.913340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:48.917451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:48.921665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:48.925444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:48.929911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:48.930012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:51.934446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:51.938095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:51.941659] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:51.945201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:51.948804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:51.948887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:54.953828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:54.958517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:54.964181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:54.968555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:54.972892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:54.973013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:57.977853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:57.981417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:57.984770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:44:57.988198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:57.991498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:57.991573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:00.996306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:01.000367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:01.003996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:01.007718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:01.011384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:01.011493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:04.016679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:04.020881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:04.024996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:04.028558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:04.032843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:04.032972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:07.039265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:07.044261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:07.048905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:07.052354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:07.055885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:07.055979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:10.062216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:10.067595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:10.072340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:10.076278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:10.079627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:10.079735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:13.085038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:13.088738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:13.092004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:13.095221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:13.098397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:13.098471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:16.104553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:16.108795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:16.113411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:16.118875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:16.122567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:16.122661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:19.128713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:19.132949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:19.136437] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:19.140520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:19.144045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:19.144132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:22.149590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:22.154045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:22.157908] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:22.162176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:22.166836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:22.167004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:25.171729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:25.175278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:25.178838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:25.182358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:25.186078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:25.186165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:28.191182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:28.194608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:28.197946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:28.201186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:28.204411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:28.204482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:31.209063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:31.212547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:31.215913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:31.219274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:31.222608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:31.222709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:34.229497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:34.234502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:34.238285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:34.242465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:34.246407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:34.246495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:37.252256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:37.256734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:37.260280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:37.264367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:37.267965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:37.268040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:40.274040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:40.279632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:40.283850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:40.288317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:40.292702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:40.292836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:43.298659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:43.303105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:43.307228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:43.311464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:43.314998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:43.315086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:46.320001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:46.323508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:46.326789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:46.330098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:46.333481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:46.333578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:49.338620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:49.342667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:49.346411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:49.349852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:49.353192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:49.353273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:52.359361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:52.363572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:52.367489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:52.371194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:52.375012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:52.375106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:55.379490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:55.382938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:55.386384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:55.390058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:55.393949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:55.394036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:58.399854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:58.405585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:58.410203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:45:58.414375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:58.418709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:58.418828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:01.425043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:01.430447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:01.434882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:01.438831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:01.442980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:01.443154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:04.449143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:04.453424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:04.457082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:04.460608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:04.463997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:04.464094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:07.472051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:07.477183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:07.482131] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:07.487340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:07.492683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:07.492846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:10.497586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:10.501541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:10.505068] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:10.508565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:10.512053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:10.512172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:13.518114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:13.523174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:13.528266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:13.533204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:13.537591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:13.537701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:16.543028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:16.547365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:16.551560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:16.555888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:16.560479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:16.560592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:19.566081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:19.570052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:19.573416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:19.576619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:19.580453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:19.580568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:22.587313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:22.591519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:22.594878] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:22.598318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:22.601687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:22.601765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:25.607717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:25.611958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:25.616775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:25.620499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:25.625375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:25.625543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:28.631776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:28.636358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:28.640572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:28.644599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:28.649369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:28.649544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:31.655366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:31.659048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:31.662367] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:31.665667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:31.668959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:31.669035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:34.673475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:34.676761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:34.680139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:34.683335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:34.686498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:34.686571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:37.691601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:37.695615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:37.699422] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:37.703067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:37.706571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:37.706688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:40.712840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:40.716887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:40.721487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:40.725938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:40.730280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:40.730439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:43.735549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:43.738913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:43.742143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:43.745354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:43.749489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:43.749635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:46.754570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:46.758457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:46.762284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:46.766028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:46.770399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:46.770488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:49.775927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:49.780163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:49.784471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:49.788035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:49.791998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:49.792082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:52.796430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:52.800161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:52.803786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:52.807462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:52.810938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:52.811027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:55.816069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:55.819933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:55.823965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:55.828250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:55.832059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:55.832140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:58.838166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:58.842730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:58.846387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:46:58.850806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:58.854374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:58.854456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:01.859955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:01.864543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:01.869207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:01.873799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:01.877997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:01.878086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:04.882551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:04.886544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:04.889988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:04.893471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:04.897001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:04.897089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:07.902335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:07.906086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:07.909550] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:07.912853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:07.916436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:07.916509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:10.921387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:10.925085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:10.930135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:10.935360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:10.939337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:10.939427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:13.944194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:13.948009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:13.951522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:13.955259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:13.958940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:13.959057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:16.964461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:16.968359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:16.971868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:16.975424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:16.979007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:16.979114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:19.983629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:19.986983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:19.990196] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:19.993447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:19.996617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:19.996712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:23.002243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:23.006429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:23.010896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:23.014972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:23.018908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:23.019019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:26.025515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:26.029883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:26.033772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:26.038191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:26.042490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:26.042583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:29.048569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:29.054706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:29.058838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:29.063212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:29.066860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:29.066952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:32.072868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:32.076674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:32.080378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:32.084479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:32.089493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:32.089695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:35.095254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:35.099409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:35.103790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:35.108037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:35.111847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:35.111951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:38.116849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:38.120507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:38.124084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:38.127510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:38.131201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:38.131303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:41.136618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:41.141413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:41.145774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:41.149965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:41.153856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:41.153965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:44.160957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:44.166103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:44.170335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:44.173899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:44.177825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:44.177926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:47.184739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:47.189728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:47.193579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:47.198125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:47.202108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:47.202198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:50.208090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:50.212685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:50.217342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:50.221832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:50.225955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:50.226060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:53.231796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:53.235767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:53.239771] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:53.243844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:53.248692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:53.248998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:56.254935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:56.261216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:56.266263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:56.270735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:56.274361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:56.274455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:59.278794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:59.282252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:59.285498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:47:59.289130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:59.292525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:59.292604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:02.298406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:02.302430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:02.305927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:02.309458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:02.312917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:02.312996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:05.319098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:05.323500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:05.327302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:05.330955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:05.334682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:05.334788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:08.339875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:08.343205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:08.346460] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:08.349848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:08.355260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:08.355464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:11.359707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:11.363137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:11.366453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:11.370446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:11.374261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:11.374343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:14.379424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:14.382973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:14.386472] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:14.389913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:14.393371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:14.393466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:17.398714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:17.402763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:17.406843] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:17.410482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:17.414281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:17.414387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:20.419196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:20.422840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:20.427363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:20.432790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:20.438353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:20.438583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:23.445047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:23.450541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:23.455782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:23.461141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:23.466208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:23.466348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:26.473562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:26.479413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:26.484882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:26.490169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:26.494880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:26.495023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:29.500525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:29.504845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:29.508766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:29.512151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:29.515879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:29.515977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:32.521794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:32.525811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:32.529416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:32.533808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:32.538909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:32.539119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:35.545633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:35.550842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:35.556104] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:35.561169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:35.565691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:35.565829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:38.571155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:38.574918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:38.578988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:38.582559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:38.586327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:38.586447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:41.591724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:41.595351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:41.599152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:41.602370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:41.605718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:41.605791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:44.610762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:44.614223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:44.617586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:44.620923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:44.624219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:44.624300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:47.629359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:47.633025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:47.637709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:47.642127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:47.645820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:47.645913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:50.652946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:50.657273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:50.661182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:50.664878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:50.668559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:50.668684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:53.674462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:53.680038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:53.685147] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:53.690907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:53.696202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:53.696355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:56.702504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:56.706702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:56.710476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:56.714282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:56.718590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:56.718761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:59.724021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:59.727892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:59.731332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:48:59.734630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:59.737846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:59.737919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:02.744061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:02.748576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:02.752113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:02.756487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:02.760826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:02.760913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:05.766300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:05.770288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:05.774093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:05.777758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:05.781178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:05.781256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:08.786526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:08.792000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:08.797150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:08.804075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:08.809340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:08.809436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:11.816803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:11.822141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:11.826871] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:11.830675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:11.834230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:11.834306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:14.839325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:14.842846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:14.846142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:14.849703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:14.852984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:14.853100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:17.858422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:17.862464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:17.866534] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:17.870584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:17.874483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:17.874596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:20.881157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:20.885304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:20.888862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:20.892262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:20.895635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:20.895736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:23.900246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:23.903802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:23.907218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:23.910589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:23.913967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:23.914047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:26.919925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:26.925150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:26.929203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:26.932601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:26.936088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:26.936170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:29.940777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:29.945241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:29.949935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:29.953704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:29.957363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:29.957443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:32.963001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:32.967188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:32.970657] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:32.974935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:32.979036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:32.979162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:35.985187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:35.990153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:35.994899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:35.999590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:36.004233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:36.004343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:39.011385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:39.015376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:39.018932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:39.023134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:39.028186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:39.028309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:42.032904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:42.037618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:42.042341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:42.046073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:42.049593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:42.049712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:45.055385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:45.059366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:45.062943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:45.066445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:45.069932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:45.070021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:48.074507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:48.077986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:48.081239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:48.084381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:48.087586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:48.087678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:51.092688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:51.096400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:51.099911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:51.103671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:51.107407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:51.107535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:54.112109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:54.115740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:54.119301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:54.122905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:54.126376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:54.126474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:57.131290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:57.134754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:57.138440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:49:57.142129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:57.145770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:57.145853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:00.150604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:00.155094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:00.159966] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:00.163990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:00.167613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:00.167708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:03.172018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:03.176315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:03.179626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:03.182858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:03.186046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:03.186118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:06.192155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:06.197130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:06.201679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:06.205688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:06.209982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:06.210089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:09.214760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:09.218809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:09.222782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:09.226442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:09.230038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:09.230144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:12.234607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:12.238171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:12.241578] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:12.245167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:12.248602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:12.248702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:15.253952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:15.258245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:15.261961] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:15.265456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:15.268937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:15.269015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:18.274828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:18.279165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:18.283486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:18.288119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:18.292729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:18.292863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:21.297896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:21.302042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:21.305797] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:21.309404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:21.313198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:21.313312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:24.320012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:24.325214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:24.329230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:24.332537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:24.335975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:24.336052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:27.340982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:27.344308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:27.347879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:27.351371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:27.354831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:27.354920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:30.360439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:30.364122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:30.367572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:30.371696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:30.375380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:30.375463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:33.381528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:33.385412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:33.389952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:33.394289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:33.398294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:33.398418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:36.403570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:36.407616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:36.411244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:36.414623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:36.417977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:36.418057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:39.422976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:39.426326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:39.429834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:39.433397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:39.437573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:39.437699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:42.442714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:42.446614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:42.450317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:42.453904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:42.457429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:42.457517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:45.463348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:45.468489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:45.471986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:45.475380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:45.480190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:45.480401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:48.485267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:48.489050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:48.492714] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:48.496547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:48.500496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:48.500595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:51.505347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:51.509346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:51.513916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:51.518621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:51.522545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:51.522637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:54.529446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:54.534406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:54.539539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:54.544451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:54.549050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:54.549159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:57.553664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:57.558493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:57.564232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:50:57.570498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:57.575616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:57.575741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:00.580697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:00.586041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:00.590420] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:00.594380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:00.598088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:00.598187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:03.602389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:03.605981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:03.609684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:03.614188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:03.619690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:03.619841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:06.624943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:06.629203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:06.632881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:06.636657] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:06.640412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:06.640507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:09.645448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:09.649526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:09.653430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:09.657498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:09.661519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:09.661602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:12.666284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:12.670324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:12.674665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:12.679281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:12.683691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:12.683828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:15.688295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:15.691870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:15.695235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:15.699029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:15.702525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:15.702605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:18.708349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:18.712477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:18.716353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:18.719882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:18.723905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:18.724009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:21.730166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:21.734533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:21.738228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:21.742009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:21.746159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:21.746244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:24.750909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:24.754569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:24.758083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:24.761763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:24.765200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:24.765285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:27.769506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:27.772982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:27.776272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:27.779635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:27.783008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:27.783095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:30.787252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:30.790720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:30.793962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:30.797229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:30.800566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:30.800660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:33.805299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:33.809146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:33.813364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:33.817039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:33.821688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:33.821825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:36.826364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:36.830066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:36.833458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:36.837012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:36.840704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:36.840830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:39.846762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:39.851830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:39.856945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:39.861183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:39.865544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:39.865664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:42.871409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:42.875784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:42.880069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:42.884677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:42.889468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:42.889616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:45.894050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:45.897878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:45.901927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:45.905987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:45.909624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:45.909721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:48.913873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:48.917875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:48.921315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:48.924535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:48.927870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:48.927944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:51.932206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:51.935677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:51.939174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:51.942472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:51.945696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:51.945769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:54.950569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:54.954320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:54.958149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:54.961857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:54.965685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:54.965785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:57.971011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:57.974426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:57.977735] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:51:57.981004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:57.984217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:57.984289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:00.989859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:00.994579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:00.998744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:01.003591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:01.008185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:01.008370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:04.013441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:04.017151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:04.020956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:04.024888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:04.028831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:04.028923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:07.033931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:07.037763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:07.041679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:07.045018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:07.048364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:07.048440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:10.053019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:10.056694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:10.061048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:10.065023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:10.068770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:10.068855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:13.074472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:13.078200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:13.081555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:13.086549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:13.090638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:13.090739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:16.097683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:16.102129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:16.106372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:16.110717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:16.115704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:16.115831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:19.120746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:19.124562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:19.128111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:19.131463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:19.134894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:19.134977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:22.139448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:22.142915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:22.146277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:22.149937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:22.153421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:22.153523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:25.158633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:25.162528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:25.166077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:25.169544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:25.173168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:25.173264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:28.178490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:28.182122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:28.185449] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:28.188734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:28.192160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:28.192236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:31.197468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:31.200997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:31.204338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:31.208086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:31.212342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:31.212423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:34.218486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:34.224124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:34.228758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:34.234112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:34.239862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:34.240002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:37.244207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:37.248062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:37.251570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:37.255033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:37.258435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:37.258525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:40.262919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:40.266457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:40.269980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:40.273696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:40.277152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:40.277230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:43.282540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:43.286544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:43.290709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:43.295425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:43.299851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:43.299935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:46.304401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:46.307808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:46.312455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:46.316423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:46.323101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:46.323209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:49.327744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:49.331274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:49.334631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:49.337952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:49.341160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:49.341232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:52.348154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:52.357401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:52.363115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:52.369393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:52.374093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:52.374235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:55.379544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:55.383433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:55.387255] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:55.391243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:55.395359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:55.395523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:58.400494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:58.404333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:58.408431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:52:58.411997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:58.415904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:58.415981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:01.421062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:01.427232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:01.432698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:01.438146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:01.443145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:01.443524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:04.448940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:04.452760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:04.456540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:04.460876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:04.465114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:04.465203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:07.471348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:07.475399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:07.479695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:07.485137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:07.489004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:07.489087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:10.493837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:10.497248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:10.500932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:10.504287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:10.507820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:10.507898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:13.512510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:13.516325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:13.520006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:13.523424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:13.526902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:13.526984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:16.531246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:16.536161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:16.541428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:16.545828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:16.549954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:16.550056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:19.556153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:19.560135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:19.564083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:19.568472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:19.572721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:19.572828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:22.579962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:22.584919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:22.590862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:22.596078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:22.601094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:22.601239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:25.608151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:25.613563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:25.618748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:25.623930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:25.629284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:25.629466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:28.635835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:28.642240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:28.648984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:28.653504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:28.658680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:28.658843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:31.663299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:31.666770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:31.670088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:31.673303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:31.676525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:31.676601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:34.682341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:34.686190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:34.689843] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:34.693378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:34.696844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:34.696934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:37.701795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:37.706169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:37.710003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:37.713495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:37.717916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:37.718123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:40.722864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:40.726297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:40.729608] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:40.732885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:40.736074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:40.736149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:43.741018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:43.744490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:43.748063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:43.751547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:43.755225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:43.755299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:46.761323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:46.766521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:46.771245] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:46.775360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:46.779017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:46.779113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:49.784688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:49.789024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:49.793209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:49.796670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:49.799976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:49.800052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:52.804617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:52.808074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:52.811294] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:52.814532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:52.817854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:52.817934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:55.822710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:55.826395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:55.830208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:55.833965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:55.837431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:55.837513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:58.842443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:58.846440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:58.850353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:53:58.855313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:58.859965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:58.860113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:01.866946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:01.872399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:01.879149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:01.884187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:01.888850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:01.888971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:04.893588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:04.897251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:04.900748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:04.904184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:04.907698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:04.907793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:07.912833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:07.916940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:07.920852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:07.924380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:07.927961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:07.928044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:10.933987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:10.937736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:10.941628] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:10.945170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:10.950180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:10.950339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:13.955780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:13.959583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:13.962943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:13.966193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:13.969436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:13.969512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:16.975632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:16.980679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:16.985154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:16.989519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:16.994236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:16.994372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:19.999226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:20.002684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:20.006471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:20.010042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:20.013310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:20.013403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:23.018419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:23.021897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:23.025150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:23.028497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:23.032036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:23.032141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:26.038033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:26.042631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:26.047263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:26.051547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:26.056839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:26.057082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:29.062170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:29.065754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:29.069124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:29.072348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:29.075574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:29.075666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:32.080293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:32.083880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:32.087181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:32.090529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:32.094182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:32.094283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:35.099039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:35.102919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:35.106216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:35.109455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:35.112825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:35.112898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:38.117661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:38.121127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:38.124449] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:38.127779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:38.130991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:38.131063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:41.136810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:41.141298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:41.145787] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:41.149665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:41.153338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:41.153417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:44.158994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:44.162890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:44.166433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:44.171245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:44.176450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:44.176590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:47.181934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:47.186871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:47.191084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:47.195291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:47.199544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:47.199682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:50.204271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:50.208074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:50.211946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:50.215671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:50.219636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:50.219769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:53.226014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:53.230417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:53.235723] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:53.241195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:53.245855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:53.245992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:56.251558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:56.255050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:56.258385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:56.261740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:56.265043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:56.265115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:59.271239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:59.275926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:59.279975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:54:59.283442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:59.287997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:59.288161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:02.294404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:02.298678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:02.303015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:02.306882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:02.312417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:02.312667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:05.319338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:05.324700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:05.329966] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:05.335196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:05.339956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:05.340091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:08.345694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:08.349468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:08.352970] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:08.356423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:08.360089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:08.360170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:11.365139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:11.368951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:11.372577] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:11.376380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:11.380044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:11.380158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:14.385133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:14.389238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:14.393049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:14.397043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:14.401103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:14.401209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:17.406845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:17.411570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:17.415721] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:17.419498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:17.422740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:17.422810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:20.429618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:20.434588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:20.439756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:20.445102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:20.450338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:20.450476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:23.456533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:23.463198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:23.467582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:23.471361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:23.475238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:23.475334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:26.480371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:26.484059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:26.487583] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:26.491078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:26.495949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:26.496153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:29.501029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:29.504531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:29.508038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:29.511633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:29.515117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:29.515220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:32.521586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:32.526139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:32.534786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:32.539399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:32.542777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:32.542850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:35.551540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:35.558743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:35.564002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:35.569176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:35.573379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:35.573476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:38.578477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:38.581883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:38.585254] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:38.588732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:38.592021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:38.592103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:41.597060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:41.600579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:41.603987] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:41.607373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:41.610792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:41.610871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:44.617437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:44.622299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:44.626071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:44.630398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:44.635566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:44.635778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:47.641613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:47.646471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:47.651504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:47.656131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:47.661139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:47.661292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:50.667369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:50.672452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:50.677592] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:50.682106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:50.686708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:50.686809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:53.691847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:53.695500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:53.699194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:53.702699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:53.706023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:53.706102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:56.713109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:56.718285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:56.723122] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:56.726613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:56.730465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:56.730558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:59.737124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:59.741763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:59.745523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:55:59.750267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:59.755727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:59.755900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:02.762359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:02.767134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:02.772502] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:02.776933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:02.781224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:02.781335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:05.786783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:05.790610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:05.794942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:05.799579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:05.803990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:05.804072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:08.808887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:08.812626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:08.817139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:08.820521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:08.823951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:08.824037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:11.830420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:11.834875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:11.842069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:11.847354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:11.851626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:11.851723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:14.857378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:14.861045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:14.864525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:14.868000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:14.871534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:14.871615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:17.877617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:17.882468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:17.887104] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:17.890856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:17.894405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:17.894484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:20.899735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:20.903197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:20.907033] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:20.910475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:20.913902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:20.913984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:23.918669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:23.922138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:23.925506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:23.928816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:23.932073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:23.932151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:26.936965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:26.940864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:26.944300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:26.947728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:26.951054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:26.951139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:29.955738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:29.959270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:29.962633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:29.966001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:29.969325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:29.969419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:32.975489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:32.981055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:32.985965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:32.990161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:32.994348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:32.994423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:36.000572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:36.005928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:36.010129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:36.013884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:36.017766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:36.017859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:39.022974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:39.027205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:39.032354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:39.037240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:39.041580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:39.041696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:42.047547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:42.051776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:42.056337] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:42.060373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:42.064307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:42.064403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:45.070448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:45.074262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:45.078336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:45.081786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:45.085168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:45.085255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:48.089793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:48.093082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:48.096994] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:48.100881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:48.104435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:48.104523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:51.110606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:51.116067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:51.120351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:51.123825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:51.127144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:51.127220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:54.132564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:54.136516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:54.141467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:54.146103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:54.150595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:54.150748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:57.155490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:57.159419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:57.163000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:56:57.166652] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:57.170145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:57.170232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:00.175299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:00.178844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:00.182287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:00.185723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:00.189225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:00.189309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:03.193979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:03.201555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:03.205820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:03.209369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:03.213064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:03.213150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:06.218904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:06.223714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:06.227863] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:06.231614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:06.235600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:06.235715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:09.240878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:09.244552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:09.247953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:09.251241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:09.254547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:09.254627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:12.260239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:12.264282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:12.267663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:12.270973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:12.274456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:12.274531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:15.280607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:15.285675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:15.290306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:15.296862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:15.303091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:15.303234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:18.307969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:18.311828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:18.315038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:18.318232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:18.322747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:18.322924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:21.327733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:21.331075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:21.334305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:21.337516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:21.340751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:21.340822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:24.345880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:24.349790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:24.355298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:24.360416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:24.364987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:24.365112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:27.369955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:27.373815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:27.377804] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:27.382407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:27.386999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:27.387124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:30.393006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:30.397226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:30.400739] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:30.404339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:30.408067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:30.408154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:33.414112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:33.418936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:33.423108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:33.426478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:33.429973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:33.430052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:36.434793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:36.440958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:36.445995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:36.451255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:36.456533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:36.456635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:39.461212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:39.464908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:39.468384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:39.472040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:39.476062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:39.476149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:42.482733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:42.488067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:42.493240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:42.497761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:42.502568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:42.502711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:45.506832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:45.510780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:45.514492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:45.518059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:45.521520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:45.521627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:48.526440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:48.530045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:48.533533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:48.537053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:48.540599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:48.540728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:51.545595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:51.549385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:51.552994] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:51.556510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:51.560049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:51.560148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:54.565353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:54.569462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:54.573066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:54.576430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:54.579866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:54.579941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:57.585764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:57.589793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:57.593289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:57:57.596607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:57.600140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:57.600224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:00.604789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:00.608470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:00.611807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:00.615115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:00.618511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:00.618604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:03.623638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:03.627094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:03.630427] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:03.633754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:03.637058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:03.637131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:06.642254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:06.646500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:06.650207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:06.653548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:06.656888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:06.656983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:09.662135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:09.665699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:09.669252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:09.672417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:09.676756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:09.676954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:12.681467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:12.685136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:12.688568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:12.691930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:12.695298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:12.695377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:15.700820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:15.705135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:15.709470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:15.714070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:15.718802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:15.718915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:18.724243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:18.729127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:18.733449] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:18.738916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:18.743174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:18.743268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:21.748004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:21.751547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:21.755001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:21.758624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:21.762095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:21.762192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:24.766973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:24.770575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:24.774084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:24.777860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:24.782117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:24.782218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:27.786836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:27.790479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:27.793959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:27.798017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:27.802079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:27.802155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:30.806482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:30.810031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:30.813276] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:30.816562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:30.819930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:30.820003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:33.824571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:33.827981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:33.831221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:33.834606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:33.838600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:33.838714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:36.842718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:36.846092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:36.849413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:36.852753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:36.855957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:36.856032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:39.860469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:39.863813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:39.867100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:39.870342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:39.875519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:39.875708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:42.881561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:42.886716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:42.891158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:42.894540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:42.898101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:42.898183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:45.904853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:45.908912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:45.912661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:45.916148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:45.919587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:45.919686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:48.924459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:48.929189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:48.933688] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:48.937445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:48.941676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:48.941792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:51.948272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:51.954394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:51.959922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:51.965118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:51.969413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:51.969546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:54.974397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:54.978392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:54.982547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:54.986446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:54.990432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:54.990553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:57.996599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:58.002178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:58.008716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:58:58.014620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:58.019992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:58.020147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:01.028134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:01.034829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:01.040935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:01.047478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:01.053445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:01.053597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:04.058532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:04.062762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:04.066901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:04.070856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:04.074886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:04.074989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:07.079911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:07.084161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:07.088285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:07.092233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:07.096313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:07.096433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:10.102523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:10.107428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:10.111995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:10.116398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:10.120498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:10.120595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:13.126801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:13.130820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:13.134843] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:13.138579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:13.143328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:13.143518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:16.149300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:16.153067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:16.156746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:16.160324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:16.164416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:16.164508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:19.170452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:19.175131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:19.179925] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:19.184415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:19.188766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:19.188863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:22.194717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:22.198519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:22.202396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:22.206489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:22.211560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:22.211764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:25.217989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:25.222819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:25.226689] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:25.230363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:25.234432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:25.234522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:28.239599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:28.243132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:28.247837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:28.251613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:28.255162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:28.255241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:31.259613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:31.263878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:31.268511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:31.272279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:31.276045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:31.276152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:34.281551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:34.285941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:34.289950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:34.294307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:34.299290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:34.299395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:37.305047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:37.309087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:37.313054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:37.317160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:37.321242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:37.321321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:40.325688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:40.330679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:40.336981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:40.341485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:40.345300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:40.345390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:43.350225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:43.354112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:43.357693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:43.361256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:43.365011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:43.365115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:46.369944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:46.374124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:46.377896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:46.381603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:46.385352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:46.385436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:49.391737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:49.396012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:49.400156] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:49.405546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:49.408911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:49.408986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:52.413679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:52.417717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:52.421243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:52.424563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:52.427973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:52.428059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:55.432469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:55.435839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:55.439137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:55.442324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:55.445535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:55.445612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:58.450325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:58.454193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:58.457935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T03:59:58.461437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:58.464964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:58.465065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:01.469857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:01.473503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:01.477319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:01.481565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:01.486810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:01.486987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:04.495311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:04.504565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:04.510672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:04.518132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:04.523118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:04.523275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:07.529098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:07.534060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:07.539322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:07.544074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:07.549207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:07.549338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:10.553972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:10.558879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:10.563633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:10.568254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:10.573105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:10.573230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:13.578380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:13.582393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:13.586856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:13.591762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:13.596445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:13.596551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:16.601525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:16.606277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:16.611580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:16.616781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:16.621588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:16.621748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:19.626202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:19.629700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:19.632958] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:19.636198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:19.639614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:19.639713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:22.645258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:22.650405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:22.654927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:22.658862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:22.662511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:22.662629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:25.668166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:25.671883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:25.675946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:25.679570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:25.683921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:25.684084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:28.689259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:28.692863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:28.697031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:28.700692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:28.703971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:28.704064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:31.709831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:31.713753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:31.717350] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:31.720705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:31.724205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:31.724294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:34.729106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:34.732576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:34.735930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:34.739191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:34.744009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:34.744160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:37.749180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:37.752588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:37.755825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:37.759917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:37.763840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:37.763931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:40.768708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:40.772110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:40.775448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:40.778786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:40.782066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:40.782140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:43.787256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:43.791409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:43.795189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:43.799069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:43.803666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:43.803797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:46.809254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:46.812956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:46.817289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:46.821075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:46.824447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:46.824525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:49.831717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:49.837914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:49.842903] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:49.848074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:49.852390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:49.852500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:52.857043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:52.860537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:52.863889] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:52.867206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:52.870467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:52.870543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:55.877331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:55.882470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:55.886924] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:55.890397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:55.893668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:55.893742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:58.899290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:58.903355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:58.907092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:00:58.910503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:58.913948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:58.914028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:01.919304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:01.923240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:01.927019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:01.930599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:01.934243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:01.934341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:04.939329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:04.943185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:04.946885] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:04.950569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:04.954053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:04.954158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:07.959814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:07.963974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:07.967399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:07.971971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:07.975907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:07.975995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:10.982593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:10.988215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:10.993158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:10.997277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:11.001963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:11.002130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:14.008296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:14.012842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:14.016867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:14.021098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:14.027107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:14.027277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:17.034463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:17.039980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:17.044057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:17.048310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:17.052361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:17.052460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:20.058185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:20.062081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:20.065857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:20.069676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:20.073582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:20.073717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:23.078934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:23.082319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:23.085702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:23.088999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:23.092990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:23.093121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:26.099365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:26.104510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:26.108567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:26.112545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:26.116765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:26.116852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:29.122253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:29.126292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:29.129933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:29.133333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:29.137344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:29.137495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:32.142483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:32.146245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:32.150221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:32.153797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:32.157485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:32.157591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:35.164903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:35.170937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:35.176083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:35.182085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:35.186830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:35.186989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:38.191980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:38.196536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:38.200309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:38.203723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:38.207208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:38.207298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:41.212101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:41.216897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:41.221949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:41.226175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:41.230197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:41.230280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:44.236452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:44.241959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:44.247794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:44.253506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:44.258293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:44.258409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:47.263407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:47.266837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:47.271007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:47.274671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:47.278272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:47.278350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:50.284318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:50.288948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:50.294360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:50.299187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:50.304150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:50.304332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:53.309274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:53.312704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:53.316032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:53.319348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:53.322671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:53.322748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:56.328088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:56.332079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:56.336226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:56.340081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:56.343933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:56.344048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:59.348419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:59.351804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:59.355086] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:01:59.358303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:59.361552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:59.361626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:02.367535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:02.372451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:02.379483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:02.387058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:02.391734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:02.391844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:05.397289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:05.400996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:05.404513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:05.407925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:05.411465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:05.411546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:08.417226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:08.421159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:08.424782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:08.428717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:08.432266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:08.432342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:11.436999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:11.440785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:11.444767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:11.448993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:11.453741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:11.453871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:14.460614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:14.466358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:14.475656] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:14.480327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:14.484191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:14.484292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:17.489072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:17.492941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:17.496502] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:17.499989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:17.503423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:17.503507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:20.508988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:20.514414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:20.520052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:20.525506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:20.531361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:20.531526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:23.537159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:23.541421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:23.545138] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:23.548759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:23.552129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:23.552221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:26.558139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:26.561714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:26.564965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:26.570572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:26.575397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:26.575507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:29.582681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:29.588139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:29.592472] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:29.596463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:29.600891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:29.600995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:32.606181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:32.609916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:32.613190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:32.616515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:32.619832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:32.619902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:35.626315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:35.631331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:35.636129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:35.641476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:35.646375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:35.646522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:38.650981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:38.654238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:38.657803] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:38.661320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:38.664542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:38.664617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:41.669455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:41.672820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:41.676023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:41.679214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:41.682458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:41.682540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:44.687782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:44.691475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:44.694910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:44.699612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:44.704429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:44.704558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:47.710850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:47.716339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:47.722007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:47.726750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:47.732714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:47.732859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:50.737906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:50.741530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:50.745146] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:50.748781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:50.752295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:50.752381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:53.759258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:53.764672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:53.769248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:53.773584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:53.777580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:53.777724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:56.783422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:56.787196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:56.791029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:56.795698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:56.800683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:56.800818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:59.807845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:59.813544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:59.820120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:02:59.824981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:59.828926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:59.829019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:02.834485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:02.843255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:02.847573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:02.851377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:02.855223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:02.855318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:05.860450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:05.864490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:05.869707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:05.875017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:05.879155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:05.879236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:08.883812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:08.887456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:08.892561] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:08.897959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:08.902333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:08.902460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:11.907056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:11.910690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:11.914136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:11.917899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:11.922179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:11.922279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:14.927291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:14.931201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:14.936555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:14.941066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:14.944803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:14.944896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:17.951041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:17.955685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:17.961482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:17.966837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:17.972071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:17.972272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:20.977726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:20.982791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:20.987322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:20.992077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:20.996603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:20.996746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:24.003508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:24.008555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:24.012913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:24.016700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:24.020611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:24.020703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:27.026923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:27.031413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:27.035753] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:27.040260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:27.044686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:27.044825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:30.049793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:30.053227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:30.056563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:30.061183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:30.067332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:30.067493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:33.073123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:33.076897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:33.081901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:33.085507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:33.089083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:33.089176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:36.095537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:36.100988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:36.106273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:36.111064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:36.115029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:36.115114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:39.122444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:39.127944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:39.133693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:39.139935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:39.145351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:39.145505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:42.151459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:42.156862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:42.162153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:42.167325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:42.172124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:42.172272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:45.179001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:45.183113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:45.186563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:45.190160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:45.193619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:45.193716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:48.199594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:48.204053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:48.209623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:48.215132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:48.219573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:48.219709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:51.223801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:51.227146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:51.230368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:51.233759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:51.237124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:51.237199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:54.242552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:54.246800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:54.250432] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:54.254220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:54.258805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:54.258887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:57.264860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:57.269427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:57.273270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:03:57.277311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:57.280856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:57.280934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:00.286995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:00.290865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:00.294289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:00.297807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:00.301494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:00.301593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:03.306271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:03.310140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:03.313996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:03.317840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:03.321659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:03.321785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:06.326509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:06.330595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:06.334122] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:06.337861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:06.341584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:06.341697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:09.346803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:09.350473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:09.354089] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:09.357491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:09.360789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:09.360863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:12.365362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:12.368839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:12.372182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:12.375535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:12.378928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:12.379020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:15.384917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:15.390371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:15.394825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:15.398851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:15.402413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:15.402499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:18.408440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:18.413161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:18.417535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:18.421001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:18.424274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:18.424350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:21.430016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:21.434610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:21.439167] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:21.443502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:21.448057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:21.448177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:24.452667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:24.456019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:24.459465] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:24.462741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:24.466076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:24.466153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:27.470810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:27.474160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:27.477440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:27.480605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:27.483749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:27.483824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:30.490331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:30.495431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:30.501282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:30.506023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:30.510060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:30.510171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:33.516411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:33.521676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:33.526039] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:33.530208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:33.534057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:33.534191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:36.540390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:36.545423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:36.549622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:36.552965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:36.560830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:36.561007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:39.566590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:39.570371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:39.573707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:39.577736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:39.581571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:39.581678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:42.586630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:42.590926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:42.595238] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:42.599620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:42.603574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:42.603707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:45.608143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:45.611463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:45.614691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:45.618008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:45.621222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:45.621297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:48.626153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:48.630327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:48.634259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:48.638176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:48.642075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:48.642164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:51.647879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:51.651888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:51.656027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:51.659938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:51.663943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:51.664072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:54.670823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:54.675605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:54.679141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:54.682514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:54.686061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:54.686141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:57.691020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:57.694770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:57.698273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:04:57.701888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:57.705851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:57.705956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:00.710842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:00.714595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:00.718090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:00.721449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:00.724657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:00.724735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:03.730184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:03.733963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:03.737526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:03.741047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:03.744976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:03.745087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:06.751256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:06.755871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:06.760573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:06.764824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:06.768499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:06.768598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:09.774052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:09.777599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:09.780999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:09.784243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:09.787506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:09.787580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:12.792237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:12.795734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:12.799079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:12.802371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:12.805822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:12.805920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:15.812987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:15.818470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:15.823387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:15.828903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:15.833337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:15.833455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:18.839774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:18.844747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:18.848983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:18.852536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:18.855936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:18.856018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:21.861138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:21.864597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:21.867928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:21.871242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:21.874602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:21.874701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:24.879590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:24.883281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:24.887059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:24.890842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:24.894405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:24.894508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:27.899502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:27.903240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:27.906896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:27.910617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:27.914291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:27.914383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:30.919897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:30.924266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:30.928322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:30.931834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:30.935411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:30.935493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:33.942203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:33.946750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:33.951453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:33.955676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:33.960278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:33.960431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:36.966284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:36.974481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:36.979061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:36.984281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:36.988581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:36.988706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:39.994127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:39.998754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:40.003802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:40.009096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:40.014271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:40.014410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:43.020127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:43.024480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:43.028662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:43.033537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:43.038876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:43.039055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:46.045002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:46.050765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:46.056144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:46.059938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:46.063147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:46.063220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:49.068234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:49.071981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:49.075673] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:49.079276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:49.082695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:49.082778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:52.089489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:52.094885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:52.098635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:52.101940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:52.105199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:52.105273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:55.110602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:55.115359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:55.123401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:55.127290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:55.130817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:55.130915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:58.136180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:58.140852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:58.146130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:05:58.150467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:58.154339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:58.154445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:01.165490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:01.172093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:01.179476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:01.185228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:01.189878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:01.189958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:04.195567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:04.199436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:04.203254] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:04.206908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:04.211134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:04.211255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:07.216132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:07.219748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:07.223113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:07.226494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:07.229806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:07.229879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:10.235263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:10.239024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:10.242969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:10.246882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:10.250740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:10.250825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:13.257054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:13.261938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:13.266083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:13.270356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:13.274019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:13.274098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:16.279924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:16.285123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:16.289554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:16.293682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:16.297781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:16.297896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:19.302050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:19.305339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:19.308911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:19.312185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:19.315462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:19.315555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:22.320277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:22.323560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:22.326853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:22.330119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:22.333317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:22.333392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:25.339892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:25.344289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:25.348182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:25.352687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:25.357773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:25.357887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:28.362583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:28.366313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:28.369950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:28.373481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:28.377040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:28.377131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:31.382244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:31.385955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:31.389516] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:31.393112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:31.396814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:31.396922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:34.401076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:34.404289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:34.407511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:34.410669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:34.413884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:34.413958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:37.420571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:37.425387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:37.429613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:37.434414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:37.439240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:37.439329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:40.443994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:40.448080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:40.451585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:40.454926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:40.458253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:40.458326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:43.462893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:43.466329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:43.469946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:43.473241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:43.476522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:43.476597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:46.481703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:46.485802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:46.490393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:46.494488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:46.498053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:46.498134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:49.504666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:49.509827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:49.514775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:49.519388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:49.522950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:49.523028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:52.529065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:52.533782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:52.538411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:52.542165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:52.545857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:52.545951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:55.551696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:55.555311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:55.558864] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:55.562176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:55.565496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:55.565572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:58.572181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:58.578422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:58.582809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:06:58.587437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:58.591349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:58.591442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:01.597491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:01.601545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:01.605201] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:01.608983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:01.613241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:01.613345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:04.619702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:04.624153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:04.629752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:04.635466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:04.640620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:04.640762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:07.645967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:07.649796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:07.653064] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:07.656346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:07.659673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:07.659770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:10.665145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:10.668667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:10.672291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:10.676250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:10.679614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:10.679711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:13.684511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:13.688282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:13.691810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:13.695628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:13.699923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:13.700031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:16.705246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:16.709709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:16.713983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:16.718210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:16.722221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:16.722346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:19.727144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:19.730662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:19.734106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:19.737558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:19.740987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:19.741068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:22.746131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:22.750824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:22.755306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:22.758783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:22.762212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:22.762290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:25.767311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:25.771444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:25.775302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:25.778870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:25.782443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:25.782521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:28.787764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:28.791843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:28.795749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:28.799381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:28.802832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:28.802924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:31.807990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:31.812325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:31.816150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:31.820197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:31.823892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:31.823975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:34.829465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:34.834098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:34.838501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:34.842909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:34.847243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:34.847375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:37.853718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:37.857767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:37.861762] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:37.867386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:37.872523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:37.872684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:40.879438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:40.885065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:40.890120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:40.894125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:40.897762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:40.897879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:43.903090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:43.907473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:43.911786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:43.916361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:43.920294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:43.920403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:46.925365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:46.929032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:46.932374] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:46.935752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:46.939135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:46.939214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:49.945294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:49.949730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:49.954462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:49.960420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:49.966497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:49.966633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:52.971177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:52.974975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:52.978612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:52.982008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:52.985246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:52.985320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:55.991633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:55.996297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:56.000117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:56.003868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:56.007946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:56.008032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:59.013986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:59.018559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:59.022879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:07:59.027172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:59.031311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:59.031432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:02.036270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:02.040219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:02.044590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:02.048975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:02.053133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:02.053263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:05.060310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:05.065638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:05.070896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:05.075523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:05.079831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:05.079940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:08.085477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:08.089996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:08.094027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:08.098008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:08.101667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:08.101777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:11.108030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:11.112896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:11.116986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:11.120535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:11.124067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:11.124160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:14.132790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:14.138828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:14.143325] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:14.147546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:14.151730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:14.151855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:17.156915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:17.161005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:17.164865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:17.168683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:17.172308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:17.172415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:20.178928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:20.182956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:20.186591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:20.190206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:20.193680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:20.193759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:23.199855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:23.205132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:23.209568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:23.213747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:23.217541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:23.217624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:26.222610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:26.227372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:26.232039] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:26.236228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:26.240385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:26.240508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:29.246810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:29.252014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:29.256199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:29.260531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:29.265868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:29.266044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:32.271497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:32.276736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:32.284858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:32.289338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:32.294183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:32.294328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:35.300633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:35.304900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:35.310184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:35.314663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:35.318912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:35.319014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:38.324090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:38.328935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:38.332551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:38.336242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:38.344079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:38.344194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:41.350770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:41.356744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:41.361936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:41.367292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:41.371003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:41.371088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:44.376829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:44.380988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:44.385381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:44.390122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:44.393894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:44.393986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:47.399194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:47.402594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:47.405916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:47.409930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:47.413299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:47.413374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:50.418220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:50.421616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:50.426018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:50.429724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:50.432933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:50.433004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:53.438189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:53.442688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:53.447357] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:53.452130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:53.456391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:53.456486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:56.463592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:56.469268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:56.474235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:56.478294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:56.482426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:56.482537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:59.487463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:59.491617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:59.495342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:08:59.498969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:59.502911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:59.503018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:02.508398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:02.512820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:02.516548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:02.519936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:02.523762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:02.523842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:05.528358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:05.531906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:05.535416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:05.539146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:05.542461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:05.542552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:08.547690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:08.552050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:08.555808] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:08.559094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:08.562362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:08.562459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:11.567856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:11.571813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:11.575931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:11.579912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:11.583505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:11.583595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:14.589726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:14.594672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:14.598191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:14.601891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:14.606149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:14.606226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:17.612250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:17.616654] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:17.621368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:17.626100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:17.630149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:17.630238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:20.635373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:20.639263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:20.642892] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:20.646793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:20.650501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:20.650599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:23.655439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:23.659423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:23.662964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:23.666986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:23.671242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:23.671359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:26.677107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:26.680954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:26.684488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:26.688093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:26.691475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:26.691552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:29.696669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:29.700600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:29.704252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:29.708094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:29.711937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:29.712053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:32.716594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:32.720231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:32.723808] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:32.727210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:32.730448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:32.730523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:35.736614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:35.744067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:35.747970] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:35.751606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:35.755010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:35.755090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:38.759991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:38.763805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:38.768328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:38.773122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:38.776796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:38.776885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:41.782715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:41.787594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:41.792474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:41.797126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:41.801483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:41.801690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:44.807112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:44.810974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:44.814395] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:44.817915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:44.821388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:44.821465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:47.827233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:47.832315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:47.837363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:47.841974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:47.846321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:47.846496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:50.852840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:50.858215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:50.863442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:50.868673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:50.873723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:50.873866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:53.880332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:53.886054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:53.891126] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:53.895092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:53.899463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:53.899558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:56.907173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:56.912106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:56.916311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:56.920057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:56.923590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:56.923704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:59.929752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:59.936309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:59.942518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:09:59.948561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:59.954769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:59.954932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:02.962322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:02.967368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:02.972416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:02.977131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:02.981257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:02.981382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:05.987540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:05.993075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:05.998171] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:06.003051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:06.008192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:06.008380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:09.015734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:09.021251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:09.025780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:09.029625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:09.034298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:09.034434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:12.039026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:12.042505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:12.045882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:12.049323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:12.052769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:12.052852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:15.057674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:15.061340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:15.064732] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:15.068080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:15.072720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:15.072934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:18.078307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:18.081942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:18.085278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:18.088858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:18.092097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:18.092172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:21.096247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:21.099992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:21.103486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:21.106950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:21.110228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:21.110320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:24.117052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:24.121227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:24.125387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:24.129592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:24.133403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:24.133492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:27.140507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:27.145999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:27.150950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:27.156105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:27.161070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:27.161181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:30.166906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:30.171822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:30.175784] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:30.180716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:30.184448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:30.184527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:33.190143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:33.194290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:33.198409] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:33.202123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:33.205579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:33.205695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:36.212144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:36.216423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:36.220103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:36.223779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:36.227820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:36.227915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:39.234152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:39.238386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:39.242536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:39.246959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:39.251439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:39.251564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:42.257731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:42.262019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:42.266079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:42.270259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:42.274186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:42.274277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:45.280877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:45.285445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:45.289760] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:45.293507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:45.296981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:45.297066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:48.303049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:48.306969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:48.310628] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:48.314120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:48.317765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:48.317858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:51.323885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:51.328218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:51.331877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:51.335679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:51.339859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:51.339964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:54.345792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:54.350556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:54.354368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:54.358329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:54.362140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:54.362233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:57.368770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:57.373122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:57.377263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:10:57.382622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:57.387328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:57.387438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:00.393827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:00.399049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:00.404315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:00.409926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:00.414904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:00.415021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:03.419377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:03.422733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:03.425964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:03.429269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:03.432450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:03.432523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:06.438509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:06.442564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:06.446088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:06.449562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:06.453032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:06.453113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:09.457468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:09.461113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:09.464567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:09.468045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:09.471474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:09.471568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:12.476576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:12.481045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:12.486830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:12.491178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:12.495135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:12.495214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:15.499678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:15.503091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:15.506366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:15.509733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:15.512930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:15.513008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:18.518621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:18.522313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:18.525787] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:18.529167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:18.532555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:18.532639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:21.538385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:21.542920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:21.548439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:21.553726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:21.558502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:21.558620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:24.564221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:24.568060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:24.571739] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:24.576342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:24.581125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:24.581248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:27.585558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:27.589096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:27.592442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:27.595811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:27.599161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:27.599260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:30.603917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:30.607287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:30.610557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:30.613804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:30.617241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:30.617317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:33.622906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:33.626504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:33.630032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:33.633477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:33.636857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:33.636966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:36.642312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:36.646053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:36.649827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:36.654224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:36.658681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:36.658782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:39.664857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:39.668522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:39.671762] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:39.674991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:39.678301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:39.678374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:42.682989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:42.687755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:42.691368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:42.695965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:42.700790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:42.700899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:45.706064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:45.711785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:45.715893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:45.721046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:45.725233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:45.725365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:48.733881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:48.741378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:48.747686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:48.753249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:48.758400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:48.758586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:51.763622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:51.767567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:51.771731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:51.775504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:51.778815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:51.778892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:54.784304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:54.788274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:54.792458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:54.796816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:54.801341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:54.801455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:57.807764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:57.812411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:57.816423] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:11:57.820208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:57.823803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:57.823906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:00.828497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:00.831803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:00.835006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:00.838195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:00.841446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:00.841521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:03.847897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:03.852592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:03.856996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:03.861508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:03.866123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:03.866227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:06.872123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:06.878061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:06.883184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:06.888199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:06.893339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:06.893450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:09.899223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:09.903440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:09.908417] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:09.912176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:09.916515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:09.916600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:12.920853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:12.924295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:12.927576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:12.930843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:12.934021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:12.934092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:15.940535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:15.946216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:15.951707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:15.956291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:15.959729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:15.959813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:18.965672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:18.970772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:18.975337] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:18.980077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:18.984821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:18.984948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:21.990406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:21.996169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:22.002682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:22.007192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:22.011265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:22.011406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:25.016450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:25.021584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:25.026438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:25.030394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:25.034593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:25.034759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:28.042097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:28.046597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:28.050233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:28.053780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:28.058689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:28.058892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:31.063403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:31.067177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:31.070980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:31.074827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:31.078585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:31.078717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:34.083923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:34.088285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:34.093014] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:34.097785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:34.102018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:34.102144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:37.109311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:37.114433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:37.118331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:37.121907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:37.125263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:37.125358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:40.131962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:40.136361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:40.140926] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:40.145492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:40.150462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:40.150596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:43.156196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:43.160929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:43.166852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:43.171992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:43.176584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:43.176725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:46.183329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:46.187942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:46.191951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:46.195800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:46.200852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:46.201009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:49.206037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:49.210559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:49.214407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:49.220497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:49.225024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:49.225146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:52.229626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:52.233110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:52.236376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:52.244685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:52.248117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:52.248195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:55.252932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:55.256476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:55.260078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:55.263572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:55.267106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:55.267204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:58.272008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:58.275501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:58.279025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:12:58.282529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:58.286293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:58.286387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:01.291075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:01.294686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:01.298296] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:01.301630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:01.304966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:01.305063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:04.309789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:04.313407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:04.316863] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:04.320255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:04.323692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:04.323783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:07.329373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:07.333189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:07.337429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:07.341735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:07.345676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:07.345781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:10.353097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:10.357809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:10.362146] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:10.365677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:10.369043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:10.369131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:13.374925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:13.379488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:13.383315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:13.390078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:13.393885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:13.393969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:16.400080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:16.404836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:16.409752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:16.414579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:16.419057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:16.419200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:19.425659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:19.429689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:19.433292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:19.436579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:19.439944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:19.440017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:22.445065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:22.448867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:22.452442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:22.455936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:22.459458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:22.459552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:25.465211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:25.469274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:25.473207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:25.477204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:25.480636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:25.480725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:28.486595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:28.491353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:28.495419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:28.499717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:28.503565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:28.503699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:31.508718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:31.512927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:31.516879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:31.520776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:31.524667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:31.524790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:34.529514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:34.533671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:34.537250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:34.540565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:34.543877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:34.543955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:37.548907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:37.552501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:37.555912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:37.559277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:37.562623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:37.562719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:40.568047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:40.571740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:40.575455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:40.579276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:40.583145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:40.583260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:43.590012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:43.594124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:43.598877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:43.603222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:43.606981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:43.607085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:46.613367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:46.617748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:46.621702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:46.626291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:46.631241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:46.631353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:49.636239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:49.640247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:49.643565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:49.646772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:49.650125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:49.650208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:52.655480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:52.659771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:52.663527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:52.667034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:52.670728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:52.670804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:55.675865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:55.681316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:55.686853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:55.691856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:55.695687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:55.695779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:58.700427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:58.703788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:58.707077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:13:58.710314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:58.713738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:58.713842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:01.718733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:01.722549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:01.726140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:01.729754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:01.733062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:01.733145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:04.738553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:04.744034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:04.748327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:04.752337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:04.755999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:04.756087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:07.761785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:07.766086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:07.769755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:07.775578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:07.780609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:07.780747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:10.787362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:10.791572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:10.795528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:10.799269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:10.803424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:10.803509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:13.809758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:13.814342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:13.819035] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:13.823077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:13.826973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:13.827073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:16.833200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:16.837020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:16.840507] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:16.844050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:16.847595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:16.847722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:19.854575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:19.860559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:19.864917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:19.870210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:19.874340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:19.874420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:22.879861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:22.884541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:22.888446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:22.891913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:22.895402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:22.895495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:25.901400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:25.907085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:25.911710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:25.916164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:25.920077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:25.920176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:28.927832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:28.935011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:28.941539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:28.946896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:28.951009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:28.951087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:31.960066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:31.964470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:31.968179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:31.972083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:31.976166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:31.976357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:34.982016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:34.987729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:34.991601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:34.995051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:34.998453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:34.998559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:38.006398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:38.014085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:38.022069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:38.029496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:38.036262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:38.036461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:41.042915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:41.046970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:41.050328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:41.053726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:41.057938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:41.058126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:44.064008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:44.068901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:44.072494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:44.076516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:44.080084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:44.080177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:47.085546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:47.089884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:47.093355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:47.096815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:47.100607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:47.100698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:50.106829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:50.110772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:50.114597] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:50.118067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:50.121879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:50.121967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:53.128125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:53.132318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:53.137129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:53.141451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:53.145346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:53.145464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:56.150783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:56.155377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:56.160713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:56.165183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:56.170179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:56.170303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:59.177341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:59.182677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:59.187282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:14:59.191673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:59.196326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:59.196460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:02.203317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:02.208923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:02.213828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:02.219071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:02.224164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:02.224343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:05.229263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:05.233155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:05.236859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:05.240485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:05.244153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:05.244255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:08.249388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:08.252802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:08.257692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:08.262739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:08.266969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:08.267077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:11.273657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:11.278884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:11.284223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:11.289844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:11.294779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:11.295041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:14.301178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:14.305626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:14.309611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:14.313446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:14.320065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:14.320195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:17.327206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:17.332586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:17.338081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:17.342843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:17.347268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:17.347397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:20.353924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:20.358800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:20.362939] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:20.366787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:20.370676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:20.370785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:23.376775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:23.381291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:23.384780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:23.388842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:23.392317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:23.392397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:26.401773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:26.408783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:26.415765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:26.423126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:26.428299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:26.428451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:29.433999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:29.438278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:29.442975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:29.447336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:29.451773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:29.451936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:32.459667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:32.465255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:32.469745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:32.474252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:32.478410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:32.478508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:35.484225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:35.488270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:35.491972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:35.495759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:35.500002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:35.500118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:38.506625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:38.511414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:38.515446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:38.519357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:38.523464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:38.523590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:41.529570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:41.534639] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:41.539635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:41.544505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:41.549532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:41.549685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:44.554290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:44.558170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:44.561700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:44.565143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:44.568564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:44.568682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:47.574278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:47.577958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:47.581191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:47.584853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:47.588124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:47.588215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:50.593611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:50.597456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:50.601309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:50.605072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:50.609080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:50.609162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:53.614065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:53.618752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:53.623028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:53.628055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:53.634114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:53.634501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:56.639818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:56.643695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:56.647850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:56.652811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:56.657473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:56.657570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:59.662818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:59.666837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:59.670773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:15:59.674697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:59.678898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:59.678999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:02.684430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:02.688142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:02.692070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:02.695935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:02.699982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:02.700072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:05.705688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:05.709665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:05.713156] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:05.717868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:05.722776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:05.722901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:08.728324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:08.732517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:08.736176] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:08.739518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:08.742827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:08.742899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:11.747930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:11.752509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:11.756452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:11.760919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:11.765475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:11.765601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:14.770079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:14.774374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:14.778804] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:14.782688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:14.786287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:14.786380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:17.791499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:17.794982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:17.798464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:17.801807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:17.805958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:17.806072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:20.811014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:20.814768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:20.818390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:20.821914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:20.825380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:20.825468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:23.830441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:23.834365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:23.838194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:23.842136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:23.846044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:23.846160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:26.851147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:26.854959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:26.858455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:26.862071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:26.865537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:26.865664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:29.871214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:29.875294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:29.879552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:29.883463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:29.887264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:29.887344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:32.893072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:32.896560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:32.899993] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:32.903306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:32.906666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:32.906743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:35.912756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:35.917033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:35.921124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:35.924848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:35.928433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:35.928515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:38.935506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:38.941128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:38.945099] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:38.949322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:38.953715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:38.953844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:41.961026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:41.966301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:41.970786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:41.975112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:41.979109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:41.979252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:44.985160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:44.989514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:44.993682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:44.997984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:45.002037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:45.002129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:48.006883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:48.010683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:48.013956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:48.017168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:48.020390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:48.020478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:51.026994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:51.031044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:51.035024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:51.039155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:51.043757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:51.043877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:54.051567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:54.057168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:54.062618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:54.068563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:54.074775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:54.074952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:57.081768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:57.087388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:57.093738] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:16:57.101436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:57.107938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:57.108139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:00.115249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:00.121438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:00.126025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:00.130918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:00.135657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:00.135799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:03.141450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:03.145488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:03.149487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:03.153010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:03.156385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:03.156466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:06.161008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:06.164696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:06.168354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:06.172097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:06.175888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:06.175984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:09.181120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:09.184714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:09.188905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:09.192603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:09.195968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:09.196040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:12.201118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:12.204508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:12.207883] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:12.211083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:12.214314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:12.214385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:15.220184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:15.224766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:15.228232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:15.231885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:15.236555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:15.236723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:18.241080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:18.244727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:18.248251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:18.251774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:18.254912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:18.254984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:21.259888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:21.263298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:21.266690] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:21.269921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:21.273092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:21.273168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:24.279432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:24.284493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:24.288712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:24.292631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:24.296155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:24.296260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:27.301181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:27.305524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:27.309605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:27.314293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:27.318431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:27.318532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:30.324394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:30.329154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:30.332608] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:30.335873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:30.339070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:30.339148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:33.345072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:33.349112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:33.352802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:33.357073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:33.361306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:33.361413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:36.365912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:36.369433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:36.372956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:36.376535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:36.381442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:36.381576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:39.387401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:39.392121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:39.396732] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:39.400823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:39.404798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:39.404915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:42.409674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:42.413832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:42.418184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:42.422239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:42.426384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:42.426508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:45.431183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:45.434501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:45.437727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:45.440934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:45.444234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:45.444312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:48.449960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:48.454755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:48.459488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:48.463531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:48.467781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:48.467928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:51.473119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:51.476550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:51.479887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:51.484667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:51.488471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:51.488559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:54.493402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:54.497099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:54.500637] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:54.504288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:54.507823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:54.507916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:57.512986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:57.516938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:57.521120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:17:57.525021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:57.529184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:57.529313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:00.535336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:00.539669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:00.543192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:00.547364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:00.551234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:00.551317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:03.557070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:03.560790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:03.564261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:03.568502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:03.572410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:03.572494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:06.577930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:06.581721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:06.585370] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:06.588931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:06.592931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:06.593007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:09.598491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:09.602896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:09.606408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:09.609900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:09.613601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:09.613705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:12.619683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:12.623948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:12.627381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:12.630802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:12.634946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:12.635026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:15.640609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:15.644239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:15.647655] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:15.651106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:15.655896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:15.656049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:18.660603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:18.664687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:18.668846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:18.672861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:18.676801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:18.676897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:21.681717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:21.685494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:21.689244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:21.692946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:21.696480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:21.696588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:24.703216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:24.707866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:24.712358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:24.717018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:24.721409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:24.721566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:27.726460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:27.730396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:27.734113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:27.737706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:27.741457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:27.741550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:30.746103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:30.752782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:30.756296] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:30.760005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:30.764000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:30.764119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:33.768743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:33.772783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:33.777114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:33.781232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:33.785304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:33.785426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:36.790894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:36.794548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:36.798095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:36.801624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:36.805118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:36.805205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:39.810942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:39.815091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:39.819518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:39.823395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:39.827332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:39.827428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:42.833116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:42.837081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:42.841492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:42.845466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:42.849497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:42.849624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:45.855487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:45.860780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:45.865161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:45.869010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:45.872456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:45.872541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:48.878969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:48.883479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:48.888480] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:48.893136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:48.897486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:48.897564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:51.904154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:51.909215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:51.913617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:51.917341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:51.920701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:51.920782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:54.925484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:54.929588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:54.933114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:54.936550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:54.939926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:54.940005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:57.945217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:57.949011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:57.952602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:18:57.956160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:57.959715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:57.959813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:00.965752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:00.970482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:00.975004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:00.979612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:00.983748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:00.983988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:03.989286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:03.993999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:04.001699] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:04.005824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:04.009690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:04.009778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:07.014907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:07.018917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:07.022513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:07.026421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:07.030334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:07.030427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:10.035409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:10.039335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:10.042769] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:10.046087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:10.049478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:10.049572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:13.054544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:13.058008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:13.061488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:13.065154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:13.068508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:13.068594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:16.073401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:16.076867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:16.080232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:16.083516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:16.086799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:16.086874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:19.092786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:19.097777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:19.102475] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:19.107129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:19.111705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:19.111807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:22.116811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:22.121384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:22.125741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:22.130288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:22.134822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:22.134947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:25.141583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:25.145759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:25.149297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:25.152805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:25.156312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:25.156389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:28.161974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:28.166004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:28.169337] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:28.172721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:28.176127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:28.176223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:31.181896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:31.186499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:31.190620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:31.194601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:31.198821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:31.198912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:34.204864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:34.209219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:34.212574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:34.216074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:34.219951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:34.220034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:37.225700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:37.229659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:37.232978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:37.236290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:37.239656] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:37.239732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:40.244883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:40.248432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:40.251899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:40.255355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:40.260390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:40.260610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:43.267304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:43.273477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:43.279467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:43.283891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:43.287704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:43.287807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:46.295060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:46.300132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:46.304200] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:46.307964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:46.311601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:46.311700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:49.318106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:49.322711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:49.327022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:49.331068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:49.335109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:49.335195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:52.341176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:52.344679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:52.348169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:52.351657] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:52.354957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:52.355032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:55.361881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:55.366576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:55.373791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:55.377407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:55.380859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:55.380933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:58.387143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:58.391197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:58.394493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:19:58.397986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:58.401820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:58.401908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:01.408844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:01.414773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:01.419016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:01.423088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:01.426599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:01.426691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:04.432899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:04.438626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:04.443862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:04.448556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:04.452975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:04.453087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:07.458569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:07.463679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:07.467684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:07.471553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:07.475742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:07.475887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:10.481847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:10.486591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:10.491181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:10.495051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:10.498692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:10.498781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:13.505528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:13.510400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:13.514134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:13.520230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:13.526373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:13.526517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:16.532148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:16.536202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:16.541094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:16.545673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:16.549402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:16.549477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:19.554616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:19.558771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:19.562547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:19.566290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:19.572519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:19.572615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:22.577480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:22.581055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:22.584417] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:22.587815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:22.592588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:22.592777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:25.597273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:25.600713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:25.604804] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:25.608195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:25.612208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:25.612396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:28.618125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:28.621546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:28.624823] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:28.628170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:28.631666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:28.631738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:31.636388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:31.640113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:31.643858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:31.647243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:31.650611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:31.650705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:34.656327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:34.660316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:34.663778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:34.667179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:34.670591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:34.670713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:37.675233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:37.678672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:37.681916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:37.685068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:37.688268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:37.688341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:40.693538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:40.696929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:40.700162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:40.703359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:40.706576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:40.706668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:43.713577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:43.717959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:43.722255] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:43.726584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:43.730378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:43.730471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:46.736588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:46.740553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:46.744080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:46.747481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:46.750961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:46.751043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:49.758085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:49.763274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:49.767552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:49.770989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:49.774457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:49.774535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:52.780690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:52.784222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:52.787525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:52.790705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:52.793914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:52.793987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:55.800563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:55.806678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:55.810996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:55.814630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:55.818214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:55.818298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:58.824286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:58.828126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:58.831524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:20:58.834892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:58.839208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:58.839308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:01.844410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:01.849002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:01.853125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:01.857540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:01.861385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:01.861484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:04.867115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:04.871247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:04.875657] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:04.880756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:04.885325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:04.885431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:07.890689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:07.894474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:07.898357] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:07.902026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:07.905589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:07.905720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:10.911861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:10.916246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:10.920070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:10.923728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:10.927556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:10.927667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:13.934082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:13.938766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:13.943261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:13.947525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:13.951159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:13.951236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:16.956698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:16.960499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:16.963866] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:16.967399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:16.970801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:16.970874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:19.975728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:19.979955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:19.983556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:19.987044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:19.990512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:19.990596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:22.996940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:23.002432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:23.007212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:23.011415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:23.014998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:23.015082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:26.020161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:26.024579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:26.028481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:26.032427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:26.036313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:26.036396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:29.042512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:29.051507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:29.056720] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:29.060964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:29.064725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:29.064800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:32.069175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:32.072528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:32.075909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:32.079203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:32.082418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:32.082512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:35.086880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:35.090225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:35.093425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:35.096801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:35.100128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:35.100205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:38.105211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:38.109588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:38.113786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:38.117630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:38.121719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:38.121832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:41.126605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:41.130684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:41.134483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:41.138277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:41.142067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:41.142167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:44.147164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:44.152244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:44.157052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:44.161276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:44.165845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:44.165974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:47.172217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:47.177674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:47.182714] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:47.187686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:47.192206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:47.192321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:50.197945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:50.202183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:50.206047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:50.209823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:50.213886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:50.214000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:53.219543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:53.224686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:53.229413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:53.233554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:53.237011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:53.237090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:56.242296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:56.246154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:56.249675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:56.252953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:56.256220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:56.256298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:59.261328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:59.265479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:59.270095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:21:59.274888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:59.279867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:59.279989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:02.285803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:02.289609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:02.293348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:02.297086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:02.300932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:02.301022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:05.306241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:05.310226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:05.313888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:05.317485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:05.321030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:05.321104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:08.326403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:08.330407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:08.334335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:08.338728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:08.342745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:08.342858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:11.348516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:11.352168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:11.355601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:11.359384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:11.362920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:11.363016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:14.368390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:14.372494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:14.377428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:14.381224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:14.385506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:14.385620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:17.390454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:17.394746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:17.398438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:17.402343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:17.406487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:17.406580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:20.413334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:20.417207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:20.421746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:20.426269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:20.430051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:20.430137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:23.435214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:23.438682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:23.442044] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:23.445228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:23.448462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:23.448536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:26.452982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:26.456776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:26.460704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:26.464984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:26.468761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:26.468865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:29.473728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:29.477858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:29.481469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:29.485100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:29.488918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:29.489003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:32.493381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:32.496879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:32.500232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:32.503817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:32.507183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:32.507278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:35.513471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:35.518422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:35.523242] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:35.528071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:35.532764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:35.532876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:38.538865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:38.543218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:38.547401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:38.551053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:38.554380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:38.554464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:41.560106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:41.564491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:41.568975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:41.573755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:41.577848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:41.577921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:44.583123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:44.586718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:44.590220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:44.593741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:44.597190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:44.597264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:47.603637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:47.610993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:47.615185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:47.618862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:47.622380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:47.622464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:50.628384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:50.633422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:50.637429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:50.641546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:50.645737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:50.645821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:53.650068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:53.653409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:53.656724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:53.660008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:53.663281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:53.663353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:56.669989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:56.674910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:56.680123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:56.684408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:56.688399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:56.688515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:59.694664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:59.698471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:59.702685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:22:59.707629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:59.711794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:59.711872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:02.718003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:02.723015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:02.728009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:02.733140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:02.737570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:02.737746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:05.742496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:05.746111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:05.749669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:05.753300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:05.756682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:05.756780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:08.762919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:08.768003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:08.772437] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:08.775858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:08.779115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:08.779191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:11.783950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:11.787712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:11.790957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:11.794205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:11.797659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:11.797750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:14.802726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:14.806198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:14.809540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:14.812943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:14.816425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:14.816522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:17.823007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:17.827994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:17.832716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:17.837792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:17.842637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:17.842761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:20.848042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:20.851683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:20.855042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:20.858439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:20.861717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:20.861793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:23.866507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:23.870231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:23.873558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:23.876988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:23.881789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:23.881958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:26.886833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:26.891428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:26.895321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:26.899259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:26.903093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:26.903188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:29.907739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:29.911273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:29.914725] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:29.918143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:29.921594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:29.921689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:32.928061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:32.932671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:32.936685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:32.940730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:32.944622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:32.944725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:35.950199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:35.955251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:35.959707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:35.964467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:35.969361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:35.969436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:38.974832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:38.978848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:38.982797] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:38.987330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:38.991351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:38.991465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:41.997541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:42.002408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:42.008038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:42.012382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:42.016385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:42.016485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:45.021871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:45.026118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:45.030740] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:45.034668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:45.038322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:45.038403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:48.044371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:48.049301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:48.054127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:48.061013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:48.066058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:48.066159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:51.071975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:51.076961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:51.081380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:51.085970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:51.091101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:51.091206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:54.096202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:54.099734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:54.103034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:54.106759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:54.110706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:54.110795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:57.115004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:57.118373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:57.121692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:23:57.125854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:57.130589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:57.130726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:00.137178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:00.143033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:00.149014] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:00.154068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:00.158286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:00.158374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:03.163470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:03.167815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:03.171689] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:03.175670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:03.179862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:03.179948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:06.186050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:06.190062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:06.193746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:06.197313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:06.201403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:06.201490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:09.206863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:09.210457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:09.213686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:09.216961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:09.220184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:09.220261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:12.225385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:12.228776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:12.232136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:12.235339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:12.238519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:12.238592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:15.244874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:15.250097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:15.254344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:15.258022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:15.261925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:15.262006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:18.267489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:18.271300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:18.274935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:18.278320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:18.281700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:18.281786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:21.286718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:21.290638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:21.294461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:21.298394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:21.302255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:21.302364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:24.308050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:24.312759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:24.317162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:24.321182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:24.325036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:24.325147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:27.330063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:27.334245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:27.338025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:27.341546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:27.345067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:27.345158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:30.349749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:30.353064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:30.356308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:30.360131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:30.364174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:30.364296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:33.370353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:33.374936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:33.380145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:33.384339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:33.387975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:33.388065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:36.396140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:36.401071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:36.405791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:36.410540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:36.415330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:36.415481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:39.421286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:39.425349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:39.429184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:39.433414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:39.437884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:39.437993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:42.443025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:42.446592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:42.450037] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:42.453403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:42.456712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:42.456807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:45.463602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:45.468565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:45.472582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:45.477173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:45.482356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:45.482534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:48.487853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:48.491521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:48.495199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:48.498658] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:48.502011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:48.502090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:51.507073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:51.510972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:51.514795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:51.518445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:51.522280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:51.522370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:54.532823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:54.538524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:54.542161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:54.545993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:54.549789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:54.549875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:57.556796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:57.561236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:57.566484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:24:57.571809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:57.577053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:57.577229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:00.583558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:00.588034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:00.591868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:00.595695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:00.599408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:00.599491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:03.605310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:03.609595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:03.614833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:03.619630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:03.623740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:03.623871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:06.629002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:06.633218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:06.637082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:06.641419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:06.645368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:06.645474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:09.651269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:09.655890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:09.660368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:09.664862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:09.668796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:09.668888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:12.674515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:12.678983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:12.683136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:12.687843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:12.692703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:12.692849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:15.698742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:15.702511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:15.706991] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:15.712087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:15.716308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:15.716423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:18.721613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:18.725965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:18.730099] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:18.735509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:18.740032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:18.740121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:21.746185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:21.750912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:21.755334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:21.759589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:21.763408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:21.763524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:24.770040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:24.775615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:24.779962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:24.784487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:24.788751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:24.788882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:27.794778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:27.800150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:27.804885] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:27.809795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:27.814359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:27.814501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:30.820057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:30.823659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:30.827003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:30.831154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:30.835213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:30.835294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:33.840862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:33.846036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:33.850735] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:33.854496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:33.859037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:33.859194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:36.864611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:36.868359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:36.871802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:36.875059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:36.879082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:36.879163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:39.885255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:39.889573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:39.893183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:39.897834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:39.902690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:39.902820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:42.908377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:42.912304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:42.916027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:42.919842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:42.924757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:42.924931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:45.931211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:45.936182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:45.941391] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:45.946337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:45.951527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:45.951682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:48.957509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:48.961539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:48.965330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:48.969670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:48.973471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:48.973580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:51.979430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:51.984034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:51.988008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:51.992226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:51.998004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:51.998195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:55.003836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:55.007690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:55.011505] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:55.015314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:55.019292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:55.019395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:58.027433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:58.034011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:58.040509] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:25:58.046620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:58.052714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:58.052935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:01.060252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:01.066356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:01.071936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:01.076602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:01.081915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:01.082096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:04.087002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:04.090394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:04.093571] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:04.096869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:04.100181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:04.100255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:07.105703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:07.109292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:07.112722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:07.116454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:07.120385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:07.120502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:10.126473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:10.130792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:10.134389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:10.139190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:10.143824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:10.143971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:13.149777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:13.153331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:13.156857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:13.161681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:13.165586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:13.165717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:16.171889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:16.176942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:16.180993] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:16.185579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:16.190415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:16.190554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:19.196683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:19.200434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:19.203854] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:19.207213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:19.211487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:19.211584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:22.218677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:22.223778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:22.227575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:22.231158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:22.236168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:22.236334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:25.242286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:25.245894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:25.249297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:25.252992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:25.256554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:25.256661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:28.262543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:28.266889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:28.270591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:28.274057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:28.278210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:28.278327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:31.282492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:31.285814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:31.289087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:31.292280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:31.295472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:31.295546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:34.300868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:34.304623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:34.308761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:34.313585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:34.317350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:34.317425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:37.324204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:37.329240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:37.333745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:37.338560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:37.343233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:37.343344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:40.349428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:40.353267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:40.356698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:40.360227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:40.363657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:40.363738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:43.369222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:43.372692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:43.376117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:43.379656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:43.382945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:43.383023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:46.387520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:46.390952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:46.394323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:46.397683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:46.401013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:46.401101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:49.405849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:49.409856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:49.413735] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:49.417810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:49.421769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:49.421899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:52.427545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:52.431479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:52.435482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:52.439501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:52.443079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:52.443162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:55.448235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:55.451852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:55.455318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:55.459444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:55.463471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:55.463575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:58.469353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:58.473939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:58.478263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:26:58.482955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:58.487355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:58.487502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:01.495154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:01.500732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:01.505748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:01.511100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:01.516830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:01.517079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:04.521789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:04.525166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:04.528614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:04.531831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:04.535126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:04.535199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:07.541765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:07.546598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:07.551515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:07.556082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:07.560014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:07.560101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:10.564915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:10.568391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:10.571746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:10.575212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:10.582008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:10.582114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:13.587116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:13.590905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:13.595051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:13.598608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:13.602065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:13.602143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:16.607907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:16.611708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:16.615183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:16.618730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:16.622368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:16.622457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:19.628969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:19.634198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:19.638278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:19.643123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:19.647185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:19.647273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:22.652881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:22.656691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:22.660194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:22.663771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:22.667267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:22.667347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:25.673598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:25.679092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:25.684210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:25.689549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:25.694826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:25.695103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:28.700914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:28.704868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:28.709725] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:28.714380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:28.719278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:28.719399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:31.725420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:31.729772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:31.733799] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:31.739116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:31.743344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:31.743456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:34.748078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:34.751458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:34.754783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:34.757979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:34.761267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:34.761349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:37.766104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:37.769897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:37.773673] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:37.777241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:37.781149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:37.781262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:40.786663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:40.791842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:40.796499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:40.801188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:40.805399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:40.805495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:43.810764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:43.814241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:43.817848] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:43.822595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:43.826434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:43.826517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:46.832892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:46.837413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:46.842334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:46.846364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:46.850178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:46.850280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:49.855506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:49.859216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:49.862554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:49.866377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:49.870484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:49.870584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:52.875670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:52.879163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:52.882537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:52.885864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:52.889361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:52.889434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:55.895038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:55.899533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:55.903722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:55.908232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:55.912435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:55.912543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:58.917848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:58.921423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:58.925212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:27:58.928610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:58.931902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:58.931979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:01.937408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:01.941757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:01.946125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:01.950282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:01.956815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:01.957028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:04.963225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:04.967355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:04.970818] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:04.974284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:04.978439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:04.978594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:07.984247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:07.988891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:07.992910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:07.996705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:08.000678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:08.000785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:11.006968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:11.012126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:11.016543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:11.020721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:11.024578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:11.024703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:14.029047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:14.032425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:14.036080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:14.040062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:14.044039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:14.044163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:17.050271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:17.055630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:17.060785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:17.064905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:17.068907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:17.068989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:20.074807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:20.078767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:20.082876] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:20.086959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:20.090673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:20.090758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:23.095822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:23.099589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:23.102988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:23.107684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:23.111416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:23.111497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:26.116308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:26.120089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:26.123935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:26.127372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:26.132391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:26.132606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:29.138935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:29.142945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:29.146477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:29.150008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:29.153746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:29.153852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:32.158741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:32.162318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:32.165718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:32.168956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:32.172221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:32.172293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:35.178729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:35.183964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:35.188235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:35.192818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:35.197412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:35.197530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:38.204323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:38.208194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:38.211624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:38.214987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:38.218370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:38.218458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:41.223248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:41.227397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:41.231451] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:41.235873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:41.239821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:41.239910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:44.246781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:44.251327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:44.255931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:44.260326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:44.264989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:44.265193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:47.271141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:47.274889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:47.279005] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:47.283887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:47.288107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:47.288196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:50.294997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:50.299738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:50.304145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:50.308138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:50.311982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:50.312061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:53.317430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:53.322160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:53.326995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:53.331039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:53.334581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:53.334676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:56.339606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:56.342942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:56.346186] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:56.349555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:56.352857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:56.352938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:59.357687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:59.361417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:59.365504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:28:59.369451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:59.372914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:59.372993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:02.377901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:02.381973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:02.385279] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:02.389693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:02.393958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:02.394066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:05.399171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:05.402949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:05.406541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:05.410092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:05.413754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:05.413853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:08.420435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:08.424925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:08.429960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:08.435063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:08.439962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:08.440081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:11.445687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:11.449469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:11.452851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:11.456172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:11.460148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:11.460268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:14.464934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:14.468655] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:14.472034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:14.475305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:14.478624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:14.478714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:17.484388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:17.488656] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:17.492574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:17.496053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:17.499685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:17.499769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:20.504476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:20.508143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:20.511764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:20.515243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:20.518828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:20.518914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:23.524065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:23.528343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:23.534034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:23.539696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:23.543924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:23.544053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:26.548772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:26.552131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:26.555385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:26.558777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:26.562711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:26.562786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:29.568715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:29.572982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:29.576603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:29.580399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:29.586059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:29.586224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:32.592325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:32.597553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:32.601269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:32.604732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:32.608331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:32.608431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:35.615040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:35.619712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:35.623850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:35.628474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:35.632733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:35.632829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:38.639174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:38.644617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:38.648816] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:38.652370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:38.655975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:38.656060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:41.660780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:41.664770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:41.668954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:41.673194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:41.676766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:41.676855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:44.681911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:44.685660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:44.689812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:44.693748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:44.697423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:44.697515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:47.702127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:47.706098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:47.710497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:47.714386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:47.717797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:47.717871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:50.723047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:50.726631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:50.730230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:50.733663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:50.737029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:50.737112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:53.743422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:53.751794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:53.756289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:53.760187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:53.763853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:53.763951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:56.768557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:56.773014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:56.776372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:56.779709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:56.782988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:56.783062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:59.788460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:59.792401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:59.796461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:29:59.800045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:59.803361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:59.803442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:02.809097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:02.813396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:02.817571] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:02.822227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:02.827169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:02.827299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:05.834254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:05.838882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:05.843574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:05.848751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:05.854261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:05.854486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:08.859762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:08.863808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:08.867798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:08.871679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:08.875553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:08.875682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:11.880511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:11.884151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:11.887759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:11.891095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:11.894426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:11.894500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:14.903738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:14.908271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:14.911912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:14.915270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:14.918720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:14.918800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:17.925429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:17.931193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:17.941313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:17.946297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:17.950980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:17.951105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:20.956075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:20.960760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:20.964688] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:20.969014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:20.972672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:20.972775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:23.977868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:23.982041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:23.985835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:23.989459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:23.992917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:23.993000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:26.998966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:27.004037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:27.008089] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:27.012129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:27.016599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:27.016738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:30.022530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:30.026921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:30.030683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:30.034224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:30.038234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:30.038340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:33.044342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:33.048099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:33.051487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:33.055529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:33.063894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:33.064080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:36.070749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:36.075523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:36.079404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:36.083199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:36.087950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:36.088119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:39.094032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:39.098002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:39.102023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:39.106052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:39.109907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:39.109998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:42.116249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:42.120900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:42.124961] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:42.129976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:42.135176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:42.135410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:45.141436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:45.145363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:45.149788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:45.154327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:45.158349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:45.158448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:48.163180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:48.166624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:48.170029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:48.173487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:48.176958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:48.177058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:51.181590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:51.185200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:51.188746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:51.192153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:51.195775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:51.195869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:54.201158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:54.204802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:54.208353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:54.211885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:54.215904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:54.215989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:57.221369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:57.225449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:57.229846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:30:57.234001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:57.237998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:57.238107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:00.243043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:00.246561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:00.249840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:00.253059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:00.256234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:00.256310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:03.262338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:03.267855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:03.273375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:03.279319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:03.285565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:03.285758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:06.293487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:06.298336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:06.302675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:06.306697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:06.311171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:06.311314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:09.317143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:09.321173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:09.324892] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:09.330065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:09.334724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:09.334889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:12.339752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:12.343293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:12.346691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:12.350352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:12.354192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:12.354289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:15.360149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:15.364585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:15.368781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:15.372366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:15.376342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:15.376497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:18.382023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:18.385802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:18.389437] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:18.393021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:18.396773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:18.396868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:21.402832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:21.407350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:21.411547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:21.415832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:21.420190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:21.420307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:24.425208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:24.428615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:24.431914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:24.435411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:24.438808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:24.438900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:27.443991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:27.447343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:27.450706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:27.453901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:27.457097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:27.457170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:30.461901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:30.465484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:30.469047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:30.472497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:30.475803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:30.475887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:33.481481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:33.485056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:33.488553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:33.492036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:33.495236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:33.495308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:36.500045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:36.503629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:36.507221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:36.510530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:36.514368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:36.514476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:39.519611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:39.523447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:39.527442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:39.531255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:39.534751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:39.534828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:42.540920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:42.545962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:42.549412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:42.553984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:42.558681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:42.558819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:45.564807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:45.569668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:45.573617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:45.578786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:45.583941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:45.584063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:48.589907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:48.594279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:48.598159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:48.603125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:48.610555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:48.610678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:51.616973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:51.620882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:51.624696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:51.628338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:51.631825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:51.631907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:54.640143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:54.646208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:54.650425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:54.654536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:54.660066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:54.660225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:57.666786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:57.674280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:57.679087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:31:57.682633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:57.687524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:57.687707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:00.692120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:00.695544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:00.698920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:00.702198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:00.705476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:00.705554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:03.711024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:03.714828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:03.718476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:03.722130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:03.725936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:03.726052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:06.733008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:06.737678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:06.741771] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:06.745765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:06.749934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:06.750031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:09.754629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:09.758136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:09.761481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:09.764893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:09.768262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:09.768357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:12.774028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:12.778399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:12.781971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:12.785505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:12.789080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:12.789180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:15.794788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:15.798522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:15.803401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:15.808205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:15.812190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:15.812268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:18.818015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:18.823867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:18.828655] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:18.832816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:18.836441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:18.836527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:21.841315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:21.844836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:21.852042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:21.856060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:21.859715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:21.859792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:24.864215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:24.868026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:24.871501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:24.874970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:24.878416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:24.878529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:27.883165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:27.886455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:27.889686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:27.893701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:27.897367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:27.897454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:30.904823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:30.909337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:30.914318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:30.918821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:30.922397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:30.922480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:33.927316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:33.931151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:33.935134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:33.938962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:33.942663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:33.942757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:36.947231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:36.950791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:36.954104] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:36.957605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:36.960991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:36.961072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:39.965661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:39.969072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:39.972346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:39.975673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:39.979095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:39.979172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:42.987179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:42.993326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:43.001738] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:43.012200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:43.019803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:43.020010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:46.026031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:46.031471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:46.036934] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:46.041710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:46.046251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:46.046366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:49.052781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:49.057257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:49.061013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:49.064594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:49.067971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:49.068052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:52.074216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:52.079328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:52.083368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:52.087969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:52.092243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:52.092342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:55.102088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:55.106918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:55.111172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:55.115496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:55.119832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:55.119979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:58.125239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:58.128958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:58.132349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:32:58.135791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:58.139102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:58.139176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:01.144166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:01.148460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:01.152726] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:01.156939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:01.161008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:01.161133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:04.166918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:04.171931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:04.176459] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:04.180873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:04.185307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:04.185420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:07.189925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:07.194005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:07.198580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:07.202927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:07.207150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:07.207257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:10.212609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:10.216352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:10.219689] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:10.222928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:10.226131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:10.226208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:13.231533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:13.235363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:13.238935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:13.242516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:13.246317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:13.246411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:16.252183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:16.256885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:16.260617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:16.263848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:16.267048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:16.267121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:19.272663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:19.277717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:19.281883] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:19.285627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:19.289113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:19.289203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:22.294075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:22.297678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:22.301066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:22.305062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:22.308600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:22.308708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:25.314387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:25.319162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:25.323424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:25.327295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:25.331067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:25.331164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:28.337924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:28.342520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:28.346635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:28.352278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:28.357425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:28.357589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:31.363409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:31.367804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:31.372904] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:31.376976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:31.381761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:31.381948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:34.389182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:34.394203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:34.398628] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:34.403159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:34.407793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:34.407923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:37.413221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:37.417792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:37.421958] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:37.426583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:37.432520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:37.432729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:40.437611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:40.443024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:40.447065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:40.450998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:40.454574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:40.454676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:43.458691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:43.462235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:43.465601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:43.468966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:43.472251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:43.472345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:46.476508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:46.479979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:46.483358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:46.486663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:46.489999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:46.490074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:49.494265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:49.497900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:49.501524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:49.504987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:49.509606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:49.509765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:52.513614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:52.517307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:52.520937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:52.524478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:52.528015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:52.528113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:55.532618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:55.536131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:55.539576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:55.543045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:55.546510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:55.546591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:58.551379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:58.555103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:58.558681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:33:58.562682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:58.566214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:58.566298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:01.571082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:01.575322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:01.579894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:01.584105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:01.588385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:01.588536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:04.592878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:04.596207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:04.599447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:04.602778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:04.606064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:04.606139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:07.611794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:07.615695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:07.619259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:07.622865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:07.626372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:07.626451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:10.630724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:10.634137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:10.637444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:10.640771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:10.644191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:10.644279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:13.649216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:13.653317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:13.658101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:13.662757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:13.666455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:13.666533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:16.672754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:16.676550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:16.680027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:16.683409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:16.687178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:16.687280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:19.693836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:19.699465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:19.704883] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:19.710376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:19.715975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:19.716120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:22.720847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:22.724123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:22.727359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:22.730820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:22.734123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:22.734198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:25.738889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:25.742575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:25.745958] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:25.749615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:25.753227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:25.753315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:28.757678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:28.761007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:28.764178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:28.771058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:28.774503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:28.774579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:31.779213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:31.782885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:31.786781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:31.790374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:31.793662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:31.793737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:34.798538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:34.802580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:34.806206] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:34.810344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:34.814770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:34.814878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:37.819879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:37.825372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:37.829472] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:37.833486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:37.838373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:37.838531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:40.844056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:40.849389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:40.855097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:40.859226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:40.862679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:40.862774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:43.869004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:43.872912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:43.876335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:43.880032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:43.883466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:43.883542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:46.889335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:46.894024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:46.898495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:46.902271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:46.905749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:46.905825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:49.912091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:49.916182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:49.921985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:49.926670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:49.930330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:49.930409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:52.936113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:52.940836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:52.945042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:52.949633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:52.953631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:52.953773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:55.960042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:55.964410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:55.968098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:55.972303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:55.976215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:55.976304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:58.982238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:58.987205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:58.991620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:34:58.996110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:59.000168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:59.000267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:02.007381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:02.013425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:02.018694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:02.023924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:02.028341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:02.028483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:05.035233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:05.040765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:05.045999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:05.050701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:05.055706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:05.055861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:08.062286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:08.066230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:08.071186] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:08.075552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:08.079276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:08.079362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:11.085508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:11.090638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:11.094945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:11.098811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:11.104048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:11.104219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:14.110495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:14.115461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:14.119120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:14.123325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:14.127219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:14.127329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:17.135850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:17.143290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:17.148933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:17.153362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:17.157979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:17.158105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:20.164104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:20.168298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:20.172063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:20.175778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:20.179447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:20.179562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:23.185324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:23.189931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:23.194201] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:23.197973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:23.201807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:23.201881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:26.208180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:26.212906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:26.217349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:26.221728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:26.227112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:26.227301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:29.231658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:29.234997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:29.238232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:29.241390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:29.244588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:29.244681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:32.249310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:32.252815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:32.256012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:32.259653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:32.262973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:32.263048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:35.268205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:35.271638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:35.274927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:35.278186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:35.281427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:35.281502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:38.285760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:38.289401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:38.292763] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:38.296334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:38.299932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:38.300039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:41.304583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:41.307973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:41.311304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:41.314607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:41.317869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:41.317942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:44.322838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:44.326389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:44.330101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:44.333769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:44.337285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:44.337362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:47.342362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:47.346106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:47.350073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:47.353514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:47.358512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:47.358753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:50.364893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:50.368999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:50.372865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:50.376474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:50.380084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:50.380166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:53.384265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:53.388091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:53.391286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:53.394586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:53.398183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:53.398255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:56.403011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:56.406628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:56.410377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:56.414170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:56.418541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:56.418661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:59.423542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:59.427636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:59.431416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:35:59.435199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:59.439245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:59.439351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:02.444637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:02.448706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:02.452781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:02.456856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:02.460272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:02.460348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:05.465582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:05.469458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:05.473275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:05.477436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:05.481396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:05.481503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:08.486756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:08.491122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:08.495143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:08.499386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:08.503198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:08.503299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:11.509578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:11.514219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:11.518636] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:11.523079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:11.527393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:11.527482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:14.532494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:14.536322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:14.539826] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:14.543382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:14.546965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:14.547066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:17.552531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:17.556334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:17.559581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:17.562796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:17.566127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:17.566201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:20.571789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:20.575550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:20.579011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:20.584127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:20.588961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:20.589056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:23.595131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:23.600065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:23.604259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:23.608999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:23.612916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:23.613005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:26.617384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:26.620836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:26.624176] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:26.627537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:26.631010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:26.631106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:29.636036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:29.639415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:29.644170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:29.648875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:29.652315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:29.652389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:32.657243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:32.660687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:32.663951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:32.667138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:32.670359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:32.670430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:35.674913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:35.678584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:35.681910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:35.685121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:35.689117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:35.689252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:38.694626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:38.698382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:38.701674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:38.705519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:38.709402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:38.709495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:41.714678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:41.718214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:41.721440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:41.724678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:41.727899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:41.727974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:44.732846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:44.736629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:44.740250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:44.743756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:44.747381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:44.747490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:47.751545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:47.755092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:47.758361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:47.761594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:47.764866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:47.764941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:50.769764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:50.773224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:50.776596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:50.780010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:50.783375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:50.783472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:53.788737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:53.792998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:53.797413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:53.801357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:53.805466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:53.805603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:56.811557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:56.816014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:56.820147] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:56.824560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:56.828383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:56.828466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:59.834717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:59.840037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:59.844846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:36:59.848784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:59.852552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:59.852684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:02.857730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:02.861916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:02.865525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:02.869171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:02.872725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:02.872802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:05.878140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:05.884530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:05.890069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:05.895014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:05.899374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:05.899458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:08.905158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:08.910283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:08.914295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:08.918616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:08.923125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:08.923258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:11.928875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:11.933402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:11.937338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:11.941863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:11.945797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:11.945888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:14.951785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:14.955861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:14.959562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:14.963032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:14.968037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:14.968220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:17.974033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:17.979409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:17.984015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:17.988542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:17.993078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:17.993176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:20.998721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:21.002154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:21.005405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:21.009136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:21.013040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:21.013142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:24.017875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:24.021578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:24.025195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:24.028612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:24.032341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:24.032431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:27.037919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:27.041714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:27.045359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:27.049195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:27.053206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:27.053305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:30.058258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:30.061665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:30.064938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:30.071437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:30.074754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:30.074827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:33.080552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:33.085086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:33.089609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:33.093954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:33.098346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:33.098462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:36.103575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:36.107442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:36.111229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:36.115208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:36.119043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:36.119136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:39.125169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:39.131346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:39.136724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:39.140430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:39.144569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:39.144663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:42.148910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:42.152597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:42.156209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:42.159730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:42.163225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:42.163314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:45.169127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:45.174375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:45.179519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:45.184377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:45.189331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:45.189461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:48.194458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:48.197889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:48.201297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:48.204696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:48.207994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:48.208071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:51.212846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:51.216419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:51.220541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:51.224386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:51.228167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:51.228276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:54.234586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:54.240238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:54.245585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:54.251903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:54.256728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:54.256828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:57.262071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:57.265788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:57.270068] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:37:57.274105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:57.277745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:57.277836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:00.282589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:00.286530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:00.289946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:00.293298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:00.296765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:00.296863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:03.303826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:03.308232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:03.312960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:03.318328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:03.323062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:03.323209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:06.328303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:06.331873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:06.335195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:06.338540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:06.341761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:06.341834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:09.346481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:09.350342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:09.353946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:09.357232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:09.361265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:09.361348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:12.366147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:12.369690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:12.373090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:12.376408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:12.379819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:12.379917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:15.386433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:15.391551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:15.395350] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:15.399173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:15.403188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:15.403268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:18.407982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:18.411590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:18.414996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:18.418213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:18.421350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:18.421422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:21.426115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:21.429508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:21.432720] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:21.435955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:21.441015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:21.441229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:24.446461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:24.450195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:24.454960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:24.460075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:24.464138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:24.464240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:27.469612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:27.473750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:27.477865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:27.482075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:27.486336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:27.486451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:30.492098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:30.495970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:30.499777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:30.503542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:30.506947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:30.507026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:33.512001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:33.516150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:33.519799] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:33.523854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:33.527542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:33.527612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:36.533655] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:36.537805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:36.541435] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:36.545015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:36.555286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:36.555591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:39.560274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:39.563934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:39.567759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:39.571314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:39.574528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:39.574603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:42.579365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:42.582766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:42.585976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:42.589214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:42.592431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:42.592510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:45.596990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:45.600934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:45.604288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:45.608157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:45.611520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:45.611595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:48.616438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:48.620086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:48.623814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:48.627875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:48.631701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:48.631812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:51.636811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:51.641430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:51.646590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:51.651872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:51.657052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:51.657187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:54.661792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:54.665398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:54.668933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:54.672313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:54.675795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:54.675887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:57.681246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:57.685294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:57.689229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:38:57.693249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:57.697055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:57.697165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:00.702329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:00.706496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:00.710597] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:00.714736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:00.718511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:00.718592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:03.726040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:03.732744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:03.739468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:03.747023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:03.752308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:03.752477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:06.758757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:06.764179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:06.769568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:06.773704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:06.777587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:06.777729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:09.782742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:09.786532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:09.790071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:09.793624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:09.798722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:09.798875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:12.804015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:12.808671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:12.813148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:12.817268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:12.821323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:12.821428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:15.826935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:15.831191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:15.834731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:15.838278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:15.841823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:15.841902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:18.847423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:18.851230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:18.854692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:18.858242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:18.862143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:18.862258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:21.866820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:21.870338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:21.873554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:21.876806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:21.880001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:21.880072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:24.884803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:24.888085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:24.891279] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:24.894432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:24.897584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:24.897674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:27.902607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:27.906726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:27.910869] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:27.914746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:27.918399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:27.918489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:30.922939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:30.926406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:30.929692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:30.932917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:30.936115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:30.936190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:33.941451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:33.945041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:33.948802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:33.952423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:33.956058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:33.956161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:36.960929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:36.965003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:36.969002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:36.972885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:36.977201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:36.977295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:39.981833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:39.985254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:39.988554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:39.991938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:39.995220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:39.995291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:43.001419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:43.005813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:43.009526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:43.012870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:43.016253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:43.016344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:46.021587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:46.025125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:46.029117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:46.032572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:46.037017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:46.037206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:49.041786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:49.045184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:49.049489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:49.053323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:49.056664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:49.056736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:52.063132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:52.068508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:52.073518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:52.078253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:52.081601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:52.081694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:55.086625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:55.090225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:55.093543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:55.096834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:55.100430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:55.100545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:58.105721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:58.109993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:58.114772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:39:58.119034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:58.123372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:58.123500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:01.129975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:01.134596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:01.141816] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:01.147996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:01.153521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:01.153780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:04.159894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:04.166503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:04.171972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:04.177475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:04.183771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:04.183971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:07.189179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:07.193312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:07.196917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:07.200571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:07.205247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:07.205345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:10.211041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:10.215185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:10.219251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:10.224096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:10.229908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:10.230141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:13.237251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:13.241676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:13.246117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:13.250053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:13.254284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:13.254393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:16.260878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:16.265255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:16.269349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:16.273110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:16.277583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:16.277740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:19.283258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:19.287796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:19.291621] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:19.295075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:19.298634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:19.298767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:22.303567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:22.307403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:22.311102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:22.314758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:22.318526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:22.318619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:25.323883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:25.327942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:25.332469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:25.336948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:25.341294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:25.341403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:28.346365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:28.350420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:28.354308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:28.357858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:28.361431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:28.361530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:31.366242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:31.369897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:31.373362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:31.376687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:31.380072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:31.380185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:34.385240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:34.389188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:34.392628] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:34.396414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:34.400206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:34.400305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:37.404995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:37.408930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:37.412421] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:37.415783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:37.419034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:37.419108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:40.423870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:40.427766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:40.431764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:40.436442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:40.441351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:40.441525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:43.448813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:43.455382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:43.461801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:43.468069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:43.474155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:43.474332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:46.480528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:46.485374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:46.489547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:46.494482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:46.499407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:46.499609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:49.505923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:49.510501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:49.514716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:49.518610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:49.522450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:49.522595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:52.527534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:52.531154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:52.534917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:52.538538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:52.542271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:52.542385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:55.548224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:55.552800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:55.557557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:55.562124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:55.566618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:55.566734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:58.573979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:58.578564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:58.582210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:40:58.585586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:58.588904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:58.588978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:01.595865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:01.601447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:01.606308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:01.611495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:01.618114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:01.618307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:04.623086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:04.626853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:04.630294] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:04.634326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:04.637919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:04.637996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:07.643493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:07.652613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:07.657398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:07.661550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:07.665467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:07.665585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:10.670798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:10.674525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:10.678100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:10.681712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:10.685487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:10.685606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:13.692069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:13.696827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:13.701570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:13.706365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:13.710578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:13.710686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:16.715699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:16.719999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:16.723747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:16.727410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:16.730969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:16.731056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:19.736820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:19.741122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:19.745259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:19.748935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:19.752860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:19.752949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:22.758151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:22.761870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:22.765476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:22.768929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:22.772334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:22.772418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:25.777520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:25.781690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:25.785920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:25.789374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:25.792944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:25.793059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:28.798593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:28.803250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:28.807410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:28.810896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:28.814494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:28.814575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:31.820200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:31.824707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:31.828556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:31.831921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:31.835093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:31.835166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:34.839707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:34.843099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:34.846278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:34.849688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:34.852918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:34.853004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:37.857743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:37.861097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:37.864351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:37.867632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:37.870996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:37.871079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:40.875156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:40.878602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:40.881889] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:40.885109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:40.888344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:40.888417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:43.893088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:43.896692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:43.900151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:43.903738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:43.907377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:43.907483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:46.912487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:46.916122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:46.919748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:46.923209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:46.927001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:46.927077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:49.932000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:49.936778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:49.941427] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:49.945564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:49.949364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:49.949468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:52.954816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:52.959175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:52.964236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:52.969290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:52.973705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:52.973833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:55.979112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:55.982729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:55.986285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:55.989759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:55.993318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:55.993408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:58.999238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:59.003128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:59.006619] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:41:59.009900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:59.013151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:59.013227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:02.018359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:02.022497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:02.026006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:02.032117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:02.036353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:02.036509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:05.041351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:05.045302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:05.049292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:05.053095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:05.057014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:05.057138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:08.062105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:08.065538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:08.069575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:08.073341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:08.076662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:08.076757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:11.081511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:11.085009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:11.088311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:11.091553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:11.094773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:11.094849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:14.099781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:14.103447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:14.106984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:14.110485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:14.113851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:14.113924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:17.118966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:17.124665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:17.129030] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:17.132620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:17.135929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:17.136005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:20.141753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:20.145518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:20.149028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:20.152302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:20.156226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:20.156324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:23.161083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:23.164902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:23.168487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:23.172000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:23.175339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:23.175423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:26.180339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:26.184171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:26.187965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:26.191414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:26.194757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:26.194834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:29.199471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:29.202835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:29.206119] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:29.210201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:29.214003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:29.214108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:32.219011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:32.222636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:32.226185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:32.229871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:32.233305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:32.233404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:35.238702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:35.242549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:35.246976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:35.250600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:35.254463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:35.254571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:38.260689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:38.264878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:38.269095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:38.273257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:38.278714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:38.278930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:41.285565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:41.290537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:41.295120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:41.298989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:41.302467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:41.302564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:44.308669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:44.313246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:44.317211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:44.320979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:44.325772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:44.325906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:47.331474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:47.336081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:47.340585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:47.344862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:47.349341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:47.349501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:50.354071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:50.360517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:50.364034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:50.367479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:50.370801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:50.370875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:53.376846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:53.381174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:53.385606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:53.389334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:53.393442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:53.393546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:56.398588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:56.402416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:56.406280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:56.410108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:56.413855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:56.413949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:59.419224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:59.422722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:59.426177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:42:59.429709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:59.433146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:59.433251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:02.438676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:02.442401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:02.446091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:02.449741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:02.453469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:02.453566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:05.458616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:05.462594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:05.466970] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:05.470673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:05.474048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:05.474119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:08.479927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:08.483940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:08.487536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:08.490807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:08.494030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:08.494103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:11.499576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:11.504198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:11.507981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:11.511372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:11.514854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:11.514935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:14.519749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:14.523052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:14.526270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:14.529539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:14.532753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:14.532823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:17.538872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:17.542931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:17.546305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:17.549759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:17.553110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:17.553201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:20.558714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:20.562455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:20.566137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:20.569575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:20.573006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:20.573099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:23.577931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:23.581499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:23.584879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:23.588272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:23.591697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:23.591789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:26.597658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:26.601496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:26.605331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:26.610321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:26.615130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:26.615295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:29.621068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:29.624817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:29.628161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:29.631347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:29.634653] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:29.634739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:32.642539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:32.648300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:32.654184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:32.659311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:32.664626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:32.664772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:35.671171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:35.675700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:35.681307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:35.685406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:35.689443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:35.689529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:38.695328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:38.699105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:38.704224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:38.708884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:38.713217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:38.713314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:41.718404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:41.721944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:41.725358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:41.728829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:41.732219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:41.732316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:44.737980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:44.741684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:44.745859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:44.749523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:44.752876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:44.752946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:47.759370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:47.765499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:47.771109] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:47.776393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:47.780960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:47.781080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:50.785914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:50.789780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:50.793516] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:50.797446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:50.801440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:50.801559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:53.807668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:53.812862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:53.818152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:53.823581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:53.828355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:53.828494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:56.832943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:56.836668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:56.840360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:56.844048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:56.847764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:56.847870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:59.852793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:59.856243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:59.859717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:43:59.863215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:59.866942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:59.867031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:02.871551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:02.875528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:02.878816] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:02.882039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:02.885208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:02.885281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:05.890041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:05.893393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:05.896623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:05.899913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:05.903134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:05.903208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:08.908732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:08.913004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:08.917296] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:08.921518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:08.926004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:08.926137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:11.931149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:11.936166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:11.940348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:11.944362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:11.948291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:11.948425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:14.953277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:14.957201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:14.960910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:14.964694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:14.968513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:14.968632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:17.973290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:17.977386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:17.980962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:17.984457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:17.988248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:17.988337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:20.993112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:20.996560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:20.999922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:21.003469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:21.006784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:21.006861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:24.012518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:24.016205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:24.019552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:24.022799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:24.026001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:24.026074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:27.031229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:27.035556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:27.039490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:27.043070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:27.046476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:27.046552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:30.050743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:30.054476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:30.059208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:30.063705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:30.068163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:30.068259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:33.074145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:33.079039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:33.083977] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:33.088520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:33.092918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:33.093048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:36.097683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:36.101158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:36.104462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:36.107872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:36.111339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:36.111453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:39.117031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:39.120759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:39.124027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:39.127277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:39.130475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:39.130549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:42.135815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:42.140841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:42.145241] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:42.149600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:42.153808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:42.153951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:45.159211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:45.162980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:45.166401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:45.169727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:45.173162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:45.173236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:48.179701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:48.183571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:48.187979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:48.191975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:48.195463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:48.195539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:51.201291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:51.205285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:51.209127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:51.212603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:51.216191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:51.216272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:54.221046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:54.225121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:54.229400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:54.233406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:54.237279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:54.237377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:57.243485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:57.248359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:57.252192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:44:57.256492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:57.260126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:57.260203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:00.264731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:00.268260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:00.271595] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:00.275167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:00.278773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:00.278861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:03.284768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:03.289678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:03.293142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:03.298381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:03.302162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:03.302241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:06.309298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:06.315904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:06.322182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:06.327855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:06.333331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:06.333516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:09.338594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:09.342439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:09.346253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:09.350122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:09.353847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:09.353969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:12.359959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:12.364563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:12.369359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:12.373610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:12.378169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:12.378272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:15.382658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:15.386391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:15.390260] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:15.393924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:15.397725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:15.397822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:18.402548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:18.406438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:18.409901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:18.413207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:18.417172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:18.417343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:21.423433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:21.427530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:21.431124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:21.434713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:21.438490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:21.438604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:24.444132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:24.447939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:24.451609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:24.455073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:24.458503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:24.458599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:27.463420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:27.467539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:27.471421] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:27.475580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:27.479155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:27.479255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:30.485374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:30.489572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:30.492994] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:30.497396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:30.501827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:30.501922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:33.506738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:33.510593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:33.514736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:33.518325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:33.521829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:33.521901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:36.527552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:36.531283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:36.534655] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:36.539111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:36.543323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:36.543428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:39.548293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:39.552187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:39.555877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:39.559817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:39.563351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:39.563438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:42.569134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:42.574074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:42.578288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:42.581787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:42.585517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:42.585612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:45.591379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:45.595318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:45.600606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:45.605285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:45.609406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:45.609528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:48.614619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:48.618541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:48.622820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:48.626996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:48.630894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:48.631011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:51.635862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:51.640242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:51.644344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:51.648587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:51.652724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:51.652845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:54.658023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:54.661444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:54.664801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:54.668139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:54.671528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:54.671617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:57.676255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:57.680047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:57.683963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:45:57.687708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:57.692826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:57.692962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:00.699811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:00.704798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:00.711405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:00.715308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:00.719065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:00.719158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:03.724393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:03.728883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:03.734066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:03.739389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:03.744536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:03.744702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:06.749465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:06.753617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:06.757709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:06.761603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:06.767126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:06.767303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:09.772197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:09.776120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:09.779971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:09.783990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:09.787913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:09.788012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:12.793528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:12.797605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:12.801359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:12.804854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:12.808430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:12.808536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:15.813785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:15.818659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:15.823585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:15.828866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:15.834547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:15.834720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:18.841270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:18.846360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:18.850135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:18.853367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:18.856669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:18.856742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:21.861739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:21.865187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:21.868544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:21.871834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:21.875114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:21.875186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:24.880194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:24.883606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:24.886861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:24.890057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:24.893190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:24.893265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:27.898937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:27.902721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:27.906103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:27.909530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:27.912818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:27.912888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:30.917872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:30.921374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:30.926934] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:30.931785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:30.935539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:30.935616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:33.940466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:33.944450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:33.948226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:33.951890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:33.955445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:33.955538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:36.960092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:36.964130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:36.968034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:36.971931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:36.976166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:36.976408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:39.982966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:39.987892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:39.992249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:39.995886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:39.999615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:39.999727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:43.004567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:43.008230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:43.011433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:43.014884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:43.018413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:43.018511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:46.023562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:46.027787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:46.031503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:46.035204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:46.038914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:46.039020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:49.043896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:49.047456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:49.051027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:49.054467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:49.057885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:49.057971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:52.062636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:52.066231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:52.070038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:52.073868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:52.078040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:52.078134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:55.084302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:55.088943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:55.092587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:55.097681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:55.101533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:55.101608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:58.106122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:58.111096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:58.115502] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:46:58.119758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:58.123834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:58.123915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:01.131168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:01.135488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:01.139560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:01.143783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:01.147870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:01.147959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:04.153325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:04.157103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:04.160827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:04.164530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:04.168174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:04.168264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:07.173534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:07.177020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:07.180230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:07.184841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:07.189580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:07.189733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:10.195693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:10.200006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:10.203680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:10.207210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:10.210749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:10.210825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:13.215628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:13.219130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:13.222735] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:13.226268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:13.229753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:13.229844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:16.234336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:16.239481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:16.243941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:16.248324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:16.252065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:16.252139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:19.258594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:19.262940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:19.266456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:19.270905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:19.274732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:19.274811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:22.281153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:22.286155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:22.290794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:22.295527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:22.300060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:22.300183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:25.306597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:25.310791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:25.314740] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:25.318531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:25.322149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:25.322240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:28.328017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:28.333707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:28.338002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:28.341884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:28.345710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:28.345813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:31.352306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:31.356761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:31.361435] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:31.366549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:31.371161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:31.371334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:34.376037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:34.379535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:34.382876] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:34.386288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:34.389749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:34.389827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:37.395042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:37.398781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:37.402144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:37.405479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:37.408786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:37.408865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:40.414442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:40.418678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:40.422303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:40.426953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:40.431039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:40.431142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:43.436916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:43.441303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:43.445914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:43.450163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:43.454222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:43.454300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:46.459330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:46.462877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:46.466167] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:46.469540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:46.473179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:46.473313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:49.478262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:49.481842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:49.485177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:49.488818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:49.492218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:49.492303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:52.497508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:52.501202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:52.504525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:52.508370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:52.511902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:52.511980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:55.519955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:55.525605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:55.530622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:55.535009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:55.539973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:55.540101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:58.545091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:58.550079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:58.554517] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:47:58.558058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:58.561414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:58.561488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:01.566311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:01.570213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:01.573850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:01.577366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:01.580866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:01.580945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:04.586393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:04.590128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:04.593690] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:04.597239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:04.600950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:04.601037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:07.607506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:07.612570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:07.616224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:07.619609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:07.622808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:07.622881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:10.628014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:10.631528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:10.634999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:10.638431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:10.642013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:10.642094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:13.646715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:13.650508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:13.653894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:13.657193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:13.660537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:13.660614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:16.666493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:16.671300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:16.675790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:16.680166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:16.684619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:16.684748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:19.689885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:19.693366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:19.699059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:19.703598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:19.707525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:19.707607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:22.714099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:22.718820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:22.723034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:22.727220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:22.732010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:22.732182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:25.736427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:25.741338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:25.745240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:25.749014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:25.752481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:25.752575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:28.757561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:28.760911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:28.764136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:28.767386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:28.770618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:28.770710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:31.778750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:31.784385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:31.788998] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:31.792780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:31.796996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:31.797131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:34.803286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:34.807989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:34.812407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:34.816927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:34.821274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:34.821363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:37.826530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:37.830731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:37.834331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:37.837951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:37.843150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:37.843326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:40.849065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:40.853073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:40.856525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:40.860545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:40.865259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:40.865449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:43.870104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:43.873852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:43.877231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:43.880508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:43.884191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:43.884321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:46.889477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:46.893103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:46.896567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:46.900213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:46.903682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:46.903793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:49.908533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:49.912225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:49.915767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:49.919329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:49.922860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:49.922955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:52.927593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:52.930887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:52.934183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:52.937430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:52.940705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:52.940778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:55.945353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:55.948848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:55.952322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:55.955606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:55.958955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:55.959038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:58.966032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:58.970958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:58.974858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:48:58.978274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:58.982403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:58.982548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:01.988263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:01.992921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:01.997045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:02.001678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:02.005873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:02.005960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:05.010963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:05.014416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:05.017894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:05.021590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:05.025323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:05.025425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:08.030533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:08.034337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:08.037869] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:08.041724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:08.045262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:08.045342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:11.050285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:11.053809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:11.057584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:11.061568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:11.065297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:11.065395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:14.070034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:14.073610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:14.076906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:14.080158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:14.083430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:14.083507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:17.091048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:17.096187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:17.100419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:17.104576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:17.108156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:17.108276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:20.113437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:20.117123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:20.121239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:20.125887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:20.130013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:20.130136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:23.135343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:23.139565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:23.143918] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:23.148170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:23.152175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:23.152294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:26.158664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:26.164014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:26.169511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:26.174411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:26.180030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:26.180178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:29.185278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:29.188853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:29.192117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:29.195449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:29.199531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:29.199690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:32.205048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:32.209011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:32.213339] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:32.217486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:32.221102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:32.221188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:35.225357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:35.228827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:35.232215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:35.235797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:35.239095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:35.239170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:38.244105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:38.247733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:38.252186] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:38.256272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:38.259616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:38.259713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:41.264335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:41.267928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:41.272115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:41.276454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:41.281038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:41.281155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:44.287612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:44.292975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:44.297841] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:44.302608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:44.307592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:44.307740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:47.314147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:47.318208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:47.322053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:47.325933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:47.329708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:47.329818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:50.334779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:50.338594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:50.342163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:50.345574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:50.349168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:50.349274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:53.355831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:53.359881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:53.363557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:53.367016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:53.370235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:53.370328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:56.375285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:56.378655] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:56.381932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:56.385166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:56.388410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:56.388496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:59.393078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:59.396620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:59.400316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:49:59.404036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:59.408017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:59.408095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:02.412781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:02.416853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:02.420850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:02.424931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:02.429159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:02.429292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:05.434143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:05.437931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:05.441438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:05.444973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:05.449068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:05.449216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:08.454462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:08.458556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:08.462211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:08.465860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:08.469510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:08.469612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:11.474525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:11.479571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:11.483604] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:11.487889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:11.491584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:11.491721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:14.498195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:14.502538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:14.506482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:14.511503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:14.516624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:14.517067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:17.523568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:17.529346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:17.535230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:17.540316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:17.545106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:17.545247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:20.550372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:20.554733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:20.559671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:20.563667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:20.567570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:20.567716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:23.572675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:23.577028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:23.580623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:23.584237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:23.588535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:23.588680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:26.594460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:26.599032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:26.604296] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:26.609484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:26.614475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:26.614618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:29.620597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:29.624672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:29.628831] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:29.632396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:29.635942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:29.636044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:32.642246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:32.647260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:32.651505] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:32.655795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:32.660371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:32.660493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:35.666146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:35.670719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:35.674579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:35.677954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:35.681449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:35.681540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:38.685985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:38.689928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:38.693254] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:38.696669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:38.699970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:38.700043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:41.705952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:41.710966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:41.715413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:41.719348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:41.723020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:41.723097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:44.728274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:44.732489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:44.735961] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:44.739421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:44.742964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:44.743043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:47.749773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:47.754878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:47.759965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:47.765833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:47.770616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:47.770718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:50.775216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:50.778728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:50.782020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:50.785453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:50.788856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:50.788940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:53.794478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:53.797943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:53.801321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:53.804719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:53.808084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:53.808163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:56.814411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:56.820033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:56.825056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:56.829061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:56.833900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:56.834112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:59.839194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:59.843111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:59.846679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:50:59.850160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:59.853603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:59.853702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:02.858763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:02.862734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:02.866088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:02.869413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:02.872675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:02.872771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:05.877772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:05.881727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:05.885166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:05.888921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:05.892677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:05.892767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:08.898481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:08.903007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:08.907189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:08.911761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:08.916607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:08.916735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:11.921213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:11.924717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:11.928061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:11.931357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:11.935190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:11.935314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:14.940755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:14.944234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:14.947618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:14.950950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:14.954305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:14.954409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:17.959075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:17.962852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:17.966337] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:17.970011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:17.973675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:17.973772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:20.980091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:20.985391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:20.989873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:20.994848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:21.000167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:21.000351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:24.005848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:24.010011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:24.013632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:24.017209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:24.020786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:24.020866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:27.026242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:27.029634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:27.032921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:27.036157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:27.039420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:27.039493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:30.044160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:30.052452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:30.056414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:30.060007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:30.063367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:30.063465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:33.069566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:33.074909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:33.078541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:33.081879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:33.085069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:33.085142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:36.091052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:36.094821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:36.098348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:36.101796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:36.105200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:36.105272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:39.110167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:39.114011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:39.117583] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:39.121165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:39.124542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:39.124631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:42.130706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:42.134963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:42.138613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:42.142503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:42.146414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:42.146493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:45.153679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:45.159612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:45.163923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:45.167713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:45.172284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:45.172366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:48.177040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:48.181787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:48.185884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:48.190035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:48.194180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:48.194267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:51.199668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:51.203718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:51.207740] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:51.211610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:51.215483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:51.215581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:54.220823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:54.225490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:54.229957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:54.234402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:54.239187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:54.239322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:57.244130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:57.247668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:57.251011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:51:57.254318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:57.257606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:57.257699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:00.263062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:00.267951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:00.272095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:00.276323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:00.280405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:00.280489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:03.285087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:03.288800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:03.292217] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:03.295509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:03.299114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:03.299204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:06.304633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:06.308589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:06.312306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:06.316439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:06.319970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:06.320047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:09.325448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:09.329215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:09.333232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:09.336821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:09.340376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:09.340474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:12.347219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:12.351851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:12.356400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:12.360660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:12.364676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:12.364767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:15.370031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:15.374480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:15.377970] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:15.381481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:15.385150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:15.385236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:18.391168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:18.395233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:18.399794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:18.404420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:18.408191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:18.408284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:21.414293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:21.418078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:21.421454] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:21.424842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:21.429434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:21.429610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:24.436427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:24.441407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:24.445844] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:24.450638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:24.455052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:24.455174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:27.461603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:27.465734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:27.469090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:27.473316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:27.478165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:27.478332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:30.483221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:30.487013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:30.490410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:30.493888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:30.497322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:30.497403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:33.502765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:33.506293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:33.509660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:33.513346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:33.517234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:33.517310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:36.522192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:36.525692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:36.529121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:36.532500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:36.535889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:36.535966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:39.542488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:39.547492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:39.553552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:39.559753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:39.565406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:39.565552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:42.572062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:42.576114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:42.580501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:42.584259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:42.587848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:42.587929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:45.593612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:45.598012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:45.602405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:45.606465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:45.610279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:45.610372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:48.615360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:48.619314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:48.623225] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:48.627021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:48.630676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:48.630774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:51.636119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:51.640419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:51.644413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:51.650663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:51.654374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:51.654499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:54.659947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:54.664202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:54.668105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:54.671903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:54.675598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:54.675715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:57.680464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:57.684143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:57.687797] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:52:57.691002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:57.694685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:57.694763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:00.700189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:00.705370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:00.710008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:00.713778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:00.717292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:00.717377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:03.722387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:03.726537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:03.730362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:03.734067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:03.737682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:03.737766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:06.742246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:06.745879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:06.749503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:06.753134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:06.756950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:06.757051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:09.761525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:09.764991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:09.768781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:09.772206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:09.775905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:09.776002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:12.780844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:12.784243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:12.787842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:12.791062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:12.794263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:12.794343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:15.801471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:15.807323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:15.812698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:15.817723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:15.823435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:15.823611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:18.829171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:18.833090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:18.836856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:18.840572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:18.844102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:18.844177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:21.848994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:21.852358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:21.855550] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:21.859734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:21.862937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:21.863009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:24.868533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:24.873254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:24.877477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:24.882140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:24.886036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:24.886111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:27.891375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:27.895116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:27.898767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:27.902869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:27.906403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:27.906496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:30.911209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:30.914833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:30.918298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:30.921623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:30.924970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:30.925069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:33.930125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:33.934108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:33.937526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:33.941545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:33.945008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:33.945079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:36.951329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:36.955906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:36.959756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:36.962913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:36.966111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:36.966184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:39.970891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:39.974490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:39.977845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:39.981197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:39.984781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:39.984853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:42.989512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:42.992923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:42.996121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:42.999328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:43.002484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:43.002557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:46.008430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:46.013178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:46.016967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:46.020491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:46.024129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:46.024226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:49.029812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:49.033530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:49.037601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:49.041053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:49.044397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:49.044482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:52.049989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:52.054413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:52.058117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:52.061717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:52.065331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:52.065435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:55.072412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:55.076562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:55.080357] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:55.083712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:55.088231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:55.088410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:58.093409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:58.097283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:58.100811] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:53:58.104285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:58.107578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:58.107690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:01.113743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:01.117904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:01.122759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:01.126745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:01.130132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:01.130219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:04.135164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:04.138996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:04.142515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:04.146326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:04.153221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:04.153329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:07.159446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:07.164102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:07.168995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:07.173701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:07.179034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:07.179198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:10.184941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:10.188777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:10.192235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:10.195701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:10.199100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:10.199204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:13.205060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:13.209431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:13.213513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:13.217284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:13.220939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:13.221021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:16.226598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:16.230595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:16.234447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:16.237966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:16.241496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:16.241579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:19.248921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:19.255006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:19.261177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:19.267075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:19.272999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:19.273202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:22.279161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:22.283359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:22.287722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:22.291458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:22.294967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:22.295042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:25.301672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:25.305698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:25.309318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:25.312808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:25.316448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:25.316543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:28.322519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:28.327297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:28.331563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:28.335431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:28.340552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:28.340766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:31.346958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:31.351184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:31.355422] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:31.359391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:31.363169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:31.363250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:34.368909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:34.373432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:34.378070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:34.381870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:34.386007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:34.386139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:37.391319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:37.395170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:37.398492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:37.401809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:37.405176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:37.405252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:40.410232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:40.413994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:40.419093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:40.423897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:40.428798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:40.428946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:43.433828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:43.437292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:43.440700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:43.443936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:43.447254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:43.447343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:46.452980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:46.457637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:46.462682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:46.466600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:46.470562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:46.470656] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:49.477516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:49.483006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:49.487775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:49.492372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:49.497295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:49.497612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:52.503395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:52.507042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:52.510353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:52.513678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:52.517043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:52.517133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:55.521902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:55.526367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:55.530394] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:55.533999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:55.537514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:55.537606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:58.542537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:58.546859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:58.550954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:54:58.554731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:58.558461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:58.558557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:01.564032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:01.568348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:01.573019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:01.577848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:01.582585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:01.582742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:04.588816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:04.593821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:04.599290] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:04.603577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:04.610601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:04.610749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:07.616572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:07.621168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:07.625024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:07.629104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:07.634253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:07.634465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:10.639089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:10.642626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:10.645940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:10.650250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:10.653534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:10.653606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:13.658329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:13.662246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:13.666157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:13.669982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:13.674005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:13.674134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:16.679010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:16.683061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:16.687768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:16.691334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:16.695261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:16.695340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:19.700659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:19.705145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:19.709605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:19.713825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:19.717434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:19.717519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:22.722286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:22.727162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:22.731746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:22.736132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:22.740695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:22.740809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:25.745606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:25.749346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:25.752768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:25.756189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:25.759660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:25.759762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:28.764910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:28.768496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:28.772105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:28.775473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:28.778752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:28.778849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:31.783100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:31.786374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:31.789569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:31.792724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:31.796439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:31.796516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:34.801445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:34.805131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:34.808682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:34.812268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:34.816059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:34.816156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:37.821099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:37.824560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:37.827946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:37.831257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:37.835154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:37.835259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:40.841305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:40.845816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:40.850539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:40.854528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:40.858369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:40.858447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:43.864181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:43.868493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:43.872470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:43.876266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:43.880060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:43.880176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:46.887430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:46.892574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:46.897635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:46.902176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:46.908285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:46.908489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:49.914166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:49.918305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:49.922382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:49.925802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:49.929263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:49.929344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:52.935225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:52.940129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:52.943528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:52.948225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:52.952111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:52.952192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:55.957443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:55.960978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:55.964475] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:55.968402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:55.972708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:55.972824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:58.977985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:58.981433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:58.986492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:55:58.990697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:58.994472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:58.994595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:01.999495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:02.003377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:02.006743] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:02.010094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:02.013857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:02.013977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:05.019274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:05.022964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:05.026464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:05.030069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:05.033546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:05.033661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:08.038692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:08.042199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:08.045483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:08.048755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:08.051965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:08.052040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:11.056998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:11.060862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:11.064314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:11.067883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:11.071506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:11.071608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:14.076523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:14.080316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:14.083960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:14.087628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:14.091483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:14.091593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:17.098716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:17.103132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:17.107284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:17.112630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:17.117596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:17.117766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:20.123098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:20.126817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:20.130415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:20.134096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:20.137873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:20.137982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:23.143325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:23.146898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:23.150806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:23.154567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:23.158167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:23.158250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:26.163335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:26.167305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:26.172175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:26.176847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:26.181460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:26.181566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:29.186734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:29.191216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:29.195717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:29.200077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:29.205396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:29.205552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:32.210447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:32.214581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:32.218375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:32.222080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:32.226746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:32.226871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:35.231770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:35.235740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:35.239624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:35.243745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:35.247725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:35.247842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:38.253196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:38.257454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:38.261211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:38.264779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:38.268395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:38.268530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:41.273004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:41.277070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:41.281059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:41.285953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:41.289960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:41.290040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:44.294728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:44.298678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:44.302755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:44.306636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:44.310554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:44.310709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:47.314937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:47.318423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:47.321923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:47.325261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:47.328612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:47.328708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:50.334088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:50.337658] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:50.341097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:50.344445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:50.347902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:50.347987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:53.353457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:53.357484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:53.362161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:53.366209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:53.369575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:53.369690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:56.374465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:56.378346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:56.381670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:56.384888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:56.388112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:56.388185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:59.392870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:59.396524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:59.399879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:56:59.403276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:59.406559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:59.406659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:02.411513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:02.415573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:02.419346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:02.422783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:02.426911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:02.427008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:05.432791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:05.438014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:05.443714] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:05.447611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:05.451534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:05.451615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:08.457774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:08.462174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:08.465584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:08.469060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:08.472480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:08.472560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:11.478184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:11.481731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:11.484974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:11.488261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:11.492675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:11.492811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:14.499620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:14.505290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:14.509404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:14.512878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:14.516444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:14.516527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:17.522403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:17.527250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:17.531205] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:17.535087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:17.538638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:17.538735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:20.543750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:20.547553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:20.551561] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:20.555509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:20.559672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:20.559782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:23.564229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:23.567868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:23.571594] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:23.575158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:23.578712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:23.578819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:26.583936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:26.587690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:26.591281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:26.594879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:26.598693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:26.598781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:29.603738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:29.607563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:29.611377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:29.615273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:29.619675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:29.619793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:32.624507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:32.628148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:32.631600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:32.635177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:32.638572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:32.638674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:35.643262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:35.646784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:35.650234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:35.653553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:35.657066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:35.657151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:38.662346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:38.666116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:38.671602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:38.675151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:38.678636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:38.678739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:41.683188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:41.686515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:41.690496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:41.694156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:41.697720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:41.697802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:44.703402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:44.707408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:44.711088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:44.714890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:44.719756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:44.719946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:47.724993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:47.728474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:47.731920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:47.735157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:47.738504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:47.738582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:50.743463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:50.748336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:50.752119] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:50.755357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:50.758610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:50.758699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:53.763370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:53.766849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:53.770238] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:53.774226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:53.777859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:53.777941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:56.784329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:56.790609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:56.795985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:56.801386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:56.805777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:56.805904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:59.813266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:59.818823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:59.824215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:57:59.830638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:59.836141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:59.836279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:02.841676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:02.845878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:02.850523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:02.854542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:02.858520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:02.858620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:05.864854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:05.868830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:05.873029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:05.876975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:05.880728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:05.880809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:08.887439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:08.892083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:08.896320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:08.900424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:08.905559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:08.905792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:11.910809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:11.915896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:11.921486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:11.925938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:11.930659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:11.930821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:14.935543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:14.939099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:14.943012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:14.946633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:14.950469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:14.950574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:17.955975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:17.960155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:17.964253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:17.967947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:17.971336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:17.971428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:20.977918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:20.982960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:20.986614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:20.989939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:20.993462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:20.993541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:23.998865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:24.002451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:24.006188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:24.010681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:24.014454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:24.014541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:27.020212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:27.024393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:27.028177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:27.031936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:27.036623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:27.036812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:30.041866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:30.045158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:30.048442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:30.053144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:30.057358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:30.057460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:33.062280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:33.065802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:33.069519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:33.072933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:33.076756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:33.076849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:36.081480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:36.085553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:36.089364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:36.092667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:36.095850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:36.095923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:39.100960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:39.106147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:39.109738] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:39.113020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:39.116267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:39.116341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:42.121621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:42.125939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:42.129591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:42.132956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:42.136161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:42.136242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:45.141212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:45.145070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:45.148901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:45.152450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:45.156112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:45.156209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:48.162067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:48.166795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:48.170389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:48.173735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:48.177012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:48.177087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:51.182205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:51.186864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:51.190675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:51.194073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:51.197506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:51.197597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:54.204065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:54.208201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:54.212323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:54.215936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:54.219515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:54.219616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:57.225496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:57.230987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:57.235730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:58:57.239508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:57.243127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:57.243243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:00.252072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:00.258854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:00.262976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:00.266545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:00.271505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:00.271610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:03.277465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:03.282041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:03.287408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:03.291709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:03.295178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:03.295270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:06.301231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:06.306001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:06.310497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:06.314139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:06.317892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:06.318008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:09.324185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:09.329093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:09.334052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:09.338267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:09.342026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:09.342113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:12.348999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:12.353291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:12.357539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:12.361483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:12.364929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:12.365008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:15.369325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:15.373304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:15.376727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:15.380186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:15.383630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:15.383729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:18.388771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:18.392961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:18.397057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:18.401102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:18.405142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:18.405254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:21.409524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:21.412957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:21.417821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:21.422434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:21.426563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:21.426699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:24.431790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:24.435610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:24.439494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:24.443597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:24.447471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:24.447602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:27.453196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:27.461101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:27.466268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:27.470442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:27.474100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:27.474190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:30.480994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:30.487214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:30.492484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:30.498850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:30.503981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:30.504182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:33.511015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:33.515782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:33.520009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:33.524224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:33.527766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:33.527848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:36.532415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:36.536030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:36.540869] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:36.544942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:36.548468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:36.548545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:39.553347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:39.557026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:39.560366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:39.563681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:39.567162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:39.567249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:42.573141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:42.578109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:42.581937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:42.585788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:42.589623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:42.589738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:45.593898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:45.597636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:45.601114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:45.604455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:45.607946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:45.608042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:48.614761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:48.619026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:48.622698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:48.626320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:48.630532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:48.630679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:51.637868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:51.643271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:51.648569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:51.662237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:51.668931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:51.669111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:54.674293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:54.677755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:54.681322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:54.684760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:54.688075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:54.688154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:57.692808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:57.696244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:57.699574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T04:59:57.702786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:57.706015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:57.706088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:00.713532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:00.718806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:00.725480] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:00.730535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:00.735423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:00.735503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:03.742321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:03.748304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:03.754660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:03.759779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:03.764331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:03.764456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:06.770740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:06.775501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:06.781045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:06.785560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:06.791101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:06.791337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:09.797037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:09.801574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:09.806774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:09.811533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:09.815574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:09.815720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:12.821526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:12.825111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:12.829046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:12.832437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:12.836123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:12.836216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:15.842035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:15.847061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:15.851061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:15.855296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:15.859889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:15.860084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:18.866141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:18.869979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:18.873706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:18.877469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:18.881178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:18.881266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:21.886830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:21.890588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:21.893990] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:21.897926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:21.901287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:21.901365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:24.907862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:24.912370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:24.916736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:24.921298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:24.925579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:24.925750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:27.931271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:27.935344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:27.939212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:27.942828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:27.946409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:27.946487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:30.952028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:30.955698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:30.959130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:30.963151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:30.967433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:30.967595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:33.973329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:33.977570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:33.981332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:33.985124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:33.989279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:33.989393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:36.995170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:37.000293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:37.005271] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:37.009747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:37.014235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:37.014386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:40.021579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:40.028574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:40.035912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:40.042416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:40.047936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:40.048102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:43.053914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:43.059191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:43.064247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:43.069108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:43.074369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:43.074504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:46.079998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:46.085147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:46.089852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:46.094467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:46.098530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:46.098663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:49.104023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:49.109008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:49.114010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:49.118018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:49.121464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:49.121545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:52.127784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:52.131873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:52.135659] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:52.139668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:52.143722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:52.143804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:55.149493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:55.153705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:55.157966] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:55.162425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:55.166573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:55.166700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:58.172683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:58.177237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:58.181004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:00:58.184566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:58.188109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:58.188204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:01.193200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:01.197194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:01.200789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:01.204173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:01.207715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:01.207794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:04.212852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:04.216225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:04.219733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:04.223046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:04.226305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:04.226383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:07.231470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:07.235265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:07.238574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:07.242186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:07.245743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:07.245815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:10.250116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:10.254520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:10.258346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:10.261894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:10.265200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:10.265278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:13.270374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:13.274252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:13.277607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:13.280989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:13.284334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:13.284413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:16.289401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:16.292810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:16.296033] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:16.299398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:16.302780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:16.302851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:19.308472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:19.312090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:19.315363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:19.318591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:19.321805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:19.321882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:22.327636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:22.332616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:22.337783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:22.342604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:22.346148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:22.346228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:25.351568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:25.355601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:25.359852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:25.363954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:25.367887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:25.367982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:28.372423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:28.376155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:28.379922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:28.383270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:28.386567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:28.386671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:31.393481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:31.398569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:31.403814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:31.408443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:31.413410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:31.413625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:34.418953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:34.422666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:34.426234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:34.429869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:34.433885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:34.433975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:37.438971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:37.442479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:37.445985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:37.449299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:37.452617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:37.452727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:40.458017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:40.461965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:40.465429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:40.469205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:40.474879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:40.475114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:43.481565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:43.485742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:43.490366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:43.494540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:43.498813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:43.498926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:46.503429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:46.507131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:46.510657] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:46.514492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:46.518207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:46.518314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:49.523433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:49.527571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:49.531221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:49.535625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:49.540043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:49.540160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:52.545739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:52.549096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:52.552282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:52.556348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:52.560845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:52.560965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:55.565724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:55.569619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:55.573294] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:55.576971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:55.580519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:55.580635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:58.586201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:58.590200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:58.594313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:01:58.598281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:58.601914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:58.602037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:01.608466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:01.612830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:01.616511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:01.620432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:01.624568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:01.624673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:04.629110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:04.632501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:04.635945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:04.639866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:04.643954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:04.644073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:07.649852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:07.653799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:07.657328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:07.660576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:07.664001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:07.664076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:10.670227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:10.675012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:10.679212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:10.683381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:10.687615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:10.687716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:13.697141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:13.703908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:13.709268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:13.714307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:13.718205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:13.718291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:16.723599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:16.727495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:16.731241] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:16.734487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:16.738151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:16.738224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:19.745019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:19.753014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:19.757720] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:19.762321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:19.767534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:19.767720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:22.775869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:22.781126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:22.786830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:22.792369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:22.798032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:22.798180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:25.803761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:25.808306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:25.812059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:25.815726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:25.819470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:25.819591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:28.826078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:28.830908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:28.835051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:28.839586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:28.845717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:28.845887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:31.852275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:31.860757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:31.865870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:31.869731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:31.873429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:31.873506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:34.880757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:34.885167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:34.891464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:34.898793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:34.903938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:34.904058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:37.909213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:37.913594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:37.918755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:37.924808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:37.930961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:37.931141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:40.935687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:40.939523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:40.943002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:40.947300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:40.951230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:40.951525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:43.958760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:43.964317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:43.968281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:43.972151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:43.977059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:43.977144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:46.981614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:46.985154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:46.988739] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:46.992387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:46.995945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:46.996043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:50.000887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:50.004469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:50.008805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:50.012403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:50.015993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:50.016107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:53.021227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:53.025038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:53.028635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:53.032159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:53.036518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:53.036680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:56.041602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:56.044916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:56.048192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:56.051441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:56.054830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:56.054915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:59.060186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:59.064715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:59.068487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:02:59.072357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:59.077324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:59.077515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:02.082259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:02.086374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:02.090252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:02.093669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:02.097181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:02.097273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:05.102763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:05.106626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:05.110029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:05.113248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:05.116439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:05.116512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:08.121196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:08.124469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:08.127671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:08.130926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:08.134091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:08.134163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:11.139292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:11.143314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:11.148130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:11.153558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:11.158685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:11.158910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:14.165572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:14.170083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:14.174923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:14.179414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:14.182959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:14.183042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:17.189390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:17.194910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:17.199761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:17.204710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:17.209556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:17.209689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:20.214621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:20.218397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:20.221825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:20.225300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:20.228841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:20.228929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:23.234275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:23.237854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:23.241503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:23.245669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:23.250363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:23.250498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:26.256127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:26.260397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:26.264195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:26.267902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:26.271517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:26.271625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:29.277667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:29.283309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:29.287969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:29.292246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:29.296086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:29.296185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:32.301039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:32.304811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:32.308588] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:32.312501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:32.317014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:32.317141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:35.323225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:35.328157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:35.333277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:35.337287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:35.340723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:35.340807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:38.344948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:38.349079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:38.352333] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:38.355718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:38.358971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:38.359051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:41.364134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:41.368059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:41.371730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:41.375439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:41.379229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:41.379334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:44.384115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:44.387821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:44.391049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:44.394524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:44.397739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:44.397812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:47.403910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:47.409194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:47.414269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:47.418418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:47.422219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:47.422309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:50.427688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:50.432859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:50.437921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:50.443147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:50.448273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:50.448393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:53.452949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:53.456780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:53.460834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:53.464794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:53.468665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:53.468778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:56.473836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:56.477537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:56.480929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:56.484294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:56.487827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:56.487932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:59.493760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:59.497598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:59.500997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:03:59.504384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:59.508143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:59.508237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:02.516938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:02.524406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:02.532223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:02.537486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:02.544707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:02.544948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:05.550824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:05.554514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:05.558080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:05.561510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:05.566210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:05.566359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:08.571699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:08.575361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:08.578893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:08.583659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:08.588789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:08.588869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:11.593245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:11.598629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:11.603078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:11.607337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:11.610731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:11.610812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:14.618267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:14.624208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:14.628843] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:14.633232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:14.639073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:14.639262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:17.645890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:17.650532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:17.654599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:17.658248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:17.662167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:17.662277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:20.668770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:20.672419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:20.675800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:20.679112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:20.682701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:20.682785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:23.690086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:23.696201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:23.702142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:23.708129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:23.712894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:23.713016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:26.719328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:26.723711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:26.727489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:26.731114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:26.735141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:26.735245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:29.741842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:29.747852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:29.754053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:29.759334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:29.764050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:29.764183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:32.770164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:32.774518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:32.779698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:32.783557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:32.787834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:32.787932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:35.793972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:35.798911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:35.803226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:35.806853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:35.811803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:35.811920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:38.818313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:38.823787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:38.829010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:38.833080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:38.837441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:38.837580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:41.842563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:41.846716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:41.850789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:41.854592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:41.858817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:41.858926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:44.863841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:44.867292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:44.870637] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:44.873965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:44.877806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:44.877895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:47.882567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:47.887252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:47.891210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:47.896359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:47.900689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:47.900791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:50.907512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:50.914288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:50.920985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:50.927266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:50.932453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:50.932584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:53.939360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:53.944074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:53.948710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:53.952859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:53.956767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:53.956864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:56.962167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:56.965839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:56.970964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:56.974400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:56.977817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:56.977894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:59.984322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:59.989078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:59.994000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:04:59.999093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:00.004903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:00.005070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:03.011438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:03.015954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:03.019893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:03.023733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:03.027632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:03.027745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:06.034525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:06.039053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:06.044446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:06.049044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:06.053253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:06.053344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:09.059936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:09.064125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:09.068015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:09.074212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:09.079981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:09.080128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:12.087788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:12.093802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:12.099028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:12.104046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:12.109067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:12.109207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:15.114915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:15.119049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:15.123313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:15.127517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:15.131690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:15.131822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:18.138344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:18.142500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:18.146221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:18.151569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:18.156207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:18.156314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:21.164007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:21.169630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:21.174456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:21.179320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:21.184817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:21.184913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:24.192016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:24.199149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:24.204538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:24.209996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:24.214925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:24.215093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:27.221352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:27.226521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:27.230512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:27.234296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:27.237630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:27.237723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:30.243480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:30.248279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:30.254840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:30.259327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:30.262988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:30.263066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:33.269151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:33.274447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:33.279484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:33.283464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:33.287898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:33.288007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:36.294475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:36.299839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:36.303286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:36.306674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:36.309978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:36.310054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:39.316331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:39.321675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:39.326522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:39.331342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:39.335383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:39.335458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:42.340553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:42.345197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:42.349363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:42.352942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:42.356763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:42.356842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:45.361791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:45.365371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:45.369113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:45.372517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:45.375820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:45.375895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:48.380873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:48.384325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:48.387577] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:48.390819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:48.393985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:48.394060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:51.398877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:51.402175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:51.405532] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:51.408800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:51.411971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:51.412061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:54.416720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:54.421557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:54.425358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:54.429299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:54.432788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:54.432866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:57.438736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:57.442590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:57.447077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:05:57.451615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:57.455760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:57.455875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:00.461009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:00.464927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:00.468865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:00.472503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:00.476029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:00.476135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:03.481588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:03.485202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:03.488918] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:03.493127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:03.497496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:03.497602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:06.502793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:06.507617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:06.513102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:06.517966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:06.521977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:06.522078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:09.528259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:09.534171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:09.539518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:09.544277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:09.549286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:09.549412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:12.554665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:12.559385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:12.563424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:12.567526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:12.571172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:12.571251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:15.575616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:15.579063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:15.582320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:15.585532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:15.588954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:15.589046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:18.594132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:18.597703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:18.601059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:18.604347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:18.607677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:18.607771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:21.612141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:21.615580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:21.618834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:21.622072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:21.625277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:21.625353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:24.630435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:24.634239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:24.638166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:24.641959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:24.645428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:24.645510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:27.650752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:27.654416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:27.658065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:27.661862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:27.665685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:27.665799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:30.671423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:30.675366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:30.679191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:30.682509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:30.686088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:30.686162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:33.691328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:33.695609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:33.699383] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:33.702925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:33.707613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:33.707758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:36.712732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:36.716106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:36.719362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:36.722616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:36.725820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:36.725893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:39.733419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:39.737241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:39.740683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:39.744159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:39.748754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:39.748917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:42.755039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:42.760326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:42.765141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:42.769671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:42.774219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:42.774329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:45.780859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:45.786737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:45.792496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:45.798165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:45.802515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:45.802662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:48.807961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:48.811452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:48.814712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:48.817990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:48.821275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:48.821348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:51.826239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:51.829678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:51.832926] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:51.836984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:51.840787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:51.840861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:54.846623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:54.850895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:54.855071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:54.858847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:54.862413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:54.862496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:57.867215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:57.871171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:57.874914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:06:57.878923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:57.882633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:57.882741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:00.888802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:00.893025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:00.896841] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:00.902095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:00.906717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:00.906868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:03.914626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:03.921960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:03.929307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:03.937315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:03.945117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:03.945402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:06.950559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:06.954380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:06.958252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:06.961942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:06.965455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:06.965573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:09.970663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:09.974399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:09.978038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:09.981368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:09.985074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:09.985150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:12.990519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:12.995285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:12.999582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:13.004227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:13.008840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:13.008964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:16.014735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:16.019480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:16.024559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:16.028973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:16.033395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:16.033548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:19.039625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:19.043746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:19.049212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:19.053324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:19.057943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:19.058127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:22.063990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:22.068296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:22.071989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:22.076403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:22.080482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:22.080598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:25.085946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:25.091376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:25.095914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:25.099725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:25.103329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:25.103435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:28.108566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:28.112250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:28.116106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:28.119928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:28.123550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:28.123639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:31.128100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:31.131406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:31.134603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:31.137857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:31.141074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:31.141149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:34.146175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:34.149897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:34.153238] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:34.156504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:34.159865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:34.159938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:37.164230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:37.167860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:37.171269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:37.174634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:37.178119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:37.178217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:40.183175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:40.187472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:40.191576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:40.195628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:40.199312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:40.199442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:43.204159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:43.209210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:43.213560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:43.217434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:43.221028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:43.221109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:46.225863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:46.229854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:46.234931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:46.239719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:46.243825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:46.243951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:49.249056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:49.252825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:49.256219] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:49.259694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:49.263039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:49.263119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:52.268204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:52.271528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:52.274824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:52.278587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:52.282478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:52.282568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:55.288757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:55.293436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:55.298590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:55.304304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:55.308545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:55.308664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:58.314666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:58.318066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:58.322055] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:07:58.326307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:58.329767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:58.329861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:01.337952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:01.343623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:01.350560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:01.354378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:01.358148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:01.358242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:04.363324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:04.366979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:04.370297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:04.373894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:04.377131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:04.377203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:07.382362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:07.386257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:07.389792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:07.393600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:07.397237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:07.397314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:10.404759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:10.410292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:10.415392] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:10.423524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:10.428663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:10.428762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:13.435199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:13.441012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:13.446318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:13.451471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:13.456364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:13.456490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:16.461866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:16.466252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:16.470413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:16.474417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:16.478884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:16.479028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:19.484269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:19.489346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:19.493929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:19.498139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:19.501841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:19.501922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:22.507408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:22.510832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:22.514108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:22.518048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:22.521261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:22.521334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:25.527233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:25.531812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:25.535675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:25.539586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:25.543056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:25.543133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:28.549108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:28.553979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:28.559765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:28.563977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:28.567856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:28.567955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:31.572486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:31.576083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:31.579776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:31.583365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:31.587236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:31.587342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:34.592708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:34.596553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:34.600558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:34.604102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:34.607753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:34.607841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:37.612754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:37.617213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:37.621567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:37.625619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:37.629732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:37.629844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:40.635635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:40.639899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:40.643678] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:40.648331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:40.652281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:40.652358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:43.658788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:43.664796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:43.670796] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:43.675184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:43.679609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:43.679738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:46.684548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:46.688519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:46.692524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:46.696413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:46.700045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:46.700147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:49.704753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:49.708077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:49.711277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:49.714456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:49.717673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:49.717747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:52.722556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:52.726332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:52.729985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:52.733595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:52.737619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:52.737754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:55.744314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:55.749998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:55.755371] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:55.760522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:55.764482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:55.764568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:58.769584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:58.773177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:58.776524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:08:58.780633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:58.785247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:58.785409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:01.790733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:01.795367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:01.799905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:01.804160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:01.808253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:01.808368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:04.813174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:04.817391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:04.822401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:04.826500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:04.830891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:04.831040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:07.836247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:07.841021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:07.845208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:07.849701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:07.853786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:07.853926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:10.859939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:10.865165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:10.868954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:10.872133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:10.875324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:10.875399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:13.880311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:13.884745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:13.888696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:13.892224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:13.895655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:13.895734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:16.901293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:16.905807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:16.910178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:16.914670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:16.918469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:16.918563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:19.923729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:19.927880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:19.931516] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:19.936320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:19.940495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:19.940585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:22.945326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:22.948798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:22.952202] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:22.955782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:22.959168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:22.959238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:25.965816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:25.970310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:25.974944] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:25.979274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:25.983369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:25.983475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:28.989240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:28.992915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:28.996798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:29.000464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:29.004603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:29.004741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:32.010352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:32.015397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:32.019767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:32.024351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:32.029084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:32.029218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:35.034126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:35.038210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:35.041747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:35.045327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:35.049474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:35.049578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:38.054745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:38.058371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:38.061870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:38.065349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:38.069686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:38.069761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:41.076337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:41.081443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:41.086691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:41.091572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:41.095401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:41.095502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:44.101051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:44.104692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:44.108211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:44.112309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:44.116002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:44.116088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:47.122705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:47.127801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:47.132751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:47.137289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:47.141275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:47.141370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:50.148056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:50.152450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:50.157050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:50.161223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:50.165241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:50.165332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:53.172074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:53.176662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:53.184400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:53.188130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:53.191568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:53.191675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:56.198227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:56.202378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:56.206224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:56.209991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:56.213583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:56.213694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:59.220347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:59.224889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:59.228484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:09:59.232137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:59.235830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:59.235936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:02.242769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:02.247253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:02.251065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:02.255488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:02.260211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:02.260355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:05.266271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:05.271636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:05.276469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:05.280264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:05.283591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:05.283680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:08.288171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:08.292061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:08.295565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:08.299017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:08.302724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:08.302843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:11.307884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:11.312924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:11.317445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:11.322100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:11.326386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:11.326497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:14.331513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:14.335339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:14.339020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:14.343476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:14.350751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:14.350897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:17.356515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:17.361566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:17.365948] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:17.370434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:17.374956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:17.375083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:20.379890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:20.383273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:20.386569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:20.389871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:20.393117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:20.393195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:23.398155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:23.401813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:23.405420] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:23.409229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:23.413183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:23.413293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:26.418320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:26.421943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:26.425463] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:26.429006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:26.432323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:26.432403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:29.438454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:29.443909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:29.447997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:29.451621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:29.456157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:29.456304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:32.461354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:32.465172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:32.468984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:32.472443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:32.476055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:32.476178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:35.480911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:35.484545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:35.488036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:35.491445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:35.495977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:35.496106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:38.502396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:38.507265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:38.512395] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:38.517230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:38.522447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:38.522581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:41.527755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:41.531533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:41.535215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:41.538972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:41.542685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:41.542781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:44.547342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:44.551893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:44.555748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:44.559219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:44.562616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:44.562717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:47.567265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:47.570989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:47.574490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:47.578138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:47.581952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:47.582044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:50.586492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:50.589841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:50.593616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:50.597190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:50.601142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:50.601212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:53.606071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:53.611435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:53.616154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:53.621998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:53.628449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:53.628695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:56.633897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:56.638212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:56.642116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:56.645849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:56.649525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:56.649603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:59.655160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:59.659507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:59.664539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:10:59.669473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:59.673822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:59.673934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:02.679699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:02.685290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:02.693274] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:02.697544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:02.701278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:02.701381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:05.706181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:05.709782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:05.713140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:05.716554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:05.720537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:05.720635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:08.724995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:08.728330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:08.731589] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:08.735060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:08.738417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:08.738494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:11.743329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:11.747067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:11.750459] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:11.754686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:11.758300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:11.758379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:14.763471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:14.767104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:14.770453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:14.773728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:14.776972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:14.777048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:17.781995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:17.785535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:17.788885] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:17.792668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:17.796073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:17.796149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:20.802240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:20.807402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:20.811027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:20.814291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:20.817622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:20.817714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:23.823658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:23.827561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:23.832915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:23.837217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:23.840991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:23.841109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:26.847573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:26.853273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:26.858960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:26.864392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:26.870013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:26.870160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:29.876148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:29.881697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:29.887085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:29.892908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:29.897382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:29.897485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:32.903034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:32.906777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:32.910101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:32.913504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:32.916948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:32.917034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:35.923451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:35.928250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:35.932718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:35.936757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:35.941910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:35.942072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:38.948851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:38.953073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:38.957858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:38.961774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:38.965314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:38.965390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:41.970298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:41.973689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:41.976923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:41.980168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:41.983357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:41.983430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:44.988998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:44.992662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:44.996284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:45.000151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:45.004161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:45.004300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:48.009203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:48.043785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:48.047541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:48.081917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:48.117087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:48.117217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:51.151962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:51.155665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:51.159610] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:51.163626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:51.168366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:51.168468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:54.173325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:54.178246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:54.182842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:54.187783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:54.192457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:54.192572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:57.197006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:57.200955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:57.204886] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:11:57.209207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:57.213470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:57.213558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:00.218402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:00.223858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:00.229448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:00.234670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:00.239947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:00.240078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:03.244031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:03.247368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:03.250551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:03.253852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:03.257095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:03.257168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:06.261017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:06.264515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:06.267862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:06.271209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:06.274605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:06.274702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:09.278859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:09.283699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:09.287833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:09.291998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:09.296041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:09.296148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:12.303131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:12.308712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:12.314452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:12.321099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:12.326842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:12.327022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:15.331568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:15.335617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:15.339406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:15.342870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:15.346404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:15.346504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:18.351140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:18.354684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:18.357984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:18.361274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:18.365365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:18.365509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:21.371773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:21.376848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:21.382199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:21.387270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:21.391922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:21.392031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:24.397074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:24.401481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:24.405427] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:24.409394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:24.413038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:24.413137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:27.418619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:27.422943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:27.426691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:27.430100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:27.433506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:27.433586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:30.438533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:30.442142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:30.445545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:30.449043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:30.452661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:30.452766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:33.457441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:33.460734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:33.464038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:33.467204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:33.470414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:33.470488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:36.474719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:36.477999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:36.481214] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:36.484454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:36.487807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:36.487900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:39.492946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:39.496719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:39.500089] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:39.503575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:39.507118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:39.507191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:42.514621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:42.520837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:42.525341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:42.529439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:42.533815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:42.533894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:45.539600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:45.543471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:45.546791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:45.550151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:45.553417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:45.553499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:48.558826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:48.562663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:48.566741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:48.570143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:48.573491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:48.573567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:51.579423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:51.583500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:51.586909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:51.590542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:51.594459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:51.594549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:54.601021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:54.605069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:54.608728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:54.612669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:54.616320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:54.616417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:57.622786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:57.626766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:57.630305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:12:57.633820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:57.637478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:57.637581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:00.642340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:00.645995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:00.649447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:00.653334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:00.657036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:00.657133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:03.661957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:03.666211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:03.670382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:03.674747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:03.678421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:03.678530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:06.684556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:06.689717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:06.694318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:06.699454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:06.704487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:06.704592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:09.709848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:09.713565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:09.717185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:09.720610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:09.724046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:09.724131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:12.730064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:12.733782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:12.737295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:12.743451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:12.748463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:12.748557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:15.753292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:15.756970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:15.760835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:15.764599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:15.768498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:15.768603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:18.775386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:18.780567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:18.784877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:18.788311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:18.791805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:18.791883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:21.796720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:21.800391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:21.803826] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:21.807254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:21.810756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:21.810844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:24.815149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:24.818885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:24.822528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:24.826089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:24.829695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:24.829793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:27.835940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:27.839811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:27.843081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:27.847402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:27.850968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:27.851043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:30.855720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:30.859890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:30.863790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:30.867602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:30.871493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:30.871628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:33.876592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:33.879946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:33.883232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:33.886552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:33.890149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:33.890237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:36.895015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:36.898533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:36.901728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:36.905010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:36.908226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:36.908301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:39.913498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:39.916878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:39.920796] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:39.924443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:39.927790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:39.927870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:42.932632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:42.936020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:42.939429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:42.942871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:42.946108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:42.946180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:45.951127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:45.954823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:45.958225] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:45.961624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:45.964925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:45.965001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:48.970026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:48.973969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:48.978691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:48.982746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:48.986793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:48.986869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:51.991840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:51.995239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:51.998615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:52.001901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:52.005441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:52.005531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:55.011280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:55.015374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:55.019094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:55.022667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:55.026056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:55.026138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:58.031146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:58.034854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:58.038977] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:13:58.043958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:58.047837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:58.047936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:01.052604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:01.056694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:01.060190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:01.063415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:01.066815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:01.066886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:04.072418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:04.076272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:04.080504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:04.084261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:04.088201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:04.088302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:07.093141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:07.096593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:07.100443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:07.103855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:07.107151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:07.107223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:10.112184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:10.115620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:10.119197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:10.122730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:10.126030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:10.126126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:13.130874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:13.134121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:13.137355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:13.140559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:13.143708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:13.143782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:16.148978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:16.152787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:16.156487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:16.160101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:16.163753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:16.163859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:19.169145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:19.172984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:19.176741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:19.180586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:19.184171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:19.184244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:22.190904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:22.195367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:22.199115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:22.202854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:22.206394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:22.206484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:25.212608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:25.219940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:25.223631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:25.227582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:25.231037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:25.231116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:28.236478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:28.240579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:28.244301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:28.248697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:28.255695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:28.255887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:31.260490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:31.263849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:31.267091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:31.270288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:31.273498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:31.273573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:34.280406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:34.284877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:34.288933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:34.294007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:34.297951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:34.298038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:37.302443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:37.306024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:37.309591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:37.313065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:37.316318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:37.316412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:40.321410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:40.325324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:40.329371] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:40.332806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:40.336216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:40.336306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:43.340893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:43.344421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:43.348034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:43.352369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:43.355688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:43.355765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:46.360052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:46.363663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:46.367453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:46.371097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:46.374774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:46.374875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:49.379570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:49.383341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:49.386806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:49.390327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:49.393785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:49.393898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:52.398698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:52.402267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:52.406687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:52.410775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:52.414498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:52.414571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:55.419619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:55.424502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:55.430206] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:55.435491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:55.440070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:55.440210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:58.445239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:58.449159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:58.453062] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:14:58.459047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:58.464087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:58.464192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:01.469670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:01.474073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:01.478373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:01.482762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:01.487250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:01.487346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:04.495703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:04.505769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:04.511697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:04.517943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:04.524350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:04.524546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:07.529844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:07.533660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:07.537579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:07.541459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:07.545261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:07.545386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:10.550052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:10.553909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:10.557493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:10.561165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:10.564899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:10.564992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:13.569955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:13.574118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:13.578050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:13.581923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:13.585557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:13.585673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:16.591656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:16.596694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:16.601210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:16.604605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:16.608171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:16.608254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:19.613351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:19.617719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:19.621986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:19.625823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:19.629569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:19.629682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:22.634714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:22.638460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:22.641868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:22.645165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:22.649343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:22.649510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:25.655818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:25.661001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:25.665308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:25.669239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:25.673412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:25.673550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:28.678770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:28.682549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:28.685945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:28.689346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:28.692688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:28.692782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:31.697606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:31.701379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:31.704859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:31.709248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:31.714886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:31.715067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:34.723257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:34.727352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:34.730796] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:34.734221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:34.738242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:34.738370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:37.743180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:37.747926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:37.751805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:37.755328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:37.759124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:37.759218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:40.765050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:40.770248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:40.775182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:40.779796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:40.784506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:40.784618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:43.791021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:43.795329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:43.799020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:43.803115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:43.807213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:43.807313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:46.812632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:46.816358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:46.819713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:46.822970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:46.826219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:46.826295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:49.831071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:49.835058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:49.838787] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:49.842331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:49.845794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:49.845873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:52.851787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:52.856155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:52.860021] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:52.863925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:52.867870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:52.867979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:55.873011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:55.876689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:55.880435] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:55.884160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:55.888019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:55.888098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:58.893062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:58.896424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:58.899766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:15:58.902953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:58.906157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:58.906234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:01.911060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:01.914700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:01.918025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:01.921261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:01.924512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:01.924587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:04.929747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:04.933446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:04.936835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:04.940353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:04.943816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:04.943916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:07.949122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:07.952912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:07.956776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:07.960424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:07.963775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:07.963849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:10.968470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:10.972036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:10.975413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:10.978826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:10.982852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:10.983005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:13.989628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:13.994297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:13.999174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:14.003615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:14.007540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:14.007671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:17.012419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:17.015958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:17.019432] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:17.022924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:17.027155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:17.027229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:20.031818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:20.035289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:20.039208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:20.043338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:20.047545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:20.047638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:23.053318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:23.058484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:23.063616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:23.069041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:23.075501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:23.075681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:26.080865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:26.084373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:26.087812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:26.091402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:26.094857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:26.094949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:29.101744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:29.106597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:29.110532] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:29.114573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:29.118853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:29.118976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:32.124742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:32.128843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:32.132521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:32.136091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:32.139756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:32.139851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:35.146023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:35.150071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:35.153750] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:35.157309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:35.161019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:35.161102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:38.167259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:38.171499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:38.175166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:38.178802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:38.182463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:38.182553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:41.189743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:41.194672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:41.199417] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:41.203922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:41.209131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:41.209226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:44.217232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:44.225125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:44.231794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:44.238289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:44.244453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:44.244670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:47.251600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:47.256132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:47.260017] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:47.264197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:47.267813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:47.267911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:50.274241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:50.278706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:50.282794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:50.287279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:50.291803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:50.291949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:53.298526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:53.303516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:53.307761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:53.311489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:53.317087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:53.317267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:56.322856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:56.328334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:56.332378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:56.336990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:56.341718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:56.341853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:59.347954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:59.352349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:59.356608] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:16:59.360332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:59.364113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:59.364242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:02.370303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:02.375177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:02.379915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:02.384844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:02.389425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:02.389823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:05.394862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:05.398584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:05.402010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:05.405458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:05.408992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:05.409077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:08.414819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:08.418829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:08.422806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:08.426914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:08.430638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:08.430760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:11.435380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:11.438849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:11.442495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:11.445965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:11.449366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:11.449453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:14.453917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:14.457636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:14.461038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:14.464544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:14.467867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:14.467953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:17.472865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:17.477227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:17.480807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:17.484207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:17.488319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:17.488394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:20.493779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:20.497588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:20.500881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:20.504230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:20.507569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:20.507676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:23.513089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:23.517885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:23.522290] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:23.527345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:23.531747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:23.531850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:26.538185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:26.543614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:26.549342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:26.554945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:26.560901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:26.561060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:29.566259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:29.570016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:29.573761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:29.577727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:29.581326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:29.581421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:32.586743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:32.590755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:32.594331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:32.597579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:32.600770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:32.600842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:35.605766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:35.610919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:35.614516] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:35.618219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:35.621805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:35.621893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:38.627563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:38.632587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:38.637137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:38.641570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:38.646476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:38.646613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:41.651823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:41.657117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:41.662625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:41.667780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:41.672563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:41.672725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:44.680310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:44.686447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:44.691240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:44.696096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:44.700771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:44.700908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:47.705443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:47.708797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:47.712001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:47.715821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:47.719198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:47.719272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:50.725551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:50.730874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:50.735303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:50.740357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:50.744522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:50.744605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:53.749908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:53.754075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:53.758136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:53.762277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:53.765814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:53.765891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:56.771504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:56.775161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:56.778872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:56.782864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:56.787335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:56.787523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:59.792241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:59.795717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:59.799078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:17:59.802306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:59.807288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:59.807458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:02.812612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:02.816032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:02.819317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:02.822788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:02.827014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:02.827139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:05.832074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:05.835826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:05.839436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:05.842943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:05.846818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:05.846970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:08.851919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:08.856050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:08.860207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:08.863592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:08.866968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:08.867057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:11.872015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:11.875430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:11.882717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:11.886540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:11.889944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:11.890020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:14.895249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:14.899598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:14.903803] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:14.907908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:14.912001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:14.912129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:17.917204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:17.921319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:17.925180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:17.928956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:17.932739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:17.932875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:20.938141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:20.941756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:20.945175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:20.948791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:20.952203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:20.952300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:23.957115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:23.961886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:23.966043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:23.970749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:23.975885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:23.976082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:26.982224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:26.987207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:26.991999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:26.996541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:27.001275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:27.001381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:30.006712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:30.011720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:30.016330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:30.021056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:30.024468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:30.024542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:33.029859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:33.034004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:33.037906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:33.041610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:33.046008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:33.046126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:36.051763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:36.057017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:36.061491] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:36.065906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:36.070093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:36.070205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:39.075264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:39.078809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:39.082308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:39.085630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:39.089205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:39.089300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:42.095673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:42.100808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:42.105036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:42.108938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:42.112743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:42.112860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:45.117539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:45.121206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:45.124773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:45.128121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:45.131470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:45.131555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:48.136885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:48.142115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:48.146288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:48.149824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:48.153198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:48.153279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:51.158003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:51.161992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:51.166008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:51.170146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:51.174414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:51.174534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:54.180689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:54.185154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:54.189726] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:54.193726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:54.197824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:54.197935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:57.203841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:57.209056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:57.214026] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:18:57.219181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:57.224362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:57.224501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:00.229285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:00.232997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:00.236626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:00.241744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:00.251274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:00.251423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:03.257127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:03.262292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:03.267396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:03.272737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:03.276762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:03.276870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:06.282426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:06.286796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:06.290689] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:06.294677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:06.298635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:06.298764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:09.304969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:09.310254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:09.315062] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:09.319184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:09.323263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:09.323358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:12.329775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:12.335569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:12.340539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:12.346233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:12.352035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:12.352264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:15.358731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:15.362765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:15.366462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:15.369940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:15.373307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:15.373383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:18.380086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:18.385629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:18.391020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:18.395336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:18.400141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:18.400282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:21.406466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:21.411391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:21.415270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:21.418561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:21.421789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:21.421863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:24.426971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:24.430425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:24.433718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:24.436994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:24.440236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:24.440313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:27.446813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:27.450729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:27.454157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:27.458125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:27.461779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:27.461857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:30.466520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:30.470063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:30.473493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:30.477048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:30.480351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:30.480435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:33.485774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:33.489955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:33.494089] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:33.498579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:33.503343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:33.503500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:36.510897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:36.515819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:36.519698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:36.523065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:36.526283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:36.526355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:39.531168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:39.534917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:39.538316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:39.541986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:39.545456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:39.545553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:42.551156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:42.555293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:42.559416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:42.563219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:42.567276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:42.567403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:45.571930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:45.575485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:45.578934] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:45.582731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:45.586769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:45.586879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:48.591434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:48.594707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:48.597949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:48.601166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:48.604323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:48.604401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:51.609623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:51.613405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:51.617847] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:51.623057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:51.627707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:51.627874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:54.633054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:54.636893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:54.640996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:54.644627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:54.648257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:54.648350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:57.653833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:57.657532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:57.661188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:19:57.664586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:57.668074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:57.668174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:00.673175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:00.677077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:00.681680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:00.686506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:00.692271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:00.692439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:03.698002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:03.701716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:03.705240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:03.708891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:03.712713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:03.712808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:06.717912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:06.721671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:06.725454] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:06.728928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:06.732425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:06.732508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:09.738268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:09.744035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:09.748716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:09.752940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:09.756972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:09.757133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:12.763392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:12.767231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:12.771527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:12.776067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:12.780625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:12.780814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:15.785301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:15.788905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:15.792263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:15.795604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:15.799056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:15.799152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:18.804298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:18.808418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:18.812066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:18.815565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:18.819263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:18.819346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:21.826144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:21.831391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:21.837362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:21.841754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:21.846259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:21.846394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:24.853077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:24.857795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:24.862875] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:24.867229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:24.871279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:24.871357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:27.878139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:27.884079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:27.888737] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:27.892340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:27.896312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:27.896426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:30.902681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:30.909621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:30.914409] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:30.918433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:30.922270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:30.922358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:33.927882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:33.933513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:33.938207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:33.942338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:33.946113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:33.946204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:36.951237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:36.954957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:36.958245] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:36.961603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:36.964975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:36.965074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:39.969409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:39.973634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:39.977903] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:39.981791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:39.985547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:39.985690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:42.990754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:42.995021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:42.999094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:43.003030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:43.008318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:43.008487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:46.013164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:46.016899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:46.020931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:46.025048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:46.029381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:46.029503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:49.034621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:49.042180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:49.046291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:49.050038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:49.053791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:49.053892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:52.058456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:52.062223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:52.066418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:52.070367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:52.073859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:52.073951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:55.078793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:55.082494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:55.085999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:55.089805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:55.093367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:55.093451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:58.098916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:58.103437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:58.108063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:20:58.112620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:58.116965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:58.117070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:01.122115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:01.126368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:01.130516] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:01.134503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:01.138482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:01.138593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:04.143955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:04.148445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:04.152662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:04.156806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:04.163660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:04.163834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:07.168636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:07.172480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:07.176693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:07.180787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:07.184655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:07.184779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:10.191081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:10.195110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:10.199236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:10.203220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:10.207541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:10.207763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:13.211890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:13.215201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:13.218539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:13.221797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:13.225002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:13.225078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:16.230777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:16.234589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:16.238346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:16.242104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:16.245548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:16.245628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:19.251134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:19.254805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:19.258047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:19.261833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:19.265044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:19.265116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:22.270215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:22.274247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:22.278108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:22.281578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:22.285010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:22.285087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:25.291317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:25.295451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:25.299078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:25.302563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:25.306177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:25.306274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:28.311374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:28.315502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:28.319519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:28.323289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:28.326967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:28.327095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:31.332773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:31.337498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:31.341376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:31.345739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:31.349500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:31.349606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:34.356054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:34.360528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:34.364708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:34.369490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:34.373943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:34.374070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:37.379147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:37.382520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:37.385819] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:37.389454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:37.392933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:37.393206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:40.397930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:40.402110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:40.405923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:40.409344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:40.412856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:40.412947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:43.419672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:43.425308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:43.430665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:43.434907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:43.439368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:43.439507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:46.444550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:46.448474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:46.452631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:46.456414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:46.461380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:46.461549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:49.466489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:49.471529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:49.475401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:49.483212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:49.487479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:49.487583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:52.494225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:52.499275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:52.504130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:52.508560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:52.512726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:52.512843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:55.518968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:55.523480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:55.527985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:55.533233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:55.537921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:55.538063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:58.543693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:58.547475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:58.551540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:21:58.555506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:58.560737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:58.560906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:01.567082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:01.572119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:01.577553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:01.582706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:01.587629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:01.587770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:04.593757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:04.599101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:04.604610] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:04.610197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:04.616066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:04.616240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:07.622424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:07.627247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:07.630744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:07.634115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:07.637428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:07.637516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:10.643849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:10.648309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:10.652354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:10.656567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:10.660188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:10.660271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:13.665946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:13.670187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:13.674378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:13.678119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:13.681591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:13.681682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:16.689979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:16.706620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:16.715782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:16.725548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:16.732395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:16.732604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:19.737228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:19.741904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:19.746238] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:19.749789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:19.753064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:19.753138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:22.759543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:22.764240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:22.769765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:22.775150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:22.780577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:22.780733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:25.787007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:25.792120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:25.796359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:25.800992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:25.805754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:25.805901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:28.811609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:28.815889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:28.820412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:28.825412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:28.830061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:28.830186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:31.835219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:31.839381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:31.843250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:31.846704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:31.850170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:31.850259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:34.855127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:34.858852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:34.862181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:34.865759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:34.869162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:34.869258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:37.874457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:37.878536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:37.882366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:37.885717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:37.889332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:37.889444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:40.894313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:40.898032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:40.901658] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:40.905261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:40.908908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:40.909014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:43.915329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:43.919019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:43.924580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:43.928851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:43.932672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:43.932773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:46.938027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:46.942349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:46.946160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:46.949715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:46.953127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:46.953198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:49.958433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:49.962528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:49.966403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:49.970434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:49.974620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:49.974767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:52.981259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:52.985403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:52.988950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:52.992301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:52.995654] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:52.995737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:56.004345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:56.008512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:56.012237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:56.016108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:56.020092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:56.020193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:59.025939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:59.030605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:59.035589] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:22:59.040438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:59.045915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:59.046036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:02.050904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:02.055050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:02.059008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:02.062801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:02.066715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:02.066838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:05.071936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:05.075598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:05.082300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:05.085948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:05.089242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:05.089313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:08.095265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:08.100159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:08.104879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:08.109472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:08.114053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:08.114234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:11.119292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:11.123691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:11.128281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:11.132576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:11.136989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:11.137200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:14.142391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:14.146422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:14.150235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:14.154191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:14.158133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:14.158446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:17.163360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:17.167037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:17.170541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:17.174341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:17.178305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:17.178440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:20.183860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:20.188019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:20.192453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:20.197466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:20.202053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:20.202177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:23.206935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:23.210680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:23.214224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:23.217597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:23.220919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:23.221014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:26.225595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:26.229980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:26.234375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:26.238594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:26.242856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:26.242993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:29.247522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:29.250857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:29.254363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:29.257692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:29.261012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:29.261086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:32.268010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:32.273223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:32.277660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:32.282587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:32.287699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:32.287816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:35.292892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:35.296730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:35.300116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:35.303407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:35.306695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:35.306771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:38.311671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:38.316102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:38.320480] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:38.324854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:38.330124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:38.330283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:41.334868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:41.338507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:41.342203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:41.345741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:41.349477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:41.349582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:44.354789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:44.358397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:44.362009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:44.365709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:44.369494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:44.369659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:47.374507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:47.378517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:47.382381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:47.386365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:47.390229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:47.390354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:50.395613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:50.399168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:50.402444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:50.405748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:50.409041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:50.409130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:53.413898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:53.417499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:53.420983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:53.424280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:53.427610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:53.427723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:56.432303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:56.435919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:56.439447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:56.442983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:56.446441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:56.446521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:59.452001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:59.455888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:59.459258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:23:59.463212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:59.466738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:59.466856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:02.473538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:02.478015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:02.482073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:02.485722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:02.491167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:02.491538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:05.497451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:05.501293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:05.506116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:05.509888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:05.513696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:05.513785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:08.519954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:08.525035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:08.529127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:08.533730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:08.538058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:08.538156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:11.542596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:11.546181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:11.549585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:11.552834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:11.556080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:11.556154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:14.562152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:14.566403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:14.570297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:14.573923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:14.577407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:14.577489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:17.583427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:17.587689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:17.591866] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:17.595493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:17.599079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:17.599174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:20.604672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:20.609063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:20.613050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:20.616751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:20.621161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:20.621284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:23.628034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:23.632765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:23.636870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:23.640750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:23.644170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:23.644256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:26.649147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:26.654888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:26.659285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:26.663086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:26.667531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:26.667611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:29.672872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:29.677558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:29.682856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:29.688114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:29.693843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:29.694019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:32.698794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:32.702469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:32.706809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:32.711301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:32.717303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:32.717497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:35.724896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:35.729857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:35.734501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:35.739211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:35.744468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:35.744605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:38.749793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:38.754555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:38.758603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:38.762579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:38.766729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:38.766855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:41.772113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:41.775680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:41.779563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:41.782991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:41.786478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:41.786565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:44.792616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:44.796608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:44.800291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:44.804013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:44.807678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:44.807781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:47.813712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:47.818698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:47.823907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:47.828150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:47.832519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:47.832634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:50.839082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:50.843371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:50.847926] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:50.852582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:50.856593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:50.856716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:53.863704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:53.869035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:53.873011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:53.877121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:53.881848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:53.881962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:56.886189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:56.889597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:56.892796] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:56.896131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:56.900189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:56.900278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:59.905268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:59.909393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:59.912929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:24:59.917213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:59.921221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:59.921315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:02.925775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:02.929205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:02.932560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:02.935910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:02.939208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:02.939285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:05.944580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:05.948308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:05.951805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:05.955259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:05.958951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:05.959046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:08.967182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:08.974066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:08.981261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:08.988345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:08.995264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:08.995447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:12.000964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:12.005326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:12.009279] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:12.013133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:12.016822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:12.016910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:15.022984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:15.027514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:15.031361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:15.034840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:15.039457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:15.039614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:18.046212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:18.052182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:18.057424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:18.061173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:18.064545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:18.064634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:21.071597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:21.076406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:21.080505] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:21.084863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:21.090123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:21.090267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:24.097021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:24.102182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:24.107102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:24.113518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:24.119942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:24.120092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:27.125702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:27.129709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:27.133179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:27.136914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:27.141301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:27.141408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:30.147844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:30.152549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:30.158134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:30.163347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:30.167416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:30.167525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:33.172609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:33.176136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:33.179566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:33.183437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:33.187134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:33.187225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:36.194453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:36.200293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:36.206259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:36.212022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:36.217974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:36.218191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:39.223163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:39.226662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:39.229941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:39.233852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:39.237322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:39.237404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:42.243452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:42.247560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:42.251674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:42.255374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:42.258973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:42.259121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:45.264434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:45.268921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:45.272562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:45.276154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:45.279553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:45.279631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:48.284872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:48.289718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:48.293873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:48.297884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:48.302048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:48.302168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:51.308681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:51.313896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:51.318250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:51.322441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:51.327090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:51.327223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:54.335167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:54.341872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:54.351924] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:54.358963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:54.364307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:54.364435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:57.370290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:57.374336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:57.377996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:25:57.381618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:57.385376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:57.385458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:00.391751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:00.396100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:00.399633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:00.404416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:00.408958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:00.409070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:03.413848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:03.417974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:03.421974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:03.425296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:03.428881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:03.428965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:06.434930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:06.439785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:06.444170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:06.448765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:06.452970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:06.453074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:09.457623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:09.461046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:09.464434] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:09.467693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:09.471026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:09.471101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:12.476368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:12.480399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:12.484435] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:12.488329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:12.492123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:12.492226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:15.496891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:15.500274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:15.503686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:15.506961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:15.510216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:15.510291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:18.515027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:18.518433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:18.522059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:18.525723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:18.529318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:18.529422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:21.534101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:21.537563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:21.540995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:21.544782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:21.548278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:21.548368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:24.552445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:24.555925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:24.559373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:24.565265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:24.570600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:24.570787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:27.576694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:27.581119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:27.586005] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:27.591402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:27.595102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:27.595181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:30.600854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:30.604766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:30.608280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:30.611772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:30.615335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:30.615420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:33.620542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:33.623965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:33.627286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:33.631281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:33.635843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:33.636006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:36.642532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:36.647293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:36.651404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:36.655219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:36.658731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:36.658812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:39.663583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:39.668903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:39.675045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:39.678874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:39.682229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:39.682305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:42.686743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:42.690502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:42.693997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:42.697506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:42.700966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:42.701051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:45.705809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:45.709570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:45.713287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:45.717183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:45.720850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:45.720969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:48.726152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:48.729905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:48.733344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:48.736775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:48.740272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:48.740351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:51.746269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:51.750519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:51.754482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:51.758332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:51.762324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:51.762413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:54.766704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:54.770315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:54.773698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:54.777246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:54.781005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:54.781108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:57.787769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:57.792293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:57.797072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:26:57.803130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:57.808139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:57.808275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:00.813737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:00.819365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:00.824520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:00.828275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:00.831872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:00.832016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:03.838694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:03.843530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:03.847433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:03.850922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:03.854966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:03.855044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:06.859960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:06.863698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:06.867098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:06.870439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:06.873868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:06.873968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:09.878780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:09.882163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:09.885663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:09.889120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:09.892540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:09.892635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:12.897274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:12.901154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:12.904668] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:12.908188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:12.911681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:12.911783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:15.916881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:15.920816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:15.924417] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:15.927734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:15.930952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:15.931026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:18.936548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:18.940690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:18.945151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:18.949711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:18.954164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:18.954341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:21.959963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:21.964384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:21.968566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:21.972814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:21.976915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:21.977029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:24.982823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:24.987823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:24.992131] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:24.996812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:25.000868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:25.001009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:28.006739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:28.011248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:28.015084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:28.018865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:28.023874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:28.023981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:31.030539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:31.034985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:31.038972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:31.043892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:31.048558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:31.048732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:34.053869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:34.058740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:34.062745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:34.066734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:34.070972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:34.071071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:37.081757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:37.086986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:37.091198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:37.095216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:37.098894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:37.098989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:40.104025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:40.107939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:40.111514] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:40.115097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:40.118602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:40.118712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:43.125949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:43.131608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:43.136631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:43.140615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:43.144165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:43.144256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:46.149731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:46.153328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:46.156747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:46.160201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:46.163705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:46.163786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:49.168751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:49.172194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:49.175511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:49.178979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:49.182569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:49.182685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:52.187590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:52.191194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:52.194516] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:52.197817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:52.201071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:52.201155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:55.205824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:55.210971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:55.216106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:55.220623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:55.224234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:55.224313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:58.228712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:58.232969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:58.236682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:27:58.240383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:58.244759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:58.244836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:01.249635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:01.253654] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:01.257102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:01.261202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:01.264952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:01.265038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:04.270472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:04.274691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:04.278426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:04.282616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:04.286490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:04.286614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:07.292246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:07.296606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:07.300175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:07.303515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:07.307059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:07.307156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:10.311752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:10.315578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:10.319521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:10.323268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:10.326985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:10.327074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:13.332155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:13.336431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:13.340103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:13.343793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:13.347353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:13.347447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:16.353156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:16.357498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:16.361276] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:16.364945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:16.368779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:16.368882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:19.374014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:19.377587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:19.381093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:19.384832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:19.389313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:19.389454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:22.395430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:22.401036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:22.406736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:22.412711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:22.418528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:22.418722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:25.423619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:25.427042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:25.430426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:25.433754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:25.437083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:25.437158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:28.442098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:28.445797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:28.449250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:28.452987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:28.456662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:28.456737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:31.462402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:31.466301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:31.469798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:31.473554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:31.477175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:31.477252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:34.485153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:34.491016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:34.495878] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:34.500227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:34.504494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:34.504631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:37.510744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:37.515987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:37.520013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:37.523548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:37.527427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:37.527524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:40.533420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:40.537426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:40.540835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:40.544270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:40.549574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:40.549773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:43.555390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:43.559630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:43.563251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:43.566841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:43.570440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:43.570530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:46.575662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:46.579781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:46.583297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:46.586563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:46.589954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:46.590047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:49.595248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:49.599330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:49.603413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:49.606992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:49.610315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:49.610391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:52.615090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:52.618622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:52.622152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:52.625574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:52.628939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:52.629012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:55.634392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:55.638459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:55.642312] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:55.645882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:55.649639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:55.649754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:58.655412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:58.659422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:58.663221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:28:58.666809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:58.670353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:58.670452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:01.675847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:01.679599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:01.683058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:01.686424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:01.690317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:01.690437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:04.696474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:04.700497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:04.705167] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:04.709768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:04.714772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:04.714998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:07.720784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:07.724609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:07.728489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:07.732942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:07.738102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:07.738318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:10.742893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:10.746346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:10.749752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:10.753218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:10.756561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:10.756668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:13.760751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:13.764059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:13.767214] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:13.770442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:13.773588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:13.773685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:16.779411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:16.783689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:16.787782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:16.792315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:16.796628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:16.796773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:19.801490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:19.805166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:19.808842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:19.812627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:19.816412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:19.816527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:22.822746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:22.826698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:22.830289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:22.835080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:22.843916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:22.844109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:25.849723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:25.853986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:25.858081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:25.861731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:25.865279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:25.865365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:28.870814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:28.874700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:28.878564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:28.882460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:28.886242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:28.886341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:31.891239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:31.894594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:31.897908] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:31.901169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:31.905602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:31.905741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:34.912177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:34.916469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:34.920065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:34.923711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:34.927249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:34.927327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:37.932965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:37.937679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:37.942457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:37.946356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:37.950288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:37.950394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:40.956182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:40.960401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:40.963872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:40.967320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:40.970802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:40.970881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:43.976413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:43.980138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:43.984032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:43.987569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:43.991048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:43.991122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:46.995531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:46.999130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:47.002510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:47.005818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:47.009233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:47.009328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:50.015851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:50.020415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:50.024014] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:50.027413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:50.030755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:50.030830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:53.035974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:53.039919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:53.043515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:53.047094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:53.050609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:53.050720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:56.057108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:56.063004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:56.068662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:56.073007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:56.077031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:56.077123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:59.081991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:59.085683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:59.089208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:29:59.093669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:59.097500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:59.097597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:02.103938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:02.109852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:02.115557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:02.121022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:02.126489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:02.126694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:05.132091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:05.136163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:05.139971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:05.143603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:05.147053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:05.147131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:08.151981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:08.155393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:08.159310] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:08.163235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:08.167423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:08.167555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:11.173570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:11.178511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:11.183257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:11.188248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:11.192958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:11.193062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:14.199372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:14.203456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:14.207825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:14.212023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:14.215543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:14.215627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:17.220876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:17.224496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:17.227778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:17.231000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:17.234236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:17.234308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:20.239657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:20.243672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:20.247963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:20.251890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:20.256527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:20.256725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:23.264070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:23.270835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:23.276779] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:23.283136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:23.289507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:23.289726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:26.294888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:26.298853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:26.302455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:26.305988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:26.309450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:26.309528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:29.314666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:29.319344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:29.323701] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:29.328344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:29.333156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:29.333282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:32.338297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:32.342458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:32.346565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:32.350745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:32.354789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:32.354898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:35.361440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:35.365940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:35.369980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:35.374032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:35.378937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:35.379114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:38.384875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:38.389952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:38.394907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:38.399747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:38.404588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:38.404731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:41.410785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:41.414687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:41.418379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:41.421729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:41.425160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:41.425238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:44.430867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:44.434265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:44.437537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:44.440868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:44.444094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:44.444166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:47.449419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:47.453180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:47.456685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:47.460259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:47.463961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:47.464052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:50.468818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:50.472826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:50.476542] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:50.480165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:50.483955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:50.484056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:53.488668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:53.492665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:53.497602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:53.501850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:53.505306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:53.505387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:56.510330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:56.514667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:56.518996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:56.523382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:56.528018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:56.528139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:59.532694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:59.536049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:59.539335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:30:59.542563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:59.545851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:59.545927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:02.551351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:02.555059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:02.559053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:02.562808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:02.566925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:02.567070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:05.573580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:05.578418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:05.583418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:05.588060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:05.592609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:05.592736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:08.598193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:08.601916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:08.606374] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:08.610470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:08.614360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:08.614458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:11.619266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:11.622956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:11.626442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:11.629881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:11.633116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:11.633195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:14.637964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:14.641684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:14.645464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:14.648950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:14.652246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:14.652323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:17.657172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:17.661218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:17.664850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:17.669015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:17.672940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:17.673055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:20.677693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:20.681087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:20.684370] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:20.687883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:20.691102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:20.691185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:23.697931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:23.703673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:23.708180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:23.711658] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:23.715127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:23.715208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:26.721284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:26.725188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:26.729619] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:26.734561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:26.738466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:26.738552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:29.744615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:29.750134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:29.754756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:29.760102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:29.764778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:29.764968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:32.770705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:32.775587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:32.779842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:32.783728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:32.787254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:32.787351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:35.791914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:35.795766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:35.799289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:35.802733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:35.806316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:35.806408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:38.812098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:38.817922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:38.822691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:38.827340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:38.831821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:38.831958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:41.836774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:41.841228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:41.846575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:41.851399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:41.855513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:41.855669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:44.861253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:44.864944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:44.868567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:44.872249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:44.875994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:44.876096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:47.881932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:47.886066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:47.889544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:47.893108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:47.897296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:47.897421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:50.902993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:50.907821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:50.911549] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:50.915538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:50.919485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:50.919574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:53.924584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:53.931671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:53.935235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:53.938525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:53.942145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:53.942216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:56.947915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:56.953003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:56.957621] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:56.961492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:56.965632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:56.965739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:59.970617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:59.974413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:59.978010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:31:59.981403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:59.984931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:59.985012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:02.989881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:02.993530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:02.997667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:03.001890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:03.005889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:03.006000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:06.014018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:06.017701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:06.021183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:06.024565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:06.028158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:06.028263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:09.033071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:09.037509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:09.041118] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:09.044784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:09.048468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:09.048599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:12.055317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:12.060099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:12.064845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:12.069763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:12.074469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:12.074574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:15.080684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:15.085574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:15.090774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:15.095716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:15.100905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:15.101051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:18.106045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:18.109765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:18.113742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:18.117529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:18.121023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:18.121106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:21.126827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:21.130533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:21.135485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:21.139919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:21.144973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:21.145166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:24.150008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:24.153620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:24.157254] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:24.160735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:24.164238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:24.164338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:27.169685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:27.173265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:27.176755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:27.180802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:27.184503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:27.184586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:30.188814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:30.192217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:30.195486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:30.198735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:30.201999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:30.202074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:33.207164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:33.211446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:33.215401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:33.219022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:33.222355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:33.222435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:36.229237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:36.233191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:36.237091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:36.240903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:36.244678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:36.244766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:39.250945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:39.254913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:39.258669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:39.263554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:39.268015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:39.268127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:42.273900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:42.279004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:42.283034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:42.286993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:42.290919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:42.291068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:45.295407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:45.298787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:45.301975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:45.305130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:45.309228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:45.309448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:48.314436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:48.317980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:48.321561] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:48.326269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:48.330873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:48.330962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:51.336224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:51.339555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:51.342761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:51.345951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:51.350292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:51.350414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:54.357221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:54.360986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:54.364624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:54.369520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:54.373582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:54.373708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:57.378221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:57.381595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:57.384877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:32:57.388191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:57.391430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:57.391506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:00.396017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:00.399593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:00.403079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:00.407508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:00.412389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:00.412584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:03.418957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:03.424539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:03.429857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:03.435123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:03.439364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:03.439451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:06.444077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:06.447969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:06.451633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:06.455257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:06.458850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:06.458946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:09.464791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:09.469170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:09.472918] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:09.476927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:09.481383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:09.481499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:12.488291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:12.493663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:12.498359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:12.502803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:12.507482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:12.507617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:15.514531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:15.519488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:15.523267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:15.526920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:15.535072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:15.535183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:18.540320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:18.544487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:18.548709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:18.552890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:18.556940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:18.557140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:21.562541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:21.566413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:21.569956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:21.573197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:21.576481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:21.576557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:24.581850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:24.585359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:24.588711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:24.592263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:24.595600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:24.595713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:27.600333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:27.603767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:27.607152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:27.610537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:27.614075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:27.614184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:30.620383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:30.624163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:30.627817] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:30.631581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:30.635502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:30.635595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:33.641502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:33.645231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:33.649603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:33.653468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:33.656999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:33.657105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:36.663108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:36.667571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:36.671621] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:36.675201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:36.678671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:36.678774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:39.683326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:39.687406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:39.690856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:39.694180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:39.697908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:39.697984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:42.705328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:42.715163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:42.721550] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:42.727910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:42.734093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:42.734261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:45.740383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:45.745366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:45.749762] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:45.754126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:45.759303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:45.759553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:48.766160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:48.770749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:48.774402] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:48.778198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:48.781960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:48.782044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:51.788269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:51.792216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:51.795810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:51.799374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:51.804577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:51.804755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:54.811271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:54.817305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:54.822529] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:54.827238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:54.832612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:54.832851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:57.838227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:57.842929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:57.847306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:33:57.851112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:57.854760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:57.854839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:00.859807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:00.863811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:00.867752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:00.873840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:00.879451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:00.879602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:03.885578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:03.890083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:03.894134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:03.898023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:03.901474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:03.901563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:06.907759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:06.913148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:06.917842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:06.922030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:06.925988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:06.926096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:09.930822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:09.934530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:09.938085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:09.941508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:09.945024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:09.945107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:12.949929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:12.953416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:12.956851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:12.960198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:12.963623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:12.963748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:15.968900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:15.972683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:15.976344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:15.980199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:15.984728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:15.984832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:18.990214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:18.994054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:18.997838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:19.001524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:19.005505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:19.005619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:22.010315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:22.013809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:22.017264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:22.020534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:22.023802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:22.023885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:25.028439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:25.031814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:25.035313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:25.038899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:25.042456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:25.042529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:28.048593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:28.052513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:28.057343] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:28.061533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:28.065149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:28.065231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:31.070247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:31.073946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:31.077249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:31.080465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:31.083904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:31.083981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:34.090536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:34.096044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:34.100269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:34.104878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:34.109360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:34.109443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:37.114577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:37.118284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:37.121997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:37.125408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:37.130157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:37.130347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:40.136795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:40.142313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:40.146774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:40.150810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:40.154556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:40.154678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:43.161759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:43.166452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:43.170463] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:43.174974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:43.179535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:43.179633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:46.185362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:46.189400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:46.193360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:46.197400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:46.201360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:46.201438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:49.206576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:49.210289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:49.215343] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:49.219502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:49.222943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:49.223020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:52.229585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:52.233784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:52.237356] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:52.241077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:52.245516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:52.245620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:55.250502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:55.254413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:55.257957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:55.261238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:55.264448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:55.264522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:58.269167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:58.272548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:58.275808] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:34:58.279119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:58.283073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:58.283193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:01.289297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:01.295520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:01.301174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:01.306698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:01.311839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:01.311980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:04.317612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:04.321605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:04.325632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:04.330505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:04.334838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:04.335001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:07.340026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:07.343464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:07.346669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:07.350112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:07.353424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:07.353497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:10.358631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:10.362331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:10.366051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:10.369791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:10.374124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:10.374234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:13.380177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:13.384317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:13.387961] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:13.391454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:13.395010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:13.395089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:16.399436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:16.403007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:16.406556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:16.410135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:16.413485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:16.413565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:19.418981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:19.422903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:19.426521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:19.430085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:19.433325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:19.433400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:22.438026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:22.441486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:22.444850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:22.448162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:22.451439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:22.451525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:25.456361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:25.460162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:25.463877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:25.467708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:25.471472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:25.471581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:28.476867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:28.480762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:28.484916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:28.488707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:28.492479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:28.492579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:31.499054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:31.503569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:31.508132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:31.512474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:31.517100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:31.517271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:34.523917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:34.529484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:34.533545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:34.537274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:34.541046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:34.541153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:37.547570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:37.552957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:37.557803] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:37.562727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:37.567907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:37.568055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:40.574817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:40.579552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:40.584277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:40.588868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:40.593980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:40.594110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:43.599766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:43.603630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:43.607328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:43.610857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:43.614630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:43.614740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:46.619501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:46.623119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:46.626366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:46.629853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:46.633288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:46.633388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:49.638607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:49.642531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:49.646996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:49.651463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:49.655639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:49.655835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:52.661719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:52.666757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:52.670406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:52.673923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:52.677369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:52.677462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:55.683166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:55.688195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:55.694274] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:55.700282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:55.706102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:55.706255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:58.711241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:58.715245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:58.718858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:35:58.722303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:58.726001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:58.726096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:01.732546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:01.737194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:01.740812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:01.745422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:01.749698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:01.749799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:04.754531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:04.757983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:04.761295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:04.764530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:04.767930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:04.768013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:07.773167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:07.776884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:07.780344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:07.784357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:07.788145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:07.788247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:10.792346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:10.795692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:10.798975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:10.802167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:10.805532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:10.805614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:13.811465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:13.816875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:13.821931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:13.827080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:13.834380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:13.834474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:16.839775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:16.844117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:16.848013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:16.852747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:16.857255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:16.857424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:19.862182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:19.865908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:19.869876] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:19.873789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:19.877616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:19.877762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:22.883004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:22.886831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:22.890979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:22.894724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:22.898075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:22.898152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:25.903351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:25.907609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:25.912040] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:25.916062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:25.920232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:25.920356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:28.925210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:28.928761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:28.932124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:28.935592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:28.938992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:28.939071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:31.943617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:31.946962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:31.950201] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:31.953406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:31.956608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:31.956712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:34.961600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:34.965356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:34.968900] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:34.972312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:34.976433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:34.976564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:37.982723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:37.987535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:37.992019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:37.996215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:38.000401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:38.000502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:41.005477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:41.009095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:41.012546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:41.015883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:41.019309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:41.019395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:44.027006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:44.033035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:44.039098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:44.043933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:44.048735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:44.048879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:47.054236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:47.058074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:47.061828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:47.065405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:47.069150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:47.069267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:50.074288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:50.078419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:50.082349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:50.086302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:50.090227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:50.090318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:53.095200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:53.099293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:53.103037] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:53.106361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:53.109665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:53.109741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:56.114473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:56.118175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:56.121813] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:56.125542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:56.129369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:56.129474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:59.134130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:59.137974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:59.141769] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:36:59.145457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:59.149212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:59.149311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:02.155628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:02.160013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:02.163840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:02.168768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:02.173776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:02.173943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:05.178541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:05.182344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:05.185972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:05.189371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:05.192747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:05.192843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:08.197675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:08.201265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:08.204728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:08.207940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:08.211160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:08.211234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:11.216865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:11.220746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:11.224139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:11.227824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:11.231727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:11.231798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:14.236595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:14.240379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:14.244067] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:14.247543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:14.251201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:14.251290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:17.257637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:17.262734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:17.267667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:17.272995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:17.277984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:17.278116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:20.283339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:20.287032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:20.290385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:20.293689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:20.296924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:20.297029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:23.302336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:23.306062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:23.309636] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:23.313395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:23.317110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:23.317185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:26.321909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:26.325657] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:26.329345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:26.332855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:26.336251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:26.336338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:29.340870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:29.344167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:29.347385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:29.350549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:29.353799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:29.353880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:32.359026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:32.362743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:32.366706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:32.370482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:32.373990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:32.374080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:35.382282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:35.388615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:35.393714] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:35.399019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:35.404811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:35.404979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:38.409792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:38.413484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:38.416994] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:38.420523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:38.424184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:38.424278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:41.429743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:41.433579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:41.437170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:41.441076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:41.444857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:41.444951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:44.451446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:44.456887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:44.462791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:44.466367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:44.469801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:44.469882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:47.476401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:47.480588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:47.485606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:47.490541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:47.494904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:47.495004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:50.499891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:50.503345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:50.506685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:50.509993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:50.513352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:50.513449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:53.518322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:53.521660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:53.524980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:53.528480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:53.531767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:53.531852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:56.536052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:56.539479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:56.542872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:56.546143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:56.549476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:56.549550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:59.554880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:59.559247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:59.563185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:37:59.566950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:59.570594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:59.570695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:02.576200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:02.579964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:02.583783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:02.587573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:02.591059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:02.591145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:05.597338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:05.602114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:05.606047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:05.609980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:05.614972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:05.615291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:08.620800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:08.624913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:08.628415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:08.631921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:08.635409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:08.635483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:11.641589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:11.646330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:11.651059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:11.655328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:11.660036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:11.660210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:14.665886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:14.669603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:14.673149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:14.676522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:14.680073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:14.680166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:17.685433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:17.689158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:17.692716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:17.696131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:17.699816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:17.699907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:20.705469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:20.709221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:20.713010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:20.718854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:20.723095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:20.723208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:23.731258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:23.736011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:23.740586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:23.745427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:23.749831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:23.749939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:26.754601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:26.758058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:26.761385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:26.764867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:26.768206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:26.768350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:29.774576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:29.780055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:29.784851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:29.788929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:29.792767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:29.792854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:32.798917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:32.803931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:32.808732] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:32.813284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:32.817885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:32.818000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:35.824139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:35.829395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:35.834710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:35.840019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:35.845436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:35.845590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:38.851722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:38.855938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:38.860945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:38.866158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:38.870795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:38.870951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:41.876615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:41.880424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:41.883596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:41.886761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:41.889956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:41.890028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:44.896497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:44.901283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:44.906007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:44.910691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:44.916035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:44.916242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:47.921544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:47.925501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:47.929401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:47.933305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:47.937055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:47.937160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:50.942400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:50.946606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:50.950541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:50.954223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:50.958237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:50.958367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:53.963335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:53.966935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:53.970531] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:53.974086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:53.977535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:53.977623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:56.982708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:56.986448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:56.989864] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:38:56.993263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:56.996754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:56.996841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:00.003272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:00.008669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:00.013631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:00.020294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:00.026172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:00.026317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:03.032682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:03.037381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:03.043234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:03.048178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:03.051914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:03.051991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:06.056906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:06.060592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:06.063992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:06.067467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:06.070823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:06.070910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:09.075563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:09.079741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:09.083564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:09.087441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:09.091261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:09.091356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:12.097543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:12.101815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:12.106348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:12.111312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:12.115550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:12.115691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:15.122343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:15.126904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:15.130660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:15.134108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:15.137577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:15.137683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:18.143546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:18.148073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:18.151673] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:18.155364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:18.159349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:18.159428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:21.164394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:21.168593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:21.172925] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:21.177537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:21.181757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:21.181874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:24.188237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:24.192092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:24.195712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:24.199374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:24.202960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:24.203054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:27.210198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:27.215167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:27.219920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:27.225158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:27.229738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:27.229888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:30.234295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:30.237696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:30.240967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:30.244290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:30.248332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:30.248420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:33.253441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:33.257339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:33.260633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:33.264118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:33.267857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:33.267929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:36.273317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:36.277159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:36.280468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:36.283856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:36.288368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:36.288454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:39.296393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:39.301965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:39.306929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:39.311811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:39.316987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:39.317138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:42.323429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:42.328491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:42.333340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:42.337698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:42.342879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:42.343057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:45.349321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:45.353966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:45.358369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:45.362806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:45.366420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:45.366504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:48.371260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:48.375077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:48.379597] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:48.383382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:48.387172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:48.387285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:51.392330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:51.397267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:51.402372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:51.407285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:51.412052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:51.412173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:54.417699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:54.422190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:54.427347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:54.432415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:54.437794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:54.437921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:57.442763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:57.446499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:57.450122] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:39:57.454171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:57.458201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:57.458320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:00.464435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:00.468238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:00.472199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:00.475847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:00.479333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:00.479424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:03.484873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:03.489086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:03.493016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:03.496991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:03.500822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:03.500918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:06.505566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:06.509033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:06.512251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:06.515976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:06.519504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:06.519584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:09.524678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:09.528347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:09.531734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:09.535106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:09.538971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:09.539048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:12.545492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:12.551265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:12.555913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:12.560794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:12.564976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:12.565073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:15.571545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:15.576289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:15.580291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:15.583678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:15.587887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:15.587967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:18.596061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:18.602803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:18.610836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:18.617769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:18.623305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:18.623466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:21.629274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:21.632957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:21.636494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:21.640147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:21.643781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:21.643874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:24.650203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:24.654488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:24.658691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:24.662365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:24.665936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:24.666032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:27.671451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:27.674855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:27.678100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:27.681390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:27.684572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:27.684665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:30.689735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:30.693061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:30.697557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:30.701575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:30.705051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:30.705131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:33.711708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:33.717262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:33.723096] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:33.728521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:33.733799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:33.733958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:36.738698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:36.742059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:36.745519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:36.748872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:36.752225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:36.752301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:39.757497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:39.762388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:39.767575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:39.772469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:39.777439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:39.777582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:42.782247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:42.785873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:42.789788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:42.793316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:42.796789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:42.796876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:45.803021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:45.808750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:45.813329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:45.817478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:45.821115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:45.821208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:48.827882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:48.833178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:48.837384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:48.841518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:48.844940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:48.845027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:51.851356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:51.860624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:51.865775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:51.869513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:51.873039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:51.873122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:54.878254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:54.881737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:54.885497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:54.889260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:54.893596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:54.893717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:57.899211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:57.903825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:57.907436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:40:57.912304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:57.917429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:57.917568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:00.922267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:00.925931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:00.929575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:00.933281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:00.937121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:00.937222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:03.943869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:03.948394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:03.952914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:03.956909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:03.960694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:03.960781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:06.966631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:06.971127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:06.975471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:06.979894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:06.984418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:06.984545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:09.990875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:09.995580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:10.000065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:10.004272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:10.008951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:10.009097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:13.014297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:13.018315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:13.022098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:13.026522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:13.031280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:13.031407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:16.041250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:16.045850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:16.051499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:16.056895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:16.061348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:16.061449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:19.067205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:19.071893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:19.076406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:19.080805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:19.085489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:19.085596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:22.091836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:22.097244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:22.102113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:22.106685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:22.111154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:22.111250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:25.117371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:25.122576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:25.127510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:25.133165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:25.138031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:25.138191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:28.143209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:28.146606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:28.149945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:28.153197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:28.157112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:28.157238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:31.161747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:31.165174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:31.169492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:31.173248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:31.176828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:31.176941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:34.181752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:34.185453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:34.189021] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:34.192568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:34.196137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:34.196217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:37.202080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:37.207039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:37.211995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:37.216728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:37.220684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:37.220787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:40.227000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:40.234583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:40.240822] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:40.246747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:40.251398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:40.251489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:43.257292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:43.261389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:43.266786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:43.271555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:43.275381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:43.275464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:46.280920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:46.284731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:46.288471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:46.292378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:46.295784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:46.295864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:49.302591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:49.307352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:49.312545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:49.318294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:49.323359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:49.323503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:52.329155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:52.332775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:52.336382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:52.340023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:52.343580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:52.343701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:55.349631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:55.353338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:55.356927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:55.360548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:55.364579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:55.364710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:58.368914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:58.373557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:58.378247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:41:58.382929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:58.386809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:58.386908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:01.392684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:01.397860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:01.402948] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:01.407821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:01.412714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:01.412851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:04.418083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:04.422278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:04.426172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:04.430287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:04.433830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:04.433901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:07.439778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:07.443846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:07.449250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:07.454808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:07.460118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:07.460269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:10.470569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:10.476141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:10.481351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:10.486327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:10.491001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:10.491147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:13.496907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:13.501075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:13.504853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:13.508632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:13.512566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:13.512691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:16.516654] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:16.520020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:16.523221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:16.526408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:16.529609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:16.529700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:19.535034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:19.538879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:19.542317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:19.545573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:19.548820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:19.548898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:22.554441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:22.559197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:22.563521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:22.567535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:22.571070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:22.571171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:25.576947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:25.582131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:25.586880] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:25.591702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:25.596026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:25.596321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:28.600408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:28.603774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:28.607048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:28.610461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:28.613883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:28.613961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:31.618866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:31.622842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:31.626364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:31.630058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:31.633790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:31.633884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:34.639621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:34.644063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:34.648074] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:34.652384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:34.656137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:34.656252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:37.660936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:37.664913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:37.668815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:37.672352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:37.675871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:37.675967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:40.681370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:40.685336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:40.689274] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:40.693311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:40.697174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:40.697269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:43.701970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:43.705404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:43.708775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:43.712080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:43.715321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:43.715394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:46.721787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:46.726150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:46.730149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:46.734060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:46.738347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:46.738483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:49.744586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:49.748586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:49.752959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:49.756774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:49.760262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:49.760352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:52.765855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:52.770437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:52.774601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:52.778947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:52.783158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:52.783263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:55.788442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:55.791895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:55.795285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:55.799050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:55.802354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:55.802441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:58.807054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:58.810676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:58.814132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:42:58.817802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:58.821658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:58.821758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:01.828421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:01.834487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:01.840672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:01.846127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:01.851620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:01.851754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:04.856800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:04.861611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:04.865767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:04.869602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:04.873358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:04.873470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:07.879327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:07.884361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:07.889269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:07.894222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:07.898925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:07.899070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:10.904166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:10.907572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:10.910909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:10.914177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:10.917478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:10.917566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:13.923747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:13.927525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:13.931876] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:13.936061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:13.939799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:13.939887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:16.946698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:16.951384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:16.957349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:16.962762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:16.966749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:16.966831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:19.971950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:19.975628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:19.979196] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:19.983541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:19.987596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:19.987691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:22.992615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:22.996740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:23.000614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:23.004343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:23.008313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:23.008428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:26.015185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:26.020588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:26.025851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:26.031000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:26.035818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:26.035947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:29.041300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:29.044872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:29.048243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:29.051565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:29.054850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:29.054921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:32.061066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:32.066263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:32.071682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:32.075825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:32.079562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:32.079669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:35.084541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:35.091068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:35.094847] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:35.098262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:35.101626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:35.101714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:38.106501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:38.109903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:38.113127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:38.116315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:38.119603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:38.119691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:41.124788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:41.128226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:41.131477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:41.134788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:41.138055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:41.138131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:44.142945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:44.146706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:44.151361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:44.155267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:44.162380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:44.162488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:47.167361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:47.171470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:47.175286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:47.179190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:47.183032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:47.183149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:50.187821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:50.191622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:50.195353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:50.199051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:50.202594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:50.202706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:53.208246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:53.212302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:53.216466] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:53.220831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:53.224823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:53.224940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:56.232979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:56.238975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:56.244189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:56.248920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:56.254313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:56.254562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:59.260770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:59.265478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:59.269584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:43:59.273497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:59.277325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:59.277610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:02.285356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:02.290953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:02.296002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:02.300394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:02.305041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:02.305177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:05.311680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:05.315862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:05.319539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:05.323575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:05.327414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:05.327511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:08.333959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:08.338338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:08.342372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:08.346808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:08.351763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:08.351873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:11.359359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:11.365148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:11.370081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:11.376127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:11.381169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:11.381308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:14.386851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:14.391392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:14.395541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:14.401121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:14.406151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:14.406283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:17.412366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:17.417248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:17.421964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:17.426852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:17.431626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:17.431763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:20.436855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:20.440794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:20.444807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:20.448557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:20.451895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:20.451981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:23.457248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:23.461205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:23.464715] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:23.468119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:23.471352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:23.471428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:26.475878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:26.479253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:26.482500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:26.485759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:26.489053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:26.489131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:29.493496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:29.497014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:29.500442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:29.503777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:29.507010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:29.507086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:32.512243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:32.515927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:32.519464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:32.522983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:32.527520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:32.527635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:35.532455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:35.536190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:35.539805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:35.543369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:35.546909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:35.547045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:38.551891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:38.555261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:38.558485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:38.561765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:38.564962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:38.565034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:41.570265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:41.575068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:41.578798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:41.583137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:41.587499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:41.587633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:44.592378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:44.595707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:44.598936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:44.602083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:44.605827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:44.605897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:47.614336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:47.623669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:47.629792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:47.635857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:47.641735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:47.641886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:50.647910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:50.652494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:50.656744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:50.660755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:50.666152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:50.666370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:53.671530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:53.675850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:53.679573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:53.684162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:53.687914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:53.687992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:56.692512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:56.696016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:56.699624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:56.703669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:56.707335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:56.707412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:59.713634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:59.718292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:59.723449] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:44:59.729091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:59.734230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:59.734383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:02.739806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:02.743806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:02.747557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:02.751625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:02.756393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:02.756507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:05.761271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:05.764997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:05.769511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:05.773522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:05.777200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:05.777269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:08.783267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:08.788687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:08.793175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:08.797521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:08.801041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:08.801116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:11.805305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:11.808704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:11.812057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:11.815315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:11.818571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:11.818665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:14.823293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:14.826767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:14.830081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:14.833279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:14.836444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:14.836517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:17.841068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:17.844517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:17.847937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:17.851446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:17.854810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:17.854884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:20.859409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:20.863122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:20.866940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:20.871210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:20.875088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:20.875177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:23.880386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:23.883876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:23.887252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:23.890761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:23.894030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:23.894103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:26.899597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:26.903567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:26.907327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:26.911124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:26.915092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:26.915189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:29.920410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:29.924706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:29.928860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:29.933053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:29.937061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:29.937178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:32.941896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:32.945401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:32.948777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:32.952380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:32.955754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:32.955838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:35.963873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:35.969522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:35.973900] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:35.978824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:35.984030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:35.984166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:38.988485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:38.992331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:38.996051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:38.999336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:39.002874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:39.002965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:42.007814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:42.011230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:42.014496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:42.017719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:42.020881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:42.020951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:45.025672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:45.029510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:45.032888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:45.036418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:45.040118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:45.040205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:48.045094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:48.048872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:48.052385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:48.056165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:48.059722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:48.059827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:51.064604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:51.068044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:51.071299] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:51.074571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:51.077833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:51.077910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:54.082712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:54.086425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:54.090240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:54.093950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:54.097476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:54.097563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:57.103851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:57.108806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:57.113663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:45:57.117794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:57.121260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:57.121340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:00.126359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:00.130454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:00.134223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:00.138031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:00.141808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:00.141922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:03.147112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:03.150708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:03.154137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:03.157585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:03.161004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:03.161096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:06.166285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:06.170174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:06.173783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:06.177357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:06.180875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:06.180964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:09.186526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:09.190470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:09.194359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:09.198012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:09.201627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:09.201763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:12.207231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:12.211520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:12.214940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:12.218395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:12.223249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:12.223413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:15.228825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:15.232729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:15.236059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:15.239461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:15.243255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:15.243333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:18.248762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:18.252869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:18.256612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:18.260477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:18.264338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:18.264458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:21.271333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:21.275457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:21.279606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:21.283631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:21.287418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:21.287531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:24.294321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:24.299756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:24.303923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:24.308148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:24.311963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:24.312037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:27.316854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:27.320855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:27.324479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:27.328022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:27.332044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:27.332135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:30.337371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:30.341517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:30.345524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:30.349460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:30.353380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:30.353480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:33.358318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:33.362338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:33.366162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:33.369860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:33.373459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:33.373574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:36.378391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:36.382387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:36.386243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:36.390820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:36.394762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:36.394850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:39.400792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:39.405923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:39.410067] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:39.414613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:39.419092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:39.419189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:42.423345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:42.429071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:42.433722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:42.438383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:42.442634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:42.442812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:45.448507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:45.452681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:45.456338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:45.460244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:45.463908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:45.463987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:48.470777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:48.475812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:48.480496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:48.484429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:48.489943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:48.490139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:51.496027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:51.500160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:51.503670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:51.507199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:51.510967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:51.511073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:54.517423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:54.522213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:54.526258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:54.530204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:54.533965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:54.534050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:57.539937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:57.543788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:57.547689] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:46:57.551309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:57.554848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:57.554925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:00.560823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:00.565391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:00.569359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:00.573961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:00.577926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:00.578007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:03.582753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:03.586550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:03.590403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:03.594027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:03.597784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:03.597882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:06.603974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:06.609016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:06.614494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:06.618977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:06.623006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:06.623079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:09.629029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:09.632684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:09.636305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:09.639929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:09.645148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:09.645313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:12.650895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:12.654312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:12.657553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:12.660922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:12.665279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:12.665412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:15.671054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:15.674957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:15.678593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:15.682489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:15.685976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:15.686052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:18.691512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:18.696068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:18.700597] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:18.704608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:18.708472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:18.708666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:21.713775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:21.717410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:21.721193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:21.724797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:21.728431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:21.728550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:24.733670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:24.738024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:24.742212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:24.746430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:24.750475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:24.750568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:27.755898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:27.760349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:27.763888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:27.767378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:27.770753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:27.770850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:30.777036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:30.782354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:30.787733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:30.793118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:30.798619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:30.798802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:33.805677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:33.810747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:33.814355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:33.820790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:33.825373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:33.825556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:36.831265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:36.835415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:36.839230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:36.842740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:36.846081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:36.846159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:39.851344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:39.854899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:39.858342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:39.862425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:39.866074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:39.866152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:42.871402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:42.874878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:42.878239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:42.881574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:42.885010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:42.885092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:45.890404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:45.894018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:45.897586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:45.901207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:45.904895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:45.904974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:48.909407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:48.912831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:48.916089] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:48.919401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:48.922637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:48.922739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:51.927798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:51.932284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:51.936475] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:51.940169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:51.944883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:51.945048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:54.949335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:54.952690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:54.956012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:54.959292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:54.962472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:54.962545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:57.967568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:57.970973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:57.974258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:47:57.977550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:57.980758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:57.980829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:00.985563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:00.989493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:00.993468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:00.997301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:01.000757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:01.000856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:04.005856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:04.009746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:04.013664] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:04.017580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:04.021090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:04.021180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:07.026039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:07.030009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:07.033571] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:07.037614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:07.041173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:07.041282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:10.046786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:10.050696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:10.055499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:10.060907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:10.064782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:10.064862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:13.072289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:13.079018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:13.086229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:13.094060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:13.101279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:13.101454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:16.106594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:16.110305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:16.113744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:16.117310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:16.120819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:16.120898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:19.127743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:19.133008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:19.137382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:19.141663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:19.145305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:19.145389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:22.150454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:22.154794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:22.159015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:22.163566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:22.167742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:22.167871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:25.174518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:25.179284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:25.183403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:25.187463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:25.190971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:25.191051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:28.197010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:28.200869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:28.204385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:28.208824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:28.212699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:28.212783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:31.218553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:31.222331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:31.225954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:31.229795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:31.233586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:31.233729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:34.239395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:34.243032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:34.246597] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:34.250277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:34.253726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:34.253812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:37.259296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:37.262896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:37.266245] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:37.269664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:37.273033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:37.273110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:40.279065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:40.284308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:40.289636] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:40.294357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:40.298591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:40.298772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:43.305482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:43.310409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:43.314521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:43.318168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:43.321547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:43.321625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:46.326359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:46.330061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:46.333503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:46.336766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:46.340120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:46.340194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:49.344899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:49.348488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:49.351860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:49.355217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:49.359663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:49.359793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:52.364589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:52.368434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:52.372187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:52.375992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:52.379674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:52.379769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:55.386024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:55.391380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:55.396598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:55.401860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:55.407020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:55.407172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:58.411479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:58.415013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:58.418971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:48:58.422727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:58.426018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:58.426092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:01.431021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:01.435487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:01.439043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:01.442614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:01.446121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:01.446196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:04.452008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:04.456078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:04.462165] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:04.466100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:04.469811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:04.469898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:07.475201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:07.478873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:07.482544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:07.485944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:07.489435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:07.489542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:10.495680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:10.501565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:10.506961] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:10.512245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:10.518001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:10.518144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:13.522976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:13.526792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:13.530042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:13.533517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:13.537875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:13.538046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:16.544579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:16.548328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:16.552249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:16.556632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:16.560712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:16.560791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:19.565509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:19.569404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:19.572978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:19.576599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:19.581343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:19.581469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:22.587906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:22.591921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:22.595314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:22.598722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:22.602099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:22.602176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:25.607630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:25.611562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:25.615764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:25.619626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:25.623223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:25.623318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:28.628141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:28.631706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:28.635218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:28.638805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:28.642347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:28.642451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:31.648230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:31.652517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:31.656533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:31.660310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:31.664798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:31.664941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:34.670619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:34.674394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:34.677914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:34.681223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:34.685180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:34.685268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:37.690417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:37.695825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:37.701711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:37.706818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:37.711472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:37.711571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:40.716361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:40.720004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:40.723513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:40.726872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:40.730308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:40.730397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:43.735423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:43.739575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:43.743936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:43.747951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:43.751970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:43.752088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:46.758601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:46.764480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:46.768586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:46.771937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:46.775615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:46.775727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:49.781344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:49.785333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:49.789147] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:49.793207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:49.798358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:49.798518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:52.803449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:52.807902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:52.811970] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:52.815457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:52.819020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:52.819098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:55.824752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:55.828570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:55.832440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:55.836364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:55.840420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:55.840506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:58.845023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:58.848809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:58.852604] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:49:58.856097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:58.860176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:58.860265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:01.866598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:01.872507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:01.878615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:01.884694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:01.890897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:01.891089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:04.895915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:04.899919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:04.903820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:04.907743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:04.911580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:04.911698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:07.916560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:07.920469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:07.925157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:07.929185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:07.932850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:07.932929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:10.938228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:10.942322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:10.946719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:10.950461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:10.954061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:10.954160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:13.959086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:13.963323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:13.967576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:13.971676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:13.975696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:13.975790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:16.982262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:16.986948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:16.992053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:16.997357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:17.002434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:17.002561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:20.008430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:20.012000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:20.015528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:20.018933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:20.022511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:20.022586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:23.027532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:23.030897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:23.034158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:23.037410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:23.040589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:23.040681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:26.046803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:26.051326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:26.055565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:26.058874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:26.062170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:26.062243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:29.067637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:29.071774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:29.075620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:29.079388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:29.083441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:29.083574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:32.090934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:32.094680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:32.097994] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:32.101308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:32.104944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:32.105031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:35.109970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:35.113507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:35.117016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:35.120365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:35.123775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:35.123869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:38.129238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:38.133501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:38.137676] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:38.141275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:38.145326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:38.145444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:41.150904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:41.155322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:41.159391] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:41.163161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:41.167111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:41.167213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:44.171638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:44.175283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:44.178778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:44.182237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:44.185778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:44.186047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:47.190436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:47.194185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:47.197949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:47.201427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:47.204875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:47.204969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:50.209883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:50.213835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:50.217577] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:50.221429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:50.225455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:50.225565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:53.232406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:53.237142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:53.242125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:53.246482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:53.250956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:53.251069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:56.257171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:56.262190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:56.266447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:56.270371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:56.274907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:56.275087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:59.279561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:59.283323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:59.286696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:50:59.290086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:59.293658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:59.293732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:02.299070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:02.304221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:02.313104] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:02.316952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:02.320366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:02.320438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:05.325279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:05.329201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:05.333103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:05.336617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:05.340506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:05.340603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:08.348083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:08.354434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:08.359067] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:08.364965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:08.371809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:08.371937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:11.377695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:11.381518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:11.384937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:11.388446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:11.391815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:11.391889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:14.396830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:14.400758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:14.404787] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:14.408504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:14.412097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:14.412190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:17.417608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:17.421573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:17.426013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:17.430939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:17.435983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:17.436115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:20.441435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:20.445148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:20.448777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:20.452356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:20.455891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:20.455973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:23.462344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:23.467778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:23.471566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:23.476601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:23.482007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:23.482163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:26.487602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:26.491911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:26.496153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:26.500059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:26.503711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:26.503804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:29.510094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:29.514350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:29.517872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:29.521536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:29.525168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:29.525248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:32.531348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:32.536118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:32.540323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:32.544108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:32.548774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:32.548929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:35.555418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:35.560547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:35.565337] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:35.570554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:35.575468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:35.575655] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:38.580910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:38.586397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:38.593212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:38.599206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:38.604545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:38.604700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:41.609359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:41.612846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:41.616097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:41.619507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:41.622902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:41.623000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:44.630028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:44.635278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:44.640745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:44.645271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:44.649337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:44.649440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:47.656603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:47.661693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:47.665301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:47.668689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:47.672493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:47.672570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:50.678706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:50.684488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:50.688957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:50.693050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:50.696698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:50.696773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:53.702476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:53.706685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:53.710398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:53.714320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:53.718280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:53.718373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:56.723560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:56.727196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:56.730544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:56.733914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:56.737246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:56.737324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:59.743398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:59.748598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:59.753536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:51:59.758337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:59.763152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:59.763280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:02.768292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:02.772425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:02.776305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:02.780142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:02.784954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:02.785054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:05.790232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:05.793876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:05.798084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:05.801463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:05.804895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:05.804992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:08.810191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:08.815627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:08.819800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:08.824227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:08.828262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:08.828362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:11.833742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:11.838022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:11.841661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:11.845023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:11.848915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:11.849019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:14.854491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:14.859504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:14.864141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:14.868048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:14.872158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:14.872291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:17.877147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:17.881358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:17.885634] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:17.889695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:17.893639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:17.893775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:20.900243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:20.904950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:20.909615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:20.913460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:20.917784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:20.917878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:23.924543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:23.929179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:23.933043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:23.936660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:23.940562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:23.940674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:26.945726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:26.949745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:26.953188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:26.956703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:26.960215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:26.960300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:29.965877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:29.970002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:29.973720] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:29.977856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:29.981454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:29.981527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:32.986910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:32.990541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:32.994008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:32.997414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:33.000829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:33.000922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:36.005344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:36.008669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:36.011918] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:36.015168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:36.018436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:36.018515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:39.023305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:39.026733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:39.030033] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:39.033247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:39.036460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:39.036536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:42.040837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:42.044480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:42.048070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:42.051721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:42.055102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:42.055188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:45.060224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:45.064333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:45.067835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:45.072507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:45.077449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:45.077662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:48.083627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:48.088867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:48.098302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:48.104603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:48.109086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:48.109229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:51.115185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:51.119801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:51.123708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:51.127914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:51.132175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:51.132267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:54.137845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:54.141375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:54.144544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:54.148618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:54.152263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:54.152352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:57.158194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:57.163356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:57.168413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:52:57.173384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:57.177996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:57.178129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:00.182462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:00.185844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:00.189255] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:00.192726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:00.196116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:00.196200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:03.202516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:03.207375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:03.211685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:03.215518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:03.219796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:03.219897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:06.224326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:06.227929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:06.231294] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:06.234678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:06.237960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:06.238037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:09.243800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:09.247564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:09.251503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:09.255106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:09.258749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:09.258835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:12.264127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:12.268246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:12.272325] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:12.276424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:12.280233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:12.280339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:15.286480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:15.290524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:15.294103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:15.298065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:15.301926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:15.302005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:18.307613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:18.312295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:18.316130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:18.319930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:18.323460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:18.323545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:21.328297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:21.331632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:21.334834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:21.338163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:21.341408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:21.341482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:24.349141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:24.354575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:24.359184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:24.363566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:24.367770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:24.367882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:27.373871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:27.378168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:27.381930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:27.385535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:27.389084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:27.389170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:30.394609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:30.398786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:30.402532] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:30.406539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:30.410365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:30.410474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:33.415196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:33.419026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:33.422748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:33.426334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:33.430097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:33.430211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:36.435073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:36.438871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:36.442376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:36.445887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:36.449406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:36.449499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:39.454369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:39.458150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:39.461670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:39.465185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:39.468537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:39.468633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:42.475411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:42.480303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:42.485329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:42.489613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:42.494083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:42.494216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:45.499272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:45.502734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:45.506085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:45.509422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:45.512656] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:45.512730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:48.518441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:48.522749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:48.526790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:48.531889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:48.536447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:48.536600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:51.541534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:51.546280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:51.551889] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:51.556864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:51.561145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:51.561234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:54.565804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:54.569570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:54.573320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:54.577029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:54.580762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:54.580866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:57.585549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:57.591290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:57.596059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:53:57.600213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:57.605538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:57.605714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:00.610847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:00.615270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:00.620431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:00.626422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:00.631562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:00.632018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:03.639151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:03.644973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:03.648867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:03.653004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:03.656835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:03.656916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:06.662577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:06.667138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:06.671082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:06.674503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:06.678315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:06.678393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:09.682456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:09.685865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:09.689161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:09.692432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:09.695807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:09.695882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:12.700134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:12.703987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:12.708608] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:12.712539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:12.715859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:12.715938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:15.721834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:15.726750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:15.730832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:15.734795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:15.738388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:15.738489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:18.742793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:18.747399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:18.751893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:18.755357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:18.758960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:18.759085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:21.762930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:21.766314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:21.770057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:21.773601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:21.777042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:21.777129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:24.780884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:24.784129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:24.787323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:24.790542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:24.793808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:24.793884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:27.798823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:27.802524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:27.806986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:27.810821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:27.814123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:27.814199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:30.818432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:30.822000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:30.826744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:30.831185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:30.834947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:30.835045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:33.839282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:33.842793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:33.846135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:33.849630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:33.852913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:33.853010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:36.858815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:36.862875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:36.866531] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:36.870354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:36.874229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:36.874322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:39.880196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:39.886010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:39.891160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:39.896328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:39.900881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:39.900958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:42.906717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:42.910798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:42.914436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:42.918229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:42.922371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:42.922459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:45.928047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:45.932029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:45.935628] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:45.939155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:45.943088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:45.943189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:48.949386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:48.953260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:48.958202] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:48.962634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:48.967047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:48.967153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:51.973242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:51.977593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:51.982337] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:51.986674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:51.991434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:51.991543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:54.996390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:55.001817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:55.006029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:55.009702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:55.013259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:55.013347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:58.018524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:58.022462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:58.025884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:54:58.029230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:58.032852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:58.032934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:01.037221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:01.040812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:01.044302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:01.048328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:01.051940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:01.052028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:04.056660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:04.060529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:04.064354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:04.068010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:04.071387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:04.071473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:07.075758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:07.079282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:07.082537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:07.085845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:07.089259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:07.089343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:10.093452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:10.096855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:10.100630] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:10.104001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:10.107427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:10.107525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:13.112694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:13.116448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:13.119865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:13.123205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:13.126608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:13.126704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:16.131945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:16.136069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:16.139663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:16.143067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:16.146612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:16.146706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:19.151695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:19.155349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:19.158915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:19.162276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:19.166897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:19.167045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:22.171164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:22.174764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:22.178192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:22.181463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:22.184940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:22.185024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:25.190735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:25.195119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:25.199600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:25.203970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:25.207714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:25.207829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:28.213515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:28.219213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:28.223111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:28.227300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:28.231140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:28.231235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:31.236355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:31.239971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:31.243378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:31.246892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:31.250421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:31.250519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:34.255273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:34.259361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:34.263213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:34.266957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:34.271072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:34.271165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:37.276843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:37.281907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:37.286867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:37.293098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:37.299689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:37.299869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:40.305770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:40.310385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:40.314406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:40.317900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:40.321603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:40.321698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:43.326304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:43.329705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:43.333082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:43.336340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:43.339637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:43.339726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:46.344594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:46.348570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:46.352414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:46.356201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:46.359916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:46.360029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:49.364858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:49.368683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:49.372364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:49.376263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:49.380123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:49.380218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:52.384846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:52.390232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:52.394896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:52.399098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:52.403028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:52.403116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:55.407732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:55.411199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:55.415049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:55.418598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:55.422595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:55.422756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:58.428278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:58.432105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:58.435500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:55:58.438856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:58.442616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:58.442752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:01.447403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:01.450973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:01.454615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:01.458336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:01.462588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:01.462739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:04.469045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:04.474412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:04.480088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:04.484244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:04.491892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:04.492068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:07.497096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:07.500941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:07.504264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:07.508709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:07.513108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:07.513204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:10.518749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:10.523027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:10.526431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:10.529760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:10.533071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:10.533147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:13.539246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:13.543563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:13.548453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:13.553731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:13.557811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:13.557906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:16.564719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:16.570925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:16.575165] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:16.581005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:16.585847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:16.585978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:19.592119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:19.596341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:19.599962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:19.603377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:19.606831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:19.606909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:22.612774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:22.618373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:22.623292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:22.627975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:22.632573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:22.632705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:25.637773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:25.641216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:25.645932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:25.650130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:25.653822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:25.653927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:28.659396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:28.662954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:28.666200] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:28.669399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:28.672551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:28.672623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:31.678923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:31.683190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:31.686582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:31.689866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:31.693979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:31.694233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:34.698895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:34.702322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:34.705631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:34.708952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:34.713012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:34.713086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:37.718326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:37.721933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:37.725297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:37.728678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:37.731973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:37.732067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:40.736838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:40.740248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:40.743515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:40.746752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:40.749986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:40.750061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:43.754758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:43.758209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:43.762954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:43.767699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:43.771569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:43.771679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:46.776314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:46.780115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:46.783943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:46.787779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:46.791616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:46.791766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:49.796692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:49.800088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:49.803587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:49.806853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:49.810183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:49.810259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:52.815304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:52.819726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:52.823578] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:52.827097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:52.830521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:52.830605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:55.836191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:55.840496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:55.844059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:55.847959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:55.851483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:55.851578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:58.857164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:58.862058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:58.866249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:56:58.870638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:58.875714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:58.875868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:01.880846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:01.884666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:01.888396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:01.891903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:01.895432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:01.895535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:04.901937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:04.907471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:04.911881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:04.915802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:04.919382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:04.919457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:07.925099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:07.929033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:07.932522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:07.936802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:07.941215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:07.941488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:10.946570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:10.950814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:10.954336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:10.958800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:10.962441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:10.962516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:13.967219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:13.970931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:13.975210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:13.979074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:13.982712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:13.982807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:16.987442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:16.990897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:16.994190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:16.997513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:17.001172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:17.001268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:20.006275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:20.010362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:20.015237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:20.020459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:20.024443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:20.024552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:23.030329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:23.035438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:23.039672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:23.043429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:23.047111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:23.047216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:26.052045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:26.055483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:26.058840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:26.062390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:26.065838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:26.065943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:29.071362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:29.074893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:29.078133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:29.081365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:29.084850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:29.084933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:32.093986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:32.101035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:32.108558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:32.115330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:32.122135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:32.122331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:35.128229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:35.132208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:35.135732] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:35.139267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:35.142751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:35.142831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:38.148909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:38.153421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:38.157017] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:38.160579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:38.164176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:38.164260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:41.169807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:41.173706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:41.177374] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:41.180838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:41.184204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:41.184301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:44.189075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:44.192522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:44.196058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:44.199682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:44.203102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:44.203214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:47.210569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:47.217091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:47.222824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:47.227256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:47.231482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:47.231582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:50.237422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:50.243003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:50.247181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:50.250549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:50.253972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:50.254055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:53.259983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:53.266065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:53.270681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:53.274251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:53.278274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:53.278378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:56.284392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:56.289347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:56.293685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:56.297542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:56.301417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:56.301499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:59.307528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:59.312275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:59.317234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:57:59.322321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:59.327243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:59.327365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:02.334044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:02.340742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:02.347014] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:02.353740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:02.358569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:02.358767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:05.363703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:05.367531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:05.371226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:05.374959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:05.378886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:05.378978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:08.384033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:08.388412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:08.392112] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:08.395468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:08.399256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:08.399328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:11.404497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:11.408846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:11.413596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:11.417935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:11.422189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:11.422298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:14.428310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:14.432575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:14.436406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:14.440474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:14.444448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:14.444553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:17.450173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:17.453561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:17.457122] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:17.460460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:17.463823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:17.463895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:20.468806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:20.472514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:20.475997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:20.479455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:20.482869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:20.483030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:23.488001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:23.491699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:23.495192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:23.499486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:23.503151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:23.503244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:26.509766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:26.514692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:26.518627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:26.522419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:26.526185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:26.526283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:29.532035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:29.537143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:29.542035] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:29.547791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:29.552900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:29.553035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:32.559207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:32.563325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:32.567081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:32.571927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:32.576143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:32.576231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:35.580749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:35.584692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:35.588869] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:35.592663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:35.596213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:35.596308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:38.602899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:38.607707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:38.612514] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:38.617187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:38.621836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:38.621940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:41.626691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:41.630516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:41.634016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:41.637621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:41.641278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:41.641366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:44.646149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:44.650494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:44.654764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:44.659136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:44.663089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:44.663188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:47.669461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:47.674082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:47.678171] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:47.682235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:47.687223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:47.687399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:50.693283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:50.696923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:50.701536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:50.705522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:50.709307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:50.709738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:53.715134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:53.719218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:53.723028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:53.726637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:53.730410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:53.730525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:56.735875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:56.740619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:56.745369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:56.750177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:56.755252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:56.755414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:59.759609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:59.762985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:59.766372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:58:59.769889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:59.773152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:59.773230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:02.777898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:02.781665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:02.785673] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:02.789531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:02.793199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:02.793278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:05.799223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:05.803438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:05.807122] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:05.811136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:05.814731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:05.814810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:08.819534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:08.823900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:08.828518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:08.832608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:08.836546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:08.836673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:11.841299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:11.844684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:11.847913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:11.851124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:11.854307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:11.854381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:14.859851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:14.864406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:14.868637] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:14.873292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:14.877514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:14.877996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:17.882833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:17.886380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:17.889862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:17.893416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:17.897036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:17.897127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:20.902512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:20.906745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:20.910378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:20.913775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:20.917084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:20.917159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:23.923012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:23.928252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:23.932724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:23.937100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:23.941151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:23.941258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:26.947401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:26.951811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:26.955677] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:26.959238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:26.962724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:26.962802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:29.968553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:29.972419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:29.976480] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:29.980448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:29.984382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:29.984492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:32.989887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:32.994163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:32.998047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:33.001582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:33.005249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:33.005376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:36.011790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:36.015959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:36.020598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:36.024477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:36.027781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:36.027857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:39.033632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:39.040874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:39.044983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:39.048599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:39.053017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:39.053185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:42.059697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:42.064339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:42.069070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:42.074022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:42.078490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:42.078580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:45.085223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:45.089131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:45.093957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:45.098170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:45.101754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:45.101833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:48.108157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:48.112774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:48.117300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:48.122413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:48.127221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:48.127359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:51.132207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:51.136297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:51.140202] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:51.143989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:51.148230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:51.148399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:54.153214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:54.157531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:54.161767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:54.166013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:54.170443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:54.170584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:57.175031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:57.178925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:57.182487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T05:59:57.186192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:57.189874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:57.189974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:00.199067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:00.206363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:00.214507] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:00.225794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:00.238429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:00.238606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:03.245138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:03.254231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:03.259932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:03.263869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:03.267510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:03.267601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:06.274476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:06.279456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:06.283448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:06.287527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:06.291395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:06.291494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:09.297719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:09.302990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:09.307692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:09.312238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:09.317181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:09.317377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:12.324026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:12.328607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:12.332701] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:12.336893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:12.340868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:12.340946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:15.345716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:15.349181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:15.354212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:15.358628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:15.362686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:15.362766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:18.369157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:18.374828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:18.378758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:18.382281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:18.385925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:18.386008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:21.391069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:21.395012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:21.398889] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:21.402437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:21.406155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:21.406252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:24.411005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:24.414834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:24.418439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:24.422118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:24.425856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:24.425948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:27.431432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:27.435447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:27.439478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:27.444479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:27.448445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:27.448525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:30.455474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:30.460291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:30.464510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:30.468822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:30.472779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:30.472861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:33.479898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:33.485363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:33.493259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:33.497669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:33.501389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:33.501477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:36.506731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:36.510883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:36.515086] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:36.519434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:36.524083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:36.524222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:39.530132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:39.534727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:39.540012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:39.543905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:39.547434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:39.547554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:42.552439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:42.555985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:42.559558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:42.563263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:42.566689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:42.566796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:45.572013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:45.576132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:45.580384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:45.584242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:45.588239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:45.588360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:48.594267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:48.599022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:48.603085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:48.607054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:48.610899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:48.610985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:51.615722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:51.619735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:51.623453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:51.627328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:51.631084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:51.631173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:54.636486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:54.640606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:54.644211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:54.647885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:54.651503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:54.651602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:57.657046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:57.660936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:57.665041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:00:57.668520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:57.672299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:57.672376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:00.677757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:00.682248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:00.686370] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:00.690715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:00.694968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:00.695083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:03.700034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:03.704275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:03.708377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:03.712433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:03.716352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:03.716463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:06.720965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:06.724475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:06.728204] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:06.731767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:06.735267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:06.735352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:09.742774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:09.748510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:09.752493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:09.756233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:09.760028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:09.760107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:12.767173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:12.772634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:12.778042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:12.783184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:12.788748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:12.788944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:15.793059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:15.796356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:15.799705] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:15.802994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:15.806198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:15.806273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:18.811464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:18.815123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:18.818590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:18.821920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:18.825226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:18.825320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:21.831770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:21.836862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:21.841157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:21.845709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:21.849806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:21.849923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:24.854537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:24.858926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:24.862629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:24.866428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:24.870224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:24.870315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:27.875498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:27.879375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:27.883095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:27.886545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:27.890742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:27.890888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:30.895907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:30.899241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:30.902440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:30.905618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:30.908921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:30.908996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:33.915468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:33.921538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:33.926742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:33.930762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:33.934270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:33.934343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:36.938845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:36.942388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:36.945745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:36.949245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:36.952566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:36.952686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:39.957758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:39.961399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:39.964749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:39.968695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:39.972489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:39.972574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:42.978495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:42.983607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:42.988244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:42.992171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:42.996447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:42.996549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:46.002497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:46.006625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:46.011015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:46.014909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:46.019540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:46.019729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:49.025372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:49.029344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:49.032998] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:49.037507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:49.042115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:49.042217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:52.048309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:52.052982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:52.056386] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:52.060851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:52.065852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:52.065980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:55.070723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:55.074290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:55.077656] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:55.080879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:55.084008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:55.084080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:58.088774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:58.092110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:58.095370] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:01:58.098733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:58.102475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:58.102572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:01.108909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:01.115095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:01.119333] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:01.123380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:01.128959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:01.129060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:04.134581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:04.139119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:04.143019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:04.146684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:04.150300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:04.150393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:07.155605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:07.159190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:07.162473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:07.166765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:07.170090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:07.170166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:10.177568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:10.183225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:10.187206] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:10.190724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:10.194282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:10.194363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:13.202047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:13.208586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:13.215046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:13.222828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:13.228748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:13.228926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:16.233719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:16.237393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:16.240974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:16.244512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:16.248127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:16.248226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:19.253291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:19.256941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:19.260424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:19.263755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:19.267408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:19.267509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:22.272835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:22.276775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:22.280735] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:22.284330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:22.288446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:22.288555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:25.293308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:25.296759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:25.300275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:25.303592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:25.307626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:25.307774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:28.312412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:28.316010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:28.319752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:28.323398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:28.326812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:28.326891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:31.331788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:31.335161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:31.338601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:31.341929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:31.345327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:31.345404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:34.350445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:34.354117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:34.357695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:34.361378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:34.365322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:34.365432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:37.371110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:37.375129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:37.378800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:37.382510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:37.385944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:37.386023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:40.391511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:40.395414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:40.399558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:40.403751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:40.407943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:40.408066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:43.414092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:43.419997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:43.424402] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:43.430263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:43.436075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:43.436249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:46.442381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:46.448005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:46.452697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:46.457630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:46.462292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:46.462374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:49.471961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:49.477818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:49.482778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:49.487932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:49.493047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:49.493200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:52.499730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:52.505773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:52.510685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:52.514593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:52.521237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:52.521436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:55.526535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:55.530061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:55.533267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:55.536426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:55.539694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:55.539772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:58.544335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:58.547773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:58.550973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:02:58.554201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:58.557386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:58.557463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:01.561881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:01.565947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:01.570704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:01.574863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:01.579213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:01.579343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:04.584595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:04.588133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:04.591511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:04.594900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:04.598876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:04.599000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:07.605408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:07.610606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:07.615793] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:07.620000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:07.623376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:07.623449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:10.628350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:10.631810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:10.635156] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:10.639308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:10.643049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:10.643167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:13.648597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:13.652271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:13.656051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:13.659705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:13.663101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:13.663200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:16.668326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:16.672033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:16.676105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:16.680250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:16.684356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:16.684457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:19.691408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:19.697220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:19.702665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:19.708358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:19.713396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:19.713542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:22.720824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:22.725790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:22.731328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:22.736171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:22.741513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:22.741686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:25.747141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:25.751108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:25.754838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:25.758584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:25.762210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:25.762294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:28.766888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:28.770346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:28.774047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:28.778167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:28.781521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:28.781594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:31.787362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:31.791563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:31.795164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:31.798528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:31.802100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:31.802177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:34.807667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:34.811980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:34.815545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:34.819548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:34.823448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:34.823545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:37.828249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:37.831716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:37.834953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:37.838487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:37.841967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:37.842051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:40.847372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:40.851166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:40.854835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:40.858301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:40.861837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:40.861940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:43.867337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:43.871107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:43.876150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:43.881773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:43.886201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:43.886299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:46.892486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:46.897268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:46.901676] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:46.905501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:46.909498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:46.909601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:49.915601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:49.919787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:49.923376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:49.927739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:49.931853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:49.931956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:52.936955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:52.941022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:52.944986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:52.948691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:52.952220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:52.952321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:55.957134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:55.961377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:55.965149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:55.969056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:55.973421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:55.973542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:58.978340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:58.981810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:58.985053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:03:58.988422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:58.991717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:58.991793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:01.998932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:02.005193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:02.009995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:02.013670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:02.017155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:02.017264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:05.023904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:05.029145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:05.034418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:05.038472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:05.043414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:05.043629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:08.049569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:08.053581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:08.057058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:08.060396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:08.064971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:08.065137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:11.070090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:11.074344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:11.078348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:11.082129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:11.086215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:11.086325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:14.091328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:14.094988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:14.098755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:14.102718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:14.106514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:14.106619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:17.113222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:17.118734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:17.123758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:17.128635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:17.133379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:17.133503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:20.138985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:20.142773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:20.146297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:20.149914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:20.153324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:20.153416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:23.158573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:23.162148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:23.165538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:23.169111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:23.172818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:23.172937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:26.177678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:26.181068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:26.184287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:26.188243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:26.192263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:26.192342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:29.196754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:29.200250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:29.204139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:29.211088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:29.215094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:29.215183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:32.220692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:32.224492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:32.228121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:32.231661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:32.235092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:32.235199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:35.239925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:35.243263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:35.246479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:35.249745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:35.253028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:35.253107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:38.258279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:38.261604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:38.264883] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:38.268142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:38.271348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:38.271423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:41.276417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:41.280357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:41.284001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:41.287633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:41.291306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:41.291406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:44.296814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:44.300825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:44.305821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:44.310519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:44.315226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:44.315356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:47.320208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:47.323971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:47.327576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:47.331317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:47.335496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:47.335618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:50.340855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:50.344580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:50.348032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:50.351700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:50.355243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:50.355337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:53.360020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:53.364034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:53.367495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:53.371105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:53.374662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:53.374752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:56.379873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:56.384540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:56.389553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:56.394073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:56.399105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:56.399207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:59.404118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:59.407811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:59.411912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:04:59.415600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:59.419174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:59.419274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:02.425472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:02.431411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:02.436712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:02.440836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:02.446694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:02.446844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:05.452182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:05.456231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:05.460313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:05.464351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:05.468253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:05.468347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:08.473999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:08.479022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:08.483952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:08.488176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:08.492572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:08.492711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:11.497549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:11.501367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:11.505351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:11.509134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:11.512879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:11.512967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:14.520107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:14.525311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:14.530553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:14.534721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:14.538274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:14.538360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:17.543796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:17.547309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:17.550587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:17.554701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:17.558488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:17.558608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:20.563717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:20.567265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:20.571032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:20.574707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:20.578547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:20.578692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:23.583928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:23.589057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:23.594102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:23.598151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:23.602513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:23.602856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:26.608457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:26.612616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:26.616200] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:26.619588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:26.622980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:26.623063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:29.627526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:29.630943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:29.634236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:29.637471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:29.640814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:29.640889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:32.648212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:32.657221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:32.662627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:32.667436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:32.672334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:32.672455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:35.677258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:35.681432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:35.685298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:35.688970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:35.692590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:35.692722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:38.697998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:38.701780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:38.705254] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:38.708595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:38.712185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:38.712273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:41.717576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:41.722206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:41.725798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:41.729355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:41.733385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:41.733506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:44.738228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:44.741936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:44.745410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:44.749029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:44.752368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:44.752452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:47.757796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:47.761377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:47.764995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:47.768941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:47.772696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:47.772798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:50.777825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:50.782029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:50.786564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:50.790692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:50.794826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:50.794918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:53.800843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:53.805389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:53.809823] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:53.816029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:53.821131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:53.821281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:56.827738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:56.832174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:56.837274] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:56.842349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:56.846345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:56.846436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:59.852259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:59.856936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:59.861916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:05:59.866387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:59.870821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:59.870946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:02.876025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:02.879602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:02.882951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:02.886296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:02.889680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:02.889753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:05.894696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:05.898466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:05.901988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:05.905456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:05.909032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:05.909119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:08.914628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:08.918381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:08.922205] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:08.925856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:08.929532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:08.929666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:11.934538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:11.938454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:11.942783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:11.946942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:11.951125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:11.951252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:14.956608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:14.963255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:14.966758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:14.970445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:14.974341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:14.974441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:17.979419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:17.982858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:17.986145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:17.989590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:17.992926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:17.993001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:20.997694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:21.001142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:21.004458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:21.007993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:21.011542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:21.011666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:24.016503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:24.020375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:24.023957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:24.027597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:24.031197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:24.031289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:27.038048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:27.043483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:27.048870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:27.053499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:27.058087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:27.058268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:30.063055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:30.066484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:30.069764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:30.072947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:30.076149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:30.076222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:33.081505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:33.085236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:33.089783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:33.093707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:33.098365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:33.098492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:36.106481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:36.112106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:36.116681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:36.120284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:36.123761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:36.123846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:39.128940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:39.132990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:39.137122] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:39.141893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:39.146100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:39.146191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:42.152052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:42.157501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:42.162054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:42.166442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:42.170663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:42.170785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:45.176618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:45.181939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:45.186912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:45.191064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:45.194986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:45.195091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:48.200452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:48.205635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:48.210986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:48.215809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:48.219939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:48.220062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:51.225099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:51.229397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:51.233832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:51.238018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:51.241667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:51.241752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:54.247920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:54.253170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:54.258123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:54.262426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:54.266550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:54.266664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:57.272782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:57.277133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:57.281143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:06:57.284990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:57.289013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:57.289106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:00.294062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:00.298115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:00.301511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:00.305050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:00.308433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:00.308519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:03.313260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:03.317209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:03.321150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:03.324822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:03.328609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:03.328755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:06.333451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:06.336965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:06.340441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:06.344247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:06.348184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:06.348283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:09.352492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:09.355829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:09.359065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:09.362286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:09.365542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:09.365617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:12.371103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:12.374920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:12.378789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:12.382778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:12.386893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:12.387008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:15.392489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:15.396142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:15.400025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:15.405051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:15.409607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:15.409768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:18.414219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:18.417764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:18.421765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:18.425409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:18.429364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:18.429500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:21.435449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:21.440588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:21.444671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:21.448764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:21.452724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:21.452822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:24.457726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:24.461335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:24.464834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:24.468353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:24.471834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:24.471928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:27.476801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:27.480487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:27.483852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:27.487304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:27.491156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:27.491266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:30.497049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:30.501490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:30.505595] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:30.510004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:30.515742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:30.515933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:33.520856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:33.524345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:33.528133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:33.531503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:33.535140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:33.535213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:36.540887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:36.544684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:36.548469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:36.552530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:36.557335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:36.557445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:39.562470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:39.566272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:39.570119] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:39.573871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:39.577675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:39.577798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:42.582717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:42.586575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:42.590139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:42.593630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:42.597456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:42.597566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:45.602292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:45.605962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:45.609269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:45.612910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:45.616350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:45.616429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:48.621246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:48.625670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:48.630119] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:48.634780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:48.639229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:48.639352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:51.644212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:51.647997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:51.651711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:51.655509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:51.659892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:51.659984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:54.665231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:54.669155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:54.672720] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:54.676776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:54.680620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:54.680722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:57.685439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:57.689222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:57.692829] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:07:57.696236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:57.700280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:57.700357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:00.705558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:00.709176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:00.713144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:00.716906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:00.721587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:00.721722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:03.726096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:03.729523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:03.733251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:03.736704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:03.740265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:03.740345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:06.745462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:06.749579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:06.754112] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:06.758698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:06.763056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:06.763145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:09.768311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:09.772718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:09.776706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:09.780348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:09.784100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:09.784195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:12.789021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:12.792469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:12.795733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:12.799515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:12.802873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:12.802945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:15.808156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:15.811934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:15.816105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:15.819544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:15.823345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:15.823445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:18.828254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:18.831619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:18.834818] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:18.838079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:18.841286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:18.841358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:21.846580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:21.850462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:21.853965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:21.857379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:21.861010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:21.861088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:24.866180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:24.869972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:24.873501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:24.876746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:24.880072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:24.880144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:27.886312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:27.890441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:27.894882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:27.898760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:27.901975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:27.902050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:30.907281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:30.911112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:30.914837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:30.918385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:30.921842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:30.921929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:33.926567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:33.930020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:33.933297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:33.937227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:33.941466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:33.941558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:36.948431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:36.953215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:36.957553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:36.962116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:36.966484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:36.966668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:39.972896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:39.981251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:39.985217] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:39.989115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:39.993907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:39.994099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:43.000579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:43.006163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:43.011191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:43.015675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:43.020551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:43.020782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:46.026303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:46.030973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:46.035208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:46.039544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:46.043819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:46.043937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:49.049335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:49.053678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:49.057479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:49.061420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:49.066010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:49.066187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:52.071215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:52.075380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:52.079103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:52.082976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:52.087114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:52.087244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:55.092938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:55.096549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:55.101056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:55.104719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:55.108992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:55.109077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:58.114761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:58.118885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:58.122441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:08:58.125862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:58.132947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:58.133151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:01.138150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:01.141812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:01.145346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:01.148685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:01.152014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:01.152085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:04.157432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:04.161064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:04.164943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:04.169012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:04.172698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:04.172790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:07.177429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:07.180986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:07.184324] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:07.187915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:07.191404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:07.191509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:10.198200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:10.204014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:10.209224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:10.213671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:10.218764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:10.218911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:13.225149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:13.229350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:13.233137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:13.236809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:13.240442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:13.240543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:16.245871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:16.249554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:16.253138] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:16.257727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:16.262587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:16.262744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:19.267677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:19.272479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:19.277283] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:19.281988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:19.286416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:19.286518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:22.291573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:22.295314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:22.298828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:22.302186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:22.305476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:22.305553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:25.311522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:25.315639] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:25.320021] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:25.324051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:25.327666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:25.327763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:28.332810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:28.336443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:28.340033] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:28.343420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:28.347599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:28.347718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:31.352176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:31.355569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:31.358847] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:31.362108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:31.365390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:31.365466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:34.370788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:34.374495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:34.377921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:34.381373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:34.386272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:34.386464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:37.392458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:37.396963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:37.400852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:37.404849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:37.408740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:37.408842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:40.413891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:40.418511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:40.422347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:40.426277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:40.430074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:40.430158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:43.435305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:43.438956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:43.442478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:43.445866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:43.449247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:43.449343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:46.454050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:46.457964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:46.461614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:46.465454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:46.469326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:46.469432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:49.474767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:49.478689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:49.482459] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:49.486124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:49.489737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:49.489834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:52.494443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:52.498097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:52.501683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:52.505824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:52.509914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:52.510026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:55.515204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:55.518955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:55.522548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:55.526506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:55.530244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:55.530326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:58.535057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:58.538419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:58.542260] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:09:58.547029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:58.551043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:58.551125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:01.556446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:01.560220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:01.564226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:01.568104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:01.571593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:01.571710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:04.576268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:04.580930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:04.585431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:04.590183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:04.594476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:04.594675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:07.601276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:07.605834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:07.609915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:07.613249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:07.616549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:07.616624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:10.621793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:10.625439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:10.628859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:10.632223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:10.635549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:10.635631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:13.641329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:13.646186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:13.650660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:13.655137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:13.659423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:13.659522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:16.666333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:16.670902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:16.674907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:16.678275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:16.681543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:16.681618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:19.687758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:19.693114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:19.698289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:19.703184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:19.707901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:19.708049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:22.712676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:22.716050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:22.719673] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:22.723373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:22.726794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:22.726870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:25.732689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:25.736829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:25.740449] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:25.743907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:25.748425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:25.748635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:28.753213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:28.756625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:28.760070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:28.763340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:28.766951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:28.767057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:31.773310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:31.777818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:31.782799] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:31.786471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:31.789965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:31.790040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:34.795211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:34.799099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:34.802932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:34.806622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:34.810329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:34.810425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:37.815704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:37.819685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:37.823264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:37.827684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:37.832475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:37.832615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:40.837359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:40.840958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:40.844300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:40.847661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:40.851182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:40.851280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:43.856154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:43.859914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:43.863324] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:43.866669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:43.870474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:43.870613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:46.875596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:46.879332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:46.882998] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:46.886618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:46.890137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:46.890224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:49.895057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:49.899386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:49.903173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:49.906943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:49.910599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:49.910695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:52.915634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:52.919966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:52.923693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:52.927109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:52.930355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:52.930428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:55.935205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:55.938696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:55.941962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:55.945561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:55.949457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:55.949550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:58.954939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:58.959127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:58.962999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:10:58.966918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:58.970898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:58.971023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:01.977232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:01.983200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:01.987731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:01.991842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:01.996862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:01.997017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:05.002058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:05.006732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:05.010954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:05.014626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:05.018741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:05.018856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:08.023619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:08.027717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:08.032275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:08.036423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:08.040187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:08.040278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:11.045205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:11.048818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:11.052188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:11.056139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:11.059523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:11.059610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:14.063848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:14.067603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:14.070894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:14.074163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:14.078029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:14.078161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:17.083009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:17.086396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:17.089788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:17.093046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:17.097776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:17.097973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:20.104023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:20.109255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:20.113876] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:20.117772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:20.121362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:20.121453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:23.126733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:23.130114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:23.133800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:23.137315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:23.140707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:23.140780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:26.145440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:26.148879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:26.152193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:26.155395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:26.158713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:26.158786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:29.164771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:29.169306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:29.173773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:29.178273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:29.182897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:29.183022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:32.187965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:32.191594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:32.195065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:32.198536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:32.202088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:32.202179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:35.207121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:35.211292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:35.215169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:35.219097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:35.222791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:35.222897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:38.227666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:38.231515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:38.235474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:38.239718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:38.243316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:38.243418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:41.248546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:41.252860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:41.256895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:41.261203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:41.265451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:41.265571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:44.271632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:44.275825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:44.279955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:44.284889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:44.289878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:44.290005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:47.295055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:47.298795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:47.302703] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:47.306690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:47.310715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:47.310805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:50.317237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:50.321523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:50.325334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:50.329455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:50.333099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:50.333185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:53.338490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:53.342248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:53.345741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:53.349031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:53.352360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:53.352433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:56.360704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:56.364126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:56.367396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:56.370572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:56.373953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:56.374030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:59.380334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:59.384958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:59.389305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:11:59.394088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:59.398973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:59.399120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:02.404232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:02.408741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:02.413576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:02.417711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:02.422900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:02.423056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:05.427585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:05.431273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:05.434777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:05.438328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:05.441686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:05.441770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:08.450827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:08.455304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:08.459468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:08.463972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:08.468619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:08.468756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:11.474969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:11.479675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:11.483792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:11.487035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:11.490244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:11.490325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:14.496723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:14.501522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:14.505565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:14.509662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:14.513264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:14.513350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:17.518317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:17.522148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:17.525914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:17.529832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:17.533610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:17.533719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:20.538590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:20.543052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:20.547477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:20.551064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:20.554499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:20.554597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:23.559369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:23.563423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:23.568603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:23.573534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:23.578170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:23.578290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:26.583723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:26.587567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:26.590993] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:26.594549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:26.598271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:26.598358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:29.604206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:29.607973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:29.612296] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:29.616314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:29.620196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:29.620272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:32.626429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:32.630508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:32.634681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:32.638812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:32.643914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:32.644097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:35.649881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:35.653667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:35.657519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:35.661010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:35.664753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:35.664842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:38.670349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:38.674518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:38.678369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:38.682061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:38.685780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:38.685865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:41.692092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:41.696596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:41.700883] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:41.704520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:41.709851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:41.710021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:44.716766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:44.721717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:44.725336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:44.728926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:44.732875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:44.732988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:47.737411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:47.741552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:47.745056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:47.748474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:47.751776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:47.751854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:50.757565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:50.761363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:50.764921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:50.768317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:50.771732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:50.771812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:53.776418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:53.779999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:53.783682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:53.787053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:53.790426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:53.790509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:56.795369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:56.798858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:56.802208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:56.805744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:56.809056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:56.809130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:59.815130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:59.819600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:59.823341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:12:59.827135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:59.830590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:59.830692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:02.836212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:02.841012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:02.844880] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:02.848827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:02.853455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:02.853612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:05.859147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:05.864006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:05.868515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:05.873238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:05.877983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:05.878108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:08.883156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:08.887068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:08.890752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:08.894515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:08.898281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:08.898391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:11.904872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:11.909734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:11.913556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:11.917418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:11.921142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:11.921228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:14.926328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:14.930086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:14.933478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:14.936802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:14.940119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:14.940191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:17.946392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:17.950959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:17.954796] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:17.958601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:17.962674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:17.962797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:20.967250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:20.971276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:20.974914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:20.978546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:20.982111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:20.982212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:23.987216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:23.990636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:23.993911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:23.997180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:24.000415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:24.000491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:27.005828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:27.009629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:27.013215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:27.016671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:27.020249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:27.020348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:30.026730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:30.030475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:30.034681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:30.038497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:30.041824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:30.041899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:33.047499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:33.052680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:33.056166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:33.060193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:33.064671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:33.064772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:36.069809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:36.073535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:36.076942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:36.080301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:36.083704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:36.083802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:39.090697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:39.096539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:39.101560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:39.106347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:39.110931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:39.111030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:42.116435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:42.121525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:42.126348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:42.130076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:42.134418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:42.134542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:45.141140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:45.145858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:45.150863] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:45.154707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:45.159941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:45.160180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:48.166309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:48.170969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:48.174304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:48.177665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:48.181489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:48.181631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:51.187426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:51.191972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:51.196439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:51.202059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:51.207979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:51.208210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:54.214794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:54.220575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:54.225071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:54.228842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:54.232387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:54.232471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:57.237709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:57.241571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:57.245320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:13:57.248916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:57.252697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:57.252812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:00.257381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:00.261254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:00.264789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:00.268187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:00.271554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:00.271658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:03.278126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:03.282166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:03.285752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:03.290731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:03.295199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:03.295300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:06.300467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:06.304484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:06.308166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:06.311545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:06.315134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:06.315229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:09.320009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:09.324147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:09.328042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:09.331269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:09.334887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:09.334978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:12.340427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:12.344265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:12.347919] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:12.351377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:12.354842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:12.354934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:15.361352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:15.366545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:15.371764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:15.377177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:15.381292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:15.381382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:18.387221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:18.391064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:18.394785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:18.398507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:18.402397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:18.402503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:21.409996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:21.415326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:21.419679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:21.423166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:21.426446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:21.426522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:24.431574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:24.436139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:24.440221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:24.444318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:24.448467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:24.448611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:27.454903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:27.460959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:27.466920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:27.472906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:27.478532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:27.478708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:30.486974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:30.492035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:30.495979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:30.500267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:30.503863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:30.503940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:33.509869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:33.514887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:33.519106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:33.522964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:33.527685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:33.527852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:36.534743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:36.539160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:36.543162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:36.546770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:36.550933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:36.551051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:39.556259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:39.560594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:39.564605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:39.568361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:39.572350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:39.572436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:42.577107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:42.580505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:42.583941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:42.588782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:42.593026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:42.593119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:45.599379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:45.603623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:45.608627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:45.612937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:45.617431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:45.617554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:48.622493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:48.626507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:48.630710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:48.634818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:48.638710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:48.638839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:51.644758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:51.650954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:51.655586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:51.659653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:51.663200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:51.663300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:54.669842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:54.675173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:54.680397] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:54.685484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:54.690432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:54.690533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:57.696187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:57.700285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:57.704217] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:14:57.707729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:57.712048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:57.712143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:00.716795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:00.720721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:00.724475] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:00.728245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:00.731921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:00.732013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:03.738844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:03.744409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:03.749909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:03.755859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:03.761094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:03.761222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:06.766690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:06.770566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:06.774216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:06.777809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:06.781292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:06.781389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:09.788778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:09.794060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:09.798669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:09.802815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:09.807177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:09.807334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:12.813819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:12.818659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:12.822529] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:12.826110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:12.829747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:12.829831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:15.834886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:15.838868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:15.842251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:15.845660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:15.849086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:15.849167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:18.855996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:18.860564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:18.864178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:18.867611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:18.870930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:18.871009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:21.876015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:21.879536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:21.883674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:21.887156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:21.890593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:21.890688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:24.896540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:24.900361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:24.903919] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:24.907667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:24.911292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:24.911385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:27.917195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:27.921488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:27.925070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:27.928818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:27.932802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:27.932907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:30.938744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:30.942463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:30.946105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:30.949528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:30.953059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:30.953136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:33.959182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:33.963473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:33.967467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:33.971905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:33.976542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:33.976732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:36.982959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:36.987174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:36.991612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:36.995831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:36.999351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:36.999440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:40.005430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:40.010484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:40.015198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:40.019867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:40.025272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:40.025389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:43.032421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:43.039152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:43.043871] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:43.048317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:43.052157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:43.052256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:46.056761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:46.060800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:46.064557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:46.068205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:46.071527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:46.071603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:49.078803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:49.083135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:49.088050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:49.093486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:49.097437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:49.097529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:52.105117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:52.110422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:52.114831] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:52.120055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:52.124764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:52.124906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:55.130606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:55.134874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:55.138977] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:55.143168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:55.147201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:55.147304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:58.154279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:58.159288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:58.163582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:15:58.167180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:58.171272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:58.171367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:01.177386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:01.181806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:01.185691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:01.189615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:01.194922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:01.195085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:04.200140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:04.204313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:04.208218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:04.212279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:04.217338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:04.217509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:07.223616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:07.228414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:07.232955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:07.237837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:07.242667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:07.242827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:10.249028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:10.253375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:10.257511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:10.261615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:10.265418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:10.265494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:13.271357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:13.276368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:13.280969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:13.285471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:13.289844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:13.289960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:16.295107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:16.298831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:16.302273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:16.305824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:16.309694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:16.309787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:19.314698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:19.318739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:19.322802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:19.326766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:19.330674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:19.330769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:22.335103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:22.338485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:22.341711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:22.345198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:22.349747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:22.349882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:25.355906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:25.360403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:25.364728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:25.368683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:25.372333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:25.372431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:28.378313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:28.382126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:28.385880] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:28.389354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:28.393303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:28.393412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:31.397948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:31.401625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:31.405209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:31.408766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:31.412230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:31.412316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:34.417572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:34.421161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:34.424439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:34.427681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:34.431014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:34.431097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:37.437425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:37.441363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:37.445165] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:37.449099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:37.452659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:37.452741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:40.461612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:40.468816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:40.474310] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:40.479250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:40.483848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:40.483947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:43.490281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:43.495049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:43.498911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:43.502481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:43.506133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:43.506214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:46.512076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:46.516469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:46.520664] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:46.525116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:46.528981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:46.529057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:49.533379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:49.536930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:49.540397] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:49.543913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:49.547274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:49.547361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:52.552333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:52.556051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:52.559708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:52.563182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:52.566666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:52.566750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:55.572078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:55.576261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:55.580855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:55.585015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:55.589116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:55.589210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:58.594739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:58.598515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:58.602515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:16:58.605952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:58.609464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:58.609543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:01.617243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:01.623142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:01.629746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:01.635698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:01.641264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:01.641462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:04.645541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:04.649101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:04.652501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:04.655788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:04.659250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:04.659325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:07.663346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:07.666631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:07.669953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:07.673165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:07.676351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:07.676425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:10.681037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:10.684912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:10.688591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:10.692076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:10.695260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:10.695335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:13.700018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:13.703414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:13.707534] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:13.711161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:13.714461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:13.714539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:16.722591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:16.730460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:16.738207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:16.746250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:16.753575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:16.753844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:19.758685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:19.763000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:19.766788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:19.770716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:19.774611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:19.774722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:22.778975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:22.782406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:22.785853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:22.789274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:22.792561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:22.792635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:25.798437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:25.802234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:25.805735] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:25.809418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:25.813196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:25.813293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:28.819661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:28.824973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:28.829931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:28.834171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:28.837921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:28.838021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:31.844532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:31.849746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:31.854493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:31.858408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:31.862192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:31.862273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:34.867985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:34.872449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:34.879100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:34.884834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:34.889871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:34.889972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:37.896425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:37.901627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:37.906472] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:37.911439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:37.915477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:37.915569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:40.920003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:40.923757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:40.927335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:40.930996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:40.934430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:40.934515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:43.940130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:43.944016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:43.947509] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:43.951033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:43.954530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:43.954612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:46.959963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:46.964138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:46.967542] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:46.970920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:46.974353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:46.974431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:49.979987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:49.984100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:49.987996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:49.991702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:49.995305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:49.995400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:53.002243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:53.007806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:53.012912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:53.017984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:53.023271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:53.023445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:56.029120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:56.032815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:56.036341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:56.040096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:56.043469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:56.043547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:59.048444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:59.052503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:59.056407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:17:59.060968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:59.065182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:59.065280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:02.071313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:02.076121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:02.081345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:02.086396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:02.090937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:02.091050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:05.097591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:05.103342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:05.108698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:05.113551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:05.117864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:05.117990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:08.123879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:08.128679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:08.132801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:08.136900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:08.140722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:08.140814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:11.146277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:11.150483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:11.154444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:11.158624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:11.162386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:11.162487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:14.170265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:14.176607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:14.181860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:14.186204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:14.190978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:14.191110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:17.197033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:17.201487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:17.205370] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:17.209547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:17.213265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:17.213347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:20.221183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:20.226346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:20.231620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:20.236704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:20.240850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:20.240954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:23.246877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:23.251267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:23.255345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:23.259897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:23.264827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:23.265223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:26.270874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:26.274659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:26.278195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:26.281947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:26.285805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:26.285894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:29.291305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:29.294807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:29.298142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:29.301364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:29.305529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:29.305658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:32.310753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:32.314157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:32.317510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:32.321094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:32.324873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:32.324959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:35.331244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:35.337230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:35.341433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:35.345283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:35.349824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:35.349968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:38.355135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:38.359410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:38.363956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:38.367969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:38.371933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:38.372054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:41.376852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:41.380519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:41.383826] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:41.387053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:41.390456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:41.390568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:44.396723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:44.400697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:44.404373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:44.409286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:44.413325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:44.413412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:47.418068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:47.421528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:47.424907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:47.428299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:47.431570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:47.431673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:50.437931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:50.442356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:50.445806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:50.449217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:50.452562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:50.452679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:53.457841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:53.461270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:53.464580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:53.468106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:53.472048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:53.472170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:56.478156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:56.481822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:56.485262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:56.489032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:56.492479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:56.492558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:59.497128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:59.500556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:59.505562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:18:59.510054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:59.513466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:59.513543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:02.518190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:02.521715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:02.525270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:02.528780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:02.532221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:02.532298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:05.537245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:05.540678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:05.543927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:05.547224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:05.550430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:05.550505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:08.556084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:08.560687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:08.565190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:08.569385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:08.573185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:08.573270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:11.579262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:11.584563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:11.588927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:11.592580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:11.596452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:11.596536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:14.602130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:14.606136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:14.610130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:14.613918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:14.617941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:14.618024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:17.623363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:17.627487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:17.631068] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:17.634630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:17.638355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:17.638465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:20.645225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:20.650300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:20.655877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:20.660789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:20.665492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:20.665637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:23.671416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:23.676713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:23.680949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:23.684930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:23.689179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:23.689326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:26.695112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:26.699046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:26.702616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:26.706670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:26.711852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:26.712017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:29.718566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:29.723230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:29.728622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:29.733392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:29.737127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:29.737213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:32.742676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:32.746802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:32.750476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:32.754885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:32.760143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:32.760367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:35.765028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:35.772556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:35.776399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:35.779723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:35.783339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:35.783412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:38.789428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:38.793087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:38.796566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:38.800036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:38.803371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:38.803461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:41.808337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:41.812055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:41.815301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:41.818666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:41.821947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:41.822018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:44.827040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:44.830671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:44.833837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:44.837491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:44.840857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:44.840933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:47.845823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:47.849470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:47.852965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:47.856264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:47.859773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:47.859845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:50.864713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:50.868360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:50.871882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:50.875192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:50.878458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:50.878530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:53.884604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:53.891210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:53.895443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:53.900203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:53.904728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:53.904864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:56.909816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:56.913261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:56.916570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:56.920065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:56.923425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:56.923510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:59.929780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:59.934794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:59.939996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:19:59.944577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:59.949735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:59.949869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:02.955724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:02.960920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:02.965277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:02.969269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:02.973166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:02.973277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:05.980174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:05.984591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:05.988766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:05.992472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:05.996411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:05.996523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:09.003792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:09.008479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:09.012980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:09.016773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:09.021536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:09.021658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:12.027619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:12.031708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:12.035347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:12.039042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:12.042637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:12.042744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:15.049578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:15.053735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:15.057469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:15.060977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:15.065442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:15.065619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:18.072456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:18.076665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:18.081696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:18.086119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:18.090727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:18.090840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:21.096424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:21.100290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:21.104289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:21.108868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:21.113564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:21.113779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:24.119843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:24.125062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:24.130280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:24.134436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:24.138679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:24.138989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:27.146037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:27.151751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:27.156744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:27.161425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:27.166458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:27.166547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:30.172878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:30.178507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:30.182907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:30.187084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:30.191109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:30.191269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:33.198434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:33.204058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:33.208852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:33.213385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:33.217110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:33.217219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:36.222561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:36.226519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:36.230319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:36.234205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:36.237844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:36.237938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:39.243120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:39.247140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:39.251592] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:39.255899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:39.263994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:39.264126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:42.269168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:42.272844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:42.276267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:42.279675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:42.283012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:42.283098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:45.287554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:45.290999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:45.294292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:45.297585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:45.300973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:45.301051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:48.306921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:48.312117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:48.316980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:48.320949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:48.324726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:48.324819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:51.330675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:51.334603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:51.338258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:51.342864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:51.347016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:51.347165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:54.352046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:54.355573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:54.358793] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:54.362163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:54.365370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:54.365445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:57.370802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:57.375384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:57.379702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:20:57.383316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:57.386820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:57.386898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:00.393570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:00.398483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:00.402596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:00.406808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:00.411013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:00.411091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:03.416193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:03.420452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:03.424361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:03.431696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:03.436136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:03.436251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:06.441607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:06.445237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:06.449465] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:06.453340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:06.457307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:06.457422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:09.463462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:09.467775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:09.471512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:09.474843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:09.478172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:09.478251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:12.483348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:12.487365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:12.491240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:12.494984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:12.498550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:12.498676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:15.503543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:15.507069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:15.510525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:15.513850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:15.517181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:15.517268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:18.521971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:18.525386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:18.529245] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:18.532458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:18.535740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:18.535817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:21.540625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:21.544254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:21.547675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:21.551017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:21.554311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:21.554388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:24.560993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:24.566078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:24.570732] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:24.576795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:24.582556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:24.582735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:27.588163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:27.593145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:27.597236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:27.600996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:27.604697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:27.604794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:30.609834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:30.613305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:30.616808] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:30.620509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:30.624631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:30.624751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:33.629962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:33.633745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:33.637507] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:33.641080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:33.644577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:33.644688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:36.650276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:36.653803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:36.657161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:36.660714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:36.664058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:36.664138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:39.669564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:39.673147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:39.676521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:39.679933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:39.683306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:39.683390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:42.688827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:42.692798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:42.696399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:42.699962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:42.703538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:42.703678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:45.709539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:45.713395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:45.717220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:45.720907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:45.724539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:45.724675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:48.731137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:48.735961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:48.741265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:48.747183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:48.752992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:48.753184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:51.758465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:51.762863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:51.767056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:51.771576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:51.775772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:51.775923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:54.781998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:54.786210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:54.789913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:54.794247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:54.798892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:54.799035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:57.806000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:57.810879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:57.814899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:21:57.818919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:57.823269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:57.823391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:00.830071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:00.834839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:00.838399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:00.841965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:00.846036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:00.846108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:03.851980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:03.857141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:03.862270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:03.867824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:03.873477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:03.873719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:06.878658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:06.882399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:06.886123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:06.890033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:06.893789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:06.893877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:09.899002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:09.902678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:09.906039] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:09.909386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:09.912683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:09.912781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:12.917623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:12.921794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:12.925554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:12.929020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:12.932688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:12.932785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:15.939044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:15.943103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:15.946685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:15.950183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:15.953739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:15.953822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:18.958887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:18.962324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:18.966177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:18.969823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:18.974885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:18.975072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:21.979901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:21.983365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:21.987135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:21.990586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:21.994199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:21.994283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:24.998969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:25.003602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:25.007410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:25.010810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:25.014675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:25.014810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:28.022940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:28.026633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:28.030220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:28.033901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:28.037261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:28.037341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:31.044864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:31.049590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:31.054061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:31.058763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:31.063344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:31.063482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:34.069115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:34.072839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:34.076330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:34.079985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:34.084610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:34.084796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:37.091502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:37.096216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:37.100234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:37.104169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:37.107815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:37.107895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:40.112441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:40.115861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:40.119226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:40.124531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:40.128812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:40.128912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:43.134217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:43.139034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:43.142987] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:43.146988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:43.151202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:43.151298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:46.156221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:46.160151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:46.163980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:46.167996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:46.171795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:46.171880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:49.180002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:49.186512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:49.192096] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:49.196572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:49.200839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:49.200953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:52.207953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:52.213545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:52.219225] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:52.230022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:52.235558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:52.235706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:55.240807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:55.244297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:55.247713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:55.251098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:55.254431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:55.254509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:58.259603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:58.263469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:58.267633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:22:58.271297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:58.274829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:58.274921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:01.281393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:01.285201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:01.288421] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:01.291791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:01.295157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:01.295242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:04.301438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:04.305854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:04.309963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:04.313959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:04.317994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:04.318098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:07.324448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:07.328621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:07.332020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:07.335441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:07.339637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:07.339761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:10.345153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:10.349496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:10.353308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:10.357349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:10.361920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:10.361999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:13.368657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:13.373273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:13.377534] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:13.382426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:13.386317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:13.386397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:16.391580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:16.395429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:16.399286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:16.403376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:16.407626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:16.407773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:19.413367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:19.418897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:19.423775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:19.428342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:19.432990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:19.433111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:22.437968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:22.441413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:22.444797] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:22.448089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:22.451331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:22.451431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:25.458064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:25.462696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:25.468054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:25.473026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:25.478068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:25.478221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:28.483251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:28.486928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:28.490400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:28.493867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:28.497142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:28.497236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:31.503402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:31.508746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:31.513326] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:31.517623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:31.521608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:31.521715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:34.528085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:34.533555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:34.539252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:34.544631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:34.550167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:34.550318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:37.557170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:37.562883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:37.568036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:37.573107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:37.578374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:37.578530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:40.584388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:40.588218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:40.591774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:40.595189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:40.599362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:40.599470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:43.605246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:43.609730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:43.613870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:43.618157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:43.622485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:43.622598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:46.630343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:46.635835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:46.640982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:46.644616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:46.648260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:46.648334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:49.653205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:49.656819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:49.660172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:49.663588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:49.666779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:49.666851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:52.671662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:52.675512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:52.678921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:52.682184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:52.685756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:52.685836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:55.691019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:55.694860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:55.698801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:55.703088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:55.708161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:55.708277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:58.713799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:58.721935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:58.725979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:23:58.729237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:58.732395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:58.732482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:01.736799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:01.741510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:01.746204] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:01.750151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:01.754087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:01.754209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:04.760207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:04.765297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:04.769734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:04.775220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:04.779580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:04.779725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:07.785696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:07.790077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:07.794007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:07.799243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:07.805345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:07.805537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:10.810466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:10.814157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:10.817676] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:10.821292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:10.824623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:10.824720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:13.830973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:13.835755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:13.839949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:13.844381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:13.849320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:13.849493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:16.854820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:16.859701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:16.863887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:16.867836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:16.872091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:16.872249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:19.877319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:19.881440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:19.885231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:19.889004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:19.892627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:19.892749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:22.900570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:22.904959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:22.909800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:22.914389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:22.918116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:22.918199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:25.923004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:25.927103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:25.933134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:25.937553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:25.941148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:25.941234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:28.946334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:28.949812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:28.953036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:28.956276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:28.959588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:28.959683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:31.966430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:31.972760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:31.978204] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:31.984311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:31.990365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:31.990545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:34.996689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:35.001870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:35.007545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:35.012803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:35.018470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:35.018689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:38.024111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:38.028352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:38.032233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:38.035806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:38.039157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:38.039231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:41.044184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:41.049142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:41.054307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:41.059543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:41.064829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:41.064981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:44.070285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:44.074231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:44.077746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:44.081252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:44.084677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:44.084951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:47.090579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:47.094411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:47.097977] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:47.101315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:47.104790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:47.104893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:50.109784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:50.114594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:50.118470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:50.122523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:50.126465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:50.126554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:53.131134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:53.135113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:53.138867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:53.142285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:53.145704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:53.145821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:56.152958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:56.157630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:56.162462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:56.166771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:56.171380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:56.171533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:59.177226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:59.181286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:59.185359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:24:59.190040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:59.193825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:59.193922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:02.199060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:02.203103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:02.207057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:02.210916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:02.214999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:02.215107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:05.221039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:05.225247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:05.229446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:05.233796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:05.239150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:05.239315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:08.245058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:08.249694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:08.253586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:08.260435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:08.265238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:08.265353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:11.272263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:11.276484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:11.281613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:11.286340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:11.290292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:11.290409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:14.294488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:14.298334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:14.301824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:14.305399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:14.308881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:14.308975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:17.314422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:17.318321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:17.322497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:17.326081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:17.329428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:17.329513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:20.334943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:20.340023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:20.344371] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:20.348592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:20.352676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:20.352814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:23.358633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:23.363264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:23.367859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:23.372201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:23.376492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:23.376589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:26.382697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:26.387057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:26.391004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:26.394659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:26.398863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:26.398993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:29.404658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:29.408600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:29.412379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:29.416488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:29.420242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:29.420362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:32.426088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:32.430109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:32.433741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:32.437154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:32.440570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:32.440674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:35.447702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:35.453194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:35.462150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:35.467515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:35.472786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:35.472999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:38.479182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:38.484178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:38.489831] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:38.494220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:38.497833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:38.497907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:41.502307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:41.506012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:41.509522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:41.512987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:41.516522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:41.516618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:44.522348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:44.526099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:44.529698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:44.533495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:44.538325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:44.538497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:47.543197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:47.546726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:47.550182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:47.553542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:47.557700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:47.557818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:50.562999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:50.566611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:50.570321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:50.574228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:50.578235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:50.578346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:53.583620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:53.587590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:53.591102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:53.594611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:53.598067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:53.598150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:56.603539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:56.607962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:56.612526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:56.617160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:56.621454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:56.621593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:59.626421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:59.630603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:59.634800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:25:59.639074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:59.643048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:59.643167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:02.649177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:02.652679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:02.655947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:02.659474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:02.662975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:02.663050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:05.668660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:05.673389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:05.677342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:05.682338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:05.687600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:05.687750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:08.692442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:08.696141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:08.699547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:08.702993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:08.706893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:08.707042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:11.714198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:11.719677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:11.724625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:11.729541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:11.733346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:11.733429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:14.739428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:14.744099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:14.749757] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:14.755228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:14.759473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:14.759550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:17.764531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:17.768438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:17.772447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:17.776362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:17.780226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:17.780330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:20.785298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:20.789582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:20.793615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:20.798050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:20.802406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:20.802519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:23.807294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:23.811127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:23.814733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:23.818353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:23.822089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:23.822163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:26.826933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:26.830299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:26.833482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:26.836683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:26.839904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:26.839977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:29.845201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:29.849490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:29.853807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:29.860131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:29.866163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:29.866361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:32.872417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:32.877155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:32.881582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:32.885469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:32.889310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:32.889394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:35.894719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:35.898363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:35.902231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:35.905866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:35.909624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:35.909765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:38.914503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:38.917873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:38.922759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:38.926841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:38.930975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:38.931071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:41.935622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:41.939324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:41.943413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:41.947077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:41.951059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:41.951143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:44.956310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:44.959873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:44.963248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:44.966633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:44.970015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:44.970111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:47.974969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:47.978517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:47.982113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:47.985653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:47.989082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:47.989169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:50.993636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:50.997266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:51.000532] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:51.003971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:51.007438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:51.007524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:54.012036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:54.015480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:54.018830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:54.022136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:54.025352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:54.025428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:57.030933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:57.035329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:57.039414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:26:57.043309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:57.047040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:57.047163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:00.052378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:00.056661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:00.060336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:00.064685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:00.068748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:00.068854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:03.073425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:03.077172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:03.080832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:03.084623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:03.088852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:03.088939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:06.095868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:06.101104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:06.105287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:06.109918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:06.115057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:06.115385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:09.122034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:09.126665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:09.130623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:09.134581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:09.138596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:09.138709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:12.144218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:12.148244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:12.151840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:12.155610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:12.161720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:12.161932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:15.168082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:15.172963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:15.177094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:15.180678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:15.184008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:15.184084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:18.189445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:18.193303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:18.196671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:18.200082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:18.203354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:18.203426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:21.208587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:21.213367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:21.217734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:21.221767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:21.225404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:21.225503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:24.230158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:24.234006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:24.237636] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:24.241381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:24.245722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:24.245858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:27.252047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:27.255738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:27.259780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:27.264249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:27.269417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:27.269669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:30.274614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:30.278149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:30.281427] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:30.284702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:30.288073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:30.288150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:33.292735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:33.296298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:33.299745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:33.303154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:33.306453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:33.306533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:36.311689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:36.315567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:36.319264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:36.323128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:36.326840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:36.326957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:39.333270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:39.337115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:39.341120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:39.344318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:39.347521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:39.347595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:42.352079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:42.355753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:42.359280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:42.362825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:42.366140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:42.366215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:45.371347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:45.375062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:45.379362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:45.383198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:45.387193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:45.387319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:48.395251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:48.401816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:48.407624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:48.412436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:48.416696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:48.416829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:51.422931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:51.427567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:51.431844] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:51.436150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:51.440305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:51.440390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:54.446479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:54.450617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:54.454790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:54.459746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:54.464032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:54.464154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:57.469689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:57.473251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:57.476534] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:27:57.479917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:57.483535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:57.483610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:00.492326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:00.497280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:00.501437] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:00.505131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:00.508803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:00.508881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:03.516301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:03.521969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:03.527386] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:03.531849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:03.535675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:03.535780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:06.541806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:06.545719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:06.549431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:06.552918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:06.560863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:06.561059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:09.568141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:09.573899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:09.586959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:09.595910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:09.601872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:09.602032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:12.607777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:12.612216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:12.615718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:12.619365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:12.623055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:12.623152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:15.629151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:15.633333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:15.637196] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:15.641009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:15.644437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:15.644515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:18.649655] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:18.653004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:18.656307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:18.659653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:18.662889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:18.662965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:21.667593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:21.671050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:21.674295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:21.677541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:21.680819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:21.680892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:24.685773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:24.689776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:24.693560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:24.697397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:24.701090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:24.701184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:27.705479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:27.709205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:27.712706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:27.716197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:27.720078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:27.720188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:30.725193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:30.728914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:30.732151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:30.735656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:30.739024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:30.739103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:33.744405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:33.748189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:33.751686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:33.754926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:33.758156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:33.758228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:36.762792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:36.767629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:36.772574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:36.777242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:36.782360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:36.782518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:39.787236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:39.791294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:39.794779] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:39.798462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:39.802162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:39.802257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:42.808853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:42.813497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:42.818386] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:42.823782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:42.828441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:42.828550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:45.835084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:45.839793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:45.843611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:45.847363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:45.851184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:45.851286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:48.856988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:48.862032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:48.868305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:48.873490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:48.877840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:48.877961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:51.882825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:51.886547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:51.890277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:51.893811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:51.897393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:51.897474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:54.903156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:54.907314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:54.912111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:54.916259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:54.919737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:54.919814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:57.926200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:57.930697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:57.935336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:28:57.940559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:57.944689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:57.944826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:00.952951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:00.958947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:00.966609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:00.975393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:00.983283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:00.983403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:03.989864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:03.994730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:03.998749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:04.002588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:04.012296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:04.012487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:07.018527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:07.023031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:07.027138] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:07.031231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:07.035184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:07.035282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:10.042406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:10.047177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:10.051209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:10.055717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:10.059892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:10.059972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:13.065338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:13.069488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:13.074439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:13.080436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:13.086134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:13.086309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:16.093571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:16.098506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:16.102963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:16.107082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:16.111082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:16.111183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:19.116394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:19.120104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:19.123825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:19.127840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:19.131870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:19.131961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:22.136813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:22.140962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:22.144509] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:22.147780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:22.150989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:22.151062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:25.156046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:25.159494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:25.162802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:25.166110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:25.169574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:25.169678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:28.174212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:28.177690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:28.181446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:28.185064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:28.188403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:28.188485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:31.193037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:31.196516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:31.199929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:31.203465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:31.206847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:31.206930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:34.212724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:34.217816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:34.222516] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:34.228265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:34.232441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:34.232526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:37.237659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:37.241423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:37.244970] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:37.248407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:37.252707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:37.252798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:40.257787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:40.261387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:40.265547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:40.269314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:40.272806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:40.272899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:43.279255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:43.284180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:43.289178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:43.294041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:43.298495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:43.298683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:46.304237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:46.308130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:46.311951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:46.315603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:46.319370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:46.319676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:49.324915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:49.328557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:49.331906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:49.335167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:49.338445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:49.338521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:52.342965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:52.346746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:52.350213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:52.353497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:52.356749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:52.356825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:55.361840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:55.365418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:55.368812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:55.372087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:55.375349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:55.375426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:58.380124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:58.383978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:58.388219] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:29:58.392159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:58.395604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:58.395712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:01.401224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:01.405495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:01.410153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:01.414704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:01.419020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:01.419109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:04.424544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:04.428940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:04.433670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:04.438006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:04.442499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:04.442634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:07.447581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:07.452835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:07.458175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:07.463336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:07.468604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:07.468749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:10.473470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:10.477502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:10.481040] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:10.484678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:10.491498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:10.491625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:13.496260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:13.500140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:13.503853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:13.507514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:13.511084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:13.511172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:16.516410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:16.521074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:16.525126] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:16.528774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:16.532279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:16.532363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:19.537380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:19.541311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:19.545018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:19.548679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:19.552483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:19.552597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:22.557964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:22.561979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:22.565765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:22.569429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:22.573324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:22.573418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:25.578503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:25.582549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:25.586344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:25.590273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:25.594210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:25.594337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:28.599792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:28.604146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:28.608048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:28.611779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:28.615678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:28.615808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:31.620666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:31.625078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:31.629330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:31.632727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:31.636043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:31.636131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:34.640165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:34.643552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:34.646845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:34.650241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:34.653634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:34.653748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:37.658823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:37.662349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:37.665877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:37.669267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:37.672632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:37.672747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:40.677474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:40.681205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:40.684834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:40.688366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:40.691772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:40.691862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:43.697511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:43.702087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:43.706793] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:43.711774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:43.716598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:43.716740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:46.722949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:46.728218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:46.732920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:46.738487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:46.742681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:46.742768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:49.748101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:49.752337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:49.756520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:49.760510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:49.764268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:49.764358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:52.769455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:52.774026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:52.779220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:52.786507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:52.791723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:52.791853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:55.797058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:55.801285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:55.805820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:55.809957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:55.813912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:55.814011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:58.819305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:58.823580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:58.827815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:30:58.832279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:58.836690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:58.836826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:01.843692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:01.848906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:01.853328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:01.858458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:01.863521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:01.863775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:04.868720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:04.872344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:04.875815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:04.879345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:04.883061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:04.883160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:07.889667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:07.895240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:07.900696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:07.906142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:07.911545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:07.911713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:10.916903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:10.920902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:10.924617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:10.928798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:10.932612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:10.932745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:13.940697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:13.944853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:13.948969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:13.953038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:13.956825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:13.956924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:16.961218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:16.964613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:16.968000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:16.971506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:16.975057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:16.975131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:19.981754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:19.986726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:19.990505] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:19.993861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:19.997142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:19.997221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:23.002335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:23.006517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:23.010270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:23.014681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:23.019618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:23.019808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:26.025303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:26.030030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:26.034215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:26.038293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:26.043376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:26.043552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:29.049705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:29.054752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:29.059810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:29.064383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:29.068954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:29.069102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:32.073905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:32.077489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:32.080861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:32.084245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:32.087791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:32.087885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:35.093742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:35.097528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:35.102245] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:35.106755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:35.111126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:35.111260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:38.116968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:38.121122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:38.124429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:38.129186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:38.133516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:38.133670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:41.139538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:41.143524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:41.148501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:41.153186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:41.156873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:41.156955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:44.161913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:44.165767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:44.170907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:44.176189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:44.180890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:44.180993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:47.185793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:47.189249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:47.192477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:47.195891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:47.199392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:47.199468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:50.204307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:50.208062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:50.211764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:50.215408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:50.218957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:50.219060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:53.223618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:53.259138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:53.262881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:53.297693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:53.332760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:53.332897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:56.338200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:56.342097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:56.345856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:56.349607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:56.353427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:56.353532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:59.388701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:59.392449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:59.395777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:31:59.399016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:59.402222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:59.402296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:02.406827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:02.410574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:02.414312] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:02.418263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:02.421846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:02.421949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:05.426498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:05.430403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:05.434490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:05.438327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:05.442240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:05.442360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:08.447799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:08.451720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:08.456809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:08.461227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:08.465060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:08.465172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:11.470107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:11.474027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:11.477936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:11.481481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:11.485013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:11.485123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:14.490979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:14.496376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:14.501218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:14.506007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:14.509826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:14.509920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:17.514850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:17.518406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:17.521869] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:17.525321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:17.528742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:17.528827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:20.534148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:20.538393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:20.542249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:20.546159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:20.550414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:20.550532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:23.555635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:23.559514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:23.563050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:23.568233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:23.573399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:23.573536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:26.579014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:26.583638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:26.589591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:26.595591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:26.601145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:26.601271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:29.606838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:29.611581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:29.615555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:29.619220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:29.623266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:29.623396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:32.628759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:32.632084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:32.635430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:32.638621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:32.641880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:32.641950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:35.648051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:35.651866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:35.656196] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:35.660326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:35.663818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:35.663900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:38.668602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:38.672222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:38.675712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:38.679365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:38.683542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:38.683712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:41.689854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:41.695240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:41.705308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:41.711032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:41.716119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:41.716272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:44.721066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:44.724368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:44.727673] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:44.731396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:44.734789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:44.734859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:47.740617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:47.745234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:47.749059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:47.753402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:47.757400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:47.757479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:50.762533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:50.766579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:50.770141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:50.773552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:50.776805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:50.776877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:53.781595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:53.785493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:53.789208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:53.792739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:53.796463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:53.796564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:56.801494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:56.805104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:56.808715] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:56.812057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:56.815439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:56.815519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:59.820339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:59.823752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:59.830282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:32:59.833797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:59.837143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:59.837227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:02.842603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:02.846618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:02.850281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:02.854010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:02.857753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:02.857875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:05.863965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:05.868598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:05.872585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:05.876524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:05.881011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:05.881134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:08.886968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:08.890676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:08.894054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:08.897511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:08.900946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:08.901041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:11.905619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:11.909098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:11.912308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:11.915564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:11.918790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:11.918862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:14.924638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:14.930190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:14.934354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:14.938225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:14.942222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:14.942322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:17.949101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:17.953667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:17.958051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:17.961520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:17.964925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:17.964996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:20.976771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:20.981342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:20.985322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:20.989440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:20.993509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:20.993584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:23.999781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:24.003892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:24.010355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:24.014177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:24.017794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:24.017898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:27.024749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:27.029439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:27.033063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:27.036563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:27.040194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:27.040285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:30.044876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:30.048561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:30.051864] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:30.057085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:30.061268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:30.061409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:33.066566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:33.070294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:33.074330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:33.077938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:33.081179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:33.081255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:36.085844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:36.090476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:36.096034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:36.100035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:36.103672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:36.103770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:39.111077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:39.116053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:39.120574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:39.125301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:39.133105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:39.133248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:42.140376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:42.146015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:42.151429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:42.156907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:42.161751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:42.161875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:45.166771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:45.170712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:45.174266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:45.178150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:45.181809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:45.181913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:48.187001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:48.190807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:48.195097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:48.199393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:48.203566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:48.203680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:51.208879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:51.212313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:51.215670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:51.218929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:51.222216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:51.222290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:54.228612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:54.232927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:54.236587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:54.240674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:54.244341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:54.244414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:57.249627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:57.253368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:57.256947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:33:57.260575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:57.264125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:57.264229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:00.268636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:00.272221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:00.275713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:00.279161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:00.282529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:00.282615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:03.288062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:03.293369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:03.299091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:03.303431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:03.307038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:03.307116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:06.312105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:06.315837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:06.320455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:06.325893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:06.331726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:06.331879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:09.337969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:09.342115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:09.345914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:09.349616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:09.353560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:09.353682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:12.358701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:12.362360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:12.366238] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:12.369783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:12.373239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:12.373342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:15.379704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:15.383743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:15.388388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:15.392802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:15.396771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:15.396875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:18.402436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:18.406456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:18.410559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:18.414562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:18.418292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:18.418376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:21.424656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:21.430319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:21.435685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:21.440523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:21.446043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:21.446198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:24.452083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:24.456477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:24.461182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:24.465472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:24.469670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:24.469786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:27.475483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:27.479341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:27.483300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:27.486937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:27.490329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:27.490401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:30.495272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:30.498739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:30.502233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:30.505828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:30.509303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:30.509383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:33.515028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:33.519997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:33.524292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:33.532857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:33.538187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:33.538353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:36.543899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:36.547822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:36.551971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:36.556888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:36.560782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:36.560862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:39.565783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:39.570890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:39.574797] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:39.578755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:39.582806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:39.582922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:42.586775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:42.590250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:42.593622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:42.597107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:42.600609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:42.600704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:45.604827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:45.608502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:45.612161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:45.615711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:45.619194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:45.619280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:48.624860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:48.629616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:48.634283] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:48.639069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:48.643396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:48.643523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:51.648923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:51.653297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:51.657543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:51.661703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:51.665911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:51.666063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:54.670164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:54.673792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:54.677437] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:54.681059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:54.684717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:54.684821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:57.690165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:57.693708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:57.697226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:34:57.701722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:57.705618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:57.705737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:00.711813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:00.715961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:00.720818] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:00.725745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:00.730704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:00.730881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:03.735224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:03.738621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:03.741873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:03.745061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:03.748306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:03.748378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:06.753556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:06.758690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:06.763317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:06.768017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:06.772371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:06.772456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:09.776930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:09.781724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:09.785354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:09.789118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:09.792543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:09.792623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:12.798160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:12.803173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:12.808762] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:12.812359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:12.815972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:12.816042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:15.819983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:15.824211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:15.828304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:15.832304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:15.838276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:15.838404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:18.844093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:18.848955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:18.853551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:18.857495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:18.861302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:18.861377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:21.867420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:21.872546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:21.877109] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:21.880836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:21.884927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:21.885063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:24.890062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:24.893872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:24.898259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:24.902361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:24.906514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:24.906679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:27.911541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:27.916018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:27.920500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:27.925477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:27.930580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:27.930760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:30.936973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:30.941728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:30.945169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:30.948737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:30.952051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:30.952128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:33.959012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:33.963905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:33.968533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:33.973020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:33.977435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:33.977773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:36.982086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:36.985787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:36.989337] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:36.992790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:36.996155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:36.996251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:40.001072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:40.005090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:40.008936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:40.012814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:40.017732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:40.017897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:43.024422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:43.029055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:43.033095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:43.037986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:43.041878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:43.042003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:46.046876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:46.051990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:46.056411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:46.060546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:46.065356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:46.065469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:49.071408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:49.075859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:49.079944] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:49.084067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:49.088603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:49.088764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:52.093516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:52.097439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:52.100802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:52.105083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:52.109035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:52.109123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:55.113836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:55.117303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:55.121133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:55.124565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:55.127939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:55.128012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:58.132916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:58.136517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:58.140479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:35:58.144132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:58.148624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:58.148833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:01.154147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:01.158464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:01.162881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:01.168046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:01.171836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:01.172118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:04.179049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:04.186326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:04.192072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:04.196164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:04.200806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:04.200982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:07.205422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:07.210010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:07.214198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:07.217965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:07.221855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:07.221949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:10.228531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:10.234087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:10.240939] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:10.246177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:10.251068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:10.251268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:13.255743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:13.260387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:13.264058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:13.267457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:13.270755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:13.270829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:16.275299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:16.278665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:16.282082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:16.286175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:16.289901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:16.289989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:19.296083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:19.301083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:19.305866] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:19.310679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:19.315051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:19.315164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:22.319906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:22.323636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:22.327599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:22.331206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:22.334741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:22.334821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:25.340407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:25.344277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:25.348973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:25.354491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:25.358805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:25.358908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:28.364010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:28.368222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:28.372155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:28.375750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:28.379332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:28.379416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:31.384042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:31.387995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:31.391592] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:31.395094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:31.399037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:31.399165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:34.405022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:34.409105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:34.413332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:34.417366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:34.422300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:34.422404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:37.429144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:37.433294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:37.437262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:37.441351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:37.445662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:37.445790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:40.450797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:40.454850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:40.461259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:40.465387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:40.469682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:40.469799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:43.474435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:43.478909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:43.483240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:43.487541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:43.492493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:43.492584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:46.497510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:46.501678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:46.506334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:46.513974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:46.518151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:46.518265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:49.524368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:49.529188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:49.533757] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:49.538469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:49.543013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:49.543130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:52.548243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:52.552872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:52.557484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:52.561548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:52.565718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:52.565817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:55.571878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:55.576574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:55.580873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:55.585254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:55.590482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:55.590598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:58.596894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:58.602676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:58.608036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:36:58.613171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:58.617348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:58.617468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:01.623326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:01.627939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:01.632106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:01.635716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:01.639601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:01.639696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:04.645000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:04.648877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:04.653053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:04.658751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:04.663186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:04.663314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:07.668535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:07.673354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:07.678052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:07.682199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:07.686050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:07.686149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:10.692320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:10.696337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:10.701715] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:10.706155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:10.710003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:10.710185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:13.716201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:13.720897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:13.724550] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:13.729017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:13.732968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:13.733043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:16.739160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:16.743750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:16.748874] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:16.753470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:16.758236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:16.758387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:19.764814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:19.769787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:19.774810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:19.779998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:19.785061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:19.785203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:22.790363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:22.794493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:22.799816] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:22.804115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:22.808671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:22.808773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:25.813178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:25.816520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:25.819759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:25.822918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:25.826112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:25.826188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:28.830845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:28.834308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:28.837858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:28.841593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:28.846439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:28.846583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:31.852392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:31.857212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:31.862010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:31.866729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:31.871353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:31.871465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:34.877334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:34.880906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:34.884257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:34.888248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:34.893001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:34.893167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:37.897723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:37.901534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:37.905227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:37.909108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:37.912620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:37.912720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:40.918490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:40.922461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:40.928047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:40.932333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:40.936267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:40.936340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:43.942251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:43.946045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:43.949485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:43.953023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:43.957012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:43.957116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:46.963606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:46.968263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:46.972312] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:46.976288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:46.980296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:46.980380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:49.984906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:49.988930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:49.993369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:49.998128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:50.002695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:50.002841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:53.007901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:53.012996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:53.018197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:53.024087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:53.028960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:53.029092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:56.034051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:56.038775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:56.043251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:56.047298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:56.051531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:56.051612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:59.056919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:59.061090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:59.065060] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:37:59.069371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:59.075254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:59.075364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:02.081632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:02.086559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:02.091831] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:02.096585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:02.100801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:02.100918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:05.105894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:05.109700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:05.114199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:05.119484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:05.124471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:05.124593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:08.130414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:08.134765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:08.138916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:08.143385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:08.147525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:08.147624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:11.152721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:11.157218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:11.162007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:11.166748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:11.171963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:11.172080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:14.177933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:14.182518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:14.186707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:14.191701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:14.195591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:14.195724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:17.200439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:17.204454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:17.209152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:17.213049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:17.216567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:17.216676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:20.222489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:20.227498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:20.232079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:20.236585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:20.241122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:20.241226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:23.246197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:23.250932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:23.255178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:23.259019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:23.263281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:23.263368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:26.269056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:26.273966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:26.278394] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:26.282855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:26.287635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:26.287787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:29.292779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:29.297076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:29.301388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:29.304941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:29.308440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:29.308515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:32.313627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:32.317891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:32.322795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:32.327844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:32.332152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:32.332256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:35.337141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:35.340919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:35.344452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:35.348016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:35.351505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:35.351602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:38.357445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:38.362018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:38.365999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:38.370428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:38.374130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:38.374239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:41.379585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:41.384698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:41.391492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:41.396665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:41.402314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:41.402691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:44.407492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:44.411096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:44.414616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:44.417945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:44.421543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:44.421657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:47.426977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:47.430620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:47.434287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:47.437619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:47.442079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:47.442234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:50.447605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:50.451359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:50.455253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:50.458961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:50.462353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:50.462430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:53.467884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:53.472907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:53.476941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:53.480950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:53.485806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:53.485968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:56.492281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:56.498817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:56.503461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:56.507817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:56.511505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:56.511605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:59.520395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:59.527340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:59.534320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:38:59.541101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:59.547686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:59.547842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:02.553465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:02.557774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:02.562325] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:02.566967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:02.572206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:02.572356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:05.577088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:05.581188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:05.586027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:05.590139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:05.594561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:05.594697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:08.599864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:08.604469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:08.608790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:08.613706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:08.617395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:08.617470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:11.623829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:11.628476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:11.632941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:11.637193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:11.641509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:11.641796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:14.647633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:14.651719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:14.655385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:14.659070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:14.663632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:14.663755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:17.668824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:17.673415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:17.678027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:17.682223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:17.686375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:17.686507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:20.691351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:20.695565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:20.700547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:20.704516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:20.707969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:20.708059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:23.713821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:23.717305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:23.721179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:23.725551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:23.729484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:23.729559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:26.734815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:26.739813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:26.743997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:26.747472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:26.751773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:26.751869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:29.756869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:29.761412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:29.765960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:29.769824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:29.773356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:29.773432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:32.778972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:32.785297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:32.791010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:32.796378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:32.801232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:32.801387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:35.807804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:35.812505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:35.818321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:35.823083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:35.827584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:35.827729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:38.834930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:38.841132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:38.847184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:38.853074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:38.859498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:38.859727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:41.865866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:41.871157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:41.875976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:41.879493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:41.883078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:41.883157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:44.891013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:44.897094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:44.903551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:44.910394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:44.916131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:44.916234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:47.922288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:47.928097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:47.933807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:47.939060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:47.943103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:47.943186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:50.947807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:50.952052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:50.955940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:50.960036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:50.964037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:50.964116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:53.969365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:53.973634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:53.981586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:53.986046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:53.989708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:53.989805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:56.995229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:56.999733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:57.003330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:39:57.006921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:57.010282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:57.010359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:00.014914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:00.019057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:00.022358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:00.025586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:00.028811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:00.028884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:03.034252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:03.039083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:03.043496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:03.049757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:03.054283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:03.054359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:06.060033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:06.063994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:06.067204] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:06.070392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:06.073512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:06.073585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:09.078014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:09.081421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:09.085018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:09.088889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:09.092325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:09.092410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:12.099150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:12.104339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:12.109398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:12.114150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:12.119570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:12.119869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:15.125574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:15.130837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:15.135056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:15.138721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:15.143123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:15.143299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:18.150352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:18.154993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:18.159038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:18.163494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:18.167262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:18.167334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:21.174170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:21.179231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:21.183917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:21.188005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:21.191702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:21.191985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:24.198683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:24.204141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:24.209382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:24.213261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:24.219011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:24.219220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:27.223884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:27.227513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:27.230842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:27.234140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:27.237453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:27.237534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:30.242142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:30.245876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:30.249445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:30.253586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:30.257120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:30.257212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:33.263347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:33.267804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:33.271799] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:33.275772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:33.279339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:33.279439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:36.285104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:36.288926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:36.292536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:36.296057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:36.299608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:36.299705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:39.306356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:39.311671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:39.316486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:39.321342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:39.325821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:39.325976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:42.332360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:42.338332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:42.342495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:42.346062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:42.349748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:42.349836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:45.356694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:45.361400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:45.365633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:45.370490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:45.376277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:45.376499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:48.381289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:48.385453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:48.389750] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:48.394470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:48.398428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:48.398540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:51.402953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:51.406471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:51.410018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:51.413443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:51.417224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:51.417312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:54.421737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:54.425355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:54.429683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:54.433490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:54.437157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:54.437250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:57.443157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:57.448338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:57.452203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:40:57.456029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:57.459497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:57.459581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:00.464563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:00.469131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:00.472551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:00.475865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:00.479182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:00.479256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:03.485502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:03.491327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:03.495759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:03.500052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:03.503830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:03.503911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:06.509743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:06.513388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:06.517860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:06.521509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:06.525059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:06.525146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:09.531054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:09.535356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:09.539555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:09.544809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:09.550022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:09.550133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:12.555523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:12.560089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:12.564057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:12.568083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:12.572120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:12.572205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:15.576980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:15.580755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:15.584219] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:15.587712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:15.591245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:15.591321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:18.596980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:18.602515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:18.606867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:18.611072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:18.614556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:18.614632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:21.619661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:21.624086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:21.628984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:21.634093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:21.638765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:21.638898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:24.644438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:24.648515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:24.652118] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:24.655575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:24.659003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:24.659083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:27.665050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:27.668658] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:27.672048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:27.675349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:27.678618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:27.678712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:30.684547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:30.688949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:30.692717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:30.696124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:30.699613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:30.699735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:33.705016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:33.709047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:33.712824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:33.716170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:33.720488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:33.720634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:36.726779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:36.731271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:36.735295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:36.739901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:36.743868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:36.744037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:39.749006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:39.752590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:39.755986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:39.759519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:39.763245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:39.763380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:42.768274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:42.772413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:42.776821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:42.780360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:42.783684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:42.783762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:45.788785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:45.793354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:45.797957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:45.801980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:45.805924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:45.806039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:48.811038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:48.815424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:48.819476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:48.823208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:48.827505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:48.827638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:51.833284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:51.838133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:51.843087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:51.848179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:51.852966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:51.853149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:54.857691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:54.861225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:54.864556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:54.868172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:54.871492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:54.871567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:57.877250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:57.880852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:57.884842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:41:57.888348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:57.891791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:57.891862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:00.901962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:00.906408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:00.910300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:00.913985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:00.917988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:00.918068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:03.922750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:03.927473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:03.931922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:03.937441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:03.942609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:03.942740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:06.947505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:06.951763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:06.956480] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:06.960479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:06.963898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:06.964037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:09.968779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:09.972484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:09.976124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:09.979702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:09.983208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:09.983299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:12.987677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:12.991114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:12.994878] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:12.998258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:13.001603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:13.001709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:16.006183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:16.010963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:16.016635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:16.022577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:16.026812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:16.026904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:19.032123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:19.035709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:19.039124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:19.042458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:19.046632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:19.046787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:22.052762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:22.057230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:22.062562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:22.066326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:22.070270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:22.070383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:25.076878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:25.081539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:25.085967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:25.089878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:25.093311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:25.093385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:28.098567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:28.102957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:28.106727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:28.110414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:28.114256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:28.114342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:31.119167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:31.123338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:31.126997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:31.130810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:31.134476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:31.134564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:34.139374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:34.142864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:34.146982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:34.150633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:34.153923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:34.153997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:37.158892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:37.163027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:37.167869] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:37.173171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:37.179207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:37.179377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:40.185106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:40.189969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:40.194734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:40.198790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:40.202638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:40.202772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:43.208552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:43.213557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:43.218293] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:43.222294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:43.225862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:43.225940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:46.231060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:46.235605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:46.240393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:46.245239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:46.249890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:46.250016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:49.256392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:49.260313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:49.264985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:49.269302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:49.272796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:49.272897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:52.278979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:52.283412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:52.287719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:52.291807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:52.296162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:52.296302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:55.301119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:55.305199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:55.309243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:55.313124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:55.317105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:55.317220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:58.322189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:58.325849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:58.329547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:42:58.332909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:58.336965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:58.337113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:01.342936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:01.348464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:01.352781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:01.356884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:01.360789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:01.360895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:04.365833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:04.369855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:04.374306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:04.378085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:04.381494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:04.381567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:07.387904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:07.392956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:07.397924] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:07.402693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:07.407478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:07.407555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:10.412673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:10.417840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:10.422764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:10.427669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:10.431411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:10.431555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:13.435961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:13.439902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:13.443239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:13.446613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:13.449933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:13.450010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:16.454912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:16.458359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:16.461559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:16.464840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:16.468144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:16.468219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:19.473832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:19.477857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:19.481355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:19.484682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:19.488078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:19.488157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:22.494113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:22.499838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:22.505293] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:22.509896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:22.514091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:22.514229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:25.519109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:25.522756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:25.526299] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:25.530128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:25.533940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:25.534017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:28.538780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:28.543911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:28.548627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:28.553562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:28.558218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:28.558328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:31.563135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:31.568058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:31.573179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:31.576752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:31.580385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:31.580476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:34.584986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:34.588519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:34.592376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:34.596839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:34.600540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:34.600632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:37.605202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:37.608762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:37.612249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:37.615656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:37.619032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:37.619112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:40.623788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:40.627596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:40.631225] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:40.634909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:40.638963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:40.639109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:43.643634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:43.647310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:43.653615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:43.658122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:43.661750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:43.661831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:46.666401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:46.670002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:46.673490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:46.677067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:46.680569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:46.680670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:49.686355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:49.691349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:49.697066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:49.702377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:49.707001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:49.707186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:52.712630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:52.716339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:52.720390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:52.724524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:52.728692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:52.728774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:55.735112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:55.739767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:55.743564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:55.747202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:55.750819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:55.750898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:58.755829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:58.760112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:58.764046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:43:58.767311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:58.770635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:58.770743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:01.776176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:01.779593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:01.783551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:01.787119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:01.790608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:01.790755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:04.795746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:04.800386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:04.805856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:04.809582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:04.813118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:04.813194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:07.818069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:07.821841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:07.825426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:07.829012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:07.832443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:07.832530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:10.837607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:10.842603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:10.846787] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:10.852197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:10.857331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:10.857452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:13.863548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:13.867961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:13.872011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:13.875781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:13.879828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:13.879912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:16.886087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:16.891231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:16.895998] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:16.900511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:16.906033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:16.906145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:19.914117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:19.918923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:19.923113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:19.929062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:19.934071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:19.934176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:22.939203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:22.943989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:22.948544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:22.953031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:22.958111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:22.958250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:25.962923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:25.966341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:25.969604] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:25.973150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:25.976553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:25.976662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:28.981902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:28.985694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:28.989494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:28.993556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:28.997018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:28.997114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:32.001956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:32.005354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:32.008907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:32.012342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:32.015949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:32.016021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:35.022254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:35.027305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:35.032535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:35.036872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:35.040588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:35.040684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:38.045573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:38.049634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:38.053200] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:38.057850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:38.061974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:38.062086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:41.068365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:41.072337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:41.077012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:41.084825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:41.088823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:41.088924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:44.094614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:44.098414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:44.101749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:44.104986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:44.108254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:44.108327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:47.112731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:47.116527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:47.119781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:47.123897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:47.127499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:47.127572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:50.132693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:50.136469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:50.140008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:50.143596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:50.147074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:50.147153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:53.152387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:53.157121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:53.161408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:53.165004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:53.168492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:53.168574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:56.173233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:56.177177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:56.181300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:56.185364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:56.189096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:56.189187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:59.194261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:59.197778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:59.201072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:44:59.204332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:59.207632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:59.207724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:02.214037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:02.220435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:02.225363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:02.229585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:02.233867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:02.234008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:05.238799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:05.243196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:05.248125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:05.253435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:05.258804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:05.258942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:08.264846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:08.269789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:08.274478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:08.278508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:08.282791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:08.282907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:11.287718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:11.291550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:11.296611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:11.300885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:11.305302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:11.305489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:14.310938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:14.315604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:14.319559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:14.323068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:14.326486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:14.326582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:17.331437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:17.335108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:17.338724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:17.342697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:17.347344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:17.347437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:20.352485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:20.356281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:20.359704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:20.363002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:20.366392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:20.366469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:23.372243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:23.376770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:23.380833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:23.384493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:23.387922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:23.388000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:26.393122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:26.398215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:26.403498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:26.407698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:26.411830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:26.412026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:29.416845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:29.420762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:29.424600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:29.429835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:29.435443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:29.435605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:32.440371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:32.444324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:32.447868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:32.451311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:32.455518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:32.455666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:35.461610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:35.466070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:35.469528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:35.473098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:35.476951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:35.477046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:38.483112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:38.488192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:38.492545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:38.495889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:38.499459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:38.499533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:41.505226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:41.509944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:41.513774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:41.519023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:41.523614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:41.523710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:44.529965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:44.534672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:44.540568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:44.544996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:44.550286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:44.550427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:47.556072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:47.561081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:47.566548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:47.570486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:47.574102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:47.574176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:50.579357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:50.585056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:50.591095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:50.595795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:50.599771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:50.600008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:53.606584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:53.613558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:53.618976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:53.624377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:53.629031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:53.629176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:56.635402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:56.639217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:56.643860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:56.648181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:56.652373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:56.652705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:59.658961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:59.664274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:59.668506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:45:59.672226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:59.676941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:59.677115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:02.682544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:02.687276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:02.692035] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:02.696811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:02.701456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:02.701601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:05.707276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:05.712382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:05.716248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:05.720333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:05.724533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:05.724686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:08.729382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:08.732782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:08.736081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:08.740428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:08.745109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:08.745234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:11.751703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:11.756419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:11.760716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:11.768262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:11.773175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:11.773294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:14.778722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:14.783759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:14.789533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:14.795421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:14.801727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:14.801907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:17.807081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:17.811193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:17.816039] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:17.822138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:17.826451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:17.826606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:20.831439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:20.836157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:20.841364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:20.845315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:20.849269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:20.849349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:23.854496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:23.858390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:23.862327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:23.866349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:23.870280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:23.870415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:26.875441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:26.880079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:26.884668] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:26.889271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:26.893441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:26.893560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:29.899082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:29.902612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:29.906471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:29.909997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:29.913276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:29.913348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:32.919432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:32.923715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:32.927154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:32.933029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:32.936966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:32.937040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:35.942091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:35.946196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:35.949776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:35.953365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:35.958716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:35.958936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:38.965305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:38.972000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:38.977547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:38.983116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:38.987404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:38.987501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:41.992174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:41.995736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:41.999233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:42.002697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:42.006544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:42.006665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:45.011881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:45.016811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:45.021499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:45.025961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:45.030340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:45.030430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:48.036516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:48.041445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:48.046509] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:48.051877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:48.056528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:48.056681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:51.063815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:51.069951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:51.076012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:51.082066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:51.087024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:51.087176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:54.092734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:54.096616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:54.100201] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:54.103727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:54.107489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:54.107580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:57.113141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:57.117530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:57.121474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:46:57.124836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:57.128153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:57.128226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:00.133177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:00.137616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:00.141955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:00.145555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:00.149122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:00.149210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:03.154264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:03.158168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:03.161807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:03.165807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:03.169421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:03.169510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:06.175068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:06.180053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:06.184245] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:06.188544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:06.192518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:06.192616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:09.197073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:09.201132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:09.204534] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:09.208738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:09.213729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:09.213843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:12.219010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:12.222809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:12.226794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:12.232229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:12.238356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:12.238560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:15.243428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:15.247094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:15.251160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:15.255302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:15.259085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:15.259176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:18.264943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:18.269531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:18.274064] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:18.278263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:18.282371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:18.282494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:21.287186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:21.291719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:21.296466] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:21.301740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:21.307132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:21.307277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:24.313796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:24.319195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:24.324401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:24.330850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:24.336236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:24.336377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:27.341312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:27.345957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:27.349748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:27.353558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:27.358113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:27.358230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:30.364303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:30.369460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:30.373978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:30.379012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:30.385241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:30.385398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:33.391454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:33.397355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:33.401882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:33.405816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:33.409762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:33.409860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:36.415433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:36.418987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:36.422261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:36.426752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:36.431452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:36.431582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:39.436828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:39.441123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:39.445139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:39.448998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:39.452323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:39.452398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:42.457520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:42.461731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:42.465716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:42.469310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:42.472699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:42.472778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:45.478246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:45.482659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:45.490031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:45.494688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:45.499970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:45.500123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:48.505701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:48.511208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:48.516905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:48.522277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:48.528239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:48.528406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:51.534412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:51.538574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:51.542533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:51.546714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:51.552785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:51.552902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:54.558391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:54.562800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:54.566790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:54.570592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:54.574438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:54.574570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:57.580152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:57.584106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:57.588073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:47:57.592177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:57.595578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:57.595670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:00.601135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:00.605739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:00.610879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:00.615156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:00.618725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:00.618800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:03.626351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:03.630543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:03.634478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:03.638713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:03.642528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:03.642615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:06.647369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:06.651372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:06.655110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:06.658422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:06.661947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:06.662021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:09.668336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:09.674142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:09.679804] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:09.685843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:09.691563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:09.691727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:12.696455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:12.700009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:12.704080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:12.708103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:12.711911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:12.712025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:15.717931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:15.723416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:15.728888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:15.733951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:15.738101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:15.738176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:18.742996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:18.746879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:18.750607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:18.754872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:18.758614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:18.758718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:21.763855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:21.768299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:21.772334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:21.776526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:21.785707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:21.785909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:24.791284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:24.796292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:24.800749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:24.805321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:24.810180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:24.810289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:27.814714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:27.818388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:27.821583] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:27.824764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:27.827973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:27.828047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:30.833290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:30.837595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:30.842610] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:30.848073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:30.852729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:30.852848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:33.859722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:33.866171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:33.871332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:33.876543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:33.882156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:33.882339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:36.887691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:36.891851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:36.895725] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:36.900495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:36.905390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:36.905523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:39.911399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:39.915663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:39.920328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:39.925939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:39.930404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:39.930525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:42.936318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:42.941012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:42.947010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:42.952182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:42.957575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:42.957935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:45.964408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:45.970466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:45.975707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:45.980264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:45.983974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:45.984060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:48.990427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:48.995113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:49.000471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:49.005585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:49.011046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:49.011214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:52.016533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:52.020793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:52.025047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:52.029686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:52.034594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:52.034739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:55.040733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:55.044883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:55.048612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:55.052134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:55.057003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:55.057141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:58.063855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:58.070083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:58.075717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:48:58.082012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:58.088156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:58.088323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:01.093341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:01.097144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:01.100535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:01.104002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:01.107584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:01.107762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:04.113367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:04.117320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:04.120923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:04.125807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:04.131021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:04.131188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:07.136074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:07.139967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:07.143571] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:07.147171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:07.151120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:07.151216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:10.157709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:10.163145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:10.168170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:10.173093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:10.178351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:10.178477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:13.183835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:13.189154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:13.194025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:13.197845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:13.201698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:13.201787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:16.206282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:16.210289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:16.213967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:16.217371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:16.220810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:16.220892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:19.227062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:19.232795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:19.237115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:19.240627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:19.244451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:19.244542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:22.252530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:22.258812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:22.265696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:22.271211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:22.277875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:22.278005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:25.284400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:25.289393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:25.294333] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:25.299558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:25.304030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:25.304143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:28.309161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:28.314614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:28.320543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:28.325959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:28.330736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:28.330833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:31.335683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:31.339495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:31.345741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:31.352175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:31.358870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:31.359015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:34.364218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:34.368858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:34.372596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:34.377550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:34.383476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:34.383690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:37.388193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:37.392108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:37.396073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:37.399757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:37.403140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:37.403300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:40.409377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:40.413806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:40.418092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:40.421790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:40.426810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:40.426956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:43.432570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:43.437035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:43.443271] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:43.447690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:43.451988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:43.452124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:46.458605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:46.463945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:46.469022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:46.473971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:46.478616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:46.478814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:49.483675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:49.489324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:49.494917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:49.499861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:49.505095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:49.505228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:52.510603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:52.514818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:52.519816] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:52.525001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:52.529307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:52.529384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:55.535324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:55.540240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:55.544895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:55.549531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:55.553668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:55.553807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:58.559868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:58.563996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:58.567620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:49:58.570990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:58.574308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:58.574382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:01.579961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:01.584575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:01.589820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:01.595131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:01.600500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:01.600635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:04.605721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:04.610377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:04.614421] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:04.618350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:04.622037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:04.622122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:07.627019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:07.631453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:07.636444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:07.640448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:07.644214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:07.644309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:10.649347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:10.654218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:10.658908] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:10.663251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:10.667415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:10.667561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:13.673502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:13.678494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:13.682778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:13.686664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:13.690314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:13.690412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:16.695243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:16.698697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:16.702188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:16.705570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:16.709034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:16.709116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:19.713679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:19.717531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:19.720868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:19.724681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:19.728703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:19.728782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:22.733372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:22.736909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:22.740846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:22.744233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:22.747539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:22.747610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:25.752743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:25.756962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:25.761375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:25.766089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:25.770801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:25.770946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:28.775806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:28.780800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:28.785332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:28.789592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:28.793975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:28.794070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:31.799744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:31.803510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:31.806987] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:31.811128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:31.814691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:31.814790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:34.820486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:34.824359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:34.828581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:34.832248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:34.835677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:34.835759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:37.841313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:37.845529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:37.849180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:37.852907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:37.856526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:37.856626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:40.862817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:40.868035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:40.874323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:40.879839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:40.884717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:40.884875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:43.889719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:43.893560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:43.897180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:43.901220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:43.905824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:43.905920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:46.911181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:46.915567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:46.919539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:46.923517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:46.927178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:46.927261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:49.931977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:49.937324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:49.941848] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:49.946543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:49.951417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:49.951544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:52.956630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:52.960318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:52.963828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:52.967192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:52.970589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:52.970686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:55.975000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:55.978393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:55.981882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:55.985085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:55.988302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:55.988375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:58.993343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:58.998217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:59.002608] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:50:59.006999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:59.011264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:59.011378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:02.017593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:02.023099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:02.028428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:02.033727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:02.038736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:02.038864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:05.044298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:05.047956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:05.052069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:05.055897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:05.059315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:05.059388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:08.065781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:08.070163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:08.074493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:08.078493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:08.082477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:08.082639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:11.088110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:11.092666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:11.097141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:11.102471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:11.107612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:11.107758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:14.113489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:14.119351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:14.124459] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:14.128289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:14.131709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:14.131792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:17.137892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:17.142377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:17.146757] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:17.150599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:17.154552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:17.154627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:20.159450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:20.162901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:20.166170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:20.171263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:20.175161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:20.175238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:23.179994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:23.183848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:23.188063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:23.191842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:23.195238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:23.195320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:26.200846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:26.205179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:26.209967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:26.215704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:26.222239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:26.222431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:29.230447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:29.236060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:29.240665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:29.244563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:29.248634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:29.248755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:32.255095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:32.260246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:32.265096] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:32.269783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:32.275527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:32.275742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:35.280813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:35.284532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:35.288378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:35.293818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:35.298490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:35.298603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:38.303618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:38.307440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:38.311257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:38.315187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:38.319207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:38.319304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:41.324595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:41.328595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:41.332057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:41.336161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:41.340311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:41.340435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:44.346131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:44.349940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:44.353281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:44.356873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:44.360324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:44.360402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:47.367146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:47.372933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:47.378797] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:47.384525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:47.390093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:47.390207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:50.394830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:50.398660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:50.402240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:50.405866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:50.409318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:50.409395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:53.414782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:53.418774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:53.422266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:53.425620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:53.428958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:53.429033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:56.435867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:56.441055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:56.444626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:56.452908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:56.458461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:56.458639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:59.465266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:59.471493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:59.477540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:51:59.481770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:59.485427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:59.485552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:02.491408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:02.495557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:02.499803] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:02.504449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:02.508879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:02.508999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:05.513521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:05.519109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:05.523741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:05.527341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:05.531581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:05.531706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:08.537396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:08.541129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:08.545041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:08.548547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:08.552051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:08.552130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:11.557113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:11.560693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:11.564030] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:11.567977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:11.571847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:11.571926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:14.578373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:14.583348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:14.587815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:14.592424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:14.596482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:14.596575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:17.601667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:17.605307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:17.608814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:17.612263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:17.615758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:17.615841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:20.622886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:20.626797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:20.630622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:20.633946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:20.637692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:20.637773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:23.642466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:23.645808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:23.649099] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:23.652279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:23.655466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:23.655541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:26.662837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:26.667213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:26.670825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:26.674302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:26.678014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:26.678095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:29.685156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:29.690911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:29.695986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:29.700920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:29.705637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:29.705783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:32.711620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:32.716126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:32.720622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:32.724236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:32.728390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:32.728550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:35.733724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:35.738731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:35.742951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:35.747125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:35.751361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:35.751482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:38.756252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:38.760545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:38.764538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:38.768062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:38.771407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:38.771482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:41.777577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:41.782602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:41.786500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:41.790251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:41.794801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:41.794892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:44.801217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:44.805045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:44.809011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:44.812997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:44.817626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:44.817792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:47.822765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:47.826165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:47.829551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:47.832876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:47.836573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:47.836669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:50.841532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:50.845012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:50.848321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:50.851683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:50.854956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:50.855030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:53.859271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:53.862676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:53.865880] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:53.869130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:53.872333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:53.872407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:56.878065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:56.883474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:56.888243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:56.893833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:56.898335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:56.898457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:59.903478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:59.907248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:59.910904] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:52:59.914408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:59.919051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:59.919178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:02.925841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:02.931580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:02.936988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:02.942733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:02.948516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:02.948624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:05.955621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:05.961171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:05.965798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:05.971490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:05.976484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:05.976614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:08.983371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:08.987577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:08.991608] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:08.995744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:09.000048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:09.000150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:12.004860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:12.008886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:12.012704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:12.017445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:12.021902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:12.022032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:15.027115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:15.031118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:15.035325] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:15.039428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:15.043380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:15.043528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:18.050546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:18.056722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:18.063346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:18.070523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:18.076866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:18.077026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:21.082331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:21.085929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:21.090126] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:21.094434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:21.099811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:21.099902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:24.105780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:24.112001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:24.117968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:24.122299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:24.126809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:24.126920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:27.132351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:27.136048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:27.139408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:27.142817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:27.146187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:27.146264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:30.151107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:30.154863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:30.158346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:30.162061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:30.165672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:30.165751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:33.171350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:33.175332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:33.179313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:33.183280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:33.186950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:33.187033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:36.192987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:36.197181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:36.202116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:36.208158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:36.213719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:36.213889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:39.220357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:39.224826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:39.228531] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:39.232342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:39.236168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:39.236273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:42.241770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:42.245847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:42.249494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:42.253610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:42.257867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:42.258077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:45.263392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:45.267821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:45.273314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:45.277500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:45.282069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:45.282161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:48.288386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:48.292178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:48.295734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:48.299968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:48.303287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:48.303361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:51.309329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:51.313996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:51.318200] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:51.321711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:51.325268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:51.325340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:54.330374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:54.335415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:54.339929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:54.343996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:54.347790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:54.347904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:57.354052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:57.359440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:57.364279] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:53:57.368455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:57.372805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:57.372952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:00.377454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:00.380895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:00.385057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:00.389225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:00.393350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:00.393454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:03.399278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:03.403052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:03.407989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:03.413328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:03.417275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:03.417358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:06.423243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:06.428332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:06.433225] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:06.436995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:06.442051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:06.442143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:09.447455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:09.451353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:09.455014] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:09.458503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:09.461986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:09.462060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:12.466949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:12.470745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:12.474130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:12.477425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:12.481152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:12.481250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:15.490158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:15.498829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:15.505841] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:15.511580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:15.516199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:15.516272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:18.522209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:18.526721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:18.530989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:18.536203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:18.540545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:18.540618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:21.546624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:21.550900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:21.555585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:21.560697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:21.566400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:21.566549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:24.571091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:24.575686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:24.580541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:24.584840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:24.588787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:24.588919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:27.593485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:27.597252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:27.601020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:27.604394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:27.608681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:27.608810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:30.613799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:30.617613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:30.621991] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:30.627321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:30.632817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:30.632961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:33.638597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:33.642886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:33.646920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:33.650679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:33.654815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:33.654935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:36.660390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:36.664307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:36.668234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:36.672201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:36.677677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:36.677873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:39.683617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:39.690094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:39.694501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:39.699405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:39.704079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:39.704182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:42.708972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:42.714192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:42.718631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:42.722398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:42.726463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:42.726561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:45.732199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:45.735963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:45.739615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:45.743405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:45.747285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:45.747397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:48.752093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:48.755817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:48.759751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:48.763405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:48.767212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:48.767310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:51.772762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:51.776758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:51.780088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:51.783490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:51.787140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:51.787215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:54.792127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:54.796582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:54.800627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:54.803854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:54.807030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:54.807123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:57.812486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:57.816086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:57.820297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:54:57.825786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:57.829587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:57.829681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:00.834574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:00.839017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:00.843408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:00.848231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:00.852586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:00.852713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:03.857109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:03.861831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:03.866578] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:03.870414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:03.874214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:03.874299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:06.879571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:06.883854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:06.887827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:06.891860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:06.896083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:06.896186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:09.901154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:09.905245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:09.909922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:09.913920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:09.917284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:09.917367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:12.922888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:12.927461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:12.931705] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:12.935712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:12.940194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:12.940360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:15.946711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:15.951238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:15.955010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:15.958852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:15.963497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:15.963692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:18.968441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:18.972118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:18.975976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:18.979599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:18.983149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:18.983245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:21.988585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:21.992563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:21.996549] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:22.000585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:22.004029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:22.004101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:25.010214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:25.015797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:25.021219] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:25.026491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:25.031432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:25.031577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:28.036220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:28.041457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:28.045504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:28.049133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:28.052739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:28.052843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:31.057843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:31.061414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:31.065039] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:31.068538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:31.074475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:31.074639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:34.080564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:34.086001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:34.092233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:34.097081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:34.100883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:34.100961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:37.105821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:37.109324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:37.113248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:37.117772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:37.121580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:37.121682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:40.126857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:40.131215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:40.135240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:40.139863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:40.144214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:40.144355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:43.148975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:43.152874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:43.156344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:43.160349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:43.165776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:43.166096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:46.170878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:46.175442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:46.180108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:46.184203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:46.187909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:46.188010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:49.193905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:49.197686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:49.201050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:49.204729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:49.208280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:49.208386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:52.213520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:52.217765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:52.221563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:52.225372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:52.229168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:52.229287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:55.234711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:55.239505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:55.243983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:55.247460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:55.250872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:55.251086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:58.257819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:58.261804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:58.265426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:55:58.268722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:58.272214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:58.272289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:01.278434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:01.283881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:01.292169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:01.297589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:01.302246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:01.302537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:04.308868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:04.313988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:04.320010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:04.325349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:04.329942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:04.330118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:07.337067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:07.342415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:07.346484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:07.350383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:07.354170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:07.354259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:10.360712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:10.364927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:10.370856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:10.376522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:10.381666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:10.381749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:13.386384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:13.389854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:13.393086] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:13.396397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:13.401367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:13.401515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:16.407340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:16.411759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:16.416269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:16.422024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:16.426271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:16.426367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:19.431863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:19.436802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:19.440906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:19.445438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:19.449716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:19.449796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:22.454780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:22.459498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:22.464085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:22.468228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:22.473721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:22.473904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:25.480167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:25.484215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:25.487721] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:25.491428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:25.495497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:25.495684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:28.502082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:28.507203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:28.511681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:28.515972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:28.520356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:28.520464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:31.526547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:31.530197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:31.533679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:31.538170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:31.542454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:31.542536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:34.547665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:34.551419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:34.555089] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:34.558733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:34.562363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:34.562457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:37.568337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:37.573428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:37.579177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:37.584157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:37.589250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:37.589370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:40.596076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:40.602623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:40.607384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:40.612115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:40.617326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:40.617457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:43.622682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:43.626950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:43.630838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:43.634893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:43.638860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:43.639001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:46.644344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:46.647975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:46.652760] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:46.657587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:46.661423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:46.661509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:49.667672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:49.672800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:49.677994] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:49.682833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:49.690022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:49.690240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:52.695738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:52.701191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:52.705798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:52.710402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:52.715013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:52.715093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:55.720741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:55.726195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:55.730801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:55.736006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:55.740863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:55.741017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:58.745733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:58.749785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:58.753251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:56:58.756747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:58.760316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:58.760399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:01.766098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:01.770270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:01.774639] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:01.779847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:01.785003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:01.785102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:04.791378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:04.796554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:04.801112] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:04.805735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:04.811283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:04.811436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:07.816033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:07.821060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:07.825405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:07.829273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:07.834200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:07.834374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:10.840416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:10.845051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:10.848729] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:10.852301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:10.856016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:10.856105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:13.860768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:13.864323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:13.867874] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:13.871387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:13.874970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:13.875042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:16.881007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:16.885670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:16.890526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:16.895031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:16.898678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:16.898759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:19.905193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:19.909531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:19.914730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:19.920212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:19.924848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:19.924992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:22.929614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:22.932995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:22.936208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:22.939720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:22.943102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:22.943179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:25.947949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:25.951952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:25.956183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:25.960032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:25.965390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:25.965485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:28.971176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:28.977362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:28.982540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:28.987220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:28.990899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:28.990969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:31.996241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:32.001008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:32.004760] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:32.008354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:32.012305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:32.012382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:35.018573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:35.024038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:35.027713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:35.031604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:35.035322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:35.035396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:38.039889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:38.043510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:38.047672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:38.052255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:38.055857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:38.055936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:41.060551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:41.064558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:41.067915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:41.072407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:41.076438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:41.076557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:44.081603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:44.085865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:44.090061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:44.094491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:44.098738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:44.098888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:47.103710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:47.107319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:47.110790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:47.114182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:47.117737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:47.117820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:50.125501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:50.132029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:50.138014] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:50.144343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:50.150198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:50.150363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:53.157454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:53.163766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:53.169850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:53.175220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:53.180511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:53.180678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:56.186681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:56.191684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:56.196154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:56.200189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:56.204145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:56.204230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:59.210482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:59.216052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:59.221734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:57:59.226456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:59.230933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:59.231018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:02.236376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:02.242234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:02.247584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:02.251793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:02.256236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:02.256511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:05.262253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:05.266420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:05.270379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:05.274235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:05.278001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:05.278090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:08.284553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:08.288365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:08.292110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:08.296367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:08.300245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:08.300360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:11.305860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:11.310467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:11.314745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:11.318881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:11.322944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:11.323050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:14.329596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:14.335530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:14.341377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:14.346413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:14.351966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:14.352104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:17.356966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:17.360818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:17.364837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:17.368372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:17.371730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:17.371803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:20.376615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:20.381052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:20.385939] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:20.391040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:20.395093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:20.395191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:23.401447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:23.405814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:23.409212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:23.412974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:23.416294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:23.416366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:26.422153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:26.426273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:26.432416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:26.436687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:26.441609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:26.441830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:29.447579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:29.451489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:29.456416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:29.461615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:29.467173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:29.467314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:32.471909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:32.475302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:32.478671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:32.481948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:32.485265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:32.485353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:35.491238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:35.496424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:35.500866] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:35.504544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:35.509768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:35.509948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:38.516470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:38.524871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:38.528983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:38.533382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:38.538082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:38.538205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:41.544230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:41.548349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:41.552166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:41.556575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:41.561263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:41.561535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:44.566211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:44.569725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:44.572983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:44.576204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:44.579477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:44.579552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:47.584314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:47.587801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:47.591496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:47.595134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:47.598481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:47.598568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:50.604396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:50.610101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:50.614604] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:50.619594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:50.623738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:50.623839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:53.628724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:53.632790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:53.636963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:53.642392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:53.648057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:53.648179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:56.652992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:56.656379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:56.659928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:56.663132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:56.667315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:56.667434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:59.672132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:59.675446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:59.678899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:58:59.682407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:59.686712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:59.686803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:02.691680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:02.695528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:02.699244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:02.703070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:02.707069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:02.707199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:05.711609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:05.715339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:05.718743] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:05.722071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:05.725514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:05.725599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:08.731693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:08.735637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:08.739658] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:08.743065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:08.746468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:08.746554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:11.751042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:11.754406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:11.757810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:11.761106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:11.764360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:11.764435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:14.769800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:14.773460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:14.776729] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:14.780027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:14.784151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:14.784292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:17.790996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:17.795694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:17.799868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:17.803994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:17.808170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:17.808259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:20.813170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:20.816807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:20.820100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:20.825769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:20.831411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:20.831733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:23.838267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:23.841998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:23.845822] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:23.849878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:23.853732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:23.853802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:26.859329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:26.863414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:26.867314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:26.871259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:26.875349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:26.875491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:29.880628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:29.884727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:29.888012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:29.891344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:29.894674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:29.894750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:32.899920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:32.904011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:32.907529] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:32.913136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:32.918948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:32.919103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:35.924553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:35.929320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:35.933810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:35.938871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:35.944083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:35.944211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:38.949365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:38.954238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:38.959902] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:38.965379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:38.970935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:38.971054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:41.975973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:41.980481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:41.985379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:41.989606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:41.993714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:41.993818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:44.998747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:45.002521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:45.006037] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:45.010376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:45.014063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:45.014137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:48.018665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:48.022633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:48.026577] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:48.030336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:48.033900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:48.033977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:51.040167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:51.045586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:51.051048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:51.055804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:51.059675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:51.059755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:54.065811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:54.070976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:54.076362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:54.082691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:54.088032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:54.088146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:57.093554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:57.097983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:57.102797] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T06:59:57.107615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:57.112262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:57.112382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:00.118919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:00.124061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:00.128249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:00.132170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:00.136027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:00.136137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:03.142535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:03.148943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:03.154847] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:03.160155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:03.165678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:03.165880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:06.171817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:06.176859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:06.181966] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:06.185896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:06.190669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:06.190854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:09.195965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:09.201085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:09.206411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:09.210371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:09.214144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:09.214239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:12.219355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:12.223173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:12.227530] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:12.232767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:12.238011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:12.238128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:15.242744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:15.246275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:15.250088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:15.254122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:15.257985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:15.258060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:18.264400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:18.269760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:18.276765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:18.281543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:18.287690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:18.287799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:21.292860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:21.296709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:21.300449] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:21.303986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:21.307479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:21.307566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:24.313391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:24.318717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:24.326836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:24.332463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:24.337779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:24.337921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:27.342989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:27.348162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:27.354144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:27.360957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:27.366543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:27.366758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:30.373202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:30.378077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:30.383527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:30.387430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:30.392544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:30.392759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:33.397374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:33.401526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:33.404985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:33.408580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:33.413296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:33.413395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:36.418866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:36.423508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:36.428203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:36.433309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:36.440909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:36.441089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:39.447912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:39.452569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:39.456414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:39.459941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:39.464361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:39.464487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:42.472112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:42.477946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:42.483539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:42.487872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:42.491558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:42.491667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:45.496431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:45.500270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:45.504129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:45.507798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:45.511339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:45.511421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:48.516000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:48.519511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:48.522796] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:48.526038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:48.529362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:48.529452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:51.535377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:51.539798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:51.544693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:51.549734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:51.553937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:51.554028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:54.558699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:54.562473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:54.566147] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:54.569411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:54.573168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:54.573248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:57.578869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:57.583389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:57.587908] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:00:57.592376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:57.596277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:57.596365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:01:00.601913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:01:00.607210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:01:00.612898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:01:00.618929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:01:00.625031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:01:00.625178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:01:03.630823] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-25T07:01:03.635045] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:01:03.638444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:01:03.641733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:01:03.646982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:01:03.651724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:01:03.652266] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-25T07:01:03.652454] [INFO ] [MODE      ] Using multithreaded
[2025-11-25T07:01:03.652562] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-11-25T07:01:03.658354] [DEBUG] [REMOTE    ] Found 30 available forecast dates.
[2025-11-25T07:01:03.658563] [DEBUG] [REMOTE    ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-11-24.txt'.
[2025-11-25T07:01:03.663818] [DEBUG] [REMOTE    ] Fetched 1897 signal forecasts for 2025-11-24.
[2025-11-25T07:01:03.689931] [INFO ] [main      ] Starting parallel forecast configuration with 4 worker processes for 0 symbols
[2025-11-25T07:01:03.691401] [INFO ] [main      ] Parallel configuration completed in 0.0s. Processed 0 symbols.
[2025-11-25T07:01:03.691479] [INFO ] [main      ] Configuration success rate: 0.0% (0/0 symbols)
[2025-11-25T07:01:04.117789] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: MAG Forecast Configuration Completed (0/0 @ 0.00%)'
[2025-11-25T07:01:04.125831] [INFO ] [MODE      ] Using multithreaded
[2025-11-25T07:01:04.125940] [INFO ] [main      ] Fetching signal forecasts...
[2025-11-25T07:01:04.126009] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-11-25T07:01:04.132126] [DEBUG] [REMOTE    ] Found 30 available forecast dates.
[2025-11-25T07:01:04.132340] [FATAL] [main      ] Latest available forecast date (2025-11-24) does not match DEFAULT_T1_DATE (2025-11-25). Aborting.
[2025-11-25T07:01:04.132432] [INFO ] [MODE      ] Ignoring multithreaded flag for report generation
[2025-11-25T07:01:04.132486] [INFO ] [main      ] Fetching available MAG forecast dates...
[2025-11-25T07:01:04.132615] [INFO ] [main      ] Found 6 forecast dates
[2025-11-25T07:01:04.132697] [INFO ] [main      ] Processing forecast date: 2025-11-17
[2025-11-25T07:01:04.239482] [INFO ] [main      ] Overwriting existing report for 2025-11-17
[2025-11-25T07:01:04.241351] [INFO ] [main      ] Generated forecast report for 2025-11-17: 472 forecasts
[2025-11-25T07:01:04.241498] [INFO ] [main      ] Processing forecast date: 2025-11-18
[2025-11-25T07:01:04.333299] [INFO ] [main      ] Overwriting existing report for 2025-11-18
[2025-11-25T07:01:04.334924] [INFO ] [main      ] Generated forecast report for 2025-11-18: 421 forecasts
[2025-11-25T07:01:04.335036] [INFO ] [main      ] Processing forecast date: 2025-11-19
[2025-11-25T07:01:04.438986] [INFO ] [main      ] Overwriting existing report for 2025-11-19
[2025-11-25T07:01:04.440821] [INFO ] [main      ] Generated forecast report for 2025-11-19: 480 forecasts
[2025-11-25T07:01:04.440970] [INFO ] [main      ] Processing forecast date: 2025-11-20
[2025-11-25T07:01:04.528284] [INFO ] [main      ] Overwriting existing report for 2025-11-20
[2025-11-25T07:01:04.529901] [INFO ] [main      ] Generated forecast report for 2025-11-20: 423 forecasts
[2025-11-25T07:01:04.530011] [INFO ] [main      ] Processing forecast date: 2025-11-21
[2025-11-25T07:01:04.606898] [INFO ] [main      ] Overwriting existing report for 2025-11-21
[2025-11-25T07:01:04.608418] [INFO ] [main      ] Generated forecast report for 2025-11-21: 368 forecasts
[2025-11-25T07:01:04.608555] [INFO ] [main      ] Processing forecast date: 2025-11-24
[2025-11-25T07:01:04.728208] [INFO ] [main      ] Overwriting existing report for 2025-11-24
[2025-11-25T07:01:04.730268] [INFO ] [main      ] Generated forecast report for 2025-11-24: 527 forecasts
[2025-11-25T07:01:04.730432] [INFO ] [main      ] Generated 6/6 forecast reports
[2025-11-25T07:01:04.730496] [INFO ] [main      ] Reading forecast report for email: ./output/forecasts/full/2025-11-24.txt
[2025-11-25T07:01:05.293506] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Report - 2025-11-24'
[2025-11-25T07:01:05.293843] [INFO ] [main      ] Forecast report email sent for 2025-11-24
[2025-11-25T07:01:05.293924] [INFO ] [MAG       ] MAG operation completed successfully
[2025-11-25T07:01:05.294220] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-11-25T07:01:05.294405] [INFO ] [STATE     ] Last completion updated: 2025-11-25T07:01:05.294269
[2025-11-25T11:27:56.218032] [INFO ] [MAG       ] Starting MAG operation...
[2025-11-25T11:27:56.393143] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-25T11:27:56.565675] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-25T11:27:56.733224] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-25T11:27:56.904039] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-25T11:27:56.904373] [WARN ] [STATE     ] State set to: WAITING
[2025-11-25T11:27:56.904434] [INFO ] [STATE     ] Checking service statuses...
[2025-11-25T11:27:56.973607] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-25T11:27:56.977455] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T11:27:57.011735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T11:27:57.015412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T11:27:57.049523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T11:27:57.083189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T11:27:57.083461] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-25T11:27:57.083549] [INFO ] [MODE      ] Using multithreaded
[2025-11-25T11:27:57.083621] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-11-25T11:27:57.088595] [DEBUG] [REMOTE    ] Found 31 available forecast dates.
[2025-11-25T11:27:57.088831] [DEBUG] [REMOTE    ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-11-25.txt'.
[2025-11-25T11:27:57.094039] [DEBUG] [REMOTE    ] Fetched 2057 signal forecasts for 2025-11-25.
[2025-11-25T11:27:57.116207] [INFO ] [main      ] Starting parallel forecast configuration with 4 worker processes for 31 symbols
[2025-11-25T11:27:57.151064] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:27:57.151446] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:27:57.151877] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:27:57.155040] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:27:57.176224] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:27:57.176972] [INFO ] [main      ] PFL: Testing with 53 available features
[2025-11-25T11:27:57.177062] [INFO ] [main      ] PFL: Establishing baseline with no features...
[2025-11-25T11:27:57.177126] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:27:57.179707] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:27:57.180308] [INFO ] [main      ] KNF: Testing with 53 available features
[2025-11-25T11:27:57.180391] [INFO ] [main      ] KNF: Establishing baseline with no features...
[2025-11-25T11:27:57.180465] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:27:57.189944] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:27:57.189944] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:27:57.190924] [INFO ] [main      ] AMX: Testing with 53 available features
[2025-11-25T11:27:57.191029] [INFO ] [main      ] AMX: Establishing baseline with no features...
[2025-11-25T11:27:57.191107] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:27:57.191126] [INFO ] [main      ] LZB: Testing with 53 available features
[2025-11-25T11:27:57.191204] [INFO ] [main      ] LZB: Establishing baseline with no features...
[2025-11-25T11:27:57.191295] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:27:57.191939] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:27:57.192256] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:27:57.194205] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:57.196476] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:27:57.196880] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:27:57.199004] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:57.211498] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:27:57.212300] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:27:57.214858] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:57.218612] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:27:57.219404] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:27:57.222204] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:57.557552] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:27:57.568896] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:27:57.584047] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:27:57.588418] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:27:57.730891] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:27:57.743378] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:27:57.754695] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:27:57.757210] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:27:57.800972] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22%
[2025-11-25T11:27:57.801147] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:27:57.802007] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:57.851058] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.26%
[2025-11-25T11:27:57.851314] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:27:57.852117] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:57.859097] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.69%
[2025-11-25T11:27:57.859297] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:27:57.860095] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:57.880504] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 8.00%
[2025-11-25T11:27:57.880874] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:27:57.881791] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:58.154491] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:27:58.204108] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:27:58.205758] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:27:58.231986] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:27:58.325957] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:27:58.380202] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00%
[2025-11-25T11:27:58.380362] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:27:58.381131] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:58.389207] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:27:58.389490] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:27:58.402717] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:27:58.455748] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.34%
[2025-11-25T11:27:58.456031] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:27:58.456874] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:58.481101] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 11.84%
[2025-11-25T11:27:58.481490] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:27:58.482405] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:58.523919] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: 2.18%
[2025-11-25T11:27:58.524301] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:27:58.525164] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:58.734575] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:27:58.812115] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:27:58.841730] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:27:58.870347] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:27:58.935637] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:27:58.990059] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:27:58.991181] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.11%
[2025-11-25T11:27:58.991503] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:27:58.992337] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:59.020621] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:27:59.045490] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:27:59.054872] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.11%
[2025-11-25T11:27:59.055166] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:27:59.056211] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:59.115637] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.86%
[2025-11-25T11:27:59.116004] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:27:59.116959] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:59.164001] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: 1.01%
[2025-11-25T11:27:59.164380] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:27:59.165229] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:59.336618] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:27:59.399045] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:27:59.470056] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:27:59.502048] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:27:59.508521] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:27:59.564690] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00%
[2025-11-25T11:27:59.565004] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:27:59.565867] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:59.572087] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:27:59.638535] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.73%
[2025-11-25T11:27:59.638856] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:27:59.639772] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:59.652457] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:27:59.678322] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:27:59.745825] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.16%
[2025-11-25T11:27:59.746190] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:27:59.747121] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:59.794543] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 1.56%
[2025-11-25T11:27:59.794881] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:27:59.795772] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:27:59.912861] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:27:59.982817] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:28:00.085173] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:00.107886] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:28:00.140239] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.18%
[2025-11-25T11:28:00.140603] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:28:00.141452] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:00.143288] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:28:00.154810] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:00.220096] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.67%
[2025-11-25T11:28:00.220395] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:28:00.221273] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:00.285514] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:00.321487] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:00.375350] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: -0.05%
[2025-11-25T11:28:00.375721] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:28:00.376518] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:00.449352] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -2.70%
[2025-11-25T11:28:00.449575] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:28:00.450434] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:00.538189] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:28:00.702320] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:28:00.783007] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:28:00.889812] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:00.892567] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:00.955700] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:28:00.959035] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:00.988407] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00%
[2025-11-25T11:28:00.988591] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:28:00.989367] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:01.004869] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.30%
[2025-11-25T11:28:01.005050] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:28:01.005852] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:01.050316] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 1.67%
[2025-11-25T11:28:01.050597] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:28:01.051445] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:01.136377] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:01.288553] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -2.42%
[2025-11-25T11:28:01.288834] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:28:01.289886] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:01.414824] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:28:01.434865] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:28:01.465045] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:28:01.606039] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:01.607354] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:01.658316] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:01.675460] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00%
[2025-11-25T11:28:01.675661] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:28:01.676480] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:01.695964] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.31%
[2025-11-25T11:28:01.696203] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:28:01.697086] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:01.726741] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.87%
[2025-11-25T11:28:01.727127] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:28:01.728242] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:01.745670] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:28:01.921101] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:02.030140] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:28:02.047254] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:28:02.048100] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: 0.11%
[2025-11-25T11:28:02.048271] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:28:02.049081] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:02.113570] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:28:02.203215] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:02.221260] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:02.258387] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00%
[2025-11-25T11:28:02.258546] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:28:02.259313] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:02.294188] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:02.310234] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.57%
[2025-11-25T11:28:02.310399] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:28:02.311179] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:02.360784] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.81%
[2025-11-25T11:28:02.360973] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:28:02.362212] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:02.404712] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:28:02.582994] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:02.606173] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:28:02.654810] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:28:02.712708] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 2.76%
[2025-11-25T11:28:02.713284] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:28:02.714322] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:02.735058] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:28:02.780731] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:02.832232] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:02.835376] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00%
[2025-11-25T11:28:02.835706] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:28:02.836559] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:02.917206] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:02.923611] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.60%
[2025-11-25T11:28:02.923988] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:28:02.924952] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:02.984585] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.15%
[2025-11-25T11:28:02.985009] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:28:02.985950] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:03.074682] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:28:03.179875] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:28:03.248511] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:03.280079] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:28:03.351762] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:03.358736] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:28:03.371157] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 2.34%
[2025-11-25T11:28:03.371534] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:28:03.372421] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:28:03.406203] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00%
[2025-11-25T11:28:03.451556] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:03.526890] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:03.540279] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.90%
[2025-11-25T11:28:03.578144] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:28:03.590221] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.67%
[2025-11-25T11:28:03.709752] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:28:03.720183] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.69%, Actual: 1.96%
[2025-11-25T11:28:03.750061] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:28:03.772260] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.26%, Actual: 1.28%
[2025-11-25T11:28:03.882765] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:03.892225] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 11.84%, Actual: 3.33%
[2025-11-25T11:28:03.921898] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.11%, Actual: 0.53%
[2025-11-25T11:28:03.950541] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 1.75%
[2025-11-25T11:28:04.007693] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: 1.25%
[2025-11-25T11:28:04.069488] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.86%, Actual: 3.40%
[2025-11-25T11:28:04.092077] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:28:04.128191] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.98%
[2025-11-25T11:28:04.185109] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 8.00%, Actual: 1.10%
[2025-11-25T11:28:04.241596] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 18.43%
[2025-11-25T11:28:04.266140] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 1.54%
[2025-11-25T11:28:04.304141] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.73%, Actual: 0.19%
[2025-11-25T11:28:04.362870] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: 2.18%, Actual: 0.16%
[2025-11-25T11:28:04.414400] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 1.23%
[2025-11-25T11:28:04.441606] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:28:04.474794] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.67%, Actual: 0.95%
[2025-11-25T11:28:04.538433] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: 1.01%, Actual: 2.82%
[2025-11-25T11:28:04.585064] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 1.67%, Actual: 0.33%
[2025-11-25T11:28:04.612294] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:28:04.652596] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.56%
[2025-11-25T11:28:04.713995] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 1.56%, Actual: 1.65%
[2025-11-25T11:28:04.761387] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 3.45%
[2025-11-25T11:28:04.785176] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:28:04.822958] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.87%, Actual: 0.02%
[2025-11-25T11:28:04.890280] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -2.70%, Actual: 1.54%
[2025-11-25T11:28:04.934374] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.57%, Actual: 0.11%
[2025-11-25T11:28:04.956781] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:28:04.993062] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 0.18%
[2025-11-25T11:28:05.065953] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -2.42%, Actual: 1.33%
[2025-11-25T11:28:05.107496] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 0.55%
[2025-11-25T11:28:05.131045] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:28:05.131520] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.5459%
[2025-11-25T11:28:05.131679] [INFO ] [main      ] PFL: Baseline score (no features): 17.5459%
[2025-11-25T11:28:05.131757] [INFO ] [main      ] PFL: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:05.131869] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:28:05.132004] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:28:05.145540] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:05.146120] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:28:05.147184] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:05.147334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:05.152853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:05.162595] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.45%
[2025-11-25T11:28:05.243162] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 2.35%
[2025-11-25T11:28:05.278804] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.90%, Actual: 0.22%
[2025-11-25T11:28:05.279227] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 27.1767%
[2025-11-25T11:28:05.279388] [INFO ] [main      ] LZB: Baseline score (no features): 27.1767%
[2025-11-25T11:28:05.279516] [INFO ] [main      ] LZB: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:05.279660] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:28:05.279801] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:28:05.293912] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:05.294448] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:28:05.295380] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:05.295520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:05.300974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:05.341683] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.67%, Actual: 0.66%
[2025-11-25T11:28:05.341948] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 32.4669%
[2025-11-25T11:28:05.342013] [INFO ] [main      ] AMX: Baseline score (no features): 32.4669%
[2025-11-25T11:28:05.342088] [INFO ] [main      ] AMX: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:05.342130] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:28:05.342170] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:28:05.356104] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:05.357017] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:28:05.358160] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:05.358246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:05.363762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:05.421412] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 2.76%, Actual: 0.72%
[2025-11-25T11:28:05.499758] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:28:05.595992] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 2.34%, Actual: 2.91%
[2025-11-25T11:28:05.649694] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:28:05.669052] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:05.729783] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 5m 8s | Global ETA: N/A
[2025-11-25T11:28:05.729915] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:28:05.730710] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:05.730784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:05.735727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:05.771083] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: 1.25%, Actual: 2.66%
[2025-11-25T11:28:05.771384] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 39.4825%
[2025-11-25T11:28:05.771453] [INFO ] [main      ] KNF: Baseline score (no features): 39.4825%
[2025-11-25T11:28:05.771510] [INFO ] [main      ] KNF: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:05.771552] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:28:05.771593] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:28:05.785022] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:05.785624] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:28:05.786546] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:05.786624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:05.786450] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:28:05.792161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:05.825719] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:05.930091] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 0.50% | Symbol ETA: 5m 34s | Global ETA: N/A
[2025-11-25T11:28:05.930579] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:28:05.931575] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:05.931688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:05.936503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:05.962773] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:06.036313] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.37% | Symbol ETA: 5m 59s | Global ETA: N/A
[2025-11-25T11:28:06.036589] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:28:06.037512] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:06.037678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:06.042703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:06.092674] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:28:06.155170] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:28:06.264055] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:06.291089] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:28:06.322023] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 5m 10s | Global ETA: N/A
[2025-11-25T11:28:06.322172] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:28:06.322965] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:06.323039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:06.325052] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:06.328052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:06.391331] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:28:06.447002] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 4.06% | Symbol ETA: 5m 49s | Global ETA: N/A
[2025-11-25T11:28:06.447168] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:28:06.447994] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:06.448070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:06.453144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:06.476414] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:06.564043] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:06.574919] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 14.07% | Symbol ETA: 5m 38s | Global ETA: N/A
[2025-11-25T11:28:06.575073] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:28:06.575908] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:06.575995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:06.581186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:06.635831] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 5m 38s | Global ETA: N/A
[2025-11-25T11:28:06.636119] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:28:06.636979] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:06.637145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:06.642169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:06.671717] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:28:06.804328] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:28:06.841021] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:06.899066] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 5m 8s | Global ETA: N/A
[2025-11-25T11:28:06.899355] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:28:06.900196] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:06.900333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:06.905128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:06.944543] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:28:06.986396] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:28:06.987594] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:07.109569] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 5m 49s | Global ETA: N/A
[2025-11-25T11:28:07.109860] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:28:07.110692] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:07.110818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:07.115766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:07.127971] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:07.186823] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:07.219795] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.45% | Symbol ETA: 5m 38s | Global ETA: N/A
[2025-11-25T11:28:07.220088] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:28:07.220955] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:07.221095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:07.225883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:07.255959] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 5m 34s | Global ETA: N/A
[2025-11-25T11:28:07.256106] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:28:07.256866] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:07.256939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:07.261962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:07.276070] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:28:07.447727] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:07.452997] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:28:07.505221] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 5m 10s | Global ETA: N/A
[2025-11-25T11:28:07.505514] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:28:07.506351] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:07.506488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:07.511318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:07.568787] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:28:07.605192] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:28:07.622960] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:07.741009] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -4.47% | Symbol ETA: 5m 43s | Global ETA: N/A
[2025-11-25T11:28:07.741281] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:28:07.742120] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:07.742248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:07.745271] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:07.747097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:07.775751] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:07.840019] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 5m 35s | Global ETA: N/A
[2025-11-25T11:28:07.840326] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:28:07.841269] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:07.841412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:07.844102] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.94% | Symbol ETA: 5m 27s | Global ETA: N/A
[2025-11-25T11:28:07.844405] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:28:07.845258] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:07.845344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:07.846728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:07.850425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:07.860420] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:28:08.032819] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:08.084705] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:28:08.090127] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 5m 9s | Global ETA: N/A
[2025-11-25T11:28:08.090406] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:28:08.091234] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:08.091375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:08.096181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:08.194234] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:28:08.202622] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:28:08.263512] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:08.366336] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:08.380742] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:08.385305] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.88% | Symbol ETA: 5m 42s | Global ETA: N/A
[2025-11-25T11:28:08.385595] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:28:08.386494] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:08.386627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:08.391684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:08.434942] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.64% | Symbol ETA: 5m 23s | Global ETA: N/A
[2025-11-25T11:28:08.435238] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:28:08.436114] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:08.436260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:08.440940] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:28:08.441285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:08.478004] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 3.78% | Symbol ETA: 5m 34s | Global ETA: N/A
[2025-11-25T11:28:08.478300] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:28:08.479174] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:08.479314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:08.484291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:08.611761] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:08.671266] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5m 8s | Global ETA: N/A
[2025-11-25T11:28:08.671735] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:28:08.672554] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:08.672708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:08.677511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:08.738995] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:28:08.791687] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:28:08.847145] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:28:08.914323] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:08.962684] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:09.024973] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:09.025947] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:28:09.031065] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.08% | Symbol ETA: 5m 41s | Global ETA: N/A
[2025-11-25T11:28:09.031355] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:28:09.032250] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:09.032382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:09.032491] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 5m 21s | Global ETA: N/A
[2025-11-25T11:28:09.032664] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:28:09.033563] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:09.033745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:09.037752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:09.039110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:09.117904] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.75% | Symbol ETA: 5m 34s | Global ETA: N/A
[2025-11-25T11:28:09.118200] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:28:09.119069] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:09.119209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:09.124190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:09.198727] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:09.256398] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5m 7s | Global ETA: N/A
[2025-11-25T11:28:09.256725] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:28:09.257583] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:09.257741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:09.262843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:09.394615] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:28:09.397976] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:28:09.470616] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:28:09.568094] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:09.577414] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:09.604894] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:28:09.636431] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.31% | Symbol ETA: 5m 20s | Global ETA: N/A
[2025-11-25T11:28:09.636741] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:28:09.637588] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:09.637744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:09.641249] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:09.644567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:09.703321] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -4.13% | Symbol ETA: 5m 42s | Global ETA: N/A
[2025-11-25T11:28:09.703614] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:28:09.704526] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:09.704676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:09.709926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:09.732979] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 1.35% | Symbol ETA: 5m 32s | Global ETA: N/A
[2025-11-25T11:28:09.733281] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:28:09.734138] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:09.734279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:09.739182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:09.780573] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:09.838106] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 5m 6s | Global ETA: N/A
[2025-11-25T11:28:09.838390] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:28:09.839235] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:09.839391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:09.844204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:09.982805] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:28:10.064914] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:28:10.089305] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:28:10.153252] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:10.186307] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:28:10.221185] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.52% | Symbol ETA: 5m 17s | Global ETA: N/A
[2025-11-25T11:28:10.221489] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:28:10.222320] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:10.222462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:10.227499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:10.244314] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:10.279228] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:10.358183] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:10.368373] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: 2.22% | Symbol ETA: 5m 42s | Global ETA: N/A
[2025-11-25T11:28:10.368665] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:28:10.369522] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:10.369671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:10.374968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:10.377843] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 5m 32s | Global ETA: N/A
[2025-11-25T11:28:10.378236] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:28:10.379223] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:10.379371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:10.384533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:10.419166] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 5m 5s | Global ETA: N/A
[2025-11-25T11:28:10.419457] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:28:10.420288] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:10.420425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:10.425299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:10.569263] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:28:10.726596] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:28:10.740710] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:28:10.742235] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:10.765850] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:28:10.811796] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.45% | Symbol ETA: 5m 16s | Global ETA: N/A
[2025-11-25T11:28:10.812095] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:28:10.813316] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:10.813457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:10.818637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:10.901255] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:10.914830] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:10.940027] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:10.997286] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5m 4s | Global ETA: N/A
[2025-11-25T11:28:11.007146] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.56% | Symbol ETA: 5m 31s | Global ETA: N/A
[2025-11-25T11:28:11.007416] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:28:11.008268] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:11.008410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:11.013579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:11.021560] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 5.03% | Symbol ETA: 5m 42s | Global ETA: N/A
[2025-11-25T11:28:11.021820] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:28:11.022665] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:11.022793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:11.027946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:11.169699] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:28:11.186948] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.78%
[2025-11-25T11:28:11.339858] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:11.360290] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:28:11.378573] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:28:11.385040] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:28:11.407262] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 5m 15s | Global ETA: N/A
[2025-11-25T11:28:11.531189] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.53%
[2025-11-25T11:28:11.547294] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:11.556345] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:11.579049] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.37%, Actual: 1.28%
[2025-11-25T11:28:11.648090] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.58% | Symbol ETA: 5m 30s | Global ETA: N/A
[2025-11-25T11:28:11.668505] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 4.71% | Symbol ETA: 5m 41s | Global ETA: N/A
[2025-11-25T11:28:11.668822] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:28:11.669701] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:28:11.669836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:11.674630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:11.700776] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:28:11.750857] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.59%, Actual: 1.75%
[2025-11-25T11:28:11.818457] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 0.50%, Actual: 1.96%
[2025-11-25T11:28:11.872447] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.54%
[2025-11-25T11:28:11.923875] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 0.98%
[2025-11-25T11:28:11.986728] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 14.07%, Actual: 3.33%
[2025-11-25T11:28:12.022753] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:28:12.049342] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:28:12.093390] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.94%, Actual: 0.19%
[2025-11-25T11:28:12.155017] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.45%, Actual: 3.40%
[2025-11-25T11:28:12.191489] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:12.219801] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:28:12.265411] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.64%, Actual: 0.95%
[2025-11-25T11:28:12.309752] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -3.79% | Symbol ETA: 5m 39s | Global ETA: N/A
[2025-11-25T11:28:12.327225] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.36%, Actual: 18.43%
[2025-11-25T11:28:12.388771] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:28:12.435984] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.16%, Actual: 0.56%
[2025-11-25T11:28:12.482091] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 4.06%, Actual: 1.10%
[2025-11-25T11:28:12.502883] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 3.78%, Actual: 1.23%
[2025-11-25T11:28:12.559076] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:28:12.619930] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 0.02%
[2025-11-25T11:28:12.656486] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 0.16%
[2025-11-25T11:28:12.681543] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.75%, Actual: 0.33%
[2025-11-25T11:28:12.731020] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:28:12.731430] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.2508%
[2025-11-25T11:28:12.731563] [INFO ] [main      ] PFL: DISCARDED add_afternoon_v_morning_volatility_mix (score: 17.25%)
[2025-11-25T11:28:12.731696] [INFO ] [main      ] PFL: Testing feature 2/53: add_atr
[2025-11-25T11:28:12.731801] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T11:28:12.731913] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:28:12.743507] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:12.744111] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:28:12.744977] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:12.745045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:12.746889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:12.747696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:12.793693] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.52%, Actual: 0.18%
[2025-11-25T11:28:12.828564] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -4.47%, Actual: 2.82%
[2025-11-25T11:28:12.857939] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 1.35%, Actual: 3.45%
[2025-11-25T11:28:12.962447] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 0.45%
[2025-11-25T11:28:13.001528] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.88%, Actual: 1.65%
[2025-11-25T11:28:13.033186] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.11%
[2025-11-25T11:28:13.088193] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:28:13.139524] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 0.66%
[2025-11-25T11:28:13.139918] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 31.5836%
[2025-11-25T11:28:13.140050] [INFO ] [main      ] AMX: DISCARDED add_afternoon_v_morning_volatility_mix (score: 31.58%)
[2025-11-25T11:28:13.140156] [INFO ] [main      ] AMX: Testing feature 2/53: add_atr
[2025-11-25T11:28:13.140313] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T11:28:13.140416] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:28:13.153974] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:13.154553] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:28:13.155475] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:13.155615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:13.157527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:13.158317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:13.177546] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 1.54%
[2025-11-25T11:28:13.202700] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.56%, Actual: 0.55%
[2025-11-25T11:28:13.259053] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:13.315781] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 6m 33s | Global ETA: N/A
[2025-11-25T11:28:13.316055] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:28:13.316888] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:13.317022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:13.318770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:13.319403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:13.348360] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -4.13%, Actual: 1.33%
[2025-11-25T11:28:13.370412] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.58%, Actual: 0.22%
[2025-11-25T11:28:13.370855] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 39.3897%
[2025-11-25T11:28:13.370936] [INFO ] [main      ] LZB: KEPT add_afternoon_v_morning_volatility_mix (score: 39.39%)
[2025-11-25T11:28:13.371058] [INFO ] [main      ] LZB: Testing feature 2/53: add_atr
[2025-11-25T11:28:13.371169] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T11:28:13.371231] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:28:13.384895] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:13.385712] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:28:13.387220] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:13.387380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:13.392807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:13.395053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:13.395886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:13.496131] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:28:13.521584] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: 2.22%, Actual: 2.35%
[2025-11-25T11:28:13.666252] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:13.693517] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 5.03%, Actual: 0.72%
[2025-11-25T11:28:13.733838] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 6m 43s | Global ETA: N/A
[2025-11-25T11:28:13.734141] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:28:13.734991] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:13.735128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:13.736894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:13.737543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:13.750528] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:28:13.753220] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:28:13.867922] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 4.71%, Actual: 2.91%
[2025-11-25T11:28:13.929010] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:13.932471] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:13.987082] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 6m 33s | Global ETA: N/A
[2025-11-25T11:28:13.987232] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:28:13.988020] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:13.988106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:13.989781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:13.990412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:14.031747] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.78% | Symbol ETA: 6m 58s | Global ETA: N/A
[2025-11-25T11:28:14.032218] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:28:14.033221] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:14.033362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:14.038518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:14.040517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:14.041158] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -3.79%, Actual: 2.66%
[2025-11-25T11:28:14.041293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:14.041584] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 42.2210%
[2025-11-25T11:28:14.041671] [INFO ] [main      ] KNF: KEPT add_afternoon_v_morning_volatility_mix (score: 42.22%)
[2025-11-25T11:28:14.041724] [INFO ] [main      ] KNF: Testing feature 2/53: add_atr
[2025-11-25T11:28:14.041762] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T11:28:14.041804] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:28:14.055482] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:14.056242] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:28:14.057147] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:14.057280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:14.062764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:14.064830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:14.065622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:14.183775] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:28:14.340771] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:28:14.356813] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:14.416344] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:28:14.425346] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 6m 43s | Global ETA: N/A
[2025-11-25T11:28:14.425656] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:28:14.426489] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:14.426628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:14.428331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:14.428910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:14.481725] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:28:14.512209] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:14.568836] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 6m 32s | Global ETA: N/A
[2025-11-25T11:28:14.569122] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:28:14.569970] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:14.570108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:14.571834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:14.572422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:14.586537] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:14.659290] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:14.712722] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 2.75% | Symbol ETA: 7m 8s | Global ETA: N/A
[2025-11-25T11:28:14.712995] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:28:14.713844] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:14.713975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:14.718943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:14.720833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:14.721485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:14.759415] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.37% | Symbol ETA: 6m 58s | Global ETA: N/A
[2025-11-25T11:28:14.759748] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:28:14.760812] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:14.760957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:14.765967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:14.767167] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:28:14.768069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:14.768820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:14.926299] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:28:14.937915] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:15.004481] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.67% | Symbol ETA: 6m 42s | Global ETA: N/A
[2025-11-25T11:28:15.004790] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:28:15.005614] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:15.005824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:15.007553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:15.008158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:15.097090] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:15.133953] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:28:15.151210] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:28:15.154515] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6m 31s | Global ETA: N/A
[2025-11-25T11:28:15.154821] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:28:15.155685] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:15.155819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:15.157554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:15.158149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:15.309275] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:15.322835] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:15.352522] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:28:15.409610] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.81% | Symbol ETA: 6m 57s | Global ETA: N/A
[2025-11-25T11:28:15.409932] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:28:15.410832] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:15.410973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:15.416003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:15.417957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:15.418558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:15.446780] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.76% | Symbol ETA: 7m 7s | Global ETA: N/A
[2025-11-25T11:28:15.447085] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:28:15.447984] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:15.448120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:15.453249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:15.455138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:15.455724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:15.500565] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:28:15.521830] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:15.587464] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.20% | Symbol ETA: 6m 41s | Global ETA: N/A
[2025-11-25T11:28:15.587624] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:28:15.588602] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:15.588753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:15.590405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:15.590984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:15.674704] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:15.731422] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 6m 31s | Global ETA: N/A
[2025-11-25T11:28:15.731715] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:28:15.732544] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:15.732696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:15.734431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:15.735017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:15.761771] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:28:15.810565] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:28:15.930295] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:28:15.936574] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:15.983277] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:16.031282] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.91% | Symbol ETA: 6m 57s | Global ETA: N/A
[2025-11-25T11:28:16.032166] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:28:16.033051] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:16.033195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:16.038219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:16.040105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:16.040722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:16.078977] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:28:16.099332] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:16.112997] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -4.02% | Symbol ETA: 7m 7s | Global ETA: N/A
[2025-11-25T11:28:16.113244] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:28:16.114113] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:16.114228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:16.119397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:16.121301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:16.121890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:16.165546] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 6m 41s | Global ETA: N/A
[2025-11-25T11:28:16.165854] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:28:16.166680] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:16.166814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:16.168508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:16.169049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:16.256724] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:16.312799] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6m 30s | Global ETA: N/A
[2025-11-25T11:28:16.313071] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:28:16.313956] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:16.314094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:16.315874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:16.316459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:16.382931] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:28:16.468209] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:28:16.510342] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:28:16.554242] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:16.648037] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:16.650966] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 2.95% | Symbol ETA: 6m 56s | Global ETA: N/A
[2025-11-25T11:28:16.651138] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:28:16.652097] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:16.652238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:16.657122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:16.658935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:16.659513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:16.664279] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:28:16.684292] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:16.753270] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: 0.90% | Symbol ETA: 6m 40s | Global ETA: N/A
[2025-11-25T11:28:16.753573] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:28:16.754431] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:16.754569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:16.756705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:16.757291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:16.773706] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 7m 6s | Global ETA: N/A
[2025-11-25T11:28:16.774001] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:28:16.774852] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:16.774991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:16.779847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:16.781748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:16.782310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:16.837621] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:16.894202] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6m 29s | Global ETA: N/A
[2025-11-25T11:28:16.894484] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:28:16.895313] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:16.895447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:16.897207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:16.897782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:17.002863] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:28:17.096459] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:28:17.149689] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:28:17.176117] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:17.248786] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:28:17.269054] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:17.270771] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.73% | Symbol ETA: 6m 55s | Global ETA: N/A
[2025-11-25T11:28:17.271063] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:28:17.271920] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:17.272058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:17.276870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:17.278777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:17.279386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:17.331871] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:17.335213] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.83% | Symbol ETA: 6m 39s | Global ETA: N/A
[2025-11-25T11:28:17.335526] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:28:17.336436] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:17.336577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:17.338496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:17.339077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:17.424631] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:17.464324] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.56% | Symbol ETA: 7m 5s | Global ETA: N/A
[2025-11-25T11:28:17.464608] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:28:17.465477] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:17.465561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:17.470582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:17.472438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:17.472953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:17.480537] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 6m 29s | Global ETA: N/A
[2025-11-25T11:28:17.480837] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:28:17.481666] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:17.481805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:17.483499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:17.484074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:17.622577] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:28:17.680355] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:28:17.791999] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:17.816026] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:28:17.828404] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:28:17.857014] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:17.884381] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 6m 55s | Global ETA: N/A
[2025-11-25T11:28:17.884535] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:28:17.885308] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:17.885382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:17.890528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:17.892764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:17.893322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:17.930042] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 6m 39s | Global ETA: N/A
[2025-11-25T11:28:17.930388] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:28:17.931458] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:17.931675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:17.933507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:17.934188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:18.004707] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:18.008843] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:18.062137] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 6m 28s | Global ETA: N/A
[2025-11-25T11:28:18.062359] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:28:18.063274] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:18.063415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:18.065286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:18.065881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:18.142626] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 7m 5s | Global ETA: N/A
[2025-11-25T11:28:18.142941] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:28:18.143935] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:18.144080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:18.149840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:18.152093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:18.152755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:18.236428] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:28:18.281589] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:28:18.409346] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:28:18.427447] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:18.452444] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:18.520490] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 6m 38s | Global ETA: N/A
[2025-11-25T11:28:18.520798] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:28:18.521625] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:18.521779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:18.521941] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.16% | Symbol ETA: 6m 54s | Global ETA: N/A
[2025-11-25T11:28:18.522238] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:28:18.523097] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:18.523236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:18.523507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:18.524106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:18.528098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:18.529956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:18.530534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:18.536492] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:28:18.580312] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:18.637566] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6m 28s | Global ETA: N/A
[2025-11-25T11:28:18.709332] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:18.814112] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:28:18.831316] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -3.05% | Symbol ETA: 7m 4s | Global ETA: N/A
[2025-11-25T11:28:18.831597] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:28:18.832552] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:18.832697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:18.838069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:18.840114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:18.840828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:18.870713] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:28:18.884419] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:28:18.989037] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:28:19.044107] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:19.057547] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:19.111843] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 6m 38s | Global ETA: N/A
[2025-11-25T11:28:19.153450] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.08% | Symbol ETA: 6m 53s | Global ETA: N/A
[2025-11-25T11:28:19.153778] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:28:19.154817] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:19.154947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:19.160043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:19.161985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:19.162562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:19.164068] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.53%
[2025-11-25T11:28:19.184739] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:28:19.286411] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.03%, Actual: 1.28%
[2025-11-25T11:28:19.336572] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:28:19.355059] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:19.460924] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.24%, Actual: 1.75%
[2025-11-25T11:28:19.477628] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 2.60% | Symbol ETA: 7m 3s | Global ETA: N/A
[2025-11-25T11:28:19.477930] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:28:19.478775] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:19.478909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:19.484054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:19.486627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:19.487206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:19.513845] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 1.54%
[2025-11-25T11:28:19.521251] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:28:19.640756] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 0.98%
[2025-11-25T11:28:19.684266] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:28:19.690870] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:19.783342] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.70% | Symbol ETA: 6m 53s | Global ETA: N/A
[2025-11-25T11:28:19.812913] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.20%, Actual: 0.19%
[2025-11-25T11:28:19.830510] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:28:19.854078] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:28:19.953887] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.78%, Actual: 1.96%
[2025-11-25T11:28:19.984949] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.68%, Actual: 0.95%
[2025-11-25T11:28:20.007596] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:20.025719] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:28:20.124624] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.37%, Actual: 3.33%
[2025-11-25T11:28:20.131761] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 7m 2s | Global ETA: N/A
[2025-11-25T11:28:20.132040] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:28:20.132864] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:20.133000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:20.137876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:20.139720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:20.140275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:20.157404] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 0.56%
[2025-11-25T11:28:20.203040] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.03%
[2025-11-25T11:28:20.301434] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.81%, Actual: 3.40%
[2025-11-25T11:28:20.333978] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.83%, Actual: 0.02%
[2025-11-25T11:28:20.380137] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:28:20.380544] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 19.1978%
[2025-11-25T11:28:20.380739] [INFO ] [main      ] PFL: KEPT add_atr (score: 19.20%)
[2025-11-25T11:28:20.380863] [INFO ] [main      ] PFL: Testing feature 3/53: add_atr_10
[2025-11-25T11:28:20.380973] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T11:28:20.381083] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:28:20.393093] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:20.393689] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:28:20.394730] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:20.394890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:20.397339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:20.398157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:20.398831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:20.472813] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.91%, Actual: 18.43%
[2025-11-25T11:28:20.490716] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:28:20.505487] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.59%, Actual: 0.18%
[2025-11-25T11:28:20.651387] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 2.95%, Actual: 1.23%
[2025-11-25T11:28:20.663699] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:20.676617] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 0.45%
[2025-11-25T11:28:20.782073] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -6.38% | Symbol ETA: 7m 2s | Global ETA: N/A
[2025-11-25T11:28:20.806529] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:28:20.839102] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.73%, Actual: 0.33%
[2025-11-25T11:28:20.853609] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.28%, Actual: 0.66%
[2025-11-25T11:28:20.854096] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 34.3210%
[2025-11-25T11:28:20.854365] [INFO ] [main      ] AMX: KEPT add_atr (score: 34.32%)
[2025-11-25T11:28:20.854549] [INFO ] [main      ] AMX: Testing feature 3/53: add_atr_10
[2025-11-25T11:28:20.854704] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T11:28:20.854821] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:28:20.867308] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:20.867900] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:28:20.868866] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:20.869009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:20.870830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:20.871421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:20.871946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:20.958012] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 2.75%, Actual: 1.10%
[2025-11-25T11:28:21.017781] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 3.45%
[2025-11-25T11:28:21.054894] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:21.118479] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 3m 18s | Global ETA: N/A
[2025-11-25T11:28:21.118792] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:28:21.119791] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:21.119929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:21.121863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:21.122420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:21.122968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:21.135188] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.76%, Actual: 0.16%
[2025-11-25T11:28:21.193087] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.16%, Actual: 0.11%
[2025-11-25T11:28:21.219588] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:28:21.304402] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -4.02%, Actual: 2.82%
[2025-11-25T11:28:21.388883] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.08%, Actual: 0.55%
[2025-11-25T11:28:21.391001] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:21.461204] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 3m 18s | Global ETA: N/A
[2025-11-25T11:28:21.461506] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:28:21.462444] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:21.462593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:21.464433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:21.465056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:21.464972] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:28:21.465535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:21.473135] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 1.65%
[2025-11-25T11:28:21.566405] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.70%, Actual: 0.22%
[2025-11-25T11:28:21.566880] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 31.9257%
[2025-11-25T11:28:21.567022] [INFO ] [main      ] LZB: DISCARDED add_atr (score: 31.93%)
[2025-11-25T11:28:21.567177] [INFO ] [main      ] LZB: Testing feature 3/53: add_atr_10
[2025-11-25T11:28:21.567295] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-25T11:28:21.567407] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:28:21.580547] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:21.581182] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:28:21.582183] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:21.582331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:21.587484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:21.589564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:21.590257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:21.638541] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:21.644566] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.56%, Actual: 1.54%
[2025-11-25T11:28:21.699218] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 3m 16s | Global ETA: N/A
[2025-11-25T11:28:21.699778] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:28:21.700689] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:21.700832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:21.702587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:21.703211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:21.703771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:21.809011] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:28:21.813758] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 1.33%
[2025-11-25T11:28:21.948635] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:28:21.984042] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:21.985103] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -3.05%, Actual: 2.35%
[2025-11-25T11:28:22.054911] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.02% | Symbol ETA: 3m 18s | Global ETA: N/A
[2025-11-25T11:28:22.055214] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:28:22.056087] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:22.056226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:22.058039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:22.058621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:22.059219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:22.109790] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:28:22.117473] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:22.162715] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 2.60%, Actual: 0.72%
[2025-11-25T11:28:22.217965] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.97% | Symbol ETA: 3m 31s | Global ETA: N/A
[2025-11-25T11:28:22.218271] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:28:22.219160] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:22.219301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:22.224541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:22.226567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:22.227207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:22.285834] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:22.333867] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 0.29%, Actual: 2.91%
[2025-11-25T11:28:22.344587] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.20% | Symbol ETA: 3m 16s | Global ETA: N/A
[2025-11-25T11:28:22.344771] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:28:22.345519] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:22.345599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:22.347330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:22.347988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:22.348514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:22.412168] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:28:22.506102] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -6.38%, Actual: 2.66%
[2025-11-25T11:28:22.506731] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 32.2803%
[2025-11-25T11:28:22.506858] [INFO ] [main      ] KNF: DISCARDED add_atr (score: 32.28%)
[2025-11-25T11:28:22.506960] [INFO ] [main      ] KNF: Testing feature 3/53: add_atr_10
[2025-11-25T11:28:22.507081] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-25T11:28:22.507206] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:28:22.523241] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:22.524049] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:28:22.524980] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:22.525127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:22.530583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:22.532681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:22.533252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:22.572190] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:28:22.593564] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:22.665670] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 3m 17s | Global ETA: N/A
[2025-11-25T11:28:22.665966] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:28:22.666914] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:22.667083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:22.668917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:22.669531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:22.670095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:22.693560] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:28:22.744120] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:22.844382] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 11.37% | Symbol ETA: 3m 30s | Global ETA: N/A
[2025-11-25T11:28:22.844692] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:28:22.845517] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:22.845671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:22.851056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:22.853384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:22.853986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:22.867563] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:22.886326] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:28:22.925839] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 3m 15s | Global ETA: N/A
[2025-11-25T11:28:22.926143] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:28:22.926984] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:22.927149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:22.929078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:22.929639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:22.930178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:23.045067] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:28:23.080317] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:23.195811] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:28:23.211361] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 3.75% | Symbol ETA: 3m 38s | Global ETA: N/A
[2025-11-25T11:28:23.211666] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:28:23.212576] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:23.212737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:23.218090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:23.220048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:23.220618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:23.225838] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:23.286452] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:28:23.295280] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 3m 16s | Global ETA: N/A
[2025-11-25T11:28:23.295587] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:28:23.296411] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:23.296554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:23.298777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:23.299356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:23.299914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:23.380024] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:23.465572] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:23.485059] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.39% | Symbol ETA: 3m 29s | Global ETA: N/A
[2025-11-25T11:28:23.485246] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:28:23.486379] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:23.486524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:23.491694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:23.493630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:23.494203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:23.524250] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 3m 14s | Global ETA: N/A
[2025-11-25T11:28:23.524393] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:28:23.525162] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:23.525444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:23.527312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:23.527843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:23.528302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:23.575316] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:28:23.649787] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:28:23.751800] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:23.828611] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:23.862339] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:28:23.871324] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.54% | Symbol ETA: 3m 37s | Global ETA: N/A
[2025-11-25T11:28:23.871606] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:28:23.872446] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:23.872575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:23.877480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:23.879338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:23.879907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:23.883548] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:28:23.898627] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.60% | Symbol ETA: 3m 16s | Global ETA: N/A
[2025-11-25T11:28:23.898901] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:28:23.899738] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:23.899881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:23.901598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:23.902201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:23.902743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:24.052260] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:24.062320] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:24.122312] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3m 14s | Global ETA: N/A
[2025-11-25T11:28:24.122603] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:28:24.123450] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:24.123589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:24.125344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:24.125964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:24.126487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:24.155937] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 3m 29s | Global ETA: N/A
[2025-11-25T11:28:24.156292] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:28:24.157286] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:24.157434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:24.162845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:24.164871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:24.165506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:24.230332] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:28:24.276774] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:28:24.403310] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:24.457563] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:24.472864] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:28:24.527527] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -1.83% | Symbol ETA: 3m 36s | Global ETA: N/A
[2025-11-25T11:28:24.527835] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:28:24.527998] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 3m 15s | Global ETA: N/A
[2025-11-25T11:28:24.528162] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:28:24.528763] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:24.528886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:24.528962] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:24.529201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:24.529922] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:28:24.530936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:24.531426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:24.531891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:24.533746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:24.535598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:24.536182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:24.646896] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:24.700552] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:24.705842] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3m 13s | Global ETA: N/A
[2025-11-25T11:28:24.706004] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:28:24.706900] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:24.707048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:24.708796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:24.709354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:24.709894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:24.799713] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.74% | Symbol ETA: 3m 28s | Global ETA: N/A
[2025-11-25T11:28:24.799883] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:28:24.800694] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:24.800950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:24.805990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:24.807938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:24.808528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:24.883519] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:28:24.883881] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:28:25.053084] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:25.059148] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:25.062930] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:28:25.130531] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.52% | Symbol ETA: 3m 15s | Global ETA: N/A
[2025-11-25T11:28:25.130846] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:28:25.131731] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:25.131871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:25.133712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:25.134308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:25.135053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:25.163538] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:28:25.171474] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 3.32% | Symbol ETA: 3m 36s | Global ETA: N/A
[2025-11-25T11:28:25.171765] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:28:25.172567] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:25.172710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:25.177529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:25.179343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:25.179908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:25.264624] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:25.351044] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3m 12s | Global ETA: N/A
[2025-11-25T11:28:25.351536] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:28:25.352569] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:25.352743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:25.354595] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:25.354721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:25.355457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:25.356018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:25.453333] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.97% | Symbol ETA: 3m 27s | Global ETA: N/A
[2025-11-25T11:28:25.453673] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:28:25.454567] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:25.454725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:25.460127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:25.462464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:25.463093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:25.492439] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:28:25.516897] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:28:25.667404] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:25.685733] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:25.718635] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:28:25.735161] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.64% | Symbol ETA: 3m 14s | Global ETA: N/A
[2025-11-25T11:28:25.735453] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:28:25.736286] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:25.736427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:25.738224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:25.739015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:25.739758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:25.805523] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.79% | Symbol ETA: 3m 35s | Global ETA: N/A
[2025-11-25T11:28:25.805821] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:28:25.806860] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:25.806989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:25.811757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:25.813762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:25.814305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:25.853475] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:28:25.912041] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:25.970135] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 3m 12s | Global ETA: N/A
[2025-11-25T11:28:25.970406] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:28:25.971238] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:25.971376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:25.973108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:25.973696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:25.974162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:26.048827] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:26.097121] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:28:26.154542] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.65% | Symbol ETA: 3m 27s | Global ETA: N/A
[2025-11-25T11:28:26.154826] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:28:26.155822] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:26.155909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:26.157753] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:28:26.161428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:26.163881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:26.164732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:26.271627] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:26.325610] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:28:26.330426] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:26.342790] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 3m 13s | Global ETA: N/A
[2025-11-25T11:28:26.342943] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:28:26.343747] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:26.343844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:26.345581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:26.346133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:26.346681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:26.456275] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 1.53% | Symbol ETA: 3m 34s | Global ETA: N/A
[2025-11-25T11:28:26.456737] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:28:26.457983] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:26.458113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:26.463236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:26.465700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:26.466238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:26.497495] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:26.535965] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:28:26.555621] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3m 11s | Global ETA: N/A
[2025-11-25T11:28:26.710136] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:26.725781] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:28:26.728432] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.20%, Actual: 0.78%
[2025-11-25T11:28:26.806157] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:28:26.806353] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 3m 26s | Global ETA: N/A
[2025-11-25T11:28:26.806659] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:28:26.807526] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:26.807680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:26.813019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:26.814876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:26.815450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:26.899224] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:28:26.901975] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:26.970716] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.43% | Symbol ETA: 3m 13s | Global ETA: N/A
[2025-11-25T11:28:26.979802] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:27.073390] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.20%, Actual: 0.53%
[2025-11-25T11:28:27.111425] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 3m 34s | Global ETA: N/A
[2025-11-25T11:28:27.111724] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:28:27.112556] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:27.112711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:27.117525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:27.119355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:27.119924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:27.143513] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.16%, Actual: 1.28%
[2025-11-25T11:28:27.167786] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:28:27.244558] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:28:27.314064] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 1.75%
[2025-11-25T11:28:27.343363] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:27.416248] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:28:27.442355] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -2.15% | Symbol ETA: 3m 26s | Global ETA: N/A
[2025-11-25T11:28:27.442707] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:28:27.443831] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:27.443996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:27.449912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:27.452159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:27.452772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:27.459366] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:28:27.484906] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.98%
[2025-11-25T11:28:27.633765] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:27.647472] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:28:27.658406] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.30%, Actual: 0.19%
[2025-11-25T11:28:27.760406] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 3.83% | Symbol ETA: 3m 33s | Global ETA: N/A
[2025-11-25T11:28:27.760707] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:28:27.761552] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:27.761703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:27.766976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:27.769015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:27.769574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:27.813283] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:28:27.817493] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:28:27.827882] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.60%, Actual: 0.95%
[2025-11-25T11:28:27.989382] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:28:27.990985] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:28.060120] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.56%
[2025-11-25T11:28:28.086153] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.98% | Symbol ETA: 3m 25s | Global ETA: N/A
[2025-11-25T11:28:28.125496] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:28:28.167339] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:28:28.230977] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 0.02%
[2025-11-25T11:28:28.263443] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.97%, Actual: 1.96%
[2025-11-25T11:28:28.303174] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:28.342536] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:28:28.342976] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.2446%
[2025-11-25T11:28:28.343107] [INFO ] [main      ] PFL: DISCARDED add_atr_10 (score: 17.24%)
[2025-11-25T11:28:28.343222] [INFO ] [main      ] PFL: Testing feature 4/53: add_atr_5
[2025-11-25T11:28:28.343326] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5']
[2025-11-25T11:28:28.343432] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:28:28.355945] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:28.356633] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:28:28.357570] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:28.358058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:28.359831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:28.360412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:28.360988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:28.408099] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.18%
[2025-11-25T11:28:28.431261] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 2.62% | Symbol ETA: 3m 32s | Global ETA: N/A
[2025-11-25T11:28:28.431745] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:28:28.432574] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:28.432724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:28.438564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:28.440783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:28.441438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:28.444730] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 11.37%, Actual: 3.33%
[2025-11-25T11:28:28.595626] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.48%, Actual: 0.45%
[2025-11-25T11:28:28.624789] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.39%, Actual: 3.40%
[2025-11-25T11:28:28.705328] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:28:28.774576] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.43%, Actual: 0.66%
[2025-11-25T11:28:28.774988] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 31.2221%
[2025-11-25T11:28:28.775122] [INFO ] [main      ] AMX: DISCARDED add_atr_10 (score: 31.22%)
[2025-11-25T11:28:28.775237] [INFO ] [main      ] AMX: Testing feature 4/53: add_atr_5
[2025-11-25T11:28:28.775342] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5']
[2025-11-25T11:28:28.775450] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:28:28.788184] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:28.789029] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:28:28.790202] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:28.790527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:28.792319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:28.792926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:28.793440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:28.802790] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:28:28.807071] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 18.43%
[2025-11-25T11:28:28.879921] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:28.951887] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 2m 15s | Global ETA: N/A
[2025-11-25T11:28:28.952234] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:28:28.953434] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:28.953608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:28.956204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:28.957128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:28.957822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:28.979525] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:28.980246] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.74%, Actual: 1.23%
[2025-11-25T11:28:29.106871] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -2.42% | Symbol ETA: 3m 32s | Global ETA: N/A
[2025-11-25T11:28:29.146624] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:28:29.219158] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.97%, Actual: 0.33%
[2025-11-25T11:28:29.280693] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 3.75%, Actual: 1.10%
[2025-11-25T11:28:29.346695] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:29.421016] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.65%, Actual: 3.45%
[2025-11-25T11:28:29.423378] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:28:29.426079] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 2m 15s | Global ETA: N/A
[2025-11-25T11:28:29.426273] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:28:29.427488] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:29.427699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:29.430326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:29.431282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:29.431983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:29.461935] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.54%, Actual: 0.16%
[2025-11-25T11:28:29.665720] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: 0.02%, Actual: 0.11%
[2025-11-25T11:28:29.680449] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:29.682031] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -1.83%, Actual: 2.82%
[2025-11-25T11:28:29.758659] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 2m 16s | Global ETA: N/A
[2025-11-25T11:28:29.758996] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:28:29.760000] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:29.760162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:29.762714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:29.763533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:29.764271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:29.911577] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -2.15%, Actual: 0.55%
[2025-11-25T11:28:29.947918] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 3.32%, Actual: 1.65%
[2025-11-25T11:28:29.959985] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:28:30.137307] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.98%, Actual: 0.22%
[2025-11-25T11:28:30.137836] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 33.3024%
[2025-11-25T11:28:30.138079] [INFO ] [main      ] LZB: DISCARDED add_atr_10 (score: 33.30%)
[2025-11-25T11:28:30.138220] [INFO ] [main      ] LZB: Testing feature 4/53: add_atr_5
[2025-11-25T11:28:30.138342] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5']
[2025-11-25T11:28:30.138409] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:28:30.152740] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:30.153670] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:28:30.154920] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:30.155193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:30.162061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:30.164581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:30.164855] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:30.165407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:30.188880] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.79%, Actual: 1.54%
[2025-11-25T11:28:30.241088] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 2m 15s | Global ETA: N/A
[2025-11-25T11:28:30.241413] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:28:30.242622] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:30.242821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:30.244927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:30.245745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:30.246301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:30.257266] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:28:30.436784] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:30.455600] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 1.53%, Actual: 1.33%
[2025-11-25T11:28:30.496667] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 2m 15s | Global ETA: N/A
[2025-11-25T11:28:30.496836] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:28:30.497839] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:30.498059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:30.499925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:30.500539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:30.501043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:30.624531] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:28:30.639620] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 2.35%
[2025-11-25T11:28:30.643748] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:28:30.819489] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:30.825561] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 3.83%, Actual: 0.72%
[2025-11-25T11:28:30.833722] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:30.858927] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:28:30.887688] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.67% | Symbol ETA: 2m 14s | Global ETA: N/A
[2025-11-25T11:28:30.887989] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:28:30.888916] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:30.889061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:30.890869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:30.891455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:30.891967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:30.937261] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.78% | Symbol ETA: 2m 27s | Global ETA: N/A
[2025-11-25T11:28:30.937781] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:28:30.938971] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:30.939118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:30.944873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:30.947175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:30.947882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:31.006412] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 2.62%, Actual: 2.91%
[2025-11-25T11:28:31.038186] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:31.097842] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 2m 14s | Global ETA: N/A
[2025-11-25T11:28:31.098125] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:28:31.099000] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:31.099141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:31.100916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:31.101439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:31.101933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:31.181900] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -2.42%, Actual: 2.66%
[2025-11-25T11:28:31.182147] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 44.7660%
[2025-11-25T11:28:31.182298] [INFO ] [main      ] KNF: KEPT add_atr_10 (score: 44.77%)
[2025-11-25T11:28:31.182362] [INFO ] [main      ] KNF: Testing feature 4/53: add_atr_5
[2025-11-25T11:28:31.182417] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5']
[2025-11-25T11:28:31.182470] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:28:31.197810] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:31.198216] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:28:31.199108] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:31.199196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:31.206272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:31.208278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:31.208900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:31.209383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:31.235562] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:28:31.298328] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:28:31.407433] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:31.453675] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:28:31.465102] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:31.476501] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.20% | Symbol ETA: 2m 13s | Global ETA: N/A
[2025-11-25T11:28:31.476837] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:28:31.477792] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:31.477935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:31.479831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:31.480447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:31.480974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:31.556624] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:28:31.562142] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.37% | Symbol ETA: 2m 26s | Global ETA: N/A
[2025-11-25T11:28:31.562432] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:28:31.563273] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:31.563414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:31.568440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:31.570334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:31.570958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:31.625512] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:31.684469] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 2m 13s | Global ETA: N/A
[2025-11-25T11:28:31.684750] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:28:31.685589] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:31.685742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:31.687562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:31.688187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:31.688690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:31.725683] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:31.836202] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:28:31.852767] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 7.34% | Symbol ETA: 2m 28s | Global ETA: N/A
[2025-11-25T11:28:31.852913] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:28:31.853882] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:31.853957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:31.859249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:31.861448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:31.861973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:31.862428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:31.909690] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:28:32.010529] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:32.035996] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:28:32.077975] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 2m 13s | Global ETA: N/A
[2025-11-25T11:28:32.078287] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:28:32.079208] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:32.079351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:32.080403] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:32.081372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:32.082065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:32.082566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:32.178465] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.81% | Symbol ETA: 2m 25s | Global ETA: N/A
[2025-11-25T11:28:32.178784] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:28:32.179683] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:32.179821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:32.185542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:32.187748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:32.188325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:32.203553] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:28:32.205998] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:32.263766] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2m 13s | Global ETA: N/A
[2025-11-25T11:28:32.264036] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:28:32.264919] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:32.265060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:32.266946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:32.267542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:32.268040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:32.375513] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:32.422132] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:28:32.499480] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -0.51% | Symbol ETA: 2m 27s | Global ETA: N/A
[2025-11-25T11:28:32.499782] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:28:32.500687] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:32.500833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:32.505885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:32.507832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:32.508390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:32.508938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:32.534901] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:28:32.593110] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:32.650163] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:28:32.663570] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: 0.90% | Symbol ETA: 2m 12s | Global ETA: N/A
[2025-11-25T11:28:32.663734] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:28:32.664564] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:32.664663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:32.666507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:32.667188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:32.667881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:32.740592] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:32.843617] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:32.859070] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:28:32.863894] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.91% | Symbol ETA: 2m 24s | Global ETA: N/A
[2025-11-25T11:28:32.864073] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:28:32.865174] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:32.865286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:32.871585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:32.873878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:32.874620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:32.903488] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2m 12s | Global ETA: N/A
[2025-11-25T11:28:32.903870] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:28:32.905016] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:32.905191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:32.907618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:32.908514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:32.909047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:33.016857] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:28:33.033616] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:33.157350] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -5.04% | Symbol ETA: 2m 26s | Global ETA: N/A
[2025-11-25T11:28:33.157621] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:28:33.158553] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:33.158706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:33.163892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:33.166102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:33.166810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:33.167371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:33.200425] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:33.230824] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:28:33.269683] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.83% | Symbol ETA: 2m 11s | Global ETA: N/A
[2025-11-25T11:28:33.269990] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:28:33.270852] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:33.270995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:33.272735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:33.273311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:33.273810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:33.325248] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:28:33.412457] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:33.506323] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:33.513739] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 2.95% | Symbol ETA: 2m 23s | Global ETA: N/A
[2025-11-25T11:28:33.514040] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:28:33.514933] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:33.515077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:33.520226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:33.522178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:33.522814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:33.523588] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:28:33.568922] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2m 11s | Global ETA: N/A
[2025-11-25T11:28:33.569192] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:28:33.570068] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:33.570208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:33.572039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:33.572757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:33.573245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:33.633527] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:28:33.706807] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:33.814464] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:33.831888] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 3.46% | Symbol ETA: 2m 26s | Global ETA: N/A
[2025-11-25T11:28:33.832059] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:28:33.833007] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:33.833164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:33.838116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:33.840258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:33.841017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:33.841531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:33.882726] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 2m 11s | Global ETA: N/A
[2025-11-25T11:28:33.882892] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:28:33.883668] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:33.883749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:33.885562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:33.886198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:33.886699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:33.888372] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:28:33.925972] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:28:34.058296] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:34.099801] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:34.157869] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.73% | Symbol ETA: 2m 23s | Global ETA: N/A
[2025-11-25T11:28:34.158211] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:28:34.158570] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 2m 11s | Global ETA: N/A
[2025-11-25T11:28:34.158884] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:28:34.159103] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:34.159256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:34.159780] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:34.159857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:34.161535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:34.162208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:34.162712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:34.164555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:34.166465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:34.167081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:34.213504] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:28:34.251480] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:28:34.394741] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:34.433204] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:34.503309] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 2m 10s | Global ETA: N/A
[2025-11-25T11:28:34.503626] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:28:34.504612] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:34.504791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:34.506670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:34.507346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:34.507803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:34.515290] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:28:34.517255] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.63% | Symbol ETA: 2m 25s | Global ETA: N/A
[2025-11-25T11:28:34.517536] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:28:34.518379] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:34.518510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:34.521168] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:28:34.523577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:34.525380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:34.525960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:34.526478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:34.694876] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:34.703830] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:34.754914] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2m 10s | Global ETA: N/A
[2025-11-25T11:28:34.801494] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 2m 22s | Global ETA: N/A
[2025-11-25T11:28:34.801805] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:28:34.802683] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:34.802824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:34.808438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:34.810506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:34.811100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:34.876468] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:28:34.878364] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:28:34.933269] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:28:35.059149] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:35.059441] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:35.104454] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:28:35.128952] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 2m 9s | Global ETA: N/A
[2025-11-25T11:28:35.163604] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:28:35.182381] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 3.50% | Symbol ETA: 2m 24s | Global ETA: N/A
[2025-11-25T11:28:35.182551] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:28:35.183478] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:35.183610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:35.188589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:35.190453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:35.191066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:35.191580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:35.297875] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.53%
[2025-11-25T11:28:35.338168] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.03%, Actual: 1.28%
[2025-11-25T11:28:35.341978] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:35.440241] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.16% | Symbol ETA: 2m 21s | Global ETA: N/A
[2025-11-25T11:28:35.440535] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:28:35.441398] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:35.441540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:35.446845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:35.449185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:35.449810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:35.475146] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:28:35.515570] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.24%, Actual: 1.75%
[2025-11-25T11:28:35.550347] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:28:35.652691] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 1.54%
[2025-11-25T11:28:35.697166] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 0.98%
[2025-11-25T11:28:35.747989] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:35.817964] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:28:35.866389] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:28:35.882798] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -3.38% | Symbol ETA: 2m 24s | Global ETA: N/A
[2025-11-25T11:28:35.882671] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.20%, Actual: 0.19%
[2025-11-25T11:28:35.882958] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:28:35.883899] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:35.884033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:35.889338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:35.891663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:35.892382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:35.893055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:36.002400] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:36.039476] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:28:36.063440] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.68%, Actual: 0.95%
[2025-11-25T11:28:36.101691] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.08% | Symbol ETA: 2m 21s | Global ETA: N/A
[2025-11-25T11:28:36.101815] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:28:36.102573] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:28:36.102657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:36.107356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:36.109201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:36.109781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:36.230101] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:28:36.242794] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 0.56%
[2025-11-25T11:28:36.253732] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:28:36.412739] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.03%
[2025-11-25T11:28:36.418884] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.83%, Actual: 0.02%
[2025-11-25T11:28:36.437742] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:36.457006] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:28:36.560301] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 2m 23s | Global ETA: N/A
[2025-11-25T11:28:36.560586] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:28:36.561468] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:36.561605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:36.566471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:36.568539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:36.569181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:36.569753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:36.583908] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:28:36.584292] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 19.1978%
[2025-11-25T11:28:36.584485] [INFO ] [main      ] PFL: KEPT add_atr_5 (score: 19.20%)
[2025-11-25T11:28:36.584601] [INFO ] [main      ] PFL: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:28:36.584726] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T11:28:36.584834] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:28:36.591731] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.59%, Actual: 0.18%
[2025-11-25T11:28:36.596276] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:36.596894] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:28:36.597840] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:36.597989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:36.599798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:36.600402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:36.600905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:36.601787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:36.629478] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:36.726062] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.70% | Symbol ETA: 2m 20s | Global ETA: N/A
[2025-11-25T11:28:36.780864] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 0.45%
[2025-11-25T11:28:36.905131] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.78%, Actual: 1.96%
[2025-11-25T11:28:36.940391] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:28:36.952191] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.28%, Actual: 0.66%
[2025-11-25T11:28:36.952563] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 34.3210%
[2025-11-25T11:28:36.952714] [INFO ] [main      ] AMX: KEPT add_atr_5 (score: 34.32%)
[2025-11-25T11:28:36.952847] [INFO ] [main      ] AMX: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:28:36.952955] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T11:28:36.953077] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:28:36.966038] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:36.966038] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:28:36.966883] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:28:36.968038] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:36.968221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:36.969965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:36.970593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:36.971084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:36.971955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:37.085041] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.37%, Actual: 3.33%
[2025-11-25T11:28:37.129824] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:37.147229] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:37.210587] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 1m 44s | Global ETA: N/A
[2025-11-25T11:28:37.210760] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:28:37.211583] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:37.211689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:37.213422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:37.213973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:37.214388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:37.215174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:37.263183] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 0.53% | Symbol ETA: 2m 22s | Global ETA: N/A
[2025-11-25T11:28:37.263332] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:28:37.264325] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:37.264528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:37.266927] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.81%, Actual: 3.40%
[2025-11-25T11:28:37.269514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:37.271553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:37.272118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:37.272848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:37.347240] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:28:37.442017] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.91%, Actual: 18.43%
[2025-11-25T11:28:37.523389] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:37.575462] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:28:37.597692] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.20% | Symbol ETA: 1m 44s | Global ETA: N/A
[2025-11-25T11:28:37.597877] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:28:37.599092] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:37.599184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:37.601542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:37.602358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:37.602961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:37.604063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:37.619730] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 2.95%, Actual: 1.23%
[2025-11-25T11:28:37.623207] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:28:37.772369] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:37.797577] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:37.803550] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.73%, Actual: 0.33%
[2025-11-25T11:28:37.841057] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 1m 44s | Global ETA: N/A
[2025-11-25T11:28:37.841218] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:28:37.842125] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:37.842345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:37.844578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:37.845305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:37.845833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:37.846831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:37.924865] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -0.74% | Symbol ETA: 2m 22s | Global ETA: N/A
[2025-11-25T11:28:37.973819] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:28:37.986105] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 3.45%
[2025-11-25T11:28:38.156759] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:38.163113] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.16%, Actual: 0.11%
[2025-11-25T11:28:38.186122] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 7.34%, Actual: 1.10%
[2025-11-25T11:28:38.219501] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:28:38.226207] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.35% | Symbol ETA: 1m 43s | Global ETA: N/A
[2025-11-25T11:28:38.226505] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:28:38.227394] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:38.227550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:38.229359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:38.229994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:38.230485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:38.231357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:38.337798] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.08%, Actual: 0.55%
[2025-11-25T11:28:38.393995] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:38.408733] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 0.16%
[2025-11-25T11:28:38.452506] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.20% | Symbol ETA: 1m 43s | Global ETA: N/A
[2025-11-25T11:28:38.452817] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:28:38.453679] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:38.453818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:38.455550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:38.456195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:38.456696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:38.457477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:38.540846] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.70%, Actual: 0.22%
[2025-11-25T11:28:38.541269] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 31.9257%
[2025-11-25T11:28:38.541462] [INFO ] [main      ] LZB: DISCARDED add_atr_5 (score: 31.93%)
[2025-11-25T11:28:38.541618] [INFO ] [main      ] LZB: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:28:38.541850] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment']
[2025-11-25T11:28:38.541984] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:28:38.556741] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:38.557859] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:28:38.559331] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:38.559517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:38.565898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:38.567318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:38.582067] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:28:38.595001] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -5.04%, Actual: 2.82%
[2025-11-25T11:28:38.780925] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 3.46%, Actual: 1.65%
[2025-11-25T11:28:38.817102] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:28:38.826258] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:38.900025] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.14% | Symbol ETA: 1m 43s | Global ETA: N/A
[2025-11-25T11:28:38.900328] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:28:38.901466] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:38.901621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:38.903949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:38.904714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:38.905245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:38.906223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:38.932784] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:28:38.952525] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.63%, Actual: 1.54%
[2025-11-25T11:28:38.995701] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:39.052985] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 1m 43s | Global ETA: N/A
[2025-11-25T11:28:39.053261] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:28:39.054170] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:39.054312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:39.056051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:39.056626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:39.057140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:39.058022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:39.106248] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:39.122599] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 3.50%, Actual: 1.33%
[2025-11-25T11:28:39.207441] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 1m 47s | Global ETA: N/A
[2025-11-25T11:28:39.207626] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:28:39.208564] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:39.208675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:39.214383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:39.215518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:39.266860] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:28:39.294520] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -3.38%, Actual: 2.35%
[2025-11-25T11:28:39.436417] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:28:39.440528] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:39.464033] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 0.16%, Actual: 0.72%
[2025-11-25T11:28:39.509795] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.08% | Symbol ETA: 1m 42s | Global ETA: N/A
[2025-11-25T11:28:39.510104] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:28:39.511032] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:39.511184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:39.512984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:39.513585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:39.514023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:39.514889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:39.581051] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:28:39.606982] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:39.631920] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 0.53%, Actual: 2.91%
[2025-11-25T11:28:39.665977] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 1m 42s | Global ETA: N/A
[2025-11-25T11:28:39.666268] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:28:39.667077] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:39.667217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:39.668943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:39.669535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:39.670023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:39.670869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:39.769103] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:39.802869] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -0.74%, Actual: 2.66%
[2025-11-25T11:28:39.803159] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 38.0236%
[2025-11-25T11:28:39.803280] [INFO ] [main      ] KNF: DISCARDED add_atr_5 (score: 38.02%)
[2025-11-25T11:28:39.803383] [INFO ] [main      ] KNF: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:28:39.803483] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_close_to_open_alignment']
[2025-11-25T11:28:39.803598] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:28:39.818386] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:39.819094] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:28:39.820015] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:39.820144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:39.825001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:39.826859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:39.827418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:39.828253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:39.868552] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.43% | Symbol ETA: 1m 46s | Global ETA: N/A
[2025-11-25T11:28:39.868871] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:28:39.869997] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:39.870167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:39.873357] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:28:39.875501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:39.876548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:40.016569] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:28:40.050668] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:40.118594] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.10% | Symbol ETA: 1m 41s | Global ETA: N/A
[2025-11-25T11:28:40.118902] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:28:40.119766] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:40.119904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:40.121670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:40.122248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:40.122751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:40.123576] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:40.166984] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:28:40.184935] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:40.232473] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:28:40.243655] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 41s | Global ETA: N/A
[2025-11-25T11:28:40.243937] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:28:40.244776] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:40.244912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:40.246613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:40.247418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:40.247912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:40.248940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:40.344399] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:40.411922] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:40.468949] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:28:40.470660] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 5.50% | Symbol ETA: 1m 49s | Global ETA: N/A
[2025-11-25T11:28:40.470911] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:28:40.471740] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:40.471888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:40.476742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:40.478634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:40.479271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:40.480106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:40.511681] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.44% | Symbol ETA: 1m 45s | Global ETA: N/A
[2025-11-25T11:28:40.511961] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:28:40.512835] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:40.512978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:40.518408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:40.519389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:40.593610] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:28:40.643461] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:40.711179] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 1m 41s | Global ETA: N/A
[2025-11-25T11:28:40.711467] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:28:40.712353] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:40.712496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:40.714221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:40.714833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:40.715305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:40.716153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:40.766209] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:40.824432] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 41s | Global ETA: N/A
[2025-11-25T11:28:40.824410] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:28:40.824589] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:28:40.825539] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:40.825698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:40.827576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:40.828320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:40.828812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:40.829574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:40.864761] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:28:41.000768] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:41.050302] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:41.071634] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:28:41.129897] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.60% | Symbol ETA: 1m 49s | Global ETA: N/A
[2025-11-25T11:28:41.130046] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:28:41.131019] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:41.131093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:41.136283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:41.138094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:41.138590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:41.139346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:41.148936] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.56% | Symbol ETA: 1m 45s | Global ETA: N/A
[2025-11-25T11:28:41.149064] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:28:41.149993] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:41.150067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:41.154884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:41.155695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:41.174248] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:28:41.243851] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:41.316289] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -1.29% | Symbol ETA: 1m 40s | Global ETA: N/A
[2025-11-25T11:28:41.316446] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:28:41.317313] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:41.317455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:41.319262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:41.319837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:41.320359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:41.321220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:41.345693] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:41.402653] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 1m 40s | Global ETA: N/A
[2025-11-25T11:28:41.402808] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:28:41.403570] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:41.403656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:41.405319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:41.405998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:41.406468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:41.407337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:41.483524] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:28:41.509905] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:28:41.655253] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:41.683468] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:41.685278] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:28:41.747370] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:28:41.777167] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.23% | Symbol ETA: 1m 44s | Global ETA: N/A
[2025-11-25T11:28:41.777471] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:28:41.778323] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:41.778463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:41.780384] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -4.54% | Symbol ETA: 1m 48s | Global ETA: N/A
[2025-11-25T11:28:41.780676] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:28:41.781484] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:41.781621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:41.783365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:41.784293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:41.786495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:41.788425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:41.788995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:41.789831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:41.870673] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:41.919254] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:41.940875] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.83% | Symbol ETA: 1m 39s | Global ETA: N/A
[2025-11-25T11:28:41.941195] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:28:41.942203] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:41.942382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:41.944281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:41.945042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:41.945570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:41.946460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:41.977320] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1m 39s | Global ETA: N/A
[2025-11-25T11:28:41.977614] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:28:41.978447] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:41.978587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:41.980376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:41.981218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:41.981717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:41.982556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:42.143280] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:28:42.151879] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:28:42.303140] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:28:42.316221] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:42.329608] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:28:42.332570] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:42.410982] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -1.01% | Symbol ETA: 1m 43s | Global ETA: N/A
[2025-11-25T11:28:42.411297] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:28:42.412407] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:42.412556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:42.418166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:42.419476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:42.471353] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 1.65% | Symbol ETA: 1m 47s | Global ETA: N/A
[2025-11-25T11:28:42.471553] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:28:42.473085] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:42.473308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:42.480845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:42.483050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:42.483743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:42.484602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:42.487849] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:42.504312] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:42.555372] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 1m 39s | Global ETA: N/A
[2025-11-25T11:28:42.555690] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:28:42.556522] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:42.556679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:42.558568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:42.559340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:42.559837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:42.560674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:42.561569] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1m 39s | Global ETA: N/A
[2025-11-25T11:28:42.735269] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.78%
[2025-11-25T11:28:42.826349] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:28:42.886191] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:28:42.907261] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:28:42.911007] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:28:43.000574] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:43.068402] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:43.082601] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.20%, Actual: 0.53%
[2025-11-25T11:28:43.084175] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:43.094257] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -1.89% | Symbol ETA: 1m 43s | Global ETA: N/A
[2025-11-25T11:28:43.094561] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:28:43.095427] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:43.095575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:43.100449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:43.101360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:43.150903] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 1m 38s | Global ETA: N/A
[2025-11-25T11:28:43.188577] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 1m 47s | Global ETA: N/A
[2025-11-25T11:28:43.188877] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:28:43.189713] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:43.189845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:43.194553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:43.196401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:43.196961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:43.197801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:43.255607] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:28:43.321121] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.20%, Actual: 1.28%
[2025-11-25T11:28:43.428075] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:28:43.447150] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:28:43.489601] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.35%, Actual: 1.75%
[2025-11-25T11:28:43.531759] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:28:43.598285] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:28:43.619066] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:43.657699] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.98%
[2025-11-25T11:28:43.704218] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:43.715768] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.10% | Symbol ETA: 1m 42s | Global ETA: N/A
[2025-11-25T11:28:43.716068] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:28:43.716925] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:43.717131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:43.721931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:43.722817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:43.773112] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:28:43.826030] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -1.58% | Symbol ETA: 1m 46s | Global ETA: N/A
[2025-11-25T11:28:43.826320] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:28:43.827183] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:43.827314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:43.828674] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 0.19%
[2025-11-25T11:28:43.832165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:43.834020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:43.834569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:43.835341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:43.946388] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 0.19%
[2025-11-25T11:28:43.996354] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.10%, Actual: 0.95%
[2025-11-25T11:28:44.066417] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:28:44.126556] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:28:44.163089] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.56%
[2025-11-25T11:28:44.173017] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:28:44.237386] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:44.307488] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:28:44.307766] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 18.5477%
[2025-11-25T11:28:44.307841] [INFO ] [main      ] PFL: DISCARDED add_close_to_open_alignment (score: 18.55%)
[2025-11-25T11:28:44.307903] [INFO ] [main      ] PFL: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:28:44.307956] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T11:28:44.308023] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:28:44.320500] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:44.321012] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:28:44.321928] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:44.322015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:44.323746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:44.324270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:44.324709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:44.325912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:44.330210] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -1.29%, Actual: 0.02%
[2025-11-25T11:28:44.342728] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:44.343019] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.53% | Symbol ETA: 1m 41s | Global ETA: N/A
[2025-11-25T11:28:44.343318] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:28:44.344176] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:44.344315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:44.349158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:44.350036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:44.464088] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -1.58% | Symbol ETA: 1m 45s | Global ETA: N/A
[2025-11-25T11:28:44.464363] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:28:44.465212] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:44.465352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:44.470214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:44.472101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:44.472663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:44.473479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:44.498905] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.83%, Actual: 0.18%
[2025-11-25T11:28:44.675946] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.34%, Actual: 0.45%
[2025-11-25T11:28:44.685120] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:28:44.696313] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:28:44.811977] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:28:44.843828] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.34%, Actual: 0.66%
[2025-11-25T11:28:44.844205] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 33.0923%
[2025-11-25T11:28:44.844336] [INFO ] [main      ] AMX: DISCARDED add_close_to_open_alignment (score: 33.09%)
[2025-11-25T11:28:44.844456] [INFO ] [main      ] AMX: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:28:44.844567] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T11:28:44.844693] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:28:44.853614] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:44.856844] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:44.857476] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:28:44.858341] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:44.858417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:44.860121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:44.860626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:44.861074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:44.862077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:44.863171] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:44.913141] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 1m 18s | Global ETA: N/A
[2025-11-25T11:28:44.913287] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:28:44.914061] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:44.914193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:44.916027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:44.916594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:44.917121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:44.918110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:44.954248] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.85% | Symbol ETA: 1m 41s | Global ETA: N/A
[2025-11-25T11:28:44.980457] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:45.096203] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -3.06% | Symbol ETA: 1m 45s | Global ETA: N/A
[2025-11-25T11:28:45.096481] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:28:45.097347] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:45.097481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:45.102262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:45.104098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:45.104640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:45.105468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:45.145342] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.12%, Actual: 1.96%
[2025-11-25T11:28:45.202016] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:28:45.259181] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:28:45.314926] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.43%, Actual: 3.33%
[2025-11-25T11:28:45.371194] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:45.427757] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:45.438147] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 1m 19s | Global ETA: N/A
[2025-11-25T11:28:45.438446] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:28:45.439317] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:45.439461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:45.441238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:45.441844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:45.441936] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:28:45.442350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:45.443310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:45.482248] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.44%, Actual: 3.40%
[2025-11-25T11:28:45.485891] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 1m 17s | Global ETA: N/A
[2025-11-25T11:28:45.486176] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:28:45.487011] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:45.487255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:45.489109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:45.489720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:45.490221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:45.491336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:45.610144] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:45.650935] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.56%, Actual: 18.43%
[2025-11-25T11:28:45.732203] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: -0.45% | Symbol ETA: 1m 44s | Global ETA: N/A
[2025-11-25T11:28:45.732495] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:28:45.733324] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:45.733455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:45.738294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:45.740174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:45.740739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:28:45.741557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:45.778728] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:28:45.819274] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.23%, Actual: 1.23%
[2025-11-25T11:28:45.828719] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:28:45.947374] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:45.994570] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -1.01%, Actual: 0.33%
[2025-11-25T11:28:45.997228] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:46.016409] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.80% | Symbol ETA: 1m 19s | Global ETA: N/A
[2025-11-25T11:28:46.016575] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:28:46.017369] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:46.017580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:46.019314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:46.019894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:46.020366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:46.021352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:46.056529] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.34% | Symbol ETA: 1m 17s | Global ETA: N/A
[2025-11-25T11:28:46.056848] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:28:46.057740] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:46.057881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:46.059592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:46.060186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:46.060690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:46.061639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:46.081367] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:28:46.173903] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -1.89%, Actual: 3.45%
[2025-11-25T11:28:46.256534] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:46.343816] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.10%, Actual: 0.11%
[2025-11-25T11:28:46.362589] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:28:46.381882] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -3.51% | Symbol ETA: 1m 43s | Global ETA: N/A
[2025-11-25T11:28:46.424930] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:28:46.511396] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.53%, Actual: 0.55%
[2025-11-25T11:28:46.532021] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:46.560538] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 5.50%, Actual: 1.10%
[2025-11-25T11:28:46.600252] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.99% | Symbol ETA: 1m 18s | Global ETA: N/A
[2025-11-25T11:28:46.600559] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:28:46.601444] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:46.601588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:46.603332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:46.603931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:46.604410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:46.605387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:46.608047] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:46.671250] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 1m 16s | Global ETA: N/A
[2025-11-25T11:28:46.671437] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:28:46.672359] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:46.672437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:46.674207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:46.674758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:46.675187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:46.676153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:46.715432] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.85%, Actual: 0.22%
[2025-11-25T11:28:46.715916] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 38.0298%
[2025-11-25T11:28:46.716074] [INFO ] [main      ] LZB: DISCARDED add_close_to_open_alignment (score: 38.03%)
[2025-11-25T11:28:46.716165] [INFO ] [main      ] LZB: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:28:46.716234] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context']
[2025-11-25T11:28:46.716304] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:28:46.732505] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:46.732402] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.60%, Actual: 0.16%
[2025-11-25T11:28:46.733237] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:28:46.734381] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:46.734542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:46.741248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:46.742943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:46.903368] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -4.54%, Actual: 2.82%
[2025-11-25T11:28:46.952539] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:28:47.040610] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:28:47.072764] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 1.65%, Actual: 1.65%
[2025-11-25T11:28:47.086811] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:28:47.127057] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:47.195407] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.05% | Symbol ETA: 1m 18s | Global ETA: N/A
[2025-11-25T11:28:47.195730] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:28:47.196546] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:47.196702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:47.198441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:47.199028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:47.199500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:47.200471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:47.216900] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:47.242110] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 1.54%
[2025-11-25T11:28:47.255682] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:47.277111] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 1m 16s | Global ETA: N/A
[2025-11-25T11:28:47.277411] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:28:47.278294] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:47.278437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:47.280245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:47.280860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:47.281355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:47.282360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:47.350715] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.42% | Symbol ETA: 1m 22s | Global ETA: N/A
[2025-11-25T11:28:47.351020] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:28:47.351892] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:47.352029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:47.356873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:47.357967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:47.407236] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -1.58%, Actual: 1.33%
[2025-11-25T11:28:47.536925] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:28:47.572987] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.58%, Actual: 2.35%
[2025-11-25T11:28:47.631102] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:28:47.697807] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:28:47.711407] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:47.741705] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -3.06%, Actual: 0.72%
[2025-11-25T11:28:47.780381] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 1m 17s | Global ETA: N/A
[2025-11-25T11:28:47.780686] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:28:47.781546] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:47.781710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:47.783416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:47.783998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:47.784515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:47.785538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:47.805283] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:47.868031] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:47.870137] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 15s | Global ETA: N/A
[2025-11-25T11:28:47.870247] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:28:47.871100] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:47.871177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:47.872962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:47.873570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:47.874056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:47.875138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:47.907970] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 2.91%
[2025-11-25T11:28:47.961943] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 10.77% | Symbol ETA: 1m 22s | Global ETA: N/A
[2025-11-25T11:28:47.962093] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:28:47.962868] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:47.963093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:47.967921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:47.968961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:48.073854] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -3.51%, Actual: 2.66%
[2025-11-25T11:28:48.074042] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 40.2948%
[2025-11-25T11:28:48.074132] [INFO ] [main      ] KNF: DISCARDED add_close_to_open_alignment (score: 40.29%)
[2025-11-25T11:28:48.074180] [INFO ] [main      ] KNF: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:28:48.074218] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context']
[2025-11-25T11:28:48.074258] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:28:48.086790] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:48.087391] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:28:48.088248] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:48.088324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:48.093106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:48.094907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:48.095388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:48.096373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:48.123754] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:28:48.239128] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:28:48.298575] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:48.311169] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:28:48.366059] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: 0.40% | Symbol ETA: 1m 17s | Global ETA: N/A
[2025-11-25T11:28:48.366355] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:28:48.367170] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:48.367308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:48.369031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:48.369598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:48.370120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:48.371103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:48.421061] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:48.433883] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:28:48.478867] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 14s | Global ETA: N/A
[2025-11-25T11:28:48.479032] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:28:48.478825] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:48.479817] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:48.479905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:48.481574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:48.482105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:48.482530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:48.483436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:48.576292] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 0.82% | Symbol ETA: 1m 21s | Global ETA: N/A
[2025-11-25T11:28:48.576591] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:28:48.578487] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:48.578629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:48.586142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:48.587249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:48.611831] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:48.715770] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:28:48.732758] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 3.97% | Symbol ETA: 1m 24s | Global ETA: N/A
[2025-11-25T11:28:48.733040] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:28:48.734061] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:48.734196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:48.739591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:48.741591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:48.742343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:48.743506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:48.842130] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:28:48.889028] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:48.929808] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:28:48.956606] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.43% | Symbol ETA: 1m 16s | Global ETA: N/A
[2025-11-25T11:28:48.956939] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:28:48.957799] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:48.957941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:48.959598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:48.960185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:48.960684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:48.961662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:49.027256] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:49.079796] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:28:49.085382] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1m 14s | Global ETA: N/A
[2025-11-25T11:28:49.085695] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:28:49.086519] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:49.086692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:49.088489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:49.089145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:49.089630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:49.090736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:49.101523] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:49.197715] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 1m 21s | Global ETA: N/A
[2025-11-25T11:28:49.198030] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:28:49.198943] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:49.199086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:49.204000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:49.205089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:49.249867] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:49.303875] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:28:49.371909] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.00% | Symbol ETA: 1m 23s | Global ETA: N/A
[2025-11-25T11:28:49.372192] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:28:49.373056] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:49.373191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:49.378138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:49.380074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:49.380627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:49.381618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:49.444401] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:28:49.476694] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:49.546482] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 1m 15s | Global ETA: N/A
[2025-11-25T11:28:49.546792] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:28:49.547682] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:49.547826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:49.548603] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:28:49.549613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:49.550229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:49.550746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:49.551763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:49.616045] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:49.677533] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-11-25T11:28:49.677817] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:28:49.678721] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:49.678883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:49.680596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:49.681214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:49.681633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:49.682639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:49.725005] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:49.735812] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:28:49.822136] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 1m 20s | Global ETA: N/A
[2025-11-25T11:28:49.822309] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:28:49.823135] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:49.823355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:49.828274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:49.829363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:49.907910] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:28:49.915187] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:50.037711] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -3.64% | Symbol ETA: 1m 22s | Global ETA: N/A
[2025-11-25T11:28:50.037884] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:28:50.038806] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:50.038938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:50.039100] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:28:50.043820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:50.045772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:50.046334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:50.047323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:50.088404] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:50.158793] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 1m 15s | Global ETA: N/A
[2025-11-25T11:28:50.159085] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:28:50.159938] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:50.160078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:50.161816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:50.162409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:50.162941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:50.163908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:50.181249] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:28:50.221754] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:50.279292] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-11-25T11:28:50.352574] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:50.395669] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:28:50.444885] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 1m 19s | Global ETA: N/A
[2025-11-25T11:28:50.445036] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:28:50.445920] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:50.445997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:50.451194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:50.451763] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.20%, Actual: 0.78%
[2025-11-25T11:28:50.452302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:50.506021] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:28:50.569751] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:50.622690] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:28:50.678407] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:50.696364] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 1m 22s | Global ETA: N/A
[2025-11-25T11:28:50.696695] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:28:50.697616] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:50.697787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:50.702989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:50.704943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:50.705518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:50.706528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:50.747921] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 1m 14s | Global ETA: N/A
[2025-11-25T11:28:50.794461] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.34%, Actual: 0.53%
[2025-11-25T11:28:50.801820] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:28:50.930201] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.02%, Actual: 1.28%
[2025-11-25T11:28:50.965270] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:28:50.976094] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:51.050161] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:28:51.071155] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.46% | Symbol ETA: 1m 19s | Global ETA: N/A
[2025-11-25T11:28:51.071461] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:28:51.072510] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:51.072668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:51.077508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:51.078745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:51.105713] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.80%, Actual: 1.75%
[2025-11-25T11:28:51.145804] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:28:51.225826] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:51.282616] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.99%, Actual: 0.98%
[2025-11-25T11:28:51.316309] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:28:51.344418] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.86% | Symbol ETA: 1m 21s | Global ETA: N/A
[2025-11-25T11:28:51.344752] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:28:51.345767] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:51.345921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:51.351951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:51.354311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:51.355003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:51.356200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:51.430783] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:28:51.468389] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.05%, Actual: 0.19%
[2025-11-25T11:28:51.487422] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:28:51.602836] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:51.643831] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.80%, Actual: 0.95%
[2025-11-25T11:28:51.660183] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:28:51.697613] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.57% | Symbol ETA: 1m 18s | Global ETA: N/A
[2025-11-25T11:28:51.697782] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:28:51.698596] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:51.698836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:51.703947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:51.705050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:51.707683] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:28:51.834108] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: 0.40%, Actual: 0.56%
[2025-11-25T11:28:51.835402] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:28:51.890721] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:52.011661] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.43%, Actual: 0.02%
[2025-11-25T11:28:52.011887] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:28:52.012302] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.0867%
[2025-11-25T11:28:52.012475] [INFO ] [main      ] PFL: DISCARDED add_composite_volatility_context (score: 17.09%)
[2025-11-25T11:28:52.012590] [INFO ] [main      ] PFL: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:28:52.012721] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-25T11:28:52.012834] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:28:52.014409] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 1.43% | Symbol ETA: 1m 20s | Global ETA: N/A
[2025-11-25T11:28:52.014776] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:28:52.015620] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:52.015772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:52.020982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:52.022953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:52.023534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:52.024514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:52.025039] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:52.025578] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:28:52.026441] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:52.026515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:52.028240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:52.028784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:52.029189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:52.031570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:52.069437] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:28:52.195853] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.18%
[2025-11-25T11:28:52.249399] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:52.344404] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -2.45% | Symbol ETA: 1m 17s | Global ETA: N/A
[2025-11-25T11:28:52.344831] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:28:52.345897] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:52.346039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:52.351396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:52.352636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:52.368250] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.45%
[2025-11-25T11:28:52.373811] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:28:52.379372] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:28:52.540301] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 0.66%
[2025-11-25T11:28:52.540549] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 45.1385%
[2025-11-25T11:28:52.540692] [INFO ] [main      ] AMX: KEPT add_composite_volatility_context (score: 45.14%)
[2025-11-25T11:28:52.540756] [INFO ] [main      ] AMX: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:28:52.540805] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios']
[2025-11-25T11:28:52.541009] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:28:52.545447] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:52.551212] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:52.554744] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:52.555340] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:28:52.556230] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:52.556305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:52.558095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:52.558606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:52.559050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:52.559984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:52.562467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:52.606363] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-11-25T11:28:52.606528] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:28:52.610722] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:52.610827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:52.612615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:52.613152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:52.613584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:52.615984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:52.675396] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.11% | Symbol ETA: 1m 20s | Global ETA: N/A
[2025-11-25T11:28:52.675712] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:28:52.676552] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:52.676702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:52.681706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:52.683613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:52.684191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:52.685178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:52.717571] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:28:52.898407] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:52.908659] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:28:52.959727] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:28:52.995038] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 0.99% | Symbol ETA: 1m 17s | Global ETA: N/A
[2025-11-25T11:28:53.034248] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:28:53.083456] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:53.132172] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:53.157610] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.13% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-11-25T11:28:53.157930] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:28:53.158796] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:53.158940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:53.160761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:53.161353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:53.161867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:53.162883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:53.165502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:53.174880] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.42%, Actual: 1.96%
[2025-11-25T11:28:53.191112] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-11-25T11:28:53.191385] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:28:53.192222] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:53.192362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:53.194087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:53.194668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:53.195150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:53.197676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:53.208871] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:53.328377] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -1.68% | Symbol ETA: 1m 19s | Global ETA: N/A
[2025-11-25T11:28:53.328675] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:28:53.329483] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:53.329616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:53.334448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:53.336343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:53.336947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:53.338011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:53.348425] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 10.77%, Actual: 3.33%
[2025-11-25T11:28:53.506696] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:28:53.517159] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 0.82%, Actual: 3.40%
[2025-11-25T11:28:53.536629] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:28:53.676953] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:53.691062] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.67%, Actual: 18.43%
[2025-11-25T11:28:53.691533] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:28:53.707599] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:53.749256] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-11-25T11:28:53.749556] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:28:53.750404] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:53.750544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:53.752269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:53.752857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:53.753351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:53.754362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:53.756876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:53.767890] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.05% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-11-25T11:28:53.768159] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:28:53.768993] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:53.769133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:53.770999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:53.771562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:53.772050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:53.774519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:53.861314] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:53.871817] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.80%, Actual: 1.23%
[2025-11-25T11:28:53.983303] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 5.26% | Symbol ETA: 1m 18s | Global ETA: N/A
[2025-11-25T11:28:53.983621] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:28:53.984542] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:53.984695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:53.989620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:53.991574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:53.992139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:53.993099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:54.050863] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 0.33%
[2025-11-25T11:28:54.102327] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:28:54.121058] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:28:54.242950] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.46%, Actual: 3.45%
[2025-11-25T11:28:54.278418] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:54.292436] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:54.351928] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-11-25T11:28:54.352087] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:28:54.352577] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:28:54.352887] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:54.353085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:54.353354] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.96% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-11-25T11:28:54.353496] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:28:54.354288] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:54.354365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:54.354982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:54.355543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:54.356028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:54.356081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:54.356697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:54.357239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:54.358281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:54.358558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:54.360780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:54.414060] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.57%, Actual: 0.11%
[2025-11-25T11:28:54.535012] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:54.594944] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -2.45%, Actual: 0.55%
[2025-11-25T11:28:54.657942] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -5.00% | Symbol ETA: 1m 18s | Global ETA: N/A
[2025-11-25T11:28:54.701614] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:28:54.705302] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:28:54.767254] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 0.99%, Actual: 0.22%
[2025-11-25T11:28:54.767495] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 32.3666%
[2025-11-25T11:28:54.767730] [INFO ] [main      ] LZB: DISCARDED add_composite_volatility_context (score: 32.37%)
[2025-11-25T11:28:54.767871] [INFO ] [main      ] LZB: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:28:54.767996] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios']
[2025-11-25T11:28:54.768103] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:28:54.782366] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:54.783073] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:28:54.784006] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:54.784146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:54.789261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:54.791826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:54.831562] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 3.97%, Actual: 1.10%
[2025-11-25T11:28:54.880466] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:54.930471] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:54.953708] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.32% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-11-25T11:28:54.954029] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:28:54.954856] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:54.955021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:54.956836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:54.957445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:54.957950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:54.958954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:54.961435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:54.990698] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-25T11:28:54.990974] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:28:54.991820] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:54.991961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:54.993689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:54.994291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:54.994785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:54.997241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:55.005873] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.00%, Actual: 0.16%
[2025-11-25T11:28:55.133877] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:28:55.186629] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -3.64%, Actual: 2.82%
[2025-11-25T11:28:55.302581] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:28:55.307404] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:55.340028] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:28:55.369756] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 1.65%
[2025-11-25T11:28:55.406328] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 1m 7s | Global ETA: N/A
[2025-11-25T11:28:55.406612] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:28:55.407469] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:55.407608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:55.412677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:55.415204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:55.511811] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:55.529052] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:55.542320] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.86%, Actual: 1.54%
[2025-11-25T11:28:55.571265] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-25T11:28:55.571537] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:28:55.572365] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:55.572504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:55.574264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:55.574861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:55.575342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:55.581320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:55.601932] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.37% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-25T11:28:55.602256] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:28:55.603109] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:55.603249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:55.605047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:55.605623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:55.606163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:55.607168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:55.609724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:55.718710] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 1.43%, Actual: 1.33%
[2025-11-25T11:28:55.762377] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:28:55.909287] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.11%, Actual: 2.35%
[2025-11-25T11:28:55.925560] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:28:55.934626] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:55.959826] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:28:56.030142] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 14.20% | Symbol ETA: 1m 7s | Global ETA: N/A
[2025-11-25T11:28:56.030440] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:28:56.031284] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:56.031421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:56.036492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:56.039111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:56.090291] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -1.68%, Actual: 0.72%
[2025-11-25T11:28:56.096415] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:56.129750] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:56.156079] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-25T11:28:56.156331] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:28:56.157183] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:56.157324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:56.159109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:56.159689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:56.160158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:56.162581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:56.202452] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.32% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-25T11:28:56.202767] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:28:56.203629] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:56.203788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:56.205599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:56.206207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:56.206699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:56.207691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:56.210271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:56.274040] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 5.26%, Actual: 2.91%
[2025-11-25T11:28:56.381783] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:28:56.456467] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -5.00%, Actual: 2.66%
[2025-11-25T11:28:56.456901] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 47.8882%
[2025-11-25T11:28:56.457137] [INFO ] [main      ] KNF: KEPT add_composite_volatility_context (score: 47.89%)
[2025-11-25T11:28:56.457256] [INFO ] [main      ] KNF: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:28:56.457357] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios']
[2025-11-25T11:28:56.457461] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:28:56.472414] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:56.473190] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:28:56.474161] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:56.474297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:56.479335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:56.481258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:56.481873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:56.482944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:56.485583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:56.505142] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:28:56.550946] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:28:56.555604] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:56.653099] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.14% | Symbol ETA: 1m 6s | Global ETA: N/A
[2025-11-25T11:28:56.653392] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:28:56.654302] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:56.654444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:56.659524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:56.662172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:56.677223] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:56.723135] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:56.735742] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1m 0s | Global ETA: N/A
[2025-11-25T11:28:56.736016] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:28:56.736791] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:56.736927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:56.738636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:56.739211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:56.739702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:56.742108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:56.794260] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -1.06% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-25T11:28:56.794555] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:28:56.795392] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:56.795535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:56.797326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:56.797915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:56.798407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:56.799379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:56.801856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:56.844522] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:28:57.005260] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:28:57.024409] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:28:57.088067] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:28:57.145227] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:28:57.159516] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 2.89% | Symbol ETA: 1m 10s | Global ETA: N/A
[2025-11-25T11:28:57.159709] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:28:57.160674] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:57.160808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:57.166016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:57.168031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:57.168624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:57.169615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:57.172323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:57.179987] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:57.259437] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:57.277479] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -1.46% | Symbol ETA: 1m 5s | Global ETA: N/A
[2025-11-25T11:28:57.277792] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:28:57.278671] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:57.278810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:57.283961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:57.286671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:57.318705] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 59.7s | Global ETA: N/A
[2025-11-25T11:28:57.318874] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:28:57.319788] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:28:57.319899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:57.319782] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:57.321576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:57.322128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:57.322611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:57.325173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:57.394165] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 1m 0s | Global ETA: N/A
[2025-11-25T11:28:57.394344] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:28:57.395170] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:57.395401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:57.397213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:57.397858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:57.398338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:57.399355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:57.401799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:57.519383] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:28:57.634390] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:28:57.667829] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:28:57.689137] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:28:57.752281] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:28:57.816213] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -0.94% | Symbol ETA: 1m 10s | Global ETA: N/A
[2025-11-25T11:28:57.816491] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:28:57.817370] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:57.817503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:57.822420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:57.824246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:57.824813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:57.825772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:57.828247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:57.839196] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:57.865322] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:57.898127] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 59.1s | Global ETA: N/A
[2025-11-25T11:28:57.929721] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:28:57.963994] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 2.51% | Symbol ETA: 1m 5s | Global ETA: N/A
[2025-11-25T11:28:57.964333] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:28:57.965212] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:57.965361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:57.970616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:57.973277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:58.002587] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.75% | Symbol ETA: 59.6s | Global ETA: N/A
[2025-11-25T11:28:58.002912] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:28:58.003824] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:58.004006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:58.005820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:58.006456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:58.006961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:58.007964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:58.010490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:58.071993] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:28:58.169025] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:28:58.244055] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.05%, Actual: 0.16%
[2025-11-25T11:28:58.340078] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:28:58.355428] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:28:58.381073] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:28:58.436399] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.05%, Actual: 0.53%
[2025-11-25T11:28:58.471383] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: 1.19% | Symbol ETA: 1m 9s | Global ETA: N/A
[2025-11-25T11:28:58.471678] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:28:58.472483] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:58.472617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:58.477430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:58.479250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:58.479813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:58.480791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:58.483232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:58.527124] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:28:58.552093] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:28:58.610577] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:28:58.623372] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-11-25T11:28:58.623687] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:28:58.624511] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:58.624670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:58.625776] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -1.01% | Symbol ETA: 59.0s | Global ETA: N/A
[2025-11-25T11:28:58.629593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:58.632056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:58.779455] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:28:58.802768] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.13%, Actual: 1.28%
[2025-11-25T11:28:58.826045] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:28:58.950487] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:28:58.975197] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:28:58.979012] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.11%, Actual: 1.75%
[2025-11-25T11:28:59.005475] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:28:59.122141] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:28:59.138003] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: -1.09% | Symbol ETA: 1m 8s | Global ETA: N/A
[2025-11-25T11:28:59.138293] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:28:59.139187] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:59.139325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:59.144441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:59.146505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:59.147141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:59.148167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:59.150710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:59.151955] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:28:59.160728] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.96%, Actual: 0.98%
[2025-11-25T11:28:59.248180] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.28% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-11-25T11:28:59.248480] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:28:59.249316] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:59.249454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:59.254320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:59.256823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:59.293108] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:28:59.335939] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 0.19%
[2025-11-25T11:28:59.464477] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:28:59.503320] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:28:59.506629] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 0.95%
[2025-11-25T11:28:59.604592] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:28:59.634946] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:28:59.635257] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 19.3257%
[2025-11-25T11:28:59.635441] [INFO ] [main      ] PFL: KEPT add_day_shape_ratios (score: 19.33%)
[2025-11-25T11:28:59.635557] [INFO ] [main      ] PFL: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:28:59.635679] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_directional_consistency']
[2025-11-25T11:28:59.635789] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:28:59.676288] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.32%, Actual: 0.56%
[2025-11-25T11:28:59.735268] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:28:59.776183] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:28:59.823668] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:28:59.824217] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:28:59.825282] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:59.825425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:59.827323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:28:59.827996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:28:59.828516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:59.831162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:28:59.847246] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -1.06%, Actual: 0.02%
[2025-11-25T11:28:59.869202] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 1m 8s | Global ETA: N/A
[2025-11-25T11:28:59.869355] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:28:59.870143] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:28:59.870219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:59.871163] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.39% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-11-25T11:28:59.871311] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:28:59.872086] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:28:59.872169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:28:59.875050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:28:59.876878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:28:59.877002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:59.877408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:28:59.878336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:28:59.879497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:59.880753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:28:59.963957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:00.020862] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: -0.33%, Actual: 0.18%
[2025-11-25T11:29:00.199627] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.75%, Actual: 0.45%
[2025-11-25T11:29:00.229764] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:29:00.238437] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:29:00.315384] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:29:00.378354] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -1.01%, Actual: 0.66%
[2025-11-25T11:29:00.378608] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 37.5785%
[2025-11-25T11:29:00.378823] [INFO ] [main      ] AMX: DISCARDED add_day_shape_ratios (score: 37.58%)
[2025-11-25T11:29:00.378959] [INFO ] [main      ] AMX: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:29:00.379080] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency']
[2025-11-25T11:29:00.379187] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:29:00.393306] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:00.394076] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:29:00.395071] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:00.395215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:00.397120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:00.397741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:00.398260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:00.399303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:00.403491] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:00.412080] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:00.487090] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:00.499150] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.37% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-25T11:29:00.499460] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:29:00.500256] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:00.500393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:00.505371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:00.507970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:00.530977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:00.538161] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 5.14% | Symbol ETA: 1m 7s | Global ETA: N/A
[2025-11-25T11:29:00.538453] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:29:00.539282] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:00.539419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:00.544311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:00.546217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:00.546790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:00.547828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:00.549073] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 55.5s | Global ETA: N/A
[2025-11-25T11:29:00.549348] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:29:00.550197] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:00.550282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:00.550340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:00.552114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:00.552704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:00.553155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:00.555625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:00.686864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:00.888909] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:29:00.978351] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:29:01.013006] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:29:01.087750] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:29:01.140295] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:01.193875] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:01.209348] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 57.7s | Global ETA: N/A
[2025-11-25T11:29:01.209633] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:29:01.210493] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:01.210655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:01.212433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:01.213032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:01.213498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:01.214481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:01.264332] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:01.290700] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.69% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-25T11:29:01.330265] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 55.0s | Global ETA: N/A
[2025-11-25T11:29:01.330616] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:29:01.331758] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:01.331921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:01.333830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:01.334445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:01.334982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:01.337822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:01.359950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:01.451385] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:01.470161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:01.569190] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -1.41%, Actual: 1.96%
[2025-11-25T11:29:01.613496] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.03% | Symbol ETA: 1m 6s | Global ETA: N/A
[2025-11-25T11:29:01.613659] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:29:01.614452] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:01.614529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:01.619478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:01.621694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:01.622224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:01.623126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:01.625525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:01.727889] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:29:01.845572] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:29:01.861535] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 14.20%, Actual: 3.33%
[2025-11-25T11:29:01.948589] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:01.999840] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:29:02.019456] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.29% | Symbol ETA: 56.9s | Global ETA: N/A
[2025-11-25T11:29:02.019779] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:29:02.020690] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:02.020837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:02.022778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:02.023398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:02.023918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:02.024988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:02.032287] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.14%, Actual: 3.40%
[2025-11-25T11:29:02.035600] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:02.097225] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 54.3s | Global ETA: N/A
[2025-11-25T11:29:02.097920] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:29:02.098784] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:02.098927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:02.100735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:02.101304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:02.101805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:02.104250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:02.155827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:02.176602] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:02.207599] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 18.43%
[2025-11-25T11:29:02.248963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:02.305012] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 2.67% | Symbol ETA: 1m 6s | Global ETA: N/A
[2025-11-25T11:29:02.305303] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:29:02.306169] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:02.306306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:02.311764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:02.313972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:02.314613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:02.315601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:02.318253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:02.378038] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 2.51%, Actual: 1.23%
[2025-11-25T11:29:02.510354] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:29:02.553596] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.33%
[2025-11-25T11:29:02.598777] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:29:02.665424] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:29:02.686843] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:02.728457] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.28%, Actual: 3.45%
[2025-11-25T11:29:02.760859] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -1.17% | Symbol ETA: 55.9s | Global ETA: N/A
[2025-11-25T11:29:02.761159] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:29:02.761978] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:02.762120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:02.763923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:02.764503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:02.765001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:02.766003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:02.770894] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:02.833381] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 53.5s | Global ETA: N/A
[2025-11-25T11:29:02.833673] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:29:02.834561] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:02.834727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:02.836525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:02.837158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:02.837673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:02.840337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:02.847752] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:02.889202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:02.906355] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.39%, Actual: 0.11%
[2025-11-25T11:29:02.973472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:02.979039] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 1.79% | Symbol ETA: 1m 5s | Global ETA: N/A
[2025-11-25T11:29:02.979365] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:29:02.980261] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:02.980400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:02.985568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:02.987492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:02.988126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:02.989128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:02.991756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:03.091852] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.37%, Actual: 0.55%
[2025-11-25T11:29:03.231156] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:29:03.261290] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.69%, Actual: 0.22%
[2025-11-25T11:29:03.261682] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 31.1568%
[2025-11-25T11:29:03.261844] [INFO ] [main      ] LZB: DISCARDED add_day_shape_ratios (score: 31.16%)
[2025-11-25T11:29:03.261977] [INFO ] [main      ] LZB: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:29:03.262092] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency']
[2025-11-25T11:29:03.262201] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:29:03.274193] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:03.274792] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:29:03.275725] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:03.275865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:03.280740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:03.313960] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:29:03.350602] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:29:03.401485] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:03.407677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:03.471741] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 55.0s | Global ETA: N/A
[2025-11-25T11:29:03.472047] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:29:03.472891] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:03.473054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:03.474791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:03.475363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:03.475858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:03.476839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:03.488089] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:03.527770] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:03.547576] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 52.7s | Global ETA: N/A
[2025-11-25T11:29:03.547746] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:29:03.548524] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:03.548609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:03.550272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:03.550929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:03.551411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:03.553921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:03.599339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:03.660350] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -4.42% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-11-25T11:29:03.679607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:03.747948] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:29:03.844182] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 2.89%, Actual: 1.10%
[2025-11-25T11:29:03.920560] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:03.938220] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:29:04.018050] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-25T11:29:04.018221] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:29:04.019033] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:04.019263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:04.024220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:04.024874] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -0.94%, Actual: 0.16%
[2025-11-25T11:29:04.030409] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:29:04.110235] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:04.157334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:04.180592] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.93% | Symbol ETA: 54.2s | Global ETA: N/A
[2025-11-25T11:29:04.180766] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:29:04.181586] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:04.181690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:04.183551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:04.184136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:04.184587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:04.185528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:04.202234] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:04.207168] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: 1.19%, Actual: 2.82%
[2025-11-25T11:29:04.262011] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 52.0s | Global ETA: N/A
[2025-11-25T11:29:04.262187] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:29:04.263104] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:04.263245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:04.264919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:04.265476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:04.265973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:04.268452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:04.307682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:04.387875] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: -1.09%, Actual: 1.65%
[2025-11-25T11:29:04.388883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:04.498841] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:29:04.570379] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 1.54%
[2025-11-25T11:29:04.645593] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:29:04.670022] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:04.723978] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:29:04.744691] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 5.14%, Actual: 1.33%
[2025-11-25T11:29:04.765958] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.01% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-25T11:29:04.766265] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:29:04.767168] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:04.767311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:04.772602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:04.816284] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:04.889334] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 53.4s | Global ETA: N/A
[2025-11-25T11:29:04.889654] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:29:04.890452] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:04.890595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:04.892358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:04.892954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:04.893428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:04.894411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:04.900346] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:04.904788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:04.919060] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.03%, Actual: 2.35%
[2025-11-25T11:29:04.962332] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 51.2s | Global ETA: N/A
[2025-11-25T11:29:04.962592] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:29:04.963531] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:04.963722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:04.965543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:04.966144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:04.966698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:04.969246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:05.023012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:05.098290] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 2.67%, Actual: 0.72%
[2025-11-25T11:29:05.104658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:05.249377] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:29:05.269629] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 1.79%, Actual: 2.91%
[2025-11-25T11:29:05.375479] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:29:05.421466] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:05.442174] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -4.42%, Actual: 2.66%
[2025-11-25T11:29:05.442548] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 43.2608%
[2025-11-25T11:29:05.442688] [INFO ] [main      ] KNF: DISCARDED add_day_shape_ratios (score: 43.26%)
[2025-11-25T11:29:05.442796] [INFO ] [main      ] KNF: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:29:05.442891] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_directional_consistency']
[2025-11-25T11:29:05.442992] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:29:05.453836] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:29:05.455152] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:05.455925] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:29:05.456883] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:05.457018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:05.461938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:05.463824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:05.464389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:05.465353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:05.517960] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.69% | Symbol ETA: 59.8s | Global ETA: N/A
[2025-11-25T11:29:05.518137] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:29:05.518947] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:05.519154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:05.524155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:05.547960] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:05.588351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:05.619368] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.40% | Symbol ETA: 52.6s | Global ETA: N/A
[2025-11-25T11:29:05.619697] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:29:05.620527] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:05.620688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:05.622443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:05.623030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:05.623446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:05.624431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:05.629744] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:05.657076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:05.693689] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 50.5s | Global ETA: N/A
[2025-11-25T11:29:05.693841] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:29:05.694612] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:05.694703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:05.696430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:05.696964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:05.697421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:05.700029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:05.749447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:05.828711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:05.928842] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:29:06.010004] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:29:06.091817] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:29:06.102173] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:06.181533] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:29:06.183215] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:06.226152] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 5.78% | Symbol ETA: 1m 5s | Global ETA: N/A
[2025-11-25T11:29:06.226298] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:29:06.227078] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:06.227154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:06.231954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:06.233717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:06.234238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:06.235129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:06.262618] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:06.277511] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -2.40% | Symbol ETA: 59.1s | Global ETA: N/A
[2025-11-25T11:29:06.277680] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:29:06.278448] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:06.278522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:06.283405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:06.332622] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.43% | Symbol ETA: 51.9s | Global ETA: N/A
[2025-11-25T11:29:06.332789] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:29:06.333553] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:06.333629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:06.335265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:06.335784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:06.336211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:06.337181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:06.356914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:06.358404] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:06.420958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:06.422522] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 49.7s | Global ETA: N/A
[2025-11-25T11:29:06.422743] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:29:06.423608] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:06.423768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:06.425543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:06.426151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:06.426639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:06.429182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:06.459614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:06.556286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:06.697451] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:29:06.770729] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:29:06.803991] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:29:06.863893] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:06.909320] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:29:06.943891] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:06.974991] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:06.987696] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -2.14% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-11-25T11:29:06.987980] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:29:06.988817] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:06.988947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:06.993761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:06.995600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:06.996163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:06.997135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:07.041092] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.61% | Symbol ETA: 58.4s | Global ETA: N/A
[2025-11-25T11:29:07.041243] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:29:07.042016] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:07.042090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:07.045287] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 1.31% | Symbol ETA: 51.1s | Global ETA: N/A
[2025-11-25T11:29:07.045442] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:29:07.046216] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:07.046293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:07.046873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:07.047967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:07.048466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:07.048877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:07.049771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:07.083576] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:07.125541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:07.144680] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 49.0s | Global ETA: N/A
[2025-11-25T11:29:07.170986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:07.175938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:07.325044] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.78%
[2025-11-25T11:29:07.464506] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:29:07.502996] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:29:07.516857] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:29:07.525469] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:29:07.631867] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:07.681882] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 0.53%
[2025-11-25T11:29:07.688770] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:07.699307] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:07.757180] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 50.4s | Global ETA: N/A
[2025-11-25T11:29:07.760401] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -0.97% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-11-25T11:29:07.760688] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:29:07.761495] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:07.761629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:07.766438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:07.768298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:07.768858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:07.769816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:07.791416] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 57.6s | Global ETA: N/A
[2025-11-25T11:29:07.791776] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:29:07.792853] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:07.792938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:07.798350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:07.864419] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:29:07.896064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:07.932134] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.19%, Actual: 1.28%
[2025-11-25T11:29:07.934143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:08.046458] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.54%
[2025-11-25T11:29:08.108243] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.29%, Actual: 1.75%
[2025-11-25T11:29:08.224948] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:29:08.238872] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:29:08.281383] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:29:08.281896] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -1.17%, Actual: 0.98%
[2025-11-25T11:29:08.400964] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:29:08.409781] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:08.452819] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:08.455240] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 0.19%
[2025-11-25T11:29:08.533847] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 2.78% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-25T11:29:08.534132] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:29:08.534993] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:08.535084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:08.539899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:08.541754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:08.542303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:08.543275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:08.544192] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.98% | Symbol ETA: 56.9s | Global ETA: N/A
[2025-11-25T11:29:08.544487] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:29:08.545334] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:08.545474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:08.550983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:08.580805] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:29:08.627299] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 0.95%
[2025-11-25T11:29:08.665488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:08.691619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:08.756188] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:29:08.799885] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.56%
[2025-11-25T11:29:08.931622] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:29:08.931894] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 16.9170%
[2025-11-25T11:29:08.932032] [INFO ] [main      ] PFL: DISCARDED add_directional_consistency (score: 16.92%)
[2025-11-25T11:29:08.932099] [INFO ] [main      ] PFL: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:29:08.932149] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_fullday_parkinson_range']
[2025-11-25T11:29:08.932210] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:29:08.944931] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:08.945618] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:29:08.946587] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:08.946698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:08.948860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:08.949696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:08.950225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:08.953015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:08.955064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:08.976939] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.40%, Actual: 0.02%
[2025-11-25T11:29:09.006784] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:29:09.057708] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:29:09.151428] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 0.18%
[2025-11-25T11:29:09.176709] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:09.235243] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:09.302938] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.32% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-25T11:29:09.303223] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:29:09.304104] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:09.304249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:09.309386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:09.311268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:09.311839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:09.312501] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:29:09.312822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:09.332409] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 1.31%, Actual: 0.45%
[2025-11-25T11:29:09.332896] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -0.90% | Symbol ETA: 56.1s | Global ETA: N/A
[2025-11-25T11:29:09.333214] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:29:09.334348] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:09.334497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:09.340105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:09.443186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:09.470216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:09.497178] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:09.508606] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.17%, Actual: 0.66%
[2025-11-25T11:29:09.509087] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 38.4793%
[2025-11-25T11:29:09.509267] [INFO ] [main      ] AMX: DISCARDED add_directional_consistency (score: 38.48%)
[2025-11-25T11:29:09.509419] [INFO ] [main      ] AMX: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:29:09.509528] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range']
[2025-11-25T11:29:09.509638] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:29:09.526377] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:09.527176] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:29:09.528243] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:09.528394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:09.530293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:09.530971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:09.531482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:09.532530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:09.534483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:09.562911] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 56.7s | Global ETA: N/A
[2025-11-25T11:29:09.563210] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:29:09.564101] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:09.564249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:09.566192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:09.566892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:09.567410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:09.570299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:09.572234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:09.784099] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:29:09.815207] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:29:09.881857] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:29:09.956109] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:09.973993] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:29:10.005565] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:10.055182] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:10.077749] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 1.17% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-25T11:29:10.078036] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:29:10.078882] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:10.079016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:10.083859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:10.085733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:10.086281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:10.087291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:10.114413] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 55.4s | Global ETA: N/A
[2025-11-25T11:29:10.114717] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:29:10.115569] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:10.115729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:10.122067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:10.126104] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 55.6s | Global ETA: N/A
[2025-11-25T11:29:10.126406] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:29:10.127278] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:10.127423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:10.129141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:10.129787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:10.130267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:10.131233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:10.132946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:10.151225] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:10.212302] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 56.2s | Global ETA: N/A
[2025-11-25T11:29:10.212572] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:29:10.213401] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:10.213543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:10.215254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:10.215843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:10.216322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:10.218155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:10.218836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:10.220670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:10.247204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:10.470227] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:29:10.562096] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:29:10.578814] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:29:10.587227] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:29:10.647113] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:10.719541] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 55.0s | Global ETA: N/A
[2025-11-25T11:29:10.719714] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:29:10.720588] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:10.720697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:10.722543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:10.723249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:10.723761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:10.724757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:10.726560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:10.732738] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:10.754565] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:10.756605] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:10.793346] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 55.4s | Global ETA: N/A
[2025-11-25T11:29:10.793660] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:29:10.794475] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:10.794615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:10.796471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:10.797008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:10.797549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:10.800003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:10.801924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:10.845106] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.19% | Symbol ETA: 54.6s | Global ETA: N/A
[2025-11-25T11:29:10.882475] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: 1.44% | Symbol ETA: 1m 0s | Global ETA: N/A
[2025-11-25T11:29:10.882775] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:29:10.883612] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:10.883778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:10.888859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:10.890724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:10.891280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:10.892287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:11.017257] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.50%, Actual: 1.96%
[2025-11-25T11:29:11.021812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:11.085234] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:29:11.150062] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:29:11.194110] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.01%, Actual: 3.33%
[2025-11-25T11:29:11.262691] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:11.320941] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:11.336453] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 54.4s | Global ETA: N/A
[2025-11-25T11:29:11.336804] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:29:11.337784] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:11.337930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:11.339873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:11.340496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:11.341044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:11.342054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:11.343854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:11.366919] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.69%, Actual: 3.40%
[2025-11-25T11:29:11.377452] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:29:11.381728] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 54.8s | Global ETA: N/A
[2025-11-25T11:29:11.381998] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:29:11.382845] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:11.382983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:11.384967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:11.385696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:11.386165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:11.388876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:11.390579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:11.542507] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -2.40%, Actual: 18.43%
[2025-11-25T11:29:11.554355] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:11.680514] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -3.99% | Symbol ETA: 59.3s | Global ETA: N/A
[2025-11-25T11:29:11.680857] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:29:11.681962] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:11.682117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:11.688822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:11.691317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:11.692091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:11.693429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:11.699357] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:29:11.715862] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.61%, Actual: 1.23%
[2025-11-25T11:29:11.739415] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:29:11.825374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:11.879940] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:11.887489] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 0.33%
[2025-11-25T11:29:11.910838] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:11.952989] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.39% | Symbol ETA: 53.9s | Global ETA: N/A
[2025-11-25T11:29:11.953294] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:29:11.954194] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:11.954338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:11.956281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:11.956903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:11.957437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:11.958495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:11.960401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:11.972431] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 54.2s | Global ETA: N/A
[2025-11-25T11:29:11.972750] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:29:11.973560] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:11.973729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:11.975419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:11.976002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:11.976480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:11.978943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:11.980966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:12.066218] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.98%, Actual: 3.45%
[2025-11-25T11:29:12.186104] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:29:12.237535] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.90%, Actual: 0.11%
[2025-11-25T11:29:12.300355] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:29:12.329067] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:29:12.360416] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:12.409749] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 0.55%
[2025-11-25T11:29:12.477004] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:12.483936] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 3.12% | Symbol ETA: 58.5s | Global ETA: N/A
[2025-11-25T11:29:12.484207] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:29:12.485036] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:12.485170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:12.490445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:12.492254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:12.492814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:12.493771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:29:12.521917] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:12.547480] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 53.2s | Global ETA: N/A
[2025-11-25T11:29:12.547796] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:29:12.548620] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:12.548777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:12.550694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:12.551260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:12.551941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:12.552854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:12.554549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:12.583280] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.19%, Actual: 0.22%
[2025-11-25T11:29:12.583509] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 53.6s | Global ETA: N/A
[2025-11-25T11:29:12.583627] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 35.3724%
[2025-11-25T11:29:12.583797] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:29:12.583824] [INFO ] [main      ] LZB: DISCARDED add_directional_consistency (score: 35.37%)
[2025-11-25T11:29:12.583991] [INFO ] [main      ] LZB: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:29:12.584111] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_fullday_parkinson_range']
[2025-11-25T11:29:12.584237] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:29:12.584871] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:12.585040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:12.586826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:12.587503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:12.588036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:12.590667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:12.592552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:12.596199] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:12.596866] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:29:12.597785] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:12.597973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:12.602865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:12.604677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:12.617514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:12.901355] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:29:12.938291] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:29:12.959109] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:29:12.964097] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:29:13.071117] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:13.117066] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:13.135820] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:13.139799] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:13.140750] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 52.6s | Global ETA: N/A
[2025-11-25T11:29:13.140922] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:29:13.141895] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:13.141983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:13.143828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:13.144479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:13.144971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:13.145954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:13.147740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:13.179459] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 52.9s | Global ETA: N/A
[2025-11-25T11:29:13.179622] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:29:13.180620] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:13.180831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:13.182855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:13.183595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:13.184255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:13.187566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:13.189378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:13.237932] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.91% | Symbol ETA: 57.0s | Global ETA: N/A
[2025-11-25T11:29:13.238232] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:29:13.239109] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:13.239253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:13.244202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:13.246413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:13.270051] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 57.8s | Global ETA: N/A
[2025-11-25T11:29:13.453412] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 5.78%, Actual: 1.10%
[2025-11-25T11:29:13.490579] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:29:13.534938] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:29:13.599281] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:29:13.634535] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -2.14%, Actual: 0.16%
[2025-11-25T11:29:13.659972] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:13.706579] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:13.728540] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 52.0s | Global ETA: N/A
[2025-11-25T11:29:13.728868] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:29:13.729715] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:13.729857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:13.731563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:13.732146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:13.732624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:13.733591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:13.735318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:13.766525] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 52.3s | Global ETA: N/A
[2025-11-25T11:29:13.766818] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:29:13.767698] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:13.767848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:13.769605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:13.770239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:13.770742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:13.773170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:13.774915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:13.775591] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:13.804140] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -0.97%, Actual: 2.82%
[2025-11-25T11:29:13.871311] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.82% | Symbol ETA: 56.4s | Global ETA: N/A
[2025-11-25T11:29:13.871591] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:29:13.872436] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:13.872575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:13.877716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:13.879496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:13.973922] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 2.78%, Actual: 1.65%
[2025-11-25T11:29:14.074966] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:29:14.119736] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:29:14.147313] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 1.54%
[2025-11-25T11:29:14.229207] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:29:14.244846] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:14.290007] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:14.314094] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 51.4s | Global ETA: N/A
[2025-11-25T11:29:14.314263] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:29:14.315048] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:14.315266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:14.316994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:14.317583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:14.318077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:14.319048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:14.319788] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 1.17%, Actual: 1.33%
[2025-11-25T11:29:14.320805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:14.349467] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 51.7s | Global ETA: N/A
[2025-11-25T11:29:14.349764] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:29:14.350608] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:14.350761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:14.352493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:14.353078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:14.353559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:14.356006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:14.357764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:14.405219] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:14.498466] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: 1.44%, Actual: 2.35%
[2025-11-25T11:29:14.515688] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.73% | Symbol ETA: 55.7s | Global ETA: N/A
[2025-11-25T11:29:14.515989] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:29:14.516845] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:14.516984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:14.521845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:14.523604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:14.663089] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:29:14.671230] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -3.99%, Actual: 0.72%
[2025-11-25T11:29:14.698918] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:29:14.831507] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:14.844697] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 3.12%, Actual: 2.91%
[2025-11-25T11:29:14.869509] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:14.874924] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:29:14.900733] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 1.11% | Symbol ETA: 50.8s | Global ETA: N/A
[2025-11-25T11:29:14.900876] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:29:14.901622] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:14.901709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:14.903374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:14.903891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:14.904286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:14.905168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:14.906828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:14.928932] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 51.1s | Global ETA: N/A
[2025-11-25T11:29:15.015522] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -1.11%, Actual: 2.66%
[2025-11-25T11:29:15.015760] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 41.6140%
[2025-11-25T11:29:15.015875] [INFO ] [main      ] KNF: DISCARDED add_directional_consistency (score: 41.61%)
[2025-11-25T11:29:15.015940] [INFO ] [main      ] KNF: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:29:15.016014] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_fullday_parkinson_range']
[2025-11-25T11:29:15.016068] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:29:15.029048] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:15.029738] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:29:15.030628] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:15.030730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:15.035740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:15.037666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:15.038207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:15.039145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:15.040849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:15.046129] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:15.100662] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:29:15.138861] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 55.1s | Global ETA: N/A
[2025-11-25T11:29:15.139152] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:29:15.140004] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:15.140145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:15.144931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:15.146763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:15.245606] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:29:15.272126] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:29:15.380284] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:29:15.415378] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:15.444637] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 0.53%
[2025-11-25T11:29:15.484290] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.20% | Symbol ETA: 50.2s | Global ETA: N/A
[2025-11-25T11:29:15.485937] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:29:15.551286] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:15.618696] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:29:15.655578] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:15.657549] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.24%, Actual: 1.28%
[2025-11-25T11:29:15.675539] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 6.28% | Symbol ETA: 58.5s | Global ETA: N/A
[2025-11-25T11:29:15.675835] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:29:15.676662] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:15.676793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:15.681574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:15.683416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:15.683978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:15.684944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:15.686629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:15.747523] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.37% | Symbol ETA: 54.4s | Global ETA: N/A
[2025-11-25T11:29:15.747832] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:29:15.748726] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:15.748880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:15.753827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:15.755603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:15.790763] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:29:15.831422] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 1.75%
[2025-11-25T11:29:15.961361] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:29:16.007118] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.16%, Actual: 0.98%
[2025-11-25T11:29:16.025802] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:29:16.096573] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:29:16.134368] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:29:16.182785] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.39%, Actual: 0.19%
[2025-11-25T11:29:16.197545] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:16.267946] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:16.304448] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:29:16.322567] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: 0.50% | Symbol ETA: 57.8s | Global ETA: N/A
[2025-11-25T11:29:16.322881] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:29:16.323735] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:16.323869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:16.328721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:16.330553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:16.331116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:16.332091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:16.333793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:16.356686] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.54%, Actual: 0.95%
[2025-11-25T11:29:16.360060] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -1.61% | Symbol ETA: 53.8s | Global ETA: N/A
[2025-11-25T11:29:16.360358] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:29:16.361224] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:16.361366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:16.366343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:16.368437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:16.487826] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:29:16.533262] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 0.56%
[2025-11-25T11:29:16.661238] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:29:16.661553] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.3796%
[2025-11-25T11:29:16.661744] [INFO ] [main      ] PFL: DISCARDED add_fullday_parkinson_range (score: 17.38%)
[2025-11-25T11:29:16.661861] [INFO ] [main      ] PFL: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:29:16.661983] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state']
[2025-11-25T11:29:16.662093] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:29:16.673163] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:16.673685] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:29:16.674600] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:16.674759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:16.676545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:16.677175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:16.677678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:16.680106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:16.693267] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:29:16.703733] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 0.02%
[2025-11-25T11:29:16.724151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:16.727087] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:29:16.868902] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:16.872177] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.18%
[2025-11-25T11:29:16.907635] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:16.994388] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -4.12% | Symbol ETA: 57.2s | Global ETA: N/A
[2025-11-25T11:29:16.994698] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:29:16.995521] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:16.995669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:17.000493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:17.002335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:17.002902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:17.003635] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -1.88% | Symbol ETA: 53.2s | Global ETA: N/A
[2025-11-25T11:29:17.003828] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:29:17.003869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:17.004673] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:17.004750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:17.005551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:17.010083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:17.012065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:17.043300] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 1.11%, Actual: 0.45%
[2025-11-25T11:29:17.073794] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:29:17.228899] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.20%, Actual: 0.66%
[2025-11-25T11:29:17.229296] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 35.2126%
[2025-11-25T11:29:17.229468] [INFO ] [main      ] AMX: DISCARDED add_fullday_parkinson_range (score: 35.21%)
[2025-11-25T11:29:17.229585] [INFO ] [main      ] AMX: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:29:17.229705] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state']
[2025-11-25T11:29:17.229817] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:29:17.242220] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:17.243010] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:29:17.243996] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:17.244136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:17.245927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:17.246519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:17.247019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:17.248047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:17.248687] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:17.291182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:17.312624] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 42.7s | Global ETA: N/A
[2025-11-25T11:29:17.312797] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:29:17.313588] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:17.313678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:17.315406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:17.315960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:17.316518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:17.319087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:17.372003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:17.373486] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:29:17.375149] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:29:17.548484] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:17.549018] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:17.629032] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:29:17.643164] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.78% | Symbol ETA: 52.5s | Global ETA: N/A
[2025-11-25T11:29:17.643474] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:29:17.644345] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:17.644489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:17.650199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:17.652416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:17.675470] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.95% | Symbol ETA: 56.6s | Global ETA: N/A
[2025-11-25T11:29:17.675778] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:29:17.676825] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:17.676958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:17.682251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:17.684271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:17.684839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:17.685802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:17.687744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:17.729870] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:29:17.800142] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:17.873139] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 42.6s | Global ETA: N/A
[2025-11-25T11:29:17.873449] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:29:17.874283] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:17.874429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:17.876158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:17.876746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:17.877237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:17.878201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:17.902731] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:17.921431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:17.965599] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 42.1s | Global ETA: N/A
[2025-11-25T11:29:17.965930] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:29:17.966791] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:17.966934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:17.968761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:17.969339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:17.969792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:17.972362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:18.006003] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:29:18.017454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:18.037338] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:29:18.193898] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:18.215172] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:18.265599] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:29:18.286609] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.55% | Symbol ETA: 51.9s | Global ETA: N/A
[2025-11-25T11:29:18.286778] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:29:18.287765] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:18.287839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:18.293185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:18.295046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:18.334394] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 56.0s | Global ETA: N/A
[2025-11-25T11:29:18.334683] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:29:18.335447] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:18.335584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:18.340349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:18.342189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:18.342754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:18.343702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:18.345374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:18.370571] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:29:18.435861] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:18.507990] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 41.9s | Global ETA: N/A
[2025-11-25T11:29:18.508301] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:29:18.509148] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:18.509289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:18.511031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:18.511535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:18.512033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:18.513004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:18.541966] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:18.557146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:18.608054] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.12% | Symbol ETA: 41.4s | Global ETA: N/A
[2025-11-25T11:29:18.608332] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:29:18.609195] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:18.609336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:18.611060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:18.611633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:18.612150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:18.614667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:18.647054] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:29:18.659821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:18.683955] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:29:18.823457] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:18.852636] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:18.895087] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:29:18.916438] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.61% | Symbol ETA: 51.3s | Global ETA: N/A
[2025-11-25T11:29:18.972116] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 1.00% | Symbol ETA: 55.3s | Global ETA: N/A
[2025-11-25T11:29:18.972384] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:29:18.973208] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:18.973337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:18.978208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:18.980115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:18.980699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:18.981706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:18.983499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:19.008384] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:29:19.064313] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:19.091694] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.91%, Actual: 1.96%
[2025-11-25T11:29:19.135966] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -1.15% | Symbol ETA: 41.3s | Global ETA: N/A
[2025-11-25T11:29:19.136131] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:29:19.137080] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:19.137220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:19.138963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:19.139553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:19.140047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:19.141022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:19.183102] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:19.183473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:19.245557] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 40.8s | Global ETA: N/A
[2025-11-25T11:29:19.245851] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:29:19.246677] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:19.246813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:19.248628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:19.249218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:19.249756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:19.252282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:19.269062] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.82%, Actual: 3.33%
[2025-11-25T11:29:19.296938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:19.334813] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:29:19.454066] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.73%, Actual: 3.40%
[2025-11-25T11:29:19.513534] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:19.520347] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:29:19.626361] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 18.43%
[2025-11-25T11:29:19.642560] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:29:19.646432] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -0.66% | Symbol ETA: 54.6s | Global ETA: N/A
[2025-11-25T11:29:19.646592] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:29:19.647573] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:19.647676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:19.652972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:19.655037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:19.655566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:19.656539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:19.658339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:19.689065] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:19.763483] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 40.7s | Global ETA: N/A
[2025-11-25T11:29:19.763673] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:29:19.764463] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:19.764713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:19.766466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:19.767085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:19.767551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:19.768534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:19.803241] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 1.23%
[2025-11-25T11:29:19.814350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:19.819243] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:19.881236] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 40.1s | Global ETA: N/A
[2025-11-25T11:29:19.881509] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:29:19.882360] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:19.882508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:19.884298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:19.884911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:19.885401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:19.888012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:19.933011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:19.972605] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -1.61%, Actual: 0.33%
[2025-11-25T11:29:20.016036] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:29:20.141675] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -1.88%, Actual: 3.45%
[2025-11-25T11:29:20.169696] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:29:20.189706] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:20.284682] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:29:20.310195] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.78%, Actual: 0.11%
[2025-11-25T11:29:20.320153] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 0.66% | Symbol ETA: 54.0s | Global ETA: N/A
[2025-11-25T11:29:20.320449] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:29:20.321357] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:20.321522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:20.326753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:20.328749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:20.329320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:20.330361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:20.332092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:20.345673] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:20.420339] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.12% | Symbol ETA: 40.1s | Global ETA: N/A
[2025-11-25T11:29:20.420686] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:29:20.421550] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:20.421709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:20.423457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:20.424061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:20.424557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:20.425577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:20.453763] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:20.470780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:20.480125] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.55%, Actual: 0.55%
[2025-11-25T11:29:20.516483] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 39.5s | Global ETA: N/A
[2025-11-25T11:29:20.516798] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:29:20.517686] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:20.517826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:20.519622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:20.520239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:20.520740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:20.523164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:20.566802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:20.649891] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.61%, Actual: 0.22%
[2025-11-25T11:29:20.650307] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 31.5329%
[2025-11-25T11:29:20.650415] [INFO ] [main      ] LZB: DISCARDED add_fullday_parkinson_range (score: 31.53%)
[2025-11-25T11:29:20.650535] [INFO ] [main      ] LZB: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:29:20.650658] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state']
[2025-11-25T11:29:20.650767] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:29:20.662829] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:20.663439] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:29:20.664396] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:20.664543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:20.669507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:20.686736] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:29:20.714390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:20.811993] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:29:20.865038] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:20.909218] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:29:20.981543] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:20.985662] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 3.17% | Symbol ETA: 53.3s | Global ETA: N/A
[2025-11-25T11:29:20.985945] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:29:20.986793] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:20.986925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:20.991870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:20.993792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:20.994362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:20.995352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:29:20.997314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:21.054934] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 39.4s | Global ETA: N/A
[2025-11-25T11:29:21.055225] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:29:21.056069] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:21.056209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:21.057959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:21.058526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:21.059023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:21.060008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:21.079153] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:29:21.080948] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:21.103453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:21.143217] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 38.8s | Global ETA: N/A
[2025-11-25T11:29:21.143519] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:29:21.144346] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:21.144488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:21.146227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:21.146814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:21.147305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:21.149774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:21.192613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:21.286220] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:21.352021] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:29:21.393294] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 45.1s | Global ETA: N/A
[2025-11-25T11:29:21.393599] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:29:21.394528] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:21.394705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:21.399907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:21.440354] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:29:21.451279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:21.524446] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:21.536019] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:29:21.614476] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:21.651757] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 52.7s | Global ETA: N/A
[2025-11-25T11:29:21.689921] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 38.8s | Global ETA: N/A
[2025-11-25T11:29:21.690208] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:29:21.691043] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:21.691185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:21.692930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:21.693531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:21.694032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:21.694997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:21.716313] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:21.738926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:21.781805] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 38.2s | Global ETA: N/A
[2025-11-25T11:29:21.782042] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:29:21.782935] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:21.783080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:21.784868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:21.785445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:21.785947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:21.788462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:21.833942] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 6.28%, Actual: 1.10%
[2025-11-25T11:29:21.833937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:21.861436] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:29:22.005739] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: 0.50%, Actual: 0.16%
[2025-11-25T11:29:22.031835] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:22.093984] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:29:22.130933] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.13% | Symbol ETA: 44.4s | Global ETA: N/A
[2025-11-25T11:29:22.131221] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:29:22.132080] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:22.132221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:22.137153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:22.174370] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -4.12%, Actual: 2.82%
[2025-11-25T11:29:22.180260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:22.194726] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:29:22.270752] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:22.343602] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 1.65%
[2025-11-25T11:29:22.344124] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.06% | Symbol ETA: 38.2s | Global ETA: N/A
[2025-11-25T11:29:22.344430] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:29:22.345323] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:22.345473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:22.347329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:22.347974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:22.348495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:22.349514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:22.368465] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:22.394585] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:22.430529] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 37.6s | Global ETA: N/A
[2025-11-25T11:29:22.430816] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:29:22.431627] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:22.431788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:22.433531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:22.434131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:22.434615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:22.437358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:22.482606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:22.520195] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 1.54%
[2025-11-25T11:29:22.573079] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:29:22.690068] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 1.00%, Actual: 1.33%
[2025-11-25T11:29:22.754027] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:29:22.773273] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:22.831783] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:29:22.860157] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -0.66%, Actual: 2.35%
[2025-11-25T11:29:22.885581] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.88% | Symbol ETA: 43.7s | Global ETA: N/A
[2025-11-25T11:29:22.885935] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:29:22.887054] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:22.887221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:22.892762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:22.928956] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:22.958791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:23.002514] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.89% | Symbol ETA: 37.5s | Global ETA: N/A
[2025-11-25T11:29:23.002828] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:29:23.003672] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:23.003814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:23.005509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:23.006108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:23.006252] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:23.006602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:23.007594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:23.031211] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 0.66%, Actual: 0.72%
[2025-11-25T11:29:23.051438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:23.068534] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 36.9s | Global ETA: N/A
[2025-11-25T11:29:23.202261] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 3.17%, Actual: 2.91%
[2025-11-25T11:29:23.249525] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.07%, Actual: 0.78%
[2025-11-25T11:29:23.344245] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:29:23.374237] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -0.45%, Actual: 2.66%
[2025-11-25T11:29:23.374584] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 45.7408%
[2025-11-25T11:29:23.374750] [INFO ] [main      ] KNF: DISCARDED add_fullday_parkinson_range (score: 45.74%)
[2025-11-25T11:29:23.374861] [INFO ] [main      ] KNF: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:29:23.374956] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state']
[2025-11-25T11:29:23.375074] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:29:23.387816] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:23.388535] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:29:23.389468] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:23.389600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:23.394557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:23.396405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:23.396964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:23.397983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:23.399687] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:29:23.426867] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:29:23.442201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:23.518809] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:23.574059] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:23.605800] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.12%, Actual: 0.53%
[2025-11-25T11:29:23.618127] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.88% | Symbol ETA: 43.0s | Global ETA: N/A
[2025-11-25T11:29:23.618445] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:29:23.619320] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:23.619464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:23.624795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:23.646276] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.53% | Symbol ETA: 36.9s | Global ETA: N/A
[2025-11-25T11:29:23.674723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:23.787312] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:29:23.794672] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:29:23.826186] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.55%, Actual: 1.28%
[2025-11-25T11:29:23.960850] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:23.976361] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.54%
[2025-11-25T11:29:24.002950] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.41%, Actual: 1.75%
[2025-11-25T11:29:24.036799] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:29:24.091102] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 2.19% | Symbol ETA: 46.3s | Global ETA: N/A
[2025-11-25T11:29:24.091385] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:29:24.092414] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:24.092547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:24.097808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:24.099882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:24.100435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:24.101408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:24.148771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:24.155892] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:29:24.181472] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 0.98%
[2025-11-25T11:29:24.215422] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:24.317333] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.50% | Symbol ETA: 42.2s | Global ETA: N/A
[2025-11-25T11:29:24.317660] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:29:24.318615] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:24.318778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:24.323988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:24.333106] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:29:24.362267] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.19%
[2025-11-25T11:29:24.369209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:24.506356] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 0.19%
[2025-11-25T11:29:24.509161] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:29:24.560364] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.12%, Actual: 0.95%
[2025-11-25T11:29:24.687401] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:29:24.689425] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:24.717849] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:29:24.732982] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.25%, Actual: 0.56%
[2025-11-25T11:29:24.816882] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -2.04% | Symbol ETA: 45.6s | Global ETA: N/A
[2025-11-25T11:29:24.817218] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:29:24.818128] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:24.818262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:24.823484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:24.825368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:24.825932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:24.826902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:24.862251] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:29:24.862635] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.4829%
[2025-11-25T11:29:24.862810] [INFO ] [main      ] PFL: DISCARDED add_gap_fill_state (score: 17.48%)
[2025-11-25T11:29:24.862928] [INFO ] [main      ] PFL: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:29:24.863037] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_morning_composite']
[2025-11-25T11:29:24.863149] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:29:24.870296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:24.875145] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:24.875807] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:29:24.876808] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:24.876946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:24.878811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:24.879404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:24.879915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:24.882545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:24.883755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:24.888114] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:24.904459] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.42%, Actual: 0.02%
[2025-11-25T11:29:24.981976] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.58% | Symbol ETA: 41.4s | Global ETA: N/A
[2025-11-25T11:29:24.982283] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:29:24.983083] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:24.983222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:24.988021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:25.030049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:25.073282] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.06%, Actual: 0.18%
[2025-11-25T11:29:25.210686] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:29:25.235626] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:29:25.247286] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.89%, Actual: 0.45%
[2025-11-25T11:29:25.366411] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:29:25.381399] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:25.406961] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:25.421309] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.53%, Actual: 0.66%
[2025-11-25T11:29:25.421763] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 45.9354%
[2025-11-25T11:29:25.421973] [INFO ] [main      ] AMX: KEPT add_gap_fill_state (score: 45.94%)
[2025-11-25T11:29:25.422093] [INFO ] [main      ] AMX: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:29:25.422198] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_morning_composite']
[2025-11-25T11:29:25.422306] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:29:25.435526] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:25.436355] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:29:25.437514] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:25.437684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:25.439597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:25.440340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:25.440943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:25.442008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:25.468541] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 39.8s | Global ETA: N/A
[2025-11-25T11:29:25.468859] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:29:25.469711] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:25.469849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:25.471633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:25.472215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:25.472713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:25.475157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:25.476270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:25.485990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:25.487475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:25.510276] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -4.85% | Symbol ETA: 44.9s | Global ETA: N/A
[2025-11-25T11:29:25.510569] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:29:25.511403] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:25.511536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:25.516412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:25.518374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:25.518944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:25.519905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:25.535372] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:25.562847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:25.628910] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 40.7s | Global ETA: N/A
[2025-11-25T11:29:25.629190] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:29:25.630063] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:25.630241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:25.635200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:25.677864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:25.829457] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:29:25.835959] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:29:25.926067] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:29:26.002024] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:26.011128] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:26.017764] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:29:26.074341] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 39.2s | Global ETA: N/A
[2025-11-25T11:29:26.074675] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:29:26.075559] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:26.075722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:26.077563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:26.077750] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 40.2s | Global ETA: N/A
[2025-11-25T11:29:26.078056] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:29:26.078195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:26.078722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:26.078949] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:26.079029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:26.080769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:26.081370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:26.081545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:26.081968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:26.082663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:26.082962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:26.127348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:26.128398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:26.163447] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:26.188543] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:26.280960] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.42% | Symbol ETA: 39.9s | Global ETA: N/A
[2025-11-25T11:29:26.281259] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:29:26.282125] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:26.282264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:26.286199] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 3.10% | Symbol ETA: 44.3s | Global ETA: N/A
[2025-11-25T11:29:26.286467] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:29:26.287198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:26.287316] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:26.287461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:26.292333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:26.294152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:26.294731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:26.295682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:26.329614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:26.338341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:26.447449] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:29:26.478371] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:29:26.632524] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:26.652022] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:26.674314] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:29:26.678838] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:29:26.698703] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 38.7s | Global ETA: N/A
[2025-11-25T11:29:26.698995] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:29:26.699888] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:26.700031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:26.701840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:26.702458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:26.702964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:26.705496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:26.706570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:26.730422] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 39.6s | Global ETA: N/A
[2025-11-25T11:29:26.730759] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:29:26.731662] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:26.731808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:26.733607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:26.734241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:26.734778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:26.735791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:26.781453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:26.782884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:26.844426] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:26.846715] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:26.935864] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 39.2s | Global ETA: N/A
[2025-11-25T11:29:26.936143] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:29:26.936985] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:26.937157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:26.941971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:26.965987] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.84% | Symbol ETA: 43.5s | Global ETA: N/A
[2025-11-25T11:29:26.966274] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:29:26.967131] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:26.967265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:26.972197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:26.974359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:26.974939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:26.975901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:26.985394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:27.018508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:27.054959] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:29:27.131467] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:29:27.240086] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:27.303876] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:27.309345] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 38.1s | Global ETA: N/A
[2025-11-25T11:29:27.309669] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:29:27.310532] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:27.310618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:27.312523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:27.313131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:27.313582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:27.316355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:27.317503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:27.324827] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:29:27.355736] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:29:27.377553] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -1.50% | Symbol ETA: 38.9s | Global ETA: N/A
[2025-11-25T11:29:27.377882] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:29:27.378777] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:27.378910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:27.380662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:27.381266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:27.381772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:27.382740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:27.425260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:27.426600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:27.493876] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:27.526523] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:27.608285] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.79% | Symbol ETA: 38.5s | Global ETA: N/A
[2025-11-25T11:29:27.651175] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 42.8s | Global ETA: N/A
[2025-11-25T11:29:27.651352] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:29:27.652350] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:27.652509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:27.658229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:27.660309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:27.660966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:27.662015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:27.706683] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:29:27.706606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:27.774295] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:29:27.823717] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 0.11%, Actual: 1.96%
[2025-11-25T11:29:27.879552] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:27.940397] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 37.5s | Global ETA: N/A
[2025-11-25T11:29:27.940718] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:29:27.941553] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:27.941712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:27.943508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:27.944090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:27.944571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:27.945465] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:27.947079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:27.948182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:28.017086] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.13%, Actual: 3.33%
[2025-11-25T11:29:28.021269] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.13% | Symbol ETA: 38.3s | Global ETA: N/A
[2025-11-25T11:29:28.021583] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:29:28.022545] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:28.022738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:28.024603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:28.025325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:28.025881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:28.026931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:28.046465] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:29:28.071382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:28.072888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:28.192228] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.88%, Actual: 3.40%
[2025-11-25T11:29:28.215194] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:28.286193] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:29:28.340822] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -4.13% | Symbol ETA: 42.1s | Global ETA: N/A
[2025-11-25T11:29:28.341103] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:29:28.341946] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:28.342079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:28.346889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:28.348737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:28.349288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:28.350238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:28.365754] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.88%, Actual: 18.43%
[2025-11-25T11:29:28.392373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:28.431931] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:29:28.454856] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:28.514673] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 36.9s | Global ETA: N/A
[2025-11-25T11:29:28.514955] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:29:28.515798] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:28.515935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:28.517686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:28.518247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:28.518744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:28.521164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:28.522216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:28.536890] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.50%, Actual: 1.23%
[2025-11-25T11:29:28.602947] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:28.678398] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.57% | Symbol ETA: 37.6s | Global ETA: N/A
[2025-11-25T11:29:28.678705] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:29:28.679542] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:28.679725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:28.681581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:28.682264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:28.682806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:28.683836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:28.706979] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.58%, Actual: 0.33%
[2025-11-25T11:29:28.729388] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:29:28.729779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:28.731245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:28.864060] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:29:28.885511] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 3.45%
[2025-11-25T11:29:28.899053] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:29.022487] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -0.62% | Symbol ETA: 41.3s | Global ETA: N/A
[2025-11-25T11:29:29.022785] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:29:29.023591] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:29.023741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:29.028571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:29.030410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:29.030983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:29.031942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:29.040749] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:29.061194] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.42%, Actual: 0.11%
[2025-11-25T11:29:29.074710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:29.100237] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:29:29.100828] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 36.3s | Global ETA: N/A
[2025-11-25T11:29:29.100997] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:29:29.101791] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:29.101873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:29.103595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:29.104484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:29.105174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:29.108078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:29.109308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:29.232522] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 0.55%
[2025-11-25T11:29:29.277678] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:29.352771] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.69% | Symbol ETA: 37.0s | Global ETA: N/A
[2025-11-25T11:29:29.353068] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:29:29.353956] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:29.354103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:29.355932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:29.356550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:29.357102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:29.358096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:29.403863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:29.405325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:29.407494] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.79%, Actual: 0.22%
[2025-11-25T11:29:29.407928] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 33.4817%
[2025-11-25T11:29:29.408124] [INFO ] [main      ] LZB: DISCARDED add_gap_fill_state (score: 33.48%)
[2025-11-25T11:29:29.408290] [INFO ] [main      ] LZB: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:29:29.408444] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_morning_composite']
[2025-11-25T11:29:29.408620] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:29:29.413571] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:29:29.421130] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:29.421942] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:29:29.422896] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:29.423033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:29.427943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:29.429209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:29.457085] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:29:29.583514] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:29.633997] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:29.695015] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 35.6s | Global ETA: N/A
[2025-11-25T11:29:29.695182] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:29:29.696112] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:29.696252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:29.698044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:29.698626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:29.699122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:29.701561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:29.702621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:29.704841] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 3.17% | Symbol ETA: 40.6s | Global ETA: N/A
[2025-11-25T11:29:29.705122] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:29:29.705955] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:29.706093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:29.710897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:29.712717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:29.713267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:29.714225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:29.754119] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:29:29.756888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:29.775777] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:29:29.925227] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:29.943349] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:29.998153] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 36.4s | Global ETA: N/A
[2025-11-25T11:29:29.998451] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:29:29.999314] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:29.999458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:30.001246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:30.001837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:30.002299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:30.003254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:30.042760] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:29:30.045915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:30.047326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:30.055187] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.85% | Symbol ETA: 42.5s | Global ETA: N/A
[2025-11-25T11:29:30.055503] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:29:30.056539] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:30.056719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:30.062923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:30.064116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:30.094728] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:29:30.218704] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:30.268835] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:30.282511] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 35.0s | Global ETA: N/A
[2025-11-25T11:29:30.282693] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:29:30.283602] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:30.283764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:30.285677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:30.286451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:30.286943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:30.289408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:30.290494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:30.396233] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -0.60% | Symbol ETA: 39.9s | Global ETA: N/A
[2025-11-25T11:29:30.433805] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:29:30.459076] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:29:30.581677] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 2.19%, Actual: 1.10%
[2025-11-25T11:29:30.609028] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:30.631564] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:30.634184] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:29:30.684207] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 2.10% | Symbol ETA: 35.7s | Global ETA: N/A
[2025-11-25T11:29:30.684513] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:29:30.685420] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:30.685570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:30.687480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:30.688134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:30.688656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:30.689676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:30.727267] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.56% | Symbol ETA: 42.0s | Global ETA: N/A
[2025-11-25T11:29:30.727557] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:29:30.728406] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:30.728547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:30.733485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:30.734579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:30.735809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:30.737124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:30.759003] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -2.04%, Actual: 0.16%
[2025-11-25T11:29:30.804979] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:30.864142] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 34.4s | Global ETA: N/A
[2025-11-25T11:29:30.935035] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -4.85%, Actual: 2.82%
[2025-11-25T11:29:31.036875] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:29:31.083498] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:29:31.093323] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:29:31.109569] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 3.10%, Actual: 1.65%
[2025-11-25T11:29:31.210346] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.05%, Actual: 0.16%
[2025-11-25T11:29:31.258755] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:31.276077] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:31.280192] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.84%, Actual: 1.54%
[2025-11-25T11:29:31.354482] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.73% | Symbol ETA: 35.1s | Global ETA: N/A
[2025-11-25T11:29:31.354805] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:29:31.355745] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:31.355911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:31.357840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:31.358502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:31.359040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:31.360081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:31.360631] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.78% | Symbol ETA: 41.3s | Global ETA: N/A
[2025-11-25T11:29:31.360813] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:29:31.361713] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:31.361854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:31.366892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:31.368162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:31.380012] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 0.53%
[2025-11-25T11:29:31.406633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:31.408182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:31.452290] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 1.33%
[2025-11-25T11:29:31.552037] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:29:31.631086] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -4.13%, Actual: 2.35%
[2025-11-25T11:29:31.734375] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:29:31.735274] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:29:31.819284] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -0.62%, Actual: 0.72%
[2025-11-25T11:29:31.835005] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:29:31.919547] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:31.927842] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:29:32.003525] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 3.17%, Actual: 2.91%
[2025-11-25T11:29:32.013363] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:32.014953] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -2.09% | Symbol ETA: 40.7s | Global ETA: N/A
[2025-11-25T11:29:32.015132] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:29:32.016011] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:32.016155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:32.021186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:32.022293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:32.084931] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.43% | Symbol ETA: 34.4s | Global ETA: N/A
[2025-11-25T11:29:32.098519] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:29:32.180431] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 2.66%
[2025-11-25T11:29:32.180894] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 50.3943%
[2025-11-25T11:29:32.181142] [INFO ] [main      ] KNF: KEPT add_gap_fill_state (score: 50.39%)
[2025-11-25T11:29:32.181294] [INFO ] [main      ] KNF: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:29:32.181406] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_morning_composite']
[2025-11-25T11:29:32.181514] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:29:32.257424] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.02%, Actual: 1.28%
[2025-11-25T11:29:32.283197] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:29:32.362301] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:29:32.427689] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 1.75%
[2025-11-25T11:29:32.454795] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:29:32.486278] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:32.487124] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:29:32.488201] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:32.488340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:32.494250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:32.496447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:32.497008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:32.498108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:32.546764] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:32.548382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:32.549768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:32.601065] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -1.50%, Actual: 0.98%
[2025-11-25T11:29:32.629942] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:29:32.630192] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 19.1291%
[2025-11-25T11:29:32.630342] [INFO ] [main      ] PFL: DISCARDED add_gap_morning_composite (score: 19.13%)
[2025-11-25T11:29:32.630407] [INFO ] [main      ] PFL: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:29:32.630458] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_resolution_state']
[2025-11-25T11:29:32.630512] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:29:32.641948] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:32.642089] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.48% | Symbol ETA: 40.0s | Global ETA: N/A
[2025-11-25T11:29:32.642239] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:29:32.642526] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:29:32.643062] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:32.643147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:32.643529] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:32.643610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:32.645511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:32.646074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:32.646511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:32.648046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:32.649121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:32.649161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:32.706498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:32.775426] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.19%
[2025-11-25T11:29:32.913514] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:29:32.945564] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.57%, Actual: 0.95%
[2025-11-25T11:29:32.988766] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:29:33.060635] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:29:33.094151] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:33.117448] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.69%, Actual: 0.56%
[2025-11-25T11:29:33.169249] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:33.234922] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 7.54% | Symbol ETA: 43.7s | Global ETA: N/A
[2025-11-25T11:29:33.235215] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:29:33.236081] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:33.236218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:33.241252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:33.241792] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:33.243163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:33.243777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:33.244770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:33.261952] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 39.3s | Global ETA: N/A
[2025-11-25T11:29:33.262248] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:29:33.263095] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:33.263239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:33.268343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:33.269408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:33.289036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:33.290175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:33.296223] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.02%
[2025-11-25T11:29:33.304503] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 34.9s | Global ETA: N/A
[2025-11-25T11:29:33.304867] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:29:33.305754] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:33.305897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:33.307795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:33.308475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:33.309003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:33.311823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:33.369977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:33.469706] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 2.10%, Actual: 0.18%
[2025-11-25T11:29:33.605816] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:29:33.624523] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:29:33.640255] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.73%, Actual: 0.45%
[2025-11-25T11:29:33.726230] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:29:33.777460] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:33.792399] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:33.810983] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.43%, Actual: 0.66%
[2025-11-25T11:29:33.811313] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 40.4914%
[2025-11-25T11:29:33.811524] [INFO ] [main      ] AMX: DISCARDED add_gap_morning_composite (score: 40.49%)
[2025-11-25T11:29:33.811659] [INFO ] [main      ] AMX: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:29:33.811770] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state']
[2025-11-25T11:29:33.811890] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:29:33.824799] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:33.825409] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:29:33.826299] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:33.826449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:33.828271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:33.828892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:33.829375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:33.830352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:33.869685] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.26% | Symbol ETA: 38.7s | Global ETA: N/A
[2025-11-25T11:29:33.869835] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:29:33.870672] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:33.870894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:33.873830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:33.875813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:33.876894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:33.903916] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:33.917895] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -1.43% | Symbol ETA: 42.7s | Global ETA: N/A
[2025-11-25T11:29:33.918187] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:29:33.919058] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:33.919197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:33.924079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:33.925961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:33.926522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:33.927503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:33.931284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:33.968024] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 34.3s | Global ETA: N/A
[2025-11-25T11:29:33.968310] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:29:33.969206] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:33.969350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:33.971197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:33.971040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:33.971750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:33.972351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:33.972485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:33.975271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:34.032232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:34.226662] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:29:34.277287] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:29:34.309075] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:29:34.378712] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:29:34.395865] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:34.451118] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:34.477149] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:34.493840] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.72% | Symbol ETA: 38.0s | Global ETA: N/A
[2025-11-25T11:29:34.494139] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:29:34.494999] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:34.495138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:34.500023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:34.501104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:34.526169] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.73% | Symbol ETA: 37.6s | Global ETA: N/A
[2025-11-25T11:29:34.526484] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:29:34.527567] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:34.527727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:34.529679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:34.530331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:34.530855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:34.531955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:34.549320] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:34.577104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:34.602831] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -1.76% | Symbol ETA: 41.9s | Global ETA: N/A
[2025-11-25T11:29:34.603120] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:29:34.603957] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:34.604093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:34.608917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:34.610737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:34.610793] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.17% | Symbol ETA: 33.5s | Global ETA: N/A
[2025-11-25T11:29:34.611077] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:29:34.611291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:34.611867] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:34.611942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:34.612204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:34.613579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:34.614157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:34.614555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:34.616961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:34.635977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:34.655157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:34.656350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:34.674937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:34.857789] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:29:34.991918] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:29:34.992956] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:29:35.024575] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:29:35.036663] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:35.134232] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 37.4s | Global ETA: N/A
[2025-11-25T11:29:35.134554] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:29:35.135471] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:35.135617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:35.140916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:35.142058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:35.160179] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:35.171416] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:35.197012] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:35.246298] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.91% | Symbol ETA: 37.0s | Global ETA: N/A
[2025-11-25T11:29:35.246453] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:29:35.247301] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:35.247528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:35.249336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:35.249971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:35.250480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:35.251516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:35.257834] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 32.9s | Global ETA: N/A
[2025-11-25T11:29:35.258073] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:29:35.258907] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:35.259047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:35.260788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:35.261343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:35.261869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:35.264481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:35.284939] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 1.33% | Symbol ETA: 41.2s | Global ETA: N/A
[2025-11-25T11:29:35.285229] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:29:35.286064] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:35.286199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:35.290971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:35.292789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:35.293340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:35.294296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:35.297267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:35.320891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:35.336818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:35.338158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:35.356016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:35.501400] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:29:35.668071] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:29:35.673158] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:29:35.677757] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:35.707880] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:29:35.768772] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.15% | Symbol ETA: 36.8s | Global ETA: N/A
[2025-11-25T11:29:35.839639] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:35.842073] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:35.884305] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:35.902460] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 32.2s | Global ETA: N/A
[2025-11-25T11:29:35.902700] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:29:35.903510] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:35.903668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:35.905405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:35.905984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:35.906453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:35.908919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:35.937242] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.85%, Actual: 1.96%
[2025-11-25T11:29:35.959466] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 40.5s | Global ETA: N/A
[2025-11-25T11:29:35.959744] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:29:35.960568] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:35.960722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:35.962121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:35.962213] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -1.13% | Symbol ETA: 36.3s | Global ETA: N/A
[2025-11-25T11:29:35.962368] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:29:35.963268] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:35.963364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:35.965300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:35.965522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:35.965947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:35.966406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:35.967312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:35.967356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:35.967824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:35.968727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:36.011395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:36.012483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:36.013983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:36.072412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:36.107784] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.56%, Actual: 3.33%
[2025-11-25T11:29:36.276805] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.78%, Actual: 3.40%
[2025-11-25T11:29:36.300596] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:29:36.349701] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:29:36.426949] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:29:36.447324] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -2.09%, Actual: 18.43%
[2025-11-25T11:29:36.477236] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:36.517272] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:36.537773] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 31.5s | Global ETA: N/A
[2025-11-25T11:29:36.538051] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:29:36.538922] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:36.539062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:36.540833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:36.541398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:36.541888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:36.544319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:36.597105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:36.601330] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:36.616452] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.48%, Actual: 1.23%
[2025-11-25T11:29:36.638385] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 39.8s | Global ETA: N/A
[2025-11-25T11:29:36.638689] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:29:36.639998] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:36.640125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:36.644981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:36.647022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:36.647596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:36.648550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:36.673825] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 35.5s | Global ETA: N/A
[2025-11-25T11:29:36.674127] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:29:36.675017] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:36.675157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:36.676913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:36.677516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:36.678025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:36.678997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:36.691588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:36.692902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:36.722847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:36.779108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:36.790053] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.50%, Actual: 0.33%
[2025-11-25T11:29:36.936144] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:29:36.959865] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 3.45%
[2025-11-25T11:29:37.030678] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:29:37.103878] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:37.123266] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:29:37.129676] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.72%, Actual: 0.11%
[2025-11-25T11:29:37.163400] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 30.9s | Global ETA: N/A
[2025-11-25T11:29:37.163715] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:29:37.164530] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:37.164685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:37.166381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:37.166956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:37.167574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:37.169989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:37.198889] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:37.223449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:37.296453] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:37.308881] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 0.38%, Actual: 0.55%
[2025-11-25T11:29:37.323943] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.14% | Symbol ETA: 39.1s | Global ETA: N/A
[2025-11-25T11:29:37.324109] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:29:37.325014] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:37.325151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:37.330094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:37.331904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:37.332455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:37.333412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:37.371309] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.31% | Symbol ETA: 34.8s | Global ETA: N/A
[2025-11-25T11:29:37.371461] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:29:37.372315] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:37.372396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:37.374181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:37.374714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:37.375159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:37.376099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:37.376072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:37.377237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:37.423438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:37.486781] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.15%, Actual: 0.22%
[2025-11-25T11:29:37.487425] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 33.1592%
[2025-11-25T11:29:37.487631] [INFO ] [main      ] LZB: DISCARDED add_gap_morning_composite (score: 33.16%)
[2025-11-25T11:29:37.487767] [INFO ] [main      ] LZB: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:29:37.487901] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state']
[2025-11-25T11:29:37.488012] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:29:37.488363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:37.500693] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:37.501300] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:29:37.502245] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:37.502388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:37.507510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:37.565976] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:29:37.576520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:37.726717] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:29:37.744144] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:37.810277] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 30.2s | Global ETA: N/A
[2025-11-25T11:29:37.810445] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:29:37.811266] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:37.811342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:37.813267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:37.813943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:37.814391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:37.816973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:37.866405] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:29:37.895507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:37.928789] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:38.006022] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:29:38.096469] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 2.09% | Symbol ETA: 38.4s | Global ETA: N/A
[2025-11-25T11:29:38.096795] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:29:38.097776] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:38.097916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:38.104060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:38.106703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:38.107556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:38.108328] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:38.108724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:38.167950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:38.170016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:38.217384] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 34.2s | Global ETA: N/A
[2025-11-25T11:29:38.217753] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:29:38.218768] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:38.218921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:38.221130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:38.221927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:38.222538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:38.223813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:38.255543] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:38.276285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:38.363215] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:29:38.366386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:38.371045] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 0.48% | Symbol ETA: 37.9s | Global ETA: N/A
[2025-11-25T11:29:38.371406] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:29:38.372806] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:38.372999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:38.379806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:38.437094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:38.550202] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:38.615668] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 29.6s | Global ETA: N/A
[2025-11-25T11:29:38.616028] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:29:38.617516] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:38.617805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:38.620728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:38.621564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:38.622154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:38.625483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:38.686224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:38.690533] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:29:38.780341] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:29:38.803906] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:29:38.878019] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:38.978108] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:38.986061] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:39.013309] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 6.30% | Symbol ETA: 37.7s | Global ETA: N/A
[2025-11-25T11:29:39.013574] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:29:39.014457] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:39.014592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:39.021532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:39.024863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:39.025725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:39.027076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:39.034383] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:29:39.053582] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.36% | Symbol ETA: 33.5s | Global ETA: N/A
[2025-11-25T11:29:39.053768] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:29:39.054722] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:39.054875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:39.056745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:39.057439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:39.057978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:39.059063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:39.084091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:29:39.085742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:39.088258] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.74% | Symbol ETA: 36.5s | Global ETA: N/A
[2025-11-25T11:29:39.088523] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:29:39.089520] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:39.089795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:39.095279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:39.104863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:39.158442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:39.161461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:39.209521] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:39.270113] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 29.0s | Global ETA: N/A
[2025-11-25T11:29:39.435609] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:29:39.450224] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.78%
[2025-11-25T11:29:39.507398] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:29:39.522713] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:29:39.606473] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:39.623067] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:29:39.677942] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:39.708034] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:39.732904] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -1.37% | Symbol ETA: 37.0s | Global ETA: N/A
[2025-11-25T11:29:39.773159] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.02% | Symbol ETA: 35.4s | Global ETA: N/A
[2025-11-25T11:29:39.773459] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:29:39.774308] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:39.774450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:39.779366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:39.782520] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.12% | Symbol ETA: 32.8s | Global ETA: N/A
[2025-11-25T11:29:39.782828] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:29:39.783683] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:39.783824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:39.785563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:39.786151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:39.786624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:39.787619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:39.795082] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.17%, Actual: 0.53%
[2025-11-25T11:29:39.833695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:39.835487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:39.893988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:39.905812] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 7.54%, Actual: 1.10%
[2025-11-25T11:29:39.966819] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:29:40.099754] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -1.43%, Actual: 0.16%
[2025-11-25T11:29:40.142576] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:29:40.175985] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:29:40.241910] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:29:40.271001] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -1.76%, Actual: 2.82%
[2025-11-25T11:29:40.311867] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:29:40.352740] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:40.412337] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:40.448950] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 34.5s | Global ETA: N/A
[2025-11-25T11:29:40.449253] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:29:40.450173] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:40.450318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:40.453219] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 1.33%, Actual: 1.65%
[2025-11-25T11:29:40.455354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:40.482825] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:29:40.485310] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.47% | Symbol ETA: 32.0s | Global ETA: N/A
[2025-11-25T11:29:40.485474] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:29:40.486257] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:40.486479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:40.488234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:40.488833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:40.489310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:40.490285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:40.511699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:40.532458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:40.587066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:40.627016] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 1.54%
[2025-11-25T11:29:40.710089] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:29:40.796150] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 1.33%
[2025-11-25T11:29:40.871699] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:29:40.881034] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:29:40.927255] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:29:40.970105] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.14%, Actual: 2.35%
[2025-11-25T11:29:41.048635] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:41.050965] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:29:41.051356] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.3377%
[2025-11-25T11:29:41.051518] [INFO ] [main      ] PFL: DISCARDED add_gap_resolution_state (score: 17.34%)
[2025-11-25T11:29:41.051676] [INFO ] [main      ] PFL: Testing feature 13/53: add_gaps
[2025-11-25T11:29:41.051785] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gaps']
[2025-11-25T11:29:41.051894] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:29:41.062979] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:41.063428] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:29:41.064331] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:41.064471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:41.066238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:41.066771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:41.067270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:41.069891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:41.070778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:41.097192] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:41.140410] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 2.09%, Actual: 0.72%
[2025-11-25T11:29:41.148599] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.59% | Symbol ETA: 33.8s | Global ETA: N/A
[2025-11-25T11:29:41.148950] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:29:41.149853] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:41.149998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:41.155206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:41.167895] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.89% | Symbol ETA: 31.3s | Global ETA: N/A
[2025-11-25T11:29:41.212867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:41.308137] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 6.30%, Actual: 2.91%
[2025-11-25T11:29:41.337387] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.73%, Actual: 1.28%
[2025-11-25T11:29:41.410618] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:29:41.477670] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -1.37%, Actual: 2.66%
[2025-11-25T11:29:41.478060] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 40.1258%
[2025-11-25T11:29:41.478183] [INFO ] [main      ] KNF: DISCARDED add_gap_morning_composite (score: 40.13%)
[2025-11-25T11:29:41.478288] [INFO ] [main      ] KNF: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:29:41.478386] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state']
[2025-11-25T11:29:41.478489] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:29:41.490319] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:41.491062] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:29:41.491994] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:41.492126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:41.497024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:41.498939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:41.499498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:41.500459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:41.546850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:41.567906] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.91%, Actual: 1.75%
[2025-11-25T11:29:41.575113] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:29:41.586435] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:41.602320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:41.648359] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 33.3s | Global ETA: N/A
[2025-11-25T11:29:41.648677] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:29:41.649530] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:41.649689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:41.651452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:41.652038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:41.652513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:41.655023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:41.655908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:41.742661] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -1.13%, Actual: 0.98%
[2025-11-25T11:29:41.758602] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:41.856865] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 33.0s | Global ETA: N/A
[2025-11-25T11:29:41.857019] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:29:41.857861] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:41.857962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:41.863189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:41.922605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:41.922690] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.77%, Actual: 0.19%
[2025-11-25T11:29:41.947024] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:29:42.004721] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:29:42.096841] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.31%, Actual: 0.95%
[2025-11-25T11:29:42.115971] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:42.172540] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:42.233549] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 32.8s | Global ETA: N/A
[2025-11-25T11:29:42.233820] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:29:42.234632] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:42.234786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:42.236504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:42.237121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:42.237610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:42.240053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:42.240937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:42.244315] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 4.18% | Symbol ETA: 41.4s | Global ETA: N/A
[2025-11-25T11:29:42.244598] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:29:42.245425] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:42.245560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:42.250369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:42.252251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:42.252826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:42.253775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:42.274294] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.68%, Actual: 0.56%
[2025-11-25T11:29:42.284316] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:29:42.296613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:42.352793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:42.470722] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.36%, Actual: 0.02%
[2025-11-25T11:29:42.472664] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:42.565181] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 32.3s | Global ETA: N/A
[2025-11-25T11:29:42.565470] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:29:42.566368] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:42.566505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:42.571368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:42.582779] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:29:42.627118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:42.649777] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.12%, Actual: 0.18%
[2025-11-25T11:29:42.697539] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:29:42.753883] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:42.815343] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 32.2s | Global ETA: N/A
[2025-11-25T11:29:42.815613] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:29:42.816390] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:42.816528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:42.818295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:42.818878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:42.819356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:42.821797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:42.822668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:42.824974] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 0.45%
[2025-11-25T11:29:42.882456] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:42.969355] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:29:43.001043] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.89%, Actual: 0.66%
[2025-11-25T11:29:43.001479] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 51.5595%
[2025-11-25T11:29:43.001726] [INFO ] [main      ] AMX: KEPT add_gap_resolution_state (score: 51.56%)
[2025-11-25T11:29:43.001855] [INFO ] [main      ] AMX: Testing feature 13/53: add_gaps
[2025-11-25T11:29:43.001976] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_gaps']
[2025-11-25T11:29:43.002088] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:29:43.012446] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -0.44% | Symbol ETA: 40.7s | Global ETA: N/A
[2025-11-25T11:29:43.012760] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:29:43.013563] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:43.013743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:43.014595] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:43.015319] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:29:43.016275] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:43.016374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:43.018163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:43.018733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:43.019186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:43.019148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:43.020128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:43.021318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:43.021945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:43.023083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:43.063848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:43.069008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:43.120359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:43.121670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:43.124884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:43.139031] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:43.161168] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:29:43.229681] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.86% | Symbol ETA: 31.5s | Global ETA: N/A
[2025-11-25T11:29:43.229983] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:29:43.230840] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:43.230976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:43.235931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:43.290723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:43.333141] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:43.393934] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 31.6s | Global ETA: N/A
[2025-11-25T11:29:43.394209] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:29:43.395045] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:43.395183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:43.396912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:43.397491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:43.397976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:43.400365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:43.401231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:43.474579] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:29:43.477740] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:29:43.628868] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:29:43.646934] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:43.649000] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:43.722311] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.48% | Symbol ETA: 37.0s | Global ETA: N/A
[2025-11-25T11:29:43.722609] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:29:43.723859] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:43.723996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:43.725736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:43.726311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:43.726812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:43.727797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:43.745632] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:29:43.771451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:43.773495] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -1.42% | Symbol ETA: 40.0s | Global ETA: N/A
[2025-11-25T11:29:43.773671] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:29:43.774445] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:43.774524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:43.779370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:43.781380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:43.781971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:43.782935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:43.800052] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:43.826274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:43.827547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:43.828425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:43.881290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:43.893616] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.57% | Symbol ETA: 30.8s | Global ETA: N/A
[2025-11-25T11:29:43.893925] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:29:43.894821] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:43.894981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:43.900144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:43.927582] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:43.957737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:44.000539] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 31.0s | Global ETA: N/A
[2025-11-25T11:29:44.000918] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:29:44.001851] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:44.001995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:44.003890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:44.004512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:44.005037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:44.007562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:44.008478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:44.169054] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:29:44.216508] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:29:44.301524] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:29:44.344416] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:44.352928] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:29:44.387509] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:44.421808] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 36.3s | Global ETA: N/A
[2025-11-25T11:29:44.422089] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:29:44.422929] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:44.423077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:44.424799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:44.425365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:44.425866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:44.426833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:44.470219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:44.476499] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:44.510636] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 1.95% | Symbol ETA: 39.2s | Global ETA: N/A
[2025-11-25T11:29:44.510939] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:29:44.511775] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:44.511904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:44.516728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:44.518566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:44.519145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:44.520100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:44.521574] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:44.525315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:44.526315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:44.562278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:44.569518] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.30% | Symbol ETA: 30.1s | Global ETA: N/A
[2025-11-25T11:29:44.582409] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 30.4s | Global ETA: N/A
[2025-11-25T11:29:44.582675] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:29:44.583484] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:44.583595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:44.585282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:44.585830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:44.586268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:44.588739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:44.589546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:44.616297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:44.742987] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 0.48%, Actual: 1.96%
[2025-11-25T11:29:44.871809] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:29:44.920007] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.74%, Actual: 3.33%
[2025-11-25T11:29:44.927990] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:29:44.957478] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:29:45.044826] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:45.094303] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.02%, Actual: 3.40%
[2025-11-25T11:29:45.095665] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:45.119857] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -1.03% | Symbol ETA: 35.5s | Global ETA: N/A
[2025-11-25T11:29:45.120158] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:29:45.121005] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:45.121154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:45.122874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:45.123449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:45.123950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:45.124932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:45.126148] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:45.156076] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 29.8s | Global ETA: N/A
[2025-11-25T11:29:45.156354] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:29:45.157258] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:45.157403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:45.159187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:45.159782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:45.160261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:45.162678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:45.163524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:45.167737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:45.223303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:45.224237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:45.245472] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.48% | Symbol ETA: 38.4s | Global ETA: N/A
[2025-11-25T11:29:45.245762] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:29:45.246580] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:45.246729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:45.251568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:45.253393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:45.253979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:45.254935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:45.268620] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 18.43%
[2025-11-25T11:29:45.297486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:45.351208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:45.473949] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.59%, Actual: 1.23%
[2025-11-25T11:29:45.502911] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:29:45.572763] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:29:45.643733] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.12%, Actual: 0.33%
[2025-11-25T11:29:45.673011] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:45.690092] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:29:45.733571] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 29.2s | Global ETA: N/A
[2025-11-25T11:29:45.733869] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:29:45.734740] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:45.734880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:45.736592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:45.737233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:45.737740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:45.740206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:45.741077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:45.745267] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:45.812458] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 3.45%
[2025-11-25T11:29:45.819616] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 34.8s | Global ETA: N/A
[2025-11-25T11:29:45.819933] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:29:45.820778] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:45.820919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:45.822639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:45.823218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:45.823715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:45.824689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:45.857156] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:45.867912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:45.924392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:45.925599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:45.981945] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 2.55% | Symbol ETA: 37.6s | Global ETA: N/A
[2025-11-25T11:29:45.982249] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:29:45.983135] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:45.983272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:45.988259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:45.990276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:45.990882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:45.991855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:46.035868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:46.037353] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.86%, Actual: 0.11%
[2025-11-25T11:29:46.080357] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:29:46.092230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:46.206692] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.57%, Actual: 0.55%
[2025-11-25T11:29:46.250109] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:46.273997] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:29:46.310762] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 28.7s | Global ETA: N/A
[2025-11-25T11:29:46.311062] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:29:46.311898] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:46.312043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:46.313763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:46.314327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:46.314820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:46.317331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:46.318135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:46.376746] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.30%, Actual: 0.22%
[2025-11-25T11:29:46.376979] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 31.8217%
[2025-11-25T11:29:46.377102] [INFO ] [main      ] LZB: DISCARDED add_gap_resolution_state (score: 31.82%)
[2025-11-25T11:29:46.377164] [INFO ] [main      ] LZB: Testing feature 13/53: add_gaps
[2025-11-25T11:29:46.377213] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gaps']
[2025-11-25T11:29:46.377265] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:29:46.389229] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:46.389698] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:29:46.390551] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:46.390632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:46.395424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:46.396314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:46.432902] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:29:46.462421] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:46.543049] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 34.2s | Global ETA: N/A
[2025-11-25T11:29:46.543361] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:29:46.544276] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:46.544423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:46.546236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:46.546849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:46.547372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:46.548379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:46.593284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:46.602260] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:46.648757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:46.649848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:46.655222] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:29:46.730988] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -3.48% | Symbol ETA: 36.9s | Global ETA: N/A
[2025-11-25T11:29:46.731247] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:29:46.732072] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:46.732205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:46.732254] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:29:46.737476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:46.739302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:46.739874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:46.740840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:46.784223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:46.824928] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:46.838220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:46.884844] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 28.1s | Global ETA: N/A
[2025-11-25T11:29:46.906699] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:47.007240] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.22% | Symbol ETA: 35.2s | Global ETA: N/A
[2025-11-25T11:29:47.007490] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:29:47.008512] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:47.008666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:47.013537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:47.014544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:47.022495] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:29:47.058710] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.78%
[2025-11-25T11:29:47.185453] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:29:47.200294] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:47.234024] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:29:47.276307] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -1.27% | Symbol ETA: 33.5s | Global ETA: N/A
[2025-11-25T11:29:47.276606] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:29:47.277499] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:47.277661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:47.279404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:47.279996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:47.280482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:47.281465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:47.323939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:47.355681] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:47.358064] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:29:47.378261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:47.379390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:47.402540] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 0.53%
[2025-11-25T11:29:47.482110] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 2.01% | Symbol ETA: 36.1s | Global ETA: N/A
[2025-11-25T11:29:47.482388] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:29:47.483209] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:47.483343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:47.488192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:47.490076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:47.490659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:47.491591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:47.526466] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:47.533919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:47.572251] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:29:47.591797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:47.621695] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.00% | Symbol ETA: 34.6s | Global ETA: N/A
[2025-11-25T11:29:47.621976] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:29:47.622852] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:47.622993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:47.627851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:47.628742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:47.723859] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:29:47.747103] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:29:47.893908] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:47.916592] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:29:47.928525] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:29:47.963371] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:29:47.967421] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.41% | Symbol ETA: 32.8s | Global ETA: N/A
[2025-11-25T11:29:47.967745] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:29:47.968657] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:47.968794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:47.970563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:47.971158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:47.971632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:47.972618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:48.015731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:48.070602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:48.071563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:48.087890] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:29:48.096263] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:48.131436] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:48.220807] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 3.86% | Symbol ETA: 35.4s | Global ETA: N/A
[2025-11-25T11:29:48.221094] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:29:48.221937] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:29:48.222073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:48.226081] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.14% | Symbol ETA: 33.9s | Global ETA: N/A
[2025-11-25T11:29:48.226394] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:29:48.227001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:48.227212] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:48.227286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:48.228928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:48.229528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:48.230494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:48.232033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:48.233141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:48.260869] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:29:48.277870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:48.331665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:48.414952] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:29:48.429844] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:29:48.569822] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:29:48.584278] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:48.598711] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:29:48.598970] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 15.9072%
[2025-11-25T11:29:48.599244] [INFO ] [main      ] PFL: DISCARDED add_gaps (score: 15.91%)
[2025-11-25T11:29:48.599363] [INFO ] [main      ] PFL: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:29:48.599469] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_intraday_skewness_proxies']
[2025-11-25T11:29:48.599576] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:29:48.610897] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:48.611332] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:29:48.612201] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:48.612277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:48.613999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:48.614551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:48.614987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:48.617461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:48.618788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:48.658375] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 32.0s | Global ETA: N/A
[2025-11-25T11:29:48.658525] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:29:48.659293] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:48.659384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:48.661124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:48.661786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:48.662256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:48.663234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:48.667412] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:29:48.706244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:48.738513] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:48.760944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:48.761998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:48.835446] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 33.3s | Global ETA: N/A
[2025-11-25T11:29:48.835762] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:29:48.836055] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:48.836597] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:48.836765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:48.841550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:48.842434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:48.958062] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:29:48.960490] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -3.29% | Symbol ETA: 34.7s | Global ETA: N/A
[2025-11-25T11:29:49.103299] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:29:49.128092] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:49.129896] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 4.18%, Actual: 1.10%
[2025-11-25T11:29:49.181007] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:29:49.189691] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 27.8s | Global ETA: N/A
[2025-11-25T11:29:49.189837] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:29:49.190586] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:49.190673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:49.192335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:49.192863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:49.193274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:49.195670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:49.196906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:49.274594] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:49.349362] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.90% | Symbol ETA: 31.3s | Global ETA: N/A
[2025-11-25T11:29:49.349675] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:29:49.349767] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:49.350499] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:49.350670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:49.352389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:49.352977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:49.353453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:49.354426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:49.360737] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -0.44%, Actual: 0.16%
[2025-11-25T11:29:49.397552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:49.442356] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.57% | Symbol ETA: 32.7s | Global ETA: N/A
[2025-11-25T11:29:49.442670] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:29:49.443507] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:49.443670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:49.448492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:49.449413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:49.452007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:49.453008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:49.532609] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -1.42%, Actual: 2.82%
[2025-11-25T11:29:49.535280] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:29:49.702135] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 1.95%, Actual: 1.65%
[2025-11-25T11:29:49.705404] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:49.766885] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 27.3s | Global ETA: N/A
[2025-11-25T11:29:49.767193] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:29:49.768042] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:49.768190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:49.769948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:49.770520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:49.771005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:49.773525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:49.774861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:49.785675] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:29:49.796691] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:29:49.870943] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.54%
[2025-11-25T11:29:49.953376] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:49.970509] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:50.045369] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -2.11% | Symbol ETA: 32.1s | Global ETA: N/A
[2025-11-25T11:29:50.045667] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:29:50.046486] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:50.046625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:50.047170] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 2.55%, Actual: 1.33%
[2025-11-25T11:29:50.048190] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 30.6s | Global ETA: N/A
[2025-11-25T11:29:50.051465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:50.052377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:50.121514] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:29:50.219462] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.48%, Actual: 1.28%
[2025-11-25T11:29:50.235224] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -3.48%, Actual: 2.35%
[2025-11-25T11:29:50.290564] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:50.352156] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 26.7s | Global ETA: N/A
[2025-11-25T11:29:50.352438] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:29:50.353259] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:50.353407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:50.355136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:50.355717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:50.356186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:50.358719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:50.360026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:50.388820] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:29:50.389504] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 1.75%
[2025-11-25T11:29:50.415694] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 2.01%, Actual: 0.72%
[2025-11-25T11:29:50.558609] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:50.560916] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -1.03%, Actual: 0.98%
[2025-11-25T11:29:50.606639] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 3.86%, Actual: 2.91%
[2025-11-25T11:29:50.652007] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -1.64% | Symbol ETA: 31.5s | Global ETA: N/A
[2025-11-25T11:29:50.652315] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:29:50.653166] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:50.653306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:50.658293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:50.659200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:50.701984] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:29:50.732767] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.78%, Actual: 0.19%
[2025-11-25T11:29:50.790180] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -3.29%, Actual: 2.66%
[2025-11-25T11:29:50.790524] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 52.6675%
[2025-11-25T11:29:50.790751] [INFO ] [main      ] KNF: KEPT add_gap_resolution_state (score: 52.67%)
[2025-11-25T11:29:50.790861] [INFO ] [main      ] KNF: Testing feature 13/53: add_gaps
[2025-11-25T11:29:50.790961] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_gaps']
[2025-11-25T11:29:50.791061] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:29:50.803021] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:50.803752] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:29:50.804631] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:50.804787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:50.809780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:50.811635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:50.812209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:50.813186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:50.857105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:50.874539] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:50.907060] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.74%, Actual: 0.95%
[2025-11-25T11:29:50.912870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:50.913832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:50.935985] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 26.1s | Global ETA: N/A
[2025-11-25T11:29:50.936270] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:29:50.937145] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:50.937320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:50.939074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:50.939696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:50.940105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:50.942549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:50.943876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:51.002297] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:29:51.077977] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -1.27%, Actual: 0.56%
[2025-11-25T11:29:51.180512] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:51.247419] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.41%, Actual: 0.02%
[2025-11-25T11:29:51.253481] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:29:51.276789] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 30.9s | Global ETA: N/A
[2025-11-25T11:29:51.277119] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:29:51.278021] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:51.278195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:51.282507] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:29:51.283529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:51.284463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:51.418339] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.59%, Actual: 0.18%
[2025-11-25T11:29:51.422850] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:51.453183] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:51.514763] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 25.5s | Global ETA: N/A
[2025-11-25T11:29:51.515051] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:29:51.515919] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:51.516057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:51.517912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:51.518514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:51.519001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:51.521487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:51.522850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:51.560395] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 7.48% | Symbol ETA: 37.8s | Global ETA: N/A
[2025-11-25T11:29:51.560698] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:29:51.561556] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:51.561706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:51.566691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:51.568687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:51.569316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:51.570279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:51.592173] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.90%, Actual: 0.45%
[2025-11-25T11:29:51.614797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:51.645605] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:29:51.670261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:51.671275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:51.761873] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.08%, Actual: 0.66%
[2025-11-25T11:29:51.762116] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 37.1287%
[2025-11-25T11:29:51.762187] [INFO ] [main      ] AMX: DISCARDED add_gaps (score: 37.13%)
[2025-11-25T11:29:51.762242] [INFO ] [main      ] AMX: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:29:51.762290] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_skewness_proxies']
[2025-11-25T11:29:51.762341] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:29:51.774571] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:51.775062] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:29:51.775974] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:51.776065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:51.777854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:51.778510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:51.779014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:51.780003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:51.824595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:51.841714] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:51.864015] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:29:51.883762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:51.885180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:51.938600] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.63% | Symbol ETA: 30.2s | Global ETA: N/A
[2025-11-25T11:29:51.938794] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:29:51.939568] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:51.939669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:51.944574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:51.945572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:52.011593] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:29:52.037521] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:52.099432] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 25.0s | Global ETA: N/A
[2025-11-25T11:29:52.099743] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:29:52.100575] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:52.100732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:52.102480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:52.103105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:52.103583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:52.106062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:52.107440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:52.181534] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:52.225909] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:29:52.295303] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:29:52.314411] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: 0.35% | Symbol ETA: 37.1s | Global ETA: N/A
[2025-11-25T11:29:52.314680] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:29:52.315501] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:52.315662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:52.320630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:52.322511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:52.323086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:52.324091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:52.368392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:52.396877] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:52.429032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:52.429996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:52.461607] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:29:52.472115] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 32.6s | Global ETA: N/A
[2025-11-25T11:29:52.472361] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:29:52.473201] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:52.473342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:52.475202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:52.475794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:52.476309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:52.477330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:52.483152] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:52.522580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:52.579751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:52.581233] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.58% | Symbol ETA: 29.6s | Global ETA: N/A
[2025-11-25T11:29:52.581291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:52.639496] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:52.700661] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 24.4s | Global ETA: N/A
[2025-11-25T11:29:52.700944] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:29:52.701797] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:52.701940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:52.703768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:52.704353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:52.704866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:52.707444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:52.708826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:52.757692] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.22%, Actual: 1.96%
[2025-11-25T11:29:52.776363] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:29:52.929592] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.00%, Actual: 3.33%
[2025-11-25T11:29:52.931114] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:29:52.958052] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:53.053291] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:29:53.096791] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -1.85% | Symbol ETA: 36.4s | Global ETA: N/A
[2025-11-25T11:29:53.097128] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:29:53.098200] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:53.098354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:53.103811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:53.106158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:53.106800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:53.107008] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.14%, Actual: 3.40%
[2025-11-25T11:29:53.107932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:53.110534] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:53.155257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:53.184861] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 31.9s | Global ETA: N/A
[2025-11-25T11:29:53.185145] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:29:53.185970] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:53.186111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:53.187870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:53.188438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:53.188938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:53.189906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:53.210485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:53.211687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:53.222469] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:53.233529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:53.283189] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 23.8s | Global ETA: N/A
[2025-11-25T11:29:53.283334] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:29:53.284103] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:53.284179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:53.285526] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -1.48%, Actual: 18.43%
[2025-11-25T11:29:53.285852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:53.286344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:53.286757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:53.288925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:53.289126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:53.290246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:53.290526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:53.463842] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.57%, Actual: 1.23%
[2025-11-25T11:29:53.555968] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:29:53.631235] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:29:53.635145] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:29:53.638261] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -2.11%, Actual: 0.33%
[2025-11-25T11:29:53.729599] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:53.800778] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:53.809434] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:53.811369] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -1.64%, Actual: 3.45%
[2025-11-25T11:29:53.858730] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 1.95% | Symbol ETA: 35.6s | Global ETA: N/A
[2025-11-25T11:29:53.858984] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:29:53.859856] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:53.859986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:53.860964] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 23.2s | Global ETA: N/A
[2025-11-25T11:29:53.861272] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:29:53.862109] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:53.862249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:53.863978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:53.864544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:53.864803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:53.865052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:53.866625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:53.867249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:53.867532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:53.868226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:53.868899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:53.885886] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 31.2s | Global ETA: N/A
[2025-11-25T11:29:53.886199] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:29:53.887230] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:53.887384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:53.889258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:53.889922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:53.890416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:53.891398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:53.910753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:53.934865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:53.965016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:53.966012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:53.987332] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.11%
[2025-11-25T11:29:53.990302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:53.991940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:54.193622] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.63%, Actual: 0.55%
[2025-11-25T11:29:54.210599] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:29:54.308253] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:29:54.338507] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:29:54.376612] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.58%, Actual: 0.22%
[2025-11-25T11:29:54.376959] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 36.7732%
[2025-11-25T11:29:54.377140] [INFO ] [main      ] LZB: DISCARDED add_gaps (score: 36.77%)
[2025-11-25T11:29:54.377267] [INFO ] [main      ] LZB: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:29:54.377376] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies']
[2025-11-25T11:29:54.377486] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:29:54.382737] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:54.389769] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:54.390431] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:29:54.391337] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:54.391414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:54.396483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:54.397987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:54.443567] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 22.6s | Global ETA: N/A
[2025-11-25T11:29:54.477769] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:54.509024] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:54.583043] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 30.5s | Global ETA: N/A
[2025-11-25T11:29:54.583338] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:29:54.584125] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:54.584267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:54.586015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:54.586573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:54.587087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:54.588053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:54.601203] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -1.85% | Symbol ETA: 34.8s | Global ETA: N/A
[2025-11-25T11:29:54.601499] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:29:54.602328] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:54.602461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:54.607345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:54.609217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:54.609826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:54.610783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:54.622453] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.78%
[2025-11-25T11:29:54.631383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:54.655404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:54.687765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:54.689354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:54.710279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:54.711390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:54.744545] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:29:54.793326] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:29:54.921084] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:54.965952] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 0.53%
[2025-11-25T11:29:55.017311] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 29.6s | Global ETA: N/A
[2025-11-25T11:29:55.017612] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:29:55.018456] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:55.018596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:55.023383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:55.024765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:55.032106] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:29:55.056118] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:29:55.136368] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:29:55.201111] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:55.227462] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:55.275100] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 2.17% | Symbol ETA: 29.8s | Global ETA: N/A
[2025-11-25T11:29:55.275402] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:29:55.276263] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:55.276408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:55.278192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:55.278824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:55.279307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:55.280283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:55.307860] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.54%
[2025-11-25T11:29:55.323812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:55.355093] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 34.1s | Global ETA: N/A
[2025-11-25T11:29:55.355377] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:29:55.356209] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:55.356323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:55.361124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:55.362925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:55.363462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:55.364418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:55.371390] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:29:55.379217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:55.380480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:55.408481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:55.463521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:55.464569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:55.478694] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:29:55.548473] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:55.647942] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.78% | Symbol ETA: 29.0s | Global ETA: N/A
[2025-11-25T11:29:55.648244] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:29:55.649234] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:55.649391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:55.651772] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:29:55.654472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:55.655928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:55.719787] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:29:55.809316] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:29:55.823279] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:29:55.890377] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:55.965330] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.78% | Symbol ETA: 29.1s | Global ETA: N/A
[2025-11-25T11:29:55.965492] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:29:55.966445] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:55.966589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:55.968304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:55.968917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:55.969418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:55.970388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:55.979330] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:55.994762] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:29:56.013250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:56.016758] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:29:56.068280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:56.069955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:56.111836] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -1.03% | Symbol ETA: 33.3s | Global ETA: N/A
[2025-11-25T11:29:56.112119] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:29:56.112949] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:56.113080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:56.117937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:56.119959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:56.120512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:56.121465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:56.164794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:56.165493] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:29:56.165854] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 16.9170%
[2025-11-25T11:29:56.166008] [INFO ] [main      ] PFL: DISCARDED add_intraday_skewness_proxies (score: 16.92%)
[2025-11-25T11:29:56.166125] [INFO ] [main      ] PFL: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:29:56.166229] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_intraday_volatility_percentile']
[2025-11-25T11:29:56.166342] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:29:56.180819] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:29:56.181467] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:29:56.182384] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:56.182468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:56.184289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:56.184890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:56.185307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:56.187784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:29:56.207066] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:56.223421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:56.224702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:56.273324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:56.314245] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.71% | Symbol ETA: 28.5s | Global ETA: N/A
[2025-11-25T11:29:56.314665] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:29:56.316085] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:56.316246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:56.322472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:56.323957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:56.411896] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:29:56.564412] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:29:56.582062] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:56.615834] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:29:56.655566] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 28.4s | Global ETA: N/A
[2025-11-25T11:29:56.655880] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:29:56.656716] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:56.656860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:56.658601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:56.659180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:56.659684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:56.660634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:56.681092] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:29:56.702979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:56.734809] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:56.757943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:56.759381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:56.786728] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:29:56.848571] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 26.5s | Global ETA: N/A
[2025-11-25T11:29:56.848891] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:29:56.849811] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:56.849952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:56.851721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:56.852300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:56.852797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:56.855237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:29:56.862628] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:56.871309] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 32.6s | Global ETA: N/A
[2025-11-25T11:29:56.871597] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:29:56.872441] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:56.872577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:56.877472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:56.879354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:56.879951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:56.880945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:56.923825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:56.942686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:56.960237] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -1.72% | Symbol ETA: 27.9s | Global ETA: N/A
[2025-11-25T11:29:56.960415] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:29:56.961324] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:56.961465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:56.966320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:56.967683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:56.978759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:56.979976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:57.105101] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:29:57.276926] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:57.288204] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:29:57.304720] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:29:57.319858] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:29:57.351988] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.13% | Symbol ETA: 27.7s | Global ETA: N/A
[2025-11-25T11:29:57.352299] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:29:57.353136] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:57.353285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:57.355007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:57.355582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:57.356081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:57.356989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:57.399808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:57.454263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:57.455691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:57.466856] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:29:57.477509] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:57.498464] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:57.530460] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 25.9s | Global ETA: N/A
[2025-11-25T11:29:57.530683] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:29:57.531482] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:57.531722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:57.533481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:57.534086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:57.534564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:57.537026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:29:57.574049] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.84% | Symbol ETA: 27.2s | Global ETA: N/A
[2025-11-25T11:29:57.574213] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:29:57.574997] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:57.575084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:57.579862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:57.581405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:57.622668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:57.629666] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 6.52% | Symbol ETA: 31.8s | Global ETA: N/A
[2025-11-25T11:29:57.629968] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:29:57.630875] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:57.631047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:57.636085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:57.638207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:29:57.638860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:57.639873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:57.683091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:57.737684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:29:57.738939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:57.799525] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:29:57.919107] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:29:57.963813] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:29:57.969302] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:58.044606] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.09% | Symbol ETA: 27.0s | Global ETA: N/A
[2025-11-25T11:29:58.044937] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:29:58.045850] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:29:58.046002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:58.047821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:58.048419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:58.048919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:29:58.049900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:29:58.089216] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:29:58.091878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:29:58.092962] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:29:58.134799] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:29:58.146749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:58.148351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:58.182009] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 26.5s | Global ETA: N/A
[2025-11-25T11:29:58.182320] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:29:58.183166] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:58.183308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:58.188922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:58.190306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:58.196049] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 25.2s | Global ETA: N/A
[2025-11-25T11:29:58.196373] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:29:58.197240] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:58.197387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:58.199134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:58.199794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:58.200293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:58.202959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:29:58.300042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:58.301944] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:58.444541] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -4.14% | Symbol ETA: 31.0s | Global ETA: N/A
[2025-11-25T11:29:58.491699] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:29:58.528185] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:29:58.636727] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 7.48%, Actual: 1.10%
[2025-11-25T11:29:58.643466] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:29:58.666474] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:29:58.696742] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:29:58.743294] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 26.3s | Global ETA: N/A
[2025-11-25T11:29:58.789038] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.30% | Symbol ETA: 25.9s | Global ETA: N/A
[2025-11-25T11:29:58.789331] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:29:58.790166] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:58.790307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:58.795159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:58.796518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:58.813815] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:29:58.834443] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: 0.35%, Actual: 0.16%
[2025-11-25T11:29:58.874269] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 24.6s | Global ETA: N/A
[2025-11-25T11:29:58.874573] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:29:58.875413] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:58.875557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:58.877305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:58.877912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:58.878381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:58.880828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:29:58.920950] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.11%, Actual: 1.28%
[2025-11-25T11:29:58.964844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:59.019920] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -1.85%, Actual: 2.82%
[2025-11-25T11:29:59.090727] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.05%, Actual: 1.75%
[2025-11-25T11:29:59.146865] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:29:59.208847] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 1.95%, Actual: 1.65%
[2025-11-25T11:29:59.259600] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.16%, Actual: 0.98%
[2025-11-25T11:29:59.312710] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:29:59.320305] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:29:59.401377] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -1.85%, Actual: 1.54%
[2025-11-25T11:29:59.412965] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -3.13% | Symbol ETA: 25.3s | Global ETA: N/A
[2025-11-25T11:29:59.413263] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:29:59.414133] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:29:59.414277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:29:59.419776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:29:59.421168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:59.429488] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.48%, Actual: 0.19%
[2025-11-25T11:29:59.482356] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:29:59.541599] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 23.9s | Global ETA: N/A
[2025-11-25T11:29:59.541905] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:29:59.542706] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:29:59.542843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:29:59.544597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:29:59.545186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:29:59.545690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:29:59.548148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:29:59.599583] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 2.17%, Actual: 0.95%
[2025-11-25T11:29:59.606531] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.27%, Actual: 1.33%
[2025-11-25T11:29:59.641806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:29:59.761168] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:29:59.777958] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.78%, Actual: 0.56%
[2025-11-25T11:29:59.806878] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.03%, Actual: 2.35%
[2025-11-25T11:29:59.929092] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:29:59.948906] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:29:59.990887] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 0.72%
[2025-11-25T11:29:59.994903] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:30:00.035136] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 24.6s | Global ETA: N/A
[2025-11-25T11:30:00.035442] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:30:00.036306] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:00.036445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:00.042174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:30:00.044003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:00.124659] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.13%, Actual: 0.18%
[2025-11-25T11:30:00.166089] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 6.52%, Actual: 2.91%
[2025-11-25T11:30:00.193979] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:00.259316] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 23.3s | Global ETA: N/A
[2025-11-25T11:30:00.259578] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:30:00.260413] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:00.260554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:00.262302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:00.262896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:00.263364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:00.265829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:00.318677] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 0.45%
[2025-11-25T11:30:00.335877] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -4.14%, Actual: 2.66%
[2025-11-25T11:30:00.336273] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 48.5161%
[2025-11-25T11:30:00.336401] [INFO ] [main      ] KNF: DISCARDED add_gaps (score: 48.52%)
[2025-11-25T11:30:00.336505] [INFO ] [main      ] KNF: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:30:00.336600] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_skewness_proxies']
[2025-11-25T11:30:00.336721] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:30:00.348796] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:00.349509] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:30:00.350423] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:00.350556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:00.352882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:00.355508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:00.357403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:00.357996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:00.358999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:00.388435] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:30:00.403164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:00.457899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:30:00.459375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:00.490284] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.41%, Actual: 0.66%
[2025-11-25T11:30:00.490732] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 28.3081%
[2025-11-25T11:30:00.490860] [INFO ] [main      ] AMX: DISCARDED add_intraday_skewness_proxies (score: 28.31%)
[2025-11-25T11:30:00.490986] [INFO ] [main      ] AMX: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:30:00.491093] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile']
[2025-11-25T11:30:00.491204] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:30:00.503547] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:00.504186] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:30:00.505142] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:00.505288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:00.507110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:00.507738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:00.508219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:00.509198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:00.552591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:00.558988] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:00.608540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:00.651405] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.50% | Symbol ETA: 24.0s | Global ETA: N/A
[2025-11-25T11:30:00.693873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:00.694449] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:30:00.797715] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:30:00.821723] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.44%, Actual: 1.96%
[2025-11-25T11:30:00.904706] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:00.980936] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 22.6s | Global ETA: N/A
[2025-11-25T11:30:00.981227] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:30:00.982130] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:00.982277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:00.984109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:00.984738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:00.985289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:00.987917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:00.988533] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:00.996086] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.78%, Actual: 3.33%
[2025-11-25T11:30:01.119511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:01.153760] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 3.01% | Symbol ETA: 35.9s | Global ETA: N/A
[2025-11-25T11:30:01.153904] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:30:01.157677] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:01.157754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:01.165738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:01.170585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:01.171182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:01.172086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:01.180502] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.71%, Actual: 3.40%
[2025-11-25T11:30:01.220909] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:30:01.260068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:01.385901] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -1.72%, Actual: 18.43%
[2025-11-25T11:30:01.450256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:30:01.455247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:01.477434] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:01.555872] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 33.2s | Global ETA: N/A
[2025-11-25T11:30:01.556148] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:30:01.557061] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:01.557199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:01.558262] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.84%, Actual: 1.23%
[2025-11-25T11:30:01.559220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:01.559848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:01.560403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:01.561460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:01.609482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:01.630132] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:30:01.667289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:01.737063] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.60%, Actual: 0.33%
[2025-11-25T11:30:01.755601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:01.822483] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:01.885410] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 22.0s | Global ETA: N/A
[2025-11-25T11:30:01.885563] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:30:01.886436] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:01.886514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:01.888295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:01.888896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:01.889310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:01.891803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:01.908496] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.30%, Actual: 3.45%
[2025-11-25T11:30:01.928212] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:30:01.984783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:02.158275] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -3.13%, Actual: 0.11%
[2025-11-25T11:30:02.160815] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:30:02.240735] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:02.347299] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:30:02.350552] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.01%, Actual: 0.55%
[2025-11-25T11:30:02.375388] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:02.391709] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.14% | Symbol ETA: 36.8s | Global ETA: N/A
[2025-11-25T11:30:02.391933] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:30:02.392804] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:02.392945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:02.398683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:02.401002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:02.401571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:02.402537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:02.450358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:02.460900] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 31.5s | Global ETA: N/A
[2025-11-25T11:30:02.461058] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:30:02.461901] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:02.461980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:02.463936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:02.464516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:02.465007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:02.466135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:02.507462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:30:02.509275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:02.517085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:02.535292] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.50%, Actual: 0.22%
[2025-11-25T11:30:02.535614] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 28.8610%
[2025-11-25T11:30:02.535774] [INFO ] [main      ] LZB: DISCARDED add_intraday_skewness_proxies (score: 28.86%)
[2025-11-25T11:30:02.535866] [INFO ] [main      ] LZB: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:30:02.535970] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile']
[2025-11-25T11:30:02.536225] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:30:02.539965] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:02.551007] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:02.551822] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:30:02.552840] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:02.552982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:02.558068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:02.577412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:02.609538] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 21.3s | Global ETA: N/A
[2025-11-25T11:30:02.609722] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:30:02.610697] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:02.610781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:02.612539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:02.613111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:02.613538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:02.616481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:02.652870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:02.663740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:02.712006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:02.850085] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:30:03.010192] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:30:03.022951] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:30:03.027455] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:03.099096] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:30:03.164945] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -3.26% | Symbol ETA: 35.2s | Global ETA: N/A
[2025-11-25T11:30:03.165090] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:30:03.165853] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:03.165930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:03.170813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:03.172626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:03.173135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:03.174020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:03.190201] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:03.206015] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:03.216689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:03.267891] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 30.1s | Global ETA: N/A
[2025-11-25T11:30:03.268073] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:30:03.268958] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:03.269038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:03.270961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:03.270951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:30:03.271476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:03.271918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:03.272582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:03.273012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:03.276587] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:03.302552] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 28.9s | Global ETA: N/A
[2025-11-25T11:30:03.302842] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:30:03.303607] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:03.303764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:03.308565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:03.318328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:03.337056] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 20.5s | Global ETA: N/A
[2025-11-25T11:30:03.375380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:03.392328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:03.465451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:03.518453] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.78%
[2025-11-25T11:30:03.613161] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:30:03.714742] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:30:03.731404] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:30:03.785011] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:03.823514] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:30:03.904383] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 0.53%
[2025-11-25T11:30:03.910262] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:03.941822] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 34.0s | Global ETA: N/A
[2025-11-25T11:30:03.942176] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:30:03.943485] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:03.943681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:03.951532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:03.955067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:03.955944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:03.957407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:04.006567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:04.010236] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:04.010754] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.56% | Symbol ETA: 28.0s | Global ETA: N/A
[2025-11-25T11:30:04.011056] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:30:04.011925] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:04.012084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:04.017008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:04.064213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:30:04.066031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:04.085733] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.27% | Symbol ETA: 29.1s | Global ETA: N/A
[2025-11-25T11:30:04.086025] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:30:04.086627] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:30:04.086877] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:04.087021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:04.088779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:04.089365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:04.089890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:04.090860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:04.102128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:04.137549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:04.200336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:04.292509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:04.305328] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.54%
[2025-11-25T11:30:04.421676] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:30:04.442120] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:30:04.486694] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:30:04.593167] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:04.610342] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:04.655146] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:30:04.664539] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:30:04.705809] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.52% | Symbol ETA: 27.2s | Global ETA: N/A
[2025-11-25T11:30:04.705982] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:30:04.706945] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:04.707129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:04.712395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:04.717377] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -1.54% | Symbol ETA: 33.0s | Global ETA: N/A
[2025-11-25T11:30:04.717685] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:30:04.718523] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:04.718685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:04.723608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:04.725478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:04.726101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:04.727111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:04.770933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:04.801090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:04.827884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:30:04.829481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:04.835306] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:04.837574] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:30:04.910764] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.43% | Symbol ETA: 28.1s | Global ETA: N/A
[2025-11-25T11:30:04.911060] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:30:04.911940] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:04.912076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:04.913881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:04.914489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:04.914989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:04.915977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:04.960483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:05.011829] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:30:05.017834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:05.109339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:05.145883] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:30:05.189333] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:30:05.189758] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 16.9170%
[2025-11-25T11:30:05.189776] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:30:05.189927] [INFO ] [main      ] PFL: DISCARDED add_intraday_volatility_percentile (score: 16.92%)
[2025-11-25T11:30:05.190067] [INFO ] [main      ] PFL: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:30:05.190175] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag']
[2025-11-25T11:30:05.190284] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:30:05.201603] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:05.202233] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:30:05.203155] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:05.203296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:05.205086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:05.205683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:05.206156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:05.208673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:05.209403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:05.316457] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:05.360701] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:05.410657] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -1.94% | Symbol ETA: 26.4s | Global ETA: N/A
[2025-11-25T11:30:05.410825] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:30:05.411772] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:05.411911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:05.416906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:05.461742] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:30:05.488392] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -0.29% | Symbol ETA: 32.1s | Global ETA: N/A
[2025-11-25T11:30:05.488702] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:30:05.489528] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:05.489688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:05.494510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:05.496331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:05.496916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:05.497917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:05.503010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:05.540575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:05.553597] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:30:05.594829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:30:05.596488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:05.637902] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:05.716189] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.83% | Symbol ETA: 27.2s | Global ETA: N/A
[2025-11-25T11:30:05.716344] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:30:05.717182] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:05.717264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:05.719007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:05.719530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:05.720164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:05.721117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:05.730186] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:05.766583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:05.792359] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 27.6s | Global ETA: N/A
[2025-11-25T11:30:05.792570] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:30:05.793337] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:05.793473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:05.795175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:05.795720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:05.796120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:05.798539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:05.799235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:05.824151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:05.847875] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:30:05.913409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:05.967487] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:30:06.021472] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:06.116087] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: -0.29% | Symbol ETA: 25.7s | Global ETA: N/A
[2025-11-25T11:30:06.116558] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:30:06.117450] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:06.117613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:06.124472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:06.146229] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:30:06.151367] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:06.218741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:06.271513] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:30:06.281122] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -3.47% | Symbol ETA: 31.2s | Global ETA: N/A
[2025-11-25T11:30:06.281431] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:30:06.282299] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:06.282446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:06.287307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:06.289168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:06.289758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:06.290760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:06.316559] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:06.333021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:06.377425] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 27.0s | Global ETA: N/A
[2025-11-25T11:30:06.377740] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:30:06.378592] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:06.378758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:06.380527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:06.381144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:06.381631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:06.384143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:06.384924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:06.389884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:30:06.391574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:06.450293] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:06.526681] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.62% | Symbol ETA: 26.3s | Global ETA: N/A
[2025-11-25T11:30:06.526960] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:30:06.528035] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:06.528187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:06.530282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:06.530900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:06.531389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:06.532377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:06.572145] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:30:06.577406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:06.635987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:06.724409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:06.749718] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:30:06.753466] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:06.762752] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:30:06.844709] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.41% | Symbol ETA: 25.0s | Global ETA: N/A
[2025-11-25T11:30:06.845004] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:30:06.845843] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:06.845982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:06.850927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:06.923143] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:06.935373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:06.937069] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:06.983097] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 26.4s | Global ETA: N/A
[2025-11-25T11:30:06.983407] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:30:06.984267] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:06.984410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:06.986172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:06.986786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:06.987275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:06.989762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:06.990557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:07.066312] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -2.62% | Symbol ETA: 30.3s | Global ETA: N/A
[2025-11-25T11:30:07.066610] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:30:07.067501] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:07.067665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:07.073285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:07.075361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:07.076030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:07.077274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:07.083112] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:30:07.121240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:07.176271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:30:07.177950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:07.263187] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:07.291122] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:30:07.339166] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:30:07.339566] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.81% | Symbol ETA: 25.4s | Global ETA: N/A
[2025-11-25T11:30:07.339766] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:30:07.340783] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:07.340888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:07.342771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:07.343442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:07.343958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:07.344953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:07.391519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:07.452294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:07.471078] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:07.518109] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:07.538256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:07.555596] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:30:07.563301] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 24.3s | Global ETA: N/A
[2025-11-25T11:30:07.563597] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:30:07.564458] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:07.564602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:07.569610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:07.580125] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 25.8s | Global ETA: N/A
[2025-11-25T11:30:07.580429] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:30:07.581328] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:07.581470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:07.583271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:07.583876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:07.584358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:07.586911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:07.587698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:07.658102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:07.723480] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:07.850379] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 1.77% | Symbol ETA: 29.5s | Global ETA: N/A
[2025-11-25T11:30:07.850691] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:30:07.851525] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:07.851687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:07.856536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:07.858419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:07.859004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:07.859971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:07.877809] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:30:07.903211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:07.929744] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:30:07.956498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:30:07.957871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:08.003758] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:30:08.046040] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:08.100035] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:08.118553] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.24% | Symbol ETA: 24.5s | Global ETA: N/A
[2025-11-25T11:30:08.118852] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:30:08.119741] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:08.119895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:08.121659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:08.122243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:08.122746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:08.123717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:08.160246] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 25.2s | Global ETA: N/A
[2025-11-25T11:30:08.160536] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:30:08.161403] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:08.161573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:08.163306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:08.163903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:08.164382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:08.166604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:08.166859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:08.167664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:08.176391] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:08.221813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:08.270689] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 23.6s | Global ETA: N/A
[2025-11-25T11:30:08.270865] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:30:08.271686] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:08.271898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:08.276849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:08.301218] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:30:08.305927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:08.367073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:08.471773] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:08.506955] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:30:08.602428] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 28.6s | Global ETA: N/A
[2025-11-25T11:30:08.644908] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:30:08.677120] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:08.725352] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:30:08.736572] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 24.6s | Global ETA: N/A
[2025-11-25T11:30:08.736910] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:30:08.737805] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:08.737950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:08.739759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:08.740252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:08.740763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:08.743252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:08.744007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:08.771627] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 3.01%, Actual: 1.10%
[2025-11-25T11:30:08.820682] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:08.892346] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 23.7s | Global ETA: N/A
[2025-11-25T11:30:08.913317] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:08.945242] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.14%, Actual: 0.16%
[2025-11-25T11:30:09.009397] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 22.9s | Global ETA: N/A
[2025-11-25T11:30:09.009574] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:30:09.010546] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:09.010791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:09.016010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:09.064429] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.69%, Actual: 1.28%
[2025-11-25T11:30:09.104881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:09.115440] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -3.26%, Actual: 2.82%
[2025-11-25T11:30:09.192982] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:30:09.235370] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.59%, Actual: 1.75%
[2025-11-25T11:30:09.295728] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.51%, Actual: 1.65%
[2025-11-25T11:30:09.394483] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:09.407419] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 0.98%
[2025-11-25T11:30:09.454214] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 24.1s | Global ETA: N/A
[2025-11-25T11:30:09.454501] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:30:09.455343] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:09.455484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:09.457231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:09.457847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:09.458321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:09.460808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:09.461549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:09.465386] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -1.54%, Actual: 1.54%
[2025-11-25T11:30:09.487808] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:30:09.578931] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 0.19%
[2025-11-25T11:30:09.645917] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -0.29%, Actual: 1.33%
[2025-11-25T11:30:09.667869] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:09.761145] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.37% | Symbol ETA: 22.1s | Global ETA: N/A
[2025-11-25T11:30:09.767004] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.43%, Actual: 0.95%
[2025-11-25T11:30:09.812731] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:30:09.838465] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -3.47%, Actual: 2.35%
[2025-11-25T11:30:09.932638] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.21%, Actual: 1.96%
[2025-11-25T11:30:09.940138] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.83%, Actual: 0.56%
[2025-11-25T11:30:09.994666] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:10.015225] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -2.62%, Actual: 0.72%
[2025-11-25T11:30:10.054208] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 23.5s | Global ETA: N/A
[2025-11-25T11:30:10.054357] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:30:10.055120] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:10.055195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:10.056865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:10.057366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:10.057779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:10.060120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:10.060783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:10.115739] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.62%, Actual: 0.02%
[2025-11-25T11:30:10.120283] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.56%, Actual: 3.33%
[2025-11-25T11:30:10.203360] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 1.77%, Actual: 2.91%
[2025-11-25T11:30:10.284673] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.81%, Actual: 0.18%
[2025-11-25T11:30:10.289802] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.52%, Actual: 3.40%
[2025-11-25T11:30:10.376901] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 2.66%
[2025-11-25T11:30:10.377319] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 39.8013%
[2025-11-25T11:30:10.377514] [INFO ] [main      ] KNF: DISCARDED add_intraday_skewness_proxies (score: 39.80%)
[2025-11-25T11:30:10.377637] [INFO ] [main      ] KNF: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:30:10.377763] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile']
[2025-11-25T11:30:10.377906] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:30:10.390316] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:10.390918] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:30:10.391884] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:10.392031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:10.397325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:10.399401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:10.400029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:10.401047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:10.414208] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:30:10.446083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:10.455816] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 0.45%
[2025-11-25T11:30:10.463253] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -1.94%, Actual: 18.43%
[2025-11-25T11:30:10.502943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:10.582708] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:10.592425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:10.626967] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.41%, Actual: 0.66%
[2025-11-25T11:30:10.627362] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 41.7059%
[2025-11-25T11:30:10.627535] [INFO ] [main      ] AMX: DISCARDED add_intraday_volatility_percentile (score: 41.71%)
[2025-11-25T11:30:10.627600] [INFO ] [main      ] AMX: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:30:10.627743] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_last_hour_momentum_mag']
[2025-11-25T11:30:10.627847] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:30:10.633925] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 1.23%
[2025-11-25T11:30:10.640074] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:10.640870] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:30:10.641812] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:10.641945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:10.642519] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 22.9s | Global ETA: N/A
[2025-11-25T11:30:10.642832] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:30:10.643718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:10.643711] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:10.643853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:10.644225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:10.644744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:10.645707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:10.645640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:10.646296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:10.646731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:10.649316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:10.650016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:10.689822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:10.746385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:10.747506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:10.807728] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.41%, Actual: 0.33%
[2025-11-25T11:30:10.946066] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:30:10.982356] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 3.45%
[2025-11-25T11:30:11.008553] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:30:11.102451] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:30:11.122280] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:11.153709] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.96%, Actual: 0.11%
[2025-11-25T11:30:11.180506] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:11.239738] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 22.3s | Global ETA: N/A
[2025-11-25T11:30:11.254400] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 4.48% | Symbol ETA: 35.0s | Global ETA: N/A
[2025-11-25T11:30:11.254717] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:30:11.255538] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:11.255699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:11.260714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:11.262603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:11.263209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:11.264221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:11.274189] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:11.309761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:11.321465] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 0.55%
[2025-11-25T11:30:11.347568] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 31.4s | Global ETA: N/A
[2025-11-25T11:30:11.347874] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:30:11.348772] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:11.348906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:11.350672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:11.351249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:11.351752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:11.352759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:11.366544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:11.396593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:11.408305] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:30:11.458443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:11.467144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:11.468289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:11.489749] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.37%, Actual: 0.22%
[2025-11-25T11:30:11.490170] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 31.0146%
[2025-11-25T11:30:11.490283] [INFO ] [main      ] LZB: DISCARDED add_intraday_volatility_percentile (score: 31.01%)
[2025-11-25T11:30:11.490406] [INFO ] [main      ] LZB: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:30:11.490513] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_last_hour_momentum_mag']
[2025-11-25T11:30:11.490625] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:30:11.502934] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:11.503494] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:30:11.504426] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:11.504568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:11.509471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:11.510273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:11.578814] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:30:11.748299] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 0.53%
[2025-11-25T11:30:11.809368] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:30:11.820564] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:30:11.873585] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:30:11.940754] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:30:11.990733] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:12.001770] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:12.044846] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:12.065310] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 30.7s | Global ETA: N/A
[2025-11-25T11:30:12.065592] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:30:12.066462] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:12.066599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:12.068375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:12.069022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:12.069509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:12.070480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:12.114103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:12.121907] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:30:12.131872] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -0.32% | Symbol ETA: 34.2s | Global ETA: N/A
[2025-11-25T11:30:12.132208] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:30:12.133101] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:12.133249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:12.138531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:12.140454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:12.141067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:12.142106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:12.142952] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -1.07% | Symbol ETA: 27.8s | Global ETA: N/A
[2025-11-25T11:30:12.143121] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:30:12.144020] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:12.144099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:12.149559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:12.150423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:12.168701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:12.169786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:12.188779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:12.246950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:12.294011] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:30:12.344758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:12.472789] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:30:12.517484] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:30:12.521709] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:30:12.646287] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:30:12.686510] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:12.697734] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:12.721249] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:30:12.764075] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 30.0s | Global ETA: N/A
[2025-11-25T11:30:12.764396] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:30:12.765491] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:12.765576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:12.767353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:12.767941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:12.768403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:12.769368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:12.800243] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 14.09% | Symbol ETA: 27.3s | Global ETA: N/A
[2025-11-25T11:30:12.800455] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:30:12.801301] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:12.801606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:12.806897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:12.807756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:12.812679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:12.819087] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:30:12.868330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:12.869198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:12.900024] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:12.991271] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:30:12.991532] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.3796%
[2025-11-25T11:30:12.991661] [INFO ] [main      ] PFL: DISCARDED add_last_hour_momentum_mag (score: 17.38%)
[2025-11-25T11:30:12.991724] [INFO ] [main      ] PFL: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:30:12.991774] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_late_day_volatility']
[2025-11-25T11:30:12.991824] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:30:13.003884] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:13.004450] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:30:13.005385] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:13.005529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:13.007341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:13.007958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:13.008429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:13.010958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:13.012904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:13.030324] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -3.12% | Symbol ETA: 33.4s | Global ETA: N/A
[2025-11-25T11:30:13.030617] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:30:13.031496] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:13.031654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:13.036474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:13.038387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:13.038968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:13.039988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:13.083735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:13.137633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:13.153545] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:30:13.204982] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:30:13.220733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:13.341668] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:13.355988] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:30:13.376992] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:13.447344] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.70% | Symbol ETA: 26.6s | Global ETA: N/A
[2025-11-25T11:30:13.447520] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:30:13.448412] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:13.448680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:13.452771] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 29.2s | Global ETA: N/A
[2025-11-25T11:30:13.453008] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:30:13.453872] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:13.454007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:13.454055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:13.455255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:13.456045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:13.456616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:13.457137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:13.458273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:13.502410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:13.530996] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:13.558831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:13.559855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:13.564863] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:30:13.593008] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 22.8s | Global ETA: N/A
[2025-11-25T11:30:13.593328] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:30:13.594224] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:13.594366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:13.596155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:13.596761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:13.597258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:13.599761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:13.601709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:13.735949] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:13.827402] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:30:13.864600] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 2.10% | Symbol ETA: 32.5s | Global ETA: N/A
[2025-11-25T11:30:13.864948] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:30:13.865785] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:13.865926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:13.870784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:13.872606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:13.873182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:13.874149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:13.918469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:13.933388] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:30:13.948769] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:30:13.972557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:14.043178] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:14.059077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:14.107163] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:14.121536] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:14.144069] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.44% | Symbol ETA: 26.0s | Global ETA: N/A
[2025-11-25T11:30:14.144252] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:30:14.145352] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:14.145525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:14.150981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:14.152048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:14.184435] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.53% | Symbol ETA: 28.5s | Global ETA: N/A
[2025-11-25T11:30:14.184620] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:30:14.185425] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:14.185661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:14.186778] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 22.3s | Global ETA: N/A
[2025-11-25T11:30:14.187089] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:30:14.187447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:14.188019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:14.188004] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:14.188152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:14.188490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:14.189408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:14.190057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:14.190638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:14.191137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:14.193784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:14.195804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:14.232819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:14.288855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:14.289947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:14.399772] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:30:14.514943] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:30:14.540833] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:30:14.571341] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:14.650871] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:30:14.690233] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:14.704998] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.73% | Symbol ETA: 31.6s | Global ETA: N/A
[2025-11-25T11:30:14.705325] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:30:14.706237] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:14.706386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:14.711594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:14.713559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:14.714172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:14.714509] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:14.715170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:14.759669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:14.775864] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 21.7s | Global ETA: N/A
[2025-11-25T11:30:14.776171] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:30:14.777029] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:14.777199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:14.778969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:14.779553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:14.780046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:14.782594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:14.784451] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 25.4s | Global ETA: N/A
[2025-11-25T11:30:14.784773] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:30:14.785181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:14.785787] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:14.785878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:14.790801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:14.791715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:14.815907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:14.822339] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:14.902305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:14.911182] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -1.45% | Symbol ETA: 27.9s | Global ETA: N/A
[2025-11-25T11:30:14.911476] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:30:14.912324] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:14.912462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:14.914289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:14.914907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:14.915329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:14.916290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:14.959598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:15.015573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:15.016632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:15.134959] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:30:15.152924] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:30:15.242458] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:30:15.311543] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:15.322705] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:15.360933] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:30:15.372597] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 21.1s | Global ETA: N/A
[2025-11-25T11:30:15.372931] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:30:15.373769] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:15.373909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:15.375626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:15.376205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:15.376617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:15.379190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:15.381100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:15.413794] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -1.27% | Symbol ETA: 24.7s | Global ETA: N/A
[2025-11-25T11:30:15.414065] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:30:15.414919] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:15.415058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:15.415403] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:15.419999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:15.420828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:15.531221] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:15.541717] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -1.03% | Symbol ETA: 30.7s | Global ETA: N/A
[2025-11-25T11:30:15.541983] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:30:15.542849] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:15.542992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:15.548138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:15.550073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:15.550667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:15.551638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:15.596444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:15.604803] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 27.1s | Global ETA: N/A
[2025-11-25T11:30:15.605094] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:30:15.605937] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:15.606072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:15.607842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:15.608413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:15.608902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:15.609858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:15.651961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:15.654289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:15.710551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:15.711688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:15.724142] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:30:15.737264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:15.764552] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:30:15.892390] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:15.933748] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:15.952294] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 20.5s | Global ETA: N/A
[2025-11-25T11:30:15.952583] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:30:15.953420] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:15.953504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:15.955275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:15.955865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:15.956272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:15.958740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:15.960638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:16.024213] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -2.29% | Symbol ETA: 24.0s | Global ETA: N/A
[2025-11-25T11:30:16.024494] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:30:16.025332] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:16.025468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:16.030288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:16.031023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:16.060285] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:30:16.077948] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:30:16.236315] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:16.247240] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:16.301090] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:30:16.311901] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.38% | Symbol ETA: 26.4s | Global ETA: N/A
[2025-11-25T11:30:16.312242] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:30:16.313392] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:16.313557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:16.315926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:16.316798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:16.317413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:16.318631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:16.370494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:16.372923] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -1.59% | Symbol ETA: 29.8s | Global ETA: N/A
[2025-11-25T11:30:16.373206] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:30:16.374077] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:16.374220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:16.377582] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:30:16.379250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:16.381123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:16.381702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:16.382680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:16.425968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:16.431431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:16.432689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:16.470076] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:16.479213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:16.534715] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 19.9s | Global ETA: N/A
[2025-11-25T11:30:16.534890] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:30:16.535822] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:16.535963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:16.537753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:16.538315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:16.538816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:16.541277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:16.543235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:16.550186] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:16.561926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:16.641557] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 23.4s | Global ETA: N/A
[2025-11-25T11:30:16.641840] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:30:16.642677] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:16.642812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:16.647620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:16.648421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:16.809167] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:30:16.883695] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:30:16.905878] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:30:16.980474] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:17.002500] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:30:17.055075] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.72% | Symbol ETA: 25.7s | Global ETA: N/A
[2025-11-25T11:30:17.055365] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:30:17.056244] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:17.056382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:17.057763] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:17.058203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:17.058771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:17.059339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:17.060346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:17.084603] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:17.105359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:17.118969] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 19.3s | Global ETA: N/A
[2025-11-25T11:30:17.119279] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:30:17.120178] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:17.120287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:17.122107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:17.122729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:17.123203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:17.125732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:17.127690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:17.161500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:17.162699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:17.179969] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:17.214603] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 29.0s | Global ETA: N/A
[2025-11-25T11:30:17.214955] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:30:17.215850] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:17.216000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:17.221177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:17.223063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:17.223663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:17.224679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:17.269573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:17.272614] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.58% | Symbol ETA: 22.7s | Global ETA: N/A
[2025-11-25T11:30:17.272932] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:30:17.273811] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:17.273953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:17.278861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:17.279683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:17.325202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:17.414431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:17.492771] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:30:17.525627] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:30:17.638781] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:30:17.675935] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:17.699206] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:17.739519] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 18.7s | Global ETA: N/A
[2025-11-25T11:30:17.739840] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:30:17.740715] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:17.740860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:17.742612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:17.743234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:17.743734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:17.746313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:17.748381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:17.763021] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:30:17.770757] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 25.0s | Global ETA: N/A
[2025-11-25T11:30:17.818097] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:17.910487] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.88% | Symbol ETA: 22.1s | Global ETA: N/A
[2025-11-25T11:30:17.935148] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:17.941615] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.12%, Actual: 1.28%
[2025-11-25T11:30:18.060606] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 0.93% | Symbol ETA: 28.1s | Global ETA: N/A
[2025-11-25T11:30:18.060782] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:30:18.061634] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:18.061745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:18.066715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:18.068732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:18.069259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:18.070204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:18.093843] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -1.07%, Actual: 1.96%
[2025-11-25T11:30:18.112335] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 1.75%
[2025-11-25T11:30:18.116279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:18.117310] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:30:18.173579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:18.257592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:18.283324] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 14.09%, Actual: 3.33%
[2025-11-25T11:30:18.286599] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 0.98%
[2025-11-25T11:30:18.305282] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:18.365138] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-11-25T11:30:18.365447] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:30:18.366283] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:18.366423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:18.368222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:18.368849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:18.369323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:18.371800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:18.373599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:18.461948] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.58%, Actual: 0.19%
[2025-11-25T11:30:18.469804] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.70%, Actual: 3.40%
[2025-11-25T11:30:18.593399] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:30:18.635828] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.53%, Actual: 0.95%
[2025-11-25T11:30:18.643800] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.44%, Actual: 18.43%
[2025-11-25T11:30:18.711022] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:30:18.764419] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:18.808953] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 0.56%
[2025-11-25T11:30:18.812496] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.68%, Actual: 1.23%
[2025-11-25T11:30:18.899295] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -5.13% | Symbol ETA: 27.3s | Global ETA: N/A
[2025-11-25T11:30:18.934402] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:18.983150] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -1.27%, Actual: 0.33%
[2025-11-25T11:30:18.984769] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 0.02%
[2025-11-25T11:30:18.994836] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 17.6s | Global ETA: N/A
[2025-11-25T11:30:19.072427] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 4.48%, Actual: 1.10%
[2025-11-25T11:30:19.152995] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -2.29%, Actual: 3.45%
[2025-11-25T11:30:19.153601] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.38%, Actual: 0.18%
[2025-11-25T11:30:19.173507] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:30:19.247857] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 0.16%
[2025-11-25T11:30:19.324090] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.70%, Actual: 0.11%
[2025-11-25T11:30:19.327704] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.72%, Actual: 0.45%
[2025-11-25T11:30:19.354274] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:30:19.439023] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -3.12%, Actual: 2.82%
[2025-11-25T11:30:19.493740] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.58%, Actual: 0.55%
[2025-11-25T11:30:19.496420] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.66%
[2025-11-25T11:30:19.496579] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 29.8470%
[2025-11-25T11:30:19.496682] [INFO ] [main      ] AMX: DISCARDED add_last_hour_momentum_mag (score: 29.85%)
[2025-11-25T11:30:19.496760] [INFO ] [main      ] AMX: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:30:19.496804] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_late_day_volatility']
[2025-11-25T11:30:19.496872] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:30:19.509074] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:19.509717] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:30:19.510586] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:19.510692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:19.512428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:19.513045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:19.513518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:19.514515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:19.530572] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 0.53%
[2025-11-25T11:30:19.557977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:19.613422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:19.615498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:19.620141] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 2.10%, Actual: 1.65%
[2025-11-25T11:30:19.665030] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.88%, Actual: 0.22%
[2025-11-25T11:30:19.665350] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 38.9996%
[2025-11-25T11:30:19.665515] [INFO ] [main      ] LZB: DISCARDED add_last_hour_momentum_mag (score: 39.00%)
[2025-11-25T11:30:19.665623] [INFO ] [main      ] LZB: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:30:19.665771] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_late_day_volatility']
[2025-11-25T11:30:19.665886] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:30:19.677892] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:19.678655] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:30:19.679574] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:19.679725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:19.684567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:19.686510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:19.702621] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:30:19.798751] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 1.54%
[2025-11-25T11:30:19.877880] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:30:19.959018] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:30:19.975309] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -1.03%, Actual: 1.33%
[2025-11-25T11:30:20.029071] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:30:20.046846] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:30:20.135499] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:20.153374] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.59%, Actual: 2.35%
[2025-11-25T11:30:20.199117] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:20.208919] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 26.2s | Global ETA: N/A
[2025-11-25T11:30:20.209164] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:30:20.209992] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:20.210127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:20.211855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:20.212422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:20.212921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:20.213877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:20.219862] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:30:20.258281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:20.295498] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -1.81% | Symbol ETA: 23.9s | Global ETA: N/A
[2025-11-25T11:30:20.295791] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:30:20.296681] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:20.296821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:20.301869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:20.303912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:20.314970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:20.317028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:20.332405] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -0.55%, Actual: 0.72%
[2025-11-25T11:30:20.392413] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:30:20.507965] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 0.93%, Actual: 2.91%
[2025-11-25T11:30:20.562620] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:30:20.644334] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:30:20.654882] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:30:20.692626] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -5.13%, Actual: 2.66%
[2025-11-25T11:30:20.693069] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 57.6717%
[2025-11-25T11:30:20.693305] [INFO ] [main      ] KNF: KEPT add_intraday_volatility_percentile (score: 57.67%)
[2025-11-25T11:30:20.693432] [INFO ] [main      ] KNF: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:30:20.693544] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag']
[2025-11-25T11:30:20.693706] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:30:20.706408] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:20.707028] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:30:20.708406] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:20.708565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:20.713903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:20.715964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:20.716625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:20.717691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:20.754966] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:30:20.755177] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.3796%
[2025-11-25T11:30:20.755269] [INFO ] [main      ] PFL: DISCARDED add_late_day_volatility (score: 17.38%)
[2025-11-25T11:30:20.755317] [INFO ] [main      ] PFL: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:30:20.755353] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_late_hour_microstructure']
[2025-11-25T11:30:20.755391] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:30:20.766709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:20.766917] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:20.767304] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:30:20.768160] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:20.768233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:20.769960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:20.770460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:20.770882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:20.773461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:20.776255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:20.815790] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:20.824953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:20.845931] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:20.910710] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 14.05% | Symbol ETA: 23.3s | Global ETA: N/A
[2025-11-25T11:30:20.911000] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:30:20.911845] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:20.911999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:20.916193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:20.916926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:20.917240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:20.920233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:20.922275] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 25.6s | Global ETA: N/A
[2025-11-25T11:30:20.922560] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:30:20.923416] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:20.923554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:20.925393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:20.925992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:20.926481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:20.927569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:20.970674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:21.027019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:21.029205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:21.133656] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:30:21.267427] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:30:21.276252] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:30:21.304734] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:21.374361] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 21.4s | Global ETA: N/A
[2025-11-25T11:30:21.374687] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:30:21.375530] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:21.375691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:21.377473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:21.378067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:21.378551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:21.381102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:21.382590] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:30:21.384034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:21.438100] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:21.444601] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:21.537519] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.12% | Symbol ETA: 22.7s | Global ETA: N/A
[2025-11-25T11:30:21.537833] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:30:21.538681] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:21.538817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:21.543622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:21.545510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:21.554112] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:21.565779] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 3.86% | Symbol ETA: 33.2s | Global ETA: N/A
[2025-11-25T11:30:21.566089] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:30:21.566950] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:21.567109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:21.571968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:21.573814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:21.574381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:21.575357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:21.620041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:21.628974] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.97% | Symbol ETA: 24.9s | Global ETA: N/A
[2025-11-25T11:30:21.629267] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:30:21.630136] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:21.630274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:21.632027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:21.632611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:21.633112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:21.634080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:21.675744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:21.677126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:21.722188] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:30:21.732620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:21.734915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:21.760358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:21.761486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:21.885306] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:30:21.892554] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:21.962418] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 20.8s | Global ETA: N/A
[2025-11-25T11:30:21.962735] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:30:21.963840] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:21.964021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:21.966283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:21.966898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:21.967518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:21.970849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:21.974694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:22.062314] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:22.078730] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:30:22.107796] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:30:22.155773] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 22.1s | Global ETA: N/A
[2025-11-25T11:30:22.156087] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:30:22.157000] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:22.157161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:22.162382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:22.164519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:22.249868] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:22.278186] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:22.313798] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:30:22.323764] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.92% | Symbol ETA: 24.2s | Global ETA: N/A
[2025-11-25T11:30:22.324054] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:30:22.324899] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:22.325032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:22.326767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:22.327399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:22.327893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:22.328853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:22.371995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:22.416637] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -4.99% | Symbol ETA: 32.3s | Global ETA: N/A
[2025-11-25T11:30:22.416984] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:30:22.418244] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:22.418407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:22.423701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:22.425915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:22.426469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:22.427547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:22.428103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:22.430270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:22.474259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:22.498868] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:22.513045] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:30:22.532139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:22.560365] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.17% | Symbol ETA: 20.2s | Global ETA: N/A
[2025-11-25T11:30:22.560510] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:30:22.561273] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:22.561348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:22.563055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:22.563543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:22.563986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:22.566341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:22.569046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:22.621357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:22.622348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:22.691153] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:22.776315] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:30:22.791161] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 21.5s | Global ETA: N/A
[2025-11-25T11:30:22.791308] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:30:22.792181] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:22.792265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:22.797212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:22.799135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:22.910517] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:30:22.953569] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:22.977301] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:30:23.027993] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.25% | Symbol ETA: 23.5s | Global ETA: N/A
[2025-11-25T11:30:23.028268] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:30:23.029124] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:23.029260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:23.031000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:23.031569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:23.032055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:23.033019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:23.075725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:23.079849] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:23.131282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:23.133525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:23.141450] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 19.5s | Global ETA: N/A
[2025-11-25T11:30:23.141751] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:30:23.142575] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:23.142731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:23.144446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:23.145027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:23.145498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:23.147970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:23.150703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:23.157006] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:23.162630] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:30:23.294587] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -3.07% | Symbol ETA: 31.5s | Global ETA: N/A
[2025-11-25T11:30:23.294903] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:30:23.295800] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:23.295947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:23.301484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:23.303815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:23.304395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:23.305413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:23.341676] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:23.350795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:23.407853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:23.432195] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -1.19% | Symbol ETA: 20.9s | Global ETA: N/A
[2025-11-25T11:30:23.432509] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:30:23.433353] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:23.433435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:23.438308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:23.440238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:23.477431] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:30:23.489193] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:30:23.491634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:23.492752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:23.648299] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:23.657371] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:23.718706] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 18.9s | Global ETA: N/A
[2025-11-25T11:30:23.719002] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:30:23.719843] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:23.719987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:23.721769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:23.722363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:23.722853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:23.723327] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 22.8s | Global ETA: N/A
[2025-11-25T11:30:23.723479] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:30:23.724262] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:23.724339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:23.725468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:23.726037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:23.726538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:23.726957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:23.727914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:23.728422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:23.773404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:23.789158] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:30:23.829148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:23.831426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:23.868829] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:30:23.966102] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:24.043937] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:24.061898] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.79% | Symbol ETA: 20.3s | Global ETA: N/A
[2025-11-25T11:30:24.062210] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:30:24.063116] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:24.063262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:24.068558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:24.070814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:24.084897] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:30:24.178881] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 1.64% | Symbol ETA: 30.7s | Global ETA: N/A
[2025-11-25T11:30:24.179060] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:30:24.180394] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:24.180479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:24.185335] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:30:24.185718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:24.187732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:24.188328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:24.189311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:24.237235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:24.261712] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:24.293803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:24.323016] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 18.4s | Global ETA: N/A
[2025-11-25T11:30:24.323312] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:30:24.324161] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:24.324304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:24.326032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:24.326604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:24.327118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:24.329546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:24.332287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:24.366568] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:24.381231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:24.382218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:24.432604] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:30:24.442658] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 22.1s | Global ETA: N/A
[2025-11-25T11:30:24.442949] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:30:24.443880] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:24.444030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:24.445866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:24.446496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:24.447014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:24.448074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:24.492514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:24.549117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:24.551459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:24.610941] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:24.675223] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:30:24.705339] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.08% | Symbol ETA: 19.7s | Global ETA: N/A
[2025-11-25T11:30:24.705667] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:30:24.706585] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:24.706769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:24.712510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:24.714671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:24.728195] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:30:24.849901] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:24.912474] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:24.915553] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 17.8s | Global ETA: N/A
[2025-11-25T11:30:24.915796] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:30:24.916875] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:24.917026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:24.918521] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:30:24.919336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:24.919980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:24.920688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:24.923586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:24.926530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:25.043523] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.81% | Symbol ETA: 29.8s | Global ETA: N/A
[2025-11-25T11:30:25.043694] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:30:25.044543] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:25.044659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:25.049814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:25.051878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:25.052484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:25.053548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:25.101041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:25.113926] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:25.116671] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:30:25.157870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:25.191610] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.64% | Symbol ETA: 21.4s | Global ETA: N/A
[2025-11-25T11:30:25.191934] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:30:25.193143] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:25.193363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:25.195936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:25.196882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:25.197590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:25.199093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:25.247204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:25.248612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:25.260287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:25.342383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:25.345592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:25.347796] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:25.375430] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:30:25.475006] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 1.50% | Symbol ETA: 19.0s | Global ETA: N/A
[2025-11-25T11:30:25.475352] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:30:25.476895] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:25.477108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:25.484960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:25.488374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:25.585730] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:25.668478] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 17.2s | Global ETA: N/A
[2025-11-25T11:30:25.668827] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:30:25.669970] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:25.670133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:25.672114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:25.672795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:25.673304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:25.676327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:25.679490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:25.723754] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:30:25.783294] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:30:25.983580] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:25.998753] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:26.011454] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:30:26.075936] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.47% | Symbol ETA: 20.7s | Global ETA: N/A
[2025-11-25T11:30:26.076209] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:30:26.077063] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:26.077201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:26.078985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:26.079572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:26.080074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:26.081065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:26.090569] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:30:26.108867] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -1.01% | Symbol ETA: 29.0s | Global ETA: N/A
[2025-11-25T11:30:26.109347] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:30:26.110222] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:26.110372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:26.115341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:26.117512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:26.118300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:26.119310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:26.127615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:26.165030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:26.184511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:26.186947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:26.222027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:26.237797] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:26.269081] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:26.307843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:26.308949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:26.332242] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 16.6s | Global ETA: N/A
[2025-11-25T11:30:26.332548] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:30:26.333386] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:26.333534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:26.335336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:26.335947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:26.336469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:26.338985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:26.339715] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.36% | Symbol ETA: 18.4s | Global ETA: N/A
[2025-11-25T11:30:26.341779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:26.517869] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -1.81%, Actual: 1.96%
[2025-11-25T11:30:26.549543] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:30:26.650097] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:30:26.686061] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:30:26.690335] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 14.05%, Actual: 3.33%
[2025-11-25T11:30:26.728754] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:26.802712] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 20.0s | Global ETA: N/A
[2025-11-25T11:30:26.823164] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:26.857092] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:26.862295] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.12%, Actual: 3.40%
[2025-11-25T11:30:26.917701] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-11-25T11:30:26.954700] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: 1.69% | Symbol ETA: 28.1s | Global ETA: N/A
[2025-11-25T11:30:26.954999] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:30:26.955834] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:26.955978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:26.960872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:26.962707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:26.963286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:26.964266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:26.976341] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.37%, Actual: 1.28%
[2025-11-25T11:30:27.007255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:27.033689] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 18.43%
[2025-11-25T11:30:27.061075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:27.088291] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.78%
[2025-11-25T11:30:27.143924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:27.144720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:27.151394] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 1.75%
[2025-11-25T11:30:27.204395] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.80%, Actual: 1.23%
[2025-11-25T11:30:27.258477] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:30:27.325365] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.97%, Actual: 0.98%
[2025-11-25T11:30:27.376421] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -1.19%, Actual: 0.33%
[2025-11-25T11:30:27.429049] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.17%, Actual: 0.53%
[2025-11-25T11:30:27.485488] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:30:27.496779] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.92%, Actual: 0.19%
[2025-11-25T11:30:27.546072] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.79%, Actual: 3.45%
[2025-11-25T11:30:27.597119] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:30:27.653503] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:27.668296] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.25%, Actual: 0.95%
[2025-11-25T11:30:27.717613] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.08%, Actual: 0.11%
[2025-11-25T11:30:27.769566] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:30:27.785200] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -2.66% | Symbol ETA: 27.2s | Global ETA: N/A
[2025-11-25T11:30:27.785343] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:30:27.786147] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:27.786224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:27.791019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:27.792767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:27.793244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:27.794137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:27.837165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:27.842319] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 0.56%
[2025-11-25T11:30:27.888409] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 1.50%, Actual: 0.55%
[2025-11-25T11:30:27.890601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:27.938636] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:30:27.972429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:27.973331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:28.011772] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 0.02%
[2025-11-25T11:30:28.058244] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.36%, Actual: 0.22%
[2025-11-25T11:30:28.058618] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 35.4909%
[2025-11-25T11:30:28.058810] [INFO ] [main      ] LZB: DISCARDED add_late_day_volatility (score: 35.49%)
[2025-11-25T11:30:28.058933] [INFO ] [main      ] LZB: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:30:28.059036] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_late_hour_microstructure']
[2025-11-25T11:30:28.059164] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:30:28.071283] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:28.071924] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:30:28.072880] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:28.073019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:28.077934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:28.080850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:28.107923] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:30:28.181913] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.18%
[2025-11-25T11:30:28.277420] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:30:28.311147] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:30:28.350334] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 0.45%
[2025-11-25T11:30:28.422484] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:30:28.446979] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:30:28.480804] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:28.520745] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.66%
[2025-11-25T11:30:28.521125] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 39.6329%
[2025-11-25T11:30:28.521290] [INFO ] [main      ] AMX: DISCARDED add_late_day_volatility (score: 39.63%)
[2025-11-25T11:30:28.521400] [INFO ] [main      ] AMX: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:30:28.521496] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_late_hour_microstructure']
[2025-11-25T11:30:28.521596] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:30:28.533758] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:28.534469] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:30:28.535384] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:28.535517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:28.537328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:28.537936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:28.538412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:28.539400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:28.584027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:28.596482] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:28.600097] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 4.44% | Symbol ETA: 26.3s | Global ETA: N/A
[2025-11-25T11:30:28.600408] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:30:28.601292] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:28.601437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:28.606382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:28.608414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:28.609049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:28.610058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:28.617494] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:30:28.617762] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.3377%
[2025-11-25T11:30:28.617992] [INFO ] [main      ] PFL: DISCARDED add_late_hour_microstructure (score: 17.34%)
[2025-11-25T11:30:28.618110] [INFO ] [main      ] PFL: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:30:28.618215] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_late_session_pressure']
[2025-11-25T11:30:28.618324] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:30:28.629390] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:28.629859] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:30:28.630779] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:28.630917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:28.632701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:28.633220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:28.633722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:28.636196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:28.637332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:28.641518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:28.644624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:28.653294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:28.697503] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.46% | Symbol ETA: 22.9s | Global ETA: N/A
[2025-11-25T11:30:28.697695] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:30:28.698529] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:28.698754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:28.703615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:28.706605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:28.707519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:28.791068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:30:28.791958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:28.983382] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:30:28.984375] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:30:29.052033] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:30:29.128177] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:30:29.156368] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:29.157515] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:29.219057] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 20.2s | Global ETA: N/A
[2025-11-25T11:30:29.219365] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:30:29.220244] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:29.220390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:29.221897] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:29.222256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:29.222932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:29.223442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:29.226139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:29.227402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:29.232169] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 24.9s | Global ETA: N/A
[2025-11-25T11:30:29.232463] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:30:29.233317] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:29.233454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:29.235230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:29.235835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:29.236367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:29.237408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:29.282096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:29.298840] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:29.319776] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 14.10% | Symbol ETA: 22.3s | Global ETA: N/A
[2025-11-25T11:30:29.320058] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:30:29.320918] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:29.321064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:29.326223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:29.329471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:29.337420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:29.340550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:29.423614] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -3.15% | Symbol ETA: 25.4s | Global ETA: N/A
[2025-11-25T11:30:29.584075] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:30:29.598460] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 3.86%, Actual: 1.10%
[2025-11-25T11:30:29.673965] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:30:29.679560] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:30:29.764096] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:29.773040] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -4.99%, Actual: 0.16%
[2025-11-25T11:30:29.829724] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 19.7s | Global ETA: N/A
[2025-11-25T11:30:29.830119] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:30:29.831129] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:29.831277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:29.833172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:29.834045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:29.834534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:29.837091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:29.838220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:29.844402] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:29.848964] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:29.926558] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -1.18% | Symbol ETA: 24.1s | Global ETA: N/A
[2025-11-25T11:30:29.926829] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:30:29.927711] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:29.927864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:29.929594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:29.930163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:29.930633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:29.931595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:29.941326] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.16% | Symbol ETA: 21.6s | Global ETA: N/A
[2025-11-25T11:30:29.941621] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:30:29.942495] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:29.942638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:29.945014] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -3.07%, Actual: 2.82%
[2025-11-25T11:30:29.947586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:29.950454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:29.975043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:30.030544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:30.033781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:30.113481] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 1.64%, Actual: 1.65%
[2025-11-25T11:30:30.197507] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:30:30.281274] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.81%, Actual: 1.54%
[2025-11-25T11:30:30.291295] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:30:30.374683] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:30.376311] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:30:30.440706] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 19.1s | Global ETA: N/A
[2025-11-25T11:30:30.441132] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:30:30.442007] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:30.442152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:30.443952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:30.444577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:30.445085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:30.447622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:30.448764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:30.449139] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -1.01%, Actual: 1.33%
[2025-11-25T11:30:30.461140] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:30.547212] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:30.556007] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 21.0s | Global ETA: N/A
[2025-11-25T11:30:30.556314] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:30:30.557184] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:30.557333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:30.562226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:30.565053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:30.617735] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: 1.69%, Actual: 2.35%
[2025-11-25T11:30:30.623300] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: 0.02% | Symbol ETA: 23.5s | Global ETA: N/A
[2025-11-25T11:30:30.623606] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:30:30.624453] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:30.624589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:30.626336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:30.626948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:30.627466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:30.628437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:30.672092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:30.727561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:30.730877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:30.789796] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -2.66%, Actual: 0.72%
[2025-11-25T11:30:30.799958] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:30:30.906124] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:30:30.957764] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 4.44%, Actual: 2.91%
[2025-11-25T11:30:30.977497] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:31.041549] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-11-25T11:30:31.041988] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:30:31.042896] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:31.043039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:31.044831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:31.045451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:31.045957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:31.048414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:31.049525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:31.077095] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:30:31.089840] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:31.125267] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -3.15%, Actual: 2.66%
[2025-11-25T11:30:31.125607] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 54.7007%
[2025-11-25T11:30:31.125760] [INFO ] [main      ] KNF: DISCARDED add_last_hour_momentum_mag (score: 54.70%)
[2025-11-25T11:30:31.125911] [INFO ] [main      ] KNF: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:30:31.126019] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_late_day_volatility']
[2025-11-25T11:30:31.126134] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:30:31.138230] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:31.139023] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:30:31.139992] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:31.140133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:31.144964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:31.146862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:31.147434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:31.148407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:31.187193] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 2.31% | Symbol ETA: 20.4s | Global ETA: N/A
[2025-11-25T11:30:31.187509] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:30:31.188378] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:31.188516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:31.191812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:31.193332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:31.196175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:31.245842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:31.252087] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:31.330194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:31.330493] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.58% | Symbol ETA: 22.8s | Global ETA: N/A
[2025-11-25T11:30:31.330843] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:30:31.331859] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:31.332020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:31.332370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:31.334002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:31.334713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:31.335238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:31.336326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:31.384079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:31.399856] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:30:31.439732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:31.442835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:31.544309] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:30:31.577666] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:31.643827] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 17.9s | Global ETA: N/A
[2025-11-25T11:30:31.644048] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:30:31.644985] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:31.645090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:31.647001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:31.647921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:31.648445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:31.651078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:31.652281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:31.672629] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:30:31.716465] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:31.782746] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:30:31.810303] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 19.8s | Global ETA: N/A
[2025-11-25T11:30:31.810468] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:30:31.811321] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:31.811402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:31.816277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:31.819038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:31.843445] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:31.949600] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:31.978572] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 3.15% | Symbol ETA: 31.0s | Global ETA: N/A
[2025-11-25T11:30:31.978884] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:30:31.979764] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:31.979907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:31.984869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:31.986817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:31.987428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:31.988425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:32.008790] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:30:32.023388] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.23% | Symbol ETA: 22.1s | Global ETA: N/A
[2025-11-25T11:30:32.023551] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:30:32.024326] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:32.024404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:32.026061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:32.026549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:32.026967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:32.027900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:32.034157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:32.070886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:32.090129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:32.125101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:32.127918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:32.159970] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:30:32.176842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:32.178946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:32.184418] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:32.249195] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-11-25T11:30:32.249410] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:30:32.250278] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:32.250359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:32.252112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:32.252698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:32.253116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:32.255566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:32.256623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:32.334166] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:32.427636] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 19.1s | Global ETA: N/A
[2025-11-25T11:30:32.427829] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:30:32.428617] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:32.428707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:32.433689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:32.436518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:32.465138] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:30:32.570090] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:30:32.613950] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:30:32.633112] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:32.708395] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 21.4s | Global ETA: N/A
[2025-11-25T11:30:32.708695] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:30:32.709526] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:32.709677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:32.711378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:32.711957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:32.712429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:32.713397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:32.738668] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:32.756188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:32.789667] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:30:32.794081] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:32.810550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:32.813506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:32.859997] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-25T11:30:32.860410] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:30:32.861411] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:32.861563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:32.863404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:32.864111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:32.864608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:32.867144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:32.868304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:32.873089] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -1.29% | Symbol ETA: 30.4s | Global ETA: N/A
[2025-11-25T11:30:32.873342] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:30:32.874195] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:32.874336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:32.879189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:32.881583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:32.882165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:32.883153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:32.935932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:32.977909] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:33.000341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:33.075486] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: 0.47% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-11-25T11:30:33.075816] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:30:33.076745] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:33.076885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:33.082175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:33.085344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:33.085798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:33.088146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:33.164307] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:30:33.224542] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:30:33.358474] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:33.408935] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:33.433934] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 20.7s | Global ETA: N/A
[2025-11-25T11:30:33.434233] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:30:33.435102] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:33.435249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:33.436770] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:30:33.437000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:33.437607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:33.438096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:33.439074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:33.440127] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:30:33.476438] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 16.1s | Global ETA: N/A
[2025-11-25T11:30:33.476689] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:30:33.477698] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:33.477779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:33.479577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:33.480216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:33.480677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:33.481445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:33.483610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:33.484748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:33.536637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:33.540054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:33.604706] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:33.615574] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:33.699484] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.29% | Symbol ETA: 17.9s | Global ETA: N/A
[2025-11-25T11:30:33.699800] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:30:33.700669] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:33.700752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:33.705574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:33.708401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:33.746205] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -4.39% | Symbol ETA: 29.6s | Global ETA: N/A
[2025-11-25T11:30:33.746443] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:30:33.747352] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:33.747469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:33.752489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:33.754397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:33.755047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:33.756036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:33.803387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:33.840196] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:30:33.857513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:33.879630] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:30:33.944218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:33.946241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:34.029418] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:34.048842] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:30:34.048957] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:34.094037] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 15.5s | Global ETA: N/A
[2025-11-25T11:30:34.094273] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:30:34.095317] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:34.095464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:34.097313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:34.097967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:34.098451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:34.100947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:34.102070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:34.125130] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.44% | Symbol ETA: 20.0s | Global ETA: N/A
[2025-11-25T11:30:34.125445] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:30:34.126309] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:34.126447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:34.128239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:34.128839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:34.129349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:34.130508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:34.174701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:34.218987] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:34.230185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:34.233311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:34.288617] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:30:34.312365] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.76% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-11-25T11:30:34.456713] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:34.471497] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:30:34.481833] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.46%, Actual: 1.96%
[2025-11-25T11:30:34.571890] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:30:34.588971] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 2.17% | Symbol ETA: 28.6s | Global ETA: N/A
[2025-11-25T11:30:34.589269] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:30:34.590115] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:34.590266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:34.595076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:34.596905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:34.597485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:34.598449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:34.641504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:34.651038] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 14.10%, Actual: 3.33%
[2025-11-25T11:30:34.653853] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:34.695916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:34.719550] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-11-25T11:30:34.742014] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:34.781007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:34.783389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:34.816215] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.10% | Symbol ETA: 19.3s | Global ETA: N/A
[2025-11-25T11:30:34.816504] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:30:34.817375] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:34.817507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:34.819242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:34.819810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:34.820278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:34.821248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:34.822067] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.16%, Actual: 3.40%
[2025-11-25T11:30:34.864502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:34.900239] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.78%
[2025-11-25T11:30:34.920776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:34.923787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:34.993901] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 18.43%
[2025-11-25T11:30:35.075467] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:30:35.130449] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:30:35.163904] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 2.31%, Actual: 1.23%
[2025-11-25T11:30:35.251300] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 0.53%
[2025-11-25T11:30:35.267334] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:30:35.307767] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:35.336766] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 0.33%
[2025-11-25T11:30:35.430684] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:30:35.437135] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -1.17% | Symbol ETA: 27.8s | Global ETA: N/A
[2025-11-25T11:30:35.437466] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:30:35.437596] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:35.438319] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:35.438425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:35.443254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:35.445184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:35.445815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:35.446798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:35.492352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:35.506534] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 3.45%
[2025-11-25T11:30:35.511597] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 18.6s | Global ETA: N/A
[2025-11-25T11:30:35.549063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:35.611490] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.54%
[2025-11-25T11:30:35.634874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:35.637242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:35.675192] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 0.11%
[2025-11-25T11:30:35.682693] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.13%, Actual: 1.28%
[2025-11-25T11:30:35.789888] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:30:35.845723] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.29%, Actual: 0.55%
[2025-11-25T11:30:35.854314] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 1.75%
[2025-11-25T11:30:35.964526] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:30:35.981940] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:30:36.014441] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.76%, Actual: 0.22%
[2025-11-25T11:30:36.014838] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 33.8772%
[2025-11-25T11:30:36.015007] [INFO ] [main      ] LZB: DISCARDED add_late_hour_microstructure (score: 33.88%)
[2025-11-25T11:30:36.015127] [INFO ] [main      ] LZB: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:30:36.015236] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_late_session_pressure']
[2025-11-25T11:30:36.015294] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:30:36.029519] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.98%
[2025-11-25T11:30:36.060232] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:36.060996] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:30:36.061964] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:36.062103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:36.067005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:36.068179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:36.140727] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:30:36.149026] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:36.211774] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.58%, Actual: 0.19%
[2025-11-25T11:30:36.279060] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.40% | Symbol ETA: 26.9s | Global ETA: N/A
[2025-11-25T11:30:36.279226] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:30:36.280052] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:36.280306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:36.285591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:36.287599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:36.288292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:36.289314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:36.323621] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:30:36.334895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:36.386791] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.23%, Actual: 0.95%
[2025-11-25T11:30:36.391469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:36.405550] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:30:36.480522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:36.482952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:36.497669] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:30:36.498197] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 16.9170%
[2025-11-25T11:30:36.498386] [INFO ] [main      ] PFL: DISCARDED add_late_session_pressure (score: 16.92%)
[2025-11-25T11:30:36.498508] [INFO ] [main      ] PFL: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:30:36.498614] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity']
[2025-11-25T11:30:36.498747] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:30:36.511593] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:36.512295] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:30:36.513344] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:36.513490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:36.515510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:36.516205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:36.516749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:36.519301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:36.521472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:36.564280] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.56%
[2025-11-25T11:30:36.575498] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:36.672458] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.64% | Symbol ETA: 20.5s | Global ETA: N/A
[2025-11-25T11:30:36.672750] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:30:36.673573] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:36.673725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:36.678779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:36.680101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:36.745946] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.42%, Actual: 0.02%
[2025-11-25T11:30:36.848817] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:30:36.885078] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:30:36.917551] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 0.18%
[2025-11-25T11:30:37.023588] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:30:37.029410] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:37.068574] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:37.087277] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.45%
[2025-11-25T11:30:37.141212] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 19.3s | Global ETA: N/A
[2025-11-25T11:30:37.141637] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:30:37.142621] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:37.142858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:37.144803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:37.145496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:37.146032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:37.148730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:37.150965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:37.159714] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: 1.65% | Symbol ETA: 26.1s | Global ETA: N/A
[2025-11-25T11:30:37.160057] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:30:37.160949] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:37.161092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:37.165940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:37.167787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:37.168392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:37.169352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:37.193608] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:37.212163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:37.258729] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.17%, Actual: 0.66%
[2025-11-25T11:30:37.259121] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 31.7494%
[2025-11-25T11:30:37.259305] [INFO ] [main      ] AMX: DISCARDED add_late_hour_microstructure (score: 31.75%)
[2025-11-25T11:30:37.259416] [INFO ] [main      ] AMX: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:30:37.259514] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_late_session_pressure']
[2025-11-25T11:30:37.259615] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:30:37.267014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:37.272451] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:37.273001] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:30:37.273945] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:37.274141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:37.275982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:37.276565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:37.277130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:37.278105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:37.287773] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 16.02% | Symbol ETA: 19.9s | Global ETA: N/A
[2025-11-25T11:30:37.288059] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:30:37.288946] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:37.289085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:37.293930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:37.295060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:37.321914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:37.351485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:37.353683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:37.379159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:37.380671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:37.501996] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:30:37.633995] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:30:37.676447] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:37.693967] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:30:37.720840] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:30:37.748119] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 18.6s | Global ETA: N/A
[2025-11-25T11:30:37.748349] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:30:37.749316] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:37.749624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:37.751559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:37.752263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:37.752788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:37.755310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:37.757627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:37.807761] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:37.867929] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:37.892292] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:37.901541] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.07% | Symbol ETA: 19.3s | Global ETA: N/A
[2025-11-25T11:30:37.901864] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:30:37.902735] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:37.902876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:37.907815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:37.908975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:37.968005] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.46% | Symbol ETA: 22.8s | Global ETA: N/A
[2025-11-25T11:30:37.968296] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:30:37.969161] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:37.969296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:37.971037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:37.971601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:37.972088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:37.973091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:37.996116] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 25.2s | Global ETA: N/A
[2025-11-25T11:30:37.996424] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:30:37.997376] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:37.997527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:38.002698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:38.004795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:38.005389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:38.006383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:38.020952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:38.052725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:38.081232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:38.082721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:38.110752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:38.135194] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:30:38.197752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:38.200078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:38.252035] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:30:38.333976] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:38.415255] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-11-25T11:30:38.415705] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:30:38.416694] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:38.416840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:38.418923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:38.419665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:38.420199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:38.422804] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:38.423112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:38.425688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:38.500459] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:30:38.516715] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 2.48% | Symbol ETA: 18.7s | Global ETA: N/A
[2025-11-25T11:30:38.517005] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:30:38.517893] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:38.518035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:38.522919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:38.524057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:38.544037] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:30:38.672361] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:38.711082] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:38.749064] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 22.4s | Global ETA: N/A
[2025-11-25T11:30:38.749380] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:30:38.750226] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:38.750365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:38.752086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:38.752664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:38.753141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:38.754155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:38.792067] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:30:38.797241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:38.838634] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 3.13% | Symbol ETA: 24.3s | Global ETA: N/A
[2025-11-25T11:30:38.838912] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:30:38.839828] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:38.839969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:38.844741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:38.846601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:38.847207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:38.848179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:38.852865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:38.854357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:38.862380] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:30:38.890560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:38.944489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:38.972220] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:39.026839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:30:39.028778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:39.032431] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:39.044549] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 17.5s | Global ETA: N/A
[2025-11-25T11:30:39.044883] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:30:39.045797] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:39.045941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:39.047757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:39.048400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:39.048927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:39.051532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:39.053798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:39.126511] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.85% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-11-25T11:30:39.126812] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:30:39.127621] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:39.127774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:39.132590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:39.133800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:39.210847] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:30:39.363639] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:30:39.386453] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:39.415693] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:30:39.463827] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.79% | Symbol ETA: 21.6s | Global ETA: N/A
[2025-11-25T11:30:39.464128] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:30:39.465029] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:39.465195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:39.467012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:39.467622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:39.468157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:39.469182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:39.472162] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:30:39.515972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:39.531516] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:39.574498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:39.575991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:39.598609] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:39.641181] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:39.657478] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -5.68% | Symbol ETA: 23.5s | Global ETA: N/A
[2025-11-25T11:30:39.667801] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 16.8s | Global ETA: N/A
[2025-11-25T11:30:39.668105] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:30:39.668986] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:39.669127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:39.670862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:39.671439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:39.671936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:39.674398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:39.676607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:39.732202] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -1.32% | Symbol ETA: 17.5s | Global ETA: N/A
[2025-11-25T11:30:39.732355] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:30:39.733136] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:39.733237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:39.738162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:39.739467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:39.827048] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 3.15%, Actual: 1.10%
[2025-11-25T11:30:39.935216] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:30:39.998190] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -1.29%, Actual: 0.16%
[2025-11-25T11:30:40.047998] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:30:40.081573] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:30:40.108999] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:40.165694] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -4.39%, Actual: 2.82%
[2025-11-25T11:30:40.183076] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 20.9s | Global ETA: N/A
[2025-11-25T11:30:40.183368] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:30:40.184223] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:40.184360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:40.186081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:40.186656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:40.187143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:40.188113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:40.224121] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:40.230907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:40.251296] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:40.286987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:40.288291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:40.294758] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 16.2s | Global ETA: N/A
[2025-11-25T11:30:40.295170] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:30:40.296225] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:40.296390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:40.298299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:40.298996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:40.299485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:40.301968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:40.304056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:40.331154] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 2.17%, Actual: 1.65%
[2025-11-25T11:30:40.342529] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 16.9s | Global ETA: N/A
[2025-11-25T11:30:40.342666] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:30:40.343457] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:40.343545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:40.348360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:40.349478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:40.497167] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -1.17%, Actual: 1.54%
[2025-11-25T11:30:40.629278] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:30:40.663482] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.40%, Actual: 1.33%
[2025-11-25T11:30:40.689025] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:30:40.768777] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:30:40.798623] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:40.829815] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: 1.65%, Actual: 2.35%
[2025-11-25T11:30:40.857933] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:40.873053] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.53% | Symbol ETA: 20.1s | Global ETA: N/A
[2025-11-25T11:30:40.873366] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:30:40.874228] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:40.874363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:40.876081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:40.876634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:40.877146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:40.878112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:40.920152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:40.949329] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.20% | Symbol ETA: 16.3s | Global ETA: N/A
[2025-11-25T11:30:40.949625] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:30:40.950470] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:40.950613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:40.951412] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:40.955444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:40.956588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:40.974393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:40.975628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:40.995660] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.72%
[2025-11-25T11:30:41.021480] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 15.6s | Global ETA: N/A
[2025-11-25T11:30:41.021917] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:30:41.022949] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:41.023103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:41.025013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:41.025730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:41.026224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:41.028937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:41.031327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:41.161694] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 3.13%, Actual: 2.91%
[2025-11-25T11:30:41.291554] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:30:41.323861] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:30:41.327247] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -5.68%, Actual: 2.66%
[2025-11-25T11:30:41.327512] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 46.4382%
[2025-11-25T11:30:41.327687] [INFO ] [main      ] KNF: DISCARDED add_late_day_volatility (score: 46.44%)
[2025-11-25T11:30:41.327804] [INFO ] [main      ] KNF: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:30:41.327909] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_late_hour_microstructure']
[2025-11-25T11:30:41.328023] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:30:41.340057] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:41.340686] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:30:41.341590] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:41.341704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:41.346516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:41.348321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:41.348854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:41.349762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:41.391934] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:30:41.392489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:41.447290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:41.461972] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:41.496933] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:41.530944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:41.533713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:41.557728] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.26% | Symbol ETA: 15.6s | Global ETA: N/A
[2025-11-25T11:30:41.558074] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:30:41.559001] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:41.559141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:41.564340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:41.565573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:41.571176] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:41.574661] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 19.4s | Global ETA: N/A
[2025-11-25T11:30:41.574995] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:30:41.575876] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:41.576015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:41.577874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:41.578459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:41.578961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:41.579949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:41.625543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:41.643933] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-25T11:30:41.644439] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:30:41.645561] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:41.645731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:41.647601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:41.648296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:41.648836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:41.651491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:41.653827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:41.681586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:41.683093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:41.868181] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:30:41.915668] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:30:42.021841] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:30:42.025464] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:30:42.035123] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:42.084161] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:42.162309] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 8.21% | Symbol ETA: 28.4s | Global ETA: N/A
[2025-11-25T11:30:42.162591] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:30:42.163446] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:42.163588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:42.168379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:42.170214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:42.170815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:42.171779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:42.175321] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.24% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-25T11:30:42.197255] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:42.204353] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:42.214940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:42.267261] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-11-25T11:30:42.267699] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:30:42.268568] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:42.268727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:42.270500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:42.271147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:42.271636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:42.274217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:42.276353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:42.280538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:42.281767] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 18.7s | Global ETA: N/A
[2025-11-25T11:30:42.282077] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:30:42.282981] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:42.283118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:42.284885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:42.285475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:42.285965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:42.286942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:42.329794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:42.346381] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.64%, Actual: 1.96%
[2025-11-25T11:30:42.364345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:42.367147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:42.386377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:42.387961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:42.514854] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 16.02%, Actual: 3.33%
[2025-11-25T11:30:42.652098] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:30:42.683868] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.07%, Actual: 3.40%
[2025-11-25T11:30:42.702477] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:30:42.740539] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:30:42.832393] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:42.855746] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 2.48%, Actual: 18.43%
[2025-11-25T11:30:42.873951] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:42.904119] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-11-25T11:30:42.921697] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:42.997187] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.24% | Symbol ETA: 17.9s | Global ETA: N/A
[2025-11-25T11:30:42.997449] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:30:42.998326] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:42.998463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:43.000241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:43.000862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:43.001376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:43.002403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:43.002508] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.08% | Symbol ETA: 27.7s | Global ETA: N/A
[2025-11-25T11:30:43.002674] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:30:43.003439] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:43.003532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:43.008300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:43.010215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:43.010789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:43.011749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:43.028246] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.85%, Actual: 1.23%
[2025-11-25T11:30:43.050745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:43.054955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:43.092560] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:30:43.108136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:43.109590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:43.110184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:43.193976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:43.195823] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -1.32%, Actual: 0.33%
[2025-11-25T11:30:43.196783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:43.270056] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:30:43.363922] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.42%, Actual: 3.45%
[2025-11-25T11:30:43.450273] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 0.53%
[2025-11-25T11:30:43.455256] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:30:43.532439] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.20%, Actual: 0.11%
[2025-11-25T11:30:43.532378] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:30:43.623390] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:30:43.629305] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:43.698165] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:43.699036] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.26%, Actual: 0.55%
[2025-11-25T11:30:43.703407] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.47% | Symbol ETA: 17.2s | Global ETA: N/A
[2025-11-25T11:30:43.703655] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:30:43.704482] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:43.704617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:43.706364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:43.706993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:43.707498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:43.708473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:43.751585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:43.799035] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.54%
[2025-11-25T11:30:43.806029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:43.807568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:43.830410] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -4.89% | Symbol ETA: 26.8s | Global ETA: N/A
[2025-11-25T11:30:43.830733] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:30:43.831566] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:43.831722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:43.836495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:43.838374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:43.838958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:43.839930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:43.865791] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.24%, Actual: 0.22%
[2025-11-25T11:30:43.866169] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 31.7967%
[2025-11-25T11:30:43.866335] [INFO ] [main      ] LZB: DISCARDED add_late_session_pressure (score: 31.80%)
[2025-11-25T11:30:43.866460] [INFO ] [main      ] LZB: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:30:43.866566] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity']
[2025-11-25T11:30:43.866689] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:30:43.878568] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:43.879194] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:30:43.880134] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:43.880273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:43.882227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:43.885114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:43.887316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:43.935986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:43.973584] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:30:44.018687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:44.021454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:44.150539] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:30:44.151318] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:30:44.228762] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:30:44.328302] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:44.331874] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:30:44.357842] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:30:44.398101] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:44.406897] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 16.5s | Global ETA: N/A
[2025-11-25T11:30:44.500619] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.78% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-11-25T11:30:44.500805] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:30:44.501764] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:44.501903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:44.506770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:44.506726] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:30:44.508887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:44.542818] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:44.585948] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.46%, Actual: 1.28%
[2025-11-25T11:30:44.675525] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 2.11% | Symbol ETA: 26.0s | Global ETA: N/A
[2025-11-25T11:30:44.675839] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:30:44.676704] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:44.676844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:44.681794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:44.683862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:44.683855] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:30:44.684445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:44.684397] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.2348%
[2025-11-25T11:30:44.684714] [INFO ] [main      ] PFL: DISCARDED add_micro_gap_fill_velocity (score: 17.23%)
[2025-11-25T11:30:44.684855] [INFO ] [main      ] PFL: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:30:44.684967] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:30:44.685082] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:30:44.685360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:44.698288] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:44.699031] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:30:44.700049] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:44.700192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:44.702044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:44.702714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:44.703244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:44.705833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:44.706664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:44.728861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:44.754038] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.56%, Actual: 1.75%
[2025-11-25T11:30:44.783486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:44.843685] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:30:44.868273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:44.871345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:44.924594] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.98%
[2025-11-25T11:30:45.010664] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:45.054456] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:30:45.098899] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.58%, Actual: 0.19%
[2025-11-25T11:30:45.112223] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 10.94% | Symbol ETA: 18.6s | Global ETA: N/A
[2025-11-25T11:30:45.112511] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:30:45.113374] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:45.113544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:45.118440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:45.120535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:45.217344] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:30:45.235967] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:45.269311] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.53%, Actual: 0.95%
[2025-11-25T11:30:45.303054] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.23% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-11-25T11:30:45.303479] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:30:45.304461] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:45.304614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:45.306528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:45.307189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:45.307730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:45.310289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:45.311143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:45.386373] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:45.440207] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.56%
[2025-11-25T11:30:45.461118] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:30:45.516597] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 25.2s | Global ETA: N/A
[2025-11-25T11:30:45.516964] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:30:45.517847] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:45.517933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:45.522769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:45.524597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:45.525114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:45.526077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:45.571052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:45.618337] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 0.02%
[2025-11-25T11:30:45.625686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:45.631683] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:45.669148] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:30:45.709584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:45.713224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:45.732899] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.61% | Symbol ETA: 18.0s | Global ETA: N/A
[2025-11-25T11:30:45.733075] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:30:45.733905] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:45.733991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:45.738845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:45.740918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:45.786946] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.24%, Actual: 0.18%
[2025-11-25T11:30:45.851262] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:45.917165] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 18.0s | Global ETA: N/A
[2025-11-25T11:30:45.917568] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:30:45.918499] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:45.918660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:45.920489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:45.921143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:45.921633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:45.924188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:45.925077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:45.959795] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 0.45%
[2025-11-25T11:30:46.058330] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:30:46.093673] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:30:46.129983] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.10%, Actual: 0.66%
[2025-11-25T11:30:46.130366] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 40.8303%
[2025-11-25T11:30:46.130538] [INFO ] [main      ] AMX: DISCARDED add_late_session_pressure (score: 40.83%)
[2025-11-25T11:30:46.130665] [INFO ] [main      ] AMX: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:30:46.130767] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_micro_gap_fill_velocity']
[2025-11-25T11:30:46.130871] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:30:46.143626] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:46.144370] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:30:46.145365] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:46.145529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:46.147385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:46.148021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:46.148503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:46.149494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:46.193965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:46.230281] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:46.250724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:46.252984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:46.274617] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:46.290397] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:30:46.366235] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 2.82% | Symbol ETA: 24.4s | Global ETA: N/A
[2025-11-25T11:30:46.366566] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:30:46.367492] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:46.367662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:46.372520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:46.374467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:46.375065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:46.376039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:46.380290] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -1.29% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-25T11:30:46.380633] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:30:46.382015] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:46.382292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:46.387448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:46.389723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:46.419168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:46.472957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:46.484163] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:46.554714] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-25T11:30:46.555147] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:30:46.556180] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:46.556307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:46.556969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:46.558530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:46.559293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:46.559983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:46.560345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:46.562759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:46.563609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:46.597799] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:30:46.741523] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:30:46.774414] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:46.864300] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 21.9s | Global ETA: N/A
[2025-11-25T11:30:46.864472] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:30:46.865468] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:46.865627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:46.868001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:46.868711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:46.869228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:46.870247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:46.905273] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:30:46.912301] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:46.916760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:46.942308] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:30:46.980598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:46.983189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:47.012876] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.03% | Symbol ETA: 16.8s | Global ETA: N/A
[2025-11-25T11:30:47.013053] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:30:47.013882] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:47.013970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:47.018870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:47.020913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:47.091987] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:47.123062] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:47.192149] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 16.8s | Global ETA: N/A
[2025-11-25T11:30:47.192555] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:30:47.193463] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:47.193606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:47.195389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:47.196017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:47.196496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:47.199116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:47.199966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:47.227081] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -5.66% | Symbol ETA: 23.5s | Global ETA: N/A
[2025-11-25T11:30:47.227425] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:30:47.228373] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:47.228528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:47.233508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:47.235689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:47.236368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:47.237470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:47.281514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:47.335285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:47.355217] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:30:47.379226] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:30:47.418611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:47.421585] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:47.554444] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:47.555568] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:30:47.557941] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:47.641287] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 21.4s | Global ETA: N/A
[2025-11-25T11:30:47.641578] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:30:47.642449] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:47.642591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:47.644345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:47.644956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:47.645458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:47.646524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:47.664062] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 16.2s | Global ETA: N/A
[2025-11-25T11:30:47.664373] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:30:47.665338] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:47.665502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:47.670715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:47.673121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:47.692440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:47.738753] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:47.752127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:47.755171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:47.761227] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:30:47.809467] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 16.2s | Global ETA: N/A
[2025-11-25T11:30:47.809698] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:30:47.810604] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:47.810759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:47.812850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:47.813439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:47.813908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:47.816440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:47.817296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:47.934346] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:48.048217] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:30:48.076199] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 3.49% | Symbol ETA: 22.7s | Global ETA: N/A
[2025-11-25T11:30:48.076345] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:30:48.077188] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:48.077264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:48.082368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:48.084400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:48.085178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:48.086143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:48.117227] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:30:48.130185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:48.184659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:48.191309] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:30:48.219858] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:48.270616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:48.274062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:48.291874] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:48.321141] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.98% | Symbol ETA: 15.5s | Global ETA: N/A
[2025-11-25T11:30:48.321388] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:30:48.322243] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:48.322384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:48.327259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:48.329419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:48.362576] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:48.372435] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 20.6s | Global ETA: N/A
[2025-11-25T11:30:48.372723] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:30:48.373531] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:48.373685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:48.375387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:48.375983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:48.376453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:48.377433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:48.420865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:48.422979] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 15.6s | Global ETA: N/A
[2025-11-25T11:30:48.423152] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:30:48.424038] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:48.424192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:48.425918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:48.426486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:48.426974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:48.429466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:48.430246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:48.476603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:48.479014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:48.612065] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:30:48.683318] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:30:48.770711] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:30:48.828338] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:30:48.838580] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:48.858097] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:48.940461] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:48.960472] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-11-25T11:30:48.960792] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:30:48.961672] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:48.961815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:48.966900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:48.969243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:48.972221] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 1.77% | Symbol ETA: 21.9s | Global ETA: N/A
[2025-11-25T11:30:48.972499] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:30:48.973334] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:48.973476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:48.978357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:48.980242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:48.980826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:48.981792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:49.000475] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-11-25T11:30:49.000795] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:30:49.001623] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:49.001778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:49.003489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:49.004075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:49.004544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:49.005896] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:49.006988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:49.007758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:49.023663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:49.078376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:49.089439] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.88% | Symbol ETA: 19.8s | Global ETA: N/A
[2025-11-25T11:30:49.089755] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:30:49.090747] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:49.090887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:49.092901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:49.093491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:49.093998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:49.095019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:49.141730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:49.177605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:30:49.180953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:49.197171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:49.199798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:49.347571] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:30:49.380973] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:30:49.517259] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:49.533122] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:30:49.552605] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:30:49.567174] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:49.577430] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-11-25T11:30:49.577763] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:30:49.578587] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:49.578745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:49.580441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:49.581035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:49.581508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:49.583992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:49.584784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:49.669397] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.59% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-11-25T11:30:49.669562] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:30:49.670373] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:30:49.670447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:49.675299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:49.677459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:49.706401] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:49.728319] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:49.813053] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.00% | Symbol ETA: 19.1s | Global ETA: N/A
[2025-11-25T11:30:49.813332] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:30:49.814182] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:49.814319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:49.816116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:49.816717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:49.817242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:49.818260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:49.842165] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: 0.46% | Symbol ETA: 21.0s | Global ETA: N/A
[2025-11-25T11:30:49.862829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:49.921532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:49.924043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:49.933748] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:30:50.012342] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 8.21%, Actual: 1.10%
[2025-11-25T11:30:50.017573] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:30:50.106457] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:50.167560] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-11-25T11:30:50.167883] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:30:50.168739] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:50.168887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:50.170751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:50.171325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:50.171841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:50.174386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:50.175202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:50.181948] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.08%, Actual: 0.16%
[2025-11-25T11:30:50.187111] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:50.286516] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.97% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-11-25T11:30:50.292978] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:30:50.351850] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -4.89%, Actual: 2.82%
[2025-11-25T11:30:50.457028] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.78%, Actual: 1.96%
[2025-11-25T11:30:50.464706] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:50.517828] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:30:50.519161] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 2.11%, Actual: 1.65%
[2025-11-25T11:30:50.547438] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.92% | Symbol ETA: 18.3s | Global ETA: N/A
[2025-11-25T11:30:50.547599] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:30:50.548410] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:50.548492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:50.550480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:50.551049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:50.551487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:50.552474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:50.595245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:50.627129] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 10.94%, Actual: 3.33%
[2025-11-25T11:30:50.650387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:50.652689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:50.685923] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:50.689491] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.28%, Actual: 1.54%
[2025-11-25T11:30:50.745618] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 13.1s | Global ETA: N/A
[2025-11-25T11:30:50.796050] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.61%, Actual: 3.40%
[2025-11-25T11:30:50.861504] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 2.82%, Actual: 1.33%
[2025-11-25T11:30:50.918574] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.23%, Actual: 0.78%
[2025-11-25T11:30:50.966336] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -1.29%, Actual: 18.43%
[2025-11-25T11:30:50.996630] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:30:51.028976] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -5.66%, Actual: 2.35%
[2025-11-25T11:30:51.089183] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:30:51.136143] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.03%, Actual: 1.23%
[2025-11-25T11:30:51.172700] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:51.197484] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 3.49%, Actual: 0.72%
[2025-11-25T11:30:51.253002] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.43% | Symbol ETA: 17.6s | Global ETA: N/A
[2025-11-25T11:30:51.253326] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:30:51.254219] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:51.254362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:51.256197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:51.256836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:51.257366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:51.257719] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 0.53%
[2025-11-25T11:30:51.258380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:51.302139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:51.305595] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.33%
[2025-11-25T11:30:51.357916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:51.360387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:51.366535] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 1.77%, Actual: 2.91%
[2025-11-25T11:30:51.425285] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:30:51.475224] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.98%, Actual: 3.45%
[2025-11-25T11:30:51.536565] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: 0.46%, Actual: 2.66%
[2025-11-25T11:30:51.536840] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 35.8883%
[2025-11-25T11:30:51.536943] [INFO ] [main      ] KNF: DISCARDED add_late_hour_microstructure (score: 35.89%)
[2025-11-25T11:30:51.536993] [INFO ] [main      ] KNF: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:30:51.537031] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_late_session_pressure']
[2025-11-25T11:30:51.537089] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:30:51.549254] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:51.549904] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:30:51.550799] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:51.550875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:51.555666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:51.557437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:51.557956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:51.558851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:51.598347] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:30:51.601789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:51.645306] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.71%, Actual: 0.11%
[2025-11-25T11:30:51.656612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:51.704375] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:30:51.741226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:51.742589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:51.767691] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:30:51.816870] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.59%, Actual: 0.55%
[2025-11-25T11:30:51.878218] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:51.938153] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:30:51.962406] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.16% | Symbol ETA: 16.9s | Global ETA: N/A
[2025-11-25T11:30:51.962597] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:30:51.963440] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:51.963675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:51.965404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:51.966005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:51.966478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:51.967475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:51.985998] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.97%, Actual: 0.22%
[2025-11-25T11:30:51.986342] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 41.1514%
[2025-11-25T11:30:51.986534] [INFO ] [main      ] LZB: KEPT add_micro_gap_fill_velocity (score: 41.15%)
[2025-11-25T11:30:51.986669] [INFO ] [main      ] LZB: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:30:51.986775] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:30:51.986884] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:30:51.999801] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:52.000524] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:30:52.001475] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:30:52.001621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:52.006597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:52.008779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:52.009579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:52.010169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:52.068026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:52.070326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:52.082592] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:30:52.110310] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:30:52.249376] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:52.279334] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:30:52.350924] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:30:52.376608] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 4.87% | Symbol ETA: 26.7s | Global ETA: N/A
[2025-11-25T11:30:52.376916] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:30:52.378247] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:52.378390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:52.383225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:52.385090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:52.385685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:52.386635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:52.414217] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:30:52.429728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:52.447831] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:30:52.448093] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.4333%
[2025-11-25T11:30:52.448337] [INFO ] [main      ] PFL: DISCARDED add_morning_followthrough_mag_T0 (score: 17.43%)
[2025-11-25T11:30:52.448458] [INFO ] [main      ] PFL: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:30:52.448562] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_morning_range_expansion']
[2025-11-25T11:30:52.448690] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:30:52.459870] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:52.460378] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:30:52.461321] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:52.461464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:52.463239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:52.463852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:52.464323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:52.466800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:30:52.471119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:52.484486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:52.520921] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:52.568196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:52.569449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:52.583871] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:52.624462] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 18.6s | Global ETA: N/A
[2025-11-25T11:30:52.624758] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:30:52.625587] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:30:52.625746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:52.630555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:52.632615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:52.633423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:52.666203] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.41% | Symbol ETA: 16.1s | Global ETA: N/A
[2025-11-25T11:30:52.666527] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:30:52.667433] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:52.667572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:52.669381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:52.669993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:52.670481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:52.671466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:52.714471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:52.769935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:52.772352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:52.815167] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:30:52.917349] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:30:52.981579] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:30:52.983043] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:53.045797] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-25T11:30:53.046096] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:30:53.046936] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:53.047102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:53.048834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:53.049394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:53.049885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:53.052289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:30:53.056540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:53.095662] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:53.122887] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:30:53.161574] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:53.226091] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -1.63% | Symbol ETA: 26.0s | Global ETA: N/A
[2025-11-25T11:30:53.226385] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:30:53.227284] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:53.227431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:53.232373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:53.234346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:53.234957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:53.235958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:53.263049] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.50% | Symbol ETA: 18.0s | Global ETA: N/A
[2025-11-25T11:30:53.263370] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:30:53.264351] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:30:53.264503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:53.271528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:53.273958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:53.274877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:53.283215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:53.298843] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:53.340208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:53.378206] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-11-25T11:30:53.412532] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:30:53.430370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:53.431832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:53.583839] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:53.617336] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.24%, Actual: 1.28%
[2025-11-25T11:30:53.633940] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:30:53.646317] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 16.2s | Global ETA: N/A
[2025-11-25T11:30:53.646658] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:30:53.647509] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:53.647670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:53.649387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:53.649976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:53.650449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:53.652910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:30:53.657520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:53.790608] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:30:53.799362] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 1.75%
[2025-11-25T11:30:53.814250] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:53.919628] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.67% | Symbol ETA: 17.5s | Global ETA: N/A
[2025-11-25T11:30:53.920009] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:30:53.920870] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:30:53.921032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:53.925834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:53.927916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:53.928732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:53.969221] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 0.98%
[2025-11-25T11:30:53.969679] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:54.001855] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:30:54.112092] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -3.43% | Symbol ETA: 25.3s | Global ETA: N/A
[2025-11-25T11:30:54.112384] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:30:54.113302] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:54.113459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:54.119184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:54.121340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:54.121955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:54.123001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:54.141211] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.88%, Actual: 0.19%
[2025-11-25T11:30:54.169466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:54.172338] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:54.226715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:54.234145] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.12% | Symbol ETA: 15.6s | Global ETA: N/A
[2025-11-25T11:30:54.234306] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:30:54.235235] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:54.235375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:54.237079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:54.237671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:54.238139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:54.240564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:30:54.245000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:54.268888] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:30:54.313736] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.00%, Actual: 0.95%
[2025-11-25T11:30:54.319170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:54.320693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:54.444658] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:54.486091] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.92%, Actual: 0.56%
[2025-11-25T11:30:54.552853] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 1.75% | Symbol ETA: 16.8s | Global ETA: N/A
[2025-11-25T11:30:54.553179] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:30:54.554040] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:30:54.554180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:54.559091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:54.561245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:54.562101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:54.660703] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.43%, Actual: 0.02%
[2025-11-25T11:30:54.664360] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:30:54.682343] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:30:54.832548] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.16%, Actual: 0.18%
[2025-11-25T11:30:54.838979] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:54.861307] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:54.900772] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 15.1s | Global ETA: N/A
[2025-11-25T11:30:54.900947] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:30:54.901765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:54.901996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:54.903791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:54.904374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:54.904887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:54.905003] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:30:54.907473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:30:54.911959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:54.995820] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 4.09% | Symbol ETA: 24.5s | Global ETA: N/A
[2025-11-25T11:30:54.996136] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:30:54.997118] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:54.997266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:55.002334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:55.004308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:55.004921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:55.005961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:55.015284] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 0.45%
[2025-11-25T11:30:55.052634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:55.076704] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:55.113263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:55.181350] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.35% | Symbol ETA: 16.2s | Global ETA: N/A
[2025-11-25T11:30:55.181714] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:30:55.182572] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:30:55.182728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:55.187668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:55.189872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:55.190690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:55.196130] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.39%, Actual: 0.66%
[2025-11-25T11:30:55.196570] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 37.3512%
[2025-11-25T11:30:55.196800] [INFO ] [main      ] AMX: DISCARDED add_micro_gap_fill_velocity (score: 37.35%)
[2025-11-25T11:30:55.196913] [INFO ] [main      ] AMX: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:30:55.197014] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:30:55.197139] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:30:55.204375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:55.205943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:55.211099] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:30:55.211899] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:30:55.212889] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:55.213025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:55.214952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:55.215558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:55.216068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:55.217122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:55.259974] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:30:55.262122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:55.317709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:55.318805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:55.431765] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:55.493487] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 14.5s | Global ETA: N/A
[2025-11-25T11:30:55.493817] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:30:55.494673] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:55.494828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:55.496589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:55.497242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:55.497737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:55.500175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:30:55.504509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:55.534072] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:30:55.564543] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:30:55.661168] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:30:55.705494] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:55.742785] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:55.814940] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -1.05% | Symbol ETA: 15.5s | Global ETA: N/A
[2025-11-25T11:30:55.815292] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:30:55.816493] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:30:55.816705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:55.823364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:55.826278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:55.827464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:55.831385] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:30:55.851573] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:30:55.877930] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 23.6s | Global ETA: N/A
[2025-11-25T11:30:55.878217] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:30:55.879151] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:55.879296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:55.884347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:55.886342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:55.886950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:55.887972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:55.907611] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 20.8s | Global ETA: N/A
[2025-11-25T11:30:55.907776] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:30:55.908521] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:55.908592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:55.910309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:55.910881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:55.911404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:55.912392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:55.934786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:55.956195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:55.993590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:56.011415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:56.012259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:56.030763] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:56.086403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:56.088048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:56.093576] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-11-25T11:30:56.093751] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:30:56.094523] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:56.094593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:56.096435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:56.097167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:56.097563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:56.100167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:30:56.105087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:56.189997] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:30:56.353535] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:30:56.359538] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:56.446333] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:30:56.447083] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:30:56.475485] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.94% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-11-25T11:30:56.475814] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:30:56.476785] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:30:56.476935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:56.482181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:56.484451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:56.485287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:56.522980] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:30:56.599834] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.28% | Symbol ETA: 20.1s | Global ETA: N/A
[2025-11-25T11:30:56.600118] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:30:56.600958] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:56.601091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:56.602816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:56.603327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:56.603820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:56.604775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:56.621585] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:56.623740] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:56.648078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:56.686285] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-11-25T11:30:56.686596] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:30:56.687405] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:56.687545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:56.689277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:56.689874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:56.690342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:56.692794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:30:56.697021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:56.703026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:56.703972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:56.749877] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 22.8s | Global ETA: N/A
[2025-11-25T11:30:56.750178] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:30:56.751528] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:56.751699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:56.756505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:56.758374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:56.758958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:56.759926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:56.804135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:56.850771] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:30:56.860516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:56.945752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:56.947279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:57.027149] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:57.044110] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:30:57.055754] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:30:57.129164] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.04% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-11-25T11:30:57.129481] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:30:57.130407] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:30:57.130551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:57.135690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:57.138046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:57.139009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:57.216884] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:57.232754] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:30:57.278429] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-25T11:30:57.278594] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:30:57.279481] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:57.279693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:57.281398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:57.281984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:57.282450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:57.284911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:30:57.285029] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:30:57.289256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:57.308247] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.40% | Symbol ETA: 19.4s | Global ETA: N/A
[2025-11-25T11:30:57.308512] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:30:57.309355] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:57.309488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:57.311199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:57.311783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:57.312255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:57.313222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:57.355824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:57.410733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:57.411817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:57.460058] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:30:57.503526] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:30:57.587190] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.27% | Symbol ETA: 21.9s | Global ETA: N/A
[2025-11-25T11:30:57.587493] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:30:57.588362] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:57.588508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:57.593561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:57.595495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:57.596095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:57.597157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:57.640534] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:30:57.643546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:57.680027] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:57.701364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:57.750636] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:30:57.781030] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-11-25T11:30:57.781261] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:30:57.782367] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:30:57.782508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:57.784459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:57.785892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:57.788889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:30:57.791700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:57.792474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:57.833679] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:57.894546] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-25T11:30:57.894728] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:30:57.895484] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:30:57.895573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:57.897276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:57.897814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:57.898224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:30:57.900596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:30:57.905162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:57.929000] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:30:58.007729] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.64% | Symbol ETA: 18.7s | Global ETA: N/A
[2025-11-25T11:30:58.008154] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:30:58.008980] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:58.009132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:58.010846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:58.011418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:58.011914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:58.012874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:58.058336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:58.114594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:58.115529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:58.133523] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:30:58.192340] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:30:58.252765] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:30:58.310254] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:30:58.365345] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:58.423369] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:30:58.438891] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 4.57% | Symbol ETA: 21.0s | Global ETA: N/A
[2025-11-25T11:30:58.439189] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:30:58.440070] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:58.440215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:58.445011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:58.446853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:58.447445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:58.448409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:58.458570] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:30:58.465196] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.47% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-25T11:30:58.483743] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-11-25T11:30:58.490374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:58.544191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:58.627266] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:30:58.630660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:58.632126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:58.637714] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 0.37%, Actual: 1.96%
[2025-11-25T11:30:58.656027] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.07%, Actual: 0.78%
[2025-11-25T11:30:58.699376] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.66% | Symbol ETA: 18.0s | Global ETA: N/A
[2025-11-25T11:30:58.699681] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:30:58.700493] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:58.700628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:58.702334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:58.702916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:58.703378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:58.704330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:58.748312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:58.804432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:58.805393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:58.813715] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.50%, Actual: 3.33%
[2025-11-25T11:30:58.836180] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:30:58.971092] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:30:58.988345] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.67%, Actual: 3.40%
[2025-11-25T11:30:59.013077] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.12%, Actual: 0.53%
[2025-11-25T11:30:59.142521] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:30:59.164855] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 1.75%, Actual: 18.43%
[2025-11-25T11:30:59.166587] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:30:59.192167] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:30:59.267911] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 2.68% | Symbol ETA: 20.1s | Global ETA: N/A
[2025-11-25T11:30:59.268206] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:30:59.269077] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:30:59.269218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:30:59.274042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:59.275880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:30:59.276446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:59.277416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:59.320618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:59.340229] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:30:59.340053] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.35%, Actual: 1.23%
[2025-11-25T11:30:59.370172] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.54%
[2025-11-25T11:30:59.374494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:30:59.414971] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-11-25T11:30:59.415231] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:30:59.416069] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:30:59.416208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:30:59.417976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:30:59.418535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:30:59.419009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:30:59.419970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:30:59.459742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:30:59.461268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:59.463362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:30:59.519299] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -1.05%, Actual: 0.33%
[2025-11-25T11:30:59.519506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:30:59.520332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:30:59.550781] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:30:59.698519] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.94%, Actual: 3.45%
[2025-11-25T11:30:59.729847] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:30:59.844519] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:30:59.862535] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:30:59.885450] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.04%, Actual: 0.11%
[2025-11-25T11:30:59.909984] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:31:00.015677] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:00.035448] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:00.059094] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.55%
[2025-11-25T11:31:00.091966] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:31:00.111006] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 16.6s | Global ETA: N/A
[2025-11-25T11:31:00.111295] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:31:00.112329] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:00.112465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:00.114206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:00.114792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:00.115428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:00.116420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:00.166192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:00.168222] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -0.97% | Symbol ETA: 19.3s | Global ETA: N/A
[2025-11-25T11:31:00.222037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:00.223099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:00.247309] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.47%, Actual: 0.22%
[2025-11-25T11:31:00.247729] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 31.1460%
[2025-11-25T11:31:00.247865] [INFO ] [main      ] LZB: DISCARDED add_morning_followthrough_mag_T0 (score: 31.15%)
[2025-11-25T11:31:00.247978] [INFO ] [main      ] LZB: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:31:00.248082] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_morning_range_expansion']
[2025-11-25T11:31:00.248190] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:31:00.260485] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:00.261288] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:31:00.262261] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:00.262407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:00.267314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:00.269542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:00.274046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:00.341039] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 4.87%, Actual: 1.10%
[2025-11-25T11:31:00.353020] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:31:00.353324] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 16.3069%
[2025-11-25T11:31:00.353496] [INFO ] [main      ] PFL: DISCARDED add_morning_range_expansion (score: 16.31%)
[2025-11-25T11:31:00.353615] [INFO ] [main      ] PFL: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:31:00.353737] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_11_elasticity']
[2025-11-25T11:31:00.353865] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:31:00.381092] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:00.381559] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:31:00.383850] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:00.383932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:00.397328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:00.398041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:00.398468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:00.407584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:00.409258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:00.652328] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:31:00.720835] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -1.63%, Actual: 0.16%
[2025-11-25T11:31:00.745608] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:31:00.806264] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:31:00.936682] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:00.956917] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -3.43%, Actual: 2.82%
[2025-11-25T11:31:00.976528] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:01.001580] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:01.039627] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-25T11:31:01.039808] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:31:01.040602] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:01.040695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:01.042440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:01.043008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:01.046074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:01.048544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:01.051446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:01.068049] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.49% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-11-25T11:31:01.068358] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:31:01.069230] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:01.069376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:01.071239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:01.071872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:01.072442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:01.073458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:01.118234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:01.131135] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 4.09%, Actual: 1.65%
[2025-11-25T11:31:01.132628] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.07% | Symbol ETA: 20.0s | Global ETA: N/A
[2025-11-25T11:31:01.132797] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:31:01.133547] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:01.133618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:01.138426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:01.140456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:01.144746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:01.175138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:01.176220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:01.308546] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 1.54%
[2025-11-25T11:31:01.500396] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:31:01.516259] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.31%, Actual: 1.33%
[2025-11-25T11:31:01.527534] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:31:01.580323] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:31:01.694915] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:01.699311] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.27%, Actual: 2.35%
[2025-11-25T11:31:01.710319] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:01.774032] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 16.3s | Global ETA: N/A
[2025-11-25T11:31:01.774192] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:31:01.775004] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:01.775156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:01.777112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:01.777728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:01.778215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:01.780931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:01.781857] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:01.782230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:01.804549] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.82% | Symbol ETA: 18.4s | Global ETA: N/A
[2025-11-25T11:31:01.804885] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:31:01.805757] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:01.805911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:01.811402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:01.813993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:01.818975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:01.859540] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.15% | Symbol ETA: 15.2s | Global ETA: N/A
[2025-11-25T11:31:01.859809] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:31:01.860669] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:01.860806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:01.862688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:01.863270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:01.863799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:01.864777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:01.881744] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 4.57%, Actual: 0.72%
[2025-11-25T11:31:01.910850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:01.969025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:01.970135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:02.065171] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 2.68%, Actual: 2.91%
[2025-11-25T11:31:02.139505] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:31:02.172329] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:31:02.247578] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -0.97%, Actual: 2.66%
[2025-11-25T11:31:02.247996] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 40.4777%
[2025-11-25T11:31:02.248167] [INFO ] [main      ] KNF: DISCARDED add_late_session_pressure (score: 40.48%)
[2025-11-25T11:31:02.248289] [INFO ] [main      ] KNF: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:31:02.248401] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_micro_gap_fill_velocity']
[2025-11-25T11:31:02.248532] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:31:02.261408] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:02.262203] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:31:02.263175] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:02.263323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:02.268565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:02.270571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:02.271222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:02.272364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:02.314575] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:02.316229] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:31:02.320129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:02.343722] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:02.380004] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-11-25T11:31:02.380302] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:31:02.380699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:02.381173] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:02.381250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:02.382989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:02.383578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:02.384078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:02.386953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:02.388461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:02.452819] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.30% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-11-25T11:31:02.453119] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:31:02.453996] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:02.454139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:02.459279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:02.461916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:02.467449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:02.478356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:02.480907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:02.494842] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:02.569953] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.18% | Symbol ETA: 14.5s | Global ETA: N/A
[2025-11-25T11:31:02.748289] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.49%, Actual: 1.28%
[2025-11-25T11:31:02.759883] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:31:02.826952] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:31:02.854837] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:31:02.941628] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 1.75%
[2025-11-25T11:31:02.941513] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:03.005369] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 14.7s | Global ETA: N/A
[2025-11-25T11:31:03.005690] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:31:03.006506] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:03.006669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:03.006808] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:03.008670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:03.009318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:03.009921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:03.012606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:03.013970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:03.036697] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:03.114764] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 16.5s | Global ETA: N/A
[2025-11-25T11:31:03.115239] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:31:03.116288] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:03.116426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:03.121435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:03.123690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:03.128211] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.40%, Actual: 0.98%
[2025-11-25T11:31:03.128176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:03.180758] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 4.49% | Symbol ETA: 26.9s | Global ETA: N/A
[2025-11-25T11:31:03.180930] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:31:03.181877] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:03.182146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:03.187559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:03.189858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:03.190535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:03.191608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:03.237811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:03.295624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:03.301679] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 0.19%
[2025-11-25T11:31:03.377004] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:31:03.390379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:03.392890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:03.470600] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:31:03.474744] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 0.95%
[2025-11-25T11:31:03.554729] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:03.617119] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 14.0s | Global ETA: N/A
[2025-11-25T11:31:03.617409] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:31:03.618319] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:03.618463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:03.620341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:03.620962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:03.621449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:03.624261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:03.625577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:03.644973] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:03.650473] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -1.33%, Actual: 0.56%
[2025-11-25T11:31:03.750102] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:31:03.763416] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.76% | Symbol ETA: 15.7s | Global ETA: N/A
[2025-11-25T11:31:03.763778] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:31:03.764925] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:03.765098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:03.770708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:03.772876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:03.777358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:03.825728] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 0.02%
[2025-11-25T11:31:03.927084] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:03.977126] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:31:03.997319] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.49%, Actual: 0.18%
[2025-11-25T11:31:04.066128] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -2.42% | Symbol ETA: 25.8s | Global ETA: N/A
[2025-11-25T11:31:04.066383] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:31:04.067263] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:04.067408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:04.072181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:04.074098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:04.074692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:04.075661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:04.119175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:04.154758] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:04.175603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:04.177705] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.45%
[2025-11-25T11:31:04.183390] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:31:04.218668] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-11-25T11:31:04.218960] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:31:04.219834] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:04.219976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:04.221904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:04.222524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:04.223029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:04.225976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:04.227453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:04.262556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:04.264936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:04.356694] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.18%, Actual: 0.66%
[2025-11-25T11:31:04.357123] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 34.1476%
[2025-11-25T11:31:04.357402] [INFO ] [main      ] AMX: DISCARDED add_morning_followthrough_mag_T0 (score: 34.15%)
[2025-11-25T11:31:04.357519] [INFO ] [main      ] AMX: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:31:04.357621] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_morning_range_expansion']
[2025-11-25T11:31:04.357698] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:31:04.358805] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:04.370608] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:04.371271] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:31:04.372186] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:04.372276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:04.374225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:04.374897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:04.375706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:04.377148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:04.422818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:04.462007] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-25T11:31:04.462307] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:31:04.463205] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:04.463358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:04.468351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:04.470520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:04.475605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:04.481637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:04.486474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:04.578894] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:31:04.613742] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:31:04.760933] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:04.793964] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:04.822659] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-25T11:31:04.822956] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:31:04.823789] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:04.823945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:04.824839] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:31:04.825676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:04.826266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:04.826802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:04.829618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:04.830570] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:31:04.831043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:04.936950] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: 0.52% | Symbol ETA: 24.8s | Global ETA: N/A
[2025-11-25T11:31:04.937273] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:31:04.938344] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:04.938492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:04.943936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:04.946112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:04.946751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:04.947979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:04.996401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:05.011450] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:05.012973] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:05.054756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:05.087272] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 20.0s | Global ETA: N/A
[2025-11-25T11:31:05.087553] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:31:05.088402] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:05.088538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:05.090280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:05.090866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:05.091348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:05.092324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:05.116899] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-11-25T11:31:05.117191] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:31:05.118036] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:05.118176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:05.123507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:05.125919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:05.130703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:05.137593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:05.145838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:05.148409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:05.195026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:05.195782] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:31:05.199766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:05.374157] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:05.436538] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-11-25T11:31:05.436844] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:31:05.437752] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:05.437906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:05.439682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:05.440266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:05.440704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:05.443235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:05.444512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:05.478532] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:31:05.495741] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:31:05.541743] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:31:05.651812] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:05.676221] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:05.730313] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:05.756717] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.72% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-11-25T11:31:05.757026] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:31:05.757923] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:05.758072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:05.762961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:05.765095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:05.769535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:05.806124] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.32% | Symbol ETA: 19.3s | Global ETA: N/A
[2025-11-25T11:31:05.806407] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:31:05.807269] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:05.807406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:05.807708] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:31:05.809135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:05.809735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:05.810220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:05.811187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:05.828807] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.09% | Symbol ETA: 24.0s | Global ETA: N/A
[2025-11-25T11:31:05.829106] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:31:05.829999] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:05.830159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:05.835279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:05.837291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:05.837974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:05.839149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:05.853891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:05.885438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:05.908978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:05.913927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:05.942901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:05.986433] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:06.033576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:06.036206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:06.048492] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-25T11:31:06.048780] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:31:06.049672] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:06.049813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:06.051557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:06.052161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:06.052722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:06.055727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:06.056996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:06.109948] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:31:06.280298] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:06.337941] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:31:06.386405] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-11-25T11:31:06.386553] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:31:06.387428] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:06.387587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:06.394632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:06.396894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:06.397838] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:31:06.401421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:06.428686] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:31:06.517210] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:06.577618] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:06.594777] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.29% | Symbol ETA: 18.7s | Global ETA: N/A
[2025-11-25T11:31:06.595049] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:31:06.595940] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:06.596082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:06.597915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:06.598529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:06.599037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:06.600024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:06.611195] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:06.645975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:06.675008] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-11-25T11:31:06.705189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:06.710096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:06.710712] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.37% | Symbol ETA: 23.1s | Global ETA: N/A
[2025-11-25T11:31:06.711006] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:31:06.711885] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:06.712029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:06.716834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:06.718737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:06.719307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:06.720278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:06.756637] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:31:06.762517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:06.815738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:06.857469] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:31:06.898772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:06.901248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:06.938674] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:07.042410] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:31:07.042736] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.17% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-25T11:31:07.077563] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:31:07.214880] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.07%, Actual: 1.96%
[2025-11-25T11:31:07.224621] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 0.53%
[2025-11-25T11:31:07.244879] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:31:07.250927] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:07.332794] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 18.0s | Global ETA: N/A
[2025-11-25T11:31:07.333064] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:31:07.333949] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:07.334091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:07.335978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:07.336586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:07.337174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:07.338173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:07.385474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:07.389851] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.82%, Actual: 3.33%
[2025-11-25T11:31:07.409154] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:31:07.415204] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:07.442159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:07.446975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:07.551545] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 1.29% | Symbol ETA: 22.1s | Global ETA: N/A
[2025-11-25T11:31:07.551863] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:31:07.552751] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:07.552897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:07.557885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:07.559739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:07.560304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:07.560815] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.30%, Actual: 3.40%
[2025-11-25T11:31:07.561268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:07.596100] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:31:07.607092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:07.664340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:07.733583] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 18.43%
[2025-11-25T11:31:07.753405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:07.755928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:07.779922] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:31:07.799774] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:31:07.906275] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.76%, Actual: 1.23%
[2025-11-25T11:31:07.962214] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:31:07.982754] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:08.061097] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.11% | Symbol ETA: 17.2s | Global ETA: N/A
[2025-11-25T11:31:08.061372] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:31:08.062223] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:08.062361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:08.064140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:08.064749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:08.065265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:08.066263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:08.077187] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.35%, Actual: 0.33%
[2025-11-25T11:31:08.109715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:08.118372] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:31:08.145337] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:31:08.164769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:08.169590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:08.255236] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.26%, Actual: 3.45%
[2025-11-25T11:31:08.295538] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:08.326941] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:31:08.439154] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.72%, Actual: 0.11%
[2025-11-25T11:31:08.443276] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -3.07% | Symbol ETA: 21.3s | Global ETA: N/A
[2025-11-25T11:31:08.443596] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:31:08.444468] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:08.444618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:08.449830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:08.451750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:08.452336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:08.453432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:08.499423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:08.505603] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:31:08.506011] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 17.3796%
[2025-11-25T11:31:08.506190] [INFO ] [main      ] PFL: DISCARDED add_open_11_elasticity (score: 17.38%)
[2025-11-25T11:31:08.506314] [INFO ] [main      ] PFL: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:31:08.506369] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity']
[2025-11-25T11:31:08.506481] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:31:08.515327] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:31:08.518485] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:08.519099] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:31:08.520038] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:08.520145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:08.521949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:08.522542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:08.523074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:08.525543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:08.527081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:08.555803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:08.614559] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 0.55%
[2025-11-25T11:31:08.641013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:08.643470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:08.691403] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:08.766325] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -1.50% | Symbol ETA: 16.5s | Global ETA: N/A
[2025-11-25T11:31:08.766605] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:31:08.767487] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:08.767624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:08.769403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:08.769972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:08.770439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:08.771402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:08.786449] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.17%, Actual: 0.22%
[2025-11-25T11:31:08.786872] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 33.7494%
[2025-11-25T11:31:08.787083] [INFO ] [main      ] LZB: DISCARDED add_morning_range_expansion (score: 33.75%)
[2025-11-25T11:31:08.787211] [INFO ] [main      ] LZB: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:31:08.787352] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_11_elasticity']
[2025-11-25T11:31:08.787467] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:31:08.802282] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:08.802828] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:31:08.803814] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:08.803895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:08.809088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:08.811325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:08.812634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:08.816611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:08.872483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:08.873992] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:31:08.876958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:08.982993] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:31:09.059515] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:09.120600] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 15.7s | Global ETA: N/A
[2025-11-25T11:31:09.120951] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:31:09.121789] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:09.121931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:09.123707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:09.124270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:09.124760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:09.127209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:09.128694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:09.152107] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:09.164893] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:31:09.232876] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:31:09.288836] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 20.4s | Global ETA: N/A
[2025-11-25T11:31:09.289111] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:31:09.290004] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:09.290149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:09.295040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:09.296892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:09.297492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:09.298456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:09.334732] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:09.340493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:09.393353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:09.406410] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:09.435617] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 0.94% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-11-25T11:31:09.435923] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:31:09.436821] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:09.436965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:09.442050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:09.444157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:09.445465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:09.474381] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:31:09.478607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:09.481061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:09.481104] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 15.7s | Global ETA: N/A
[2025-11-25T11:31:09.481396] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:31:09.482246] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:09.482383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:09.484159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:09.484761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:09.485244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:09.486280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:09.529944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:09.585039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:09.590021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:09.648136] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:09.708747] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-25T11:31:09.709048] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:31:09.709897] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:09.710037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:09.711774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:09.712339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:09.712831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:09.715259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:09.716676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:09.783087] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:31:09.820244] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:31:09.935404] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:31:09.951211] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:09.988283] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:10.054269] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:31:10.055232] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 14.61% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-25T11:31:10.055529] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:31:10.056394] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:10.056539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:10.061370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:10.063517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:10.064838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:10.109336] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:10.123711] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 4.69% | Symbol ETA: 19.5s | Global ETA: N/A
[2025-11-25T11:31:10.124015] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:31:10.124870] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:10.125014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:10.130363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:10.132295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:10.132918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:10.133917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:10.177241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:10.184108] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.80% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-25T11:31:10.184385] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:31:10.185249] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:10.185385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:10.187161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:10.187758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:10.188248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:10.189228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:10.224968] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:10.229837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:10.232489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:10.285600] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.40% | Symbol ETA: 14.4s | Global ETA: N/A
[2025-11-25T11:31:10.285796] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:31:10.286556] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:10.286653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:10.287391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:10.288362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:10.289025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:10.289503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:10.291964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:10.292076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:10.293362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:10.311540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:10.313758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:10.407588] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:31:10.578675] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:10.629437] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:31:10.637387] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:31:10.649478] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:31:10.681070] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.09% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-11-25T11:31:10.681237] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:31:10.682065] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:10.682295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:10.687178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:10.689372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:10.690748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:10.799001] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:10.808258] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:10.818177] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:10.858804] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 13.8s | Global ETA: N/A
[2025-11-25T11:31:10.859102] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:31:10.859932] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:10.860078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:10.861801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:10.862388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:10.862888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:10.865301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:10.866704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:10.883041] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.37% | Symbol ETA: 14.2s | Global ETA: N/A
[2025-11-25T11:31:10.883325] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:31:10.884152] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:10.884289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:10.886004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:10.886553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:10.887063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:10.888033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:10.930406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:10.956242] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: 1.39% | Symbol ETA: 18.6s | Global ETA: N/A
[2025-11-25T11:31:10.985383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:10.990192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:11.031455] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:31:11.134128] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 4.49%, Actual: 1.10%
[2025-11-25T11:31:11.206589] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:31:11.211846] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:11.308478] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -2.42%, Actual: 0.16%
[2025-11-25T11:31:11.314092] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -1.07% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-11-25T11:31:11.314399] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:31:11.315310] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:11.315467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:11.320370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:11.322615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:11.324082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:11.334571] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:31:11.373537] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:11.433497] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.07% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-11-25T11:31:11.433789] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:31:11.434599] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:11.434753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:11.436450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:11.437022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:11.437503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:11.439917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:11.441286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:11.495519] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: 0.52%, Actual: 2.82%
[2025-11-25T11:31:11.507971] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:11.581569] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-11-25T11:31:11.664682] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:31:11.667590] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 1.65%
[2025-11-25T11:31:11.755611] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.06%, Actual: 1.28%
[2025-11-25T11:31:11.777332] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:31:11.833064] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:11.837502] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 1.54%
[2025-11-25T11:31:11.929259] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 1.75%
[2025-11-25T11:31:11.933783] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 14.8s | Global ETA: N/A
[2025-11-25T11:31:11.934085] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:31:11.934923] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:11.935088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:11.940096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:11.942242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:11.943541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:11.944807] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:12.004889] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 12.6s | Global ETA: N/A
[2025-11-25T11:31:12.005179] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:31:12.006025] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:12.006165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:12.007904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:12.008471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:12.008967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:12.009792] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 1.29%, Actual: 1.33%
[2025-11-25T11:31:12.011394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:12.012792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:12.100932] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.29%, Actual: 0.98%
[2025-11-25T11:31:12.180072] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -3.07%, Actual: 2.35%
[2025-11-25T11:31:12.274495] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.50%, Actual: 0.19%
[2025-11-25T11:31:12.284569] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:31:12.350124] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -0.85%, Actual: 0.72%
[2025-11-25T11:31:12.358365] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:31:12.450609] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.11%, Actual: 0.95%
[2025-11-25T11:31:12.459973] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:12.524274] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 4.69%, Actual: 2.91%
[2025-11-25T11:31:12.538110] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:12.560734] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-11-25T11:31:12.561037] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:31:12.561898] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:12.562039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:12.566908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:12.569040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:12.570357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:12.599830] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-11-25T11:31:12.600150] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:31:12.601033] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:12.601177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:12.602999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:12.603626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:12.604131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:12.607099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:12.608527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:12.624837] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -1.50%, Actual: 0.56%
[2025-11-25T11:31:12.695993] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: 1.39%, Actual: 2.66%
[2025-11-25T11:31:12.696373] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 41.0188%
[2025-11-25T11:31:12.696542] [INFO ] [main      ] KNF: DISCARDED add_micro_gap_fill_velocity (score: 41.02%)
[2025-11-25T11:31:12.696679] [INFO ] [main      ] KNF: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:31:12.696791] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:31:12.696908] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:31:12.710203] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:12.710784] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:31:12.711704] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:12.711845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:12.716615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:12.718491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:12.719119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:12.720098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:12.763947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:12.799419] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 0.02%
[2025-11-25T11:31:12.821406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:12.912913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:12.914088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:12.919119] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:31:12.959870] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:31:12.976634] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.80%, Actual: 0.18%
[2025-11-25T11:31:13.089405] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:13.136442] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:13.151140] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.37%, Actual: 0.45%
[2025-11-25T11:31:13.188228] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-11-25T11:31:13.188489] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:31:13.189328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:13.189471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:13.194270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:13.196354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:13.197594] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-25T11:31:13.197616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:13.197924] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:31:13.198770] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:13.198909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:13.200609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:13.201192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:13.201681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:13.204122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:13.205510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:13.290273] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:31:13.323321] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 0.66%
[2025-11-25T11:31:13.323723] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 32.5835%
[2025-11-25T11:31:13.323897] [INFO ] [main      ] AMX: DISCARDED add_morning_range_expansion (score: 32.58%)
[2025-11-25T11:31:13.324006] [INFO ] [main      ] AMX: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:31:13.324105] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_open_11_elasticity']
[2025-11-25T11:31:13.324207] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:31:13.336328] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:13.336903] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:31:13.337865] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:13.338003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:13.339803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:13.340399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:13.340897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:13.341871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:13.386107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:13.442404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:13.444056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:13.474516] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:13.531754] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:31:13.556042] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:31:13.613029] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 5.39% | Symbol ETA: 24.8s | Global ETA: N/A
[2025-11-25T11:31:13.613340] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:31:13.614254] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:13.614400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:13.619369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:13.621333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:13.621951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:13.622955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:13.667789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:13.699669] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:13.723205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:13.728486] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:13.787553] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-25T11:31:13.787862] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:31:13.788558] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:31:13.788762] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:31:13.788836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:13.790533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:13.791114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:13.791531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:13.793934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:13.795265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:13.798010] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.05% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-11-25T11:31:13.798301] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:31:13.799149] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:13.799291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:13.804086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:13.806162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:13.807432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:13.811543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:13.812581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:13.960269] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:14.033765] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.37% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-11-25T11:31:14.034049] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:31:14.034897] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:14.035041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:14.036834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:14.037525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:14.038036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:14.039046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:14.083288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:14.130558] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:31:14.140244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:14.141970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:14.144836] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:31:14.156019] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:31:14.299151] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:14.314350] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:14.327827] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:14.358276] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:31:14.413674] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-11-25T11:31:14.413966] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:31:14.414807] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:14.414944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:14.419822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:14.421983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:14.423286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:14.457818] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 23.7s | Global ETA: N/A
[2025-11-25T11:31:14.458133] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:31:14.459037] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:14.459195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:14.464241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:14.466203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:14.466811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:14.467859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:14.489304] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:31:14.513297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:14.528460] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:31:14.570335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:14.659345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:14.660487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:14.663354] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:14.700004] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.16%
[2025-11-25T11:31:14.738630] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.52% | Symbol ETA: 17.8s | Global ETA: N/A
[2025-11-25T11:31:14.738944] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:31:14.739853] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:14.739991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:14.741801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:14.742387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:14.742900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:14.743929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:14.759565] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:31:14.789773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:14.849295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:14.851010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:14.874460] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.40%, Actual: 0.53%
[2025-11-25T11:31:14.933370] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:15.004340] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:31:15.031358] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.78% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-25T11:31:15.041852] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.12%, Actual: 0.41%
[2025-11-25T11:31:15.176863] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:15.198572] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:31:15.206153] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 0.94%, Actual: 1.96%
[2025-11-25T11:31:15.212140] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 1.54%
[2025-11-25T11:31:15.313483] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -5.30% | Symbol ETA: 22.8s | Global ETA: N/A
[2025-11-25T11:31:15.313809] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:31:15.314685] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:15.314825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:15.319817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:15.321748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:15.322336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:15.323339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:15.366264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:15.374770] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:15.376489] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 14.61%, Actual: 3.33%
[2025-11-25T11:31:15.381776] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:31:15.422071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:15.452451] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 17.2s | Global ETA: N/A
[2025-11-25T11:31:15.452764] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:31:15.453659] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:15.453810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:15.455660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:15.456327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:15.456868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:15.457918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:15.503023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:15.509511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:15.510766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:15.555454] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:31:15.557119] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.09%, Actual: 3.40%
[2025-11-25T11:31:15.559852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:15.561525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:15.728786] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -1.07%, Actual: 18.43%
[2025-11-25T11:31:15.729082] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:31:15.854915] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:31:15.900524] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 1.23%
[2025-11-25T11:31:15.909202] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 0.03%
[2025-11-25T11:31:15.911364] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:31:16.029740] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:16.073759] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.33%
[2025-11-25T11:31:16.089362] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:16.093050] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:31:16.093438] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 24.3276%
[2025-11-25T11:31:16.093665] [INFO ] [main      ] PFL: KEPT add_open_reversal_intensity (score: 24.33%)
[2025-11-25T11:31:16.093788] [INFO ] [main      ] PFL: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:16.093899] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:31:16.094010] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:31:16.106910] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:16.107697] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:31:16.108826] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:16.108969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:16.111078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:16.111901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:16.112443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:16.114990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:16.116594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:16.118606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:16.166304] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.33% | Symbol ETA: 16.5s | Global ETA: N/A
[2025-11-25T11:31:16.166616] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:31:16.167611] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:16.167765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:16.169575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:16.170207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:16.170707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:16.171688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:16.172276] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 3.15% | Symbol ETA: 21.9s | Global ETA: N/A
[2025-11-25T11:31:16.172557] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:31:16.173417] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:16.173562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:16.178437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:16.180356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:16.180960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:16.181869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:16.217199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:16.225583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:16.243842] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 3.45%
[2025-11-25T11:31:16.282156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:16.289082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:16.290620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:16.370439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:16.371364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:16.413884] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.05%, Actual: 0.11%
[2025-11-25T11:31:16.472421] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:31:16.581021] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 0.55%
[2025-11-25T11:31:16.641873] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:16.647883] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:31:16.704974] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 14.2s | Global ETA: N/A
[2025-11-25T11:31:16.705137] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:31:16.705931] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:16.706148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:16.707909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:16.708470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:16.708963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:16.711414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:16.712838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:16.713535] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:31:16.714428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:16.754244] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.78%, Actual: 0.22%
[2025-11-25T11:31:16.754502] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 29.1015%
[2025-11-25T11:31:16.754615] [INFO ] [main      ] LZB: DISCARDED add_open_11_elasticity (score: 29.10%)
[2025-11-25T11:31:16.754697] [INFO ] [main      ] LZB: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:31:16.754747] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_reversal_intensity']
[2025-11-25T11:31:16.754970] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:31:16.767506] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:16.768290] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:31:16.769232] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:16.769325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:16.774153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:16.776296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:16.777911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:16.825095] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:16.880446] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:16.898131] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.79% | Symbol ETA: 15.8s | Global ETA: N/A
[2025-11-25T11:31:16.898420] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:31:16.899283] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:16.899426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:16.901176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:16.901765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:16.902236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:16.903203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:16.947448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:17.005033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:17.006728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:17.011810] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -1.05% | Symbol ETA: 21.0s | Global ETA: N/A
[2025-11-25T11:31:17.012092] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:31:17.012898] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:17.013040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:17.017903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:17.019758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:17.020322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:17.021282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:17.051600] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:31:17.065169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:17.114895] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:31:17.119658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:17.206006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:17.206910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:17.224794] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:17.284056] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:17.285256] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-11-25T11:31:17.285471] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:31:17.286308] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:17.286450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:17.288213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:17.288819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:17.289296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:17.291780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:17.293182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:17.294827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:17.366249] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:31:17.387789] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.39% | Symbol ETA: 15.6s | Global ETA: N/A
[2025-11-25T11:31:17.388100] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:31:17.389005] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:17.389150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:17.393987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:17.396114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:17.397465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:17.546219] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:31:17.556268] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:17.635091] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 15.1s | Global ETA: N/A
[2025-11-25T11:31:17.635245] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:31:17.636243] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:17.636322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:17.638287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:17.638822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:17.639238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:17.639757] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:31:17.640516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:17.684885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:17.722687] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:17.747349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:17.747524] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:31:17.748922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:17.866028] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 1.13% | Symbol ETA: 20.2s | Global ETA: N/A
[2025-11-25T11:31:17.866198] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:31:17.867668] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:17.867918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:17.873768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:17.876894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:17.877883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:17.879313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:17.892493] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:17.939623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:17.955318] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:17.962090] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.25% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-11-25T11:31:17.962490] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:31:17.963844] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:17.964020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:17.966708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:17.967632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:17.968373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:17.972326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:17.974769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:17.977427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:18.002470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:18.104884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:18.106264] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.64% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-11-25T11:31:18.106614] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:31:18.106527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:18.107871] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:18.108120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:18.115243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:18.118875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:18.121300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:18.268505] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:31:18.475792] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:31:18.510045] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:18.574970] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:31:18.615216] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 14.5s | Global ETA: N/A
[2025-11-25T11:31:18.615547] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:31:18.616629] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:18.616815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:18.618977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:18.619695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:18.620217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:18.621285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:18.629016] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:31:18.668430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:18.744746] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:18.747868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:18.749680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:18.749594] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:18.807070] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-11-25T11:31:18.807394] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:31:18.808274] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:18.808363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:18.810251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:18.810892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:18.811324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:18.813830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:18.815240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:18.816952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:18.822658] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:18.884572] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -1.68% | Symbol ETA: 19.4s | Global ETA: N/A
[2025-11-25T11:31:18.884909] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:31:18.885901] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:18.886038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:18.891240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:18.893120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:18.893767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:18.894738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:18.928357] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.06% | Symbol ETA: 15.1s | Global ETA: N/A
[2025-11-25T11:31:18.928662] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:31:18.929520] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:18.929684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:18.935291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:18.938136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:18.939667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:18.948199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:19.004343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:19.089202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:19.090410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:19.123894] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:31:19.158463] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:31:19.289402] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:31:19.294486] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:19.330243] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:19.368550] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.14% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-11-25T11:31:19.368848] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:31:19.369685] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:19.369820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:19.371540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:19.372123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:19.372598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:19.373570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:19.393991] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-25T11:31:19.394298] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:31:19.395211] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:19.395391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:19.397282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:19.397928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:19.398463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:19.401080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:19.402564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:19.404275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:19.417295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:19.435964] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:31:19.465745] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:19.474228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:19.476219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:19.572597] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.27% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-11-25T11:31:19.572787] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:31:19.573662] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:19.573746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:19.578882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:19.581337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:19.582851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:19.608132] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:19.741631] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 1.89% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-11-25T11:31:19.741949] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:31:19.742947] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:19.743092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:19.748160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:19.750115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:19.750722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:19.751725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:19.752905] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:31:19.796692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:19.831348] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:31:19.857511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:19.926285] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:19.941629] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:31:19.944258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:19.946588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:19.987145] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-25T11:31:19.987456] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:31:19.988345] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:19.988489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:19.990226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:19.991025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:19.991702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:19.994551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:19.996152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:19.998111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:20.006808] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:20.082733] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-25T11:31:20.083035] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:31:20.084197] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:20.084341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:20.086532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:20.087215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:20.087948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:20.089250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:20.131162] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:20.134031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:20.191569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:20.193008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:20.244419] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.43% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-11-25T11:31:20.244745] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:31:20.245677] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:20.245821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:20.251049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:20.253403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:20.254945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:20.294434] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:31:20.346667] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:31:20.465896] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:20.523379] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:20.548257] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:31:20.586707] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-11-25T11:31:20.587014] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:31:20.587972] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:20.588120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:20.590383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:20.591013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:20.591507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:20.594092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:20.594573] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 4.59% | Symbol ETA: 17.6s | Global ETA: N/A
[2025-11-25T11:31:20.594900] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:31:20.595559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:20.595994] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:20.596253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:20.597309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:20.601281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:20.603150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:20.603771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:20.604734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:20.608247] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:31:20.648346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:20.703524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:20.720469] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:20.788880] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:20.789976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:31:20.791138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:20.791381] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-25T11:31:20.893389] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.65% | Symbol ETA: 12.8s | Global ETA: N/A
[2025-11-25T11:31:20.893762] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:31:20.894680] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:20.894823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:20.900009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:20.902236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:20.903718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:20.965751] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.37%, Actual: 1.28%
[2025-11-25T11:31:20.967780] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:31:21.137483] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:31:21.141743] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.52%, Actual: 1.75%
[2025-11-25T11:31:21.142224] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:21.204397] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-25T11:31:21.204727] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:31:21.205569] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:21.205726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:21.207488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:21.208089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:21.208574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:21.211237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:21.212725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:21.214327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:21.257364] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:31:21.308721] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:21.316161] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.98%
[2025-11-25T11:31:21.433960] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -0.53% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-25T11:31:21.433886] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:21.490038] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.33%, Actual: 0.19%
[2025-11-25T11:31:21.537002] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -1.22% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-25T11:31:21.537337] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:31:21.538295] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:21.538455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:21.543536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:21.546106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:21.547962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:21.568539] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:31:21.605853] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 5.39%, Actual: 1.10%
[2025-11-25T11:31:21.662950] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.79%, Actual: 0.95%
[2025-11-25T11:31:21.739776] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:21.776142] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.16%
[2025-11-25T11:31:21.800964] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-25T11:31:21.801254] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:31:21.802117] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:21.802260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:21.804185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:21.804771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:21.805236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:21.807923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:21.809359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:21.810954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:21.841140] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.56%
[2025-11-25T11:31:21.910681] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:31:21.955916] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -5.30%, Actual: 2.82%
[2025-11-25T11:31:22.020494] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 0.02%
[2025-11-25T11:31:22.097953] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:22.131781] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 3.15%, Actual: 1.65%
[2025-11-25T11:31:22.163513] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:31:22.195556] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.14%, Actual: 0.18%
[2025-11-25T11:31:22.202698] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.27% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-25T11:31:22.202884] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:31:22.203733] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:22.203950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:22.209241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:22.211532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:22.213013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:22.308889] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 1.54%
[2025-11-25T11:31:22.339281] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:22.367815] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.34%, Actual: 0.45%
[2025-11-25T11:31:22.405840] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-25T11:31:22.494797] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 1.13%, Actual: 1.33%
[2025-11-25T11:31:22.539169] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.51%, Actual: 0.66%
[2025-11-25T11:31:22.539548] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 40.0983%
[2025-11-25T11:31:22.539724] [INFO ] [main      ] AMX: DISCARDED add_open_11_elasticity (score: 40.10%)
[2025-11-25T11:31:22.539836] [INFO ] [main      ] AMX: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:31:22.539931] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_open_reversal_intensity']
[2025-11-25T11:31:22.540051] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:31:22.553112] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:22.553838] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:31:22.554770] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:22.554901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:22.556731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:22.557321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:22.557826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:22.558789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:22.570071] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:31:22.583827] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.05%, Actual: 0.78%
[2025-11-25T11:31:22.602199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:22.659173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:22.660666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:22.672852] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.68%, Actual: 2.35%
[2025-11-25T11:31:22.748495] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:22.752668] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.16%
[2025-11-25T11:31:22.845470] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 1.89%, Actual: 0.72%
[2025-11-25T11:31:22.852488] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 0.78% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-25T11:31:22.852812] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:31:22.853689] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:22.853832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:22.859609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:22.862021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:22.863598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:22.921881] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.25%, Actual: 0.53%
[2025-11-25T11:31:23.008721] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:31:23.018426] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 4.59%, Actual: 2.91%
[2025-11-25T11:31:23.091639] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:31:23.188152] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:23.197341] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -0.53%, Actual: 2.66%
[2025-11-25T11:31:23.197681] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 49.9875%
[2025-11-25T11:31:23.197842] [INFO ] [main      ] KNF: DISCARDED add_morning_followthrough_mag_T0 (score: 49.99%)
[2025-11-25T11:31:23.197963] [INFO ] [main      ] KNF: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:31:23.198069] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_morning_range_expansion']
[2025-11-25T11:31:23.198206] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:31:23.210610] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:23.211184] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:31:23.212196] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:23.212341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:23.217307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:23.219309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:23.219914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:23.220888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:23.234256] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:31:23.263244] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.56% | Symbol ETA: 18.0s | Global ETA: N/A
[2025-11-25T11:31:23.263517] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:31:23.264346] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:23.264481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:23.265135] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 1.54%
[2025-11-25T11:31:23.265837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:23.266214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:23.266725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:23.267176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:23.268087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:23.311494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:23.320959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:23.367779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:23.369273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:23.407673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:23.412033] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:23.412638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:23.434764] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:31:23.515813] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.94% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-25T11:31:23.611145] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:31:23.697396] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.39%, Actual: 1.96%
[2025-11-25T11:31:23.712030] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:31:23.774661] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:31:23.784280] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:31:23.875523] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.64%, Actual: 3.33%
[2025-11-25T11:31:23.885967] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:23.955482] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:23.956728] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:31:23.960516] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 17.2s | Global ETA: N/A
[2025-11-25T11:31:23.960823] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:31:23.961701] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:23.961786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:23.963549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:23.964138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:23.964557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:23.965564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:24.009941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:24.058039] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.06%, Actual: 3.40%
[2025-11-25T11:31:24.066346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:24.068080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:24.090152] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 6.00% | Symbol ETA: 23.4s | Global ETA: N/A
[2025-11-25T11:31:24.090465] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:31:24.091425] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:24.091588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:24.097140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:24.099286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:24.099939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:24.101037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:24.135538] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:31:24.135948] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 20.8955%
[2025-11-25T11:31:24.136078] [INFO ] [main      ] PFL: DISCARDED add_open_vs_close_liquidity_ratio (score: 20.90%)
[2025-11-25T11:31:24.136194] [INFO ] [main      ] PFL: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:31:24.136304] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_open_vs_prev_range_position']
[2025-11-25T11:31:24.136416] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:31:24.147898] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:24.148411] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:31:24.149322] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:24.149463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:24.151255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:24.151855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:24.152351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:24.154817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:24.155158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:24.156261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:24.159321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:24.211143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:24.238321] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.27%, Actual: 18.43%
[2025-11-25T11:31:24.296201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:24.300816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:24.412562] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:31:24.418597] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.43%, Actual: 1.23%
[2025-11-25T11:31:24.564500] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:31:24.583117] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:24.597466] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 0.33%
[2025-11-25T11:31:24.645663] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:31:24.657575] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.56% | Symbol ETA: 16.5s | Global ETA: N/A
[2025-11-25T11:31:24.657875] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:31:24.658704] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:24.658837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:24.660625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:24.661204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:24.661733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:24.662681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:24.706459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:24.737999] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:24.761774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:24.763194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:24.775977] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -1.22%, Actual: 3.45%
[2025-11-25T11:31:24.804426] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-25T11:31:24.804729] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:31:24.805597] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:24.805761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:24.807491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:24.808072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:24.808576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:24.811063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:24.812471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:24.815420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:24.818611] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:24.949664] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 22.5s | Global ETA: N/A
[2025-11-25T11:31:24.949964] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:31:24.950870] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:24.951012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:24.953942] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.27%, Actual: 0.11%
[2025-11-25T11:31:24.955928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:24.957874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:24.958459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:24.959433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:25.003374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:25.059666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:25.107590] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:31:25.133226] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 0.78%, Actual: 0.55%
[2025-11-25T11:31:25.144528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:25.149289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:25.156750] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:31:25.280537] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:25.313833] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.94%, Actual: 0.22%
[2025-11-25T11:31:25.314239] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 38.7027%
[2025-11-25T11:31:25.314418] [INFO ] [main      ] LZB: DISCARDED add_open_reversal_intensity (score: 38.70%)
[2025-11-25T11:31:25.314541] [INFO ] [main      ] LZB: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:25.314664] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:31:25.314774] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:31:25.327595] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:25.328470] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:31:25.329502] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:25.329666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:25.329939] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:25.334763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:25.337021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:25.338845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:25.354191] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.17% | Symbol ETA: 15.8s | Global ETA: N/A
[2025-11-25T11:31:25.354360] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:31:25.355149] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:25.355240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:25.356906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:25.357560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:25.358051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:25.359017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:25.394916] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-11-25T11:31:25.395066] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:31:25.395875] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:25.395951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:25.397705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:25.398197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:25.398660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:25.401187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:25.402566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:25.403518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:25.405580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:25.458779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:25.460209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:25.499341] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:31:25.675412] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:25.697977] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:31:25.753205] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:31:25.806824] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:31:25.810324] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -1.80% | Symbol ETA: 21.6s | Global ETA: N/A
[2025-11-25T11:31:25.810622] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:31:25.811500] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:25.811658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:25.816535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:25.818403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:25.819007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:25.819997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:25.863214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:25.876617] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:25.917827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:25.924401] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:25.978788] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 2.47% | Symbol ETA: 15.8s | Global ETA: N/A
[2025-11-25T11:31:25.979093] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:31:25.979957] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:25.980097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:25.982181] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:25.984953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:25.987208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:25.987870] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.22% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-25T11:31:25.988172] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:31:25.988946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:25.989017] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:25.989172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:25.990912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:25.991472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:25.991959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:25.994383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:25.995786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:25.998762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:26.003200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:26.007957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:26.058328] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.40% | Symbol ETA: 15.1s | Global ETA: N/A
[2025-11-25T11:31:26.058621] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:31:26.059474] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:26.059614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:26.061429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:26.062033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:26.062509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:26.063474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:26.107796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:26.165268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:26.167070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:26.330679] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:31:26.342386] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:31:26.348862] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:31:26.501408] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:26.512855] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:31:26.513327] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:26.520357] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:26.576685] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-11-25T11:31:26.577011] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:31:26.577970] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:26.578111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:26.579901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:26.580492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:26.580979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:26.583428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:26.584912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:26.587987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:26.605402] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.67% | Symbol ETA: 15.1s | Global ETA: N/A
[2025-11-25T11:31:26.605567] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:31:26.606339] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:26.606561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:26.611396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:26.613473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:26.615109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:26.655269] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 4.36% | Symbol ETA: 20.7s | Global ETA: N/A
[2025-11-25T11:31:26.655428] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:31:26.656254] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:26.656362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:26.661476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:26.663489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:26.664095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:26.665074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:26.684863] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:26.722069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:26.760797] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 14.4s | Global ETA: N/A
[2025-11-25T11:31:26.761081] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:31:26.761950] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:26.762090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:26.763872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:26.764445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:26.764945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:26.765938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:26.783346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:26.810928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:26.866556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:26.867816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:26.868343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:26.872660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:26.940571] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:31:26.954899] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:31:27.125631] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:27.128519] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:27.188419] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-11-25T11:31:27.188585] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:31:27.189538] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:27.189694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:27.191385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:27.191963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:27.192454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:27.194912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:27.196306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:27.199266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:27.215425] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:31:27.230305] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:31:27.231088] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.89% | Symbol ETA: 14.4s | Global ETA: N/A
[2025-11-25T11:31:27.231386] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:31:27.232230] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:27.232370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:27.237453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:27.239864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:27.242165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:27.387719] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:27.411354] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:27.484973] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-11-25T11:31:27.485254] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:31:27.486124] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:27.486258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:27.488057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:27.488622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:27.489178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:27.490179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:27.516619] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.50% | Symbol ETA: 19.8s | Global ETA: N/A
[2025-11-25T11:31:27.516928] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:31:27.517764] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:27.517904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:27.522762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:27.524581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:27.525154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:27.526158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:27.535831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:27.540805] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:31:27.571589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:27.585196] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:31:27.592356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:27.594076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:27.628062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:27.713040] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:27.713855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:27.718513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:27.754367] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:27.776254] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-11-25T11:31:27.776576] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:31:27.777467] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:27.777615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:27.779394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:27.780014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:27.780532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:27.783066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:27.784672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:27.788173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:27.855581] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.13% | Symbol ETA: 13.8s | Global ETA: N/A
[2025-11-25T11:31:27.855890] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:31:27.856758] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:27.856897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:27.861777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:27.863903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:27.865527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:27.947761] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:31:28.059254] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:31:28.127394] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:28.149707] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:31:28.202137] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.23% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-25T11:31:28.202305] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:31:28.203090] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:28.203297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:28.205027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:28.205595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:28.205715] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:31:28.206085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:28.207080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:28.230212] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:28.251548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:28.307228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:28.309075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:28.320868] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:28.356435] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.41% | Symbol ETA: 18.9s | Global ETA: N/A
[2025-11-25T11:31:28.356740] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:31:28.357605] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:28.357762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:28.362637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:28.364446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:28.365033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:28.366012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:28.374801] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:28.384494] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 10.5s | Global ETA: N/A
[2025-11-25T11:31:28.384831] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:31:28.385718] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:28.385863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:28.387761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:28.388362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:28.388883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:28.391449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:28.392944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:28.395984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:28.409573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:28.464799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:28.479052] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 13.1s | Global ETA: N/A
[2025-11-25T11:31:28.479350] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:31:28.480247] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:28.480392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:28.485323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:28.487564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:28.489249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:28.549501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:28.554121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:28.654081] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:31:28.741207] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:31:28.827707] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:28.842863] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:31:28.897541] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:31:28.901022] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.81% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-11-25T11:31:28.901311] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:31:28.902184] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:28.902321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:28.904124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:28.904793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:28.905276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:28.906255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:28.912851] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:28.950446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:28.975449] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-25T11:31:28.975763] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:31:28.976577] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:28.976737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:28.978493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:28.979074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:28.979547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:28.982016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:28.983405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:28.986284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:29.004989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:29.006515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:29.015719] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:29.066811] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:29.124859] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 12.5s | Global ETA: N/A
[2025-11-25T11:31:29.125158] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:31:29.126217] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:29.126359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:29.131781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:29.134009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:29.135748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:29.199721] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -1.61% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-11-25T11:31:29.200019] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:31:29.200878] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:29.201020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:29.205859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:29.207783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:29.208336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:29.209323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:29.251393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:29.305407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:29.334761] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:31:29.359362] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:31:29.395315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:29.400461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:29.495314] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:31:29.507886] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:29.531001] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:29.569906] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-25T11:31:29.570188] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:31:29.571030] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:29.571172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:29.572903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:29.573468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:29.573964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:29.576384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:29.577895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:29.580875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:29.601848] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-25T11:31:29.671319] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:29.746506] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:31:29.775003] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -3.08% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-11-25T11:31:29.775320] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:31:29.776230] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:29.776379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:29.777483] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.56%, Actual: 1.28%
[2025-11-25T11:31:29.781503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:29.783852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:29.785557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:29.920755] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:29.930940] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:31:29.949322] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 1.75%
[2025-11-25T11:31:30.058873] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 3.27% | Symbol ETA: 17.2s | Global ETA: N/A
[2025-11-25T11:31:30.059049] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:31:30.060106] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:30.060297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:30.065589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:30.067700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:30.068284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:30.069297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:30.102184] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:30.116819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:30.126997] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.98%
[2025-11-25T11:31:30.135156] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:31:30.165403] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-25T11:31:30.174152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:30.266435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:30.271418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:30.306362] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.17%, Actual: 0.19%
[2025-11-25T11:31:30.312698] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:30.338256] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.07%, Actual: 0.78%
[2025-11-25T11:31:30.413593] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-25T11:31:30.413899] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:31:30.414739] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:30.414878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:30.419860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:30.421984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:30.423611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:30.482083] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.40%, Actual: 0.95%
[2025-11-25T11:31:30.513482] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.16%
[2025-11-25T11:31:30.621629] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:31:30.654847] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 0.56%
[2025-11-25T11:31:30.682412] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 0.53%
[2025-11-25T11:31:30.767606] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:31:30.792886] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:30.827298] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.02%
[2025-11-25T11:31:30.854821] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:31:30.917527] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 0.37% | Symbol ETA: 16.4s | Global ETA: N/A
[2025-11-25T11:31:30.917693] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:31:30.918466] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:30.918569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:30.923407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:30.925241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:30.925765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:30.926676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:30.941322] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:30.969447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:31.014330] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.23%, Actual: 0.18%
[2025-11-25T11:31:31.024102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:31.027456] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 1.54%
[2025-11-25T11:31:31.040917] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 1.20% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-25T11:31:31.041069] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:31:31.041925] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:31:31.042004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:31.046865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:31.048972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:31.050678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:31.106502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:31:31.110989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:31.189921] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.81%, Actual: 0.45%
[2025-11-25T11:31:31.197504] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:31:31.357627] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.16%, Actual: 0.66%
[2025-11-25T11:31:31.357872] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 39.8126%
[2025-11-25T11:31:31.357973] [INFO ] [main      ] AMX: DISCARDED add_open_reversal_intensity (score: 39.81%)
[2025-11-25T11:31:31.358022] [INFO ] [main      ] AMX: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:31.358060] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:31:31.358101] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:31:31.370324] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:31.370945] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:31:31.371824] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:31.371915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:31.373607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:31.374128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:31.374143] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:31:31.374539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:31.375434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:31.389608] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:31:31.418864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:31.447167] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:31:31.475569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:31.477602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:31.551156] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:31:31.563979] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:31.618777] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:31.662223] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.68% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-25T11:31:31.728775] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:31:31.744722] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: 2.25% | Symbol ETA: 15.5s | Global ETA: N/A
[2025-11-25T11:31:31.828484] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:31:31.836051] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 2.47%, Actual: 1.96%
[2025-11-25T11:31:31.898587] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: -0.25%, Actual: 0.60%
[2025-11-25T11:31:31.898952] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 23.7176%
[2025-11-25T11:31:31.899115] [INFO ] [main      ] PFL: DISCARDED add_open_vs_prev_range_position (score: 23.72%)
[2025-11-25T11:31:31.899232] [INFO ] [main      ] PFL: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:31:31.899340] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude']
[2025-11-25T11:31:31.899450] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:31:31.910384] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:31.910908] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:31:31.911840] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:31.911915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:31.913757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:31.914325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:31.914749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:31.917311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:31.918756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:31.919195] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 6.00%, Actual: 1.10%
[2025-11-25T11:31:31.919400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:32.000202] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:32.005251] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.67%, Actual: 3.33%
[2025-11-25T11:31:32.074190] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 16.6s | Global ETA: N/A
[2025-11-25T11:31:32.074344] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:31:32.075148] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:32.075369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:32.077404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:32.078709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:32.079311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:32.080444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:32.091933] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 0.16%
[2025-11-25T11:31:32.129198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:32.177477] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.89%, Actual: 3.40%
[2025-11-25T11:31:32.186916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:32.189027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:32.265008] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -1.80%, Actual: 2.82%
[2025-11-25T11:31:32.273042] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:31:32.345815] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 18.43%
[2025-11-25T11:31:32.436215] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 4.36%, Actual: 1.65%
[2025-11-25T11:31:32.441887] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:32.504382] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 13.1s | Global ETA: N/A
[2025-11-25T11:31:32.504532] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:31:32.505323] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:32.505399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:32.507115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:32.507787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:32.508260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:32.510706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:32.512110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:32.512831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:32.515155] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 1.23%
[2025-11-25T11:31:32.539871] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:31:32.608888] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.50%, Actual: 1.54%
[2025-11-25T11:31:32.683840] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 0.33%
[2025-11-25T11:31:32.710529] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:32.780313] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.41%, Actual: 1.33%
[2025-11-25T11:31:32.785364] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 15.9s | Global ETA: N/A
[2025-11-25T11:31:32.785682] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:31:32.786494] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:32.786634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:32.788464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:32.789048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:32.789521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:32.790483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:32.834567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:32.854814] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:31:32.861663] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -3.08%, Actual: 3.45%
[2025-11-25T11:31:32.890365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:32.892248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:32.950173] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.61%, Actual: 2.35%
[2025-11-25T11:31:33.023799] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:33.033082] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.11%
[2025-11-25T11:31:33.085201] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 12.5s | Global ETA: N/A
[2025-11-25T11:31:33.085497] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:31:33.086338] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:33.086482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:33.088338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:33.088966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:33.089473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:33.092095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:33.093625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:33.094387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:33.125182] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 3.27%, Actual: 0.72%
[2025-11-25T11:31:33.208139] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 1.20%, Actual: 0.55%
[2025-11-25T11:31:33.244127] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:31:33.297172] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 0.37%, Actual: 2.91%
[2025-11-25T11:31:33.380409] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.68%, Actual: 0.22%
[2025-11-25T11:31:33.380784] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 45.2562%
[2025-11-25T11:31:33.380981] [INFO ] [main      ] LZB: KEPT add_open_vs_close_liquidity_ratio (score: 45.26%)
[2025-11-25T11:31:33.381106] [INFO ] [main      ] LZB: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:31:33.381215] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position']
[2025-11-25T11:31:33.381325] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:31:33.393150] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:33.393756] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:31:33.394679] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:33.394823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:33.399822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:33.402011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:33.403700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:33.406686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:33.435696] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:33.446452] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:31:33.474710] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: 2.25%, Actual: 2.66%
[2025-11-25T11:31:33.475119] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 42.6808%
[2025-11-25T11:31:33.475317] [INFO ] [main      ] KNF: DISCARDED add_morning_range_expansion (score: 42.68%)
[2025-11-25T11:31:33.475441] [INFO ] [main      ] KNF: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:31:33.475551] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_open_11_elasticity']
[2025-11-25T11:31:33.475681] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:31:33.488001] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:33.488633] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:31:33.489734] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:33.489876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:33.494910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:33.496909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:33.497514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:33.498488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:33.514309] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-11-25T11:31:33.514598] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:31:33.515510] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:33.515664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:33.517479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:33.518125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:33.518691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:33.519692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:33.542560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:33.567253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:33.598521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:33.618893] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:33.625932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:33.628070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:33.681984] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-11-25T11:31:33.682284] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:31:33.683210] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:33.683361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:33.685197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:33.685866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:33.686390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:33.689168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:33.690358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:33.690837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:33.691604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:33.692009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:33.746067] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:31:33.915227] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:33.982969] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:31:34.021640] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 14.4s | Global ETA: N/A
[2025-11-25T11:31:34.021802] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:31:34.022551] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:34.022620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:34.027447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:34.029637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:34.031296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:34.034229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:34.044571] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:31:34.057458] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:31:34.162952] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:34.226843] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:34.235876] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:34.236545] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.74% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-25T11:31:34.236857] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:31:34.237767] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:34.237904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:34.239764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:34.240344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:34.241061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:34.242257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:34.287760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:34.299378] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-25T11:31:34.299698] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:31:34.300558] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:34.300740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:34.302435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:34.303054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:34.303524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:34.306002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:34.307397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:34.308133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:34.344230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:34.345962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:34.357229] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 5.02% | Symbol ETA: 21.8s | Global ETA: N/A
[2025-11-25T11:31:34.357521] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:31:34.358418] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:34.358563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:34.363517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:34.365573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:34.366264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:34.367328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:34.381466] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:31:34.411593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:34.467798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:34.553793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:34.555037] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:34.555451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:34.650577] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:31:34.665610] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.67% | Symbol ETA: 13.8s | Global ETA: N/A
[2025-11-25T11:31:34.665779] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:31:34.666537] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:34.666607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:34.671422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:34.673713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:34.675424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:34.678363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:34.695071] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:31:34.820976] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:34.869194] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:34.882776] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-25T11:31:34.883066] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:31:34.883937] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:34.884078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:34.885849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:34.886442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:34.886936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:34.889413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:34.890842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:34.891537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:34.896206] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:31:34.943787] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.85% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-11-25T11:31:34.944051] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:31:34.944885] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:34.945027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:34.946760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:34.947348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:34.947850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:34.948807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:34.991960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:35.047520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:35.049588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:35.066508] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:35.076304] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:31:35.195853] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -1.87% | Symbol ETA: 20.8s | Global ETA: N/A
[2025-11-25T11:31:35.196163] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:31:35.197019] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:35.197179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:35.202063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:35.204005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:35.204574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:35.205549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:35.237496] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:31:35.248769] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:35.249871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:35.305248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:35.355038] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.46% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-11-25T11:31:35.355200] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:31:35.356135] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:35.356276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:35.361190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:35.363314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:35.364934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:35.367784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:35.389771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:35.391320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:35.403157] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:31:35.406881] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:35.468923] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-25T11:31:35.469226] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:31:35.470079] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:35.470218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:35.471966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:35.472553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:35.473054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:35.475628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:35.477113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:35.477889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:35.643478] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:35.708581] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:31:35.730810] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.87% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-11-25T11:31:35.731097] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:31:35.732054] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:35.732140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:35.734000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:35.734664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:35.735097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:35.736083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:35.744176] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:31:35.781205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:35.837394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:35.839404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:35.846444] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:31:35.903241] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:35.916077] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:36.017801] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:36.034456] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.03% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-25T11:31:36.034780] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:31:36.035635] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:36.035809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:36.040794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:36.043220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:36.044970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:36.048072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:36.050176] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -1.68% | Symbol ETA: 20.0s | Global ETA: N/A
[2025-11-25T11:31:36.050474] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:31:36.051345] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:36.051492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:36.056413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:36.058301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:36.058926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:36.059937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:36.079675] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-25T11:31:36.079979] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:31:36.080827] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:36.080968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:36.082702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:36.083259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:36.083767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:36.086193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:36.087618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:36.088379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:36.104381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:36.160525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:36.183299] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:31:36.248388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:36.250052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:36.373696] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:36.399191] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:31:36.435603] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:31:36.450826] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 12.5s | Global ETA: N/A
[2025-11-25T11:31:36.451113] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:31:36.452012] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:36.452165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:36.454369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:36.455020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:36.455534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:36.456888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:36.502248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:36.557345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:36.559293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:36.577238] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:36.598716] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:31:36.608817] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:36.669573] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-25T11:31:36.669755] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:31:36.670506] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:36.670594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:36.672258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:36.672938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:36.673418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:36.675856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:36.677264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:36.677980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:36.685991] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-11-25T11:31:36.686300] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:31:36.687302] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:36.687443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:36.692299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:36.694508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:36.696161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:36.699172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:36.768144] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:36.895336] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:31:36.898013] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 19.1s | Global ETA: N/A
[2025-11-25T11:31:36.898309] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:31:36.899154] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:36.899300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:36.904138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:36.905991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:36.906549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:36.907548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:36.949918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:37.004375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:37.015595] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:31:37.047750] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:31:37.063675] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:37.089183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:37.090846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:37.138823] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.33% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-11-25T11:31:37.139090] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:31:37.139929] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:37.140064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:37.141774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:37.142338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:37.142830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:37.143786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:37.185869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:37.189214] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:37.226967] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:37.240572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:37.242449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:37.251676] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-25T11:31:37.251848] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:31:37.252631] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:37.252913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:37.254632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:37.255218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:37.255709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:37.258172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:37.259572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:37.260270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:37.331787] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.90% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-25T11:31:37.331958] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:31:37.332766] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:37.332851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:37.338141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:37.340408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:37.342167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:37.345125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:37.435245] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:31:37.585353] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:31:37.609200] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:37.631442] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:31:37.699205] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:31:37.736132] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.81% | Symbol ETA: 18.3s | Global ETA: N/A
[2025-11-25T11:31:37.736435] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:31:37.737340] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:37.737488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:37.742399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:37.744389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:37.744991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:37.745977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:37.761710] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:37.792682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:37.802036] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:37.838276] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.26% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-11-25T11:31:37.838571] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:31:37.839491] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:37.839633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:37.841463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:37.842068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:37.842558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:37.843530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:37.848425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:37.862821] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-25T11:31:37.875964] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:37.887501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:37.934232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:37.935635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:37.941435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:37.943459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:37.982057] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-25T11:31:37.982348] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:31:37.983349] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:37.983495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:37.988783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:37.991323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:37.993236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:37.996521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:38.036282] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.05%, Actual: 0.78%
[2025-11-25T11:31:38.207078] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.16%
[2025-11-25T11:31:38.280824] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:31:38.306013] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:31:38.354363] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:31:38.377404] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.53%
[2025-11-25T11:31:38.452350] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:38.483998] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:38.529621] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:38.547640] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:31:38.559024] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:31:38.576661] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-25T11:31:38.576953] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:31:38.577833] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:38.577977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:38.582907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:38.584819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:38.585403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:38.586380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:38.629906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:38.638138] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.37% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-25T11:31:38.638469] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:31:38.639388] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:38.639538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:38.644615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:38.646875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:38.648605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:38.651564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:38.684854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:38.718629] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 1.54%
[2025-11-25T11:31:38.740043] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 1.28%
[2025-11-25T11:31:38.775255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:38.776926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:38.899484] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:31:38.920996] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 1.75%
[2025-11-25T11:31:39.006592] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:31:39.075341] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:31:39.102950] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 0.98%
[2025-11-25T11:31:39.133286] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:31:39.185780] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:39.247576] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:31:39.277966] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.74%, Actual: 0.19%
[2025-11-25T11:31:39.293024] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.99% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-25T11:31:39.293320] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:31:39.294224] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:39.294388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:39.299468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:39.301696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:39.303454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:39.306484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:39.312204] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:39.424359] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:31:39.441993] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.37% | Symbol ETA: 16.6s | Global ETA: N/A
[2025-11-25T11:31:39.442318] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:31:39.443200] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:39.443348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:39.448575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:39.450564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:39.451165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:39.451281] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 0.95%
[2025-11-25T11:31:39.452260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:39.496888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:39.553153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:39.609117] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:31:39.609523] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 20.9530%
[2025-11-25T11:31:39.609640] [INFO ] [main      ] PFL: DISCARDED add_overnight_gap_amplitude (score: 20.95%)
[2025-11-25T11:31:39.609807] [INFO ] [main      ] PFL: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:31:39.609918] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag']
[2025-11-25T11:31:39.610029] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:31:39.622114] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.87%, Actual: 0.56%
[2025-11-25T11:31:39.641727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:39.643264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:39.664385] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:31:39.685625] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:39.686344] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:31:39.687345] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:39.687491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:39.689330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:39.689989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:39.690478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:39.693066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:39.694491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:39.695375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:39.793285] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.24%, Actual: 0.02%
[2025-11-25T11:31:39.839940] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:39.944194] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.10% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-25T11:31:39.967088] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.33%, Actual: 0.18%
[2025-11-25T11:31:39.997076] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:31:40.066765] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:31:40.120906] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 0.02%, Actual: 1.96%
[2025-11-25T11:31:40.145922] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.26%, Actual: 0.45%
[2025-11-25T11:31:40.188192] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:40.237717] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:40.295484] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.67%, Actual: 3.33%
[2025-11-25T11:31:40.300428] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-25T11:31:40.300730] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:31:40.301557] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:40.301722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:40.303447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:40.304077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:40.304549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:40.307194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:40.308626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:40.309423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:40.316043] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.10%, Actual: 0.66%
[2025-11-25T11:31:40.316403] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 32.4100%
[2025-11-25T11:31:40.316573] [INFO ] [main      ] AMX: DISCARDED add_open_vs_close_liquidity_ratio (score: 32.41%)
[2025-11-25T11:31:40.316695] [INFO ] [main      ] AMX: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:31:40.316793] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_open_vs_prev_range_position']
[2025-11-25T11:31:40.316893] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:31:40.319721] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -2.45% | Symbol ETA: 15.7s | Global ETA: N/A
[2025-11-25T11:31:40.320023] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:31:40.320990] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:40.321153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:40.326415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:40.328494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:40.329054] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:40.329123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:40.329688] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:31:40.330174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:40.330567] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:40.330675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:40.332395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:40.332997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:40.333419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:40.334317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:40.375189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:40.378169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:40.431901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:40.433629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:40.436762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:40.466954] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.46%, Actual: 3.40%
[2025-11-25T11:31:40.516825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:40.518341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:40.636179] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 18.43%
[2025-11-25T11:31:40.649498] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:31:40.774949] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:31:40.805748] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 1.23%
[2025-11-25T11:31:40.817569] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:40.856761] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:31:40.877993] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-11-25T11:31:40.878275] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:31:40.879110] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:40.879251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:40.880990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:40.881555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:40.882036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:40.884475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:40.885887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:40.886638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:40.945784] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:40.978395] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 0.33%
[2025-11-25T11:31:41.021149] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 15.9s | Global ETA: N/A
[2025-11-25T11:31:41.021309] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:31:41.022228] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:41.022366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:41.024117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:41.024768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:41.025288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:41.026320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:41.026447] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:41.070420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:41.126468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:41.129878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:41.148445] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -1.14%, Actual: 3.45%
[2025-11-25T11:31:41.152821] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 5.71% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-11-25T11:31:41.153105] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:31:41.153947] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:41.154089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:41.158997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:41.160810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:41.161378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:41.162383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:41.205611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:41.230540] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:31:41.261747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:41.340835] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.37%, Actual: 0.11%
[2025-11-25T11:31:41.366288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:31:41.367925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:41.413866] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:41.470590] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:31:41.475351] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-25T11:31:41.475627] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:31:41.476453] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:41.476594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:41.478363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:41.478973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:41.479448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:41.482202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:41.483967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:41.484738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:41.515800] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.99%, Actual: 0.55%
[2025-11-25T11:31:41.645339] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:41.695549] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.10%, Actual: 0.22%
[2025-11-25T11:31:41.695957] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 26.2259%
[2025-11-25T11:31:41.696094] [INFO ] [main      ] LZB: DISCARDED add_open_vs_prev_range_position (score: 26.23%)
[2025-11-25T11:31:41.696211] [INFO ] [main      ] LZB: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:31:41.696345] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_amplitude']
[2025-11-25T11:31:41.696462] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:31:41.710686] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:41.711446] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:31:41.712458] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:41.712609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:41.716616] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:31:41.718050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:41.720314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:41.722173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:41.722941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:41.724826] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-11-25T11:31:41.725099] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:31:41.725938] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:41.726070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:41.727909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:41.728468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:41.728989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:41.729983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:41.773822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:41.825303] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:31:41.830230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:41.833305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:41.890503] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:41.994423] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:42.018401] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -2.34% | Symbol ETA: 14.0s | Global ETA: N/A
[2025-11-25T11:31:42.054935] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-25T11:31:42.055236] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:31:42.056077] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:42.056221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:42.057960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:42.058454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:42.058940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:42.061338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:42.062749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:42.063494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:42.073106] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:31:42.182249] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:31:42.190749] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 5.02%, Actual: 1.10%
[2025-11-25T11:31:42.255516] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:42.354075] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:42.361117] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -1.87%, Actual: 0.16%
[2025-11-25T11:31:42.361347] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.87% | Symbol ETA: 14.2s | Global ETA: N/A
[2025-11-25T11:31:42.361512] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:31:42.362292] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:42.362376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:42.367243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:42.369443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:42.371129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:42.371843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:42.400673] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:31:42.431524] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.76% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-25T11:31:42.431814] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:31:42.432615] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:42.432824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:42.434532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:42.435147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:42.435621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:42.436596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:42.482315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:42.536534] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -1.68%, Actual: 2.82%
[2025-11-25T11:31:42.538175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:42.541284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:42.575325] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:42.636536] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-25T11:31:42.636869] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:31:42.637732] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:42.637875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:42.639586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:42.640159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:42.640633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:42.643180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:42.644560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:42.645324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:42.708685] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 1.65%
[2025-11-25T11:31:42.719066] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:31:42.879483] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.81%, Actual: 1.54%
[2025-11-25T11:31:42.885241] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:31:42.893171] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:42.985886] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:31:42.997627] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.04% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-11-25T11:31:42.997952] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:31:42.998805] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:42.998947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:43.003777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:43.005887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:43.007461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:43.008169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:43.050879] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 1.33%
[2025-11-25T11:31:43.062138] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:43.143669] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.83% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-11-25T11:31:43.143829] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:31:43.144596] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:43.144698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:43.146369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:43.147007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:43.147514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:43.148478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:43.163037] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:43.197441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:43.224176] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.37%, Actual: 2.35%
[2025-11-25T11:31:43.226408] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-25T11:31:43.226565] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:31:43.227434] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:43.227512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:43.229309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:43.229854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:43.230445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:43.233117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:43.234616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:43.235497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:43.256157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:43.259632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:43.364346] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:31:43.397155] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -2.45%, Actual: 0.72%
[2025-11-25T11:31:43.536592] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:43.568357] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 5.71%, Actual: 2.91%
[2025-11-25T11:31:43.580167] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:31:43.615370] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:31:43.642856] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 0.50% | Symbol ETA: 12.8s | Global ETA: N/A
[2025-11-25T11:31:43.643172] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:31:43.644007] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:43.644163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:43.649093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:43.651221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:43.652873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:43.653563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:43.739263] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -2.34%, Actual: 2.66%
[2025-11-25T11:31:43.739616] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 39.2311%
[2025-11-25T11:31:43.739796] [INFO ] [main      ] KNF: DISCARDED add_open_11_elasticity (score: 39.23%)
[2025-11-25T11:31:43.739917] [INFO ] [main      ] KNF: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:31:43.740024] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity']
[2025-11-25T11:31:43.740137] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:31:43.751917] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:43.752663] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:31:43.753579] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:43.753737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:43.755105] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:43.758677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:43.760528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:43.761114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:43.762074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:43.791980] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:43.805631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:43.816431] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-25T11:31:43.816585] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:31:43.817421] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:43.817501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:43.819205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:43.819740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:43.820155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:43.822586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:43.823951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:43.824674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:43.861290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:43.868804] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-11-25T11:31:43.868956] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:31:43.869737] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:43.869829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:43.871594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:43.872116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:43.872552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:43.873440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:43.916313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:43.946483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:43.948072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:43.972577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:43.975864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:43.996095] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:31:44.166672] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:44.179177] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:31:44.271091] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 1.83% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-25T11:31:44.271386] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:31:44.272225] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:44.272365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:44.277338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:44.279769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:44.281557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:44.282283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:44.288868] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:31:44.330666] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:31:44.357536] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:44.419745] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-25T11:31:44.420044] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:31:44.420918] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:44.421061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:44.422861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:44.423440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:44.423949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:44.426527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:44.428036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:44.428833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:44.458702] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:44.503184] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:44.578524] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -1.06% | Symbol ETA: 12.5s | Global ETA: N/A
[2025-11-25T11:31:44.578829] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:31:44.579709] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:44.579853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:44.581693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:44.582278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:44.582783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:44.583764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:44.586274] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 3.09% | Symbol ETA: 20.4s | Global ETA: N/A
[2025-11-25T11:31:44.586585] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:31:44.587437] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:44.587579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:44.592416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:44.594265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:44.594851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:44.595820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:44.626995] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:31:44.628659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:44.639291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:44.683562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:44.686787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:44.694443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:44.779248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:44.780717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:44.800877] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:44.811324] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:31:44.909728] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.84% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-11-25T11:31:44.910046] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:31:44.910883] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:44.911021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:44.916005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:44.918244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:44.919944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:44.920676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:44.997611] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:45.026172] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:31:45.060433] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-25T11:31:45.060753] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:31:45.061623] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:45.061787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:45.063690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:45.064371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:45.064917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:45.067913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:45.069689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:45.070626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:45.120469] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:31:45.196036] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:45.259765] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:31:45.271607] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-11-25T11:31:45.272133] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:31:45.273014] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:45.273149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:45.274874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:45.275622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:45.276169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:45.277175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:45.291061] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:45.321327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:45.376072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:45.379180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:45.420219] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -2.09% | Symbol ETA: 19.6s | Global ETA: N/A
[2025-11-25T11:31:45.420492] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:31:45.421327] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:45.421470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:45.421787] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:31:45.426374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:45.428333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:45.428920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:45.428958] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:45.429949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:45.473332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:45.527862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:45.531341] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -1.29% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-25T11:31:45.531656] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:31:45.532484] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:45.532628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:45.537515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:45.539841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:45.541679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:45.542378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:45.592438] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:45.613309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:45.614885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:45.653206] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-25T11:31:45.720046] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:31:45.823279] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.05%, Actual: 0.78%
[2025-11-25T11:31:45.883375] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:31:45.890160] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:45.951079] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:31:45.963929] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.73% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-11-25T11:31:45.964219] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:31:45.965053] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:45.965191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:45.966908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:45.967506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:45.968027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:45.968978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:45.994210] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.16%
[2025-11-25T11:31:46.011171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:46.056809] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:46.067233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:46.070529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:46.124673] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:46.160454] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.91% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-25T11:31:46.160623] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:31:46.161584] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:46.161743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:46.166720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:46.169003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:46.170749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:46.171472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:46.171527] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.53%
[2025-11-25T11:31:46.255702] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -3.70% | Symbol ETA: 18.8s | Global ETA: N/A
[2025-11-25T11:31:46.255848] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:31:46.256591] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:46.256680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:46.261467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:46.263365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:46.263950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:46.264914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:46.308359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:46.341215] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:31:46.363014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:46.408508] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:31:46.446518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:46.448008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:46.509853] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:31:46.513092] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 1.54%
[2025-11-25T11:31:46.577018] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:46.650042] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.46% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-25T11:31:46.650322] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:31:46.651159] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:46.651293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:46.653034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:46.653602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:46.654097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:46.655056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:46.679660] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:46.681124] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:31:46.697060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:46.751087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:31:46.754349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:46.782300] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.84% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-25T11:31:46.782623] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:31:46.783519] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:46.783684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:46.785140] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:31:46.788679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:46.790921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:46.792570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:46.793396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:46.850619] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:31:46.954117] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:47.021629] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:31:47.079523] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 3.59% | Symbol ETA: 17.9s | Global ETA: N/A
[2025-11-25T11:31:47.079844] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:31:47.080685] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:47.080831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:47.085697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:47.087600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:47.088194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:47.089166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:47.102425] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:31:47.132479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:47.152271] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:31:47.188153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:47.210284] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:31:47.271772] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:47.274029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:47.275828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:47.321733] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:47.344798] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.98% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-11-25T11:31:47.387513] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:31:47.387977] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 20.9530%
[2025-11-25T11:31:47.388154] [INFO ] [main      ] PFL: DISCARDED add_overnight_gap_mag (score: 20.95%)
[2025-11-25T11:31:47.388270] [INFO ] [main      ] PFL: Testing feature 29/53: add_pct_change
[2025-11-25T11:31:47.388376] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_pct_change']
[2025-11-25T11:31:47.388483] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:31:47.399835] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:47.400414] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:31:47.401373] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:47.401529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:47.403407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:47.404070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:47.404560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:47.407252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:47.408705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:47.411038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:47.425994] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -2.78% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-25T11:31:47.426289] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:31:47.427171] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:47.427323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:47.432207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:47.434404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:47.436059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:47.436775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:47.522436] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.25%, Actual: 1.28%
[2025-11-25T11:31:47.614378] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:31:47.691517] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 1.75%
[2025-11-25T11:31:47.757233] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:31:47.777908] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:31:47.783672] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:47.863806] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.76%, Actual: 0.98%
[2025-11-25T11:31:47.906989] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 17.1s | Global ETA: N/A
[2025-11-25T11:31:47.907307] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:31:47.908153] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:47.908300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:47.913147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:47.914991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:47.915555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:47.916475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:47.941608] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:47.953795] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:47.960024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:48.010168] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-25T11:31:48.010463] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:31:48.011335] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:48.011477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:48.013259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:48.013882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:48.014357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:48.014625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:48.016837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:48.018339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:48.020786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:48.039011] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.83%, Actual: 0.19%
[2025-11-25T11:31:48.056224] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.51% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-25T11:31:48.099585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:48.100950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:48.221013] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 0.95%
[2025-11-25T11:31:48.264229] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.87%, Actual: 1.96%
[2025-11-25T11:31:48.391225] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:31:48.392218] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -1.06%, Actual: 0.56%
[2025-11-25T11:31:48.437848] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.04%, Actual: 3.33%
[2025-11-25T11:31:48.449274] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:31:48.563574] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:48.564074] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 0.02%
[2025-11-25T11:31:48.613444] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 0.50%, Actual: 3.40%
[2025-11-25T11:31:48.619059] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:48.632932] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-25T11:31:48.633223] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:31:48.634097] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:48.634238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:48.636008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:48.636570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:48.637083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:48.639586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:48.640995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:48.643118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:48.735596] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.73%, Actual: 0.18%
[2025-11-25T11:31:48.744092] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -0.24% | Symbol ETA: 16.3s | Global ETA: N/A
[2025-11-25T11:31:48.744388] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:31:48.745259] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:48.745400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:48.750283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:48.752124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:48.752628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:48.753697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:48.786131] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 1.83%, Actual: 18.43%
[2025-11-25T11:31:48.797461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:48.852446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:48.908161] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.45%
[2025-11-25T11:31:48.937125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:48.938495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:48.960920] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.84%, Actual: 1.23%
[2025-11-25T11:31:48.994396] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:31:49.082366] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.98%, Actual: 0.66%
[2025-11-25T11:31:49.082764] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 35.7997%
[2025-11-25T11:31:49.082934] [INFO ] [main      ] AMX: DISCARDED add_open_vs_prev_range_position (score: 35.80%)
[2025-11-25T11:31:49.083043] [INFO ] [main      ] AMX: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:31:49.083139] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_overnight_gap_amplitude']
[2025-11-25T11:31:49.083239] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:31:49.095824] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:49.096598] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:31:49.097579] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:49.097729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:49.099529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:49.100149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:49.100620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:49.101569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:49.134576] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -1.29%, Actual: 0.33%
[2025-11-25T11:31:49.147828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:49.170249] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:49.204055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:49.205107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:49.239599] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.32% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-11-25T11:31:49.239947] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:31:49.240807] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:49.240973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:49.242808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:49.243430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:49.243917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:49.246421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:49.248019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:49.250179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:49.282706] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:31:49.309770] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.91%, Actual: 3.45%
[2025-11-25T11:31:49.451984] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:49.485310] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.84%, Actual: 0.11%
[2025-11-25T11:31:49.546999] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:31:49.580273] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -1.16% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-11-25T11:31:49.580552] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:31:49.581381] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:49.581527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:49.586424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:49.588299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:49.588881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:49.589844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:49.595546] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:31:49.633417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:49.664517] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -2.78%, Actual: 0.55%
[2025-11-25T11:31:49.688433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:49.718543] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:49.767576] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:49.771829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:49.773306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:49.792400] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-25T11:31:49.792546] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:31:49.793316] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:49.793393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:49.795105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:49.795601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:49.796021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:49.796906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:49.837108] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.51%, Actual: 0.22%
[2025-11-25T11:31:49.837478] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 29.9524%
[2025-11-25T11:31:49.837589] [INFO ] [main      ] LZB: DISCARDED add_overnight_gap_amplitude (score: 29.95%)
[2025-11-25T11:31:49.837736] [INFO ] [main      ] LZB: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:31:49.837848] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag']
[2025-11-25T11:31:49.837960] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:31:49.838330] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:31:49.838503] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:31:49.839306] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:49.839398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:49.840965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:49.841239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:49.841929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:49.842441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:49.845030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:49.846468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:49.848680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:49.851394] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:49.852034] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:31:49.852945] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:49.853026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:49.858054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:49.860250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:49.861959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:49.862761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:49.896672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:49.897417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:50.114375] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:31:50.200848] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:31:50.206192] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:31:50.238387] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:31:50.282972] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:50.369714] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:50.375413] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:50.407909] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:50.408133] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-25T11:31:50.408435] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:31:50.409271] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:50.409413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:50.414203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:50.416028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:50.416590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:50.417570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:50.443425] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-11-25T11:31:50.443731] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:31:50.444544] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:50.444701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:50.446419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:50.447028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:50.447529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:50.449988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:50.451376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:50.453436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:50.460136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:50.473472] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 2.16% | Symbol ETA: 13.1s | Global ETA: N/A
[2025-11-25T11:31:50.473769] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:31:50.474599] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:50.474756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:50.479622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:50.481834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:50.481680] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.42% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-11-25T11:31:50.481993] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:31:50.482816] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:50.482950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:50.483410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:50.484213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:50.484639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:50.485176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:50.485592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:50.486482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:50.514231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:50.530392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:50.586194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:50.587254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:50.596963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:50.598372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:50.800275] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:31:50.824093] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:31:50.931184] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:31:50.937473] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:31:50.974180] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:50.995490] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:51.042405] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-25T11:31:51.042710] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:31:51.043543] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:51.043713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:51.045449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:51.046038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:51.046513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:51.049027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:51.050489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:51.052713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:51.100890] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.74% | Symbol ETA: 12.5s | Global ETA: N/A
[2025-11-25T11:31:51.101051] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:31:51.101846] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:51.101991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:51.105946] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:51.106866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:51.109019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:51.110686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:51.111448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:51.123823] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:51.199322] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-11-25T11:31:51.199612] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:31:51.200507] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:51.200670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:51.202472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:51.203106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:51.203602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:51.204625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:51.235683] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 5.42% | Symbol ETA: 13.8s | Global ETA: N/A
[2025-11-25T11:31:51.235963] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:31:51.236810] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:51.236951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:51.241908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:51.243752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:51.244313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:51.245276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:51.250027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:51.287241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:51.305954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:51.307064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:51.341269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:51.392778] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:31:51.424985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:51.426460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:51.454269] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:31:51.566818] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:51.635834] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-25T11:31:51.636135] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:31:51.636984] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:51.637179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:51.639007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:51.639571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:51.640100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:51.642579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:51.643522] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:51.644076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:51.646248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:51.659978] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:31:51.747401] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.16% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-11-25T11:31:51.747564] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:31:51.748490] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:51.748631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:51.753440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:51.755560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:51.757416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:51.758222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:51.785102] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:31:51.831464] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:51.906777] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.83% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-25T11:31:51.907065] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:31:51.907903] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:51.908036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:51.909776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:51.910330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:51.910819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:51.911815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:51.956006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:51.957830] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:51.997497] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:31:52.011446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:52.012505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:52.081599] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -2.17% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-11-25T11:31:52.113736] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:31:52.169716] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:52.237633] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-25T11:31:52.237941] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:31:52.238791] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:52.238928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:52.240638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:52.241228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:52.241742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:52.244182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:52.245596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:52.247742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:52.251990] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 3.09%, Actual: 1.10%
[2025-11-25T11:31:52.283724] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:52.355945] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:31:52.393927] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.65% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-25T11:31:52.394213] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:31:52.395081] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:52.395245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:52.400521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:52.402795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:52.404550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:52.405403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:52.424128] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -2.09%, Actual: 0.16%
[2025-11-25T11:31:52.529453] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:52.593668] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -3.70%, Actual: 2.82%
[2025-11-25T11:31:52.596270] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:31:52.604365] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.17% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-11-25T11:31:52.604667] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:31:52.605473] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:52.605605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:52.607377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:52.607969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:52.608482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:52.609432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:52.653407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:52.708866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:52.709776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:52.749164] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:31:52.762553] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 3.59%, Actual: 1.65%
[2025-11-25T11:31:52.770961] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:52.839535] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-25T11:31:52.839852] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:31:52.841161] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:52.841496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:52.843289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:52.843882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:52.844396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:52.846815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:52.848406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:52.850467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:52.920872] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:52.934690] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 1.54%
[2025-11-25T11:31:53.025948] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 2.17% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-25T11:31:53.026246] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:31:53.027123] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:53.027263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:53.032124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:53.034216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:53.035870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:53.036684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:53.057160] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:31:53.104713] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 1.33%
[2025-11-25T11:31:53.195448] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:31:53.229992] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:53.273217] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.16%, Actual: 2.35%
[2025-11-25T11:31:53.305502] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.83% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-25T11:31:53.305856] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:31:53.306616] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:53.306706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:53.308452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:53.308987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:53.309405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:53.310292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:53.353809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:53.368364] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:53.378552] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:31:53.414281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:53.415185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:53.438855] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-25T11:31:53.451098] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -0.43%, Actual: 0.72%
[2025-11-25T11:31:53.552839] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:53.615637] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.78%
[2025-11-25T11:31:53.623433] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 5.42%, Actual: 2.91%
[2025-11-25T11:31:53.654663] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -1.88% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-25T11:31:53.654957] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:31:53.655806] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:53.655945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:53.660889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:53.663127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:53.664809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:53.665598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:53.767784] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:31:53.812424] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.05%, Actual: 0.16%
[2025-11-25T11:31:53.849519] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -2.17%, Actual: 2.66%
[2025-11-25T11:31:53.849981] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 45.9210%
[2025-11-25T11:31:53.850135] [INFO ] [main      ] KNF: DISCARDED add_open_reversal_intensity (score: 45.92%)
[2025-11-25T11:31:53.850255] [INFO ] [main      ] KNF: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:53.850363] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:31:53.850475] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:31:53.862291] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:53.862891] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:31:53.863834] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:53.863975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:53.868891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:53.870803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:53.871376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:53.872341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:53.916625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:53.938735] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:53.973483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:53.987126] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.32%, Actual: 0.53%
[2025-11-25T11:31:54.009602] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:31:54.013074] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.39% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-25T11:31:54.013567] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:31:54.014586] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:54.014747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:54.016466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:54.017092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:54.017731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:54.018886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:54.067521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:54.074401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:54.076619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:54.126804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:54.128113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:54.169489] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:31:54.187115] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:54.297685] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 1.19% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-25T11:31:54.297982] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:31:54.299082] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:54.299250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:54.304841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:54.307285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:54.309106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:54.309964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:54.347704] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.54%
[2025-11-25T11:31:54.426101] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:31:54.476470] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:31:54.522045] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.01%
[2025-11-25T11:31:54.612725] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:54.648670] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:54.678523] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:31:54.696438] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:31:54.723250] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.29% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-25T11:31:54.723531] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:31:54.724355] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:54.724494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:54.726318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:54.726920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:54.727475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:54.728497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:54.741790] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 5.15% | Symbol ETA: 19.7s | Global ETA: N/A
[2025-11-25T11:31:54.742069] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:31:54.742973] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:54.743116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:54.748014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:54.749898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:54.750497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:54.751454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:54.774276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:54.795093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:54.830327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:54.831342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:54.849756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:54.854262] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:31:54.871607] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:31:54.933993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:54.936056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:54.958487] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.22% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-25T11:31:54.958675] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:31:54.959463] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:54.959702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:54.964946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:54.967128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:54.968877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:54.969694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:55.049120] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:31:55.180110] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:31:55.229902] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:31:55.230292] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 21.3691%
[2025-11-25T11:31:55.230406] [INFO ] [main      ] PFL: DISCARDED add_pct_change (score: 21.37%)
[2025-11-25T11:31:55.230537] [INFO ] [main      ] PFL: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:31:55.230671] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_preclose_acceleration_mag']
[2025-11-25T11:31:55.230783] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:31:55.243866] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:55.244487] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:31:55.245494] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:55.245658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:55.247738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:55.248331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:55.248930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:55.251574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:55.253082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:31:55.254482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:55.281514] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:31:55.320717] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:31:55.359542] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:55.436122] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.67% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-25T11:31:55.436403] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:31:55.437269] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:55.437407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:55.439184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:55.439804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:55.440289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:55.441292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:55.455685] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:55.487105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:55.496193] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:31:55.544390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:31:55.545477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:55.586809] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.43% | Symbol ETA: 18.7s | Global ETA: N/A
[2025-11-25T11:31:55.587108] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:31:55.587965] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:55.588127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:55.592946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:55.594800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:55.595363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:55.596343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:55.600428] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.15% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-25T11:31:55.600747] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:31:55.601632] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:55.601803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:55.606860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:55.609086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:55.610872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:55.611686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:55.616483] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:31:55.639925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:55.695202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:55.780407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:55.782177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:55.793172] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:55.858355] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-11-25T11:31:55.858685] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:31:55.859581] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:55.859740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:55.861669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:55.862291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:55.862804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:55.865301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:55.866789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:31:55.867941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:55.895335] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:31:55.959301] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:31:56.067985] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:56.122852] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:31:56.136099] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:31:56.141784] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-25T11:31:56.227097] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:31:56.245876] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 4.69% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:31:56.295384] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:56.319792] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.34%, Actual: 1.28%
[2025-11-25T11:31:56.407382] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:56.428966] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -4.64% | Symbol ETA: 17.8s | Global ETA: N/A
[2025-11-25T11:31:56.429265] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:31:56.430123] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:56.430277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:56.434037] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 2.16%, Actual: 1.96%
[2025-11-25T11:31:56.435155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:56.436995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:56.437795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:56.438779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:56.472746] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-11-25T11:31:56.473068] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:31:56.473969] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:56.474123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:56.475987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:56.476639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:56.477179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:56.479737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:56.481264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:31:56.482501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:56.483282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:56.496573] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 1.75%
[2025-11-25T11:31:56.537880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:56.622879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:56.624838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:56.640829] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.74%, Actual: 3.33%
[2025-11-25T11:31:56.671249] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 0.98%
[2025-11-25T11:31:56.814266] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.16%, Actual: 3.40%
[2025-11-25T11:31:56.838133] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:31:56.840491] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 0.19%
[2025-11-25T11:31:56.963916] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:31:56.985748] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 18.43%
[2025-11-25T11:31:57.010504] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.17%, Actual: 0.95%
[2025-11-25T11:31:57.016153] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:57.079558] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 10.5s | Global ETA: N/A
[2025-11-25T11:31:57.079880] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:31:57.080759] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:57.080933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:57.082801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:57.083398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:57.083916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:57.086626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:57.088129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:31:57.089305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:57.133279] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:57.155784] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 2.17%, Actual: 1.23%
[2025-11-25T11:31:57.183324] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.83%, Actual: 0.56%
[2025-11-25T11:31:57.264173] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 1.45% | Symbol ETA: 16.9s | Global ETA: N/A
[2025-11-25T11:31:57.264458] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:31:57.265288] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:57.265430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:57.270257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:57.272097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:57.272685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:57.273626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:57.316634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:57.324434] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -1.88%, Actual: 0.33%
[2025-11-25T11:31:57.354391] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.39%, Actual: 0.02%
[2025-11-25T11:31:57.371082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:57.443595] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:31:57.454462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:57.456131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:57.495261] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 1.19%, Actual: 3.45%
[2025-11-25T11:31:57.525165] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.29%, Actual: 0.18%
[2025-11-25T11:31:57.622003] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:31:57.667314] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.22%, Actual: 0.11%
[2025-11-25T11:31:57.686744] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-25T11:31:57.686894] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:31:57.687815] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:57.687916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:57.689680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:57.690364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:57.690808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:57.693457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:57.695144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:31:57.696410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:57.697280] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 0.45%
[2025-11-25T11:31:57.796428] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:31:57.844101] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.15%, Actual: 0.55%
[2025-11-25T11:31:57.868260] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.66%
[2025-11-25T11:31:57.868513] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 36.2094%
[2025-11-25T11:31:57.868619] [INFO ] [main      ] AMX: DISCARDED add_overnight_gap_amplitude (score: 36.21%)
[2025-11-25T11:31:57.868698] [INFO ] [main      ] AMX: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:31:57.868749] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_overnight_gap_mag']
[2025-11-25T11:31:57.868803] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:31:57.880894] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:57.881534] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:31:57.882401] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:57.882498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:57.884250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:57.884950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:57.885435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:57.886404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:57.930426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:57.966188] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:57.986765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:57.987609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:58.018405] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 4.69%, Actual: 0.22%
[2025-11-25T11:31:58.018775] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 33.8153%
[2025-11-25T11:31:58.018935] [INFO ] [main      ] LZB: DISCARDED add_overnight_gap_mag (score: 33.82%)
[2025-11-25T11:31:58.019055] [INFO ] [main      ] LZB: Testing feature 29/53: add_pct_change
[2025-11-25T11:31:58.019183] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_pct_change']
[2025-11-25T11:31:58.019302] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:31:58.032149] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:31:58.032722] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:31:58.033634] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:58.033796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:58.038758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:58.040927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:58.042553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:58.044875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:58.058692] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:31:58.091784] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.68% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-11-25T11:31:58.092049] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:31:58.092987] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:58.093129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:58.098078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:58.100100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:58.100686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:58.101839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:58.145425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:58.200482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:58.239041] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:31:58.285763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:58.287592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:58.304606] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-25T11:31:58.304939] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:31:58.305887] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:58.306042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:58.308072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:58.308600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:58.309104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:58.311859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:58.313374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:31:58.314570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:58.334975] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:31:58.392423] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:31:58.507388] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:58.563715] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:31:58.580572] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 1.03% | Symbol ETA: 14.4s | Global ETA: N/A
[2025-11-25T11:31:58.580894] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:31:58.581733] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:58.581867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:58.583575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:58.584156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:58.584624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:58.585586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:58.629682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:58.630102] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:31:58.672848] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.62% | Symbol ETA: 12.8s | Global ETA: N/A
[2025-11-25T11:31:58.673134] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:31:58.673985] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:58.674076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:58.678940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:58.681111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:58.681104] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:31:58.682764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:58.684820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:58.690400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:58.691454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:58.799069] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:58.850924] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:31:58.914538] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-25T11:31:58.914866] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:31:58.915782] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:58.915923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:58.917747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:58.918325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:58.918827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:58.921080] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 15.2s | Global ETA: N/A
[2025-11-25T11:31:58.921560] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:31:58.921671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:58.922586] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:58.922754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:58.923319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:31:58.924665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:58.927958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:58.929831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:58.930399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:58.931374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:58.973550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:59.021333] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:31:59.027669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:59.041852] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:31:59.110470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:59.112123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:59.189855] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:59.217083] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:31:59.281100] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:31:59.294490] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 13.8s | Global ETA: N/A
[2025-11-25T11:31:59.294829] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:31:59.295731] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:31:59.295871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:59.297874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:59.298513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:59.299026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:59.299726] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.71% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-25T11:31:59.300019] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:31:59.300032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:59.300831] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:59.300920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:59.305696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:59.307858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:59.309493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:59.311552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:59.346995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:59.404377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:31:59.405420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:59.452345] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:31:59.453215] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:59.514475] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-25T11:31:59.514791] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:31:59.515631] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:31:59.515791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:59.517546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:31:59.518136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:31:59.518618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:31:59.521173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:31:59.522611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:31:59.523759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:59.620203] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:31:59.650028] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:31:59.748043] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.83% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-11-25T11:31:59.748318] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:31:59.749196] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:31:59.749339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:59.754145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:31:59.755992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:31:59.756486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:31:59.757458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:31:59.758718] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:31:59.799787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:31:59.820666] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:59.853549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:31:59.868833] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:31:59.926637] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: -0.46% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-25T11:31:59.926818] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:31:59.927609] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:31:59.927712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:31:59.932612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:31:59.934806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:59.935539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:31:59.936519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:31:59.937272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:31:59.937209] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:31:59.938679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:00.014789] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 13.1s | Global ETA: N/A
[2025-11-25T11:32:00.015084] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:32:00.015954] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:00.016090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:00.017962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:00.018603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:00.019133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:00.020127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:00.045803] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:00.065960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:00.108415] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-25T11:32:00.108745] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:32:00.109573] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:00.109733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:00.111449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:00.112047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:00.112514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:00.115145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:00.116705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:00.117849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:00.125452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:00.126630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:00.278719] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:32:00.279296] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:32:00.464326] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:32:00.482027] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:00.496447] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:32:00.583399] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:00.634056] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -2.35% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-11-25T11:32:00.634399] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:32:00.635662] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:00.635841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:00.642126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:00.644237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:00.644870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:00.645930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:00.665888] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:00.690306] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:00.719896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:00.787238] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.32% | Symbol ETA: 12.5s | Global ETA: N/A
[2025-11-25T11:32:00.787522] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:32:00.788338] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:00.788471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:00.790187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:00.790761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:00.791233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:00.792199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:00.810557] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.84% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-11-25T11:32:00.810722] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:32:00.811431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:00.811528] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:00.811607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:00.815747] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-25T11:32:00.815833] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:32:00.816588] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:00.816682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:00.818483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:00.821333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:00.822052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:00.822476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:00.826456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:00.827964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:00.829345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:00.830430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:00.831160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:00.833244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:00.836429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:00.892113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:00.892975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:00.895957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:00.897672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:01.235320] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:32:01.243130] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:32:01.332710] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:32:01.345554] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:32:01.404534] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:01.413136] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:01.524935] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:01.548734] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 4.07% | Symbol ETA: 10.5s | Global ETA: N/A
[2025-11-25T11:32:01.549042] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:32:01.549936] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:01.550093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:01.555259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:01.557431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:01.559151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:01.560532] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 4.02% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-25T11:32:01.560702] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:32:01.561485] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:01.561483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:01.561564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:01.566461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:01.568305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:01.568842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:01.569778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:01.599338] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-11-25T11:32:01.599489] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:32:01.600270] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:01.600363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:01.602130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:01.602686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:01.603123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:01.604107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:01.609505] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:01.612264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:01.648768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:01.666104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:01.669914] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-25T11:32:01.705637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:01.706675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:01.759046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:01.761578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:01.857392] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.05%, Actual: 0.78%
[2025-11-25T11:32:01.913137] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:32:02.045109] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.16%
[2025-11-25T11:32:02.057832] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:32:02.099484] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:02.200208] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:32:02.206910] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-25T11:32:02.207213] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:32:02.208054] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:02.208130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:02.213444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:02.215612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:02.217323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:02.219583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:02.225364] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.53%
[2025-11-25T11:32:02.233258] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:02.314930] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-11-25T11:32:02.315084] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:32:02.315992] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:02.316071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:02.317864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:02.318394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:02.318878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:02.320095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:02.371632] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:02.371811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:02.395924] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:32:02.430744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:02.431918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:02.502440] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -2.50% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-11-25T11:32:02.565667] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 1.54%
[2025-11-25T11:32:02.586796] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:32:02.674089] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 5.15%, Actual: 1.10%
[2025-11-25T11:32:02.736556] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:32:02.757375] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:02.819962] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:32:02.847706] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.43%, Actual: 0.16%
[2025-11-25T11:32:02.865790] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -1.46% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-25T11:32:02.866058] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:32:02.866916] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:02.867081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:02.871909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:02.873980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:02.875622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:02.877815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:02.910075] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:32:02.996439] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:03.033144] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -4.64%, Actual: 2.82%
[2025-11-25T11:32:03.069290] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-25T11:32:03.069437] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:32:03.070210] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:03.070287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:03.071949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:03.072435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:03.072854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:03.073753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:03.079005] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:32:03.116491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:03.171140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:03.171963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:03.215949] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:32:03.216636] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 1.45%, Actual: 1.65%
[2025-11-25T11:32:03.250052] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:32:03.392735] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 1.54%
[2025-11-25T11:32:03.394863] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:03.427311] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:32:03.427560] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 20.9530%
[2025-11-25T11:32:03.427688] [INFO ] [main      ] PFL: DISCARDED add_preclose_acceleration_mag (score: 20.95%)
[2025-11-25T11:32:03.427751] [INFO ] [main      ] PFL: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:32:03.427801] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_1100_to_open']
[2025-11-25T11:32:03.427902] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:32:03.439743] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:03.440193] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:32:03.441118] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:03.441251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:03.443034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:03.443617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:03.444132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:03.446830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:03.448416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:03.449200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:03.515045] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-25T11:32:03.515386] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:32:03.516193] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:03.516267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:03.521309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:03.523310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:03.524579] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:32:03.525101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:03.527190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:03.578083] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 1.33%
[2025-11-25T11:32:03.714733] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:03.775821] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.83%, Actual: 2.35%
[2025-11-25T11:32:03.795457] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.19% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-25T11:32:03.795602] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:32:03.796410] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:03.796488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:03.798233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:03.798771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:03.799178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:03.800081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:03.811620] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:32:03.845125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:03.887450] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:32:03.906294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:03.907549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:03.958110] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -2.35%, Actual: 0.72%
[2025-11-25T11:32:03.985234] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:04.046383] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-11-25T11:32:04.046628] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:32:04.047477] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:04.047609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:04.049327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:04.049911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:04.050378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:04.052828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:04.054216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:04.054990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:04.071309] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:04.144186] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 4.02%, Actual: 2.91%
[2025-11-25T11:32:04.190139] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-25T11:32:04.190287] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:32:04.191063] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:04.191137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:04.196075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:04.198692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:04.200725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:04.203044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:04.270039] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:32:04.326881] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -2.50%, Actual: 2.66%
[2025-11-25T11:32:04.327153] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 49.4579%
[2025-11-25T11:32:04.327249] [INFO ] [main      ] KNF: DISCARDED add_open_vs_close_liquidity_ratio (score: 49.46%)
[2025-11-25T11:32:04.327300] [INFO ] [main      ] KNF: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:32:04.327339] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_open_vs_prev_range_position']
[2025-11-25T11:32:04.327384] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:32:04.339887] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:04.340547] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:32:04.341456] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:04.341538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:04.347333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:04.349354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:04.349903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:04.350854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:04.396598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:04.421660] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:32:04.445408] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:04.452417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:04.519877] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-25T11:32:04.520025] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:32:04.520828] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:04.521084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:04.522861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:04.523457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:04.523959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:04.524938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:04.539254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:32:04.542798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:04.553846] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:32:04.568078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:04.594740] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:04.623539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:04.624689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:04.657719] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-25T11:32:04.658006] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:32:04.658934] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:04.659067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:04.660836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:04.661431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:04.661944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:04.664443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:04.665933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:04.666757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:04.722677] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:04.826948] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.33% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-25T11:32:04.894171] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:32:04.981402] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:32:05.003706] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.62%, Actual: 1.96%
[2025-11-25T11:32:05.018942] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:32:05.071006] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:05.175856] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:05.185243] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.71%, Actual: 3.33%
[2025-11-25T11:32:05.216212] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 7.86% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-11-25T11:32:05.216522] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:32:05.217726] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:05.217884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:05.223175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:05.225371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:05.226049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:05.226291] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:05.227239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:05.281864] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-25T11:32:05.291790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:05.313220] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-25T11:32:05.313433] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:32:05.314756] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:05.314928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:05.317567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:05.318391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:05.319067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:05.322751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:05.324836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:05.325935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:05.382911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:05.456250] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: -0.46%, Actual: 3.40%
[2025-11-25T11:32:05.485483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:32:05.489763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:05.539086] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 1.03%, Actual: 1.28%
[2025-11-25T11:32:05.703418] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.84%, Actual: 18.43%
[2025-11-25T11:32:05.761320] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 1.75%
[2025-11-25T11:32:05.840398] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:32:05.962129] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 4.07%, Actual: 1.23%
[2025-11-25T11:32:05.994328] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.54%, Actual: 0.98%
[2025-11-25T11:32:06.028154] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:32:06.102355] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:06.174215] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-25T11:32:06.174509] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:32:06.175503] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:06.175687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:06.177945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:06.178579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:06.179178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:06.182023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:06.183854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:06.184850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:06.187298] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 0.33%
[2025-11-25T11:32:06.199762] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 0.19%
[2025-11-25T11:32:06.232483] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:06.370114] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -1.66% | Symbol ETA: 19.4s | Global ETA: N/A
[2025-11-25T11:32:06.370431] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:32:06.371380] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:06.371532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:06.377446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:06.379505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:06.380145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:06.381168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:06.386075] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.68%, Actual: 0.95%
[2025-11-25T11:32:06.389592] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -1.46%, Actual: 3.45%
[2025-11-25T11:32:06.428949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:06.485102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:06.567235] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.56%
[2025-11-25T11:32:06.568922] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.73%, Actual: 0.11%
[2025-11-25T11:32:06.570028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:32:06.572343] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:32:06.573328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:06.737899] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 0.02%
[2025-11-25T11:32:06.738327] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.55%
[2025-11-25T11:32:06.743589] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:06.805464] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-25T11:32:06.805780] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:32:06.806633] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:06.806784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:06.808615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:06.809220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:06.809721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:06.812282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:06.813791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:06.814587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:06.907501] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.33%, Actual: 0.22%
[2025-11-25T11:32:06.907911] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 35.3884%
[2025-11-25T11:32:06.908076] [INFO ] [main      ] LZB: DISCARDED add_pct_change (score: 35.39%)
[2025-11-25T11:32:06.908193] [INFO ] [main      ] LZB: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:32:06.908299] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag']
[2025-11-25T11:32:06.908413] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:32:06.911263] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.19%, Actual: 0.18%
[2025-11-25T11:32:06.921451] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:06.922098] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:32:06.922984] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:06.923059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:06.924714] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:32:06.927945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:06.930054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:06.931669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:06.932729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:07.100878] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.45%
[2025-11-25T11:32:07.105347] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:07.167571] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:32:07.246943] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -2.73% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-11-25T11:32:07.247299] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:32:07.248217] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:07.248367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:07.253761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:07.255751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:07.256437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:07.257675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:07.272840] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:32:07.277447] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.66%
[2025-11-25T11:32:07.277845] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 33.1860%
[2025-11-25T11:32:07.278022] [INFO ] [main      ] AMX: DISCARDED add_overnight_gap_mag (score: 33.19%)
[2025-11-25T11:32:07.278163] [INFO ] [main      ] AMX: Testing feature 29/53: add_pct_change
[2025-11-25T11:32:07.278272] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_pct_change']
[2025-11-25T11:32:07.278388] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:32:07.290425] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:07.291010] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:32:07.291945] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:07.292089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:07.293897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:07.294472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:07.294981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:07.295966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:07.303121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:07.341114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:07.344976] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:07.362221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:07.397101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:07.399570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:07.406161] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-25T11:32:07.406421] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:32:07.407342] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:07.407482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:07.409307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:07.409927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:07.410413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:07.413010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:07.414481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:07.415243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:07.443820] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:07.450023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:32:07.453593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:07.548101] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.13% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-25T11:32:07.548405] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:32:07.549332] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:07.549492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:07.554559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:07.556921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:07.558769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:07.560007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:07.749837] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:32:07.776739] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:32:07.797223] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:32:07.904296] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:32:07.931113] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:07.956539] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:07.967978] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:08.014684] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-25T11:32:08.014982] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:32:08.015847] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:08.015989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:08.017792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:08.018369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:08.018875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:08.019583] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-25T11:32:08.019893] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:32:08.019875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:08.020728] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:08.020805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:08.022518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:08.023191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:08.023686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:08.026178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:08.027718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:08.028458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:08.065297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:08.101740] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:08.105799] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.53% | Symbol ETA: 17.0s | Global ETA: N/A
[2025-11-25T11:32:08.106088] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:32:08.106947] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:08.107115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:08.111980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:08.113893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:08.114449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:08.115407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:08.123484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:08.125987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:08.161694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:08.218844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:08.222280] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.97% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-25T11:32:08.222596] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:32:08.223697] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:08.223883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:08.230213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:08.233051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:08.235004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:08.236224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:08.308220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:32:08.312024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:08.378037] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:32:08.494032] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:32:08.551366] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:08.597180] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:32:08.615440] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-25T11:32:08.615754] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:32:08.616702] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:08.616864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:08.619213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:08.620003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:08.620601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:08.624033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:08.626278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:08.627422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:08.664312] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:32:08.668354] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:08.753074] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.50% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-11-25T11:32:08.753371] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:32:08.754278] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:08.754420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:08.756248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:08.756865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:08.757386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:08.758383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:08.766508] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:08.802793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:08.836135] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:08.858393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:08.861274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:08.870684] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.13% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-25T11:32:08.870942] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:32:08.871777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:08.871920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:08.877432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:08.879527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:08.881194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:08.882319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:08.970976] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -1.14% | Symbol ETA: 15.9s | Global ETA: N/A
[2025-11-25T11:32:08.971275] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:32:08.972145] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:08.972290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:08.977427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:08.979528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:08.980110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:08.981324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:08.985161] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:32:09.025530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:09.080887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:09.165261] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:09.166149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:32:09.169341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:09.215496] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:32:09.226001] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:32:09.227113] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-25T11:32:09.227403] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:32:09.228271] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:09.228426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:09.230282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:09.230899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:09.231363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:09.233900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:09.235343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:09.236142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:09.387626] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:09.397987] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:09.471052] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.14% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-11-25T11:32:09.471346] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:32:09.472232] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:09.472377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:09.474188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:09.474783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:09.475270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:09.476298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:09.502146] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -1.68% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-25T11:32:09.502436] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:32:09.503267] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:09.503407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:09.508270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:09.510429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:09.512076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:09.513188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:09.518442] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:32:09.521973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:09.578738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:09.581407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:09.587056] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:32:09.710562] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:09.759175] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:09.820722] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-25T11:32:09.840257] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-25T11:32:09.840543] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:32:09.841381] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:09.841553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:09.846426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:09.848359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:09.848966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:09.849174] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:32:09.849954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:09.893679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:09.947338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:09.976850] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:32:10.020160] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:10.032921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:32:10.036173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:10.062798] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.05%, Actual: 0.78%
[2025-11-25T11:32:10.124041] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.50% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:32:10.124186] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:32:10.124955] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:10.125031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:10.129832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:10.132048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:10.133728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:10.134844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:10.179852] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:10.252319] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.16%
[2025-11-25T11:32:10.272935] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 12.5s | Global ETA: N/A
[2025-11-25T11:32:10.273266] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:32:10.274399] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:10.274595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:10.276963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:10.277777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:10.278385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:10.279724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:10.326030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:10.381426] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:32:10.381697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:10.383994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:10.429939] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.53%
[2025-11-25T11:32:10.477319] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:32:10.553403] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:10.613713] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:32:10.649184] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:10.693334] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -3.25% | Symbol ETA: 14.0s | Global ETA: N/A
[2025-11-25T11:32:10.693664] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:32:10.694526] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:10.694690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:10.699732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:10.701628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:10.702299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:10.703621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:10.732193] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:32:10.747493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:10.750750] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.78% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-25T11:32:10.751047] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:32:10.751945] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:10.752099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:10.757125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:10.759398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:10.761131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:10.762249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:10.801869] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 1.54%
[2025-11-25T11:32:10.802551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:10.887224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:32:10.890808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:10.915156] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:10.973966] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:32:11.003005] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.59% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-11-25T11:32:11.003324] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:32:11.004258] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:11.004426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:11.006611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:11.007341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:11.007866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:11.008894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:11.051111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:11.111346] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:32:11.119751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:11.123064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:11.153991] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:32:11.233604] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:32:11.292376] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:11.328241] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:32:11.395694] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-25T11:32:11.395843] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:32:11.396663] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:11.396755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:11.401747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:11.403222] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:11.404165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:11.405928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:11.407095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:11.472798] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:32:11.505910] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:32:11.532907] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 2.01% | Symbol ETA: 13.1s | Global ETA: N/A
[2025-11-25T11:32:11.533201] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:32:11.534116] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:11.534264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:11.539163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:11.541137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:11.541746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:11.542729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:11.585483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:11.639087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:11.649325] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:11.674516] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:32:11.674881] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 20.9530%
[2025-11-25T11:32:11.674999] [INFO ] [main      ] PFL: DISCARDED add_prev_1100_to_open (score: 20.95%)
[2025-11-25T11:32:11.675111] [INFO ] [main      ] PFL: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:32:11.675207] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100']
[2025-11-25T11:32:11.675322] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:32:11.686805] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:11.687312] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:32:11.688238] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:11.688372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:11.690136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:11.690733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:11.691193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:11.693663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:11.695047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:11.695813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:11.721918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:32:11.725179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:11.735007] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.11% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-11-25T11:32:11.735305] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:32:11.736177] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:11.736320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:11.738122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:11.738733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:11.739227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:11.740246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:11.758822] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:32:11.784357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:11.839555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:11.842012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:11.929309] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:12.028898] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.39% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-25T11:32:12.029180] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:32:12.030020] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:12.030162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:12.035073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:12.036704] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:32:12.037161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:12.038775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:12.039826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:12.064762] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:32:12.182745] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:32:12.207395] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:12.234501] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:12.270097] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-11-25T11:32:12.270375] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:32:12.271237] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:12.271371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:12.273185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:12.273768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:12.274229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:12.276632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:12.278078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:12.278851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:12.353301] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:12.362071] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 2.38% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-25T11:32:12.362367] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:32:12.363221] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:12.363400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:12.368257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:12.370106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:12.370707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:12.371679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:12.375913] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:32:12.413252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:12.443783] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.85% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:32:12.443969] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:32:12.444950] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:12.445094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:12.446839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:12.447449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:12.447970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:12.448969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:12.467015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:12.495400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:12.544080] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:12.553129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:32:12.553306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:12.555755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:12.556443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:12.632236] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:32:12.643323] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.17% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-25T11:32:12.643600] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:32:12.644449] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:12.644594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:12.649434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:12.651526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:12.653183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:12.654287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:12.807513] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:12.870144] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:32:12.870404] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:32:12.871231] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:12.871365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:12.873080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:12.873637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:12.874113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:12.876547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:12.878001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:12.878771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:12.900181] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:32:12.902220] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:32:12.990398] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:32:13.081394] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:13.082464] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:13.159899] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:13.164267] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.54% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-25T11:32:13.164562] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:32:13.165429] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:13.165576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:13.167344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:13.167927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:13.168386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:13.169352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:13.211510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:13.218783] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:32:13.221719] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-25T11:32:13.258605] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.98% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-25T11:32:13.266815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:13.269078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:13.394271] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:13.401279] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 7.86%, Actual: 1.10%
[2025-11-25T11:32:13.430873] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.13%, Actual: 1.96%
[2025-11-25T11:32:13.456262] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-11-25T11:32:13.456529] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:32:13.457405] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:13.457540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:13.459293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:13.459870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:13.460352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:13.463038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:13.464414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:13.465195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:13.587307] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -1.66%, Actual: 0.16%
[2025-11-25T11:32:13.614591] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.97%, Actual: 3.33%
[2025-11-25T11:32:13.619302] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:32:13.777735] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -2.73%, Actual: 2.82%
[2025-11-25T11:32:13.784973] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.13%, Actual: 3.40%
[2025-11-25T11:32:13.790965] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:13.816051] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:32:13.874578] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.93% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-25T11:32:13.874890] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:32:13.875734] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:13.875873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:13.877741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:13.878326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:13.878841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:13.879837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:13.922440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:13.953924] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -1.68%, Actual: 18.43%
[2025-11-25T11:32:13.964793] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.53%, Actual: 1.65%
[2025-11-25T11:32:13.978432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:13.980911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:13.990219] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:14.052632] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-25T11:32:14.052940] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:32:14.053833] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:14.053968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:14.055731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:14.056302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:14.056802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:14.059453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:14.060894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:14.061675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:14.122577] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.50%, Actual: 1.23%
[2025-11-25T11:32:14.146831] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -1.14%, Actual: 1.54%
[2025-11-25T11:32:14.294616] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.78%, Actual: 0.33%
[2025-11-25T11:32:14.332453] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:32:14.342718] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 1.03%, Actual: 1.33%
[2025-11-25T11:32:14.428070] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:32:14.466031] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 3.45%
[2025-11-25T11:32:14.503509] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:14.529144] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -3.25%, Actual: 2.35%
[2025-11-25T11:32:14.583760] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.44% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-25T11:32:14.603057] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:14.636266] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.39%, Actual: 0.11%
[2025-11-25T11:32:14.665891] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-25T11:32:14.666059] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:32:14.666966] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:14.667132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:14.668922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:14.669492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:14.669990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:14.672501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:14.673981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:14.674764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:14.709283] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 2.01%, Actual: 0.72%
[2025-11-25T11:32:14.758312] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.08%, Actual: 1.28%
[2025-11-25T11:32:14.803395] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.17%, Actual: 0.55%
[2025-11-25T11:32:14.883435] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 2.38%, Actual: 2.91%
[2025-11-25T11:32:14.930151] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.50%, Actual: 1.75%
[2025-11-25T11:32:14.972385] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.98%, Actual: 0.22%
[2025-11-25T11:32:14.972949] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 30.3819%
[2025-11-25T11:32:14.973121] [INFO ] [main      ] LZB: DISCARDED add_preclose_acceleration_mag (score: 30.38%)
[2025-11-25T11:32:14.973237] [INFO ] [main      ] LZB: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:32:14.973340] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prev_1100_to_open']
[2025-11-25T11:32:14.973455] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:32:14.987159] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:14.987736] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:32:14.988671] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:14.988806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:14.993659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:14.995962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:14.997615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:14.998317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:15.025578] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:32:15.063808] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: 0.66%, Actual: 2.66%
[2025-11-25T11:32:15.064079] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 47.5272%
[2025-11-25T11:32:15.064205] [INFO ] [main      ] KNF: DISCARDED add_open_vs_prev_range_position (score: 47.53%)
[2025-11-25T11:32:15.064313] [INFO ] [main      ] KNF: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:32:15.064368] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_overnight_gap_amplitude']
[2025-11-25T11:32:15.064440] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:32:15.078024] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:15.078875] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:32:15.079899] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:15.080056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:15.085075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:15.087018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:15.087704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:15.088773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:15.101692] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.98%
[2025-11-25T11:32:15.134275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:15.191132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:15.197958] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:15.258572] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-25T11:32:15.258880] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:32:15.259725] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:15.259858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:15.261577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:15.262152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:15.262616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:15.265101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:15.266491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:15.267281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:15.270713] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 0.19%
[2025-11-25T11:32:15.275176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:32:15.276015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:15.335112] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:32:15.440528] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 0.95%
[2025-11-25T11:32:15.503735] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:15.608546] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.56% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-11-25T11:32:15.608843] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:32:15.609693] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:15.610028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:15.611047] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.56%
[2025-11-25T11:32:15.611564] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:32:15.614873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:15.617067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:15.618741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:15.619490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:15.630574] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:32:15.781433] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:15.782682] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 0.02%
[2025-11-25T11:32:15.818606] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:15.881789] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-25T11:32:15.882060] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:32:15.882894] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:15.883029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:15.884744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:15.885306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:15.885790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:15.888369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:15.889947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:15.890705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:15.911460] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 6.43% | Symbol ETA: 18.2s | Global ETA: N/A
[2025-11-25T11:32:15.911610] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:32:15.912371] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:15.912448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:15.917225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:15.919187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:15.919779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:15.920759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:15.963967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:15.967270] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.18%
[2025-11-25T11:32:15.980318] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:32:16.018918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:16.102260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:32:16.103201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:16.141920] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.93%, Actual: 0.45%
[2025-11-25T11:32:16.148461] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:16.234157] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:32:16.250602] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.38% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-11-25T11:32:16.250938] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:32:16.251793] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:16.251932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:16.257191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:16.259418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:16.261063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:16.261867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:16.315944] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.44%, Actual: 0.66%
[2025-11-25T11:32:16.316224] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 34.5217%
[2025-11-25T11:32:16.316352] [INFO ] [main      ] AMX: DISCARDED add_pct_change (score: 34.52%)
[2025-11-25T11:32:16.316415] [INFO ] [main      ] AMX: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:32:16.316467] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_preclose_acceleration_mag']
[2025-11-25T11:32:16.316524] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:32:16.331192] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:16.331749] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:32:16.332735] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:16.332933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:16.334886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:16.335497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:16.336025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:16.337104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:16.382669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:16.411319] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:16.441236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:16.443032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:16.446571] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:32:16.474585] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-25T11:32:16.474906] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:32:16.475853] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:16.475988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:16.477782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:16.478370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:16.478988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:16.481597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:16.483119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:16.483919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:16.605972] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:32:16.623220] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:16.757128] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -2.65% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-25T11:32:16.757424] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:32:16.758312] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:16.758462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:16.763677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:16.765603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:16.766203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:16.767238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:16.775021] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:16.789044] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:32:16.815598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:16.840424] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:32:16.874423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:16.878696] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.71% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:32:16.878989] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:32:16.879866] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:16.880006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:16.885016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:16.887271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:16.888996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:16.889821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:16.961557] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:16.967895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:32:16.968969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:17.015922] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:17.035690] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-11-25T11:32:17.035861] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:32:17.036787] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:17.036934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:17.038682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:17.039258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:17.039759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:17.040766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:17.078196] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-25T11:32:17.078393] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:32:17.079226] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:32:17.079454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:17.081247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:17.081863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:17.082345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:17.084779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:17.085103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:17.086475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:17.087406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:17.142093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:17.143589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:17.264170] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:32:17.318867] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:32:17.439762] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:32:17.443639] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:17.490741] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:17.494771] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:32:17.545966] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-25T11:32:17.546237] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:32:17.547092] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:17.547232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:17.552095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:17.554231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:17.555912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:17.556687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:17.618150] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:17.620581] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -4.45% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-25T11:32:17.620902] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:32:17.621775] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:17.621920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:17.626839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:17.628770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:17.629323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:17.630288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:17.669403] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:17.674922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:17.678952] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-25T11:32:17.732366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:17.743350] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 12.8s | Global ETA: N/A
[2025-11-25T11:32:17.743667] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:32:17.744493] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:17.744664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:17.746375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:17.746998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:17.747492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:17.748494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:17.791985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:17.817906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:32:17.819017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:17.848974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:17.849710] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.05%, Actual: 0.78%
[2025-11-25T11:32:17.850506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:17.896319] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:32:18.020270] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.16%
[2025-11-25T11:32:18.077862] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:18.162810] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:32:18.181385] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.85% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-25T11:32:18.181531] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:32:18.182292] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:18.182369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:18.187276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:18.189499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:18.191181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:18.191954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:18.200525] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:32:18.207189] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.53%
[2025-11-25T11:32:18.337237] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:18.376576] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:18.389639] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:32:18.452317] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-25T11:32:18.452616] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:32:18.453492] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:18.453655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:18.455475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:18.456146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:18.456637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:18.457698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:18.474530] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 15.8s | Global ETA: N/A
[2025-11-25T11:32:18.474829] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:32:18.475683] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:18.475824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:18.480681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:18.482551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:18.483129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:18.484056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:18.502824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:18.528700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:18.545540] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:32:18.559681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:18.561110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:18.569694] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 1.54%
[2025-11-25T11:32:18.585021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:18.670235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:32:18.671314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:18.720402] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:18.742274] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:32:18.821009] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.68% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-25T11:32:18.821301] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:32:18.822165] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:18.822305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:18.827207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:18.829290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:18.830966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:18.831732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:18.908273] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:32:18.912418] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:32:19.010421] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:32:19.082851] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:32:19.085154] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:19.161868] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.25% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-25T11:32:19.162179] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:32:19.163033] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:19.163175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:19.165001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:19.165574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:19.166067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:19.167081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:19.172981] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:32:19.180552] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:19.210785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:19.252413] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:32:19.268086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:19.269522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:19.309843] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-25T11:32:19.310013] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:32:19.310953] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:19.311098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:19.316011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:19.317913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:19.318473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:19.319469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:19.344884] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:19.362546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:19.417602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:19.421848] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:32:19.422226] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 25.3123%
[2025-11-25T11:32:19.422419] [INFO ] [main      ] PFL: KEPT add_prev_close_to_1100 (score: 25.31%)
[2025-11-25T11:32:19.422546] [INFO ] [main      ] PFL: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:32:19.422663] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prev_close_to_open']
[2025-11-25T11:32:19.422768] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:32:19.433816] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:19.434467] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:32:19.435400] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:19.435533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:19.437308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:19.437932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:19.438394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:19.440879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:19.442261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:19.443026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:19.443827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:19.448798] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-25T11:32:19.449091] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:32:19.449961] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:19.450106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:19.454940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:19.457203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:19.458826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:19.459583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:19.501670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:32:19.502453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:19.615287] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:32:19.801342] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:19.802847] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:32:19.811372] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:32:19.860944] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:32:19.881934] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-25T11:32:19.882096] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:32:19.882930] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:19.883011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:19.885044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:19.885891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:19.886411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:19.887477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:19.933715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:19.973326] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:19.982403] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:19.993462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:19.995016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:20.036126] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:32:20.036382] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:32:20.037263] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:20.037402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:20.038238] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:20.039159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:20.039764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:20.040221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:20.042659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:20.044042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:20.044813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:20.045554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:20.086637] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -0.15% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-25T11:32:20.086957] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:32:20.087906] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:20.088053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:20.092948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:20.095068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:20.096756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:20.097536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:20.169761] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 1.40% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-11-25T11:32:20.170062] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:32:20.170956] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:20.171101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:20.176153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:20.178090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:20.178688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:20.179672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:20.222400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:20.277061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:20.351935] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:32:20.363827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:32:20.364954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:20.389863] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:32:20.447842] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:32:20.532140] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:20.560984] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:20.607809] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-25T11:32:20.608118] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:32:20.609033] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:20.609182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:20.611066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:20.611684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:20.612178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:20.613197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:20.618103] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:20.623396] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-25T11:32:20.623702] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:32:20.624524] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:20.624698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:20.626428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:20.627028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:20.627517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:20.630056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:20.631523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:20.632307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:20.633110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:20.656231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:20.711538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:20.712981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:20.721194] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.20% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:32:20.721473] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:32:20.722322] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:20.722462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:20.727314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:20.729389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:20.731022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:20.731790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:20.732518] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:32:20.914286] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:20.977385] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:32:21.046033] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -0.99% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-11-25T11:32:21.046204] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:32:21.047168] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:21.047319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:21.052308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:21.052283] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:32:21.054130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:21.054739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:21.055726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:21.075622] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:32:21.099635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:21.146481] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:21.154908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:21.209129] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.29% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-25T11:32:21.209414] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:32:21.210242] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:21.210376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:21.212087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:21.212664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:21.213124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:21.215558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:21.217064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:21.217847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:21.218584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:21.221107] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:21.239480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:32:21.240435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:21.248768] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:21.294239] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-25T11:32:21.294538] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:32:21.295374] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:21.295534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:21.297308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:21.297902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:21.298379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:21.299341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:21.341606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:21.349377] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.25% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:32:21.396299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:21.397544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:21.563029] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:32:21.579343] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.56%, Actual: 1.96%
[2025-11-25T11:32:21.580953] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:32:21.736142] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:21.746919] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:32:21.749278] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.38%, Actual: 3.33%
[2025-11-25T11:32:21.751730] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:21.800209] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-25T11:32:21.800378] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:32:21.801178] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:21.801400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:21.803530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:21.804264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:21.804889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:21.808460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:21.810580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:21.811443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:21.812259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:21.879894] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-25T11:32:21.880207] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:32:21.881163] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:21.881313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:21.886572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:21.888533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:21.889129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:21.890183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:21.919832] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.71%, Actual: 3.40%
[2025-11-25T11:32:21.928961] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:21.935596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:21.994157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:22.005042] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.61% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-25T11:32:22.005352] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:32:22.006280] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:22.006428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:22.008304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:22.008944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:22.009465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:22.010517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:22.056132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:22.083409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:32:22.084440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:22.092714] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 18.43%
[2025-11-25T11:32:22.113283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:22.114676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:22.158830] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:32:22.271715] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 1.23%
[2025-11-25T11:32:22.329895] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:22.394506] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-25T11:32:22.394861] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:32:22.395792] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:22.395930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:22.398292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:22.399202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:22.399817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:22.403242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:22.404817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:22.405597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:22.406361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:22.443711] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:32:22.451594] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.68%, Actual: 0.33%
[2025-11-25T11:32:22.474189] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:32:22.625958] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 3.45%
[2025-11-25T11:32:22.628002] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:22.655709] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:22.733379] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-25T11:32:22.733684] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:32:22.734536] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:22.734694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:22.736469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:22.737116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:22.737626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:22.738569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:22.757164] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 6.21% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-25T11:32:22.757478] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:32:22.758364] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:22.758507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:22.760768] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:32:22.763473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:22.765376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:22.765966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:22.766932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:22.784096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:22.802321] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.15%, Actual: 0.11%
[2025-11-25T11:32:22.812380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:22.847085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:22.848688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:22.867609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:22.935296] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:22.952350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:32:22.953431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:22.977953] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 0.55%
[2025-11-25T11:32:22.997936] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-25T11:32:22.998217] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:32:22.999095] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:22.999227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:23.000958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:23.001534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:23.002017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:23.004476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:23.005925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:23.006738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:23.007508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:23.156324] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.25%, Actual: 0.22%
[2025-11-25T11:32:23.156764] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 38.9620%
[2025-11-25T11:32:23.156954] [INFO ] [main      ] LZB: DISCARDED add_prev_1100_to_open (score: 38.96%)
[2025-11-25T11:32:23.157096] [INFO ] [main      ] LZB: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:32:23.157212] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prev_close_to_1100']
[2025-11-25T11:32:23.157330] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:32:23.170294] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:23.170867] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:32:23.171894] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:23.172038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:23.177146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:23.179390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:23.181179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:23.182040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:23.204753] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:32:23.300593] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:32:23.349856] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:32:23.382354] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:23.454313] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-25T11:32:23.480621] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:23.529019] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:23.552412] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:32:23.593276] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:32:23.593553] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:32:23.594426] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:23.594561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:23.596270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:23.596839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:23.597319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:23.599844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:23.601249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:23.602014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:23.602776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:23.611859] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -1.69% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-25T11:32:23.632669] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.24%, Actual: 1.28%
[2025-11-25T11:32:23.737764] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:23.799484] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 6.43%, Actual: 1.10%
[2025-11-25T11:32:23.808167] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 1.75%
[2025-11-25T11:32:23.845579] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.41% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-25T11:32:23.845905] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:32:23.846891] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:23.847057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:23.852406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:23.854659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:23.856370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:23.857165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:23.942440] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:32:23.975718] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -2.65%, Actual: 0.16%
[2025-11-25T11:32:23.982564] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.98%
[2025-11-25T11:32:24.115233] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:24.157254] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.25%, Actual: 0.19%
[2025-11-25T11:32:24.164446] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -4.45%, Actual: 2.82%
[2025-11-25T11:32:24.178297] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-25T11:32:24.178574] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:32:24.179382] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:24.179516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:24.181220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:24.181793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:24.182246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:24.184689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:24.186183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:24.186953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:24.187742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:24.229877] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:32:24.340577] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 0.95%
[2025-11-25T11:32:24.354567] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.22%, Actual: 1.65%
[2025-11-25T11:32:24.422342] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:24.518682] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.56%
[2025-11-25T11:32:24.532394] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.53% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-11-25T11:32:24.532702] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:32:24.533558] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:24.533745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:24.533874] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:32:24.534809] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.62%, Actual: 1.54%
[2025-11-25T11:32:24.539122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:24.541392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:24.543190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:24.544038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:24.694366] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.16%, Actual: 0.02%
[2025-11-25T11:32:24.703492] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:24.717973] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 1.40%, Actual: 1.33%
[2025-11-25T11:32:24.764552] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-25T11:32:24.764857] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:32:24.765678] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:24.765812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:24.767520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:24.768091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:24.768557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:24.771027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:24.772412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:24.773178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:24.773938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:24.868133] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.61%, Actual: 0.18%
[2025-11-25T11:32:24.891380] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -0.99%, Actual: 2.35%
[2025-11-25T11:32:24.910330] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:32:25.048711] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.45%
[2025-11-25T11:32:25.065149] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -0.82%, Actual: 0.72%
[2025-11-25T11:32:25.092366] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:25.120754] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:32:25.204591] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.24% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:32:25.204904] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:32:25.205884] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:25.206042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:25.211510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:25.213951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:25.215755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:25.216556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:25.228506] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.06%, Actual: 0.66%
[2025-11-25T11:32:25.228925] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 25.5499%
[2025-11-25T11:32:25.229097] [INFO ] [main      ] AMX: DISCARDED add_preclose_acceleration_mag (score: 25.55%)
[2025-11-25T11:32:25.229221] [INFO ] [main      ] AMX: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:32:25.229279] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_prev_1100_to_open']
[2025-11-25T11:32:25.229412] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:32:25.242932] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:25.243388] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:32:25.243976] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 6.21%, Actual: 2.91%
[2025-11-25T11:32:25.244286] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:25.244367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:25.246151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:25.246721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:25.247199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:25.248153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:25.294989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:25.302802] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:25.355605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:25.356399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:25.365921] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-25T11:32:25.417375] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -1.69%, Actual: 2.66%
[2025-11-25T11:32:25.417773] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 44.1700%
[2025-11-25T11:32:25.417938] [INFO ] [main      ] KNF: DISCARDED add_overnight_gap_amplitude (score: 44.17%)
[2025-11-25T11:32:25.418056] [INFO ] [main      ] KNF: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:32:25.418162] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_overnight_gap_mag']
[2025-11-25T11:32:25.418275] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:32:25.430963] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:25.431542] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:32:25.432462] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:25.432610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:25.437717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:25.439760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:25.440370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:25.441407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:25.486835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:25.537014] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.78%
[2025-11-25T11:32:25.543902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:25.582135] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:32:25.632702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:25.633943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:25.707026] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 0.16%
[2025-11-25T11:32:25.707334] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:32:25.766841] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:25.874899] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -1.13% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-25T11:32:25.875193] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:32:25.876110] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:25.876255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:25.881474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:25.881417] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.29%, Actual: 0.53%
[2025-11-25T11:32:25.883234] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:25.883609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:25.885408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:25.886228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:25.957542] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.16% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-25T11:32:25.957861] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:32:25.958762] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:25.958908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:25.960737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:25.961334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:25.961897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:25.962932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:25.985129] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:32:26.010558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:26.056383] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:32:26.070533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:26.071544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:26.158545] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:26.232272] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:32:26.256689] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:32:26.296620] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 7.99% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-25T11:32:26.296952] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:32:26.297888] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:26.298050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:26.303261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:26.305516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:26.306220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:26.307292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:26.351935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:26.408314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:26.419000] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:32:26.437742] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:26.439695] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:32:26.499197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:26.500347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:26.549696] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 2.34% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-25T11:32:26.550003] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:32:26.550910] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:26.551054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:26.556385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:26.558989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:26.560833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:26.561603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:26.603587] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:32:26.617000] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:26.693985] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-11-25T11:32:26.694279] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:32:26.695067] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:26.695212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:26.696959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:26.697552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:26.698050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:26.699041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:26.742268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:26.794855] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:32:26.799146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:26.800275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:26.849685] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:32:26.923407] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:32:27.002414] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:32:27.025843] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:27.104284] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:27.140746] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:32:27.156973] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.22% | Symbol ETA: 16.5s | Global ETA: N/A
[2025-11-25T11:32:27.157293] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:32:27.158151] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:27.158297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:27.163165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:27.165085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:27.165688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:27.166664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:27.176515] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:32:27.176915] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 24.2712%
[2025-11-25T11:32:27.177051] [INFO ] [main      ] PFL: DISCARDED add_prev_close_to_open (score: 24.27%)
[2025-11-25T11:32:27.177159] [INFO ] [main      ] PFL: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:32:27.177272] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure']
[2025-11-25T11:32:27.177373] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:32:27.188333] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:27.189023] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:32:27.189954] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:27.190086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:27.191939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:27.192525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:27.193011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:27.195463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:27.196921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:27.197705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:27.200452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:27.210513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:27.211240] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-25T11:32:27.211535] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:32:27.212451] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:27.212602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:27.217989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:27.220332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:27.222109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:27.222964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:27.265374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:27.312336] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:27.351591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:27.352834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:27.386018] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-11-25T11:32:27.386319] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:32:27.387192] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:27.387341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:27.389101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:27.389717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:27.390205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:27.391176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:27.434592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:27.490328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:27.491351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:27.553631] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:32:27.587488] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:32:27.696186] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:32:27.742404] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:27.771918] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:27.808850] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-25T11:32:27.809126] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:32:27.809950] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:27.810087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:27.811999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:27.812767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:27.813302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:27.815886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:27.817314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:27.818091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:27.820891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:27.845158] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:32:27.866330] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:27.878262] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -1.47% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-25T11:32:27.878437] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:32:27.879266] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:27.879359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:27.884386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:27.886549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:27.888341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:27.889078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:27.999632] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 15.6s | Global ETA: N/A
[2025-11-25T11:32:27.999947] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:32:28.000810] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:28.000953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:28.005836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:28.007759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:28.008337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:28.009315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:28.019222] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:28.052601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:28.093517] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.00% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-11-25T11:32:28.093851] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:32:28.094737] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:28.094884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:28.096690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:28.097342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:28.097863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:28.098879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:28.107535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:28.145185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:28.169281] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:32:28.191386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:28.192412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:28.200375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:28.201408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:28.248795] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:32:28.340153] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:28.409680] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-25T11:32:28.409926] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:32:28.410784] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:28.410921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:28.412667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:28.413229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:28.413718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:28.416147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:28.417614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:28.418425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:28.421226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:28.431395] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:28.536137] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:32:28.544484] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.00% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-25T11:32:28.544683] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:32:28.545503] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:28.545597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:28.550986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:28.553136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:28.554806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:28.555687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:28.633172] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:32:28.707789] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:28.772452] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:32:28.809029] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:28.839990] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 5.10% | Symbol ETA: 14.7s | Global ETA: N/A
[2025-11-25T11:32:28.840293] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:32:28.841134] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:28.841279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:28.846148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:28.848061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:28.848628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:28.849577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:28.884484] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-25T11:32:28.884746] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:32:28.885568] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:28.885698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:28.887432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:28.888032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:28.888522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:28.889488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:28.893149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:28.918293] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:32:28.943618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:28.943931] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:28.947738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:29.011857] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.40% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-25T11:32:29.012157] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:32:29.013038] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:29.013175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:29.014970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:29.015536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:29.016011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:29.018513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:29.019969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:29.020723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:29.022092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:29.023098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:29.023607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:29.032175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:29.033219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:29.097207] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:29.202608] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.16% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-25T11:32:29.202927] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:32:29.203818] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:29.203969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:29.209241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:29.211495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:29.213230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:29.214054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:29.366226] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:32:29.366681] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:32:29.373633] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:32:29.537386] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:29.541661] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:29.546682] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:29.576040] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:32:29.604889] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-25T11:32:29.605058] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:32:29.606040] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:29.606172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:29.607970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:29.608536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:29.609024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:29.611516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:29.612962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:29.613741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:29.616510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:29.617303] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-25T11:32:29.617589] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:32:29.618457] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:29.618599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:29.620329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:29.621012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:29.621500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:29.622472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:29.665332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:29.682154] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -2.10% | Symbol ETA: 13.8s | Global ETA: N/A
[2025-11-25T11:32:29.682455] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:32:29.683366] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:29.683519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:29.689034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:29.691201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:29.691883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:29.692909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:29.721166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:29.722246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:29.740043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:29.757628] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:29.797082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:29.867349] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.77% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-25T11:32:29.890949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:29.892478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:29.966234] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:32:30.047059] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.41%, Actual: 1.96%
[2025-11-25T11:32:30.091121] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:32:30.138694] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:30.205847] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:32:30.206123] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:32:30.206972] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:30.207121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:30.208895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:30.209484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:30.209981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:30.212458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:30.213893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:30.214669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:30.217465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:30.218341] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.53%, Actual: 3.33%
[2025-11-25T11:32:30.268490] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:30.268824] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:32:30.344119] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.65% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-25T11:32:30.344459] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:32:30.345312] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:30.345460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:30.347247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:30.347880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:30.348366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:30.349344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:30.388461] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.24%, Actual: 3.40%
[2025-11-25T11:32:30.393401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:30.439938] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:30.449549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:30.450703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:30.558366] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -1.13%, Actual: 18.43%
[2025-11-25T11:32:30.560253] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:32:30.570532] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -2.34% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-25T11:32:30.570715] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:32:30.571600] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:30.571763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:30.576680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:30.578550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:30.579204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:30.580170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:30.623806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:30.679376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:30.731503] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 2.34%, Actual: 1.23%
[2025-11-25T11:32:30.733746] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:30.764692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:30.765579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:30.796598] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:32:30.799738] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-25T11:32:30.799992] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:32:30.800866] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:30.800997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:30.802725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:30.803279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:30.803772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:30.806248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:30.807675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:30.808468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:30.811212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:30.903553] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.35%, Actual: 0.33%
[2025-11-25T11:32:30.969833] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:31.044989] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.95% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-25T11:32:31.045281] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:32:31.046111] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:31.046253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:31.048000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:31.048571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:31.049066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:31.050036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:31.075506] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -1.47%, Actual: 3.45%
[2025-11-25T11:32:31.092277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:31.113154] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:32:31.147070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:31.147980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:31.161088] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:32:31.243043] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.00%, Actual: 0.11%
[2025-11-25T11:32:31.282761] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:31.332025] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:31.397074] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-25T11:32:31.397334] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:32:31.398193] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:31.398326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:31.400071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:31.400625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:31.401149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:31.403547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:31.404968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:31.405733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:31.408449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:31.411537] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.16%, Actual: 0.55%
[2025-11-25T11:32:31.417317] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -1.90% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-25T11:32:31.417467] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:32:31.418272] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:31.418489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:31.423282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:31.425105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:31.425595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:31.426486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:31.469935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:31.488138] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:32:31.524434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:31.583287] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.77%, Actual: 0.22%
[2025-11-25T11:32:31.583556] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 39.2341%
[2025-11-25T11:32:31.583676] [INFO ] [main      ] LZB: DISCARDED add_prev_close_to_1100 (score: 39.23%)
[2025-11-25T11:32:31.583755] [INFO ] [main      ] LZB: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:32:31.583816] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prev_close_to_open']
[2025-11-25T11:32:31.583870] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:32:31.598120] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:31.598868] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:32:31.599935] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:31.600094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:31.605175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:31.607773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:31.608310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:31.609199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:31.609698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:31.610410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:31.659308] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:31.733710] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-25T11:32:31.733864] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:32:31.734606] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:31.734696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:31.736373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:31.736906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:31.737489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:31.738452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:31.751951] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:32:31.781253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:31.836536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:31.837688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:31.924488] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:31.952947] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:32:31.953715] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:32:31.990683] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-25T11:32:31.990965] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:32:31.991820] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:31.991952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:31.993702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:31.994310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:31.994824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:31.997399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:31.998825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:31.999590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:32.002461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:32.123159] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:32.125199] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:32.178186] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:32:32.228058] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 2.16% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-25T11:32:32.228222] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:32:32.229020] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:32.229222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:32.234084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:32.236173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:32.237883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:32.238661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:32.252216] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -1.00% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-25T11:32:32.252499] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:32:32.253370] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:32.253512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:32.258377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:32.260217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:32.260804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:32.261775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:32.304426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:32.345768] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:32:32.350820] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:32.359208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:32.421580] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-25T11:32:32.446495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:32.447552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:32.521254] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:32.582361] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:32:32.588080] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-25T11:32:32.588377] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:32:32.589277] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:32.589415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:32.591215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:32.591806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:32.592308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:32.594173] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.16%, Actual: 1.28%
[2025-11-25T11:32:32.594821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:32.596278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:32.597081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:32.600065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:32.761189] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:32.764898] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 1.75%
[2025-11-25T11:32:32.807869] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:32:32.871549] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.74% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-25T11:32:32.871890] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:32:32.872783] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:32.872937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:32.878548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:32.880780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:32.882505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:32.883294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:32.938375] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.98%
[2025-11-25T11:32:32.955340] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:32:32.983340] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:33.108551] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.00%, Actual: 0.19%
[2025-11-25T11:32:33.113547] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 1.96% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-25T11:32:33.113735] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:32:33.114616] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:33.114824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:33.119955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:33.122025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:33.122711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:33.123718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:33.125053] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:33.166989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:33.189772] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-25T11:32:33.221035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:33.238336] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:32:33.281155] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 0.95%
[2025-11-25T11:32:33.305572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:32:33.306722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:33.361013] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:32:33.420073] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:33.456340] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.34%, Actual: 0.56%
[2025-11-25T11:32:33.529245] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.16% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-25T11:32:33.529391] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:32:33.530285] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:33.530363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:33.533385] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 0.16%
[2025-11-25T11:32:33.535486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:33.537866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:33.539672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:33.540381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:33.630298] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.65%, Actual: 0.02%
[2025-11-25T11:32:33.650610] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:32:33.710883] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.40%, Actual: 0.53%
[2025-11-25T11:32:33.801324] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.95%, Actual: 0.18%
[2025-11-25T11:32:33.823256] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:33.882753] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:32:33.907254] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:32:33.951289] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -1.09% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-25T11:32:33.973562] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.43%, Actual: 0.45%
[2025-11-25T11:32:34.053675] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.54%
[2025-11-25T11:32:34.090277] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:34.121998] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 7.99%, Actual: 1.10%
[2025-11-25T11:32:34.144762] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.15%, Actual: 0.66%
[2025-11-25T11:32:34.145015] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 30.2591%
[2025-11-25T11:32:34.145145] [INFO ] [main      ] AMX: DISCARDED add_prev_1100_to_open (score: 30.26%)
[2025-11-25T11:32:34.145211] [INFO ] [main      ] AMX: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:32:34.145261] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_prev_close_to_1100']
[2025-11-25T11:32:34.145335] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:32:34.159231] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:34.159853] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:32:34.160831] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:34.160974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:34.162813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:34.163478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:34.163989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:34.164983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:34.202001] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.65% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-25T11:32:34.202308] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:32:34.203178] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:34.203327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:34.208700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:34.208894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:34.210903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:34.212553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:34.213337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:34.224508] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.01%
[2025-11-25T11:32:34.266264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:34.267417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:34.297502] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.22%, Actual: 0.16%
[2025-11-25T11:32:34.402752] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:32:34.469370] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 2.82%
[2025-11-25T11:32:34.579562] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:32:34.590740] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:32:34.621705] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:32:34.640933] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 5.10%, Actual: 1.65%
[2025-11-25T11:32:34.754882] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:32:34.775560] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:34.799556] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:34.813993] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -2.10%, Actual: 1.54%
[2025-11-25T11:32:34.874276] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 12.5s | Global ETA: N/A
[2025-11-25T11:32:34.874443] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:32:34.875227] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:34.875451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:34.877209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:34.877813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:34.878289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:34.879250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:34.886322] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 2.17% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-25T11:32:34.886489] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:32:34.887354] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:34.887579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:34.892775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:34.895202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:34.897106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:34.897950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:34.923808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:34.926630] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:32:34.927003] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 25.5054%
[2025-11-25T11:32:34.927220] [INFO ] [main      ] PFL: KEPT add_prior_day_tail_pressure (score: 25.51%)
[2025-11-25T11:32:34.927333] [INFO ] [main      ] PFL: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:32:34.927427] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_prior_mag_lag']
[2025-11-25T11:32:34.927528] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:32:34.938794] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:34.939448] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:32:34.940367] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:34.940500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:34.942274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:34.942869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:34.943372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:34.945863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:34.947325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:34.948170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:34.951014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:34.952713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:34.982435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:34.983422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:34.984491] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -2.34%, Actual: 1.33%
[2025-11-25T11:32:35.155596] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.90%, Actual: 2.35%
[2025-11-25T11:32:35.255109] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:32:35.305248] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:32:35.326508] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -1.00%, Actual: 0.72%
[2025-11-25T11:32:35.337322] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:32:35.423326] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:35.476141] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:35.495611] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 1.96%, Actual: 2.91%
[2025-11-25T11:32:35.513026] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:35.526954] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -1.88% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-25T11:32:35.527259] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:32:35.528229] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:35.528416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:35.533405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:35.535632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:35.537385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:35.538176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:35.546332] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-25T11:32:35.546608] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:32:35.547463] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:35.547598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:35.549362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:35.549939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:35.550401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:35.552883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:35.554269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:35.555037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:35.557816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:35.559519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:35.588950] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-11-25T11:32:35.589272] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:32:35.590152] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:35.590301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:35.592133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:35.592754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:35.593242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:35.594240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:35.639917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:35.664186] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -1.09%, Actual: 2.66%
[2025-11-25T11:32:35.664532] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 42.2659%
[2025-11-25T11:32:35.664714] [INFO ] [main      ] KNF: DISCARDED add_overnight_gap_mag (score: 42.27%)
[2025-11-25T11:32:35.664831] [INFO ] [main      ] KNF: Testing feature 29/53: add_pct_change
[2025-11-25T11:32:35.664937] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_pct_change']
[2025-11-25T11:32:35.665078] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:32:35.678045] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:35.678789] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:32:35.679730] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:35.679873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:35.684758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:35.686617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:35.687335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:35.688304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:35.697246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:35.698229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:35.732000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:35.786966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:35.871894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:35.874539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:35.894434] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:32:35.914172] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:32:36.060456] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:32:36.070767] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:36.084041] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:36.153670] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-25T11:32:36.153937] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:32:36.154757] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:36.154890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:36.156590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:36.157186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:36.157665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:36.160074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:36.161448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:36.162217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:36.164976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:36.166635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:36.177530] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 1.19% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-25T11:32:36.177873] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:32:36.178758] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:36.178903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:36.184129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:36.186292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:36.188126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:36.188912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:36.210146] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:32:36.235470] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:36.310395] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-11-25T11:32:36.310697] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:32:36.311513] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:36.311671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:36.313390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:36.313928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:36.314405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:36.315405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:36.360936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:36.380264] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:36.417502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:36.418617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:36.513125] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:32:36.514515] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 5.68% | Symbol ETA: 16.3s | Global ETA: N/A
[2025-11-25T11:32:36.514825] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:32:36.515660] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:36.515803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:36.520638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:36.522482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:36.523072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:36.524050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:36.546414] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:32:36.567176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:36.622135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:36.682687] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:36.707000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:36.709345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:36.722704] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:36.755108] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.14% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-25T11:32:36.755372] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:32:36.756250] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:36.756387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:36.758225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:36.758845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:36.759331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:36.760732] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:32:36.761914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:36.763373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:36.764174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:36.767101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:36.768836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:36.829235] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.22% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:32:36.829535] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:32:36.830422] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:36.830569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:36.835672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:36.838131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:36.839948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:36.840819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:36.931695] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:37.004463] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.38% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:32:37.004789] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:32:37.005664] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:37.005805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:37.007541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:37.008147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:37.008632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:37.009620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:37.048807] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:32:37.054835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:37.110444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:37.111517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:37.112556] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:32:37.199495] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:32:37.219854] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:37.287422] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:37.354052] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -1.98% | Symbol ETA: 15.5s | Global ETA: N/A
[2025-11-25T11:32:37.354343] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:32:37.355179] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:37.355324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:37.357412] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-25T11:32:37.357706] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:32:37.358554] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:37.358712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:37.360228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:37.360498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:37.361033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:37.361459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:37.362249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:37.362758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:37.363674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:37.364105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:37.365516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:37.366231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:37.369003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:37.370774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:37.380179] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:37.407723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:37.458177] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:32:37.463369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:37.486273] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.15% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:32:37.486627] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:32:37.487553] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:37.487717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:37.493238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:37.495538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:37.497339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:37.498281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:37.548361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:37.550675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:37.630525] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:37.704826] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-25T11:32:37.705127] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:32:37.705987] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:37.706132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:37.707886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:37.708509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:37.709010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:37.709998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:37.717378] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:32:37.753499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:37.809914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:37.810998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:37.859938] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:32:37.892363] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:32:37.892815] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:37.963538] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-25T11:32:37.963821] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:32:37.964630] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:37.964781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:37.966535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:37.967171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:37.967693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:37.970271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:37.971744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:37.972529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:37.975453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:37.977210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:38.042388] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:38.063582] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:38.153713] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 4.69% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-25T11:32:38.157730] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:32:38.204604] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -1.55% | Symbol ETA: 14.7s | Global ETA: N/A
[2025-11-25T11:32:38.204971] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:32:38.205829] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:38.205968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:38.211028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:38.212891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:38.213476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:38.214447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:38.257888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:38.313694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:38.321801] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:32:38.331798] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:38.346145] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 2.16%, Actual: 1.96%
[2025-11-25T11:32:38.400513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:38.402861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:38.405839] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-25T11:32:38.406086] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:32:38.406871] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:38.407018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:38.408795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:38.409369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:38.409866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:38.410841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:38.454444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:38.497972] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:38.510610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:38.511636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:38.535622] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.74%, Actual: 3.33%
[2025-11-25T11:32:38.569989] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-25T11:32:38.570280] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:32:38.571070] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:38.571205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:38.572928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:38.573513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:38.574053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:38.576464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:38.577873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:38.578668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:38.581746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:38.583431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:38.715675] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.16%, Actual: 3.40%
[2025-11-25T11:32:38.764451] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:32:38.881583] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:32:38.894582] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 18.43%
[2025-11-25T11:32:38.936238] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:38.938055] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:32:39.059238] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:39.071187] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.39% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-11-25T11:32:39.071472] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:32:39.071936] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 2.17%, Actual: 1.23%
[2025-11-25T11:32:39.072308] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:39.072387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:39.077165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:39.079051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:39.079626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:39.080607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:39.112881] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:39.124023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:39.134217] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-25T11:32:39.134535] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:32:39.135448] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:39.135597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:39.137441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:39.138067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:39.138579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:39.139609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:39.178972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:39.183040] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:32:39.183327] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:32:39.184112] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:39.184246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:39.184558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:39.185983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:39.186564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:39.187070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:39.189550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:39.190984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:39.191762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:39.194507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:39.196269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:39.240205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:39.241186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:39.251240] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -1.88%, Actual: 0.33%
[2025-11-25T11:32:39.263264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:39.265464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:39.431250] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 1.19%, Actual: 3.45%
[2025-11-25T11:32:39.542758] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:32:39.590801] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:32:39.605828] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:32:39.611697] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.22%, Actual: 0.11%
[2025-11-25T11:32:39.716808] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:39.763028] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:39.775888] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:39.786610] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.18% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-25T11:32:39.786907] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:32:39.787837] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:39.787974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:39.789783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:39.790356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:39.790862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:39.793375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:39.793660] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.15%, Actual: 0.55%
[2025-11-25T11:32:39.794846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:39.795624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:39.798519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:39.800325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:39.837462] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.42% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:32:39.837776] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:32:39.838622] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:39.838828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:39.840607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:39.841232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:39.841733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:39.842745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:39.886132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:39.910504] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-25T11:32:39.910825] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:32:39.911657] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:39.911800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:39.916668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:39.918572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:39.919167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:39.920154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:39.941068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:39.942079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:39.963563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:39.975569] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 4.69%, Actual: 0.22%
[2025-11-25T11:32:39.975985] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 33.8153%
[2025-11-25T11:32:39.976169] [INFO ] [main      ] LZB: DISCARDED add_prev_close_to_open (score: 33.82%)
[2025-11-25T11:32:39.976238] [INFO ] [main      ] LZB: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:32:39.976357] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure']
[2025-11-25T11:32:39.976496] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:32:39.990550] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:39.991218] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:32:39.992295] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:39.992445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:39.997587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:39.999993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:40.001865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:40.004811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:40.018157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:40.102215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:40.104376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:40.146458] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:32:40.283676] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:32:40.319041] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:40.384604] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:32:40.388474] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-25T11:32:40.388693] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:32:40.389506] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:40.389665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:40.391369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:40.391947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:40.392415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:40.394870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:40.396252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:40.397018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:40.399793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:40.401441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:40.446327] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:32:40.458229] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:40.531929] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-25T11:32:40.532237] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:32:40.533088] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:40.533237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:40.534986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:40.535595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:40.536090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:40.537089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:40.553186] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:40.580172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:40.616150] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:40.635006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:40.636161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:40.660075] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 0.76% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-25T11:32:40.660369] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:32:40.661219] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:40.661361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:40.666218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:40.668348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:40.670002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:40.672855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:40.741246] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:32:40.752684] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-25T11:32:40.752953] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:32:40.753802] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:40.753944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:40.758830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:40.760678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:40.761229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:40.762136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:40.805281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:40.859067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:40.910362] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:40.941832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:40.943968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:40.977785] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-25T11:32:40.978777] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:32:41.010573] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:32:41.150845] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:41.162170] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:32:41.183877] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:41.222927] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-25T11:32:41.281324] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:32:41.292019] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 15.02% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-25T11:32:41.292330] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:32:41.293212] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:41.293359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:41.298468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:41.300618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:41.302435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:41.305320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:41.334972] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:32:41.396498] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.12%, Actual: 1.28%
[2025-11-25T11:32:41.463194] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:41.508148] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 0.53%
[2025-11-25T11:32:41.573394] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 1.75%
[2025-11-25T11:32:41.607279] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.01% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-25T11:32:41.607578] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:32:41.608435] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:41.608585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:41.613515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:41.615540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:41.616208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:41.617263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:41.656343] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:32:41.662314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:41.684914] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:32:41.731635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:41.745759] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.98%
[2025-11-25T11:32:41.820261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:41.822702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:41.841133] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:41.864400] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.54%
[2025-11-25T11:32:41.922852] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.38%, Actual: 0.19%
[2025-11-25T11:32:41.953242] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.22% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-25T11:32:41.953568] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:32:41.954499] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:41.954670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:41.959760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:41.962036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:41.963858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:41.966740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:42.048199] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.01%
[2025-11-25T11:32:42.095796] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 0.95%
[2025-11-25T11:32:42.189502] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:32:42.231264] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:32:42.266357] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.50%, Actual: 0.56%
[2025-11-25T11:32:42.323386] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:32:42.360207] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:42.414579] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 0.19%
[2025-11-25T11:32:42.441859] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 0.02%
[2025-11-25T11:32:42.497313] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:42.523747] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 3.41% | Symbol ETA: 10.5s | Global ETA: N/A
[2025-11-25T11:32:42.524083] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:32:42.525403] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:42.525593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:42.532712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:42.535611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:42.536533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:42.537946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:42.587256] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:32:42.601064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:42.605130] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-25T11:32:42.605434] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:32:42.606265] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:42.606412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:42.611477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:42.613748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:42.615533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:42.618375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:42.622396] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.42%, Actual: 0.18%
[2025-11-25T11:32:42.684593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:42.757174] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:32:42.757560] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 22.8190%
[2025-11-25T11:32:42.757699] [INFO ] [main      ] PFL: DISCARDED add_prior_mag_lag (score: 22.82%)
[2025-11-25T11:32:42.757803] [INFO ] [main      ] PFL: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:32:42.757900] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day']
[2025-11-25T11:32:42.758028] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:32:42.778484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:42.780838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:42.801141] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.21%, Actual: 0.45%
[2025-11-25T11:32:42.969302] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:32:42.973043] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:42.973730] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:32:42.974710] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:42.974856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:42.977020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:42.977847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:42.978468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:42.981943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:42.983955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:42.985001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:42.988986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:42.992404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:42.995585] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.66%
[2025-11-25T11:32:42.995903] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 29.1657%
[2025-11-25T11:32:42.996075] [INFO ] [main      ] AMX: DISCARDED add_prev_close_to_1100 (score: 29.17%)
[2025-11-25T11:32:42.996155] [INFO ] [main      ] AMX: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:32:42.996214] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_prev_close_to_open']
[2025-11-25T11:32:42.996278] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:32:43.011241] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:43.011956] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:32:43.012890] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:43.012968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:43.014799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:43.015350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:43.015804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:43.016787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:43.063099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:43.121061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:43.122092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:43.123742] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:32:43.140462] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:43.248835] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: -1.99% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-25T11:32:43.248980] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:32:43.249783] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:43.249875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:43.255087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:43.257418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:43.259122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:43.261945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:43.294990] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:43.343564] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:32:43.439967] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 2.03% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-25T11:32:43.440127] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:32:43.452609] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:43.455921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:43.465376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:43.471344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:43.472221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:43.473273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:43.487758] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:32:43.516267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:43.528245] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:43.570662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:43.602825] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-25T11:32:43.603079] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:32:43.604108] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:43.604262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:43.606361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:43.607096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:43.607602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:43.610305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:43.611868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:43.612711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:43.615632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:43.618359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:43.625280] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:32:43.663111] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:43.665257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:32:43.667792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:43.737930] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 1.03% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-25T11:32:43.738234] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:32:43.739104] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:43.739248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:43.741061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:43.741687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:43.742175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:43.743179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:43.789865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:43.796085] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:43.850289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:43.851343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:43.901347] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.18% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-25T11:32:43.901630] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:32:43.902480] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:43.902613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:43.907604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:43.909782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:43.911438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:43.914287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:43.972616] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:32:44.008945] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:32:44.155455] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:44.192776] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:44.219259] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:32:44.226513] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-25T11:32:44.226830] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:32:44.227793] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:44.227936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:44.229695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:44.230280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:44.230794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:44.233227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:44.234625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:44.235399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:44.238174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:44.240602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:44.263443] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:32:44.335412] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -2.40% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-25T11:32:44.405029] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:44.440194] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:44.484130] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-25T11:32:44.484407] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:32:44.485321] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:44.485473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:44.487258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:44.487880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:44.488428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:44.489569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:44.509819] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 5.68%, Actual: 1.10%
[2025-11-25T11:32:44.536472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:44.544812] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.58% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-25T11:32:44.544960] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:32:44.545748] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:44.545823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:44.550687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:44.552721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:44.554458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:44.557239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:44.594538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:44.595531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:44.606611] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:32:44.695451] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -1.98%, Actual: 0.16%
[2025-11-25T11:32:44.778603] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:44.847189] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.36% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-25T11:32:44.847333] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:32:44.848113] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:44.848191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:44.849868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:44.850370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:44.850798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:44.853181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:44.854490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:44.855182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:44.857921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:44.860278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:44.865397] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -1.55%, Actual: 2.82%
[2025-11-25T11:32:44.900630] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:32:44.961182] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:32:45.038924] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.39%, Actual: 1.65%
[2025-11-25T11:32:45.073591] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:45.143623] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:45.179866] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.35% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:32:45.180146] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:32:45.181001] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:45.181138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:45.186041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:45.188580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:45.190372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:45.193204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:45.201080] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:32:45.218139] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 1.54%
[2025-11-25T11:32:45.221175] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-25T11:32:45.221336] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:32:45.222329] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:45.222476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:45.224271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:45.224894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:45.225376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:45.226398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:45.273107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:45.328020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:45.328986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:45.377869] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:45.390447] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.44%, Actual: 1.33%
[2025-11-25T11:32:45.464138] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:32:45.464449] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:32:45.465457] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:45.465616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:45.467487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:45.468106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:45.468802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:45.472275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:45.474308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:45.475308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:45.478436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:45.481878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:45.540502] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:32:45.562896] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.01%, Actual: 2.35%
[2025-11-25T11:32:45.674126] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:32:45.713284] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:45.735675] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 3.41%, Actual: 0.72%
[2025-11-25T11:32:45.817700] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-25T11:32:45.817867] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:32:45.818824] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:45.818955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:45.823822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:45.825922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:45.827592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:45.830893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:45.855622] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:32:45.865791] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:45.906963] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 2.03%, Actual: 2.91%
[2025-11-25T11:32:45.939179] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.32% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-25T11:32:45.939491] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:32:45.940274] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:45.940414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:45.942169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:45.942751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:45.943219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:45.944195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:45.988138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:46.030337] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:46.043878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:46.044944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:46.092665] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -2.40%, Actual: 2.66%
[2025-11-25T11:32:46.093107] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 37.7642%
[2025-11-25T11:32:46.093281] [INFO ] [main      ] KNF: DISCARDED add_pct_change (score: 37.76%)
[2025-11-25T11:32:46.093408] [INFO ] [main      ] KNF: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:32:46.093468] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_preclose_acceleration_mag']
[2025-11-25T11:32:46.093586] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:32:46.099377] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-25T11:32:46.099544] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:32:46.100492] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:46.100579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:46.102368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:46.102983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:46.103412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:46.105867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:46.107320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:46.108097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:46.109393] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:46.110221] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:32:46.110949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:46.111297] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:46.111385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:46.113567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:46.116584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:46.118719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:46.119264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:46.120236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:46.169041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:46.182676] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:32:46.227321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:46.311723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:46.313210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:46.358063] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:46.407257] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:32:46.457731] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:32:46.464907] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.60% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-25T11:32:46.575789] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:46.628338] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:46.642673] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 0.76%, Actual: 1.96%
[2025-11-25T11:32:46.644051] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:32:46.649970] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-25T11:32:46.650260] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:32:46.651090] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:46.651231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:46.652957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:46.653528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:46.654012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:46.654983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:46.699039] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-25T11:32:46.699379] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:32:46.700234] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:46.700376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:46.701898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:46.702098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:46.702709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:46.703193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:46.705770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:46.707190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:46.707963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:46.710715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:46.713204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:46.760719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:46.762020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:46.814596] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:46.818173] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 15.02%, Actual: 3.33%
[2025-11-25T11:32:46.942188] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 2.37% | Symbol ETA: 15.8s | Global ETA: N/A
[2025-11-25T11:32:46.942459] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:32:46.943296] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:46.943438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:46.948298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:46.950131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:46.950707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:46.951683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:46.989195] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.22%, Actual: 3.40%
[2025-11-25T11:32:46.995102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:47.049225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:47.055091] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:32:47.129582] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:32:47.132335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:47.133474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:47.159638] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.69%, Actual: 18.43%
[2025-11-25T11:32:47.229589] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:47.298061] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-25T11:32:47.298375] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:32:47.298288] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:47.299219] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:47.299318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:47.301037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:47.301582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:47.302017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:47.304565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:47.306001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:47.306789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:47.309530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:47.311945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:47.332013] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: -1.99%, Actual: 1.23%
[2025-11-25T11:32:47.384230] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-25T11:32:47.384544] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:32:47.385380] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:47.385547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:47.387293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:47.387876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:47.388359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:47.389371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:47.432511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:47.468528] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:32:47.487632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:47.488807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:47.501925] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.18%, Actual: 0.33%
[2025-11-25T11:32:47.635341] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:47.653411] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:32:47.671665] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 3.45%
[2025-11-25T11:32:47.763318] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.53% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-11-25T11:32:47.763594] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:32:47.764434] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:47.764593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:47.769521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:47.771348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:47.771924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:47.772904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:47.815846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:47.826578] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:47.842883] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.35%, Actual: 0.11%
[2025-11-25T11:32:47.867544] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:32:47.869721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:47.893768] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-25T11:32:47.894057] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:32:47.894908] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:47.895050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:47.896792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:47.897385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:47.897895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:47.900322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:47.901760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:47.902514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:47.905281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:47.907758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:47.951947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:47.953095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:48.010596] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 0.55%
[2025-11-25T11:32:48.042569] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:48.116498] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-25T11:32:48.116818] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:32:48.117697] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:48.117839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:48.119588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:48.120212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:48.120712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:48.121703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:48.164617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:48.178062] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.60%, Actual: 0.22%
[2025-11-25T11:32:48.178425] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 33.7541%
[2025-11-25T11:32:48.178532] [INFO ] [main      ] LZB: DISCARDED add_prior_day_tail_pressure (score: 33.75%)
[2025-11-25T11:32:48.178660] [INFO ] [main      ] LZB: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:32:48.178771] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag']
[2025-11-25T11:32:48.178890] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:32:48.193216] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:48.193808] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:32:48.194635] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:48.194749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:48.199580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:48.201703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:48.203357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:48.204999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:48.220049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:48.221014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:48.263960] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:32:48.287621] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:32:48.434036] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:48.458248] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:48.505289] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-25T11:32:48.505440] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:32:48.506273] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:48.506373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:48.508553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:48.509112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:48.509546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:48.512066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:48.513520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:48.514280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:48.517398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:48.520117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:48.545607] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:32:48.579156] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:32:48.588481] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -3.44% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-11-25T11:32:48.588736] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:32:48.589548] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:48.589704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:48.594543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:48.596383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:48.596959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:48.597939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:48.650805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:48.706286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:48.715885] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:48.750594] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:48.789559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:48.790736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:48.822357] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 2.90% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-25T11:32:48.822525] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:32:48.823336] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:48.823426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:48.825227] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.19% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-25T11:32:48.825535] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:32:48.826404] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:48.826556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:48.828230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:48.828396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:48.828968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:48.829480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:48.830415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:48.830445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:48.832045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:48.833834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:48.871038] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:32:48.875282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:48.930578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:48.931759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:49.044213] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:49.111452] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-25T11:32:49.127777] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:32:49.173449] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:32:49.283549] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:32:49.284014] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.78%
[2025-11-25T11:32:49.297535] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:49.345249] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:49.426077] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 1.49% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-11-25T11:32:49.426365] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:32:49.427226] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:49.427368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:49.432243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:49.434088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:49.434676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:49.435620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:49.452210] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.71% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-25T11:32:49.452514] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:32:49.453363] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:49.453519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:49.458400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:49.460534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:49.461815] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.05%, Actual: 0.16%
[2025-11-25T11:32:49.462194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:49.463854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:49.465338] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:49.478819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:49.533598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:49.540790] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-25T11:32:49.541093] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:32:49.541967] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:49.542122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:49.543943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:49.544528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:49.545027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:49.546031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:49.589878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:49.617867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:49.619060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:49.634605] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.36%, Actual: 0.53%
[2025-11-25T11:32:49.645478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:32:49.646616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:49.801218] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:32:49.807881] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:32:49.954465] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:32:49.971415] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:49.981157] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.54%
[2025-11-25T11:32:49.999855] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:32:50.076739] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 5.13% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-25T11:32:50.076892] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:32:50.077715] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:50.077803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:50.082565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:50.084807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:50.086477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:50.088164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:50.120962] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:50.152467] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.01%
[2025-11-25T11:32:50.203326] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:50.247452] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-25T11:32:50.247747] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:32:50.248564] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:50.248725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:50.253610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:50.255451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:50.256031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:50.256992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:50.276611] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-25T11:32:50.300221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:50.324672] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:32:50.353407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:50.428380] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:32:50.435476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:50.436608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:50.451289] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 1.03%, Actual: 1.28%
[2025-11-25T11:32:50.496695] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:32:50.604116] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:50.634780] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 1.75%
[2025-11-25T11:32:50.671451] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:32:50.708721] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -1.11% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-25T11:32:50.708990] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:32:50.709821] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:50.709954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:50.714761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:50.716918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:50.718592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:50.720256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:50.774383] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:32:50.814888] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.54%, Actual: 0.98%
[2025-11-25T11:32:50.844796] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:32:50.845147] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 25.7522%
[2025-11-25T11:32:50.845347] [INFO ] [main      ] PFL: KEPT add_range_overlap_v_prior_day (score: 25.75%)
[2025-11-25T11:32:50.845494] [INFO ] [main      ] PFL: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:32:50.845608] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency']
[2025-11-25T11:32:50.845767] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:32:50.858588] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:50.859178] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:32:50.860170] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:32:50.860331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:50.862169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:50.862843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:50.863338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:50.866049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:50.867560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:50.868364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:50.871378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:50.873934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:32:50.876264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:50.942988] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:50.997190] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 0.19%
[2025-11-25T11:32:51.056470] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:32:51.069259] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 2.60% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-25T11:32:51.069542] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:32:51.070382] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:51.070528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:51.075330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:51.077191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:51.077783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:51.078745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:51.121764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:51.171148] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.68%, Actual: 0.95%
[2025-11-25T11:32:51.175928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:51.222370] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:51.226469] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:32:51.257618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:51.258836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:51.326248] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 2.42% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:32:51.326531] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:32:51.327337] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:51.327469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:51.332289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:51.334358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:51.336005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:51.337664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:51.341762] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.56%
[2025-11-25T11:32:51.398447] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:51.470842] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-25T11:32:51.471146] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:32:51.472046] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:32:51.472192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:51.473978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:51.474579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:51.475090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:51.477875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:51.479791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:51.480606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:51.483885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:51.486488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:32:51.488945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:51.515956] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 0.02%
[2025-11-25T11:32:51.596248] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:32:51.674236] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:32:51.687854] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.19%, Actual: 0.18%
[2025-11-25T11:32:51.762963] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:51.841788] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:51.841695] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:32:51.861868] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.45%
[2025-11-25T11:32:51.890435] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -1.76% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-25T11:32:51.890738] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:32:51.891552] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:51.891713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:51.896497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:51.898361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:51.898944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:51.899913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:51.942051] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.13% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-25T11:32:51.942333] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:32:51.942459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:51.943125] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:51.943201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:51.948004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:51.950071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:51.951713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:51.953311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:51.996555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:52.021980] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:52.043305] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.66%
[2025-11-25T11:32:52.043734] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 33.1860%
[2025-11-25T11:32:52.043927] [INFO ] [main      ] AMX: DISCARDED add_prev_close_to_open (score: 33.19%)
[2025-11-25T11:32:52.044074] [INFO ] [main      ] AMX: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:32:52.044187] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_prior_day_tail_pressure']
[2025-11-25T11:32:52.044303] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:32:52.058437] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:52.059215] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:32:52.060211] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:52.060357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:52.062230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:52.062868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:52.063363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:52.064392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:52.078013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:52.079061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:52.092958] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-25T11:32:52.093181] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:32:52.094020] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:32:52.094163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:52.095903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:52.096476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:52.096999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:52.099449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:52.100841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:52.101593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:52.104332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:52.106787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:32:52.108995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:52.110387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:52.167382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:52.170798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:52.286238] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:32:52.412818] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:32:52.453682] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:52.466289] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:32:52.521078] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:32:52.555023] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-25T11:32:52.555300] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:32:52.556152] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:52.556286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:52.561115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:52.563187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:52.564821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:52.566433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:52.578920] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:52.644236] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:52.702245] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -1.88% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-25T11:32:52.702494] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:32:52.703359] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:52.703502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:52.708296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:52.710130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:52.710712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:52.711681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:52.713468] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:52.717879] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.14% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-25T11:32:52.718207] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:32:52.719288] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:32:52.719439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:52.721364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:52.722052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:52.722608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:52.725125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:52.726621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:52.727510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:52.730291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:52.732874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:32:52.735142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:52.754361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:52.789790] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-11-25T11:32:52.790102] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:32:52.790951] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:52.791095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:52.792853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:52.793446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:52.793939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:52.794923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:52.807507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:52.840954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:52.888975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:52.890117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:52.897301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:52.900385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:52.906772] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:32:53.074601] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:53.089006] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:32:53.175957] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.24% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-25T11:32:53.176232] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:32:53.177122] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:53.177205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:53.182048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:53.184122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:53.185758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:53.187375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:53.226490] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:32:53.248930] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:32:53.263617] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:53.335558] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-25T11:32:53.335832] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:32:53.336694] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:32:53.336834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:53.338559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:53.339087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:53.339559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:53.341995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:53.343376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:53.344149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:53.346851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:53.349261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:32:53.351403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:53.393614] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:53.421618] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:53.503091] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-11-25T11:32:53.503251] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:32:53.504239] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:53.504385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:53.506225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:53.506846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:53.507986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:53.509414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:53.516299] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 5.14% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-25T11:32:53.516592] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:32:53.517439] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:53.517589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:53.522523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:53.524482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:53.525076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:53.525285] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:32:53.526069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:53.554980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:53.569412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:53.614054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:53.617357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:53.622813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:53.697861] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:32:53.700376] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:53.709398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:32:53.711138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:53.803844] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.53% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-25T11:32:53.804117] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:32:53.804968] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:53.805100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:53.813204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:53.815276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:53.816932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:32:53.818556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:53.885006] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:53.955204] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-25T11:32:53.955373] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:32:53.956323] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:32:53.956468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:53.958261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:53.958869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:53.959361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:53.961845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:53.963284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:53.964079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:53.966864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:53.968685] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:32:53.969453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:32:53.971728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:54.047003] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:32:54.143042] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:54.168509] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:32:54.214521] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:54.224994] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:32:54.225152] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:32:54.225946] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:54.226023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:54.227862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:54.228404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:54.228837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:54.229771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:54.273408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:54.314786] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:32:54.329917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:54.333329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:54.336519] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:54.344189] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -4.09% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-25T11:32:54.438039] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.81% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-25T11:32:54.488611] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:54.512817] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 2.37%, Actual: 1.10%
[2025-11-25T11:32:54.558550] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:32:54.558922] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:32:54.559943] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:32:54.560117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:54.562048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:54.562679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:54.563410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:54.566883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:54.569446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:54.570869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:54.574879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:54.578847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:32:54.581736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:54.606664] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 2.90%, Actual: 1.96%
[2025-11-25T11:32:54.680199] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.53%, Actual: 0.16%
[2025-11-25T11:32:54.684739] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:32:54.774279] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.71%, Actual: 3.33%
[2025-11-25T11:32:54.847090] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -3.44%, Actual: 2.82%
[2025-11-25T11:32:54.860079] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:54.926975] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:32:54.939112] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.51% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-25T11:32:54.939405] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:32:54.940410] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:54.940554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:54.942279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:54.943088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:54.943560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:54.944533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:54.950215] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 5.13%, Actual: 3.40%
[2025-11-25T11:32:54.989840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:55.015112] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 1.49%, Actual: 1.65%
[2025-11-25T11:32:55.046253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:55.049572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:55.105049] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:55.126018] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -1.11%, Actual: 18.43%
[2025-11-25T11:32:55.173395] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-25T11:32:55.173696] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:32:55.174515] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:32:55.174675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:55.176372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:55.176957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:55.177476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:55.179970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:55.181294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:55.181366] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 1.54%
[2025-11-25T11:32:55.182075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:55.184859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:55.187353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:32:55.189634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:55.303713] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 2.42%, Actual: 1.23%
[2025-11-25T11:32:55.349561] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 2.60%, Actual: 1.33%
[2025-11-25T11:32:55.395513] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:32:55.481927] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 0.33%
[2025-11-25T11:32:55.517170] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.76%, Actual: 2.35%
[2025-11-25T11:32:55.535561] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:32:55.568342] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:55.649084] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-25T11:32:55.649390] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:32:55.650021] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.49%, Actual: 3.45%
[2025-11-25T11:32:55.650246] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:55.650347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:55.652208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:55.652770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:55.653257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:55.654271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:55.698994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:55.701359] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -1.88%, Actual: 0.72%
[2025-11-25T11:32:55.727430] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:55.757746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:55.761035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:55.798920] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.18% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-25T11:32:55.799083] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:32:55.799893] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:32:55.800117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:55.801942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:55.802540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:55.803056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:55.805489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:55.806905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:55.807623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:55.810290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:55.812748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:32:55.814830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:55.819730] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.24%, Actual: 0.11%
[2025-11-25T11:32:55.869579] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 5.14%, Actual: 2.91%
[2025-11-25T11:32:55.988747] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.53%, Actual: 0.55%
[2025-11-25T11:32:56.036198] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -4.09%, Actual: 2.66%
[2025-11-25T11:32:56.036475] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 47.2276%
[2025-11-25T11:32:56.036633] [INFO ] [main      ] KNF: DISCARDED add_preclose_acceleration_mag (score: 47.23%)
[2025-11-25T11:32:56.036764] [INFO ] [main      ] KNF: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:32:56.036871] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_prev_1100_to_open']
[2025-11-25T11:32:56.037057] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:32:56.050329] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:56.051014] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:32:56.051950] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:56.052092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:56.056927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:56.058821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:56.059392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:56.060359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:56.104603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:56.112755] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:32:56.158095] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.81%, Actual: 0.22%
[2025-11-25T11:32:56.158487] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 33.4600%
[2025-11-25T11:32:56.158682] [INFO ] [main      ] LZB: DISCARDED add_prior_mag_lag (score: 33.46%)
[2025-11-25T11:32:56.158815] [INFO ] [main      ] LZB: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:32:56.158914] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_range_overlap_v_prior_day']
[2025-11-25T11:32:56.159015] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:32:56.161025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:56.170861] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:32:56.173520] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:56.174119] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:32:56.175061] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:56.175195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:56.180109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:56.182233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:56.183908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:56.186347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:56.247479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:56.248329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:56.286741] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:32:56.344706] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:56.365462] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: 0.25% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-25T11:32:56.365784] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:32:56.366669] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:56.366811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:56.368638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:56.369234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:56.369729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:56.370699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:56.412871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:56.415133] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-11-25T11:32:56.415412] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:32:56.416271] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:32:56.416421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:56.418215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:56.418819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:56.419302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:56.421761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:56.423145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:56.423916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:56.426712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:56.429208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:32:56.431562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:56.471761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:56.475009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:56.538311] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:32:56.587884] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:32:56.722958] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:56.762045] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:56.776453] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:32:56.811477] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:32:56.830704] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.48% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-25T11:32:56.830979] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:32:56.831822] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:56.831956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:56.836862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:56.839043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:56.840898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:56.843488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:56.891113] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 5.20% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-11-25T11:32:56.891408] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:32:56.892310] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:56.892464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:56.897589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:56.899521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:56.900138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:56.901145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:56.946074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:56.950478] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:56.980405] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:32:57.003030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:57.018666] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-25T11:32:57.056430] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -1.07% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-25T11:32:57.056836] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:32:57.057701] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:57.057843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:57.059561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:57.060143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:57.060618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:57.061588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:57.091990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:57.093291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:57.104125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:57.158290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:57.161278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:57.192406] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.78%
[2025-11-25T11:32:57.195942] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:32:57.368809] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.16%
[2025-11-25T11:32:57.375566] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:57.441771] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:32:57.488730] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 14.91% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-25T11:32:57.489067] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:32:57.490289] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:57.490459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:57.497483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:57.500559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:57.502772] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:32:57.502959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:57.506317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:57.548696] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 0.53%
[2025-11-25T11:32:57.614743] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:32:57.674848] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:32:57.720551] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:32:57.743818] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-11-25T11:32:57.744120] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:32:57.745002] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:57.745152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:57.750247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:57.750765] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 2.25% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:32:57.750915] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:32:57.751712] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:57.751792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:57.752347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:57.752960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:57.753514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:57.754041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:57.754052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:57.754452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:57.755370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:57.799518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:57.800533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:57.854731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:57.857788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:57.858374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:57.867180] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:32:57.886470] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.54%
[2025-11-25T11:32:57.948761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:57.949987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:58.046819] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:58.054766] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.01%
[2025-11-25T11:32:58.157169] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.88% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-25T11:32:58.157325] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:32:58.158186] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:58.158404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:58.163658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:58.165884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:58.167625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:58.170287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:58.209370] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:32:58.222124] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:32:58.359044] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:32:58.385005] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:32:58.444296] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 0.19%
[2025-11-25T11:32:58.461169] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.65% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:32:58.461464] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:32:58.462330] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:32:58.462489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:58.464272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:58.464888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:58.465376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:58.466380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:58.511959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:58.531790] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:32:58.534415] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:32:58.566885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:58.569936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:58.617116] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:32:58.673691] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -4.29% | Symbol ETA: 13.4s | Global ETA: N/A
[2025-11-25T11:32:58.673952] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:32:58.674853] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:58.674949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:58.681029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:58.683011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:58.683555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:58.684582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:58.714614] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:58.729757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:58.785379] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:32:58.785682] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 22.8190%
[2025-11-25T11:32:58.785813] [INFO ] [main      ] PFL: DISCARDED add_range_volume_efficiency (score: 22.82%)
[2025-11-25T11:32:58.785927] [INFO ] [main      ] PFL: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:32:58.786034] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:32:58.786148] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:32:58.786174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:58.798366] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:32:58.798771] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:32:58.799598] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:32:58.799701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:58.801504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:58.802103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:58.802580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:58.805053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:58.806431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:58.807232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:58.809972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:58.812363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:32:58.816275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:58.821737] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -1.11% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-25T11:32:58.822015] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:32:58.822885] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:58.823021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:58.828280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:58.830782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:58.832557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:58.835315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:58.874455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:58.875667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:58.933689] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:32:59.103529] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:32:59.157865] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:32:59.178013] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-25T11:32:59.192780] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:32:59.221849] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:32:59.333204] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:32:59.349411] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.37%, Actual: 1.28%
[2025-11-25T11:32:59.370861] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:32:59.387825] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:32:59.406887] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-25T11:32:59.407190] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:32:59.408135] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:32:59.408289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:59.410136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:32:59.410751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:32:59.411312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:32:59.413948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:32:59.415502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:32:59.416421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:32:59.419430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:59.422054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:32:59.426420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:59.478888] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.82% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-25T11:32:59.479162] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:32:59.480021] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:32:59.480156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:59.485080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:32:59.487312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:32:59.489109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:32:59.491618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:59.518127] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 5.03% | Symbol ETA: 12.5s | Global ETA: N/A
[2025-11-25T11:32:59.518405] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:32:59.519246] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:32:59.519390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:32:59.524216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:32:59.524737] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.09%, Actual: 1.75%
[2025-11-25T11:32:59.526284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:32:59.526876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:32:59.527852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:32:59.570563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:32:59.623934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:32:59.701103] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 0.98%
[2025-11-25T11:32:59.705793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:32:59.706694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:32:59.776629] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:32:59.843915] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:32:59.928689] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.51%, Actual: 0.19%
[2025-11-25T11:32:59.948741] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:00.020446] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-25T11:33:00.020952] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:33:00.022507] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:00.022701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:00.024588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:00.025208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:00.025746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:00.028359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:00.030328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:00.031489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:00.035093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:00.035260] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:00.038627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:00.045160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:00.055096] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:33:00.109338] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.33%, Actual: 0.95%
[2025-11-25T11:33:00.143365] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.82% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-25T11:33:00.143671] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:33:00.144530] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:00.144685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:00.149821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:00.152122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:00.153836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:00.156296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:00.222226] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:00.281998] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: 0.25%, Actual: 0.56%
[2025-11-25T11:33:00.348870] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.90% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-25T11:33:00.349031] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:33:00.349961] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:00.350102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:00.354969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:00.356816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:00.357401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:00.358364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:00.402075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:00.418825] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:33:00.451815] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -1.07%, Actual: 0.02%
[2025-11-25T11:33:00.456619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:00.501358] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:33:00.543273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:33:00.544053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:00.599579] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:00.633906] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 2.25%, Actual: 0.18%
[2025-11-25T11:33:00.670690] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-25T11:33:00.670976] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:33:00.671821] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:00.671967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:00.673732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:00.674293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:00.674837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:00.677288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:00.678767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:00.679520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:00.681744] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:00.682324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:00.687909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:00.695116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:00.788209] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:33:00.788494] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:33:00.789410] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:00.789550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:00.794588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:00.796800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:00.798537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:00.801004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:00.808780] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.65%, Actual: 0.45%
[2025-11-25T11:33:01.039769] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.58%, Actual: 0.66%
[2025-11-25T11:33:01.040026] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 33.9556%
[2025-11-25T11:33:01.040135] [INFO ] [main      ] AMX: DISCARDED add_prior_day_tail_pressure (score: 33.96%)
[2025-11-25T11:33:01.040187] [INFO ] [main      ] AMX: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:33:01.040226] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_prior_mag_lag']
[2025-11-25T11:33:01.040267] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:33:01.054410] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:01.055073] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:33:01.055982] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:01.056059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:01.057843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:01.058370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:01.058804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:01.059693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:01.102485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:01.157940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:01.159962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:01.172110] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:33:01.304361] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:33:01.342156] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:33:01.346164] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:01.473599] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:01.478202] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 3.54% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-25T11:33:01.478360] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:33:01.479193] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:01.479271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:01.484152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:01.486122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:01.486622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:01.487555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:01.501293] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:33:01.531065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:01.550623] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:01.587609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:01.636938] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-25T11:33:01.637266] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:33:01.638743] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:01.640819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:01.644719] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:33:01.644888] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:33:01.646152] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:01.646275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:01.651862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:01.652785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:01.654906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:01.654191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:01.661856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:01.662522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:01.668040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:01.665513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:01.669412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:01.674499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:01.679665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:33:01.679983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:01.680902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:01.681738] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:01.685999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:01.694278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:01.767088] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.43% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-11-25T11:33:01.767246] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:33:01.768090] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:01.768331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:01.770219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:01.770955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:01.771470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:01.772555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:01.819568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:01.878242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:01.880456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:02.048825] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:33:02.060488] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:33:02.082146] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:33:02.220748] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:02.230765] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:02.254223] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:33:02.266084] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:02.300280] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-25T11:33:02.300547] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:33:02.301401] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:02.301551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:02.303315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:02.303911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:02.304380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:02.306846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:02.308289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:02.309074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:02.311824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:02.314381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:02.318435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:02.323182] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.01% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-25T11:33:02.323367] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:33:02.324197] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:02.324341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:02.329311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:02.331395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:02.333046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:02.335419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:02.400968] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -5.40% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-25T11:33:02.401243] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:33:02.402167] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:02.402316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:02.407252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:02.409161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:02.409767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:02.410755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:02.436949] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:02.453342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:02.509726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:02.523554] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-25T11:33:02.523888] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:33:02.524770] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:02.524916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:02.526730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:02.527518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:02.528074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:02.529144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:02.575669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:02.595308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:33:02.596497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:02.636049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:02.638267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:02.660750] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:33:02.679913] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:33:02.832088] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:02.854056] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:02.901771] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-25T11:33:02.902063] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:33:02.902932] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:02.903077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:02.904810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:02.905417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:02.905949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:02.908432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:02.909871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:02.910620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:02.913412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:02.915900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:02.920292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:02.956546] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.39% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-25T11:33:02.969238] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:33:03.007440] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:33:03.126555] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.48%, Actual: 1.96%
[2025-11-25T11:33:03.145758] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:03.180834] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:03.261341] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-25T11:33:03.261634] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:33:03.261716] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:33:03.262505] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:03.262585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:03.264316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:03.264948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:03.265442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:03.266490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:03.276480] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-25T11:33:03.276808] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:33:03.277751] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:03.277899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:03.283028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:03.284920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:03.285497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:03.286471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:03.297131] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 14.91%, Actual: 3.33%
[2025-11-25T11:33:03.312755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:03.330059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:03.373606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:03.375814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:03.391951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:03.435092] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:03.470518] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.88%, Actual: 3.40%
[2025-11-25T11:33:03.478613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:33:03.479846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:03.504406] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-25T11:33:03.504689] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:33:03.505511] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:03.505684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:03.507436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:03.508051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:03.508521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:03.510974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:03.512452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:03.513257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:03.516062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:03.518544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:03.522487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:03.646270] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -1.11%, Actual: 18.43%
[2025-11-25T11:33:03.735551] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:33:03.843547] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.82%, Actual: 1.23%
[2025-11-25T11:33:03.852758] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:33:03.876309] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:33:03.908875] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:03.987735] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.65% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-25T11:33:03.988053] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:33:03.988940] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:03.989086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:03.990909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:03.991547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:03.992061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:03.993071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:04.040154] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.33%
[2025-11-25T11:33:04.041549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:04.043413] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:04.049563] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:04.098487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:04.100615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:04.119162] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-25T11:33:04.119470] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:33:04.120333] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:04.120477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:04.122187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:04.122771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:04.123247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:04.125751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:04.127166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:04.127952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:04.130729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:04.133260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:04.137330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:04.185735] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 3.23% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-25T11:33:04.185895] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:33:04.186695] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:04.186791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:04.191746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:04.193603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:04.194144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:04.195244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:04.225065] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 3.45%
[2025-11-25T11:33:04.239156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:04.294594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:04.385118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:33:04.386240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:04.406139] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 0.11%
[2025-11-25T11:33:04.461622] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:33:04.496568] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:33:04.581915] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.01%, Actual: 0.55%
[2025-11-25T11:33:04.635416] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:04.663367] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:04.712687] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.84% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-25T11:33:04.713001] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:33:04.713926] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:04.714074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:04.716174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:04.716858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:04.717418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:04.718432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:04.731741] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-25T11:33:04.732019] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:33:04.732931] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:04.733072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:04.734799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:04.735363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:04.735854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:04.738296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:04.739888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:04.740637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:04.741325] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:33:04.743343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:04.746083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:04.750030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:04.757531] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.39%, Actual: 0.22%
[2025-11-25T11:33:04.757956] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 36.3696%
[2025-11-25T11:33:04.758119] [INFO ] [main      ] LZB: DISCARDED add_range_overlap_v_prior_day (score: 36.37%)
[2025-11-25T11:33:04.758209] [INFO ] [main      ] LZB: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:33:04.758317] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_range_volume_efficiency']
[2025-11-25T11:33:04.758424] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:33:04.764626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:04.773714] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:04.774244] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:33:04.775178] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:04.775269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:04.780451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:04.782676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:04.784431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:04.786810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:04.822103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:04.824237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:04.918551] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:05.053735] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -1.27% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-25T11:33:05.087875] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:33:05.155297] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:33:05.177716] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:33:05.233688] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 5.20%, Actual: 1.10%
[2025-11-25T11:33:05.256682] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:05.325882] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-25T11:33:05.332846] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:05.366877] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:05.413121] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.16%
[2025-11-25T11:33:05.442459] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 2.21% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-25T11:33:05.442771] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:33:05.443614] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:05.443773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:05.449444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:05.451811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:05.453591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:05.455893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:05.458746] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-25T11:33:05.459058] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:33:05.459969] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:05.460125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:05.461950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:05.462625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:05.463207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:05.464333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:05.499784] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.14%, Actual: 0.78%
[2025-11-25T11:33:05.515771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:05.575400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:05.577455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:05.590954] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -4.29%, Actual: 2.82%
[2025-11-25T11:33:05.675776] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 0.16%
[2025-11-25T11:33:05.772223] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 5.03%, Actual: 1.65%
[2025-11-25T11:33:05.828277] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:33:05.849832] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.23%, Actual: 0.53%
[2025-11-25T11:33:05.939483] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:33:05.940476] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.90%, Actual: 1.54%
[2025-11-25T11:33:06.004258] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:06.019242] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:33:06.110268] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 3.54%, Actual: 1.33%
[2025-11-25T11:33:06.112146] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.04% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-25T11:33:06.112479] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:33:06.113382] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:06.113459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:06.117502] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:06.118663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:06.121115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:06.123101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:06.125715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:06.188690] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 1.54%
[2025-11-25T11:33:06.195301] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.51% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-25T11:33:06.195594] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:33:06.196698] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:06.196863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:06.198791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:06.199559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:06.200191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:06.201370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:06.246029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:06.281221] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -5.40%, Actual: 2.35%
[2025-11-25T11:33:06.301774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:06.303914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:06.357843] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.01%
[2025-11-25T11:33:06.461323] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 0.16%, Actual: 0.72%
[2025-11-25T11:33:06.489457] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:33:06.526609] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:33:06.635510] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 3.23%, Actual: 2.91%
[2025-11-25T11:33:06.660198] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:33:06.672149] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:06.695727] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:33:06.784847] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.78% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-25T11:33:06.785019] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:33:06.785850] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:06.786060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:06.791368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:06.793606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:06.795319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:06.797559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:06.831183] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:06.839010] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -1.27%, Actual: 2.66%
[2025-11-25T11:33:06.839476] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 48.0189%
[2025-11-25T11:33:06.839697] [INFO ] [main      ] KNF: DISCARDED add_prev_1100_to_open (score: 48.02%)
[2025-11-25T11:33:06.839829] [INFO ] [main      ] KNF: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:33:06.839941] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_prev_close_to_1100']
[2025-11-25T11:33:06.840059] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:33:06.855223] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:06.855946] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:33:06.856960] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:06.857133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:06.862365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:06.864542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:06.864380] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:33:06.865098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:06.866067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:06.913677] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-25T11:33:06.913995] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:33:06.914884] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:06.915024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:06.916848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:06.916701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:06.917408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:06.917930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:06.918921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:06.961223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:06.988256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:07.015343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:07.017102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:07.032872] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:33:07.033208] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 22.6643%
[2025-11-25T11:33:07.033379] [INFO ] [main      ] PFL: DISCARDED add_range_volume_efficiency_refinements (score: 22.66%)
[2025-11-25T11:33:07.033496] [INFO ] [main      ] PFL: Testing feature 39/53: add_regime
[2025-11-25T11:33:07.033601] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_regime']
[2025-11-25T11:33:07.033730] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:33:07.046365] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:07.046930] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:33:07.047831] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:07.047914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:07.049592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:07.050150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:07.050700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:07.053140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:07.054529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:07.055292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:07.058079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:07.060518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:07.075247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:07.076449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:07.080175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:07.148792] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:33:07.317986] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:07.353665] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:33:07.412229] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:33:07.419445] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 1.78% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-25T11:33:07.419343] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:33:07.419603] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:33:07.420509] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:07.420660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:07.425468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:07.427587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:07.429216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:07.431345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:07.520362] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:07.581833] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:07.588894] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:07.595579] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.60% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-25T11:33:07.595901] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:33:07.596761] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:07.596902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:07.598682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:07.599229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:07.599726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:07.600696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:07.642994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:07.663002] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-25T11:33:07.663275] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:33:07.664255] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:07.664420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:07.666195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:07.666810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:07.667498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:07.670346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:07.671767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:07.672764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:07.675882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:07.678596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:07.698629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:07.699164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:07.700769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:07.713665] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 3.38% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-25T11:33:07.713959] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:33:07.714802] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:07.714946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:07.719782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:07.721595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:07.722178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:07.723139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:07.766271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:07.780776] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:33:07.821452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:07.906381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:07.907458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:07.954526] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:08.037689] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:33:08.040203] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:33:08.057324] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 2.91% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-25T11:33:08.057490] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:33:08.058387] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:08.058519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:08.063345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:08.065402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:08.067060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:08.069238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:08.211909] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:08.214837] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:08.250638] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:33:08.286480] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.64% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-25T11:33:08.291555] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-25T11:33:08.291868] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:33:08.292943] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:08.293084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:08.294855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:08.295380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:08.295889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:08.298497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:08.299955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:08.300749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:08.303573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:08.306102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:08.327262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:08.412509] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:33:08.422492] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:08.457101] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 1.28%
[2025-11-25T11:33:08.548491] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -1.80% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-11-25T11:33:08.548808] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:33:08.549670] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:08.549816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:08.554669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:08.556500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:08.557115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:08.558085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:08.586623] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:08.601616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:08.628400] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 1.75%
[2025-11-25T11:33:08.657948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:08.687810] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-25T11:33:08.688074] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:33:08.688911] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:08.689099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:08.694015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:08.696895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:08.698523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:08.700670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:08.711988] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:33:08.743596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:08.744701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:08.805519] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 0.98%
[2025-11-25T11:33:08.889986] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:08.978023] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.65%, Actual: 0.19%
[2025-11-25T11:33:08.980544] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -0.96% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:33:08.980934] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:33:08.982179] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:08.982363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:08.984986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:08.985785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:08.986431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:08.989475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:08.990989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:08.991812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:08.994674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:08.997195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:09.017629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:09.037413] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:33:09.084666] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:33:09.152702] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.84%, Actual: 0.95%
[2025-11-25T11:33:09.205621] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:09.254447] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:09.306316] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.91% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-25T11:33:09.306597] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:33:09.307662] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:09.307794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:09.313102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:09.315279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:09.317132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:09.319363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:09.323141] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: 0.39%, Actual: 0.56%
[2025-11-25T11:33:09.384736] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:33:09.387633] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-11-25T11:33:09.387943] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:33:09.388792] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:09.388936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:09.393772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:09.395630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:09.396223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:09.397214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:09.440231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:09.495896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:09.502878] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.51%, Actual: 0.02%
[2025-11-25T11:33:09.554212] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:09.581282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:09.582363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:09.627629] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-25T11:33:09.627961] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:33:09.628849] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:09.628991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:09.630713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:09.631276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:09.631768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:09.634237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:09.635626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:09.636415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:09.639187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:09.641614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:09.652830] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:33:09.660961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:09.673810] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.18%
[2025-11-25T11:33:09.818517] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:09.845252] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 0.45%
[2025-11-25T11:33:09.916680] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.56% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-25T11:33:09.916969] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:33:09.917816] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:09.917948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:09.919765] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:33:09.922742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:09.924848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:09.926455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:09.928573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:10.016495] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 0.66%
[2025-11-25T11:33:10.016813] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 40.5513%
[2025-11-25T11:33:10.017119] [INFO ] [main      ] AMX: DISCARDED add_prior_mag_lag (score: 40.55%)
[2025-11-25T11:33:10.017243] [INFO ] [main      ] AMX: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:33:10.017352] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_range_overlap_v_prior_day']
[2025-11-25T11:33:10.017463] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:33:10.023109] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:33:10.031414] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:10.032022] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:33:10.033004] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:10.033147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:10.034957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:10.035564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:10.036067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:10.037086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:10.080871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:10.089912] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:10.137513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:10.140301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:10.196993] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:10.223274] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 2.52% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-25T11:33:10.223563] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:33:10.224403] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:10.224547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:10.229402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:10.231219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:10.231808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:10.232774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:10.262963] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:33:10.269804] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-25T11:33:10.269972] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:33:10.270904] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:10.271090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:10.272881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:10.273437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:10.273933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:10.275487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:10.276364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:10.277749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:10.278523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:10.281414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:10.283855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:10.303170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:10.330217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:10.415067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:10.416201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:10.428740] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:10.478935] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:33:10.528425] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.96% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-25T11:33:10.528773] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:33:10.529582] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:10.529732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:10.534463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:10.536560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:10.538189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:10.540304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:10.653960] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:33:10.657504] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:10.735399] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.47% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-25T11:33:10.735737] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:33:10.736598] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:10.736763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:10.738573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:10.739217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:10.739731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:10.740727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:10.760317] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:33:10.785529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:10.823624] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:10.842622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:10.845337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:10.878753] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:33:10.896846] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-25T11:33:10.897164] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:33:10.898039] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:10.898184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:10.899904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:10.900664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:10.901325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:10.903814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:10.905183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:10.905958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:10.908736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:10.911159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:10.930276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:10.932523] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:11.045574] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:11.065197] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 5.37% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-11-25T11:33:11.065396] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:33:11.066344] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:11.066576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:11.072183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:11.074320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:11.074927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:11.075939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:11.122736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:11.146470] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.09% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-25T11:33:11.180105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:11.191866] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:33:11.265791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:11.266933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:11.267971] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:33:11.314477] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 2.21%, Actual: 1.96%
[2025-11-25T11:33:11.361446] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:11.437000] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.68% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-25T11:33:11.437329] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:33:11.438172] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:11.438313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:11.438370] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:11.440092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:11.440689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:11.441191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:11.442185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:11.480832] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.04%, Actual: 3.33%
[2025-11-25T11:33:11.486714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:11.513093] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-25T11:33:11.513410] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:33:11.514315] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:11.514462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:11.516252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:11.516884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:11.517389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:11.519909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:11.521344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:11.522170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:11.524993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:11.527572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:11.547309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:11.547750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:11.550889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:11.625406] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:33:11.647535] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.78%, Actual: 3.40%
[2025-11-25T11:33:11.803259] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:11.816189] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 1.78%, Actual: 18.43%
[2025-11-25T11:33:11.898339] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:33:11.938189] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-25T11:33:11.938364] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:33:11.939336] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:11.939484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:11.942905] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:33:11.944519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:11.946667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:11.947307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:11.948359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:11.983197] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 2.91%, Actual: 1.23%
[2025-11-25T11:33:11.994206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:12.051609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:12.069891] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:12.113056] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:12.142932] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-25T11:33:12.143095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:12.143290] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:33:12.144216] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:12.144303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:12.144278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:12.146185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:12.146907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:12.147436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:12.148486] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 0.33%
[2025-11-25T11:33:12.150045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:12.151442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:12.152192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:12.155079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:12.157601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:12.177358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:12.187504] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -1.11% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-25T11:33:12.187830] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:33:12.188677] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:12.188819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:12.190540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:12.191128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:12.191607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:12.192575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:12.235077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:12.289378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:12.291913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:12.314874] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.91%, Actual: 3.45%
[2025-11-25T11:33:12.498602] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:33:12.527207] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:33:12.544313] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.56%, Actual: 0.11%
[2025-11-25T11:33:12.630091] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:33:12.677341] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:12.700619] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:12.712624] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.96%, Actual: 0.55%
[2025-11-25T11:33:12.773748] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-25T11:33:12.774032] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:33:12.774830] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:12.774973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:12.776717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:12.777315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:12.777805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:12.780268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:12.781685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:12.782455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:12.785231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:12.787700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:12.796833] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:12.806351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:12.811115] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -3.15% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-25T11:33:12.811450] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:33:12.812381] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:12.812528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:12.817786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:12.819803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:12.820397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:12.821404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:12.869810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:12.870487] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-25T11:33:12.870813] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:33:12.871629] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:12.871789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:12.873503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:12.874086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:12.874559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:12.875520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:12.882606] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.09%, Actual: 0.22%
[2025-11-25T11:33:12.882985] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 38.0496%
[2025-11-25T11:33:12.883150] [INFO ] [main      ] LZB: DISCARDED add_range_volume_efficiency (score: 38.05%)
[2025-11-25T11:33:12.883258] [INFO ] [main      ] LZB: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:33:12.883355] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:33:12.883454] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:33:12.901275] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:12.901975] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:33:12.902911] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:12.903037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:12.907867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:12.909961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:12.911562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:12.915469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:12.922001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:12.929427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:12.976702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:12.979197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:13.018141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:13.019149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:13.149922] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:33:13.251190] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:33:13.312618] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:33:13.320104] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:13.377489] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:33:13.392077] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: -0.24% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-11-25T11:33:13.423268] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:13.480140] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:13.529084] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 0.64% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-25T11:33:13.529367] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:33:13.530212] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:13.530361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:13.535159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:13.537257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:13.538946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:13.542853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:13.553252] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.50% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-25T11:33:13.553538] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:33:13.554318] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:13.554458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:13.556183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:13.556768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:13.557258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:13.558217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:13.559412] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:13.564804] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.78%
[2025-11-25T11:33:13.601211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:13.657612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:13.660203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:13.690061] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-25T11:33:13.690361] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:33:13.691255] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:13.691397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:13.696238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:13.698253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:13.698868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:13.699994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:13.740030] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 0.16%
[2025-11-25T11:33:13.748706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:13.804811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:13.886538] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:33:13.892077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:13.893027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:13.910631] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -0.96%, Actual: 0.53%
[2025-11-25T11:33:13.997595] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:33:14.056424] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:14.083232] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:33:14.162125] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.25% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-25T11:33:14.162409] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:33:14.163223] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:14.163356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:14.166932] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:14.168345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:14.170441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:14.172101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:14.175943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:14.240770] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-25T11:33:14.240918] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:33:14.241691] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:14.241781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:14.243542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:14.244171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:14.244675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:14.245625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:14.252088] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:33:14.257861] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.54%
[2025-11-25T11:33:14.288292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:14.342884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:14.345593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:14.428183] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:33:14.436071] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:14.518416] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:33:14.569632] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 4.66% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-25T11:33:14.569935] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:33:14.570813] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:14.570958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:14.576022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:14.578219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:14.578851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:14.579864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:14.597842] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:33:14.623733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:14.679069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:14.681052] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:33:14.702546] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:14.765050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:14.766271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:14.773573] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:33:14.814776] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 4.36% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-25T11:33:14.815071] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:33:14.815957] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:14.816093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:14.821722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:14.823974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:14.825804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:14.830034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:14.853441] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:14.947271] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-25T11:33:14.947573] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:33:14.948470] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:14.948616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:14.950485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:14.951126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:14.951628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:14.952658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:14.965406] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:33:14.999475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:15.055970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:15.059122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:15.148790] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:33:15.149948] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: -0.24%, Actual: 0.60%
[2025-11-25T11:33:15.150350] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 25.4041%
[2025-11-25T11:33:15.150527] [INFO ] [main      ] PFL: DISCARDED add_regime (score: 25.40%)
[2025-11-25T11:33:15.150668] [INFO ] [main      ] PFL: Testing feature 40/53: add_regime_flags
[2025-11-25T11:33:15.150784] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_regime_flags']
[2025-11-25T11:33:15.150923] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:33:15.164899] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:15.165428] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:33:15.166406] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:15.166488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:15.168316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:15.168892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:15.169317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:15.172038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:15.173572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:15.174346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:15.177185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:15.179702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:15.180863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:15.239529] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:33:15.358347] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:15.476176] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:33:15.487516] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:15.507666] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -3.28% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-25T11:33:15.633883] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:33:15.635680] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -1.93% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-25T11:33:15.635980] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:33:15.637110] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:15.637276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:15.643515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:15.646628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:15.648939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:15.653842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:15.701547] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:15.763093] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 3.38%, Actual: 1.10%
[2025-11-25T11:33:15.795328] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.49% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-25T11:33:15.795656] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:33:15.796744] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:15.796908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:15.799208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:15.800025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:15.800590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:15.801662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:15.864005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:15.897932] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:15.954143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:15.958371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:15.985602] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-25T11:33:15.985842] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:33:15.987211] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:15.987397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:15.990089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:15.990576] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -1.80%, Actual: 0.16%
[2025-11-25T11:33:15.990974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:15.991682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:15.995412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:15.997546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:15.998701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:16.003132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:16.006880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:16.008557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:16.105169] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:33:16.182964] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -0.68%, Actual: 2.82%
[2025-11-25T11:33:16.289080] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:16.321789] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:33:16.363783] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 2.52%, Actual: 1.65%
[2025-11-25T11:33:16.396517] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 2.54% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-25T11:33:16.396827] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:33:16.397754] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:16.397894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:16.403138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:16.405926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:16.408097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:16.412575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:16.466880] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:33:16.494954] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:16.543000] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 5.37%, Actual: 1.54%
[2025-11-25T11:33:16.570454] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.74% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-25T11:33:16.570769] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:33:16.571628] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:16.571792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:16.573539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:16.574203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:16.574729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:16.575731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:16.618801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:16.653329] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:16.674665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:16.677692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:16.721340] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 1.33%
[2025-11-25T11:33:16.730138] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-25T11:33:16.730414] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:33:16.731323] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:16.731472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:16.733318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:16.733954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:16.734438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:16.737104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:16.738615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:16.739469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:16.742389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:16.745043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:16.746342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:16.773274] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:33:16.900665] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -3.15%, Actual: 2.35%
[2025-11-25T11:33:16.950376] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:17.026931] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:33:17.053253] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:33:17.053399] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:33:17.054205] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:17.054284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:17.059374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:17.061634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:17.063400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:17.067520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:17.079063] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.72%
[2025-11-25T11:33:17.092810] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:33:17.203116] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:17.261068] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 4.66%, Actual: 2.91%
[2025-11-25T11:33:17.266316] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:17.277573] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.74% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-25T11:33:17.336578] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-25T11:33:17.336881] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:33:17.337759] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:17.337924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:17.339635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:17.340232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:17.340730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:17.343510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:17.345334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:17.346313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:17.350053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:17.353195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:17.354747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:17.429215] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:33:17.435983] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -3.28%, Actual: 2.66%
[2025-11-25T11:33:17.436400] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 48.2596%
[2025-11-25T11:33:17.436574] [INFO ] [main      ] KNF: DISCARDED add_prev_close_to_1100 (score: 48.26%)
[2025-11-25T11:33:17.436720] [INFO ] [main      ] KNF: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:33:17.436833] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_prev_close_to_open']
[2025-11-25T11:33:17.436970] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:33:17.451672] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:17.452198] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:33:17.453103] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:17.453183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:17.459473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:17.459825] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.47%, Actual: 1.28%
[2025-11-25T11:33:17.461825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:17.462554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:17.463484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:17.510067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:17.571620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:17.612687] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:17.662591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:33:17.663620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:17.672515] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.68%, Actual: 1.75%
[2025-11-25T11:33:17.716438] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.93% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-25T11:33:17.716738] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:33:17.717627] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:17.717792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:17.723282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:17.725577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:17.727307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:17.729414] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:33:17.731470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:17.884892] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -1.11%, Actual: 0.98%
[2025-11-25T11:33:17.912335] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:17.981944] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-25T11:33:17.982221] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:33:17.983057] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:17.983199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:17.984931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:17.985511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:17.986004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:17.988478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:17.989895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:17.990679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:17.993442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:17.995868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:17.996974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:18.061053] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:33:18.079673] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.50%, Actual: 0.19%
[2025-11-25T11:33:18.088928] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:33:18.252390] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:18.264705] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:18.280503] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.50%, Actual: 0.95%
[2025-11-25T11:33:18.354258] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:33:18.370599] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.10% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-25T11:33:18.370873] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:33:18.371725] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:18.371888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:18.376864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:18.379063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:18.380741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:18.384783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:18.396144] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 7.99% | Symbol ETA: 15.1s | Global ETA: N/A
[2025-11-25T11:33:18.396447] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:33:18.397483] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:18.397661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:18.403038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:18.405151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:18.405776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:18.406839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:18.455267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:18.457942] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 0.56%
[2025-11-25T11:33:18.515242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:18.526764] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:18.600637] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:33:18.600947] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:33:18.601849] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:18.601999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:18.603850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:18.604474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:18.604984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:18.607625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:18.609308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:18.610186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:18.610328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:33:18.611722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:18.613181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:18.615838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:18.617019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:18.668749] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.02%
[2025-11-25T11:33:18.752776] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:33:18.865369] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.49%, Actual: 0.18%
[2025-11-25T11:33:18.933959] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:18.974050] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:33:18.990574] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:33:19.035555] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.74%, Actual: 0.45%
[2025-11-25T11:33:19.041094] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.49% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-25T11:33:19.041352] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:33:19.042306] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:19.042447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:19.047788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:19.050110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:19.051817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:19.055999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:19.160102] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:19.167178] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:19.211298] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.74%, Actual: 0.66%
[2025-11-25T11:33:19.211718] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 47.0208%
[2025-11-25T11:33:19.211897] [INFO ] [main      ] AMX: DISCARDED add_range_overlap_v_prior_day (score: 47.02%)
[2025-11-25T11:33:19.212018] [INFO ] [main      ] AMX: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:33:19.212125] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_range_volume_efficiency']
[2025-11-25T11:33:19.212234] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:33:19.226052] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:19.226611] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:33:19.227581] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:19.227739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:19.229540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:19.230191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:19.230690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:19.231695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:19.231622] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-25T11:33:19.231936] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:33:19.232841] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:19.232985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:19.234817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:19.235500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:19.236012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:19.238563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:19.240022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:19.240834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:19.243605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:19.246091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:19.247267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:19.276781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:19.304212] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.22% | Symbol ETA: 14.0s | Global ETA: N/A
[2025-11-25T11:33:19.304502] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:33:19.305332] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:19.305506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:19.310843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:19.312814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:19.313476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:19.314521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:19.334097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:19.336664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:19.362894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:19.408692] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:33:19.422089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:19.514012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:33:19.515338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:19.586502] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:19.592150] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:33:19.683997] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:33:19.689886] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 4.42% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-11-25T11:33:19.765757] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:19.836159] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-25T11:33:19.836474] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:33:19.837451] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:19.837614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:19.839488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:19.840221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:19.840725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:19.843253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:19.844786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:19.845586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:19.848558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:19.851131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:19.852248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:19.858028] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:19.861769] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 0.64%, Actual: 1.96%
[2025-11-25T11:33:19.874474] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:33:19.932724] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-25T11:33:19.932891] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:33:19.933635] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:19.933731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:19.935396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:19.935914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:19.936317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:19.937362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:19.982039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:20.040966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:20.043835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:20.050222] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:20.052097] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.25%, Actual: 3.33%
[2025-11-25T11:33:20.193770] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-25T11:33:20.194038] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:33:20.195022] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:20.195183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:20.199013] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:33:20.200710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:20.202720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:20.203345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:20.204431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:20.242983] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 4.36%, Actual: 3.40%
[2025-11-25T11:33:20.250609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:20.308096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:20.371744] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:20.385735] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:33:20.399484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:33:20.400966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:20.410843] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -1.93%, Actual: 18.43%
[2025-11-25T11:33:20.440826] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-25T11:33:20.441119] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:33:20.441956] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:20.442095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:20.443834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:20.444399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:20.444892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:20.447509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:20.448983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:20.449761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:20.452499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:20.454913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:20.456258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:20.556744] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:20.579840] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 2.54%, Actual: 1.23%
[2025-11-25T11:33:20.629954] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.47% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-11-25T11:33:20.630254] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:33:20.631098] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:20.631240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:20.632984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:20.633566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:20.634100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:20.635078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:20.679378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:20.738584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:20.741338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:20.750502] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.33%
[2025-11-25T11:33:20.766424] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:33:20.812373] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:33:20.920684] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.93%, Actual: 3.45%
[2025-11-25T11:33:20.949341] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:20.988032] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:21.058661] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-25T11:33:21.058958] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:33:21.059841] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:33:21.059983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:21.061758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:21.062365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:21.062877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:21.065414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:21.066899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:21.067713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:21.070504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:21.073033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:21.074203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:21.089942] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 5.10% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-25T11:33:21.090251] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:33:21.091144] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:21.091292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:21.091413] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.10%, Actual: 0.11%
[2025-11-25T11:33:21.096325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:21.098292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:21.098933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:21.099935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:21.102923] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:33:21.146903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:21.205614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:21.258860] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.49%, Actual: 0.55%
[2025-11-25T11:33:21.271105] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:21.299159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:33:21.300396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:21.344019] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-25T11:33:21.344318] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:33:21.345157] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:21.345299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:21.347052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:21.347633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:21.348131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:21.349101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:21.394425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:21.420172] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:33:21.430488] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 4.42%, Actual: 0.22%
[2025-11-25T11:33:21.430908] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 35.0806%
[2025-11-25T11:33:21.431013] [INFO ] [main      ] LZB: DISCARDED add_range_volume_efficiency_refinements (score: 35.08%)
[2025-11-25T11:33:21.431137] [INFO ] [main      ] LZB: Testing feature 39/53: add_regime
[2025-11-25T11:33:21.431234] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_regime']
[2025-11-25T11:33:21.431333] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:33:21.446205] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:21.446961] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:33:21.448052] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:21.448194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:21.449920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:21.452134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:21.453150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:21.455250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:21.457005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:21.473039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:21.589564] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:21.659472] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-11-25T11:33:21.668739] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:33:21.792071] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:33:21.821221] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:33:21.834493] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.14%, Actual: 0.78%
[2025-11-25T11:33:21.850302] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:21.960485] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:21.982165] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -2.10% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-11-25T11:33:21.982467] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:33:21.983377] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:21.983527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:21.988666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:21.990591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:21.991196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:21.992237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:21.993625] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:22.007137] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 0.16%
[2025-11-25T11:33:22.033197] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.05% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-25T11:33:22.033495] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:33:22.034327] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:22.034470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:22.036185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:22.036775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:22.037279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:22.038256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:22.038130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:22.080940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:22.094572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:22.105692] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-25T11:33:22.105978] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:33:22.106839] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:22.106973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:22.112037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:22.114164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:22.115851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:22.132173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:22.135948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:22.138294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:22.179182] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.23%, Actual: 0.53%
[2025-11-25T11:33:22.184587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:33:22.185803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:22.346969] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:33:22.469820] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:33:22.474435] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:33:22.518518] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:33:22.523334] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:33:22.639083] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:22.644368] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:22.688344] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.01%
[2025-11-25T11:33:22.692699] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:22.717083] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.13% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-25T11:33:22.717393] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:33:22.718227] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:22.718371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:22.720103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:22.720716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:22.721217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:22.722128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:22.747699] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.87% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-25T11:33:22.747985] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:33:22.748860] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:22.748992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:22.753790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:22.755872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:22.757517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:22.764776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:22.772995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:22.827942] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -2.34% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-25T11:33:22.828208] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:33:22.829114] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:22.829287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:22.832517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:22.834314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:22.835196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:22.836376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:22.837017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:22.838057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:22.857200] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:33:22.885862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:22.944981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:23.028292] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:33:23.036286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:33:23.037613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:23.116213] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:33:23.175003] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:33:23.196988] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:33:23.285592] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:23.343438] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:23.366598] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:33:23.367000] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 22.7625%
[2025-11-25T11:33:23.367187] [INFO ] [main      ] PFL: DISCARDED add_regime_flags (score: 22.76%)
[2025-11-25T11:33:23.367303] [INFO ] [main      ] PFL: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:23.367409] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:33:23.367574] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:33:23.380109] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:23.380614] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:33:23.381525] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:33:23.381691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:23.383486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:23.384097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:23.384578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:23.387068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:23.388487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:23.389249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:23.392025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:23.394512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:23.395082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:23.395860] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: -0.93% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-25T11:33:23.396142] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:33:23.396255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:23.397118] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:23.397253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:23.397934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:23.399112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:23.399933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:23.401323] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:33:23.402157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:23.404279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:23.405926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:23.417775] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -1.22% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-25T11:33:23.418072] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:33:23.418948] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:23.419095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:23.420850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:23.421414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:23.421904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:23.421962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:23.422926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:23.465635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:23.521266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:23.523502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:23.584348] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:23.730267] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -1.90% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-25T11:33:23.730552] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:33:23.731518] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:23.731711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:23.737018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:23.739347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:23.739994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:23.740948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:23.745165] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:33:23.788576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:23.789048] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:33:23.845592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:23.915603] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:23.917199] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:33:23.937098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:33:23.938591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:23.969936] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:23.991669] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-25T11:33:23.991936] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:33:23.992893] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:33:23.993038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:23.994876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:23.995536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:23.996048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:23.998686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:24.000188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:24.001004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:24.003844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:24.006415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:24.007113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:24.008281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:24.010083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:24.011268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:24.012021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:24.076013] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.87% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-25T11:33:24.076189] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:33:24.076963] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:24.077193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:24.082103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:24.084270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:24.085932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:24.087730] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:24.102180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:24.161754] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-25T11:33:24.162019] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:33:24.162856] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:24.162998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:24.164941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:24.165536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:24.166033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:24.167264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:24.210623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:24.266361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:24.268812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:24.303159] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:33:24.355985] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:33:24.446370] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:33:24.485667] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:24.529638] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:24.605796] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-25T11:33:24.606060] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:33:24.606934] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:33:24.607198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:24.608990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:24.609597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:24.609481] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:33:24.610036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:24.612473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:24.613921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:24.614697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:24.615410] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:24.617568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:24.620102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:24.620278] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -1.00% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-25T11:33:24.620580] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:33:24.620679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:24.621474] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:24.621572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:24.621881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:24.623602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:24.624746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:24.625484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:24.626451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:24.628389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:24.628993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:24.629997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:24.673130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:24.721942] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: -0.95% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-25T11:33:24.722209] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:33:24.723043] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:24.723192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:24.727247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:24.728063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:24.730211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:24.731851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:24.747621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:24.782513] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:24.812513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:33:24.813508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:24.855005] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.93% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-25T11:33:24.855285] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:33:24.856129] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:24.856273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:24.858014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:24.858589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:24.859078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:24.860081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:24.903412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:24.958317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:24.960739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:24.964028] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:33:25.089560] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:33:25.136691] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:25.170032] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:33:25.212592] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.38% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-25T11:33:25.212753] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:33:25.213552] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:33:25.213793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:25.215592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:25.216183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:25.216677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:25.219199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:25.220680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:25.221434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:25.224205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:25.226673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:25.227252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:25.228407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:25.230141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:25.231272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:25.232052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:25.261391] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:25.316195] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:33:25.355760] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:25.365100] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.77% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-25T11:33:25.365366] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:33:25.366215] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:25.366350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:25.371229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:25.373336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:25.374987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:25.390567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:25.486803] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:25.491440] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 1.96% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:33:25.491619] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:33:25.492604] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:25.492770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:25.498133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:25.500142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:25.500762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:25.501785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:25.545917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:25.559292] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.60% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-25T11:33:25.559438] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:33:25.560205] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:25.560281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:25.561945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:25.562436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:25.562855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:25.563781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:25.572200] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:33:25.601794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:25.606477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:25.661111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:25.663505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:25.692738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:33:25.693732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:25.727257] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:33:25.740692] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:25.815034] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:33:25.815178] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:33:25.815945] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:33:25.816180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:25.817992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:25.818577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:25.819068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:25.821492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:25.822882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:25.823635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:25.826361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:25.828842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:25.829435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:25.830540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:25.832238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:25.833315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:25.834100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:25.896204] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:26.002230] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.31% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-25T11:33:26.002517] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:33:26.002458] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:33:26.003320] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:26.003463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:26.009057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:26.011158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:26.012819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:26.030130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:26.044132] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:33:26.172618] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:26.173893] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:33:26.223521] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:26.243610] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-25T11:33:26.341881] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:26.354821] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -1.09% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:33:26.372025] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:33:26.420376] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-25T11:33:26.420539] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:33:26.421313] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:33:26.421534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:26.423497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:26.424101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:26.423895] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.05%, Actual: 1.28%
[2025-11-25T11:33:26.424522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:26.426925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:26.428348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:26.429133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:26.431878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:26.434286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:26.434867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:26.435977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:26.437693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:26.438818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:26.439585] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:26.537722] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 7.99%, Actual: 1.10%
[2025-11-25T11:33:26.553576] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:26.599031] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 1.75%
[2025-11-25T11:33:26.659224] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -0.94% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-25T11:33:26.659506] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:33:26.660357] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:26.660492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:26.665628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:26.667916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:26.669633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:26.686284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:26.711549] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.22%, Actual: 0.16%
[2025-11-25T11:33:26.769322] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.42%, Actual: 0.98%
[2025-11-25T11:33:26.780809] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:33:26.878928] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 2.82%
[2025-11-25T11:33:26.937571] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.05%, Actual: 0.19%
[2025-11-25T11:33:26.957080] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:27.033870] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:33:27.034515] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-25T11:33:27.034851] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:33:27.035795] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:33:27.035954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:27.037825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:27.038433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:27.038954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:27.041704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:27.043155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:27.043960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:27.046854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:27.049507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:27.049365] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 5.10%, Actual: 1.65%
[2025-11-25T11:33:27.050070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:27.051312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:27.053234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:27.054527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:27.055373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:27.106616] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.13%, Actual: 0.95%
[2025-11-25T11:33:27.204670] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:27.223692] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -2.10%, Actual: 1.54%
[2025-11-25T11:33:27.276284] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -1.22%, Actual: 0.56%
[2025-11-25T11:33:27.314457] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.81% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-25T11:33:27.314769] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:33:27.315739] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:27.315885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:27.321012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:27.323328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:27.325065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:27.341520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:27.398120] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -2.34%, Actual: 1.33%
[2025-11-25T11:33:27.413147] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:33:27.446151] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.02%
[2025-11-25T11:33:27.569715] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.90%, Actual: 2.35%
[2025-11-25T11:33:27.586054] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:27.624877] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.93%, Actual: 0.18%
[2025-11-25T11:33:27.661764] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-25T11:33:27.661908] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:33:27.662711] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:33:27.662791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:27.664429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:27.664965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:27.665454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:27.667931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:27.669236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:27.669937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:27.672580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:27.674941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:27.675451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:27.676462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:27.678254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:27.679352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:27.680059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:27.689937] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:33:27.744714] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -1.00%, Actual: 0.72%
[2025-11-25T11:33:27.805547] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 0.45%
[2025-11-25T11:33:27.864793] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:27.914659] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 1.96%, Actual: 2.91%
[2025-11-25T11:33:27.970955] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.15% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-25T11:33:27.984120] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.63%, Actual: 0.66%
[2025-11-25T11:33:27.984528] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 40.8136%
[2025-11-25T11:33:27.984755] [INFO ] [main      ] AMX: DISCARDED add_range_volume_efficiency (score: 40.81%)
[2025-11-25T11:33:27.984877] [INFO ] [main      ] AMX: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:33:27.984988] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:33:27.985106] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:33:27.999420] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:28.000252] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:33:28.001310] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:28.001471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:28.003508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:28.004162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:28.004705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:28.005726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:28.016936] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:33:28.052351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:28.084385] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -1.09%, Actual: 2.66%
[2025-11-25T11:33:28.084769] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 42.2659%
[2025-11-25T11:33:28.084935] [INFO ] [main      ] KNF: DISCARDED add_prev_close_to_open (score: 42.27%)
[2025-11-25T11:33:28.085058] [INFO ] [main      ] KNF: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:33:28.085167] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_prior_day_tail_pressure']
[2025-11-25T11:33:28.085322] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:33:28.099131] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:28.099727] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:33:28.100631] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:28.100801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:28.105742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:28.107634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:28.108233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:28.109231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:28.112847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:28.117436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:28.150315] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: -0.29%, Actual: 1.96%
[2025-11-25T11:33:28.153476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:28.190876] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:28.210152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:28.268487] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-25T11:33:28.268804] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:33:28.269672] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:33:28.269818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:28.271596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:28.272209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:28.272749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:28.275313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:28.276804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:28.277636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:28.280503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:28.282964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:28.283559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:28.284697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:28.286449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:28.287619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:28.288501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:28.298138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:28.301465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:28.333762] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.87%, Actual: 3.33%
[2025-11-25T11:33:28.482278] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:33:28.510355] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: -0.93%, Actual: 3.40%
[2025-11-25T11:33:28.627249] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:33:28.644277] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:33:28.664230] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:28.686144] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.87%, Actual: 18.43%
[2025-11-25T11:33:28.743669] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-25T11:33:28.743960] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:33:28.744836] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:28.744987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:28.746885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:28.747489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:28.748012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:28.749038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:28.796327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:28.807766] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:28.821178] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:28.854329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:28.858777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:28.862430] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: -0.95%, Actual: 1.23%
[2025-11-25T11:33:28.882828] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-25T11:33:28.883116] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:33:28.883971] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:33:28.884116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:28.885848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:28.886432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:28.886928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:28.889421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:28.890828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:28.891619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:28.894434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:28.896887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:28.897466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:28.898563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:28.900256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:28.901382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:28.902160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:28.954554] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 6.33% | Symbol ETA: 13.8s | Global ETA: N/A
[2025-11-25T11:33:28.954880] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:33:28.955736] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:28.955878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:28.960728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:28.962560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:28.963141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:28.964105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:29.007328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:29.029736] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.77%, Actual: 0.33%
[2025-11-25T11:33:29.062299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:29.147329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:29.150328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:29.195621] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 3.45%
[2025-11-25T11:33:29.206765] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:33:29.242276] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:33:29.363704] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.94%, Actual: 0.11%
[2025-11-25T11:33:29.378374] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:29.424398] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:29.454382] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-25T11:33:29.454708] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:33:29.455576] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:29.455743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:29.457521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:29.458127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:29.458671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:29.459659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:29.492599] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:33:29.502280] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-25T11:33:29.504085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:29.530729] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.81%, Actual: 0.55%
[2025-11-25T11:33:29.560445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:29.564631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:29.663664] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:29.683297] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.78%
[2025-11-25T11:33:29.699452] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.15%, Actual: 0.22%
[2025-11-25T11:33:29.699751] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 29.9501%
[2025-11-25T11:33:29.699908] [INFO ] [main      ] LZB: DISCARDED add_regime (score: 29.95%)
[2025-11-25T11:33:29.700014] [INFO ] [main      ] LZB: Testing feature 40/53: add_regime_flags
[2025-11-25T11:33:29.700111] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_regime_flags']
[2025-11-25T11:33:29.700210] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:33:29.715164] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:29.715601] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:33:29.716485] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:29.716561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:29.721548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:29.723587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:29.725159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:29.726207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:29.795769] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -2.25% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-11-25T11:33:29.795914] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:33:29.796684] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:29.796774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:29.801631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:29.803444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:29.804120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:29.805093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:29.849330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:29.861203] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.18%, Actual: 0.16%
[2025-11-25T11:33:29.904168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:29.909250] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:33:29.991035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:29.994290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:30.037941] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.38%, Actual: 0.53%
[2025-11-25T11:33:30.081326] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:33:30.084305] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:30.159932] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-25T11:33:30.160216] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:33:30.161053] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:30.161236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:30.162965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:30.163566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:30.164055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:30.165027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:30.208970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:30.218625] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:33:30.254061] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:30.265402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:30.269524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:30.358913] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.01% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-25T11:33:30.359199] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:33:30.359219] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:33:30.360073] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:30.360218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:30.365123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:30.367310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:30.368961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:30.370071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:30.399025] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54%
[2025-11-25T11:33:30.542268] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:30.595198] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.01%
[2025-11-25T11:33:30.614217] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:33:30.677460] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-25T11:33:30.677623] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:33:30.678613] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:30.678782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:30.683697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:30.685555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:30.686141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:30.687172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:30.726248] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:33:30.730417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:30.784887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:30.784782] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:33:30.787359] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:30.864159] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.06% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-25T11:33:30.864485] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:33:30.865383] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:30.865536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:30.867413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:30.868016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:30.868549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:30.869281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:30.869585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:30.872597] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:30.899213] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:30.915037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:30.954589] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:33:30.970177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:30.974477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:31.002981] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 10.57% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-25T11:33:31.003266] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:33:31.004080] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:31.004214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:31.009053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:31.011200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:31.012896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:31.014016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:31.125147] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:33:31.218591] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:33:31.298829] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:33:31.299081] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 26.2421%
[2025-11-25T11:33:31.299219] [INFO ] [main      ] PFL: KEPT add_return_volume_nonlinearity_proxies (score: 26.24%)
[2025-11-25T11:33:31.299267] [INFO ] [main      ] PFL: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:33:31.299308] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_shelf_lag']
[2025-11-25T11:33:31.299382] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:33:31.311944] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:31.312448] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:33:31.313349] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:31.313432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:31.315184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:31.315750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:31.316171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:31.318609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:31.319985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:31.320736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:31.320831] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:33:31.323509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:31.325969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:31.326475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:31.327527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:31.329161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:31.330240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:31.330964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:31.332612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:31.353599] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:33:31.398338] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:31.490580] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:31.523452] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:31.540009] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.58% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-25T11:33:31.540328] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:33:31.541289] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:31.541477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:31.546824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:31.548824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:31.549456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:31.550470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:31.564573] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.53% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-25T11:33:31.564948] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:33:31.565822] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:31.565973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:31.567748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:31.568335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:31.568867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:31.569887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:31.597960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:31.614006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:31.629988] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: -0.75% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-25T11:33:31.630279] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:33:31.631172] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:31.631318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:31.636557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:31.638861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:31.640628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:31.641815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:31.655919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:31.670571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:31.671051] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:33:31.674980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:31.747911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:31.751413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:31.843225] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:31.991894] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:33:32.005608] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-25T11:33:32.005778] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:33:32.006538] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:32.006613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:32.008298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:32.008995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:32.009488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:32.011936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:32.013325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:32.014106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:32.016830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:32.018783] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:33:32.019256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:32.019827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:32.020931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:32.022606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:32.023746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:32.024525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:32.026092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:32.110307] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:33:32.161095] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:32.191543] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:32.261363] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 1.84% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:33:32.261662] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:33:32.262479] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:32.262611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:32.265753] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-25T11:33:32.266055] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:33:32.266930] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:32.267101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:32.267454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:32.268893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:32.269530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:32.269487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:32.270026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:32.271038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:32.271094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:32.272198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:32.289298] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:32.315590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:32.371748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:32.372450] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:33:32.375935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:32.427910] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 10.5s | Global ETA: N/A
[2025-11-25T11:33:32.428185] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:33:32.429102] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:32.429248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:32.434273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:32.436154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:32.436764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:32.437781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:32.481265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:32.535932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:32.553377] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:32.611501] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:33:32.620377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:32.623219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:32.720598] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:33:32.724468] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: -0.02% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-25T11:33:32.724788] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:33:32.725696] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:32.725842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:32.727667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:32.728273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:32.728843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:32.731484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:32.732977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:32.733774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:32.736973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:32.739561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:32.740161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:32.741355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:32.743152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:32.744307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:32.745113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:32.746827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:32.788715] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:32.891312] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.54% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:33:32.891606] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:33:32.892469] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:32.892600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:32.892739] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:32.897538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:32.899613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:32.901214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:32.902268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:32.967964] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:33:32.968381] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-25T11:33:32.968729] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:33:32.969601] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:32.969734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:32.971466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:32.972096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:32.972570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:32.973540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:33.019850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:33.076134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:33.080757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:33.117333] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:33:33.137535] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:33.242287] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:33:33.269370] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 3.10% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-25T11:33:33.269670] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:33:33.270482] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:33.270629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:33.275472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:33.277383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:33.277972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:33.278938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:33.297871] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:33.322249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:33.376574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:33.413907] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:33.422347] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:33:33.461875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:33.464790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:33.465997] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-25T11:33:33.466308] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:33:33.467154] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:33.467305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:33.469217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:33.469823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:33.470324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:33.472912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:33.474508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:33.475302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:33.478362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:33.481136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:33.481759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:33.482902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:33.484681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:33.485923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:33.486738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:33.488349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:33.515811] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.53% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-25T11:33:33.516099] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:33:33.516896] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:33.517027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:33.521982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:33.524087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:33.525795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:33.526873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:33.592967] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:33.668324] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.74% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-25T11:33:33.668593] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:33:33.669458] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:33.669610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:33.671334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:33.671916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:33.672392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:33.673366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:33.717184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:33.772440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:33.776899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:33.812027] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:33:33.851326] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:33:33.870927] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:33:33.981989] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:34.027536] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:34.040771] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:34.120316] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.51% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-25T11:33:34.120602] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:33:34.121472] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:34.121836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:34.124397] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:33:34.126794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:34.128639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:34.129395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:34.130401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:34.165277] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-25T11:33:34.165626] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:33:34.166871] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:34.167073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:34.174638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:34.174797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:34.178150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:34.180832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:34.182510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:34.191389] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-25T11:33:34.191547] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:33:34.192359] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:34.192464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:34.194164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:34.194714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:34.195285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:34.197844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:34.199257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:34.200047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:34.202861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:34.205290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:34.205865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:34.206992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:34.208758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:34.209906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:34.210708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:34.212256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:34.231137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:34.300156] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:34.316224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:34.319306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:34.374510] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.85% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-25T11:33:34.374681] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:33:34.375633] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:34.375794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:34.377575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:34.378162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:34.378662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:34.379660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:34.422950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:34.480216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:33:34.484710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:34.527535] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:33:34.561120] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:33:34.662606] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:33:34.698515] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:34.734663] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:34.800193] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.93% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-25T11:33:34.800459] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:33:34.801304] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:34.801438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:34.806296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:34.808401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:34.810053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:34.811165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:34.835540] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:34.840430] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:33:34.901607] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-25T11:33:34.901801] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:33:34.902588] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:34.902697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:34.904424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:34.904966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:34.905577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:34.908361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:34.910041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:34.910911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:34.913876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:34.916364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:34.917093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:34.918286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:34.920194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:34.921461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:34.922273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:34.923928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:34.969004] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-25T11:33:34.969312] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:33:34.970305] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:34.970457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:34.975706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:34.977725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:34.978436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:34.979898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:35.015262] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:35.027772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:35.084556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:35.087991] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-25T11:33:35.173222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:35.176689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:35.176772] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:33:35.264111] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.06%, Actual: 1.28%
[2025-11-25T11:33:35.279161] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:33:35.359558] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:35.440451] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 1.75%
[2025-11-25T11:33:35.449634] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:35.459279] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-25T11:33:35.459582] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:33:35.460455] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:35.460590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:35.465585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:35.467842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:35.469525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:35.470628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:35.525829] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:33:35.610211] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.43%, Actual: 0.98%
[2025-11-25T11:33:35.612236] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-25T11:33:35.612567] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:33:35.613417] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:35.613507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:35.615250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:35.615835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:35.616244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:35.618797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:35.620249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:35.621037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:35.623874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:35.626314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:35.626882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:35.628074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:35.629851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:35.630990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:35.631811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:35.633318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:35.697931] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:35.780154] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.06%, Actual: 0.19%
[2025-11-25T11:33:35.817194] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:33:35.832103] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 1.49% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-25T11:33:35.832422] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:33:35.833877] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:35.834028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:35.840493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:35.842961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:35.843558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:35.844796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:35.893865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:35.951633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:35.952849] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.53%, Actual: 0.95%
[2025-11-25T11:33:35.990432] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:33:35.998386] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:36.041105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:36.044670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:36.100519] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.54% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-11-25T11:33:36.120217] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 0.56%
[2025-11-25T11:33:36.163040] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:36.270814] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.01%, Actual: 1.96%
[2025-11-25T11:33:36.287824] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 0.02%
[2025-11-25T11:33:36.324877] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-25T11:33:36.325046] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:33:36.325842] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:36.325936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:36.327629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:36.328154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:36.328560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:36.330942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:36.332407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:36.333183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:36.335950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:36.338615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:36.339350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:36.340530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:36.342293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:36.343516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:36.344329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:36.345939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:36.389517] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:33:36.438826] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 10.57%, Actual: 3.33%
[2025-11-25T11:33:36.457930] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.74%, Actual: 0.18%
[2025-11-25T11:33:36.559498] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:36.619222] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: -0.75%, Actual: 3.40%
[2025-11-25T11:33:36.631188] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.85%, Actual: 0.45%
[2025-11-25T11:33:36.695850] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: 2.48% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:33:36.704435] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:33:36.797875] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 1.84%, Actual: 18.43%
[2025-11-25T11:33:36.798109] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.51%, Actual: 0.66%
[2025-11-25T11:33:36.798431] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 35.1104%
[2025-11-25T11:33:36.798602] [INFO ] [main      ] AMX: DISCARDED add_range_volume_efficiency_refinements (score: 35.11%)
[2025-11-25T11:33:36.798762] [INFO ] [main      ] AMX: Testing feature 39/53: add_regime
[2025-11-25T11:33:36.798872] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_regime']
[2025-11-25T11:33:36.798981] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:33:36.811221] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:36.811975] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:33:36.812916] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:36.813058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:36.814843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:36.815420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:36.815919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:36.816894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:36.860725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:36.866306] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 6.33%, Actual: 1.10%
[2025-11-25T11:33:36.878245] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:36.916533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:36.936088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:36.979027] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.54%, Actual: 1.23%
[2025-11-25T11:33:37.036433] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -2.25%, Actual: 0.16%
[2025-11-25T11:33:37.055722] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-25T11:33:37.056030] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:33:37.056910] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:37.057079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:37.058854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:37.059419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:37.059913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:37.062324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:37.063733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:37.064472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:37.067230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:37.069701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:37.070237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:37.071362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:37.073114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:37.074242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:37.075034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:37.076519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:37.147582] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.53%, Actual: 0.33%
[2025-11-25T11:33:37.220568] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 2.82%
[2025-11-25T11:33:37.286985] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:33:37.315667] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.24%, Actual: 3.45%
[2025-11-25T11:33:37.391301] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.58%, Actual: 1.65%
[2025-11-25T11:33:37.416825] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:33:37.456312] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:37.481454] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.93%, Actual: 0.11%
[2025-11-25T11:33:37.533937] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.38% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-11-25T11:33:37.534239] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:33:37.535083] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:37.535225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:37.536970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:37.537562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:37.538050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:37.539026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:37.560617] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 1.54%
[2025-11-25T11:33:37.582714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:37.586962] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:37.638731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:37.648909] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 0.55%
[2025-11-25T11:33:37.658638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:37.729634] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 3.10%, Actual: 1.33%
[2025-11-25T11:33:37.745233] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-11-25T11:33:37.745533] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:33:37.746362] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:37.746510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:37.748264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:37.748848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:37.749321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:37.751798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:37.753195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:37.753971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:37.756710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:37.759138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:37.759710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:37.760822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:37.762502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:37.763616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:37.764327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:37.765841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:37.814824] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.54%, Actual: 0.22%
[2025-11-25T11:33:37.815082] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 33.5294%
[2025-11-25T11:33:37.815260] [INFO ] [main      ] LZB: DISCARDED add_regime_flags (score: 33.53%)
[2025-11-25T11:33:37.815372] [INFO ] [main      ] LZB: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:37.815490] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:33:37.815608] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:33:37.829009] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:37.829543] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:33:37.830479] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:37.830655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:37.835516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:37.837704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:37.839371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:37.841161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:37.841669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:37.842794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:37.844457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:37.845610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:37.846363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:37.901269] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.51%, Actual: 2.35%
[2025-11-25T11:33:37.997407] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:33:38.083954] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -0.82%, Actual: 0.72%
[2025-11-25T11:33:38.105063] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:33:38.172131] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:38.181871] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:33:38.252218] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-25T11:33:38.252526] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:33:38.253382] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:38.253524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:38.255230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:38.256024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:38.256600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:38.257812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:38.270405] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 1.49%, Actual: 2.91%
[2025-11-25T11:33:38.279527] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:38.301266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:38.351424] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:38.356248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:38.375295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:38.440680] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-11-25T11:33:38.450179] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: 2.48%, Actual: 2.66%
[2025-11-25T11:33:38.450601] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 46.7834%
[2025-11-25T11:33:38.450790] [INFO ] [main      ] KNF: DISCARDED add_prior_day_tail_pressure (score: 46.78%)
[2025-11-25T11:33:38.450938] [INFO ] [main      ] KNF: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:33:38.451052] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_prior_mag_lag']
[2025-11-25T11:33:38.451191] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:33:38.461985] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 0.56% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-25T11:33:38.462251] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:33:38.463119] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:38.463255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:38.465742] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:38.466251] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:33:38.467279] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:38.467362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:38.468297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:38.470426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:38.472059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:38.473018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:38.473960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:38.474505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:38.475133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:38.475606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:38.475708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:38.476726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:38.477354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:38.478528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:38.479302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:38.525176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:38.582199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:38.612289] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.12%, Actual: 0.78%
[2025-11-25T11:33:38.677220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:38.679255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:38.712243] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:33:38.784356] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 0.16%
[2025-11-25T11:33:38.820604] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:33:38.879667] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:38.957475] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-25T11:33:38.957789] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:33:38.958632] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:38.958793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:38.959233] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 0.53%
[2025-11-25T11:33:38.960585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:38.961173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:38.961667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:38.962670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:38.989926] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:39.006142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:39.041519] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:33:39.060536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:39.079471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:39.102265] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 14.40% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:33:39.102521] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:33:39.103384] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:39.103524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:39.108455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:39.110563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:39.112195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:39.113998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:39.114538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:39.115613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:39.117314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:39.118427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:39.119217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:39.147264] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:33:39.220502] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:39.325742] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.54%
[2025-11-25T11:33:39.356757] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 4.48% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-11-25T11:33:39.357084] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:33:39.357951] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:39.358097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:39.363095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:39.365052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:39.365628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:39.366600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:39.411978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:39.417149] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:33:39.457662] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:33:39.468556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:39.501698] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.01%
[2025-11-25T11:33:39.556622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:39.558535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:39.587086] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:39.627205] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:39.665207] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.64% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:33:39.665500] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:33:39.666334] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:39.666479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:39.668293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:39.668885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:39.669354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:39.670323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:39.673982] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:33:39.713571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:39.739386] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 4.35% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-25T11:33:39.739699] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:33:39.740515] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:39.740674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:39.745462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:39.747579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:39.749217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:39.750998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:39.751540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:39.752602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:39.754267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:39.755386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:39.756147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:39.767922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:39.786848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:39.845324] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:33:39.899983] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:33:40.022225] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:33:40.071501] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:40.093087] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:33:40.131404] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:33:40.191514] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.60%
[2025-11-25T11:33:40.191926] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 19.2223%
[2025-11-25T11:33:40.192057] [INFO ] [main      ] PFL: DISCARDED add_shelf_lag (score: 19.22%)
[2025-11-25T11:33:40.192169] [INFO ] [main      ] PFL: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:33:40.192275] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11']
[2025-11-25T11:33:40.192437] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:33:40.204255] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:40.204998] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:33:40.205402] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-25T11:33:40.205734] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:33:40.205943] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:40.206026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:40.206610] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:40.206786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:40.207759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:40.208271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:40.208688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:40.211058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:40.212395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:40.212286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:40.213095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:40.214451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:40.215010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:40.215985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:40.216063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:40.218336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:40.218828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:40.219956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:40.221663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:40.222785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:40.223550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:40.225078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:40.261275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:40.263813] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:40.301861] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:40.317878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:40.375702] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 1.67% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-25T11:33:40.375966] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:33:40.376856] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:40.376993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:40.377015] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-25T11:33:40.377326] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:33:40.378216] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:40.378358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:40.380125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:40.380709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:40.381179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:40.381962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:40.382173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:40.384121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:40.385797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:40.387627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:40.388235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:40.389351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:40.391010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:40.392134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:40.392937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:40.406324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:40.408591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:40.425083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:40.479174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:40.497978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:40.574350] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:33:40.727750] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:33:40.756983] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:33:40.758197] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:40.835537] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:33:40.842433] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-25T11:33:40.842786] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:33:40.843723] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:40.843873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:40.845755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:40.846360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:40.846863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:40.849933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:40.851668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:40.852459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:40.855909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:40.858910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:40.859480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:40.860667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:40.862447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:40.863616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:40.864413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:40.865914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:40.896824] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:40.927119] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:41.006222] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.87% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-25T11:33:41.006483] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:33:41.007343] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:41.007495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:41.012357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:41.014470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:41.016118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:41.017949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:41.018487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:41.019556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:41.019565] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:41.021225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:41.022335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:41.023096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:41.057939] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-11-25T11:33:41.058213] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:33:41.059058] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:41.059198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:41.064069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:41.065922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:41.066487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:41.067464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:41.097876] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.79% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:33:41.098203] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:33:41.099262] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:41.099426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:41.101438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:41.102068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:41.102564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:41.103575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:41.110544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:41.148116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:41.165025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:41.204069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:41.224138] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:33:41.224888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:41.249349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:41.251274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:41.358672] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:33:41.404310] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:41.489057] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-25T11:33:41.489363] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:33:41.490252] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:41.490402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:41.492319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:41.493002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:41.493491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:41.496089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:41.497633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:41.498461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:41.501277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:41.504012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:41.504603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:41.505779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:41.507664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:41.508876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:41.509676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:41.511197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:41.525370] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:41.585512] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:33:41.590961] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:33:41.634095] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.22% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-25T11:33:41.634379] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:33:41.635227] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:41.635363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:41.640398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:41.642680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:41.644315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:41.646118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:41.646673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:41.647766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:41.649413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:41.650513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:41.651270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:41.761117] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:41.767512] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:41.847012] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.67% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-25T11:33:41.847323] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:33:41.848246] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:41.848392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:41.850228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:41.850858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:41.851350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:41.852384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:41.868512] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:33:41.894087] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.46% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-25T11:33:41.894385] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:33:41.895275] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:41.895417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:41.896898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:41.900559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:41.902480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:41.903115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:41.904113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:41.949121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:41.953118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:41.972909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:41.991685] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:33:42.003331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:42.043212] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:42.091808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:42.093755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:42.125334] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.06% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:33:42.125634] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:33:42.126538] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:42.126720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:42.128667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:42.129291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:42.129815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:42.132456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:42.134166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:42.134963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:42.138032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:42.140634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:42.141189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:42.142402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:42.144300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:42.145500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:42.146358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:42.148245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:42.160107] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:42.268274] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-25T11:33:42.268529] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:33:42.269369] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:42.269504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:42.274363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:42.276399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:42.278065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:42.279887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:42.280421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:42.281500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:42.283172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:42.284277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:42.285038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:42.319770] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:33:42.437106] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:33:42.493518] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:42.496451] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:33:42.572745] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-25T11:33:42.573060] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:33:42.573985] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:42.574141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:42.575941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:42.576601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:42.577167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:42.578210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:42.610855] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:42.619743] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:33:42.622810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:42.665879] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:42.679590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:42.699813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:42.744974] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.38% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-25T11:33:42.744875] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:33:42.745204] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:33:42.745136] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:33:42.746010] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:42.746165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:42.746159] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:42.746322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:42.747856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:42.748452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:42.748954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:42.751390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:42.751437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:42.752805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:42.753343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:42.753569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:42.753980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:42.755010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:42.756318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:42.758800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:42.759294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:42.760411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:42.762118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:42.763240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:42.764027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:42.765521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:42.786573] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:42.800751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:42.856747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:42.895294] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-25T11:33:42.895453] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:33:42.896347] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:42.896483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:42.901331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:42.903412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:42.905052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:42.906840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:42.907395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:42.908470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:42.910142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:42.911263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:42.912052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:42.947608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:42.949588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:43.052485] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:33:43.104368] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:33:43.222788] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:43.247801] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:33:43.272310] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:43.300342] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -1.28% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-25T11:33:43.300666] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:33:43.301524] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:43.301687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:43.303471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:43.304083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:43.304567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:43.305550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:43.328794] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:33:43.349987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:43.353872] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-25T11:33:43.354180] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:33:43.355133] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:43.355288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:43.357123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:43.357794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:43.358289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:43.360882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:43.362492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:43.363323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:43.366356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:43.369195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:43.369788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:43.370939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:43.372836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:43.373988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:43.374801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:43.376350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:43.404731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:33:43.416204] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:43.423586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:43.500907] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:43.522365] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.13% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-25T11:33:43.522660] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:33:43.523443] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:43.523584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:43.528545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:43.530667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:43.532301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:43.534123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:43.534716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:43.535790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:43.537509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:43.538676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:43.539432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:43.627999] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -1.01% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-25T11:33:43.628293] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:33:43.629152] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:43.629297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:43.634173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:43.636098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:43.636703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:43.637727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:43.684579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:43.724895] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:33:43.743526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:43.770065] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:33:43.837610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:43.840098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:43.885847] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:33:43.906149] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:43.956189] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:43.984835] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-25T11:33:43.985140] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:33:43.985982] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:43.986131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:43.987961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:43.988541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:43.989033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:43.991494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:43.992971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:43.993764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:43.996621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:43.999255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:43.999864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:44.001024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:44.002741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:44.003915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:44.004707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:44.006249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:44.036868] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-25T11:33:44.053608] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:44.162720] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.85% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-11-25T11:33:44.184005] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:33:44.210341] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.38%, Actual: 1.28%
[2025-11-25T11:33:44.332753] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 0.56%, Actual: 1.96%
[2025-11-25T11:33:44.352415] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:33:44.354828] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:44.382094] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.46%, Actual: 1.75%
[2025-11-25T11:33:44.492954] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.86% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-25T11:33:44.493255] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:33:44.494116] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:44.494274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:44.499145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:44.501031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:44.501612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:44.502049] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 14.40%, Actual: 3.33%
[2025-11-25T11:33:44.502604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:44.526837] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:44.546577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:44.552347] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 0.98%
[2025-11-25T11:33:44.601209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:44.606153] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-25T11:33:44.606451] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:33:44.607324] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:44.607474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:44.609244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:44.609847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:44.610321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:44.612817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:44.614242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:44.615036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:44.617888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:44.620361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:44.620955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:44.622075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:44.623816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:44.624960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:44.625782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:44.627263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:44.672095] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 4.35%, Actual: 3.40%
[2025-11-25T11:33:44.690621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:44.693141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:44.722580] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 0.19%
[2025-11-25T11:33:44.841281] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 1.67%, Actual: 18.43%
[2025-11-25T11:33:44.892721] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 0.95%
[2025-11-25T11:33:44.971694] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:33:45.009946] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.87%, Actual: 1.23%
[2025-11-25T11:33:45.054272] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:33:45.062494] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.79%, Actual: 0.56%
[2025-11-25T11:33:45.144989] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:45.178345] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.22%, Actual: 0.33%
[2025-11-25T11:33:45.222346] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-25T11:33:45.222666] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:33:45.223495] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:45.223658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:45.225400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:45.225993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:45.226470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:45.227402] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:45.229035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:45.230449] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.67%, Actual: 0.02%
[2025-11-25T11:33:45.230427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:45.231235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:45.233965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:45.236396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:45.236971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:45.238121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:45.239917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:45.241087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:45.241911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:45.243388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:45.360472] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 3.88% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-25T11:33:45.360907] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:33:45.361845] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:45.361988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:45.367209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:45.369196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:45.369854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:45.370914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:45.371866] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 3.45%
[2025-11-25T11:33:45.399604] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.18%
[2025-11-25T11:33:45.417094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:45.472021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:45.549838] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 0.11%
[2025-11-25T11:33:45.558991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:45.561545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:45.568662] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -1.28%, Actual: 0.45%
[2025-11-25T11:33:45.588509] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:33:45.732943] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.13%, Actual: 0.55%
[2025-11-25T11:33:45.737380] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 0.66%
[2025-11-25T11:33:45.737715] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 39.7238%
[2025-11-25T11:33:45.737881] [INFO ] [main      ] AMX: DISCARDED add_regime (score: 39.72%)
[2025-11-25T11:33:45.738022] [INFO ] [main      ] AMX: Testing feature 40/53: add_regime_flags
[2025-11-25T11:33:45.738130] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_regime_flags']
[2025-11-25T11:33:45.738240] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:33:45.751153] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:45.751891] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:33:45.752855] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:45.752996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:45.754778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:45.755366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:45.755866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:45.756832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:45.760412] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:45.800998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:45.838734] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-11-25T11:33:45.839027] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:33:45.839872] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T11:33:45.840018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:45.841819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:45.842390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:45.842927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:45.845368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:45.846877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:45.847671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:45.850439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:45.852861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:45.853408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:45.854499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:45.856194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:45.856988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:45.857362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:45.858128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:45.858240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:45.859531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:45.907370] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:33:45.912597] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.85%, Actual: 0.22%
[2025-11-25T11:33:45.913011] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 36.0642%
[2025-11-25T11:33:45.913175] [INFO ] [main      ] LZB: DISCARDED add_return_volume_nonlinearity_proxies (score: 36.06%)
[2025-11-25T11:33:45.913302] [INFO ] [main      ] LZB: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:33:45.913407] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_shelf_lag']
[2025-11-25T11:33:45.913510] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:33:45.927003] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:45.928094] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:33:45.929469] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:45.929617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:45.934614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:45.936790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:45.938473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:45.939862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:46.099241] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:46.201130] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:33:46.205858] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:33:46.232115] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 1.04% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-25T11:33:46.232268] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:33:46.233268] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:46.233349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:46.238627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:46.240634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:46.241224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:46.242343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:46.287028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:46.298841] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:33:46.341634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:46.371718] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:46.379290] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:46.427052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:33:46.429029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:46.445446] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-25T11:33:46.445773] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:33:46.446595] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:46.446758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:46.448711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:46.449283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:46.449783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:46.450754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:46.458895] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-11-25T11:33:46.486307] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:46.495025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:46.550938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:46.552044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:46.632578] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.78%
[2025-11-25T11:33:46.701166] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 5.38% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-25T11:33:46.701457] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:33:46.702314] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:46.702445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:46.707289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:46.709394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:46.711063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:46.712320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:46.781366] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:33:46.803232] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.16%
[2025-11-25T11:33:46.889476] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:33:46.959355] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:46.974926] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.06%, Actual: 0.53%
[2025-11-25T11:33:47.058503] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:33:47.059605] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:47.095447] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -0.88% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-25T11:33:47.134627] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.57% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-25T11:33:47.134935] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:33:47.135770] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:47.135911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:47.137601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:47.138198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:47.138697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:47.139682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:47.147760] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.41%
[2025-11-25T11:33:47.184504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:47.240126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:47.241446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:47.246184] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:47.275194] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 4.48%, Actual: 1.10%
[2025-11-25T11:33:47.315904] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.54%
[2025-11-25T11:33:47.445494] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 0.16%
[2025-11-25T11:33:47.465597] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 9.81% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-25T11:33:47.465905] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:33:47.467020] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:47.467189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:47.473326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:47.476156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:47.478155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:47.479454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:47.487287] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:33:47.585353] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:33:47.619324] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 2.82%
[2025-11-25T11:33:47.657336] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:33:47.756107] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:47.792169] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.46%, Actual: 1.65%
[2025-11-25T11:33:47.828430] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:33:47.832019] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.38% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-25T11:33:47.832324] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:33:47.833172] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:47.833315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:47.835098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:47.835704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:47.836006] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:33:47.836175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:47.837212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:47.880404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:47.935041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:47.936494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:47.963659] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.38%, Actual: 1.54%
[2025-11-25T11:33:47.996186] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.03%
[2025-11-25T11:33:48.004941] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:48.137558] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -1.01%, Actual: 1.33%
[2025-11-25T11:33:48.168487] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:33:48.168856] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 27.6093%
[2025-11-25T11:33:48.169066] [INFO ] [main      ] PFL: KEPT add_signed_carry_history_11 (score: 27.61%)
[2025-11-25T11:33:48.169185] [INFO ] [main      ] PFL: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:33:48.169291] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11', 'add_sma_ratio']
[2025-11-25T11:33:48.169429] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:33:48.181094] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:48.181597] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:33:48.182561] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:48.182743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:48.184525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:48.185132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:48.185610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:48.188191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:48.189654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:48.190408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:48.193202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:48.195615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:48.196183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:48.197301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:48.199054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:48.200186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:48.201010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:48.202468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:33:48.203294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:48.215175] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.60% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:33:48.215444] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:33:48.216280] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:48.216414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:48.221281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:48.223397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:48.225027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:48.226262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:48.299011] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:33:48.316030] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.86%, Actual: 2.35%
[2025-11-25T11:33:48.486538] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 3.88%, Actual: 0.72%
[2025-11-25T11:33:48.489378] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:48.541300] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:33:48.566002] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:33:48.568751] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -2.09% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-25T11:33:48.568926] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:33:48.569922] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:48.570089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:48.571959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:48.572581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:48.573106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:48.574114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:48.621487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:48.657463] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 1.04%, Actual: 2.91%
[2025-11-25T11:33:48.685933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:48.687623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:48.717710] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:48.740483] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:48.798619] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-25T11:33:48.798798] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:33:48.800424] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:48.800515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:48.802281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:48.802845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:48.803262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:48.805686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:48.807077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:48.807951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:48.810719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:48.813147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:48.813710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:48.814801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:48.816478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:48.817673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:48.818437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:48.819944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:33:48.820779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:48.833612] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -0.88%, Actual: 2.66%
[2025-11-25T11:33:48.834023] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 38.8748%
[2025-11-25T11:33:48.834188] [INFO ] [main      ] KNF: DISCARDED add_prior_mag_lag (score: 38.87%)
[2025-11-25T11:33:48.834312] [INFO ] [main      ] KNF: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:33:48.834418] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_range_overlap_v_prior_day']
[2025-11-25T11:33:48.834532] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:33:48.847828] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:48.848447] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:33:48.849443] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:48.849589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:48.854890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:48.856766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:48.857308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:48.858227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:48.902048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:48.949212] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 1.22% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-25T11:33:48.949503] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:33:48.950346] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:48.950480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:48.955379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:48.957003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:48.957540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:48.959212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:48.960415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:49.042898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:49.045886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:49.052547] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:33:49.160016] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:33:49.225443] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:49.300197] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.51% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-25T11:33:49.300497] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:33:49.301361] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:49.301504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:49.302377] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:33:49.303285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:49.303913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:49.304390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:49.305364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:49.327210] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:49.348797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:49.397302] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:33:49.404941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:49.406321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:49.406715] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:33:49.407019] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:33:49.407891] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:49.408036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:49.409776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:49.410350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:49.410853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:49.413265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:49.414663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:49.415407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:49.418143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:49.420514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:49.421080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:49.422176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:49.423889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:49.425029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:49.425822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:49.427293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:33:49.428064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:49.473579] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:49.573340] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:49.678478] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.48% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:33:49.678781] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:33:49.679618] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:49.679790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:49.684662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:49.686813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:49.688471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:49.689669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:49.708772] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 4.64% | Symbol ETA: 12.8s | Global ETA: N/A
[2025-11-25T11:33:49.709068] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:33:49.709893] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:49.710042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:49.715524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:49.717700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:49.718289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:49.719341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:49.750924] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:33:49.766007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:49.766760] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:33:49.821610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:49.911156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:49.914177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:49.924200] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:49.935327] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:50.002264] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-25T11:33:50.002565] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:33:50.003468] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:50.003616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:50.005435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:50.006064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:50.006556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:50.007589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:50.015225] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:33:50.015369] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:33:50.016136] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:50.016218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:50.017887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:50.018536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:50.019064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:50.021502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:50.023024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:50.023798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:50.026531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:50.028558] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:33:50.029090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:50.029634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:50.030740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:50.032407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:50.033516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:50.034319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:50.035722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:33:50.036549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:50.054042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:50.110503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:50.112056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:50.198515] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:50.280334] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:33:50.376265] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:33:50.404732] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-25T11:33:50.404875] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:33:50.405702] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:50.405779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:50.410625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:50.412695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:50.414255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:50.415367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:50.465512] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:50.478243] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:33:50.547944] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:50.607299] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -1.56% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-25T11:33:50.607605] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:33:50.608517] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:50.608682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:50.613854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:50.615799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:50.616379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:50.617422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:50.627400] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-25T11:33:50.627686] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:33:50.628500] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:50.628665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:50.630424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:50.631018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:50.631493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:50.633941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:50.635336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:50.636128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:50.638897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:50.641295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:50.641871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:50.642998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:50.644704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:50.645841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:50.646602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:50.648087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:33:50.648952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:50.658629] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:50.663885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:50.722416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:50.733791] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-25T11:33:50.734095] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:33:50.734885] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:50.735030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:50.736784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:50.737404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:50.737900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:50.738912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:50.755507] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:33:50.783608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:50.813087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:50.816074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:50.843788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:50.845369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:50.926057] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:50.991694] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:33:51.128596] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 1.94% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-25T11:33:51.128946] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:33:51.129807] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:51.129947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:51.134998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:51.137220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:51.138926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:51.140165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:51.161711] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:51.171817] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:33:51.192557] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:33:51.241375] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-25T11:33:51.241720] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:33:51.242589] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:51.242752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:51.244517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:51.245122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:51.245613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:51.248183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:51.249614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:51.250399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:51.253268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:51.255794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:51.256360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:51.257550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:51.259319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:51.260464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:51.261263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:51.262774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:33:51.263592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:51.347982] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:51.365025] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:51.440074] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.29% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-25T11:33:51.440377] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:33:51.441311] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:51.441456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:51.443424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:51.444111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:51.444607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:51.445612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:51.479728] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -1.28% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-11-25T11:33:51.480028] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:33:51.480826] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:51.480968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:51.485734] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:33:51.485857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:51.487756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:51.488351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:51.489355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:51.490831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:51.534626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:51.547608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:51.549277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:51.591718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:51.622374] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:33:51.659769] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:51.683557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:51.686534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:51.798498] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:51.865834] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.57% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-25T11:33:51.865990] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:33:51.866777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:51.866868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:51.871734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:51.873841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:51.875432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:51.876572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:51.880212] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-25T11:33:51.880419] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:33:51.881270] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:51.881389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:51.883142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:51.883720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:51.884165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:51.886586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:51.888033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:51.888785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:51.891562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:51.894087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:51.894668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:51.895774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:51.897569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:51.898717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:51.899452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:51.900146] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:33:51.900918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:33:51.901755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:52.043167] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:33:52.072013] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:52.150159] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.45% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-25T11:33:52.150464] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:33:52.151385] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:33:52.151529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:52.153434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:52.154148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:52.154782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:52.155901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:52.202048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:52.216254] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:33:52.222581] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:52.248965] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:33:52.261245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:52.263080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:52.353330] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 3.87% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:33:52.353607] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:33:52.354439] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:52.354583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:52.359409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:52.361231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:52.361806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:52.362956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:52.389868] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:52.405896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:52.426314] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:52.459950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:52.506485] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-11-25T11:33:52.506818] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:33:52.507751] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:52.507912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:52.509914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:52.510550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:52.511057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:52.513725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:52.515241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:52.516075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:52.519053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:52.521659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:52.522322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:52.523530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:52.525352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:52.526520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:52.527363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:52.528889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:33:52.529742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:52.543799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:52.546303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:52.592631] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 0.73% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-11-25T11:33:52.592848] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:33:52.593623] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:52.593725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:52.598500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:52.600524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:52.602111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:33:52.603232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:52.620679] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:33:52.795588] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:52.869542] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.60% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-11-25T11:33:52.886928] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:33:52.893549] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:33:52.943291] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:33:53.047878] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.20%, Actual: 1.28%
[2025-11-25T11:33:53.066716] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:53.068564] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:53.113669] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:53.146761] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-11-25T11:33:53.147100] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:33:53.148118] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:53.148360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:53.150497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:53.151408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:53.152020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:53.154735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:53.156328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:53.157229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:53.160248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:53.163167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:53.163858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:53.165122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:53.166933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:53.168168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:53.168977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:53.170507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:33:53.171349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:53.192472] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -3.78% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-25T11:33:53.192790] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:33:53.193669] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:53.193816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:53.198700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:53.200672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:53.201274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:53.202422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:53.226992] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.57%, Actual: 1.75%
[2025-11-25T11:33:53.247310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:53.306137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:53.316058] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 2.2s | Global ETA: N/A
[2025-11-25T11:33:53.395916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:53.398830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:53.406907] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.38%, Actual: 0.98%
[2025-11-25T11:33:53.485423] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 5.38%, Actual: 1.96%
[2025-11-25T11:33:53.526983] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:33:53.576161] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -2.09%, Actual: 0.19%
[2025-11-25T11:33:53.655592] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 9.81%, Actual: 3.33%
[2025-11-25T11:33:53.709125] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:53.749024] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.51%, Actual: 0.95%
[2025-11-25T11:33:53.753774] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:33:53.790370] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-11-25T11:33:53.790687] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:33:53.791535] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:53.791697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:53.793453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:53.794093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:53.794574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:53.797127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:53.798734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:53.799528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:53.802382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:53.804858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:53.805570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:53.806686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:53.808606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:53.809777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:53.810537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:53.811994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:33:53.812816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:53.825089] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.60%, Actual: 3.40%
[2025-11-25T11:33:53.920609] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.56%
[2025-11-25T11:33:53.928394] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:53.994245] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 1.22%, Actual: 18.43%
[2025-11-25T11:33:54.059467] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -1.11% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-25T11:33:54.059756] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:33:54.060663] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:54.060805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:54.066040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:54.068177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:54.068779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:54.069834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:54.091053] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.43%, Actual: 0.02%
[2025-11-25T11:33:54.118280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:54.165809] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.48%, Actual: 1.23%
[2025-11-25T11:33:54.172131] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:33:54.177752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:54.267249] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 0.18%
[2025-11-25T11:33:54.270555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:54.273578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:54.334629] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.33%
[2025-11-25T11:33:54.344992] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:54.423161] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1.7s | Global ETA: N/A
[2025-11-25T11:33:54.438095] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 0.45%
[2025-11-25T11:33:54.503510] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 1.94%, Actual: 3.45%
[2025-11-25T11:33:54.593797] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.78%
[2025-11-25T11:33:54.612706] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 0.66%
[2025-11-25T11:33:54.613110] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 41.1656%
[2025-11-25T11:33:54.613279] [INFO ] [main      ] AMX: DISCARDED add_regime_flags (score: 41.17%)
[2025-11-25T11:33:54.613401] [INFO ] [main      ] AMX: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:54.613509] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:33:54.613689] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:33:54.625816] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:54.626570] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:33:54.627484] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:33:54.627628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:54.629448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:54.630084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:54.630562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:54.631536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:54.632270] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:33:54.673034] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.57%, Actual: 0.11%
[2025-11-25T11:33:54.676274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:54.732895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:54.733596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:54.734745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:54.736527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:54.737715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:54.738483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:54.762629] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 0.16%
[2025-11-25T11:33:54.816815] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:54.843537] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 0.73%, Actual: 0.55%
[2025-11-25T11:33:54.932432] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 0.53%
[2025-11-25T11:33:54.949544] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.17% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-25T11:33:54.949837] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:33:54.950679] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:54.950819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:54.955704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:54.957551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:54.958116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:54.959084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:55.002707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:55.021227] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 0.73%, Actual: 0.22%
[2025-11-25T11:33:55.021601] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 41.8788%
[2025-11-25T11:33:55.021749] [INFO ] [main      ] LZB: DISCARDED add_shelf_lag (score: 41.88%)
[2025-11-25T11:33:55.021874] [INFO ] [main      ] LZB: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:33:55.021977] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_signed_carry_history_11']
[2025-11-25T11:33:55.022092] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:33:55.036692] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:55.037373] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:33:55.038617] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:55.038827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:55.043996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:55.046319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:55.048134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:55.049577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:55.060868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:55.084677] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:33:55.154037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:55.157080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:55.160471] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:33:55.255253] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:55.331075] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.54%
[2025-11-25T11:33:55.336239] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.52% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-25T11:33:55.336385] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:33:55.337181] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:33:55.337260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:55.338982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:55.339675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:55.340158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:55.341128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:55.385171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:55.403160] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:33:55.442901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:55.443822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:55.445011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:55.446834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:55.447997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:55.448791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:55.505605] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:33:55.530332] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:33:55.585668] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:55.677923] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:33:55.696479] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 3.60% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-25T11:33:55.696756] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:33:55.697572] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:55.697721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:55.702907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:55.705359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:55.707243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:55.708783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:55.711455] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:33:55.799902] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:33:55.846293] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-25T11:33:55.846629] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:33:55.847778] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:55.847951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:55.848034] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:33:55.853195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:55.855418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:55.856121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:55.857175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:55.904603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:55.961787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:55.976559] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:56.019956] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:33:56.053566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:56.056735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:56.061635] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.66% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-25T11:33:56.061965] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:33:56.063040] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:33:56.063183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:56.064945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:56.065533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:56.066032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:56.066997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:56.067207] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:33:56.111218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:56.168220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:56.169107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:56.170312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:56.172168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:56.173352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:56.174224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:56.188565] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:33:56.188940] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 24.1854%
[2025-11-25T11:33:56.189018] [INFO ] [main      ] PFL: DISCARDED add_sma_ratio (score: 24.19%)
[2025-11-25T11:33:56.189143] [INFO ] [main      ] PFL: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:33:56.189259] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11', 'add_vol_of_vol']
[2025-11-25T11:33:56.189321] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:33:56.201015] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:56.201513] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:33:56.202374] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:56.202522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:56.204354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:56.204962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:56.205432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:56.207908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:56.209303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:56.210261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:56.213007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:56.215440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:56.216000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:56.217142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:56.218850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:56.220016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:56.220815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:56.222266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:33:56.223437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:56.246017] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:56.356851] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.53% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-25T11:33:56.357151] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:33:56.357987] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:56.358135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:56.363694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:56.365939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:56.367700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:56.369179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:56.409218] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:33:56.526043] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:33:56.563138] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:33:56.588581] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:33:56.701829] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:56.715499] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:33:56.715709] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:33:56.716727] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:56.716873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:56.721872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:56.723939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:56.724513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:56.725509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:56.728012] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:33:56.732193] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:33:56.769985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:56.785818] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.78% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-25T11:33:56.786124] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:33:56.786977] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:33:56.787155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:56.788913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:56.789488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:56.789985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:56.790955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:56.814284] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-25T11:33:56.814532] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:33:56.815369] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:56.815520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:56.817272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:56.817859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:56.818336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:56.820800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:56.822188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:56.822958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:56.825695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:56.826474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:56.828124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:56.828700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:56.829814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:56.831532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:56.832678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:56.833384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:56.834448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:56.834864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:33:56.835975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:56.889497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:56.890085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:56.891179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:56.892963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:56.894011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:56.894746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:56.904452] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:56.914928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:56.917762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:57.016352] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.32% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-25T11:33:57.016501] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:33:57.017384] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:57.017596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:57.022593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:57.024989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:57.027133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:57.028635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:57.169549] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:33:57.243184] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:33:57.266452] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:33:57.337195] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:33:57.384410] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:33:57.418802] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:33:57.419078] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:33:57.419927] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:57.420076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:57.421802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:57.422361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:57.422852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:57.425457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:57.426996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:57.427783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:57.430913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:57.433740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:57.434282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:57.435384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:57.437096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:57.438216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:57.438540] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:57.439086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:57.440522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:33:57.441714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:57.454281] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:33:57.523476] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.88% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-25T11:33:57.523622] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:33:57.524400] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:33:57.524480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:57.526186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:57.526741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:57.527192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:57.528111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:57.572574] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:57.576902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:57.589873] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -1.32% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-25T11:33:57.634911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:57.635667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:57.636786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:57.640548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:57.642197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:57.643040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:57.686555] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -3.38% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:33:57.686874] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:33:57.687838] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:57.687976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:57.693004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:57.695506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:57.697750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:57.699609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:57.773364] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 4.64%, Actual: 1.10%
[2025-11-25T11:33:57.782288] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:33:57.949826] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -1.56%, Actual: 0.16%
[2025-11-25T11:33:57.950508] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:33:57.995679] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:33:58.031798] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-25T11:33:58.032050] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:33:58.032903] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:58.033054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:58.034772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:58.035334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:58.035826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:58.038256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:58.039634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:58.040397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:58.043113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:58.045537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:58.046109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:58.047572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:58.049287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:58.050408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:58.051183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:58.052624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:33:58.053804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:58.053874] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:33:58.154852] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -1.28%, Actual: 2.82%
[2025-11-25T11:33:58.174477] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:58.227906] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:58.258052] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-25T11:33:58.258351] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:33:58.259222] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:33:58.259369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:58.261109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:58.261702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:58.262179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:58.263170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:58.306833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:58.336073] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.65% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-25T11:33:58.336348] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:33:58.337246] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:58.337381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:58.342476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:58.344566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:58.346200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:58.347671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:58.347712] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 3.87%, Actual: 1.65%
[2025-11-25T11:33:58.364806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:58.365699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:58.366859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:58.368732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:58.369887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:58.370692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:58.392717] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:33:58.522127] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -3.78%, Actual: 1.54%
[2025-11-25T11:33:58.562078] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:33:58.642814] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-25T11:33:58.643109] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:33:58.644161] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:58.644309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:58.646054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:58.646630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:58.647148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:58.649582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:58.651011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:58.651789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:58.654598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:58.657184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:58.658145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:58.659258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:58.660986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:58.662133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:58.662928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:58.664382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:33:58.665572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:58.696944] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:33:58.697993] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -1.11%, Actual: 1.33%
[2025-11-25T11:33:58.722739] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:33:58.869228] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:58.870036] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.17%, Actual: 2.35%
[2025-11-25T11:33:58.892096] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:58.972755] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-25T11:33:58.972903] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:33:58.973689] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:58.973764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:58.974922] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-25T11:33:58.975212] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:33:58.976054] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:33:58.976201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:58.978003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:58.978553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:58.978585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:58.979076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:58.980042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:58.980576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:58.982165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:58.983512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:59.004281] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:33:59.025120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:59.039463] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.72%
[2025-11-25T11:33:59.080482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:59.081030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:59.082157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:59.083885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:59.084992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:59.085768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:59.173743] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:33:59.223052] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 1.15%, Actual: 2.91%
[2025-11-25T11:33:59.255373] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-25T11:33:59.255688] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:33:59.256556] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:59.256719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:59.258448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:59.259084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:59.259562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:59.261992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:59.263371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:59.264149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:59.266885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:59.269372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:59.269938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:59.271044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:59.272737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:59.273899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:59.274684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:59.276165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:33:59.277410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:59.324420] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:33:59.394970] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -1.32%, Actual: 2.66%
[2025-11-25T11:33:59.395377] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 47.1178%
[2025-11-25T11:33:59.395574] [INFO ] [main      ] KNF: DISCARDED add_range_overlap_v_prior_day (score: 47.12%)
[2025-11-25T11:33:59.395716] [INFO ] [main      ] KNF: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:33:59.395830] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_range_volume_efficiency']
[2025-11-25T11:33:59.395947] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:33:59.408634] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:33:59.409299] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:33:59.410302] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:33:59.410453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:59.415880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:59.417894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:59.418508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:59.419542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:59.427555] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:33:59.465452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:59.493417] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:59.520971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:33:59.594672] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.51% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-25T11:33:59.594946] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:33:59.595742] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:33:59.595872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:33:59.596837] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:33:59.600701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:33:59.602794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:33:59.604415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:59.605867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:59.608682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:33:59.611440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:59.612366] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:33:59.678245] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-25T11:33:59.678547] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:33:59.679401] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:33:59.679488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:59.681257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:59.681853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:59.682266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:33:59.683243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:33:59.725859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:33:59.780978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:59.781706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:59.782194] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:33:59.782839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:59.784574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:59.785682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:59.786371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:59.860913] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-25T11:33:59.861213] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:33:59.862061] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:33:59.862206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:33:59.863928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:33:59.864507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:33:59.865005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:33:59.867453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:33:59.868868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:33:59.869627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:33:59.872348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:33:59.874824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:33:59.875377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:33:59.876472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:33:59.878181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:33:59.879246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:33:59.880027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:33:59.881475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:33:59.882625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:33:59.946081] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:33:59.957070] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:34:00.118939] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:00.127803] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:34:00.133836] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:00.221725] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:34:00.225079] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -0.40% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-11-25T11:34:00.225359] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:34:00.226202] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:00.226336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:00.232383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:00.234803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:00.236500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:00.237970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:00.264231] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 5.94% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-25T11:34:00.264534] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:34:00.265415] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:00.265562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:00.270577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:00.272513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:00.273061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:00.274063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:00.298592] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:00.319957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:00.381342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:00.386127] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.25% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-25T11:34:00.386424] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:34:00.387245] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:34:00.387390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:00.389171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:00.389783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:00.390259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:00.391217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:00.391606] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:00.435127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:00.471831] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-25T11:34:00.472104] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:34:00.472941] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:00.473093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:00.474799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:00.475379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:00.475875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:00.478317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:00.478251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:34:00.479632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:00.480341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:00.481128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:00.483139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:00.485552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:00.486119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:00.487236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:00.488927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:00.490099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:00.490890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:00.491195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:00.491944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:00.492378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:00.493129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:00.493551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:00.494987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:00.496128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:00.496925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:00.581713] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:34:00.766559] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:00.846667] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:34:00.852636] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:34:00.868831] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.36% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-11-25T11:34:00.869058] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:34:00.869915] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:00.870048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:00.874859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:00.876923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:00.878601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:00.880067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:00.972375] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:34:01.043532] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:01.107419] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:01.227930] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -2.46% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-11-25T11:34:01.228499] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:34:01.230211] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:01.230525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:01.238613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:01.241189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:01.241853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:01.243082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:01.275678] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:34:01.281708] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -1.72% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-25T11:34:01.281880] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:34:01.282793] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:34:01.282875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:01.284601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:01.287247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:01.287725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:01.288679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:01.293411] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:01.326815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:01.379165] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-11-25T11:34:01.379459] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:34:01.380299] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:01.380445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:01.382174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:01.382786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:01.383266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:01.385181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:01.385809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:01.387262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:01.388104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:01.390980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:01.393457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:01.394086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:01.395401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:01.397175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:01.398524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:01.399342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:01.400814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:01.401979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:01.450589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:01.452050] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:01.497890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:01.498739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:01.500015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:01.502132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:01.503319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:01.504226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:01.558929] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.59% | Symbol ETA: 2.2s | Global ETA: N/A
[2025-11-25T11:34:01.563630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:34:01.566194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:01.735376] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 3.60%, Actual: 1.96%
[2025-11-25T11:34:01.755461] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:34:01.893615] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:34:01.909311] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.53%, Actual: 3.33%
[2025-11-25T11:34:01.949263] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:02.029927] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-11-25T11:34:02.030226] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:34:02.031086] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:02.031232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:02.033003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:02.033589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:02.034090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:02.036559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:02.037906] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:34:02.038042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:02.038911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:02.041725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:02.044160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:02.044747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:02.045881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:02.047669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:02.048825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:02.049632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:02.051132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:02.052317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:02.065926] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:02.098549] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.32%, Actual: 3.40%
[2025-11-25T11:34:02.147495] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-11-25T11:34:02.220011] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:02.272882] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -3.38%, Actual: 18.43%
[2025-11-25T11:34:02.323200] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.52%, Actual: 1.28%
[2025-11-25T11:34:02.352327] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -4.36% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-25T11:34:02.352475] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:34:02.353277] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:02.353356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:02.358321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:02.360208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:02.360734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:02.361624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:02.403562] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:34:02.405748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:02.443895] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.65%, Actual: 1.23%
[2025-11-25T11:34:02.460962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:02.506688] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.66%, Actual: 1.75%
[2025-11-25T11:34:02.548075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:34:02.550618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:02.577221] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:02.614638] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.33%
[2025-11-25T11:34:02.656801] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-11-25T11:34:02.683578] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.78%, Actual: 0.98%
[2025-11-25T11:34:02.785042] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.51%, Actual: 3.45%
[2025-11-25T11:34:02.830499] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.78%
[2025-11-25T11:34:02.876666] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.88%, Actual: 0.19%
[2025-11-25T11:34:02.893850] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:34:02.958342] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.40%, Actual: 0.11%
[2025-11-25T11:34:03.011431] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.16%
[2025-11-25T11:34:03.056115] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.74%, Actual: 0.95%
[2025-11-25T11:34:03.070437] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:03.146133] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 0.55%
[2025-11-25T11:34:03.191663] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 0.53%
[2025-11-25T11:34:03.199569] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 4.71% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-25T11:34:03.199904] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:34:03.200785] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:03.200929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:03.205933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:03.208052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:03.208694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:03.209935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:03.230558] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.56%
[2025-11-25T11:34:03.256899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:03.346937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:03.363453] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.59%, Actual: 0.22%
[2025-11-25T11:34:03.363817] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 35.9978%
[2025-11-25T11:34:03.364147] [INFO ] [main      ] LZB: DISCARDED add_signed_carry_history_11 (score: 36.00%)
[2025-11-25T11:34:03.364311] [INFO ] [main      ] LZB: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:34:03.364448] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_sma_ratio']
[2025-11-25T11:34:03.364591] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:34:03.381555] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:03.382226] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:34:03.383464] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:03.383680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:03.389332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:03.391952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:03.393966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:03.394972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:03.416770] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:34:03.460319] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 0.02%
[2025-11-25T11:34:03.471537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:34:03.475286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:03.670535] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 1.54%
[2025-11-25T11:34:03.738565] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.25%, Actual: 0.18%
[2025-11-25T11:34:03.926174] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:34:03.951482] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.01%
[2025-11-25T11:34:03.984749] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:34:03.991832] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -1.72%, Actual: 0.45%
[2025-11-25T11:34:04.168526] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:04.201972] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:04.222776] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:34:04.235011] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.08%, Actual: 0.66%
[2025-11-25T11:34:04.235506] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 35.6856%
[2025-11-25T11:34:04.235796] [INFO ] [main      ] AMX: DISCARDED add_return_volume_nonlinearity_proxies (score: 35.69%)
[2025-11-25T11:34:04.235964] [INFO ] [main      ] AMX: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:34:04.236122] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_shelf_lag']
[2025-11-25T11:34:04.236281] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:34:04.256417] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:04.257307] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:34:04.258708] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:04.258835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:04.261474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:04.262274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:04.262853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:04.264120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:04.317844] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-25T11:34:04.318031] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:34:04.319286] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:04.319557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:04.321039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:04.327484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:04.331082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:04.333906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:04.335302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:04.346723] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.93% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-25T11:34:04.347052] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:34:04.347980] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:04.348131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:04.353403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:04.355615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:04.356318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:04.357396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:04.396876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:04.398835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:04.402404] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:34:04.413145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:04.470773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:04.563508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:34:04.566205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:04.598856] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:34:04.714863] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:34:04.753005] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:34:04.769724] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:34:04.770131] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 21.6819%
[2025-11-25T11:34:04.770509] [INFO ] [main      ] PFL: DISCARDED add_vol_of_vol (score: 21.68%)
[2025-11-25T11:34:04.770637] [INFO ] [main      ] PFL: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:34:04.770764] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11', 'add_volatility_decay_ratio']
[2025-11-25T11:34:04.770882] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:34:04.782675] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:04.783262] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:34:04.784161] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:04.784320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:04.786134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:04.786779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:04.787288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:04.789888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:04.791396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:04.792226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:04.795109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:04.797729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:04.798391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:04.799530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:04.801317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:04.802854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:04.803841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:04.805306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:04.806539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:04.885301] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:04.911565] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:34:04.931828] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:04.996470] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.94% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-25T11:34:04.996628] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:34:04.997557] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:04.997667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:05.003006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:05.005487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:05.007324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:05.008256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:05.089007] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:05.097834] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.66% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-25T11:34:05.098164] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:34:05.099100] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:05.099257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:05.101085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:05.101716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:05.102207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:05.103246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:05.151303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:05.159873] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:34:05.211634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:05.213482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:05.218168] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -2.59% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-25T11:34:05.218481] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:34:05.219421] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:05.219583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:05.224712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:05.226890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:05.227587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:05.228594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:05.272989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:05.328906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:05.335500] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:05.362137] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:34:05.413835] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-25T11:34:05.413992] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:34:05.414908] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:05.415056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:05.415176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:34:05.416819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:05.417345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:05.417748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:05.417765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:05.420222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:05.421695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:05.422449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:05.425262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:05.427729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:05.428316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:05.429456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:05.431147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:05.432270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:05.433057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:05.434554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:05.435796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:05.578828] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:34:05.593143] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:05.696228] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.99% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-25T11:34:05.696502] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:34:05.697397] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:05.697533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:05.702526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:05.704795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:05.706507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:05.707398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:05.760149] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:05.776979] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:34:05.834070] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:34:05.927154] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-25T11:34:05.927454] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:34:05.928448] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:05.928605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:05.930480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:05.931121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:05.931618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:05.932721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:05.951545] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:05.979392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:06.015084] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:06.030829] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:34:06.031006] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:34:06.032010] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:06.032167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:06.033980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:06.034580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:06.035079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:06.037584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:06.037569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:06.038959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:06.039117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:06.039863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:06.042690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:06.045378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:06.046168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:06.047576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:06.048628] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:34:06.049392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:06.050568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:06.051619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:06.053337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:06.054639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:06.146812] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -1.88% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-25T11:34:06.146985] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:34:06.147852] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:06.148078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:06.153345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:06.155521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:06.156233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:06.157364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:06.202299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:06.225474] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:06.260163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:06.329364] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.99% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-25T11:34:06.329672] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:34:06.330532] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:06.330690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:06.335568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:06.337826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:06.339535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:06.340359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:06.347214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:34:06.350046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:06.402190] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:34:06.427121] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:34:06.583915] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:06.601885] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:06.679970] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-25T11:34:06.680266] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:34:06.681107] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:06.681251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:06.682989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:06.683564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:06.684054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:06.686480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:06.686712] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:34:06.687933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:06.688728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:06.691437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:06.694476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:06.695340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:06.696720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:06.698747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:06.699980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:06.700896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:06.702567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:06.703930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:06.711123] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:34:06.747860] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-25T11:34:06.748038] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:34:06.749038] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:06.749191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:06.751163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:06.751789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:06.752308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:06.753325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:06.799610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:06.858382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:06.860065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:06.863500] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:06.892248] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:06.966440] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 2.82% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-25T11:34:06.966749] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:34:06.967681] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:06.967814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:06.972754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:06.975003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:06.976743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:06.977581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:07.020981] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 1.12% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:34:07.021302] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:34:07.022320] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:07.022495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:07.027709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:07.029948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:07.030488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:07.031519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:07.060399] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:34:07.075035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:07.131983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:07.217878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:34:07.218480] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:34:07.220487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:07.233905] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:07.315962] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-25T11:34:07.316247] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:34:07.317227] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:07.317381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:07.319207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:07.319847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:07.320337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:07.322884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:07.324444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:07.325245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:07.328131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:07.329267] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:34:07.330696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:07.331379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:07.332517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:07.334273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:07.335423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:07.336254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:07.337832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:07.339165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:07.399448] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:07.516747] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:07.564533] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:34:07.564850] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:34:07.565760] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:07.565914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:07.567841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:07.568493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:07.569026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:07.570071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:07.587048] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:34:07.617059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:07.633407] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.39% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-25T11:34:07.633749] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:34:07.634837] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:07.634994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:07.641414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:07.644190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:07.646328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:07.647390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:07.671983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:07.673603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:07.689499] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:34:07.770794] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:07.862712] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:07.899755] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 4.67% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-25T11:34:07.900053] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:34:07.900939] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:07.901086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:07.906081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:07.908123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:07.908772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:07.909754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:07.944986] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-25T11:34:07.945138] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:34:07.946137] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:07.946221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:07.948665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:07.949521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:07.949965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:07.952441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:07.953849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:07.954602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:07.954396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:07.957255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:07.959891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:07.960450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:07.961536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:07.963212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:07.964380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:07.965177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:07.966662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:07.967929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:08.006895] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:34:08.009775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:08.031705] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:34:08.097783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:34:08.100537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:08.186021] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:08.209889] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:08.292265] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-25T11:34:08.292412] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:34:08.293271] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:08.293484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:08.298613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:08.300824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:08.302544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:08.303389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:08.317629] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:34:08.371306] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.84% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-25T11:34:08.371604] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:34:08.372480] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:08.372627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:08.374479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:08.375085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:08.375619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:08.376778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:08.422753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:08.455304] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:34:08.480820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:08.482419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:08.490639] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:08.569566] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-25T11:34:08.569889] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:34:08.570737] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:08.570882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:08.572582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:08.573177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:08.573679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:08.576076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:08.577495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:08.578273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:08.581024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:08.583481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:08.584116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:08.585296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:08.587120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:08.588351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:08.589179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:08.590634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:08.591930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:08.632128] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:08.692877] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:34:08.762708] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -1.24% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-25T11:34:08.849203] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:34:08.893801] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:08.944241] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:34:08.946004] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 5.94%, Actual: 1.10%
[2025-11-25T11:34:08.996365] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-25T11:34:08.996666] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:34:08.997526] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:08.997675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:09.002485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:09.004573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:09.006167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:09.006984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:09.029225] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:09.114894] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:09.124559] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -2.46%, Actual: 0.16%
[2025-11-25T11:34:09.191609] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -1.11% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:34:09.191879] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:34:09.192710] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:09.192789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:09.194531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:09.195234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:09.195937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:09.197172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:09.207484] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-11-25T11:34:09.207792] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:34:09.208622] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:09.208784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:09.210513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:09.211119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:09.211603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:09.214060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:09.215469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:09.216252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:09.219009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:09.221429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:09.222015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:09.223121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:09.224831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:09.225985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:09.226778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:09.228311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:09.229551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:09.243267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:09.302026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:09.302618] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -4.36%, Actual: 2.82%
[2025-11-25T11:34:09.303846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:09.354205] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:34:09.481484] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 4.71%, Actual: 1.65%
[2025-11-25T11:34:09.522559] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:09.570736] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:34:09.621340] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-11-25T11:34:09.621624] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:34:09.622455] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:09.622586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:09.627391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:09.629498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:09.631165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:09.632038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:09.659372] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 1.54%
[2025-11-25T11:34:09.711131] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:34:09.740790] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:09.819053] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-11-25T11:34:09.819331] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:34:09.820184] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:09.820332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:09.822055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:09.822669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:09.823150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:09.825580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:09.826994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:09.827857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:09.830566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:09.832961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:09.833506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:09.834590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:09.834805] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -2.59%, Actual: 1.33%
[2025-11-25T11:34:09.836305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:09.837376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:09.838086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:09.839544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:09.840759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:09.889554] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:09.972908] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:34:10.013122] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.88%, Actual: 2.35%
[2025-11-25T11:34:10.043534] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -1.03% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-25T11:34:10.043854] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:34:10.044687] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:10.044830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:10.046530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:10.047123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:10.047595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:10.048570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:10.092889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:10.142221] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:10.148418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:10.149861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:10.192573] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 1.12%, Actual: 0.72%
[2025-11-25T11:34:10.236382] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:34:10.242095] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.05% | Symbol ETA: 1.7s | Global ETA: N/A
[2025-11-25T11:34:10.369240] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 4.67%, Actual: 2.91%
[2025-11-25T11:34:10.407188] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:10.412637] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 0.02%, Actual: 1.96%
[2025-11-25T11:34:10.485072] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-11-25T11:34:10.485354] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:34:10.486193] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:10.486344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:10.488096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:10.488702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:10.489176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:10.491678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:10.493090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:10.493879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:10.495912] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:34:10.496599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:10.499062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:10.499623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:10.500788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:10.502464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:10.503589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:10.504368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:10.505843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:10.507079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:10.549048] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -1.24%, Actual: 2.66%
[2025-11-25T11:34:10.549539] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 47.2440%
[2025-11-25T11:34:10.549732] [INFO ] [main      ] KNF: DISCARDED add_range_volume_efficiency (score: 47.24%)
[2025-11-25T11:34:10.549850] [INFO ] [main      ] KNF: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:34:10.549959] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:34:10.550086] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:34:10.563619] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:10.564269] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:34:10.565303] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:10.565470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:10.570610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:10.572837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:10.573504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:10.574559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:10.586041] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.94%, Actual: 3.33%
[2025-11-25T11:34:10.619780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:10.666130] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:10.676535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:10.753997] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.99%, Actual: 3.40%
[2025-11-25T11:34:10.766002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:34:10.770783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:10.820068] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-11-25T11:34:10.820358] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:34:10.821192] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:10.821338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:10.823080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:10.823674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:10.824140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:10.825102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:10.846720] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:34:10.868065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:10.922716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:10.924068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:10.927124] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.99%, Actual: 18.43%
[2025-11-25T11:34:11.016215] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:11.094962] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1.1s | Global ETA: N/A
[2025-11-25T11:34:11.104284] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 2.82%, Actual: 1.23%
[2025-11-25T11:34:11.130469] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:34:11.265519] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.78%
[2025-11-25T11:34:11.266132] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:34:11.282095] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 0.33%
[2025-11-25T11:34:11.307577] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:11.435568] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 0.16%
[2025-11-25T11:34:11.436616] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:11.442857] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 3.11% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-25T11:34:11.443157] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:34:11.444096] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:11.444249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:11.449422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:11.451532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:11.452212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:11.452483] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 3.45%
[2025-11-25T11:34:11.453238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:11.503224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:11.560469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:11.594521] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -1.16% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-25T11:34:11.594861] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:34:11.595740] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:11.595890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:11.597697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:11.598309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:11.598832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:11.599827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:11.608094] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 0.53%
[2025-11-25T11:34:11.632110] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.33%, Actual: 0.11%
[2025-11-25T11:34:11.644772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:11.645280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:34:11.649513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:11.700097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:11.701499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:11.778738] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:34:11.810868] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 0.25%, Actual: 0.55%
[2025-11-25T11:34:11.948853] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.54%
[2025-11-25T11:34:11.989961] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:34:11.994543] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.05%, Actual: 0.22%
[2025-11-25T11:34:11.994991] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 32.4079%
[2025-11-25T11:34:11.995123] [INFO ] [main      ] LZB: DISCARDED add_sma_ratio (score: 32.41%)
[2025-11-25T11:34:11.995249] [INFO ] [main      ] LZB: Testing feature 45/53: add_true_range
[2025-11-25T11:34:11.995362] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_true_range']
[2025-11-25T11:34:11.995485] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:34:12.009897] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:12.010513] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:34:12.011488] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:12.011625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:12.018198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:12.021180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:12.023591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:12.026042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:12.045038] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:34:12.119109] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:34:12.166885] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:12.215842] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:12.290026] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:34:12.294766] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-25T11:34:12.295060] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:34:12.295911] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:12.296053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:12.300840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:12.302633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:12.303211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:12.304176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:12.346874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:12.367304] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.70% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-11-25T11:34:12.377194] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:34:12.401898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:12.460358] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:34:12.488587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:34:12.493249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:12.544077] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.66%, Actual: 1.28%
[2025-11-25T11:34:12.553979] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:12.631170] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:34:12.664617] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 2.01% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:34:12.665004] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:34:12.665953] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:12.666099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:12.671588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:12.673983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:12.676007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:12.678436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:12.719123] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 1.75%
[2025-11-25T11:34:12.801103] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:34:12.801468] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 24.1854%
[2025-11-25T11:34:12.801657] [INFO ] [main      ] PFL: DISCARDED add_volatility_decay_ratio (score: 24.19%)
[2025-11-25T11:34:12.801773] [INFO ] [main      ] PFL: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:34:12.801831] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:34:12.801967] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:34:12.813179] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:12.813741] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:34:12.814571] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:12.814740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:12.816485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:12.817120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:12.817630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:12.820164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:12.821566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:12.822350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:12.825106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:12.827568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:12.828148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:12.829300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:12.831014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:12.832192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:12.832977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:12.834474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:12.835706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:12.837881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:12.842916] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:34:12.899905] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 0.98%
[2025-11-25T11:34:13.012349] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:13.051262] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:34:13.076604] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.19%
[2025-11-25T11:34:13.151944] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -3.10% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-25T11:34:13.152240] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:34:13.153271] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:13.153416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:13.158852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:13.161029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:13.161592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:13.162492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:13.180173] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:34:13.206380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:13.225842] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:13.254902] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.84%, Actual: 0.95%
[2025-11-25T11:34:13.260500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:13.332780] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.51% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-25T11:34:13.333093] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:34:13.333976] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:13.334108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:13.339126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:13.341366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:13.343150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:13.345017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:13.345333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:34:13.349360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:13.357426] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:13.433183] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -1.11%, Actual: 0.56%
[2025-11-25T11:34:13.441680] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-25T11:34:13.441963] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:34:13.443403] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:13.443561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:13.445298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:13.445916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:13.446397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:13.448918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:13.450299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:13.451083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:13.453833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:13.456193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:13.456755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:13.457888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:13.459595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:13.460734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:13.461486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:13.462998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:13.464171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:13.466302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:13.606795] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -1.03%, Actual: 0.02%
[2025-11-25T11:34:13.692157] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:34:13.705350] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:34:13.785723] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 0.18%
[2025-11-25T11:34:13.811269] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:34:13.864255] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:13.891056] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:13.960809] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -1.16%, Actual: 0.45%
[2025-11-25T11:34:13.985936] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:13.994845] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 1.97% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-11-25T11:34:13.995128] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:34:13.996013] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:13.996153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:14.000813] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.29% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-25T11:34:14.001050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:14.001166] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:34:14.002146] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:14.002303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:14.002886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:14.003380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:14.004259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:14.007980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:14.010272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:14.012102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:14.014061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:14.046593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:14.070192] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:34:14.070501] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:34:14.071378] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:14.071529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:14.073303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:14.073924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:14.074394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:14.076897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:14.078331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:14.079164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:14.082020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:14.084567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:14.085215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:14.086383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:14.088165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:14.089401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:14.090200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:14.091681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:14.092947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:14.095074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:14.100869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:14.135824] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.70%, Actual: 0.66%
[2025-11-25T11:34:14.136047] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 44.4349%
[2025-11-25T11:34:14.136153] [INFO ] [main      ] AMX: DISCARDED add_shelf_lag (score: 44.43%)
[2025-11-25T11:34:14.136201] [INFO ] [main      ] AMX: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:34:14.136239] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_signed_carry_history_11']
[2025-11-25T11:34:14.136305] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:34:14.150124] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:14.150744] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:34:14.151581] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:14.151678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:14.153393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:14.153967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:14.154368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:14.155280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:14.188365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:34:14.192860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:14.200817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:14.263623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:14.266020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:14.367637] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:34:14.454160] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:34:14.539959] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:34:14.543164] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:14.619415] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:34:14.633941] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:14.651834] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-25T11:34:14.652112] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:34:14.653218] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:14.653367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:14.658823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:14.661255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:14.663308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:14.665462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:14.713107] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:14.719751] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.22% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-25T11:34:14.720050] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:34:14.720914] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:14.721063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:14.722799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:14.723357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:14.723845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:14.726263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:14.727746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:14.728495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:14.731222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:14.733603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:14.734165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:14.735303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:14.736982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:14.738116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:14.738918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:14.740442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:14.741688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:14.743812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:14.795671] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:14.841186] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-25T11:34:14.841475] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:34:14.842390] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:14.842534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:14.847458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:14.849338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:14.849964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:14.850925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:14.874035] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.47% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-25T11:34:14.874333] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:34:14.875187] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:14.875330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:14.877097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:14.877697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:14.878166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:14.879198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:14.894426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:14.923596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:14.948849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:14.981511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:14.983390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:15.011405] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:34:15.032796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:34:15.036839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:15.082801] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:34:15.183718] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:15.252198] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:15.292120] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.38% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-25T11:34:15.292261] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:34:15.293048] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:15.293121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:15.298119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:15.300466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:15.302111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:15.303916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:15.335037] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:34:15.336765] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-25T11:34:15.337073] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:34:15.337938] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:15.338086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:15.339836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:15.340395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:15.340883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:15.343336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:15.344723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:15.345491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:15.348208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:15.350668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:15.351207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:15.352309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:15.354062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:15.355189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:15.355965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:15.357459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:15.358677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:15.360791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:15.378982] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:34:15.509972] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:15.548240] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:15.593223] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-25T11:34:15.593510] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:34:15.594356] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:15.594501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:15.596250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:15.596835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:15.597322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:15.598300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:15.642244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:15.642385] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:34:15.672181] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-25T11:34:15.672461] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:34:15.673315] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:15.673457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:15.678310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:15.680188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:15.680784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:15.681777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:15.698267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:15.700089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:15.703609] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:34:15.724840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:15.779738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:15.810132] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:15.863550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:34:15.867834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:15.873926] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:15.910306] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -1.96% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-11-25T11:34:15.910581] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:34:15.911405] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:15.911538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:15.916434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:15.918519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:15.920160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:15.921961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:15.955156] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-25T11:34:15.955451] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:34:15.956292] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:15.956444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:15.958191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:15.958780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:15.959248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:15.961717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:15.963113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:15.963899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:15.966667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:15.969094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:15.969672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:15.970777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:15.972485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:15.973619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:15.974455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:15.975943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:15.977142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:15.979265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:16.051156] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:34:16.207795] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:34:16.223758] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:16.263937] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:34:16.304511] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.36% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-25T11:34:16.304859] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:34:16.305721] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:16.305879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:16.307634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:16.308225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:16.308717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:16.309679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:16.325691] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:34:16.352488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:16.382334] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:16.406852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:16.408430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:16.436405] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:16.501215] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:16.514024] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -1.68% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-25T11:34:16.514327] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:34:16.515175] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:16.515325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:16.520214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:16.522214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:16.522822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:16.523791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:16.540765] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-11-25T11:34:16.541049] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:34:16.541844] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:16.541977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:16.546822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:16.548910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:16.550524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:16.552281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:16.566934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:16.585069] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-25T11:34:16.585232] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:34:16.586023] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:16.586182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:16.587976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:16.588576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:16.589068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:16.591503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:16.592938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:16.593738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:16.596507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:16.599363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:16.599975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:16.601083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:16.602796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:16.603944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:16.604736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:16.606188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:16.607410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:16.609530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:16.622078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:16.706858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:34:16.711262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:16.746761] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:34:16.896065] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:34:16.915011] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:16.953931] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:34:16.994854] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:34:16.995145] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:34:16.995986] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:16.996129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:16.997869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:16.998438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:16.998929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:16.999919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:17.042730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:17.051552] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:34:17.066371] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:17.097454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:17.099148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:17.121876] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:17.167404] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-11-25T11:34:17.167703] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:34:17.168525] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:17.168675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:17.173490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:17.175568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:17.177222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:17.179005] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:17.203523] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-11-25T11:34:17.203840] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:34:17.204670] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:17.204815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:17.206555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:17.207174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:17.207665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:17.210101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:17.211501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:17.212281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:17.215010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:17.217460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:17.218031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:17.219142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:17.220867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:17.221399] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:17.222017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:17.222740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:17.224206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:17.225406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:17.227524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:17.348577] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 4.46% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-25T11:34:17.348888] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:34:17.349758] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:17.349899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:17.354688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:17.356500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:17.357099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:17.358076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:17.400403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:17.444389] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:34:17.453542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:17.515984] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:34:17.536431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:34:17.540788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:17.571999] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:34:17.619987] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:17.686782] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:17.696817] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.86% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:34:17.697137] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:34:17.698016] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:17.698163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:17.699956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:17.700542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:17.701052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:17.702053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:17.747562] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:17.747887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:17.789451] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.16% | Symbol ETA: 2.2s | Global ETA: N/A
[2025-11-25T11:34:17.789788] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:34:17.790762] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:17.790902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:17.796303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:17.798896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:17.800860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:17.802847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:17.803013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:17.804777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:17.833484] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-11-25T11:34:17.833804] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:34:17.834595] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:17.834763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:17.836544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:17.837165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:17.837678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:17.840231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:17.841965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:17.842818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:17.845667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:17.848165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:17.848757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:17.849883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:17.851611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:17.852810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:17.853658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:17.855158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:17.856355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:17.858510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:17.878156] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:34:18.046770] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:18.157875] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:34:18.170488] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 5.58% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-25T11:34:18.170803] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:34:18.171611] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:18.171771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:18.172664] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:34:18.176534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:18.178516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:18.179090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:18.180085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:18.202224] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:34:18.223103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:18.276808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:18.336789] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:18.349345] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:18.361779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:34:18.366180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:18.384914] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:18.425654] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.26% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-25T11:34:18.425952] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:34:18.426798] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:18.426941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:18.428743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:18.429332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:18.429842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:18.430850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:18.445268] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.21% | Symbol ETA: 1.6s | Global ETA: N/A
[2025-11-25T11:34:18.465991] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.5s | Global ETA: N/A
[2025-11-25T11:34:18.466286] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:34:18.467147] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:18.467298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:18.469371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:18.469966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:18.470443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:18.473267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:18.474672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:18.474637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:18.475361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:18.478173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:18.480689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:18.481249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:18.482321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:18.484035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:18.485176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:18.485971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:18.487461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:18.488664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:18.490806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:18.530058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:18.531833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:18.625916] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 2.01%, Actual: 1.96%
[2025-11-25T11:34:18.704263] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:34:18.806674] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.51%, Actual: 3.33%
[2025-11-25T11:34:18.840273] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:34:18.877924] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:18.878894] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:34:18.988094] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.29%, Actual: 3.40%
[2025-11-25T11:34:19.007869] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -3.47% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-25T11:34:19.013345] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:19.049608] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:19.092667] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 0.9s | Global ETA: N/A
[2025-11-25T11:34:19.127405] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 1.13% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-25T11:34:19.127736] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:34:19.128624] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:19.128789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:19.130783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:19.131394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:19.131919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:19.133035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:19.177814] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 3.11%, Actual: 1.10%
[2025-11-25T11:34:19.178521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:19.179285] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.04%, Actual: 18.43%
[2025-11-25T11:34:19.235672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:19.237615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:19.263075] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.78%
[2025-11-25T11:34:19.345561] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 0.16%
[2025-11-25T11:34:19.347790] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.38%, Actual: 1.23%
[2025-11-25T11:34:19.433146] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.05%, Actual: 0.16%
[2025-11-25T11:34:19.515539] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -1.96%, Actual: 0.33%
[2025-11-25T11:34:19.522199] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -3.10%, Actual: 2.82%
[2025-11-25T11:34:19.589177] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:34:19.604700] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 0.53%
[2025-11-25T11:34:19.689603] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.26%, Actual: 3.45%
[2025-11-25T11:34:19.695558] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 1.97%, Actual: 1.65%
[2025-11-25T11:34:19.761856] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:19.779747] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:34:19.836504] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-25T11:34:19.836855] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:34:19.837748] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:19.837888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:19.839612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:19.840198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:19.840757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:19.841752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:19.862451] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.20%, Actual: 0.11%
[2025-11-25T11:34:19.863466] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 1.54%
[2025-11-25T11:34:19.884537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:19.940063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:19.941817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:19.953629] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.54%
[2025-11-25T11:34:20.033244] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 1.33%
[2025-11-25T11:34:20.034878] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.16%, Actual: 0.55%
[2025-11-25T11:34:20.124899] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:34:20.201758] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.68%, Actual: 2.35%
[2025-11-25T11:34:20.210839] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.21%, Actual: 0.22%
[2025-11-25T11:34:20.211227] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 31.6488%
[2025-11-25T11:34:20.211387] [INFO ] [main      ] LZB: DISCARDED add_true_range (score: 31.65%)
[2025-11-25T11:34:20.211499] [INFO ] [main      ] LZB: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:34:20.211595] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_vol_of_vol']
[2025-11-25T11:34:20.211712] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:34:20.258215] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:20.259035] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:34:20.260023] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:20.260161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:20.265228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:20.267485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:20.269261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:20.270470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:20.289679] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:34:20.298138] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:34:20.371478] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 4.46%, Actual: 0.72%
[2025-11-25T11:34:20.462264] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:20.471311] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.19%
[2025-11-25T11:34:20.539567] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.96% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-25T11:34:20.539749] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:34:20.540528] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:20.540617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:20.542363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:20.542915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:20.543477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:20.544531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:20.552346] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 5.58%, Actual: 2.91%
[2025-11-25T11:34:20.588961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:20.643303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:20.645112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:20.650529] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:34:20.684729] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:34:20.732909] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -3.47%, Actual: 2.66%
[2025-11-25T11:34:20.733304] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 46.8865%
[2025-11-25T11:34:20.733476] [INFO ] [main      ] KNF: DISCARDED add_range_volume_efficiency_refinements (score: 46.89%)
[2025-11-25T11:34:20.733602] [INFO ] [main      ] KNF: Testing feature 39/53: add_regime
[2025-11-25T11:34:20.733732] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_regime']
[2025-11-25T11:34:20.733902] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:34:20.746595] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:20.747285] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:34:20.748257] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:20.748401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:20.753836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:20.755895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:20.756487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:20.757603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:20.807674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:20.828899] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 0.60%
[2025-11-25T11:34:20.829306] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 19.9988%
[2025-11-25T11:34:20.829493] [INFO ] [main      ] PFL: DISCARDED add_volatility_state_percentiles (score: 20.00%)
[2025-11-25T11:34:20.829617] [INFO ] [main      ] PFL: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:34:20.829751] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11', 'add_volume_dispersion']
[2025-11-25T11:34:20.829872] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:34:20.842371] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:20.843077] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:34:20.844024] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:20.844173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:20.846058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:20.846734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:20.847451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:20.850164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:20.851621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:20.852458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:20.855399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:20.857965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:20.858470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:20.859600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:20.860438] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:20.861424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:20.862676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:20.863463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:20.864984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:20.866569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:20.867193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:20.960109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:34:20.968303] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.00% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-25T11:34:20.968590] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:34:20.969377] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:20.969510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:20.974280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:20.976333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:20.977980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:20.979119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:20.982078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:20.994239] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:34:21.168923] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:21.210748] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:34:21.245412] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.53% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-11-25T11:34:21.318351] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:34:21.341741] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:34:21.382351] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:21.421510] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.47%, Actual: 1.28%
[2025-11-25T11:34:21.465223] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-25T11:34:21.465525] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:34:21.466369] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:21.466527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:21.468325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:21.468984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:21.469465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:21.471930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:21.473338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:21.474129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:21.476944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:21.479566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:21.480232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:21.481389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:21.483235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:21.484438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:21.485266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:21.486811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:21.488425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:21.488972] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:21.522375] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:21.593491] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 8.15% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:34:21.593678] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:34:21.594581] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:21.594730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:21.596277] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 1.75%
[2025-11-25T11:34:21.599659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:21.601810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:21.603449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:21.604628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:21.662566] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 11.72% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-11-25T11:34:21.662894] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:34:21.663780] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:21.663923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:21.669528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:21.671583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:21.672199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:21.673224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:21.720839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:21.777708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:21.832954] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.36%, Actual: 0.98%
[2025-11-25T11:34:21.835881] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:34:21.866079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:34:21.886333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:21.944610] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:34:22.009411] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.52%, Actual: 0.19%
[2025-11-25T11:34:22.011056] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:22.091737] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-25T11:34:22.092040] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:34:22.092862] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:22.093009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:22.094739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:22.095312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:22.095815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:22.098266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:22.099693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:22.100444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:22.103164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:22.105560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:22.106131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:22.107249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:22.108950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:22.110082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:22.110877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:22.112337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:22.113808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:22.113630] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:22.185892] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.86%, Actual: 0.95%
[2025-11-25T11:34:22.217102] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.48% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-25T11:34:22.217265] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:34:22.218174] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:22.218305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:22.222759] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:34:22.223213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:22.225228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:22.226801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:22.227953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:22.356952] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.56%
[2025-11-25T11:34:22.393224] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:22.455972] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:34:22.523774] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -2.16% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-25T11:34:22.524073] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:34:22.524982] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:22.525139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:22.530436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:22.532554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:22.533161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:22.534171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:22.535975] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 1.13%, Actual: 0.02%
[2025-11-25T11:34:22.567807] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:34:22.579145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:22.627775] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:22.634181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:22.708566] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-25T11:34:22.708886] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:34:22.709188] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.18%
[2025-11-25T11:34:22.709756] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:22.709912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:22.711662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:22.712231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:22.712730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:22.715191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:22.716583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:22.717377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:22.720200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:22.722678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:22.722995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:34:22.723223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:22.724335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:22.726027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:22.727205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:22.728027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:22.729493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:22.731000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:22.738220] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:22.743406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:22.841147] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-25T11:34:22.841422] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:34:22.842253] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:22.842385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:22.847230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:22.849381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:22.850996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:22.852126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:22.877529] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.96%, Actual: 0.45%
[2025-11-25T11:34:23.045065] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.53%, Actual: 0.66%
[2025-11-25T11:34:23.045343] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 39.5974%
[2025-11-25T11:34:23.045531] [INFO ] [main      ] AMX: DISCARDED add_signed_carry_history_11 (score: 39.60%)
[2025-11-25T11:34:23.045661] [INFO ] [main      ] AMX: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:34:23.045768] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_sma_ratio']
[2025-11-25T11:34:23.045912] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:34:23.058033] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:23.058601] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:34:23.059480] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:23.059638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:23.061414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:23.062035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:23.062520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:23.063504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:23.073048] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:34:23.091187] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:34:23.106298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:23.161200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:23.162061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:23.190739] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:34:23.243313] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:23.263296] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:23.323442] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-25T11:34:23.323619] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:34:23.324618] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:23.324827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:23.326592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:23.327209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:23.327755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:23.330206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:23.331617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:23.332431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:23.335193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:23.337714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:23.338261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:23.339398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:23.341118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:23.342278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:23.343090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:23.344554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:23.346092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:23.359428] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:23.399363] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -2.00% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-25T11:34:23.399679] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:34:23.400501] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:23.400662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:23.405461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:23.407370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:23.408035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:23.409049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:23.453627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:23.464118] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 5.46% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-25T11:34:23.464400] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:34:23.465254] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:23.465390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:23.470245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:23.472336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:23.473994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:23.475131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:23.499358] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:34:23.508914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:23.596485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:34:23.616703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:23.668639] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:23.690272] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:34:23.745480] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-25T11:34:23.745683] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:34:23.746588] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:23.746935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:23.748796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:23.749568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:23.750003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:23.750979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:23.794693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:23.824368] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:34:23.851450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:23.852346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:23.885069] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:23.966515] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-25T11:34:23.966826] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:34:23.967753] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:23.967904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:23.969709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:23.969995] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:34:23.970251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:23.970728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:23.973284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:23.974630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:23.975422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:23.978219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:23.980721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:23.981215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:23.982281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:23.984126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:23.985216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:23.986023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:23.987585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:23.989189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:24.003505] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:24.107994] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-25T11:34:24.108140] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:34:24.108913] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:24.108988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:24.113798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:24.115876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:24.117446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:24.118542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:24.150905] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:24.194329] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:34:24.297500] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 2.09% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-25T11:34:24.297823] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:34:24.298712] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:24.298856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:24.303873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:24.305812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:24.306456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:24.307509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:24.337537] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:34:24.353783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:24.365595] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:24.411711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:24.440055] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.78% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-25T11:34:24.440350] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:34:24.441194] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:24.441339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:24.443077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:24.443694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:24.444171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:24.445148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:24.458803] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:34:24.488741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:24.505116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:34:24.510395] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:24.526743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:24.544573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:24.545767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:24.590300] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-25T11:34:24.590608] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:34:24.591458] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:24.591615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:24.593387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:24.594006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:24.594498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:24.596987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:24.598414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:24.599205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:24.602028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:24.604466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:24.605061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:24.606200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:24.607959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:24.609105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:24.609904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:24.611403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:24.612913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:24.627989] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:24.729483] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.91% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-25T11:34:24.729766] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:34:24.730578] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:24.730725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:24.735520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:24.737685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:24.739328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:24.740463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:24.884575] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:34:24.885340] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:34:24.958904] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:34:25.054489] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:25.061122] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:25.080338] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:34:25.131836] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.69% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-25T11:34:25.131708] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:25.132019] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:34:25.132905] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:25.133048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:25.134769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:25.135328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:25.135829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:25.136804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:25.179494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:25.196021] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-25T11:34:25.196313] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:34:25.197178] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:25.197322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:25.202262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:25.204113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:25.204690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:25.205630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:25.209492] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-25T11:34:25.209799] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:34:25.211492] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:25.211659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:25.213407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:25.214017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:25.214497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:25.216969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:25.218373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:25.219182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:25.221901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:25.224301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:25.224871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:25.225989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:25.227711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:25.228837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:25.229599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:25.231067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:25.232525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:25.233943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:25.234818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:25.248818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:25.249206] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:25.302402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:25.350876] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-11-25T11:34:25.351022] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:34:25.351788] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:25.351863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:25.356586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:25.358786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:25.360391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:25.361517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:25.387134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:34:25.406639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:25.568155] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:34:25.570998] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:34:25.696997] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:34:25.739087] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:25.746527] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:25.746894] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:34:25.811500] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.62% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-25T11:34:25.811815] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:34:25.812624] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:25.812781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:25.814482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:25.815078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:25.815552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:25.816519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:25.828994] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-11-25T11:34:25.829299] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:34:25.830183] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:25.830333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:25.832106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:25.832729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:25.833292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:25.835882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:25.837332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:25.838242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:25.841136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:25.843677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:25.844290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:25.845513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:25.847330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:25.848539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:25.849401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:25.851051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:25.852584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:25.862303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:25.864375] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:25.918431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:25.919687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:25.919542] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:25.964909] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 1.51% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-11-25T11:34:25.965189] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:34:25.966047] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:25.966181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:25.971033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:25.973124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:25.974839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:25.975965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:26.047569] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.48% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-25T11:34:26.047889] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:34:26.048755] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:26.048899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:26.053893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:26.055780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:26.056358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:26.057366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:26.101184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:26.155775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:26.202904] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:34:26.241183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:34:26.260776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:26.266823] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:34:26.311259] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:34:26.378895] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:26.443042] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:26.464169] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-11-25T11:34:26.464473] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:34:26.465393] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:26.465549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:26.467446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:26.468114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:26.468637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:26.471236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:26.472737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:26.473528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:26.476452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:26.479164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:26.479786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:26.480514] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:26.480945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:26.482988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:26.484336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:26.485164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:26.486687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:26.488258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:26.519300] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.69% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-25T11:34:26.519601] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:34:26.520530] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:26.520707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:26.522525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:26.523204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:26.523731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:26.524742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:26.569338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:26.579448] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.89% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-11-25T11:34:26.613355] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:34:26.624485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:26.625730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:26.748067] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.00%, Actual: 1.96%
[2025-11-25T11:34:26.787325] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:26.831382] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:34:26.915416] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 8.15%, Actual: 3.33%
[2025-11-25T11:34:26.918439] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.71% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-25T11:34:26.918620] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:34:26.919718] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:26.919868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:26.924879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:26.926773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:26.927498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:26.928476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:26.969283] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:34:26.972355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:27.001010] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:27.026038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:27.079966] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.7s | Global ETA: N/A
[2025-11-25T11:34:27.082448] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.48%, Actual: 3.40%
[2025-11-25T11:34:27.111795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:34:27.131843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:27.140393] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:27.213880] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -1.38% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-25T11:34:27.214181] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:34:27.215012] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:27.215155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:27.216913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:27.217517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:27.218014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:27.218991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:27.248798] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 18.43%
[2025-11-25T11:34:27.250499] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.78%
[2025-11-25T11:34:27.262004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:27.317132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:27.318136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:27.416662] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 5.46%, Actual: 1.23%
[2025-11-25T11:34:27.429568] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 0.16%
[2025-11-25T11:34:27.474004] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:34:27.584508] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.20%, Actual: 0.33%
[2025-11-25T11:34:27.610168] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 0.53%
[2025-11-25T11:34:27.644081] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:27.664208] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:34:27.752736] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.91%, Actual: 3.45%
[2025-11-25T11:34:27.780840] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 1.26% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-25T11:34:27.781122] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:34:27.782000] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:27.782153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:27.787022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:27.788909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:27.789473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:27.790449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:27.791338] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:34:27.833602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:27.838380] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:27.890202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:27.911808] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-25T11:34:27.912103] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:34:27.912947] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:27.913091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:27.914842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:27.915459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:27.915955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:27.916924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:27.922536] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.11%
[2025-11-25T11:34:27.960456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:27.961861] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.54%
[2025-11-25T11:34:27.975610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:34:27.994991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:28.016107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:28.017303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:28.089549] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 1.51%, Actual: 0.55%
[2025-11-25T11:34:28.143846] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:34:28.255880] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.89%, Actual: 0.22%
[2025-11-25T11:34:28.256143] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 37.8766%
[2025-11-25T11:34:28.256296] [INFO ] [main      ] LZB: DISCARDED add_vol_of_vol (score: 37.88%)
[2025-11-25T11:34:28.256402] [INFO ] [main      ] LZB: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:34:28.256498] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_volatility_decay_ratio']
[2025-11-25T11:34:28.256598] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:34:28.269619] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:28.270326] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:34:28.271248] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:28.271380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:28.276239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:28.278376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:28.280019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:28.281222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:28.318002] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.58%
[2025-11-25T11:34:28.350278] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:34:28.364150] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:34:28.487320] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:34:28.519478] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:28.539917] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:28.615907] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.39% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-11-25T11:34:28.616218] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:34:28.616546] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:34:28.617124] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:28.617220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:28.618974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:28.619688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:28.620179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:28.621223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:28.651516] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 2.12% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-25T11:34:28.651842] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:34:28.652720] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:28.652868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:28.657818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:28.659633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:28.659993] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:34:28.660218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:28.661264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:28.665902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:28.706311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:28.721218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:28.722435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:28.761536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:28.784216] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:28.828979] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:34:28.829340] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 24.1854%
[2025-11-25T11:34:28.829512] [INFO ] [main      ] PFL: DISCARDED add_volume_dispersion (score: 24.19%)
[2025-11-25T11:34:28.829631] [INFO ] [main      ] PFL: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:34:28.829759] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11', 'add_volume_flow_differentials']
[2025-11-25T11:34:28.829873] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:34:28.841532] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:28.842060] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:34:28.842932] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:28.843081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:28.844861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:28.845454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:28.845956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:28.847764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:34:28.848587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:28.850002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:28.850785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:28.853599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:28.856071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:28.856625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:28.857768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:28.859524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:28.860708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:28.861468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:28.862948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:28.865776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:28.868048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:28.893375] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 0.68% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-25T11:34:28.893507] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:34:28.894280] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:28.894967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:28.899855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:28.901920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:28.903481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:28.904612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:29.066898] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:34:29.210364] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:34:29.217069] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:34:29.239163] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:29.243258] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:34:29.312865] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -1.37% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-11-25T11:34:29.313155] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:34:29.313996] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:29.314136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:29.315866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:29.316448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:29.316946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:29.318002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:29.360114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:29.378504] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:29.389734] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:29.409480] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:29.414395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:34:29.415664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:29.461848] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:34:29.462142] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:34:29.463481] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:29.463629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:29.465376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:29.465981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:29.466457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:29.468933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:29.470331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:29.471098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:29.473854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:29.476236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:29.476803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:29.477926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:29.479710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:29.480825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:29.481576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:29.483034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:29.485825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:29.511888] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.80% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-25T11:34:29.512151] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:34:29.513001] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:29.513151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:29.517969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:29.520030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:29.521633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:29.522365] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -2.09% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-25T11:34:29.522858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:29.698547] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 11.72%, Actual: 1.10%
[2025-11-25T11:34:29.758505] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:34:29.821401] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:34:29.860870] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:34:29.878398] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -2.16%, Actual: 0.16%
[2025-11-25T11:34:29.933812] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:29.991892] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:30.010057] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-11-25T11:34:30.029030] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:30.064547] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -2.00%, Actual: 2.82%
[2025-11-25T11:34:30.076232] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-25T11:34:30.076574] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:34:30.077480] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:30.077628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:30.079449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:30.080072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:30.080561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:30.083122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:30.084465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:30.085249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:30.088050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:30.090567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:30.091235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:30.092382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:30.094168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:30.095339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:30.096146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:30.097697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:30.100606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:30.129405] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.61% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-25T11:34:30.129693] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:34:30.130520] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:30.130674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:30.135449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:30.137558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:30.139214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:30.140402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:30.188907] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.22%, Actual: 1.28%
[2025-11-25T11:34:30.247342] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 2.09%, Actual: 1.65%
[2025-11-25T11:34:30.369102] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 1.75%
[2025-11-25T11:34:30.419804] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.62%, Actual: 1.54%
[2025-11-25T11:34:30.445212] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:34:30.478009] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:34:30.561299] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.69%, Actual: 0.98%
[2025-11-25T11:34:30.596255] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.48%, Actual: 1.33%
[2025-11-25T11:34:30.627352] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:30.649055] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:30.711444] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.28% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-25T11:34:30.711763] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:34:30.712587] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:30.712749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:30.714527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:30.715177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:30.715671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:30.718260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:30.719768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:30.720526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:30.723355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:30.725834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:30.726388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:30.727507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:30.729241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:30.730395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:30.731175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:30.732684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:30.735461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:30.743288] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.62%, Actual: 0.19%
[2025-11-25T11:34:30.750975] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.59% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-25T11:34:30.751260] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:34:30.752123] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:30.752259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:30.757215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:30.759346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:30.760997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:30.762214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:30.768063] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.71%, Actual: 2.35%
[2025-11-25T11:34:30.922887] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.69%, Actual: 0.95%
[2025-11-25T11:34:30.941553] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 1.26%, Actual: 0.72%
[2025-11-25T11:34:31.079102] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:34:31.093722] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -1.38%, Actual: 0.56%
[2025-11-25T11:34:31.098102] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:34:31.111814] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 2.12%, Actual: 2.91%
[2025-11-25T11:34:31.254512] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:31.261973] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 0.02%
[2025-11-25T11:34:31.265171] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:31.280714] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -2.09%, Actual: 2.66%
[2025-11-25T11:34:31.280926] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 49.7247%
[2025-11-25T11:34:31.281177] [INFO ] [main      ] KNF: DISCARDED add_regime (score: 49.72%)
[2025-11-25T11:34:31.281272] [INFO ] [main      ] KNF: Testing feature 40/53: add_regime_flags
[2025-11-25T11:34:31.281349] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_regime_flags']
[2025-11-25T11:34:31.281434] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:34:31.294511] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:31.295054] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:34:31.296155] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:31.296278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:31.301439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:31.303468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:31.304032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:31.304970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:31.337785] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-11-25T11:34:31.338100] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:34:31.339080] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:31.339205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:31.341116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:31.341736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:31.342277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:31.344908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:31.346493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:31.347356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:31.348666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:31.350338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:31.353416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:31.354099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:31.355299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:31.357225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:31.358622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:31.359560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:31.361176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:31.364306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:31.367810] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.87% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-25T11:34:31.367943] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:34:31.368728] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:31.368815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:31.373521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:31.375541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:31.377140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:31.378275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:31.405303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:31.435989] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.39%, Actual: 0.18%
[2025-11-25T11:34:31.492441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:31.493692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:31.611583] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -1.37%, Actual: 0.45%
[2025-11-25T11:34:31.720119] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:34:31.725980] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:34:31.786052] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.12%, Actual: 0.66%
[2025-11-25T11:34:31.786282] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 33.7696%
[2025-11-25T11:34:31.786390] [INFO ] [main      ] AMX: DISCARDED add_sma_ratio (score: 33.77%)
[2025-11-25T11:34:31.786441] [INFO ] [main      ] AMX: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:34:31.786481] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_vol_of_vol']
[2025-11-25T11:34:31.786523] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:34:31.799326] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:31.799988] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:34:31.800904] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:31.800980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:31.802772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:31.803439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:31.803938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:31.804912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:31.844380] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:34:31.853691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:31.891025] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:31.901315] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:31.911090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:31.912700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:31.982882] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-25T11:34:31.983176] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:34:31.984061] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:31.984212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:31.986035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:31.986621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:31.987200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:31.989796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:31.990878] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.96% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-11-25T11:34:31.991148] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:34:31.991287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:31.991990] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:31.992130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:31.992132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:31.994939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:31.996929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:31.997474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:31.998080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:31.999048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:31.999247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:32.000709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:32.001052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:32.001914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:32.002255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:32.003084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:32.004626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:32.007518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:32.018264] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:32.152019] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 5.95% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-11-25T11:34:32.152286] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:34:32.153116] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:32.153257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:32.158112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:32.159961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:32.160520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:32.161477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:32.204965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:32.249542] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:34:32.260156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:32.339285] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:34:32.346460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:32.347881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:32.353473] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:34:32.420384] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:32.501260] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-25T11:34:32.501410] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:34:32.502293] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:32.502380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:32.504179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:32.504719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:32.505149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:32.506127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:32.509024] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:32.528286] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:32.553752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:32.609856] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-11-25T11:34:32.610005] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:34:32.610826] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:32.610909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:32.610835] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.60% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-11-25T11:34:32.611065] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:34:32.611968] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:32.612101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:32.612660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:32.612841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:32.613202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:32.613603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:32.614280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:32.616051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:32.617232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:32.617488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:32.618242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:32.619526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:32.620978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:32.621168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:32.622367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:32.623422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:32.623936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:32.625032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:32.626712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:32.627872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:32.628589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:32.630064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:32.632915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:32.690604] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:34:32.863047] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:32.962252] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:34:32.971637] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:34:32.981007] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:34:32.988502] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.57% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-25T11:34:32.988827] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:34:32.989630] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:32.989797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:32.994619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:32.996494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:32.997189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:32.998202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:33.042749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:33.097961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:33.131095] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:33.150163] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:33.151030] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:33.186236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:33.187756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:33.230899] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-11-25T11:34:33.231070] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:34:33.231876] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:33.232082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:33.233069] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-11-25T11:34:33.233356] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:34:33.234201] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:33.234350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:33.236071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:33.236634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:33.236815] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.51% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-25T11:34:33.236963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:33.237153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:33.237137] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:34:33.238080] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:33.238160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:33.239270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:33.239589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:33.239998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:33.240520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:33.240916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:33.240947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:33.241096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:33.241904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:33.241879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:33.242056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:33.244720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:33.247237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:33.247730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:33.248796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:33.250498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:33.251598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:33.252395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:33.253861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:33.256617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:33.288021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:33.345863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:33.347292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:33.580759] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:34:33.585513] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:34:33.593824] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:34:33.704895] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:34:33.751672] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:33.758290] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:33.763340] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:33.844503] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 1.7s | Global ETA: N/A
[2025-11-25T11:34:33.844809] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:34:33.845624] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:33.845805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:33.847590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:33.848209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:33.848709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:33.851126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:33.852502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:33.853316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:33.853685] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 0.44% | Symbol ETA: 1.7s | Global ETA: N/A
[2025-11-25T11:34:33.853928] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:34:33.854757] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:33.854893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:33.856108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:33.858531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:33.859123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:33.859849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:33.860300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:33.862038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:33.862027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:33.863174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:33.863614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:33.864023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:33.864951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:33.865427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:33.868319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:33.882677] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:33.895096] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -2.43% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-25T11:34:33.895234] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:34:33.896003] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:33.896081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:33.902180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:33.903977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:33.904463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:33.905335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:33.949623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:33.964077] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -1.00% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-25T11:34:33.964222] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:34:33.965056] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:33.965135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:33.966876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:33.967450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:33.967885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:33.968901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:34.004905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:34.015354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:34.073510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:34.074995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:34.090493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:34.091805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:34.205332] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:34:34.210087] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:34:34.373669] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:34.384023] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:34.431731] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:34:34.439358] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:34:34.465730] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 1.1s | Global ETA: N/A
[2025-11-25T11:34:34.466028] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:34:34.466867] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T11:34:34.467012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:34.468892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:34.469462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:34.469951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:34.472411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:34.473856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:34.474615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:34.475673] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.33% | Symbol ETA: 1.0s | Global ETA: N/A
[2025-11-25T11:34:34.477451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:34.480001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:34.480567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:34.481742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:34.483537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:34.484739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:34.485518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:34.487126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:34.489992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:34.616708] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:34.619686] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:34.648270] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 0.68%, Actual: 1.96%
[2025-11-25T11:34:34.697195] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-25T11:34:34.697477] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:34:34.698338] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:34.698482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:34.700259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:34.700873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:34.701373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:34.702371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:34.747185] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 2.37% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-25T11:34:34.747339] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:34:34.747889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:34.748174] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:34.748247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:34.753242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:34.755087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:34.755586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:34.756524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:34.801200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:34.806824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:34.808340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:34.818706] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.80%, Actual: 3.33%
[2025-11-25T11:34:34.840117] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:34:34.856337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:34.942532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:34.944121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:34.988094] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.61%, Actual: 3.40%
[2025-11-25T11:34:35.014005] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:35.096266] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.5s | Global ETA: N/A
[2025-11-25T11:34:35.159531] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.59%, Actual: 18.43%
[2025-11-25T11:34:35.162361] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:34:35.270785] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.78%
[2025-11-25T11:34:35.289904] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:34:35.330029] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.87%, Actual: 1.23%
[2025-11-25T11:34:35.334046] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:35.408341] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.45% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-25T11:34:35.408668] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:34:35.409493] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:35.409637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:35.411360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:35.411954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:35.412435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:35.413417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:35.442918] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.14%, Actual: 0.16%
[2025-11-25T11:34:35.455965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:35.459700] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:35.499738] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.96%, Actual: 0.33%
[2025-11-25T11:34:35.509945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:35.511125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:35.585138] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -3.26% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-25T11:34:35.585416] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:34:35.586270] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:35.586429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:35.591472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:35.593300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:35.593881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:35.594839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:35.614185] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.28%, Actual: 0.53%
[2025-11-25T11:34:35.639045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:35.669266] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.60%, Actual: 3.45%
[2025-11-25T11:34:35.693925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:35.781000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:35.782334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:35.786098] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.41%
[2025-11-25T11:34:35.837764] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.14%, Actual: 0.11%
[2025-11-25T11:34:35.848990] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:34:35.958545] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 1.54%
[2025-11-25T11:34:36.010335] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 0.44%, Actual: 0.55%
[2025-11-25T11:34:36.022124] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:36.097739] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -1.52% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-25T11:34:36.098019] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:34:36.098921] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:36.099065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:36.100831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:36.101430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:36.101932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:36.102901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:36.126894] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:34:36.135658] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.01%
[2025-11-25T11:34:36.145045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:36.179794] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.33%, Actual: 0.22%
[2025-11-25T11:34:36.180182] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 34.8693%
[2025-11-25T11:34:36.180342] [INFO ] [main      ] LZB: DISCARDED add_volatility_decay_ratio (score: 34.87%)
[2025-11-25T11:34:36.180452] [INFO ] [main      ] LZB: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:34:36.180550] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:34:36.180671] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:34:36.193897] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:36.194670] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:34:36.195607] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:36.195757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:36.199938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:36.200597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:36.201419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:36.202695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:36.204380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:36.206231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:36.206839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:36.208026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:36.210232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:36.295341] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:36.311305] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.58%
[2025-11-25T11:34:36.424521] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-25T11:34:36.424708] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:34:36.425627] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:36.425790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:36.430685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:36.432530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:36.433140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:36.434105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:36.477173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:36.497607] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:34:36.531224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:36.554372] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:34:36.610040] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:34:36.613922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:36.615110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:36.671120] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.03%
[2025-11-25T11:34:36.721957] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:36.785694] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:36.832543] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.58% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:34:36.832741] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:34:36.833552] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:36.833658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:36.838617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:36.840847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:36.841140] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:34:36.841497] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 29.3567%
[2025-11-25T11:34:36.841751] [INFO ] [main      ] PFL: KEPT add_volume_flow_differentials (score: 29.36%)
[2025-11-25T11:34:36.841879] [INFO ] [main      ] PFL: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:34:36.841994] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11', 'add_volume_flow_differentials', 'add_volume_zscore']
[2025-11-25T11:34:36.842114] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:34:36.842522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:36.844339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:36.844968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:36.846162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:36.848332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:36.854250] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:36.854816] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:34:36.855708] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:36.855856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:36.857691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:36.858293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:36.858807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:36.860331] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-25T11:34:36.860603] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:34:36.861367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:36.861454] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:36.861556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:36.862795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:36.863347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:36.863510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:36.864003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:36.864412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:36.865311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:36.866342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:36.868778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:36.869280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:36.870352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:36.872044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:36.873244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:36.874002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:36.875458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:36.878384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:34:36.880133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:36.908583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:36.950214] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:34:36.963835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:36.965270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:37.117329] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:37.189823] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:34:37.224305] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:34:37.242211] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.33% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:34:37.242355] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:34:37.243119] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:37.243198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:37.247983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:37.249829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:37.250453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:37.251424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:37.296402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:37.312764] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:34:37.350108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:37.366936] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:37.399435] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:37.432684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:37.433978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:37.478110] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 9.86% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-25T11:34:37.478413] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:34:37.479299] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:37.479438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:37.481906] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:37.484400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:37.484382] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-25T11:34:37.484690] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:34:37.486099] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:37.486242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:37.486487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:37.488055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:37.488287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:37.488684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:37.489184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:37.490201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:37.490827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:37.491801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:37.491995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:37.493299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:37.494178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:37.494153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:37.497015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:37.499526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:37.500100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:37.501202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:37.502920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:37.504048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:37.504838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:37.506306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:37.509174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:34:37.510959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:37.556908] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.06% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-11-25T11:34:37.557222] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:34:37.558072] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:37.558214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:37.559954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:37.560529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:37.561023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:37.561985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:37.604541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:37.659506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:37.660911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:37.771443] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:34:37.842026] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:34:37.852471] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:34:37.939770] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:38.002575] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:34:38.023740] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:38.031120] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:38.069598] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 5.30% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-25T11:34:38.069954] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:34:38.070878] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:38.071021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:38.075842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:38.077739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:38.078310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:38.079287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:38.108372] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.23% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-25T11:34:38.108518] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:34:38.109288] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:38.109370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:38.111038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:38.111550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:38.111980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:38.114346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:38.115678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:38.116378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:38.119074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:38.121404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:38.121901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:38.122939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:38.124539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:38.124723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:38.125592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:38.126301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:38.127714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:38.130465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:34:38.132140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:38.142150] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.57% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-25T11:34:38.142299] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:34:38.143105] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:38.143184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:38.148010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:38.150121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:38.151814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:38.153598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:38.154121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:38.155219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:38.157383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:38.172547] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:38.179180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:38.246778] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.51% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-11-25T11:34:38.246946] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:34:38.247756] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:38.247894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:38.249540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:38.250224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:38.250628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:38.251516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:38.264005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:38.265605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:38.294369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:38.347967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:38.349250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:38.476833] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:34:38.503840] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:34:38.613549] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:34:38.651962] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:38.682397] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:38.698763] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:34:38.736595] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.39% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-25T11:34:38.736908] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:34:38.737808] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:38.737958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:38.739810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:38.740396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:38.740927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:38.743422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:38.744865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:38.745678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:38.748580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:38.751063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:38.751622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:38.752781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:38.754473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:38.755626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:38.756418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:38.757987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:38.760982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:34:38.762869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:38.786356] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:38.792303] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: -2.13% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-25T11:34:38.792568] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:34:38.793386] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:38.793521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:38.798374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:38.800447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:38.802082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:38.803870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:38.804404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:38.805526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:38.807610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:38.876224] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:38.914299] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 1.77% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-25T11:34:38.914598] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:34:38.915493] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:38.915636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:38.920587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:38.922526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:38.923151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:38.924238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:38.951532] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.53% | Symbol ETA: 1.4s | Global ETA: N/A
[2025-11-25T11:34:38.970318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:39.025973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:39.110145] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:34:39.113163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:39.114573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:39.137960] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.17%, Actual: 1.28%
[2025-11-25T11:34:39.151740] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:34:39.283928] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:39.311805] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.51%, Actual: 1.75%
[2025-11-25T11:34:39.324493] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:39.368529] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-25T11:34:39.368848] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:34:39.369701] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:39.369848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:39.371591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:39.372198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:39.372706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:39.375201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:39.376685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:39.377491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:39.380488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:39.383054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:39.383672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:39.384822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:39.386564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:39.387808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:39.388604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:39.390134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:39.393087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:34:39.395052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:39.433694] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 3.94% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-25T11:34:39.433965] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:34:39.434820] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:39.434957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:39.440096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:39.442268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:39.444054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:39.445889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:39.446441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:39.447633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:39.449847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:39.471358] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:34:39.483607] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -1.00%, Actual: 0.98%
[2025-11-25T11:34:39.640175] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:39.651096] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.15%, Actual: 0.19%
[2025-11-25T11:34:39.746477] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:34:39.763039] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-11-25T11:34:39.803308] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:34:39.820069] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.45%, Actual: 0.95%
[2025-11-25T11:34:39.916242] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:39.932492] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 5.95%, Actual: 1.10%
[2025-11-25T11:34:39.974766] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:39.994543] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -1.52%, Actual: 0.56%
[2025-11-25T11:34:39.999174] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-11-25T11:34:39.999463] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:34:40.000340] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:40.000488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:40.002266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:40.002899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:40.003385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:40.005861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:40.007286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:40.008078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:40.010806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:40.013209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:40.013780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:40.014884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:40.016569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:40.017764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:40.018529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:40.020011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:40.022821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:34:40.024510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:40.086751] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.61% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-25T11:34:40.087064] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:34:40.087991] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:40.088130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:40.093154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:40.095339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:40.097074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:40.098970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:40.099542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:40.100736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:40.102907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:40.109927] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.57%, Actual: 0.16%
[2025-11-25T11:34:40.164488] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.72%, Actual: 0.02%
[2025-11-25T11:34:40.281301] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -2.43%, Actual: 2.82%
[2025-11-25T11:34:40.333498] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.06%, Actual: 0.18%
[2025-11-25T11:34:40.365043] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:34:40.448340] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:34:40.455719] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 2.37%, Actual: 1.65%
[2025-11-25T11:34:40.501264] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 0.45%
[2025-11-25T11:34:40.537471] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:40.619515] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:40.620924] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-11-25T11:34:40.621194] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:34:40.622057] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:40.622207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:40.623944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:40.624517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:40.625015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:40.627472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:40.628474] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -3.26%, Actual: 1.54%
[2025-11-25T11:34:40.628874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:40.629663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:40.632374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:40.634789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:40.635345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:40.636449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:40.638174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:40.639311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:40.640091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:40.641561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:40.644363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:34:40.646103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:40.690519] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.53%, Actual: 0.66%
[2025-11-25T11:34:40.690968] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 39.2017%
[2025-11-25T11:34:40.691177] [INFO ] [main      ] AMX: DISCARDED add_vol_of_vol (score: 39.20%)
[2025-11-25T11:34:40.691255] [INFO ] [main      ] AMX: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:34:40.691380] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_volatility_decay_ratio']
[2025-11-25T11:34:40.691512] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:34:40.706063] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:40.706625] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:34:40.707596] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:40.707762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:40.709535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:40.710170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:40.710674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:40.711618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:40.730087] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 2.23% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-11-25T11:34:40.730353] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:34:40.731295] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:40.731433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:40.736488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:40.738693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:40.740384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:40.742245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:40.742832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:40.743946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:40.746150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:40.755046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:40.799151] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 1.33%
[2025-11-25T11:34:40.810203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:40.811503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:40.983560] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:34:40.984790] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.33%, Actual: 2.35%
[2025-11-25T11:34:41.090802] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:34:41.153155] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:41.154914] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:34:41.156682] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 5.30%, Actual: 0.72%
[2025-11-25T11:34:41.236358] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-11-25T11:34:41.236658] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:34:41.237456] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:41.237600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:41.239344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:41.239944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:41.240440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:41.242900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:41.244297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:41.245085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:41.247841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:41.250378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:41.250945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:41.252056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:41.253765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:41.254891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:41.255674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:41.257150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:41.259924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:34:41.260182] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:41.261631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:41.330873] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 1.77%, Actual: 2.91%
[2025-11-25T11:34:41.332917] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:41.370159] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.62% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-11-25T11:34:41.370449] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:34:41.371325] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:41.371459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:41.376329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:41.378516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:41.380190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:41.381989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:41.382560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:41.383752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:41.385868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:41.407253] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.28% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-25T11:34:41.407548] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:34:41.408376] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:41.408462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:41.410195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:41.410796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:41.411212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:41.412179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:41.456079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:41.505302] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -0.31%, Actual: 2.66%
[2025-11-25T11:34:41.505817] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 39.8026%
[2025-11-25T11:34:41.506082] [INFO ] [main      ] KNF: DISCARDED add_regime_flags (score: 39.80%)
[2025-11-25T11:34:41.506241] [INFO ] [main      ] KNF: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:41.506384] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:34:41.506534] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:34:41.512843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:41.514459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:41.519531] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:41.520246] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:34:41.521234] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:34:41.521332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:41.526413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:41.528413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:41.529002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:41.529947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:41.574778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:41.617536] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:34:41.631849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:41.723676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:41.725280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:41.727147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:41.728291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:41.729131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:41.737589] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:34:41.789249] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:41.863253] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:34:41.871892] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 1.4s | Global ETA: N/A
[2025-11-25T11:34:41.872182] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:34:41.873949] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:41.874092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:41.875838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:41.876403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:41.876908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:41.879365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:41.880765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:41.881519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:41.884224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:41.886621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:41.887336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:41.888444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:41.890139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:41.891298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:41.892092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:41.893540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:41.896306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:34:41.898041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:41.918432] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:42.027070] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -1.60% | Symbol ETA: 1.5s | Global ETA: N/A
[2025-11-25T11:34:42.027366] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:34:42.028293] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:42.028440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:42.033575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:42.035870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:42.037755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:42.039687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:42.039801] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:42.040297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:42.041539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:42.043835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:42.084137] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:34:42.113448] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.71% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-25T11:34:42.113769] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:34:42.114663] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:42.114813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:42.116629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:42.117303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:42.117825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:42.118829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:42.165942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:42.220758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:42.222356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:42.237705] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:34:42.259528] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:42.398685] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 2.19% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-11-25T11:34:42.398977] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:34:42.399859] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:34:42.400003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:42.404859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:42.406712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:42.407319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:42.407171] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:34:42.408217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:42.408376] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:42.451425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:42.490620] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 0.8s | Global ETA: N/A
[2025-11-25T11:34:42.490930] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:34:42.491762] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:42.491909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:42.493611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:42.494187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:42.494684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:42.497164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:42.498556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:42.499332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:42.502058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:42.504490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:42.505063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:42.506169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:42.507248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:42.507896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:42.509056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:42.509870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:42.511340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:42.514184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:34:42.515972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:42.562844] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:34:42.593836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:42.595385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:42.597293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:42.597286] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:42.598432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:42.599177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:42.701873] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.27% | Symbol ETA: 0.8s | Global ETA: N/A
[2025-11-25T11:34:42.733835] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:42.809738] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-25T11:34:42.810048] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:34:42.810906] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:42.811048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:42.813016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:42.813810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:42.814292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:42.815291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:42.858889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:42.861388] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:34:42.873919] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.58%, Actual: 1.96%
[2025-11-25T11:34:42.914878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:42.916775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:42.949663] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:34:43.034016] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:43.048042] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 9.86%, Actual: 3.33%
[2025-11-25T11:34:43.116569] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.2s | Global ETA: N/A
[2025-11-25T11:34:43.121176] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:43.216221] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.57%, Actual: 3.40%
[2025-11-25T11:34:43.256230] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-25T11:34:43.256524] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:34:43.257434] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:34:43.257586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:43.262723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:43.264868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:43.265562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:43.266633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:43.268438] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:34:43.296687] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.78%
[2025-11-25T11:34:43.310559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:43.366715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:43.384559] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -2.13%, Actual: 18.43%
[2025-11-25T11:34:43.439426] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:43.457449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:43.459052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:43.460940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:43.462180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:43.463014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:43.468197] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.23%, Actual: 0.16%
[2025-11-25T11:34:43.514264] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.11% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-25T11:34:43.514538] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:34:43.515388] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:43.515541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:43.517347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:43.517952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:43.518437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:43.519429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:43.561665] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 3.94%, Actual: 1.23%
[2025-11-25T11:34:43.564786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:43.619622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:43.620956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:43.645016] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.39%, Actual: 0.53%
[2025-11-25T11:34:43.737622] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.61%, Actual: 0.33%
[2025-11-25T11:34:43.801691] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:34:43.824787] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:34:43.914884] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 2.23%, Actual: 3.45%
[2025-11-25T11:34:43.990718] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:44.002826] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:34:44.054398] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.54%
[2025-11-25T11:34:44.085726] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.62%, Actual: 0.11%
[2025-11-25T11:34:44.135523] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -1.35% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-25T11:34:44.135830] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:34:44.136680] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:34:44.136822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:44.141718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:44.143553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:44.144136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:44.145103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:44.188553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:44.191276] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:44.225813] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:34:44.243113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:44.255888] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -1.60%, Actual: 0.55%
[2025-11-25T11:34:44.269812] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.79% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-25T11:34:44.270155] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:34:44.271274] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:44.271441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:44.273269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:44.273942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:44.274620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:44.275892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:44.322996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:44.331960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:44.333373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:44.335231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:44.336406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:44.337246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:44.380322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:44.381701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:44.400040] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.58%
[2025-11-25T11:34:44.431110] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.27%, Actual: 0.22%
[2025-11-25T11:34:44.431504] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 37.8141%
[2025-11-25T11:34:44.431686] [INFO ] [main      ] LZB: DISCARDED add_volatility_state_percentiles (score: 37.81%)
[2025-11-25T11:34:44.431800] [INFO ] [main      ] LZB: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:34:44.431898] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_volume_dispersion']
[2025-11-25T11:34:44.431959] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:34:44.445845] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:44.446459] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:34:44.447406] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:44.447544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:44.452662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:44.454869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:44.456540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:44.458128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:44.579746] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:34:44.687015] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:34:44.734885] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:34:44.751074] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:34:44.806287] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:34:44.857890] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:44.910837] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:44.921775] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:34:44.922160] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 26.9949%
[2025-11-25T11:34:44.922291] [INFO ] [main      ] PFL: DISCARDED add_volume_zscore (score: 26.99%)
[2025-11-25T11:34:44.922406] [INFO ] [main      ] PFL: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:34:44.922514] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11', 'add_volume_flow_differentials', 'add_vwap_deviations']
[2025-11-25T11:34:44.922669] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T11:34:44.934098] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:44.934621] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 2
[2025-11-25T11:34:44.935559] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:44.935723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:44.937547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:44.938161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:44.938671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:44.941181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:44.942600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:44.943378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:44.946169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:44.948672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:44.949231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:44.950350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:44.952047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:44.953190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:44.953987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:44.955465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:44.958302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:34:44.964100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:44.980335] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:44.985603] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-25T11:34:44.985795] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:34:44.986560] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:44.986661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:44.988426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:44.988958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:44.989371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:44.990275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:45.000975] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 2.53% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-25T11:34:45.001254] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:34:45.002160] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:34:45.002311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:45.007500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:45.009456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:45.010066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:45.011119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:45.032848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:45.055813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:45.087577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:45.089240] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 3.27% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-25T11:34:45.089231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:45.089439] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:34:45.091163] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:45.091382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:45.097002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:45.099480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:45.101161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:45.102674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:45.111161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:45.198689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:45.200226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:45.202113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:45.203265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:45.204096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:45.307526] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-20
[2025-11-25T11:34:45.436076] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:34:45.477884] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:45.482013] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:34:45.542361] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:34:45.562676] [INFO ] [main      ] PFL: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-25T11:34:45.562966] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 3
[2025-11-25T11:34:45.563818] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:45.563965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:45.565707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:45.566281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:45.566780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:45.569246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:45.570660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:45.571418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:45.574171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:45.576617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:45.577226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:45.578339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:45.580044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:45.581172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:45.581966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:45.583448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:45.586257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:34:45.592101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:45.608703] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:45.660074] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:45.683490] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-11-25T11:34:45.683809] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:34:45.684709] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:45.684865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:45.686691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:45.687312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:45.687813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:45.688840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:45.710858] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:45.731676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:45.763008] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 11.78% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-25T11:34:45.763187] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:34:45.763984] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:45.764175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:45.769032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:45.771244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:45.772940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:45.774376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:45.786496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:45.788189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:45.843626] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 2.01% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-25T11:34:45.843955] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:34:45.844969] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:34:45.845129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:45.850254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:45.852218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:45.852828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:45.853836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:45.899239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:45.930235] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-19
[2025-11-25T11:34:45.954177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:46.041634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:46.043087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:46.044877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:46.046056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:46.046873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:46.102726] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:46.112852] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:34:46.128726] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:34:46.187678] [INFO ] [main      ] PFL: Lookback Days: 3, Magnitude: 0.17% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-25T11:34:46.187961] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 4
[2025-11-25T11:34:46.188793] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:46.188938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:46.190636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:46.191223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:46.191715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:46.194108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:46.195488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:46.196249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:46.199003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:46.201382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:46.201952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:46.203073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:46.204766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:46.205879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:46.206656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:46.208113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:46.210952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:34:46.216662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:46.286017] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:46.300666] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:46.374535] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.48% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-11-25T11:34:46.374838] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:34:46.375672] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:46.375811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:46.377537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:46.378117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:46.378582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:46.379615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:46.390205] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.27% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-25T11:34:46.390351] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:34:46.391163] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:46.391250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:46.393691] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:34:46.396206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:46.398482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:46.400221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:46.401709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:46.422430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:46.476669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:46.477983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:46.554207] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-18
[2025-11-25T11:34:46.571590] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:46.705357] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.07% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-25T11:34:46.705669] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:34:46.706523] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:34:46.706688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:46.711670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:46.713623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:46.714220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:46.715205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:46.723854] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:46.742157] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:34:46.759354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:46.810236] [INFO ] [main      ] PFL: Lookback Days: 4, Magnitude: -1.31% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-25T11:34:46.810537] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 5
[2025-11-25T11:34:46.811391] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:46.811544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:46.813306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:46.813926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:46.814430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:46.814465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:46.815423] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:34:46.816958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:46.818476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:46.819260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:46.822124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:46.824588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:46.825174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:46.826353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:46.828133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:46.829316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:46.830138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:46.831622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:46.834553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:34:46.840872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:46.901587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:46.903044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:46.904929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:46.906105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:46.906908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:46.913862] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:46.983277] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:47.016151] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-25T11:34:47.016427] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:34:47.017278] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:47.017417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:47.022245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:47.024349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:47.026011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:47.027449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:47.056390] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -1.19% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-11-25T11:34:47.056685] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:34:47.057522] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:47.057702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:47.059354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:47.059938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:47.060408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:47.061386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:47.103999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:47.158572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:34:47.159961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:47.184464] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-17
[2025-11-25T11:34:47.258459] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:34:47.354804] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:47.387605] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:34:47.428736] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:47.440118] [INFO ] [main      ] PFL: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-25T11:34:47.440424] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 6
[2025-11-25T11:34:47.441872] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:47.442020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:47.443777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:47.444362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:47.444864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:47.447332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:47.448768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:47.449524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:47.452255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:47.454682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:47.455231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:47.456321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:47.458028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:47.459153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:47.459871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:47.461317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:47.464106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:34:47.469957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:47.500097] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:34:47.566901] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:47.583570] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -1.65% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-25T11:34:47.583906] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:34:47.584804] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:34:47.584952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:47.590554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:47.592532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:47.593085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:47.594331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:47.644394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:47.670737] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:47.674292] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.84% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-25T11:34:47.674585] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:34:47.675458] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:47.675594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:47.680528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:47.682915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:47.684779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:47.686447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:47.699371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:47.742607] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 1.2s | Global ETA: N/A
[2025-11-25T11:34:47.791413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:47.793174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:47.795752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:47.797321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:47.798318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:47.810739] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-14
[2025-11-25T11:34:47.912461] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.28%, Actual: 1.28%
[2025-11-25T11:34:47.984106] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:48.037574] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:34:48.070007] [INFO ] [main      ] PFL: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-25T11:34:48.070296] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 7
[2025-11-25T11:34:48.071086] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:48.071237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:48.072974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:48.073548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:48.074041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:48.076473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:48.077934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:48.078742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:48.081515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:48.083935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:48.084499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:48.085619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:48.086093] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 1.75%
[2025-11-25T11:34:48.087584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:48.088766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:48.089542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:48.091069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:48.093966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:34:48.100098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:48.143148] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:34:48.211917] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:48.257727] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 0.98%
[2025-11-25T11:34:48.320750] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -1.24% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-11-25T11:34:48.320910] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:34:48.321858] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:48.321973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:48.324373] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:48.328740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:48.331386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:48.333192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:48.334712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:48.428244] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.11%, Actual: 0.19%
[2025-11-25T11:34:48.444791] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-13
[2025-11-25T11:34:48.466359] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 2.75% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-25T11:34:48.466673] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:34:48.467528] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:34:48.467689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:48.472591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:48.474548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:48.475155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:48.476130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:48.519553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:48.573982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:48.596099] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.79%, Actual: 0.95%
[2025-11-25T11:34:48.616357] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:48.660134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:48.661497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:48.663336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:48.664508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:48.665302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:48.683257] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:34:48.699462] [INFO ] [main      ] PFL: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-25T11:34:48.699627] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 8
[2025-11-25T11:34:48.700545] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:48.700710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:48.702356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:48.702895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:48.703329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:48.705683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:48.707098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:48.707892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:48.710591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:48.712989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:48.713535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:48.714722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:48.716402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:48.717555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:48.718340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:48.719809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:48.722595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:34:48.728447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:48.764634] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.68%, Actual: 0.56%
[2025-11-25T11:34:48.854082] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:48.934001] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.51%, Actual: 0.02%
[2025-11-25T11:34:48.956503] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 1.32% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-11-25T11:34:48.956760] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:34:48.957597] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:48.957749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:48.962632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:48.964754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:48.966405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:48.967849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:49.030376] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:34:49.102265] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.48%, Actual: 0.18%
[2025-11-25T11:34:49.111933] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-12
[2025-11-25T11:34:49.201260] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:49.272436] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -1.19%, Actual: 0.45%
[2025-11-25T11:34:49.291832] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:49.326208] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:34:49.343228] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 4.83% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-25T11:34:49.343531] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:34:49.344410] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:34:49.344561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:49.349538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:49.351478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:49.352072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:49.353085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:49.377115] [INFO ] [main      ] PFL: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-11-25T11:34:49.377611] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 9
[2025-11-25T11:34:49.379067] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:49.379235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:49.381309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:49.382012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:49.382517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:49.385148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:49.386678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:49.387547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:49.390535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:49.393197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:49.393891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:49.394954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:49.396832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:49.396802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:49.398036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:49.398760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:49.400164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:49.403107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:34:49.409115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:49.445973] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 0.66%
[2025-11-25T11:34:49.446231] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 37.2853%
[2025-11-25T11:34:49.446346] [INFO ] [main      ] AMX: DISCARDED add_volatility_decay_ratio (score: 37.29%)
[2025-11-25T11:34:49.446407] [INFO ] [main      ] AMX: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:34:49.446458] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:34:49.446511] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:34:49.450460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:49.458875] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:49.459509] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:34:49.460378] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:34:49.460457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:49.462168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:49.462716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:49.463124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:49.464036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:49.511741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:49.512458] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:49.536229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:49.537726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:49.539561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:49.540771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:49.541573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:49.568360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:49.569076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:49.570396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:49.572589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:49.616192] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.07% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-11-25T11:34:49.616464] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:34:49.617355] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:49.617492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:49.622556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:49.624763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:49.626442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:49.627926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:49.758027] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-11
[2025-11-25T11:34:49.885439] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:34:49.913857] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:34:49.934119] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:49.980683] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:34:50.020306] [INFO ] [main      ] PFL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-11-25T11:34:50.020485] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 10
[2025-11-25T11:34:50.021985] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:50.022225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:50.024081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:50.024717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:50.025149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:50.028122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:50.029675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:50.030495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:50.033678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:50.036334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:50.036926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:50.038128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:50.039925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:50.041075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:50.041894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:50.043351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:50.046706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:34:50.053230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:50.059179] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:50.089188] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:50.155238] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:50.168715] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-25T11:34:50.169009] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:34:50.170447] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:34:50.170597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:50.172391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:50.173011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:50.173503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:50.174511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:50.198599] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -2.76% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-25T11:34:50.219956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:50.257968] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -4.16% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-11-25T11:34:50.258262] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:34:50.259133] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:50.259276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:50.264278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:50.266375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:50.268047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:50.269508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:50.277854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:50.278781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:50.280070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:50.282296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:50.369491] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 2.19%, Actual: 1.10%
[2025-11-25T11:34:50.412448] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-10
[2025-11-25T11:34:50.543407] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.16%
[2025-11-25T11:34:50.580904] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:50.621479] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:34:50.631305] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:34:50.663729] [INFO ] [main      ] PFL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 0.6s | Global ETA: N/A
[2025-11-25T11:34:50.664023] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 11
[2025-11-25T11:34:50.664862] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T11:34:50.665009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:50.666742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:50.667348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:50.667850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:34:50.670252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:34:50.671634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:34:50.672426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:34:50.675232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:34:50.677675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:50.678237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:34:50.679369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:34:50.681060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:34:50.682180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:34:50.683007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:34:50.684453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:50.687259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:34:50.693135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:50.720702] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -1.35%, Actual: 2.82%
[2025-11-25T11:34:50.795283] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:50.802683] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:50.875474] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-25T11:34:50.875655] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:34:50.876411] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:34:50.876500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:50.878177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:50.878837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:50.879313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:50.880285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:50.903055] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 2.53%, Actual: 1.65%
[2025-11-25T11:34:50.903131] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 1.15% | Symbol ETA: 0.7s | Global ETA: N/A
[2025-11-25T11:34:50.924416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:50.979931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:50.980615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:50.981878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:50.983993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:51.035490] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-07
[2025-11-25T11:34:51.075293] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 3.27%, Actual: 1.96%
[2025-11-25T11:34:51.079533] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 2.01%, Actual: 1.54%
[2025-11-25T11:34:51.204237] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:51.248542] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 1.33%
[2025-11-25T11:34:51.249713] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 11.78%, Actual: 3.33%
[2025-11-25T11:34:51.286610] [INFO ] [main      ] PFL: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.0s | Global ETA: N/A
[2025-11-25T11:34:51.323623] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:34:51.418184] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.65%, Actual: 2.35%
[2025-11-25T11:34:51.428109] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.27%, Actual: 3.40%
[2025-11-25T11:34:51.475823] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.78%
[2025-11-25T11:34:51.501212] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:51.586310] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.98% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:34:51.586779] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:34:51.588005] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:34:51.588163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:51.590098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:51.590751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:51.591247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:51.591110] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 2.75%, Actual: 0.72%
[2025-11-25T11:34:51.592222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:51.615096] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.04%, Actual: 18.43%
[2025-11-25T11:34:51.639884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:51.649199] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 0.16%
[2025-11-25T11:34:51.697878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:51.698851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:51.700184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:51.702494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:51.763774] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 4.83%, Actual: 2.91%
[2025-11-25T11:34:51.791928] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.84%, Actual: 1.23%
[2025-11-25T11:34:51.820978] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.31%, Actual: 0.53%
[2025-11-25T11:34:51.938002] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -2.76%, Actual: 2.66%
[2025-11-25T11:34:51.938404] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 52.5595%
[2025-11-25T11:34:51.938569] [INFO ] [main      ] KNF: DISCARDED add_return_volume_nonlinearity_proxies (score: 52.56%)
[2025-11-25T11:34:51.938705] [INFO ] [main      ] KNF: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:34:51.938815] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_shelf_lag']
[2025-11-25T11:34:51.938933] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:34:51.952918] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:51.953696] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:34:51.954660] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:51.954803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:51.959972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:51.961922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:51.962565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:51.963571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:51.966223] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -1.24%, Actual: 0.33%
[2025-11-25T11:34:51.991382] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.41%
[2025-11-25T11:34:52.008854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:52.059624] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:34:52.065523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:52.142548] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 1.32%, Actual: 3.45%
[2025-11-25T11:34:52.155981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:52.157820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:52.159154] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.54%
[2025-11-25T11:34:52.232704] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:52.313171] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.67% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-25T11:34:52.313474] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:34:52.314303] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:34:52.314446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:52.315562] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.07%, Actual: 0.11%
[2025-11-25T11:34:52.316181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:52.316792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:52.317293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:52.318256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:52.327635] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.01%
[2025-11-25T11:34:52.363062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:52.420505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:52.421163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:52.422337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:52.424435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:52.490911] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -4.16%, Actual: 0.55%
[2025-11-25T11:34:52.497420] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.58%
[2025-11-25T11:34:52.503172] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:34:52.664111] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 1.15%, Actual: 0.22%
[2025-11-25T11:34:52.664527] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 31.2310%
[2025-11-25T11:34:52.664716] [INFO ] [main      ] LZB: DISCARDED add_volume_dispersion (score: 31.23%)
[2025-11-25T11:34:52.664832] [INFO ] [main      ] LZB: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:34:52.664933] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_volume_flow_differentials']
[2025-11-25T11:34:52.665037] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:34:52.669979] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:34:52.679203] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:52.679868] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:34:52.679925] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:52.680855] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:52.680933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:52.686021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:52.688595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:52.690532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:52.693548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:52.770887] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:34:52.841661] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T11:34:52.940672] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 5.29% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-11-25T11:34:52.940996] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:34:52.941901] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:52.941905] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:52.942105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:52.947272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:52.950066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:52.950865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:52.952144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:52.998225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:53.012525] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:34:53.012898] [INFO ] [main      ] PFL: Magnitude Forecast Confidence: 27.9460%
[2025-11-25T11:34:53.013069] [INFO ] [main      ] PFL: DISCARDED add_vwap_deviations (score: 27.95%)
[2025-11-25T11:34:53.013188] [INFO ] [main      ] PFL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:34:53.013268] [INFO ] [main      ] PFL: Best accuracy: 29.36%
[2025-11-25T11:34:53.013347] [INFO ] [main      ] PFL: Best feature set (15 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11', 'add_volume_flow_differentials']
[2025-11-25T11:34:53.013427] [INFO ] [main      ] PFL: Improvement over baseline: 11.81%
[2025-11-25T11:34:53.013498] [INFO ] [main      ] PFL: Total time: 6.8 minutes
[2025-11-25T11:34:53.013567] [INFO ] [main      ] PFL: Average time per feature: 8.0 seconds
[2025-11-25T11:34:53.013636] [INFO ] [main      ] PFL: Average speed: 0.13 features/sec
[2025-11-25T11:34:53.022400] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.46% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-25T11:34:53.022626] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:34:53.023462] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:34:53.023550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:53.025298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:53.025886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:53.026333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:53.027285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:53.051026] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:34:53.053535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:53.070740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:53.128632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:53.129734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:53.130943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:53.133046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:53.141509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:53.143115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:53.182496] [DEBUG] [METRICS   ] PFL: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.78%
[2025-11-25T11:34:53.227158] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:53.336023] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.92% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-25T11:34:53.336314] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:34:53.337266] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:53.337411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:53.342741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:53.344942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:53.346682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:53.349576] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:53.353092] [DEBUG] [METRICS   ] PFL: 2025-11-20:2025-11-21: Predicted: 0.14%, Actual: 0.16%
[2025-11-25T11:34:53.482451] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:34:53.486465] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:34:53.526612] [DEBUG] [METRICS   ] PFL: 2025-11-19:2025-11-20: Predicted: -1.28%, Actual: 0.53%
[2025-11-25T11:34:53.652908] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:53.656676] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:53.707637] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:34:53.716821] [DEBUG] [METRICS   ] PFL: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.41%
[2025-11-25T11:34:53.733635] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.86% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-25T11:34:53.733940] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:34:53.734792] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:34:53.734933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:53.736683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:53.737277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:53.737779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:53.738738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:53.780804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:53.835792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:53.836499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:53.837752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:53.839886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:53.909517] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:53.910383] [DEBUG] [METRICS   ] PFL: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 1.54%
[2025-11-25T11:34:53.920082] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -1.23% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-25T11:34:53.920233] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:34:53.921259] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:53.921340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:53.926373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:53.928339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:53.928880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:53.929797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:53.976369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:54.025939] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 12.74% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-25T11:34:54.026062] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:34:54.026875] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:54.026953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:54.031967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:54.032035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:54.034198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:54.035810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:54.038561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:54.083881] [DEBUG] [METRICS   ] PFL: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.01%
[2025-11-25T11:34:54.124616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:54.126117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:54.193509] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:34:54.284344] [DEBUG] [METRICS   ] PFL: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.58%
[2025-11-25T11:34:54.367466] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:54.404339] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:34:54.446181] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.30% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-25T11:34:54.446464] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:34:54.447330] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:34:54.447474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:54.449197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:54.449796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:54.450271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:54.451237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:54.476539] [DEBUG] [METRICS   ] PFL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.19%
[2025-11-25T11:34:54.478156] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:34:54.493846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:54.548408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:54.549194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:54.550388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:54.552481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:54.576068] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:54.647441] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:54.664303] [DEBUG] [METRICS   ] PFL: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.03%
[2025-11-25T11:34:54.686935] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 1.84% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-25T11:34:54.687230] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:34:54.688083] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:54.688214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:54.693132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:54.695346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:54.697012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:54.699809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:54.840061] [DEBUG] [METRICS   ] PFL: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.60%
[2025-11-25T11:34:54.842075] [INFO ] [LOCAL     ] Saved configuration for PFL: 15 features, 29.36% accuracy -> ./output/feature-sets/PFL.json
[2025-11-25T11:34:54.847956] [INFO ] [main      ] Progress: 1/31 symbols completed (3.2%). PFL finished in 6m 58s. ETA: 3h 28m 52s. Rate: 0.14 symbols/min
[2025-11-25T11:34:54.855789] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:34:54.868224] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:54.869094] [INFO ] [main      ] MXF: Testing with 53 available features
[2025-11-25T11:34:54.869229] [INFO ] [main      ] MXF: Establishing baseline with no features...
[2025-11-25T11:34:54.869366] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:34:54.880807] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:54.881557] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:34:54.882554] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:34:54.893552] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:34:54.915407] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -5.04% | Symbol ETA: 9.7s | Global ETA: 3h 28m 54s
[2025-11-25T11:34:54.915787] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:34:54.916619] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:54.916777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:54.921627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:54.923528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:54.924115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:54.925095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:54.968418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:55.023073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:55.049190] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:34:55.064856] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:55.116611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:55.118907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:55.144082] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.50% | Symbol ETA: 2.4s | Global ETA: 3h 29m 1s
[2025-11-25T11:34:55.144376] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:34:55.145172] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:34:55.145319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:55.147061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:55.147661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:55.148134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:55.149104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:55.193255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:55.224721] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:55.241660] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:34:55.248939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:55.249769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:55.250981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:55.253066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:55.334754] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.53% | Symbol ETA: 4.5s | Global ETA: 3h 29m 7s
[2025-11-25T11:34:55.335035] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:34:55.335864] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:55.336002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:55.342086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:55.344519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:55.346252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:55.349180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:55.410637] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:55.472549] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -0.98%
[2025-11-25T11:34:55.472881] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:34:55.473923] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:34:55.475567] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:34:55.594830] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:34:55.648693] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:55.686591] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:34:55.772460] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:55.820883] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:34:55.866851] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.61% | Symbol ETA: 1.6s | Global ETA: 3h 29m 23s
[2025-11-25T11:34:55.867173] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:34:55.868235] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:34:55.868412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:55.870546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:55.871705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:55.872221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:55.873416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:55.873761] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:55.916619] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 8.7s | Global ETA: 3h 29m 24s
[2025-11-25T11:34:55.916817] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:34:55.918047] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:55.918171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:55.923427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:55.924224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:55.925417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:55.925956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:55.926909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:55.976986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:55.986522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:55.987541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:34:55.988969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:34:55.991319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:55.993554] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.04% | Symbol ETA: 3.8s | Global ETA: 3h 29m 26s
[2025-11-25T11:34:55.993727] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:34:55.994552] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:55.994672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:56.000299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:56.003174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:56.005194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:56.008316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:56.013434] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:34:56.037707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:56.089943] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.84%
[2025-11-25T11:34:56.090152] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:34:56.091205] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:34:56.158980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:56.161293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:56.446980] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:34:56.450181] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:34:56.582818] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:34:56.665778] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:34:56.678697] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:56.708534] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:56.797981] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.89% | Symbol ETA: 0.9s | Global ETA: 3h 29m 50s
[2025-11-25T11:34:56.807584] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 1.91% | Symbol ETA: 3.3s | Global ETA: 3h 29m 51s
[2025-11-25T11:34:56.807980] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:34:56.809378] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:56.809578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:56.815541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:56.818222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:56.820236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:56.823564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:56.833205] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:34:56.899224] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.10%
[2025-11-25T11:34:56.899443] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:34:56.900375] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:34:56.941767] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:57.017330] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.22%, Actual: 1.28%
[2025-11-25T11:34:57.200436] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 1.75%
[2025-11-25T11:34:57.245205] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.83% | Symbol ETA: 8.1s | Global ETA: 3h 30m 4s
[2025-11-25T11:34:57.245375] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:34:57.246470] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:57.246590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:57.252491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:57.255324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:57.256026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:57.257385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:57.258391] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:34:57.312082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:57.314963] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:34:57.369515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:57.420118] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.98%, Actual: 0.98%
[2025-11-25T11:34:57.446088] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:57.461728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:57.463409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:57.496234] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:34:57.558229] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -1.34% | Symbol ETA: 2.6s | Global ETA: 3h 30m 13s
[2025-11-25T11:34:57.558540] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:34:57.559687] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:57.559822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:57.560314] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -0.59%
[2025-11-25T11:34:57.560707] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:34:57.561603] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:34:57.565007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:57.567228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:57.569194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:57.572249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:57.616824] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.67%, Actual: 0.19%
[2025-11-25T11:34:57.810115] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.46%, Actual: 0.95%
[2025-11-25T11:34:57.820492] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:34:57.929105] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:34:57.948830] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:34:57.988763] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.86%, Actual: 0.56%
[2025-11-25T11:34:57.991214] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:58.122076] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:34:58.143290] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:58.174033] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.30%, Actual: 0.02%
[2025-11-25T11:34:58.193070] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.34%
[2025-11-25T11:34:58.193476] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:34:58.194440] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:34:58.246309] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -0.28% | Symbol ETA: 7.0s | Global ETA: 3h 30m 34s
[2025-11-25T11:34:58.246632] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:34:58.247734] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:58.247875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:58.253679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:58.255553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:58.256129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:58.257187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:58.260053] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.30% | Symbol ETA: 1.9s | Global ETA: 3h 30m 34s
[2025-11-25T11:34:58.260371] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:34:58.261537] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:58.261892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:58.267208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:58.269430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:58.271385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:58.274731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:58.302521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:58.362429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:58.369784] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.50%, Actual: 0.18%
[2025-11-25T11:34:58.453470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:58.455672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:58.548988] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:34:58.569019] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.61%, Actual: 0.45%
[2025-11-25T11:34:58.638461] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:34:58.721330] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:34:58.774544] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.89%, Actual: 0.66%
[2025-11-25T11:34:58.774880] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 41.4770%
[2025-11-25T11:34:58.775859] [INFO ] [main      ] AMX: DISCARDED add_volatility_state_percentiles (score: 41.48%)
[2025-11-25T11:34:58.775965] [INFO ] [main      ] AMX: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:34:58.776055] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_volume_dispersion']
[2025-11-25T11:34:58.776145] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:34:58.785010] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.43%
[2025-11-25T11:34:58.785262] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:34:58.786114] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:34:58.792801] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:34:58.793264] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:34:58.794378] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:58.794460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:58.796357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:58.797160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:58.797811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:58.798763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:58.814343] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:34:58.819316] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:34:58.848745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:58.908943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:58.911096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:58.927774] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: 1.94% | Symbol ETA: 1.2s | Global ETA: 3h 30m 54s
[2025-11-25T11:34:58.927928] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:34:58.928747] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:34:58.928843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:58.933695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:34:58.935745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:34:58.937382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:34:58.940298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:58.985854] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:59.129745] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:34:59.239404] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.22% | Symbol ETA: 5.9s | Global ETA: 3h 31m 4s
[2025-11-25T11:34:59.239746] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:34:59.240761] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:34:59.240909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:34:59.246102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:59.248226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:34:59.248858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:59.249888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:59.283100] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:34:59.300489] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:34:59.300810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:59.315045] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:34:59.356961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:34:59.360736] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.12%
[2025-11-25T11:34:59.361046] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:34:59.361928] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:34:59.440992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:34:59.442467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:59.481151] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:34:59.484124] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:34:59.554828] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 7.6s | Global ETA: 3h 31m 13s
[2025-11-25T11:34:59.555104] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:34:59.555968] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:34:59.556112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:34:59.557954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:34:59.558539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:34:59.559030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:34:59.560002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:34:59.589047] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 3.67% | Symbol ETA: 0.5s | Global ETA: 3h 31m 14s
[2025-11-25T11:34:59.603627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:34:59.659849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:34:59.661601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:34:59.698713] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:34:59.762197] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.92%, Actual: 1.96%
[2025-11-25T11:34:59.797146] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:34:59.867790] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:34:59.929044] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.24%
[2025-11-25T11:34:59.929372] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:34:59.930257] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:34:59.953700] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 12.74%, Actual: 3.33%
[2025-11-25T11:34:59.969329] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:00.005879] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:35:00.137414] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 1.84%, Actual: 3.40%
[2025-11-25T11:35:00.176054] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:00.237465] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 4.74% | Symbol ETA: 4.9s | Global ETA: 3h 31m 34s
[2025-11-25T11:35:00.237774] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:35:00.238618] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:00.238777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:00.243750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:00.245604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:00.246180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:00.247213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:00.249959] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.57% | Symbol ETA: 6.6s | Global ETA: 3h 31m 34s
[2025-11-25T11:35:00.250123] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:35:00.251064] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:00.251209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:00.252918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:00.253520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:00.254027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:00.255003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:00.271255] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:35:00.291632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:00.299574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:00.347422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:00.355515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:00.357402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:00.408771] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.53%, Actual: 18.43%
[2025-11-25T11:35:00.437593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:35:00.439345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:00.448351] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:00.512755] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.46%
[2025-11-25T11:35:00.513132] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:35:00.514136] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:00.583971] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.04%, Actual: 1.23%
[2025-11-25T11:35:00.710659] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:35:00.782161] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 1.91%, Actual: 0.33%
[2025-11-25T11:35:00.791955] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:35:00.885491] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:00.920549] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:35:00.970244] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 5.9s | Global ETA: 3h 31m 56s
[2025-11-25T11:35:00.970528] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:35:00.971362] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:00.971532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:00.973317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:00.974102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:00.974591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:00.975904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:00.987227] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:00.989267] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -1.34%, Actual: 3.45%
[2025-11-25T11:35:01.021943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:01.086137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:01.093558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:01.131109] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:01.228958] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.30%, Actual: 0.11%
[2025-11-25T11:35:01.257295] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.79%
[2025-11-25T11:35:01.374544] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: -1.51% | Symbol ETA: 3.8s | Global ETA: 3h 32m 8s
[2025-11-25T11:35:01.374883] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:35:01.375922] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:01.376147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:01.382142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:01.384774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:01.385593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:01.386894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:01.435509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:01.492541] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 1.94%, Actual: 0.55%
[2025-11-25T11:35:01.528363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:01.590520] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -0.98%, Actual: 0.50%
[2025-11-25T11:35:01.670306] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 3.67%, Actual: 0.22%
[2025-11-25T11:35:01.670713] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 33.8177%
[2025-11-25T11:35:01.670826] [INFO ] [main      ] LZB: DISCARDED add_volume_flow_differentials (score: 33.82%)
[2025-11-25T11:35:01.670946] [INFO ] [main      ] LZB: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:35:01.671053] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_volume_pressure_into_close']
[2025-11-25T11:35:01.671166] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:35:01.684698] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:01.685467] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:35:01.686434] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:01.686577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:01.693001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:01.695685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:01.697743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:01.699478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:01.720588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:35:01.722813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:01.766891] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:35:01.860735] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 2.12%
[2025-11-25T11:35:02.035199] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:02.056029] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 0.21%
[2025-11-25T11:35:02.115913] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:35:02.122166] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.46% | Symbol ETA: 5.8s | Global ETA: 3h 32m 30s
[2025-11-25T11:35:02.122317] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:35:02.123386] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:02.123469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:02.126135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:02.126910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:02.127363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:02.128470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:02.156236] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:35:02.180167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:02.240811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:02.242629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:02.271270] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -0.59%, Actual: 0.30%
[2025-11-25T11:35:02.310320] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:02.332842] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:02.424741] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.99% | Symbol ETA: 7.0s | Global ETA: 3h 32m 39s
[2025-11-25T11:35:02.425066] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:35:02.426087] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:02.426242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:02.431809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:02.434246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:02.436205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:02.438176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:02.456738] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.34%, Actual: 1.16%
[2025-11-25T11:35:02.588456] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: 1.27% | Symbol ETA: 2.8s | Global ETA: 3h 32m 44s
[2025-11-25T11:35:02.625740] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:35:02.642527] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 0.86%
[2025-11-25T11:35:02.764446] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 5.29%, Actual: 1.10%
[2025-11-25T11:35:02.802518] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:02.812739] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:35:02.819000] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 2.61%
[2025-11-25T11:35:02.884107] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.79% | Symbol ETA: 4.9s | Global ETA: 3h 32m 53s
[2025-11-25T11:35:02.884399] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:35:02.885258] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:02.885401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:02.887402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:02.888124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:02.888687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:02.889705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:02.936049] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -1.23%, Actual: 0.16%
[2025-11-25T11:35:02.937177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:02.991678] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:03.001099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:03.003746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:03.018754] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.31%
[2025-11-25T11:35:03.097743] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.56% | Symbol ETA: 6.0s | Global ETA: 3h 32m 59s
[2025-11-25T11:35:03.098040] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:35:03.098965] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:03.099102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:03.104131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:03.105408] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -5.04%, Actual: 2.82%
[2025-11-25T11:35:03.106344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:03.108170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:03.109914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:03.200731] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 1.01%
[2025-11-25T11:35:03.275049] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 1.65%
[2025-11-25T11:35:03.361974] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:35:03.373544] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.79%, Actual: 0.44%
[2025-11-25T11:35:03.373921] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 44.9358%
[2025-11-25T11:35:03.374053] [INFO ] [main      ] MXF: Baseline score (no features): 44.9358%
[2025-11-25T11:35:03.374173] [INFO ] [main      ] MXF: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:03.374279] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:35:03.374338] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:35:03.387112] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:03.387774] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:35:03.388762] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:03.388916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:03.394189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:03.446466] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.83%, Actual: 1.54%
[2025-11-25T11:35:03.458706] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:35:03.541894] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:03.616604] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 1.33%
[2025-11-25T11:35:03.624463] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.71% | Symbol ETA: 4.0s | Global ETA: 3h 33m 15s
[2025-11-25T11:35:03.624816] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:35:03.625669] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:03.625852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:03.627719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:03.628321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:03.628860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:03.629874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:03.643319] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:03.674687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:03.731113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:03.733203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:03.740008] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:35:03.751169] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 3.36% | Symbol ETA: 5.2s | Global ETA: 3h 33m 19s
[2025-11-25T11:35:03.751464] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:35:03.752329] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:03.752475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:03.757450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:03.759669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:03.761398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:03.763168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:03.786838] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.22%, Actual: 2.35%
[2025-11-25T11:35:03.912165] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:03.958242] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 4.74%, Actual: 0.72%
[2025-11-25T11:35:03.977414] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.66% | Symbol ETA: 5m 12s | Global ETA: 3h 33m 26s
[2025-11-25T11:35:03.977589] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:35:03.978373] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:03.978448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:03.983445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:04.078806] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:35:04.116376] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:35:04.128238] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: -1.51%, Actual: 2.91%
[2025-11-25T11:35:04.261207] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:04.307161] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:04.309249] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: 1.27%, Actual: 2.66%
[2025-11-25T11:35:04.309463] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 37.1025%
[2025-11-25T11:35:04.309588] [INFO ] [main      ] KNF: DISCARDED add_shelf_lag (score: 37.10%)
[2025-11-25T11:35:04.309674] [INFO ] [main      ] KNF: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:35:04.309728] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_signed_carry_history_11']
[2025-11-25T11:35:04.309926] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:35:04.323124] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:04.323674] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:35:04.324581] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:04.324747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:04.329719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:04.331725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:04.332296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:04.333293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:04.337505] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 3.2s | Global ETA: 3h 33m 37s
[2025-11-25T11:35:04.337894] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:35:04.339304] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:04.339453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:04.341324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:04.341989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:04.342473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:04.343466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:04.357108] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:35:04.377381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:04.387238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:04.414882] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.85% | Symbol ETA: 4.5s | Global ETA: 3h 33m 39s
[2025-11-25T11:35:04.415164] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:35:04.416133] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:04.416284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:04.421476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:04.423752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:04.425422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:04.427268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:04.434218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:04.443039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:04.444954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:04.521008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:35:04.522932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:04.534138] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:04.600435] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.89% | Symbol ETA: 5m 20s | Global ETA: 3h 33m 45s
[2025-11-25T11:35:04.600756] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:35:04.601627] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:04.601774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:04.606712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:04.786978] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:35:04.790360] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:35:04.868936] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:35:04.962903] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:04.964992] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:04.975434] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:35:05.036196] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.14% | Symbol ETA: 2.3s | Global ETA: 3h 33m 58s
[2025-11-25T11:35:05.036497] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:35:05.037378] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:05.037539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:05.039319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:05.039950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:05.040438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:05.041414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:05.058192] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:05.071979] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.99% | Symbol ETA: 3.7s | Global ETA: 3h 33m 59s
[2025-11-25T11:35:05.072268] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:35:05.073193] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:05.073332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:05.078478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:05.080690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:05.082331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:05.084027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:05.085212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:05.141420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:05.143284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:05.152345] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:05.190971] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 4.34% | Symbol ETA: 10.7s | Global ETA: 3h 34m 2s
[2025-11-25T11:35:05.191273] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:35:05.192169] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:05.192317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:05.197373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:05.199333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:05.199926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:05.200954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:05.217238] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.76% | Symbol ETA: 5m 21s | Global ETA: 3h 34m 3s
[2025-11-25T11:35:05.217529] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:35:05.218361] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:05.218509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:05.223358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:05.244638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:05.300001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:05.396140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:35:05.398344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:05.438896] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:35:05.490815] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:35:05.588676] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:35:05.614740] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:05.664122] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:05.722035] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.99% | Symbol ETA: 3.1s | Global ETA: 3h 34m 18s
[2025-11-25T11:35:05.722323] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:35:05.723222] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:05.723358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:05.728585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:05.730877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:05.732564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:05.734348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:05.738203] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 1.5s | Global ETA: 3h 34m 19s
[2025-11-25T11:35:05.738512] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:35:05.739398] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:05.739551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:05.739578] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:35:05.741303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:05.741936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:05.742416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:05.743416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:05.764484] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:05.786800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:05.831354] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 5m 21s | Global ETA: 3h 34m 21s
[2025-11-25T11:35:05.831675] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:35:05.832515] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:05.832679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:05.837746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:05.842970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:05.844903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:05.910606] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:06.042510] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.13% | Symbol ETA: 9.8s | Global ETA: 3h 34m 28s
[2025-11-25T11:35:06.042818] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:35:06.043678] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:06.043817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:06.048877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:06.050736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:06.051286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:06.052265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:06.087136] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:35:06.096599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:06.152449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:06.192116] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:35:06.198732] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:35:06.237973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:35:06.239677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:06.264039] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:06.366104] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:06.367426] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: 0.94% | Symbol ETA: 2.4s | Global ETA: 3h 34m 38s
[2025-11-25T11:35:06.367731] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:35:06.368555] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:06.368703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:06.373492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:06.375589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:06.377266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:06.378960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:06.390736] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:06.437958] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 0.8s | Global ETA: 3h 34m 40s
[2025-11-25T11:35:06.458260] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 5m 22s | Global ETA: 3h 34m 40s
[2025-11-25T11:35:06.458415] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:35:06.459213] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:06.459300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:06.464992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:06.582811] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:35:06.613946] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.11%, Actual: 1.28%
[2025-11-25T11:35:06.718662] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:35:06.752172] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:06.786738] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.57%, Actual: 1.75%
[2025-11-25T11:35:06.821387] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:35:06.894027] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -4.55% | Symbol ETA: 8.9s | Global ETA: 3h 34m 53s
[2025-11-25T11:35:06.894318] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:35:06.895168] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:06.895311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:06.895884] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:06.900322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:06.902205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:06.902794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:06.903780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:06.947267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:06.960257] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 0.98%
[2025-11-25T11:35:07.001956] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:07.003627] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.23% | Symbol ETA: 1.7s | Global ETA: 3h 34m 57s
[2025-11-25T11:35:07.003831] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:35:07.003724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:07.004786] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:07.004865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:07.010106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:07.012238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:07.013931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:07.015582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:07.065981] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.22% | Symbol ETA: 5m 21s | Global ETA: 3h 34m 59s
[2025-11-25T11:35:07.066138] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:35:07.066945] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:07.067020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:07.072244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:07.089305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:35:07.091043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:07.133877] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 0.19%
[2025-11-25T11:35:07.306065] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.79%, Actual: 0.95%
[2025-11-25T11:35:07.380912] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:35:07.422324] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:35:07.432737] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:35:07.478548] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.71%, Actual: 0.56%
[2025-11-25T11:35:07.563481] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:07.604425] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:07.613445] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:07.656368] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 0.02%
[2025-11-25T11:35:07.672159] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.89% | Symbol ETA: 1.0s | Global ETA: 3h 35m 17s
[2025-11-25T11:35:07.672309] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:35:07.673136] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:07.673213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:07.678098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:07.680175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:07.682057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:07.683180] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 5m 21s | Global ETA: 3h 35m 17s
[2025-11-25T11:35:07.683483] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:35:07.684236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:07.684628] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:07.684726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:07.689895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:07.739517] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.69% | Symbol ETA: 8.1s | Global ETA: 3h 35m 19s
[2025-11-25T11:35:07.739692] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:35:07.740517] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:07.740771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:07.745829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:07.747791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:07.748577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:07.749798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:07.794201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:07.833203] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.14%, Actual: 0.18%
[2025-11-25T11:35:07.850052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:07.937455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:35:07.939099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:08.007474] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 0.45%
[2025-11-25T11:35:08.028850] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:35:08.043378] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:35:08.181786] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.23%, Actual: 0.66%
[2025-11-25T11:35:08.182181] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 36.4838%
[2025-11-25T11:35:08.182361] [INFO ] [main      ] AMX: DISCARDED add_volume_dispersion (score: 36.48%)
[2025-11-25T11:35:08.182504] [INFO ] [main      ] AMX: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:35:08.182621] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_volume_flow_differentials']
[2025-11-25T11:35:08.182751] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:35:08.195525] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:08.196155] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:35:08.197164] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:08.197315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:08.199230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:08.199889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:08.200430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:08.201447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:08.201924] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:08.219095] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:08.246792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:08.280964] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:35:08.283737] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.29% | Symbol ETA: 5m 19s | Global ETA: 3h 35m 35s
[2025-11-25T11:35:08.284046] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:35:08.284896] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:08.285034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:08.289953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:08.304382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:35:08.305564] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.68% | Symbol ETA: 0.4s | Global ETA: 3h 35m 36s
[2025-11-25T11:35:08.307924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:08.452203] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:08.477067] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.99%, Actual: 1.96%
[2025-11-25T11:35:08.583322] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 7.2s | Global ETA: 3h 35m 44s
[2025-11-25T11:35:08.583494] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:35:08.584298] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:08.584532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:08.589593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:08.591420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:08.592007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:08.592991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:08.637745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:08.656052] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:35:08.660986] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:35:08.676415] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.56%, Actual: 3.33%
[2025-11-25T11:35:08.693487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:08.778386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:35:08.779986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:08.834126] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:08.839616] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:08.857562] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 3.36%, Actual: 3.40%
[2025-11-25T11:35:08.900745] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 5m 19s | Global ETA: 3h 35m 54s
[2025-11-25T11:35:08.901041] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:35:08.901892] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:08.902032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:08.906891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:08.920455] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.23% | Symbol ETA: 7.1s | Global ETA: 3h 35m 54s
[2025-11-25T11:35:08.920775] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:35:08.921685] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:08.921832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:08.923719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:08.924332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:08.924851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:08.925883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:08.971868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:09.029612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:35:09.032795] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.85%, Actual: 18.43%
[2025-11-25T11:35:09.033128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:09.120629] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:35:09.211525] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.99%, Actual: 1.23%
[2025-11-25T11:35:09.245525] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:35:09.292842] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:09.385846] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.99%, Actual: 0.33%
[2025-11-25T11:35:09.390377] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:35:09.415982] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:09.425346] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 6.3s | Global ETA: 3h 36m 9s
[2025-11-25T11:35:09.425673] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:35:09.426509] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:09.426672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:09.431676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:09.433506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:09.434078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:09.435061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:09.478087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:09.479421] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.75% | Symbol ETA: 5m 17s | Global ETA: 3h 36m 11s
[2025-11-25T11:35:09.536377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:09.561091] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: 0.94%, Actual: 3.45%
[2025-11-25T11:35:09.569540] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:09.622306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:35:09.624092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:09.651297] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.66%, Actual: 0.50%
[2025-11-25T11:35:09.652133] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 6.4s | Global ETA: 3h 36m 16s
[2025-11-25T11:35:09.652283] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:35:09.653119] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:09.653199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:09.654992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:09.655796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:09.656306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:09.657403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:09.702524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:09.731752] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.23%, Actual: 0.11%
[2025-11-25T11:35:09.761591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:35:09.765096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:09.821170] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.89%, Actual: 2.12%
[2025-11-25T11:35:09.902316] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.89%, Actual: 0.55%
[2025-11-25T11:35:09.965352] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:35:09.993705] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.76%, Actual: 0.21%
[2025-11-25T11:35:10.077286] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.68%, Actual: 0.22%
[2025-11-25T11:35:10.077586] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 38.6123%
[2025-11-25T11:35:10.077851] [INFO ] [main      ] LZB: DISCARDED add_volume_pressure_into_close (score: 38.61%)
[2025-11-25T11:35:10.077961] [INFO ] [main      ] LZB: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:35:10.078057] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_volume_zscore']
[2025-11-25T11:35:10.078159] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:35:10.091531] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:10.092073] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:35:10.092997] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:10.093131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:10.098000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:10.100120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:10.101749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:10.103386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:10.137614] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:10.143759] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:35:10.173074] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.76%, Actual: 0.30%
[2025-11-25T11:35:10.273109] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -4.10% | Symbol ETA: 5.5s | Global ETA: 3h 36m 35s
[2025-11-25T11:35:10.273255] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:35:10.274458] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:10.274728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:10.279624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:10.281532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:10.282152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:10.283146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:10.319739] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:10.327503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:10.353001] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 1.16%
[2025-11-25T11:35:10.382817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:10.400151] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.46% | Symbol ETA: 5.7s | Global ETA: 3h 36m 39s
[2025-11-25T11:35:10.400457] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:35:10.401344] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:10.401494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:10.403447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:10.404054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:10.404558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:10.405557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:10.448201] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:35:10.451295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:10.470031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:35:10.471678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:10.508806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:35:10.512201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:10.531943] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.22%, Actual: 0.86%
[2025-11-25T11:35:10.619416] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:10.708455] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 2.61%
[2025-11-25T11:35:10.724775] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 0.46% | Symbol ETA: 5.9s | Global ETA: 3h 36m 48s
[2025-11-25T11:35:10.725052] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:35:10.725883] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:10.726019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:10.730899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:10.732983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:10.734546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:10.736188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:10.812739] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:35:10.855418] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:35:10.885794] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 0.31%
[2025-11-25T11:35:10.987020] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:11.029069] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:11.065746] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 1.01%
[2025-11-25T11:35:11.074108] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:35:11.108847] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 4.9s | Global ETA: 3h 36m 60s
[2025-11-25T11:35:11.109151] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:35:11.110029] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:11.110174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:11.112038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:11.112681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:11.113181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:11.114199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:11.122500] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 2.40% | Symbol ETA: 4.6s | Global ETA: 3h 37m 0s
[2025-11-25T11:35:11.122821] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:35:11.123729] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:11.123874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:11.128988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:11.130936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:11.131525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:11.132501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:11.157211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:11.176954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:11.212971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:35:11.216321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:11.231205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:11.242479] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.75%, Actual: 0.44%
[2025-11-25T11:35:11.242926] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 33.3786%
[2025-11-25T11:35:11.243068] [INFO ] [main      ] MXF: DISCARDED add_afternoon_v_morning_volatility_mix (score: 33.38%)
[2025-11-25T11:35:11.243184] [INFO ] [main      ] MXF: Testing feature 2/53: add_atr
[2025-11-25T11:35:11.243291] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T11:35:11.243403] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:35:11.244199] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:11.256474] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:11.257185] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:35:11.258114] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:11.258216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:11.260074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:11.260762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:11.314514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:35:11.316013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:11.348523] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 13.89% | Symbol ETA: 5.2s | Global ETA: 3h 37m 7s
[2025-11-25T11:35:11.348836] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:35:11.349684] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:11.349814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:11.354699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:11.356821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:11.358581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:11.360253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:11.563493] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:35:11.617775] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:35:11.654443] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:35:11.700292] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:35:11.743227] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:11.798715] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:11.825061] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:11.826232] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 0.96% | Symbol ETA: 4.2s | Global ETA: 3h 37m 21s
[2025-11-25T11:35:11.826528] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:35:11.827388] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:11.827539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:11.829381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:11.830000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:11.830479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:11.831611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:11.866103] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.61% | Symbol ETA: 6m 47s | Global ETA: 3h 37m 23s
[2025-11-25T11:35:11.866407] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:35:11.867325] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:11.867468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:11.869339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:11.869973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:11.871800] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:11.875576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:11.933954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:35:11.937260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:11.959270] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 1.80% | Symbol ETA: 3.8s | Global ETA: 3h 37m 25s
[2025-11-25T11:35:11.959435] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:35:11.960216] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:11.960429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:11.965289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:11.967296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:11.967904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:11.968899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:11.975295] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.48% | Symbol ETA: 4.6s | Global ETA: 3h 37m 26s
[2025-11-25T11:35:11.975575] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:35:11.976395] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:11.976527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:11.981331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:11.983433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:11.985065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:11.986716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:12.012950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:12.067059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:12.150720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:35:12.152333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:12.226067] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:35:12.286108] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:35:12.328586] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:35:12.404267] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:12.462371] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:12.472108] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.43% | Symbol ETA: 6m 46s | Global ETA: 3h 37m 41s
[2025-11-25T11:35:12.472402] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:35:12.473271] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:12.473413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:12.475323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:12.475958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:12.498703] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:35:12.503076] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:12.541800] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -1.10% | Symbol ETA: 3.5s | Global ETA: 3h 37m 43s
[2025-11-25T11:35:12.542100] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:35:12.542924] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:12.543068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:12.544816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:12.545463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:12.545961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:12.546939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:12.589790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:12.609792] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 3.9s | Global ETA: 3h 37m 45s
[2025-11-25T11:35:12.610082] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:35:12.610956] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:12.611092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:12.616228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:12.618433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:12.620158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:12.621840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:12.644809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:35:12.648055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:12.669298] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:12.806288] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -2.41% | Symbol ETA: 2.9s | Global ETA: 3h 37m 51s
[2025-11-25T11:35:12.830326] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:35:12.964144] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:35:12.980127] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 4.34%, Actual: 1.10%
[2025-11-25T11:35:12.989182] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:35:13.007579] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:13.072547] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 6m 46s | Global ETA: 3h 37m 59s
[2025-11-25T11:35:13.072857] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:35:13.073720] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:13.073856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:13.075620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:13.076267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:13.132845] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:13.153132] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.13%, Actual: 0.16%
[2025-11-25T11:35:13.160117] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:13.237080] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 0.65% | Symbol ETA: 3.3s | Global ETA: 3h 38m 4s
[2025-11-25T11:35:13.237360] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:35:13.238251] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:13.238141] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.53% | Symbol ETA: 2.7s | Global ETA: 3h 38m 4s
[2025-11-25T11:35:13.238340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:13.238471] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:35:13.239748] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:13.239898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:13.241671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:13.242257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:13.242765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:13.243492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:13.243707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:13.245673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:13.247669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:13.249418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:13.287962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:13.324509] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -4.55%, Actual: 2.82%
[2025-11-25T11:35:13.342025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:35:13.345158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:13.420723] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:35:13.499060] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.69%, Actual: 1.65%
[2025-11-25T11:35:13.595167] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:13.604803] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:35:13.659919] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.65% | Symbol ETA: 6m 45s | Global ETA: 3h 38m 16s
[2025-11-25T11:35:13.660247] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:35:13.661112] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:13.661252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:13.663180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:13.663779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:13.674007] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 1.54%
[2025-11-25T11:35:13.685979] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:35:13.797258] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:13.848619] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -0.25%, Actual: 1.33%
[2025-11-25T11:35:13.859358] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:13.901001] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: -0.92% | Symbol ETA: 2.7s | Global ETA: 3h 38m 24s
[2025-11-25T11:35:13.901170] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:35:13.901997] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:13.902088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:13.907115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:13.909211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:13.910884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:13.912502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:13.939234] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.16% | Symbol ETA: 2.0s | Global ETA: 3h 38m 25s
[2025-11-25T11:35:13.939545] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:35:13.940437] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:13.940595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:13.942420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:13.943086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:13.943575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:13.944589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:13.987742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:14.010711] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:35:14.019815] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -4.10%, Actual: 2.35%
[2025-11-25T11:35:14.043454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:35:14.046775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:14.184943] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:14.196814] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 2.40%, Actual: 0.72%
[2025-11-25T11:35:14.249167] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 6m 44s | Global ETA: 3h 38m 34s
[2025-11-25T11:35:14.249295] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:35:14.250097] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:14.250280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:14.252021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:14.252752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:14.271624] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:35:14.368624] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 1.80%, Actual: 2.91%
[2025-11-25T11:35:14.394842] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:35:14.446509] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:14.540692] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -2.41%, Actual: 2.66%
[2025-11-25T11:35:14.540917] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 38.5693%
[2025-11-25T11:35:14.541181] [INFO ] [main      ] KNF: DISCARDED add_signed_carry_history_11 (score: 38.57%)
[2025-11-25T11:35:14.541301] [INFO ] [main      ] KNF: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:35:14.541414] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_sma_ratio']
[2025-11-25T11:35:14.541563] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:35:14.553080] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -1.35% | Symbol ETA: 2.1s | Global ETA: 3h 38m 43s
[2025-11-25T11:35:14.553368] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:35:14.554238] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:14.554383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:14.555222] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:14.556005] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:35:14.556935] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:14.557021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:14.559606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:14.561877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:14.562044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:14.563563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:14.563939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:14.564435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:14.565299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:14.565330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:14.567124] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:14.595421] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:35:14.610179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:14.645269] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.52% | Symbol ETA: 1.3s | Global ETA: 3h 38m 46s
[2025-11-25T11:35:14.645568] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:35:14.646527] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:14.646705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:14.648568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:14.649230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:14.649734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:14.650752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:14.666570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:14.695051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:14.753270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:35:14.756612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:14.758617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:35:14.759818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:14.776076] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:14.842119] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 6m 44s | Global ETA: 3h 38m 52s
[2025-11-25T11:35:14.842448] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:35:14.843414] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:14.843565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:14.845471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:14.846081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:14.921004] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:35:15.105513] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:35:15.105498] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:35:15.113944] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:15.203662] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:35:15.216017] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -2.76% | Symbol ETA: 1.4s | Global ETA: 3h 39m 3s
[2025-11-25T11:35:15.216294] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:35:15.217187] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:15.217326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:15.222324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:15.224472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:15.226181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:15.228742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:15.278910] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:15.280448] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:15.356055] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.45% | Symbol ETA: 0.6s | Global ETA: 3h 39m 7s
[2025-11-25T11:35:15.373987] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:15.410342] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 4.79% | Symbol ETA: 9.8s | Global ETA: 3h 39m 9s
[2025-11-25T11:35:15.410625] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:35:15.411463] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:15.411609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:15.416765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:15.418737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:15.419319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:15.420291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:15.437658] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 6m 43s | Global ETA: 3h 39m 10s
[2025-11-25T11:35:15.437963] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:35:15.438819] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:15.438954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:15.440699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:15.441303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:15.464913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:15.520836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:15.528062] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.23%, Actual: 1.28%
[2025-11-25T11:35:15.568329] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:35:15.608767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:35:15.609771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:15.700664] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 1.75%
[2025-11-25T11:35:15.740294] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:15.795253] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:35:15.843142] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.15% | Symbol ETA: 0.8s | Global ETA: 3h 39m 22s
[2025-11-25T11:35:15.843433] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:35:15.844276] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:15.844409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:15.849599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:15.851787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:15.853487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:15.855201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:15.872813] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.46%, Actual: 0.98%
[2025-11-25T11:35:15.955662] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:35:15.964245] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:16.026830] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 6m 43s | Global ETA: 3h 39m 27s
[2025-11-25T11:35:16.026984] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:35:16.027890] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:16.028027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:16.029791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:16.030354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:16.044599] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.30%, Actual: 0.19%
[2025-11-25T11:35:16.127773] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:16.195385] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:35:16.215669] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 0.96%, Actual: 0.95%
[2025-11-25T11:35:16.255771] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -2.31% | Symbol ETA: 8.9s | Global ETA: 3h 39m 34s
[2025-11-25T11:35:16.256060] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:35:16.257055] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:16.257199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:16.262030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:16.263881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:16.264449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:16.265410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:16.310094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:16.366818] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:16.368875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:16.369409] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:35:16.390863] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.56%
[2025-11-25T11:35:16.457071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:35:16.457983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:16.468971] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.25% | Symbol ETA: 0.2s | Global ETA: 3h 39m 41s
[2025-11-25T11:35:16.538686] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:16.570564] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 0.02%
[2025-11-25T11:35:16.600422] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 6m 42s | Global ETA: 3h 39m 45s
[2025-11-25T11:35:16.600742] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:35:16.601560] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:16.601722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:16.603427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:16.604017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:16.646602] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 0.46%, Actual: 1.96%
[2025-11-25T11:35:16.743862] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.16%, Actual: 0.18%
[2025-11-25T11:35:16.805138] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:35:16.817307] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.89%, Actual: 3.33%
[2025-11-25T11:35:16.918968] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.52%, Actual: 0.45%
[2025-11-25T11:35:16.944375] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:35:16.987737] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:16.988073] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.48%, Actual: 3.40%
[2025-11-25T11:35:17.090763] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.45%, Actual: 0.66%
[2025-11-25T11:35:17.091146] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 38.0257%
[2025-11-25T11:35:17.091320] [INFO ] [main      ] AMX: DISCARDED add_volume_flow_differentials (score: 38.03%)
[2025-11-25T11:35:17.091440] [INFO ] [main      ] AMX: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:35:17.091548] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_volume_pressure_into_close']
[2025-11-25T11:35:17.091693] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:35:17.106802] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:17.107379] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:35:17.108384] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:17.108531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:17.110408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:17.111048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:17.111545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:17.112630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:17.114119] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:17.122597] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -3.40% | Symbol ETA: 8.1s | Global ETA: 3h 40m 0s
[2025-11-25T11:35:17.122993] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:35:17.123854] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:17.124014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:17.129212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:17.131122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:17.131712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:17.132716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:17.157515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:17.161360] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 0.37%, Actual: 18.43%
[2025-11-25T11:35:17.176314] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.35% | Symbol ETA: 6m 41s | Global ETA: 3h 40m 2s
[2025-11-25T11:35:17.178862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:17.214500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:17.216616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:17.235525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:17.323824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:35:17.324818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:17.333965] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 0.65%, Actual: 1.23%
[2025-11-25T11:35:17.346418] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.61%, Actual: 0.50%
[2025-11-25T11:35:17.504274] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: -0.92%, Actual: 0.33%
[2025-11-25T11:35:17.517299] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.43%, Actual: 2.12%
[2025-11-25T11:35:17.583613] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:35:17.677626] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -1.35%, Actual: 3.45%
[2025-11-25T11:35:17.681452] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:35:17.689771] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.75%, Actual: 0.21%
[2025-11-25T11:35:17.759265] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:17.840497] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: 0.10% | Symbol ETA: 7.0s | Global ETA: 3h 40m 22s
[2025-11-25T11:35:17.840824] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:35:17.841728] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:17.841881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:17.843705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:17.844297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:17.844803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:17.845813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:17.850498] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -2.76%, Actual: 0.11%
[2025-11-25T11:35:17.853881] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:17.860470] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.65%, Actual: 0.30%
[2025-11-25T11:35:17.891476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:17.952151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:17.954503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:17.982270] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 7.3s | Global ETA: 3h 40m 26s
[2025-11-25T11:35:17.982562] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:35:17.983429] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:17.983559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:17.988441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:17.990271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:17.990820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:17.991750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:18.025446] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.55%
[2025-11-25T11:35:18.031057] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 1.16%
[2025-11-25T11:35:18.035485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:18.090078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:18.176618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:35:18.177734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:18.201425] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.86%
[2025-11-25T11:35:18.201365] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.25%, Actual: 0.22%
[2025-11-25T11:35:18.201696] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 30.8340%
[2025-11-25T11:35:18.201803] [INFO ] [main      ] LZB: DISCARDED add_volume_zscore (score: 30.83%)
[2025-11-25T11:35:18.201854] [INFO ] [main      ] LZB: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:35:18.201891] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_vwap_deviations']
[2025-11-25T11:35:18.201956] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T11:35:18.215617] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:18.216044] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 2
[2025-11-25T11:35:18.216931] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:18.217011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:18.222075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:18.224167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:18.225766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:18.231558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:18.297193] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:35:18.373379] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 2.61%
[2025-11-25T11:35:18.492255] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:18.519995] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:35:18.544336] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.31%
[2025-11-25T11:35:18.568771] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 6.2s | Global ETA: 3h 40m 44s
[2025-11-25T11:35:18.569075] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:35:18.569923] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:18.570068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:18.570484] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-20
[2025-11-25T11:35:18.571891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:18.572391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:18.572807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:18.573817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:18.619865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:18.676615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:18.678680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:18.692506] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:18.715945] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 1.01%
[2025-11-25T11:35:18.739365] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:18.815544] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 6.4s | Global ETA: 3h 40m 51s
[2025-11-25T11:35:18.815727] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:35:18.816495] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:18.816730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:18.821574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:18.823499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:18.824106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:18.825067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:18.844552] [INFO ] [main      ] LZB: Lookback Days: 2, Magnitude: 1.76% | Symbol ETA: 5.7s | Global ETA: 3h 40m 52s
[2025-11-25T11:35:18.844845] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 3
[2025-11-25T11:35:18.845689] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:18.845820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:18.850748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:18.852847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:18.854450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:18.860278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:18.868907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:18.887270] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 0.44%
[2025-11-25T11:35:18.887630] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 25.0849%
[2025-11-25T11:35:18.887801] [INFO ] [main      ] MXF: DISCARDED add_atr (score: 25.08%)
[2025-11-25T11:35:18.887923] [INFO ] [main      ] MXF: Testing feature 3/53: add_atr_10
[2025-11-25T11:35:18.888025] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_10']
[2025-11-25T11:35:18.888128] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:35:18.900846] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:18.901519] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:35:18.902465] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:18.902601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:18.904441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:18.905047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:18.923934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:19.010340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:35:19.011254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:19.028954] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:35:19.204405] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-19
[2025-11-25T11:35:19.205252] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:19.250012] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:35:19.282422] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -1.43% | Symbol ETA: 5.4s | Global ETA: 3h 41m 5s
[2025-11-25T11:35:19.282702] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:35:19.283530] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:19.283691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:19.285425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:19.286023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:19.286499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:19.287510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:19.333039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:19.374570] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:19.390745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:19.393028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:19.421051] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:19.427623] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:35:19.480303] [INFO ] [main      ] LZB: Lookback Days: 3, Magnitude: 14.67% | Symbol ETA: 5.1s | Global ETA: 3h 41m 11s
[2025-11-25T11:35:19.480565] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 4
[2025-11-25T11:35:19.481391] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:19.481525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:19.485076] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -2.15% | Symbol ETA: 3m 16s | Global ETA: 3h 41m 11s
[2025-11-25T11:35:19.485223] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:35:19.486001] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:19.486074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:19.486433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:19.487791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:19.488312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:19.488798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:19.490400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:19.496254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:19.602141] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:19.729893] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 2.23% | Symbol ETA: 5.6s | Global ETA: 3h 41m 18s
[2025-11-25T11:35:19.730210] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:35:19.731069] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:19.731210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:19.736090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:19.738001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:19.738560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:19.739553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:19.745466] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:35:19.784349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:19.831088] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:35:19.838658] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-18
[2025-11-25T11:35:19.840140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:19.917174] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:19.928274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:35:19.929354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:19.992140] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 4.7s | Global ETA: 3h 41m 26s
[2025-11-25T11:35:19.992427] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:35:19.993286] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:19.993427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:19.995152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:19.995737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:19.996205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:19.997193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:20.006389] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:20.010376] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:20.040372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:20.081273] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 1.10% | Symbol ETA: 3m 16s | Global ETA: 3h 41m 29s
[2025-11-25T11:35:20.081591] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:35:20.082578] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:20.082739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:20.084631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:20.085282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:20.096713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:20.098718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:20.115455] [INFO ] [main      ] LZB: Lookback Days: 4, Magnitude: 2.94% | Symbol ETA: 4.4s | Global ETA: 3h 41m 30s
[2025-11-25T11:35:20.115754] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 5
[2025-11-25T11:35:20.116589] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:20.116746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:20.121660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:20.123797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:20.125455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:20.131194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:20.281563] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:35:20.443244] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:35:20.444099] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:35:20.458440] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:20.496161] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-17
[2025-11-25T11:35:20.584307] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.49% | Symbol ETA: 4.7s | Global ETA: 3h 41m 44s
[2025-11-25T11:35:20.584455] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:35:20.585222] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:20.585311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:20.590199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:20.592139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:20.592725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:20.593703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:20.614429] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:20.621488] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:20.637851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:20.676741] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:20.686436] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.64% | Symbol ETA: 3m 15s | Global ETA: 3h 41m 47s
[2025-11-25T11:35:20.686742] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:35:20.687605] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:20.687765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:20.689199] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.02% | Symbol ETA: 3.9s | Global ETA: 3h 41m 47s
[2025-11-25T11:35:20.689493] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:35:20.689556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:20.690097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:20.690378] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:20.690482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:20.692284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:20.692457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:20.692882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:20.693315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:20.694202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:20.738090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:20.779341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:35:20.780250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:20.786553] [INFO ] [main      ] LZB: Lookback Days: 5, Magnitude: 1.12% | Symbol ETA: 3.9s | Global ETA: 3h 41m 50s
[2025-11-25T11:35:20.786863] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 6
[2025-11-25T11:35:20.787777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:20.787924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:20.793002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:20.794299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:20.795150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:20.796306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:20.796820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:20.802818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:21.039758] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:35:21.121776] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:35:21.137339] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:35:21.159559] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-14
[2025-11-25T11:35:21.220106] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:21.283105] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.31% | Symbol ETA: 3m 15s | Global ETA: 3h 42m 5s
[2025-11-25T11:35:21.283356] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:35:21.284188] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:21.284324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:21.286052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:21.286621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:21.290563] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:21.336569] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:21.363556] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:21.417520] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 2.63% | Symbol ETA: 3.9s | Global ETA: 3h 42m 9s
[2025-11-25T11:35:21.417851] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:35:21.418760] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:21.418906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:21.423838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:21.425817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:21.426389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:21.427408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:21.438209] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.76% | Symbol ETA: 3.2s | Global ETA: 3h 42m 10s
[2025-11-25T11:35:21.438354] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:35:21.439121] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:21.439198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:21.440932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:21.441426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:21.441838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:21.442736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:21.443227] [INFO ] [main      ] LZB: Lookback Days: 6, Magnitude: 1.74% | Symbol ETA: 3.2s | Global ETA: 3h 42m 10s
[2025-11-25T11:35:21.443367] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 7
[2025-11-25T11:35:21.444140] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:21.444218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:21.449439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:21.451627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:21.453249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:21.459412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:21.473088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:21.488278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:21.527931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:21.550347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:21.552371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:21.612541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:35:21.613455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:21.627140] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:35:21.801113] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:21.812531] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-13
[2025-11-25T11:35:21.867096] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 3m 14s | Global ETA: 3h 42m 23s
[2025-11-25T11:35:21.867402] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:35:21.868368] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:21.868510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:21.870329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:21.870926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:21.904297] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:35:21.957423] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:35:21.981359] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:22.075760] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:22.085037] [INFO ] [main      ] LZB: Lookback Days: 7, Magnitude: 0.67% | Symbol ETA: 2.6s | Global ETA: 3h 42m 29s
[2025-11-25T11:35:22.085185] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 8
[2025-11-25T11:35:22.085951] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:22.086042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:22.090790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:22.092971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:22.094615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:22.100251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:22.135630] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:22.149816] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.77% | Symbol ETA: 2.5s | Global ETA: 3h 42m 31s
[2025-11-25T11:35:22.149965] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:35:22.150736] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:22.150812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:22.152527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:22.153057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:22.153465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:22.154384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:22.198860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:22.212361] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:35:22.254731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:22.256533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:22.256992] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 7.50% | Symbol ETA: 3.0s | Global ETA: 3h 42m 34s
[2025-11-25T11:35:22.257154] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:35:22.257994] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:22.258136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:22.262947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:22.264794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:22.265291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:22.266270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:22.310282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:22.364778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:22.383816] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:22.448700] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 3m 13s | Global ETA: 3h 42m 40s
[2025-11-25T11:35:22.448944] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:35:22.450000] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-12
[2025-11-25T11:35:22.450128] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:22.450224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:22.451161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:35:22.452014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:22.452795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:22.453512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:22.599315] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:35:22.630960] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:22.739017] [INFO ] [main      ] LZB: Lookback Days: 8, Magnitude: -0.53% | Symbol ETA: 1.9s | Global ETA: 3h 42m 49s
[2025-11-25T11:35:22.739297] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 9
[2025-11-25T11:35:22.740181] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:22.740315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:22.745658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:22.748015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:22.749903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:22.756082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:22.769949] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:22.796389] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:35:22.823510] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:35:22.844083] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.75% | Symbol ETA: 1.8s | Global ETA: 3h 42m 52s
[2025-11-25T11:35:22.844362] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:35:22.845254] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:22.845396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:22.847198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:22.847784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:22.848286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:22.849258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:22.894269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:22.950309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:22.952338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:23.001763] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:23.023429] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:23.087598] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 3m 13s | Global ETA: 3h 42m 59s
[2025-11-25T11:35:23.087985] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:35:23.088896] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:23.089039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:23.090853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:23.091444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:23.108111] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-11
[2025-11-25T11:35:23.132842] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 2.1s | Global ETA: 3h 43m 1s
[2025-11-25T11:35:23.275872] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:23.293701] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:35:23.309871] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 4.79%, Actual: 1.10%
[2025-11-25T11:35:23.377494] [INFO ] [main      ] LZB: Lookback Days: 9, Magnitude: -1.38% | Symbol ETA: 1.3s | Global ETA: 3h 43m 8s
[2025-11-25T11:35:23.377657] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 10
[2025-11-25T11:35:23.378468] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:23.378694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:23.383547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:23.385659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:23.387338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:23.393076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:23.434162] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:35:23.464492] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:23.487592] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -2.31%, Actual: 0.16%
[2025-11-25T11:35:23.538408] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 1.1s | Global ETA: 3h 43m 13s
[2025-11-25T11:35:23.538554] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:35:23.539325] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:23.539401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:23.541045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:23.541528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:23.541941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:23.542852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:23.585571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:23.607000] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:23.641023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:35:23.642782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:23.667223] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -3.40%, Actual: 2.82%
[2025-11-25T11:35:23.670531] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 3m 12s | Global ETA: 3h 43m 17s
[2025-11-25T11:35:23.670665] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:35:23.671522] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:23.671599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:23.673435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:23.673995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:23.738709] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-10
[2025-11-25T11:35:23.849048] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 1.65%
[2025-11-25T11:35:23.918735] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:23.982747] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:35:24.020173] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:35:24.025590] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 1.54%
[2025-11-25T11:35:24.027778] [INFO ] [main      ] LZB: Lookback Days: 10, Magnitude: -0.90% | Symbol ETA: 0.6s | Global ETA: 3h 43m 27s
[2025-11-25T11:35:24.027995] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 11
[2025-11-25T11:35:24.028910] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:35:24.029054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:24.034694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:35:24.036969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:35:24.038815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:24.045029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:24.151782] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:24.199158] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 2.23%, Actual: 1.33%
[2025-11-25T11:35:24.202688] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:24.225682] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 0.4s | Global ETA: 3h 43m 33s
[2025-11-25T11:35:24.278467] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 3m 12s | Global ETA: 3h 43m 35s
[2025-11-25T11:35:24.278613] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:35:24.279413] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:24.279488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:24.281217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:24.282411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:24.377404] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.49%, Actual: 2.35%
[2025-11-25T11:35:24.394195] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-07
[2025-11-25T11:35:24.396014] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: 0.10%, Actual: 1.28%
[2025-11-25T11:35:24.554289] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 2.63%, Actual: 0.72%
[2025-11-25T11:35:24.562219] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:24.568069] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 0.39%, Actual: 1.75%
[2025-11-25T11:35:24.624871] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:35:24.663709] [INFO ] [main      ] LZB: Lookback Days: 11, Magnitude: 2.11% | Symbol ETA: 0.0s | Global ETA: 3h 43m 46s
[2025-11-25T11:35:24.726803] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 7.50%, Actual: 2.91%
[2025-11-25T11:35:24.745775] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -1.43%, Actual: 0.98%
[2025-11-25T11:35:24.804843] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:24.840238] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 1.76%, Actual: 1.96%
[2025-11-25T11:35:24.871666] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.23% | Symbol ETA: 3m 11s | Global ETA: 3h 43m 53s
[2025-11-25T11:35:24.896241] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 2.66%
[2025-11-25T11:35:24.896618] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 35.4167%
[2025-11-25T11:35:24.896800] [INFO ] [main      ] KNF: DISCARDED add_sma_ratio (score: 35.42%)
[2025-11-25T11:35:24.896947] [INFO ] [main      ] KNF: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:35:24.897140] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_vol_of_vol']
[2025-11-25T11:35:24.897263] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:35:24.914256] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -1.76%, Actual: 0.19%
[2025-11-25T11:35:24.944990] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:24.945797] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:35:24.946734] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:24.946876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:24.951811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:24.953687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:24.954247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:24.955166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:25.000174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:25.029538] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 14.67%, Actual: 3.33%
[2025-11-25T11:35:25.044595] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -2.15%, Actual: 0.50%
[2025-11-25T11:35:25.055373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:25.083914] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 0.95%
[2025-11-25T11:35:25.144179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:25.145670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:25.208328] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.94%, Actual: 3.40%
[2025-11-25T11:35:25.221904] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 1.10%, Actual: 2.12%
[2025-11-25T11:35:25.254301] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 0.56%
[2025-11-25T11:35:25.376417] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: 1.12%, Actual: 18.43%
[2025-11-25T11:35:25.400742] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.64%, Actual: 0.21%
[2025-11-25T11:35:25.426145] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 0.02%
[2025-11-25T11:35:25.486479] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:35:25.545017] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: 1.74%, Actual: 1.23%
[2025-11-25T11:35:25.575475] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 0.30%
[2025-11-25T11:35:25.595413] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.75%, Actual: 0.18%
[2025-11-25T11:35:25.656258] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:25.720017] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.67%, Actual: 0.33%
[2025-11-25T11:35:25.747478] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 1.16%
[2025-11-25T11:35:25.767147] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 0.45%
[2025-11-25T11:35:25.787377] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 4.51% | Symbol ETA: 9.2s | Global ETA: 3h 44m 20s
[2025-11-25T11:35:25.787683] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:35:25.788555] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:25.788712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:25.793597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:25.795455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:25.796035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:25.797013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:25.841096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:25.896522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:25.899191] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 3.45%
[2025-11-25T11:35:25.920102] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.86%
[2025-11-25T11:35:25.934778] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 0.66%
[2025-11-25T11:35:25.935142] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 33.1535%
[2025-11-25T11:35:25.935324] [INFO ] [main      ] AMX: DISCARDED add_volume_pressure_into_close (score: 33.15%)
[2025-11-25T11:35:25.935441] [INFO ] [main      ] AMX: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:35:25.935545] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_volume_zscore']
[2025-11-25T11:35:25.935669] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:35:25.948748] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:25.949307] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:35:25.950264] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:25.950405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:25.952186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:25.952802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:25.953274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:25.954245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:25.981690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:25.983068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:25.997085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:26.053010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:26.054815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:26.078747] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -1.38%, Actual: 0.11%
[2025-11-25T11:35:26.090603] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 2.61%
[2025-11-25T11:35:26.257263] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: -0.90%, Actual: 0.55%
[2025-11-25T11:35:26.260353] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.31%
[2025-11-25T11:35:26.322839] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:35:26.391432] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:35:26.433512] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 1.01%
[2025-11-25T11:35:26.436248] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.11%, Actual: 0.22%
[2025-11-25T11:35:26.436626] [INFO ] [main      ] LZB: Magnitude Forecast Confidence: 38.3687%
[2025-11-25T11:35:26.436837] [INFO ] [main      ] LZB: DISCARDED add_vwap_deviations (score: 38.37%)
[2025-11-25T11:35:26.436985] [INFO ] [main      ] LZB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:35:26.437146] [INFO ] [main      ] LZB: Best accuracy: 45.26%
[2025-11-25T11:35:26.437228] [INFO ] [main      ] LZB: Best feature set (3 features): ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:35:26.437358] [INFO ] [main      ] LZB: Improvement over baseline: 18.08%
[2025-11-25T11:35:26.437455] [INFO ] [main      ] LZB: Total time: 7.4 minutes
[2025-11-25T11:35:26.437506] [INFO ] [main      ] LZB: Average time per feature: 8.3 seconds
[2025-11-25T11:35:26.437597] [INFO ] [main      ] LZB: Average speed: 0.12 features/sec
[2025-11-25T11:35:26.495978] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:26.564747] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:26.604296] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.23%, Actual: 0.44%
[2025-11-25T11:35:26.604687] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 33.3450%
[2025-11-25T11:35:26.604846] [INFO ] [main      ] MXF: DISCARDED add_atr_10 (score: 33.34%)
[2025-11-25T11:35:26.604965] [INFO ] [main      ] MXF: Testing feature 4/53: add_atr_5
[2025-11-25T11:35:26.605073] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_5']
[2025-11-25T11:35:26.605181] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:35:26.615981] [DEBUG] [METRICS   ] LZB: 2025-11-21:2025-11-24: Predicted: 2.47%, Actual: 1.96%
[2025-11-25T11:35:26.617589] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:26.618285] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:35:26.619135] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:26.619201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:26.620982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:26.621550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:26.628191] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -1.58% | Symbol ETA: 8.4s | Global ETA: 3h 44m 45s
[2025-11-25T11:35:26.628339] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:35:26.629133] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:26.629212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:26.634210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:26.636058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:26.636565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:26.637484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:26.638599] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -1.06% | Symbol ETA: 6.4s | Global ETA: 3h 44m 46s
[2025-11-25T11:35:26.638760] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:35:26.639509] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:26.639579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:26.641252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:26.641760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:26.642159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:26.643045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:26.682127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:26.685417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:26.735828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:26.739658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:26.741400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:26.791717] [DEBUG] [METRICS   ] LZB: 2025-11-20:2025-11-21: Predicted: 13.67%, Actual: 3.33%
[2025-11-25T11:35:26.818936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:26.820217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:26.959614] [DEBUG] [METRICS   ] LZB: 2025-11-19:2025-11-20: Predicted: 2.89%, Actual: 3.40%
[2025-11-25T11:35:26.962331] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:35:27.086373] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:35:27.129459] [DEBUG] [METRICS   ] LZB: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 18.43%
[2025-11-25T11:35:27.132612] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:27.160684] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:35:27.196065] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.61% | Symbol ETA: 2m 11s | Global ETA: 3h 45m 2s
[2025-11-25T11:35:27.196370] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:35:27.197240] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:27.197322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:27.199091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:27.199674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:27.255166] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:27.302733] [DEBUG] [METRICS   ] LZB: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 1.23%
[2025-11-25T11:35:27.330666] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:27.331374] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: -0.00% | Symbol ETA: 5.7s | Global ETA: 3h 45m 6s
[2025-11-25T11:35:27.331664] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:35:27.332591] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:27.332769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:27.334576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:27.335186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:27.335692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:27.336719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:27.381050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:27.438611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:27.440501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:27.463070] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -2.47% | Symbol ETA: 7.5s | Global ETA: 3h 45m 10s
[2025-11-25T11:35:27.463214] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:35:27.463985] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:27.464062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:27.468943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:27.470709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:27.471193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:27.472069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:27.476584] [DEBUG] [METRICS   ] LZB: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 0.33%
[2025-11-25T11:35:27.516059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:27.543841] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:35:27.570995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:27.650921] [DEBUG] [METRICS   ] LZB: 2025-11-13:2025-11-14: Predicted: -3.08%, Actual: 3.45%
[2025-11-25T11:35:27.657532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:27.658938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:27.714560] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:27.778690] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.43% | Symbol ETA: 2m 11s | Global ETA: 3h 45m 20s
[2025-11-25T11:35:27.778966] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:35:27.779833] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:27.779973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:27.780638] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:35:27.781795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:27.782350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:27.820495] [DEBUG] [METRICS   ] LZB: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.11%
[2025-11-25T11:35:27.959657] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:27.990612] [DEBUG] [METRICS   ] LZB: 2025-11-11:2025-11-12: Predicted: 1.20%, Actual: 0.55%
[2025-11-25T11:35:28.003495] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:35:28.033961] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 5.0s | Global ETA: 3h 45m 28s
[2025-11-25T11:35:28.034112] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:35:28.034869] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:28.035112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:28.036846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:28.037441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:28.037930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:28.038884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:28.083697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:28.132843] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:35:28.139556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:28.141672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:28.159895] [DEBUG] [METRICS   ] LZB: 2025-11-10:2025-11-11: Predicted: 2.68%, Actual: 0.22%
[2025-11-25T11:35:28.160717] [INFO ] [LOCAL     ] Saved configuration for LZB: 3 features, 45.26% accuracy -> ./output/feature-sets/LZB.json
[2025-11-25T11:35:28.161856] [INFO ] [main      ] Progress: 2/31 symbols completed (6.5%). LZB finished in 7m 31s. ETA: 1h 49m 0s. Rate: 0.27 symbols/min
[2025-11-25T11:35:28.164875] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:35:28.176661] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:28.179516] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:28.180040] [INFO ] [main      ] BB: Testing with 53 available features
[2025-11-25T11:35:28.180249] [INFO ] [main      ] BB: Establishing baseline with no features...
[2025-11-25T11:35:28.180350] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:35:28.193389] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:28.193915] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:35:28.194833] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:28.307751] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.43% | Symbol ETA: 6.7s | Global ETA: 1h 49m 2s
[2025-11-25T11:35:28.308069] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:35:28.308943] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:28.309103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:28.311004] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:28.314054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:28.315990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:28.316566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:28.317585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:28.364468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:28.384360] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 2m 10s | Global ETA: 1h 49m 3s
[2025-11-25T11:35:28.384536] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:35:28.385510] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:28.385670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:28.387530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:28.388168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:28.423873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:28.491489] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:35:28.506916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:28.508543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:28.531994] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:35:28.666810] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:28.698706] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:28.737462] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:35:28.742363] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 4.4s | Global ETA: 1h 49m 9s
[2025-11-25T11:35:28.742492] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:35:28.743389] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:28.743535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:28.745306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:28.745918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:28.746406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:28.747411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:28.758636] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.69%
[2025-11-25T11:35:28.758860] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:35:28.759676] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:28.793337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:28.849619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:28.851681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:28.858923] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:35:28.912829] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:28.978015] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.65% | Symbol ETA: 2m 10s | Global ETA: 1h 49m 12s
[2025-11-25T11:35:28.978309] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:35:28.979205] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:28.979349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:28.981228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:28.981893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:29.032975] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:29.095245] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:35:29.163075] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -1.72% | Symbol ETA: 5.9s | Global ETA: 1h 49m 15s
[2025-11-25T11:35:29.163393] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:35:29.164285] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:29.164432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:29.171008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:29.173061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:29.173668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:29.174624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:29.202506] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:35:29.219069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:29.274810] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:29.276256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:29.335131] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: 0.03%
[2025-11-25T11:35:29.335460] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:35:29.336300] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:29.362787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:29.364396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:29.375144] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:29.396120] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:35:29.450089] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.37% | Symbol ETA: 3.7s | Global ETA: 1h 49m 19s
[2025-11-25T11:35:29.450384] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:35:29.451171] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:29.451313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:29.453408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:29.454004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:29.454480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:29.455443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:29.501537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:29.557213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:29.559272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:29.575713] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:29.640908] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 2m 9s | Global ETA: 1h 49m 22s
[2025-11-25T11:35:29.641213] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:35:29.642120] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:29.642262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:29.644098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:29.644713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:29.681806] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:35:29.718330] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:35:29.855312] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:29.895926] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:29.899024] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:35:29.914502] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.19%
[2025-11-25T11:35:29.914720] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:35:29.915620] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:30.019402] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:35:30.026088] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -1.76% | Symbol ETA: 5.0s | Global ETA: 1h 49m 27s
[2025-11-25T11:35:30.026355] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:35:30.027227] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:30.027373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:30.032199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:30.034048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:30.034575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:30.035498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:30.071070] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:30.078275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:30.132068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:30.146974] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 3.0s | Global ETA: 1h 49m 29s
[2025-11-25T11:35:30.147305] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:35:30.148188] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:30.148366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:30.150112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:30.150700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:30.151143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:30.152207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:30.188683] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:30.197321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:30.218979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:30.220550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:30.252507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:30.253603] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 2m 8s | Global ETA: 1h 49m 31s
[2025-11-25T11:35:30.253927] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:35:30.254588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:30.254916] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:30.255064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:30.256893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:30.257514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:30.261488] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:35:30.432353] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:30.490332] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -4.64%
[2025-11-25T11:35:30.490699] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:35:30.491514] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:30.571164] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:35:30.598407] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:35:30.605517] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:35:30.738381] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:30.768913] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:30.782218] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:30.833103] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:35:30.846398] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 2.3s | Global ETA: 1h 49m 39s
[2025-11-25T11:35:30.846709] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:35:30.847634] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:30.847802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:30.848568] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 2m 8s | Global ETA: 1h 49m 39s
[2025-11-25T11:35:30.848882] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:35:30.849687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:30.849769] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:30.849920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:30.850339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:30.850868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:30.851677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:30.851902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:30.852266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:30.866820] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -5.77% | Symbol ETA: 4.2s | Global ETA: 1h 49m 39s
[2025-11-25T11:35:30.867138] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:35:30.867979] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:30.868122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:30.872955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:30.874859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:30.875420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:30.876381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:30.895469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:30.920045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:30.951552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:30.953503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:30.976073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:31.003003] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:31.062332] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.72%
[2025-11-25T11:35:31.062672] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:35:31.063478] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:31.068031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:31.069570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:31.195220] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:35:31.298472] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:35:31.364372] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:31.402710] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:35:31.415508] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:35:31.426134] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2m 7s | Global ETA: 1h 49m 48s
[2025-11-25T11:35:31.426430] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:35:31.427292] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:31.427430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:31.429201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:31.429783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:31.476819] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:31.554199] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 0.30% | Symbol ETA: 1.6s | Global ETA: 1h 49m 49s
[2025-11-25T11:35:31.554489] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:35:31.555402] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:31.555549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:31.557342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:31.557996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:31.558526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:31.559518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:31.574482] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:31.589778] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:31.604927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:31.635054] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -1.26%
[2025-11-25T11:35:31.635391] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:35:31.636245] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:31.663161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:31.665280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:31.720614] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 2.75% | Symbol ETA: 3.3s | Global ETA: 1h 49m 52s
[2025-11-25T11:35:31.720796] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:35:31.721618] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:31.721727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:31.726576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:31.728551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:31.729146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:31.730122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:31.768067] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:35:31.773154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:31.828407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:31.911575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:31.912928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:31.937260] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:31.975797] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:35:31.999318] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 2m 7s | Global ETA: 1h 49m 56s
[2025-11-25T11:35:31.999614] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:35:32.000437] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:32.000583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:32.002305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:32.002892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:32.024117] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:35:32.143857] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:32.194983] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:32.202041] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.60%
[2025-11-25T11:35:32.202234] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:35:32.203023] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:32.254753] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:35:32.268924] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -0.47% | Symbol ETA: 0.9s | Global ETA: 1h 49m 60s
[2025-11-25T11:35:32.269179] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:35:32.270002] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:35:32.270146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:32.271851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:32.272423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:32.272932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:32.273897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:32.315695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:32.342426] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:35:32.369353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:32.371265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:32.433055] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:32.516778] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:32.549579] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:35:32.563700] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 2.48% | Symbol ETA: 2.5s | Global ETA: 1h 50m 4s
[2025-11-25T11:35:32.563844] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:35:32.564624] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:32.564740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:32.569933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:32.571931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:32.572437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:32.573408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:32.581848] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.35% | Symbol ETA: 2m 6s | Global ETA: 1h 50m 4s
[2025-11-25T11:35:32.618596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:32.674433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:32.714377] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:35:32.722720] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:32.761944] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.61%, Actual: 0.50%
[2025-11-25T11:35:32.762804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:32.764131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:32.783218] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.00%
[2025-11-25T11:35:32.783392] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:35:32.784173] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:32.889818] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:32.939635] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.43%, Actual: 2.12%
[2025-11-25T11:35:32.962348] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 0.2s | Global ETA: 1h 50m 10s
[2025-11-25T11:35:33.108878] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.75%, Actual: 0.21%
[2025-11-25T11:35:33.110688] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:35:33.124149] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:35:33.134772] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -1.06%, Actual: 1.28%
[2025-11-25T11:35:33.278197] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:33.280596] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.65%, Actual: 0.30%
[2025-11-25T11:35:33.295734] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:33.307017] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.00%, Actual: 1.75%
[2025-11-25T11:35:33.353518] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.30%
[2025-11-25T11:35:33.353700] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:35:33.354472] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:33.400293] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -1.46% | Symbol ETA: 1.6s | Global ETA: 1h 50m 16s
[2025-11-25T11:35:33.453395] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 1.16%
[2025-11-25T11:35:33.484829] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 0.98%
[2025-11-25T11:35:33.571007] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 4.51%, Actual: 1.10%
[2025-11-25T11:35:33.628782] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.86%
[2025-11-25T11:35:33.659744] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.19%
[2025-11-25T11:35:33.692775] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:35:33.740098] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -1.58%, Actual: 0.16%
[2025-11-25T11:35:33.812783] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 2.61%
[2025-11-25T11:35:33.830841] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.37%, Actual: 0.95%
[2025-11-25T11:35:33.862818] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:33.910750] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -2.47%, Actual: 2.82%
[2025-11-25T11:35:33.920397] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.09%
[2025-11-25T11:35:33.982564] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.31%
[2025-11-25T11:35:34.001987] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.56%
[2025-11-25T11:35:34.079053] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.43%, Actual: 1.65%
[2025-11-25T11:35:34.090720] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.69%, Actual: 2.87%
[2025-11-25T11:35:34.153739] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 1.01%
[2025-11-25T11:35:34.179830] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 0.02%
[2025-11-25T11:35:34.250200] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -1.72%, Actual: 1.54%
[2025-11-25T11:35:34.260726] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 3.56%
[2025-11-25T11:35:34.331615] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 0.44%
[2025-11-25T11:35:34.331829] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 25.0849%
[2025-11-25T11:35:34.331944] [INFO ] [main      ] MXF: DISCARDED add_atr_5 (score: 25.08%)
[2025-11-25T11:35:34.331996] [INFO ] [main      ] MXF: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:35:34.332034] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment']
[2025-11-25T11:35:34.332074] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:35:34.344573] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:34.345176] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:35:34.346063] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:34.346136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:35:34.346879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:34.355330] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 0.18%
[2025-11-25T11:35:34.418994] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -1.76%, Actual: 1.33%
[2025-11-25T11:35:34.432008] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.19%, Actual: 0.62%
[2025-11-25T11:35:34.525699] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 0.45%
[2025-11-25T11:35:34.586860] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -5.77%, Actual: 2.35%
[2025-11-25T11:35:34.600356] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -4.64%, Actual: 1.74%
[2025-11-25T11:35:34.689604] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:35:34.700255] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 0.66%
[2025-11-25T11:35:34.700675] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 54.8570%
[2025-11-25T11:35:34.700883] [INFO ] [main      ] AMX: KEPT add_volume_zscore (score: 54.86%)
[2025-11-25T11:35:34.701002] [INFO ] [main      ] AMX: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:35:34.701109] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_volume_zscore', 'add_vwap_deviations']
[2025-11-25T11:35:34.701224] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T11:35:34.714723] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:34.715456] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 2
[2025-11-25T11:35:34.716422] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:34.716565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:34.718414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:34.719050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:34.719540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:34.720549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:34.754531] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 2.75%, Actual: 0.72%
[2025-11-25T11:35:34.765376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:34.769219] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 1.35%
[2025-11-25T11:35:34.821273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:34.823453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:34.829537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:34.860867] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:34.922188] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 2.48%, Actual: 2.91%
[2025-11-25T11:35:34.923294] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 1m 38s | Global ETA: 1h 50m 38s
[2025-11-25T11:35:34.923565] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:35:34.924456] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:34.924600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:35:34.925405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:34.936935] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -1.26%, Actual: 1.21%
[2025-11-25T11:35:35.089722] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -1.46%, Actual: 2.66%
[2025-11-25T11:35:35.090091] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 48.2725%
[2025-11-25T11:35:35.090258] [INFO ] [main      ] KNF: DISCARDED add_vol_of_vol (score: 48.27%)
[2025-11-25T11:35:35.090377] [INFO ] [main      ] KNF: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:35:35.090483] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_volatility_decay_ratio']
[2025-11-25T11:35:35.090599] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:35:35.104023] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:35.104587] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:35:35.104808] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.60%, Actual: 2.31%
[2025-11-25T11:35:35.105506] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:35.105586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:35.110409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:35.112188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:35.112698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:35.113573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:35.156979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:35.177865] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-20
[2025-11-25T11:35:35.211931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:35.270130] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:35:35.274639] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.00%, Actual: 2.40%
[2025-11-25T11:35:35.296290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:35:35.297538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:35.352073] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:35.431345] [INFO ] [main      ] AMX: Lookback Days: 2, Magnitude: -0.93% | Symbol ETA: 6.4s | Global ETA: 1h 50m 46s
[2025-11-25T11:35:35.431683] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 3
[2025-11-25T11:35:35.432566] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:35.432721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:35.434483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:35.435094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:35.435605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:35.436612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:35.441280] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:35.444590] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.30%, Actual: 1.49%
[2025-11-25T11:35:35.480495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:35.504130] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 1m 37s | Global ETA: 1h 50m 47s
[2025-11-25T11:35:35.504442] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:35:35.505320] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:35.505464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:35:35.506296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:35.537781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:35.539971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:35.545904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:35.614442] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.09%, Actual: 1.19%
[2025-11-25T11:35:35.614837] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 46.0001%
[2025-11-25T11:35:35.614958] [INFO ] [main      ] BB: Baseline score (no features): 46.0001%
[2025-11-25T11:35:35.615060] [INFO ] [main      ] BB: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:35.615155] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:35:35.615265] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:35:35.628868] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:35.629562] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:35:35.630491] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:35.630620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:35.635493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:35.636997] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:35:35.806221] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:35.853435] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:35:35.895148] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-19
[2025-11-25T11:35:35.934165] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 2.77% | Symbol ETA: 8.8s | Global ETA: 1h 50m 53s
[2025-11-25T11:35:35.934447] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:35:35.935305] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:35.935451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:35.940334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:35.942192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:35.942706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:35.943670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:35.973147] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:35:35.987076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:36.027639] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:36.041892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:36.067986] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:36.090410] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.57% | Symbol ETA: 1m 37s | Global ETA: 1h 50m 55s
[2025-11-25T11:35:36.090576] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:35:36.091499] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:36.091657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:35:36.092365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:36.126557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:35:36.127998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:36.142674] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:36.151158] [INFO ] [main      ] AMX: Lookback Days: 3, Magnitude: 1.42% | Symbol ETA: 5.7s | Global ETA: 1h 50m 56s
[2025-11-25T11:35:36.151460] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 4
[2025-11-25T11:35:36.152350] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:36.152496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:36.154303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:36.154939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:36.155436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:36.156438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:36.205613] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.74% | Symbol ETA: 5m 5s | Global ETA: 1h 50m 57s
[2025-11-25T11:35:36.205799] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:35:36.205449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:36.206565] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:36.206662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:36.211549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:36.273732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:36.275944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:36.281733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:36.435028] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:35:36.469843] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:35:36.550016] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:35:36.613252] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:36.622677] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-18
[2025-11-25T11:35:36.637180] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:36.674846] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.33% | Symbol ETA: 1m 36s | Global ETA: 1h 51m 4s
[2025-11-25T11:35:36.674999] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:35:36.675769] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:36.675844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:35:36.676530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:36.717957] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:36.765464] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.58% | Symbol ETA: 8.0s | Global ETA: 1h 51m 5s
[2025-11-25T11:35:36.765797] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:35:36.766632] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:36.766791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:36.771559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:36.773408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:36.773985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:36.774948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:36.780010] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: 0.27% | Symbol ETA: 5m 4s | Global ETA: 1h 51m 5s
[2025-11-25T11:35:36.780157] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:35:36.780925] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:36.780999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:36.785845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:36.793223] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:36.818039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:36.872619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:36.873862] [INFO ] [main      ] AMX: Lookback Days: 4, Magnitude: -0.38% | Symbol ETA: 5.0s | Global ETA: 1h 51m 7s
[2025-11-25T11:35:36.874172] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 5
[2025-11-25T11:35:36.875523] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:36.875704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:36.877521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:36.878167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:36.878691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:36.879687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:36.925826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:36.956218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:35:36.957586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:36.981815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:36.983780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:36.989671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:37.022053] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:35:37.121264] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:35:37.195052] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:37.257812] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 1m 36s | Global ETA: 1h 51m 12s
[2025-11-25T11:35:37.258093] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:35:37.258994] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:37.259137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:35:37.259963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:37.291385] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:37.295637] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:35:37.329421] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-17
[2025-11-25T11:35:37.365181] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.80% | Symbol ETA: 5m 5s | Global ETA: 1h 51m 14s
[2025-11-25T11:35:37.365541] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:35:37.366793] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:37.366960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:37.374578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:37.464513] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:37.500582] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:37.579672] [INFO ] [main      ] AMX: Lookback Days: 5, Magnitude: -0.83% | Symbol ETA: 4.3s | Global ETA: 1h 51m 17s
[2025-11-25T11:35:37.579953] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 6
[2025-11-25T11:35:37.580817] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:37.580960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:37.582760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:37.583330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:37.583830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:37.584792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:37.596795] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -2.60% | Symbol ETA: 7.1s | Global ETA: 1h 51m 17s
[2025-11-25T11:35:37.597111] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:35:37.597965] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:37.598106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:37.603075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:37.604959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:37.605521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:37.606483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:37.618058] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:35:37.628042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:37.650299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:37.684046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:37.686681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:37.692862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:37.704658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:37.731371] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:35:37.786947] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:37.789107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:35:37.790488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:37.861210] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.36% | Symbol ETA: 1m 35s | Global ETA: 1h 51m 21s
[2025-11-25T11:35:37.861512] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:35:37.862355] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:37.862495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:35:37.863303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:37.900000] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:37.963100] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.44% | Symbol ETA: 5m 7s | Global ETA: 1h 51m 22s
[2025-11-25T11:35:37.963397] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:35:37.964232] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:37.964366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:37.969272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:38.041534] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-14
[2025-11-25T11:35:38.129087] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:35:38.214052] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:38.215109] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:35:38.295616] [INFO ] [main      ] AMX: Lookback Days: 6, Magnitude: 1.35% | Symbol ETA: 3.6s | Global ETA: 1h 51m 27s
[2025-11-25T11:35:38.295912] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 7
[2025-11-25T11:35:38.296750] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:38.296890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:38.298672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:38.299262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:38.299576] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:38.299820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:38.300820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:38.310313] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:35:38.344900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:38.386709] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:38.407255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:38.409531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:38.415667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:38.427593] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: -2.47% | Symbol ETA: 6.3s | Global ETA: 1h 51m 29s
[2025-11-25T11:35:38.427783] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:35:38.428566] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:38.428684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:38.433518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:38.435381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:38.436081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:38.437081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:38.448457] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 1m 34s | Global ETA: 1h 51m 29s
[2025-11-25T11:35:38.448625] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:35:38.449428] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:38.449634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:35:38.450434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:38.480036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:38.481232] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:38.534563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:38.543622] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 5m 6s | Global ETA: 1h 51m 31s
[2025-11-25T11:35:38.543923] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:35:38.544771] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:38.544903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:38.549912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:38.618406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:35:38.619823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:38.758993] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-13
[2025-11-25T11:35:38.797580] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:35:38.895618] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:35:38.931584] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:38.956682] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:35:38.974367] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:39.012025] [INFO ] [main      ] AMX: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 2.9s | Global ETA: 1h 51m 38s
[2025-11-25T11:35:39.012319] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 8
[2025-11-25T11:35:39.013187] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:39.013275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:39.015053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:39.015671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:39.016086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:39.017082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:39.038565] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.24% | Symbol ETA: 1m 34s | Global ETA: 1h 51m 38s
[2025-11-25T11:35:39.038755] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:35:39.039585] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:39.039816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:35:39.040620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:39.062184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:39.078374] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:39.120199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:39.122414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:39.126069] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:39.133233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:39.149243] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.22% | Symbol ETA: 5m 7s | Global ETA: 1h 51m 39s
[2025-11-25T11:35:39.149536] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:35:39.150453] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:39.150593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:39.155802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:39.257922] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -2.01% | Symbol ETA: 5.5s | Global ETA: 1h 51m 41s
[2025-11-25T11:35:39.258203] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:35:39.259121] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:39.259268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:39.264503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:39.266439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:39.267082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:39.268076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:39.312701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:39.368569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:39.412228] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:35:39.458119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:35:39.459625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:39.479872] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-12
[2025-11-25T11:35:39.508010] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:35:39.594812] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:39.650484] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:39.659137] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 1m 33s | Global ETA: 1h 51m 47s
[2025-11-25T11:35:39.659435] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:35:39.660318] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:39.660482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:35:39.661286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:39.680363] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:39.729381] [INFO ] [main      ] AMX: Lookback Days: 8, Magnitude: 0.57% | Symbol ETA: 2.1s | Global ETA: 1h 51m 48s
[2025-11-25T11:35:39.729703] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 9
[2025-11-25T11:35:39.730521] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:39.730681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:39.732422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:39.733017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:39.733490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:39.734444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:39.743529] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.29% | Symbol ETA: 5m 7s | Global ETA: 1h 51m 48s
[2025-11-25T11:35:39.743808] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:35:39.744615] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:39.744762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:39.749847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:39.778605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:39.805780] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:35:39.833215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:39.834959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:39.840963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:39.975924] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:40.019327] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:35:40.103802] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -0.39% | Symbol ETA: 4.7s | Global ETA: 1h 51m 53s
[2025-11-25T11:35:40.104112] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:35:40.104989] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:40.105165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:40.109838] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:35:40.110235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:40.112232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:40.112844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:40.113840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:40.158533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:40.183741] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-11
[2025-11-25T11:35:40.190703] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:40.213596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:40.251213] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.91% | Symbol ETA: 1m 33s | Global ETA: 1h 51m 55s
[2025-11-25T11:35:40.282899] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:40.297305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:35:40.298703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:40.345142] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.89% | Symbol ETA: 5m 8s | Global ETA: 1h 51m 57s
[2025-11-25T11:35:40.345413] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:35:40.346250] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:40.346381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:40.351435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:40.353184] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:40.422131] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.08%, Actual: 0.50%
[2025-11-25T11:35:40.430320] [INFO ] [main      ] AMX: Lookback Days: 9, Magnitude: 1.87% | Symbol ETA: 1.4s | Global ETA: 1h 51m 58s
[2025-11-25T11:35:40.430631] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 10
[2025-11-25T11:35:40.431493] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:40.431655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:40.433415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:40.433957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:40.434434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:40.435413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:40.478976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:40.533736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:40.535612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:40.541468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:40.591600] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 2.12%
[2025-11-25T11:35:40.638200] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:35:40.689075] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:35:40.761073] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.57%, Actual: 0.21%
[2025-11-25T11:35:40.810216] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:40.857853] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:40.884941] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-10
[2025-11-25T11:35:40.919379] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.79% | Symbol ETA: 5m 6s | Global ETA: 1h 52m 5s
[2025-11-25T11:35:40.919703] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:35:40.920514] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:40.920661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:40.925431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:40.929952] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.33%, Actual: 0.30%
[2025-11-25T11:35:40.942685] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 3.8s | Global ETA: 1h 52m 6s
[2025-11-25T11:35:40.942994] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:35:40.943866] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:40.944013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:40.949064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:40.951094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:40.951687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:40.952740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:40.999835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:41.054487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:41.058578] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:41.098839] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.11%, Actual: 1.16%
[2025-11-25T11:35:41.134550] [INFO ] [main      ] AMX: Lookback Days: 10, Magnitude: -1.32% | Symbol ETA: 0.7s | Global ETA: 1h 52m 8s
[2025-11-25T11:35:41.134714] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 11
[2025-11-25T11:35:41.135510] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:41.135751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:41.137527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:41.138120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:41.138595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:41.139556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:41.141075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:35:41.142639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:41.182184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:41.236239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:35:41.238433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:35:41.244146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:41.262938] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:35:41.267469] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.36%, Actual: 0.86%
[2025-11-25T11:35:41.430002] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:41.435381] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 2.61%
[2025-11-25T11:35:41.492004] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.70% | Symbol ETA: 5m 5s | Global ETA: 1h 52m 13s
[2025-11-25T11:35:41.493301] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:35:41.586849] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-07
[2025-11-25T11:35:41.604213] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.31%
[2025-11-25T11:35:41.663170] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.74%, Actual: 2.87%
[2025-11-25T11:35:41.667308] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:41.757487] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:41.776305] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 1.01%
[2025-11-25T11:35:41.794802] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -1.87% | Symbol ETA: 3.0s | Global ETA: 1h 52m 18s
[2025-11-25T11:35:41.794972] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:35:41.795794] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:41.795885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:41.801042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:41.803059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:41.803673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:41.804685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:41.833336] [INFO ] [main      ] AMX: Lookback Days: 11, Magnitude: 0.40% | Symbol ETA: 0.0s | Global ETA: 1h 52m 18s
[2025-11-25T11:35:41.835981] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: 0.27%, Actual: 3.56%
[2025-11-25T11:35:41.852395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:41.906692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:41.948153] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.91%, Actual: 0.44%
[2025-11-25T11:35:41.948576] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 33.9119%
[2025-11-25T11:35:41.948758] [INFO ] [main      ] MXF: DISCARDED add_close_to_open_alignment (score: 33.91%)
[2025-11-25T11:35:41.948879] [INFO ] [main      ] MXF: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:35:41.948983] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context']
[2025-11-25T11:35:41.949091] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:35:41.961791] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:41.962350] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:35:41.963282] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:41.963427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:41.964385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:41.992489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:35:41.993924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:42.007439] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -0.93%, Actual: 1.28%
[2025-11-25T11:35:42.008243] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.80%, Actual: 0.62%
[2025-11-25T11:35:42.176480] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.44%, Actual: 1.74%
[2025-11-25T11:35:42.178866] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: 1.42%, Actual: 1.75%
[2025-11-25T11:35:42.301410] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:35:42.334467] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:35:42.346072] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 1.35%
[2025-11-25T11:35:42.359741] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.38%, Actual: 0.98%
[2025-11-25T11:35:42.471743] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:42.506972] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:42.519224] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 1.21%
[2025-11-25T11:35:42.533242] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 0.19%
[2025-11-25T11:35:42.534418] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.60% | Symbol ETA: 1m 17s | Global ETA: 1h 52m 29s
[2025-11-25T11:35:42.534732] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:35:42.535580] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:42.535736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:42.536696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:42.631557] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 4.16% | Symbol ETA: 2.2s | Global ETA: 1h 52m 30s
[2025-11-25T11:35:42.631864] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:35:42.632727] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:42.632870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:42.637857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:42.639731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:42.640309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:42.641316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:42.685101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:42.692411] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.29%, Actual: 2.31%
[2025-11-25T11:35:42.705708] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.35%, Actual: 0.95%
[2025-11-25T11:35:42.738894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:42.822025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:35:42.823416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:42.862242] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.89%, Actual: 2.40%
[2025-11-25T11:35:42.878339] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 0.56%
[2025-11-25T11:35:42.879023] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:35:43.031350] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.79%, Actual: 1.49%
[2025-11-25T11:35:43.049171] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: 0.57%, Actual: 0.02%
[2025-11-25T11:35:43.059678] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:43.126968] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 1m 16s | Global ETA: 1h 52m 37s
[2025-11-25T11:35:43.127280] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:35:43.128191] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:43.128284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:43.129191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:43.164860] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:35:43.206792] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.70%, Actual: 1.19%
[2025-11-25T11:35:43.207237] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 42.6341%
[2025-11-25T11:35:43.207380] [INFO ] [main      ] BB: DISCARDED add_afternoon_v_morning_volatility_mix (score: 42.63%)
[2025-11-25T11:35:43.207495] [INFO ] [main      ] BB: Testing feature 2/53: add_atr
[2025-11-25T11:35:43.207593] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T11:35:43.207903] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:35:43.223524] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:43.224344] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:35:43.225382] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:43.225521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:43.227859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:43.228470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:43.242403] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 1.87%, Actual: 0.18%
[2025-11-25T11:35:43.343867] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:43.450095] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -1.32%, Actual: 0.45%
[2025-11-25T11:35:43.483891] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: 0.90% | Symbol ETA: 1.3s | Global ETA: 1h 52m 42s
[2025-11-25T11:35:43.504927] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:35:43.704847] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 0.66%
[2025-11-25T11:35:43.705358] [INFO ] [main      ] AMX: Magnitude Forecast Confidence: 44.1566%
[2025-11-25T11:35:43.705522] [INFO ] [main      ] AMX: DISCARDED add_vwap_deviations (score: 44.16%)
[2025-11-25T11:35:43.705695] [INFO ] [main      ] AMX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:35:43.705844] [INFO ] [main      ] AMX: Best accuracy: 54.86%
[2025-11-25T11:35:43.706007] [INFO ] [main      ] AMX: Best feature set (7 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_volume_zscore']
[2025-11-25T11:35:43.706165] [INFO ] [main      ] AMX: Improvement over baseline: 22.39%
[2025-11-25T11:35:43.706310] [INFO ] [main      ] AMX: Total time: 7.6 minutes
[2025-11-25T11:35:43.706466] [INFO ] [main      ] AMX: Average time per feature: 8.8 seconds
[2025-11-25T11:35:43.706620] [INFO ] [main      ] AMX: Average speed: 0.12 features/sec
[2025-11-25T11:35:43.708705] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 2.77%, Actual: 1.10%
[2025-11-25T11:35:43.713893] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:35:43.757398] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:43.833499] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 1m 16s | Global ETA: 1h 52m 47s
[2025-11-25T11:35:43.833882] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:35:43.835265] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:43.835450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:43.836889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:43.952731] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:43.966311] [DEBUG] [METRICS   ] AMX: 2025-11-21:2025-11-24: Predicted: -1.06%, Actual: 1.28%
[2025-11-25T11:35:43.972745] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.58%, Actual: 0.16%
[2025-11-25T11:35:44.025886] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.29% | Symbol ETA: 6m 34s | Global ETA: 1h 52m 50s
[2025-11-25T11:35:44.026221] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:35:44.027487] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:44.027692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:44.030421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:44.031335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:44.215031] [DEBUG] [METRICS   ] AMX: 2025-11-20:2025-11-21: Predicted: -0.00%, Actual: 1.75%
[2025-11-25T11:35:44.232682] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -2.60%, Actual: 2.82%
[2025-11-25T11:35:44.284633] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:35:44.436341] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: -2.47%, Actual: 1.65%
[2025-11-25T11:35:44.436720] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:35:44.459194] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:44.460845] [DEBUG] [METRICS   ] AMX: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 0.98%
[2025-11-25T11:35:44.524879] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 1m 15s | Global ETA: 1h 52m 57s
[2025-11-25T11:35:44.525197] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:35:44.526094] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:44.526238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:44.527257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:44.621247] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:44.643681] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -2.01%, Actual: 1.54%
[2025-11-25T11:35:44.655039] [DEBUG] [METRICS   ] AMX: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.19%
[2025-11-25T11:35:44.686407] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 6m 33s | Global ETA: 1h 52m 60s
[2025-11-25T11:35:44.686712] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:35:44.687594] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:44.687699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:44.689531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:44.690262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:44.824615] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 1.33%
[2025-11-25T11:35:44.827536] [DEBUG] [METRICS   ] AMX: 2025-11-17:2025-11-18: Predicted: 1.37%, Actual: 0.95%
[2025-11-25T11:35:44.871836] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:35:44.994716] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 2.35%
[2025-11-25T11:35:45.005813] [DEBUG] [METRICS   ] AMX: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.56%
[2025-11-25T11:35:45.040703] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:35:45.045373] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:45.110704] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 1m 15s | Global ETA: 1h 53m 6s
[2025-11-25T11:35:45.110992] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:35:45.111860] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:45.112000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:45.112997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:45.169133] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -1.87%, Actual: 0.72%
[2025-11-25T11:35:45.199973] [DEBUG] [METRICS   ] AMX: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 0.02%
[2025-11-25T11:35:45.211582] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:45.272461] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 6.08% | Symbol ETA: 6m 32s | Global ETA: 1h 53m 8s
[2025-11-25T11:35:45.272771] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:35:45.273575] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:45.273717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:45.275414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:45.276024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:45.362423] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 4.16%, Actual: 2.91%
[2025-11-25T11:35:45.374980] [DEBUG] [METRICS   ] AMX: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 0.18%
[2025-11-25T11:35:45.455317] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:35:45.550792] [DEBUG] [METRICS   ] AMX: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 0.45%
[2025-11-25T11:35:45.572137] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: 0.90%, Actual: 2.66%
[2025-11-25T11:35:45.572407] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 42.8138%
[2025-11-25T11:35:45.572519] [INFO ] [main      ] KNF: DISCARDED add_volatility_decay_ratio (score: 42.81%)
[2025-11-25T11:35:45.572584] [INFO ] [main      ] KNF: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:35:45.572637] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:35:45.572717] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:35:45.589298] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:45.590047] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:35:45.591345] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:35:45.591531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:45.598853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:45.601638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:45.602358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:45.603768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:45.615553] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:35:45.630421] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:45.651480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:45.695513] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 1m 14s | Global ETA: 1h 53m 14s
[2025-11-25T11:35:45.695837] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:35:45.696779] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:45.696939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:45.697940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:45.717136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:45.724115] [DEBUG] [METRICS   ] AMX: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 0.66%
[2025-11-25T11:35:45.724925] [INFO ] [LOCAL     ] Saved configuration for AMX: 7 features, 54.86% accuracy -> ./output/feature-sets/AMX.json
[2025-11-25T11:35:45.726734] [INFO ] [main      ] Progress: 3/31 symbols completed (9.7%). AMX finished in 7m 49s. ETA: 1h 12m 54s. Rate: 0.38 symbols/min
[2025-11-25T11:35:45.730425] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:35:45.743186] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:45.744067] [INFO ] [main      ] KORE: Testing with 53 available features
[2025-11-25T11:35:45.744199] [INFO ] [main      ] KORE: Establishing baseline with no features...
[2025-11-25T11:35:45.744312] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:35:45.757695] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:45.758301] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:35:45.759219] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:45.786973] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:45.817273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:45.818800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:35:45.820980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:45.847735] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.76% | Symbol ETA: 6m 31s | Global ETA: 1h 12m 55s
[2025-11-25T11:35:45.847881] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:35:45.848671] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:45.848780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:45.850480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:45.851019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:46.039972] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:35:46.105168] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:35:46.169523] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:35:46.212001] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:46.244603] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:35:46.274195] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.57% | Symbol ETA: 1m 13s | Global ETA: 1h 12m 59s
[2025-11-25T11:35:46.274500] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:35:46.275376] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:46.275524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:46.276480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:46.278001] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:46.338522] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -2.51%
[2025-11-25T11:35:46.338852] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:35:46.339698] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:46.341068] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:46.414070] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:46.473573] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 3.83% | Symbol ETA: 9.1s | Global ETA: 1h 13m 1s
[2025-11-25T11:35:46.473825] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:35:46.474594] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:35:46.474694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:46.475467] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -1.37% | Symbol ETA: 6m 30s | Global ETA: 1h 13m 1s
[2025-11-25T11:35:46.475687] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:35:46.476495] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:46.476624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:46.478355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:46.478952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:46.479543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:46.481305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:46.481973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:46.482957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:46.526099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:46.581958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:46.621612] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:35:46.673108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:46.674885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:35:46.677342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:46.679634] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:35:46.791546] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:46.818991] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:35:46.849049] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:46.853321] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 1m 13s | Global ETA: 1h 13m 4s
[2025-11-25T11:35:46.853627] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:35:46.854486] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:46.854634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:46.855583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:46.911032] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 6.42%
[2025-11-25T11:35:46.911373] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:35:46.912268] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:46.990715] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:47.038739] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:35:47.051848] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.81% | Symbol ETA: 6m 30s | Global ETA: 1h 13m 6s
[2025-11-25T11:35:47.051998] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:35:47.052759] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:47.052832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:47.054493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:47.055013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:47.207807] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:35:47.224027] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:47.257487] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:35:47.360755] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -3.06% | Symbol ETA: 8.2s | Global ETA: 1h 13m 9s
[2025-11-25T11:35:47.360922] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:35:47.361902] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:35:47.362051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:47.367404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:47.369566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:47.370174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:47.371316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:47.388829] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:47.400363] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:35:47.417454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:47.427755] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:47.457000] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.79% | Symbol ETA: 1m 12s | Global ETA: 1h 13m 10s
[2025-11-25T11:35:47.457439] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:35:47.458865] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:47.459167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:47.460526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:47.472123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:47.488348] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 0.12%
[2025-11-25T11:35:47.488709] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:35:47.489571] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:47.560032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:47.561778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:35:47.563948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:47.571834] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:47.633800] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.23% | Symbol ETA: 6m 29s | Global ETA: 1h 13m 12s
[2025-11-25T11:35:47.634082] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:35:47.634924] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:47.635053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:47.636806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:47.637421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:47.808662] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:35:47.831099] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:35:47.920312] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:35:47.980498] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:35:47.983817] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:48.004512] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:48.047344] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 1m 12s | Global ETA: 1h 13m 15s
[2025-11-25T11:35:48.068719] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 3.75%
[2025-11-25T11:35:48.069057] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:35:48.069971] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:48.091281] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:48.152019] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:48.213305] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.21% | Symbol ETA: 6m 28s | Global ETA: 1h 13m 17s
[2025-11-25T11:35:48.213589] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:35:48.214442] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:48.214572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:48.216337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:48.216914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:48.222136] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.60%, Actual: 0.50%
[2025-11-25T11:35:48.229144] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -3.35% | Symbol ETA: 7.3s | Global ETA: 1h 13m 17s
[2025-11-25T11:35:48.229314] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:35:48.230295] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:35:48.230441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:48.235342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:48.237308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:48.237952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:48.238944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:48.283026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:48.338376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:48.400355] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: -0.43%, Actual: 2.12%
[2025-11-25T11:35:48.411118] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:35:48.422311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:48.423686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:35:48.425821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:48.564137] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:35:48.573837] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 0.21%
[2025-11-25T11:35:48.581516] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:48.641807] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -10.41%
[2025-11-25T11:35:48.641990] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:35:48.642902] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:48.735961] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:48.746599] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 0.30%
[2025-11-25T11:35:48.786761] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:35:48.796530] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.50% | Symbol ETA: 6m 28s | Global ETA: 1h 13m 22s
[2025-11-25T11:35:48.796816] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:35:48.797694] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:35:48.797825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:48.799551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:48.800116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:48.919966] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 1.16%
[2025-11-25T11:35:48.956772] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:48.982993] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:35:49.089368] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.86%
[2025-11-25T11:35:49.090442] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.92% | Symbol ETA: 6.4s | Global ETA: 1h 13m 25s
[2025-11-25T11:35:49.090760] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:35:49.091586] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:35:49.091750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:49.096551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:49.098428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:49.099004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:49.099986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:49.142985] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:35:49.143694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:49.155290] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:49.200184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:49.216700] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 5.58%
[2025-11-25T11:35:49.216964] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:35:49.217872] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:49.262745] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 2.61%
[2025-11-25T11:35:49.285847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:49.287306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:35:49.289456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:49.323837] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:49.388344] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.35% | Symbol ETA: 6m 27s | Global ETA: 1h 13m 28s
[2025-11-25T11:35:49.434083] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 0.31%
[2025-11-25T11:35:49.566196] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:35:49.568344] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.29%, Actual: 2.87%
[2025-11-25T11:35:49.605573] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.79%, Actual: 1.01%
[2025-11-25T11:35:49.630115] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:35:49.750588] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 3.56%
[2025-11-25T11:35:49.759833] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:49.778002] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.58%, Actual: 0.44%
[2025-11-25T11:35:49.778367] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 33.0595%
[2025-11-25T11:35:49.778529] [INFO ] [main      ] MXF: DISCARDED add_composite_volatility_context (score: 33.06%)
[2025-11-25T11:35:49.778660] [INFO ] [main      ] MXF: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:35:49.778764] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios']
[2025-11-25T11:35:49.778874] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:35:49.791502] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:49.792037] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:35:49.792985] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:49.793102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:35:49.795614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:49.800272] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:49.821551] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -0.02%
[2025-11-25T11:35:49.821927] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:35:49.822891] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:49.921537] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 6.08%, Actual: 0.62%
[2025-11-25T11:35:49.930159] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: 0.89% | Symbol ETA: 5.5s | Global ETA: 1h 13m 33s
[2025-11-25T11:35:49.930454] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:35:49.931302] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:35:49.931447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:49.936374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:49.938314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:49.938901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:49.939862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:49.982563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:50.036100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:50.089561] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.76%, Actual: 1.74%
[2025-11-25T11:35:50.120135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:50.121513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:35:50.123740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:50.137057] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:35:50.170901] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:35:50.257760] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -1.37%, Actual: 1.35%
[2025-11-25T11:35:50.309443] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:50.343429] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:50.374688] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.87% | Symbol ETA: 1m 5s | Global ETA: 1h 13m 37s
[2025-11-25T11:35:50.374973] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:35:50.375851] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:50.375996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:35:50.378476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:50.403912] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -6.31%
[2025-11-25T11:35:50.404272] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:35:50.405125] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:50.426041] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.81%, Actual: 1.21%
[2025-11-25T11:35:50.466258] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:35:50.599340] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.23%, Actual: 2.31%
[2025-11-25T11:35:50.634910] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:50.717882] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:35:50.743473] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:35:50.762319] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: -1.61% | Symbol ETA: 4.6s | Global ETA: 1h 13m 41s
[2025-11-25T11:35:50.762613] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:35:50.763455] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:35:50.763599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:50.768108] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.21%, Actual: 2.40%
[2025-11-25T11:35:50.768532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:50.770471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:50.771061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:50.772044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:50.816465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:50.870252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:50.888249] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:50.912907] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:50.944049] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.50%, Actual: 1.49%
[2025-11-25T11:35:50.953129] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.80% | Symbol ETA: 1m 5s | Global ETA: 1h 13m 42s
[2025-11-25T11:35:50.953428] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:35:50.954270] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:50.954406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:35:50.954732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:50.956058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:35:50.956883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:50.958298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:50.971773] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.99%
[2025-11-25T11:35:50.972111] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:35:50.972974] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:35:51.119826] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.35%, Actual: 1.19%
[2025-11-25T11:35:51.120191] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 57.6295%
[2025-11-25T11:35:51.120307] [INFO ] [main      ] BB: KEPT add_atr (score: 57.63%)
[2025-11-25T11:35:51.120422] [INFO ] [main      ] BB: Testing feature 3/53: add_atr_10
[2025-11-25T11:35:51.120522] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T11:35:51.120624] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:35:51.134912] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:51.135631] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:35:51.136620] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:35:51.136785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:51.138627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:51.139252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:51.139857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:51.295146] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:35:51.296202] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:35:51.309922] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:35:51.464708] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:51.465241] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:51.479167] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:51.494032] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:35:51.531452] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 1m 4s | Global ETA: 1h 13m 48s
[2025-11-25T11:35:51.531784] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:35:51.532626] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:51.532787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:35:51.535311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:51.537950] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.62%
[2025-11-25T11:35:51.596206] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -2.30% | Symbol ETA: 3.7s | Global ETA: 1h 13m 48s
[2025-11-25T11:35:51.596491] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:35:51.597319] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:35:51.597460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:51.602437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:51.604314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:51.604934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:51.606087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:51.650481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:51.672873] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:51.704474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:51.708927] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -2.51%, Actual: 2.02%
[2025-11-25T11:35:51.739938] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.32% | Symbol ETA: 3m 23s | Global ETA: 1h 13m 50s
[2025-11-25T11:35:51.740228] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:35:51.741091] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:35:51.741235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:51.743170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:51.743841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:51.744378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:51.792370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:51.793742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:35:51.795932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:51.880667] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:35:51.881041] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 6.42%, Actual: 3.01%
[2025-11-25T11:35:52.055979] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:52.069689] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 3.08%
[2025-11-25T11:35:52.105297] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:35:52.121070] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 1m 4s | Global ETA: 1h 13m 53s
[2025-11-25T11:35:52.121369] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:35:52.122290] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:52.122428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:35:52.124949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:52.136798] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:35:52.244083] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 3.75%, Actual: 3.32%
[2025-11-25T11:35:52.280765] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:52.306158] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:52.344713] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.04% | Symbol ETA: 3m 23s | Global ETA: 1h 13m 55s
[2025-11-25T11:35:52.344995] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:35:52.345939] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:35:52.346081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:52.347961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:52.348538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:52.349111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:52.423849] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -10.41%, Actual: 0.72%
[2025-11-25T11:35:52.433335] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 3.58% | Symbol ETA: 2.8s | Global ETA: 1h 13m 56s
[2025-11-25T11:35:52.433630] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:35:52.434499] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:35:52.434659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:52.439576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:52.441385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:52.441958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:52.442920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:52.467091] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:35:52.485351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:52.539219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:52.602821] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 5.58%, Actual: 2.67%
[2025-11-25T11:35:52.625885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:52.627252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:35:52.629456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:52.648025] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:52.702748] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:35:52.713898] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 1m 3s | Global ETA: 1h 13m 59s
[2025-11-25T11:35:52.714179] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:35:52.715045] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:52.715184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:35:52.717688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:52.782560] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 4.92%
[2025-11-25T11:35:52.891731] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:52.956461] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.16% | Symbol ETA: 3m 22s | Global ETA: 1h 14m 1s
[2025-11-25T11:35:52.956761] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:35:52.957743] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:35:52.957879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:52.959737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:52.960318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:52.960866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:52.964439] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -6.31%, Actual: 7.59%
[2025-11-25T11:35:52.970019] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:35:53.071895] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:35:53.140258] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:53.149344] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.99%, Actual: 6.76%
[2025-11-25T11:35:53.244590] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:53.267456] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 3.77% | Symbol ETA: 2.0s | Global ETA: 1h 14m 4s
[2025-11-25T11:35:53.267766] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:35:53.268605] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:35:53.268772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:53.273603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:53.275428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:53.276009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:53.276980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:53.308745] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:35:53.309615] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 1m 2s | Global ETA: 1h 14m 4s
[2025-11-25T11:35:53.309917] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:35:53.310763] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:53.310900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:35:53.313327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:53.320020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:53.327234] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.62%, Actual: 3.95%
[2025-11-25T11:35:53.327633] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 45.8393%
[2025-11-25T11:35:53.327806] [INFO ] [main      ] KORE: Baseline score (no features): 45.8393%
[2025-11-25T11:35:53.327922] [INFO ] [main      ] KORE: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:53.328030] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:35:53.328138] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:35:53.341132] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:53.341578] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:35:53.342439] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:53.342525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:53.347438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:53.373585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:53.459537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:35:53.461276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:35:53.463734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:53.483526] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:53.548417] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.17% | Symbol ETA: 3m 21s | Global ETA: 1h 14m 7s
[2025-11-25T11:35:53.548725] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:35:53.549556] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:35:53.549703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:53.551496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:53.552154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:53.552729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:53.682145] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:35:53.713608] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:35:53.814243] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:35:53.853377] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:53.906248] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:35:53.910019] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:53.919393] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 1m 2s | Global ETA: 1h 14m 10s
[2025-11-25T11:35:53.919560] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:35:53.920468] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:53.920610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:35:53.923076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:53.972202] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 5m 33s | Global ETA: 1h 14m 11s
[2025-11-25T11:35:53.972356] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:35:53.973126] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:53.973198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:53.978097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:53.986841] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:54.082048] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:54.116528] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -2.13% | Symbol ETA: 1.1s | Global ETA: 1h 14m 12s
[2025-11-25T11:35:54.150685] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 3m 21s | Global ETA: 1h 14m 12s
[2025-11-25T11:35:54.150966] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:35:54.151811] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:35:54.151952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:54.153711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:54.154310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:54.154919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:54.280220] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:35:54.296343] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 3.83%, Actual: 1.10%
[2025-11-25T11:35:54.328022] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:35:54.459731] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:54.469729] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -3.06%, Actual: 0.16%
[2025-11-25T11:35:54.499404] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:54.520623] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:35:54.525120] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.21% | Symbol ETA: 1m 1s | Global ETA: 1h 14m 16s
[2025-11-25T11:35:54.525273] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:35:54.526099] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:54.526173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:35:54.528746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:54.564550] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 2.67% | Symbol ETA: 5m 23s | Global ETA: 1h 14m 16s
[2025-11-25T11:35:54.564860] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:35:54.565725] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:54.565861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:54.570923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:54.640924] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -3.35%, Actual: 2.82%
[2025-11-25T11:35:54.696562] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:54.761273] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 3m 20s | Global ETA: 1h 14m 18s
[2025-11-25T11:35:54.761556] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:35:54.762458] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:35:54.762603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:54.764433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:54.765163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:54.765823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:54.816273] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.92%, Actual: 1.65%
[2025-11-25T11:35:54.878260] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:35:54.931122] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:35:54.996311] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.89%, Actual: 1.54%
[2025-11-25T11:35:55.072886] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:55.104041] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:55.126620] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:35:55.139087] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.51% | Symbol ETA: 1m 1s | Global ETA: 1h 14m 22s
[2025-11-25T11:35:55.139381] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:35:55.140222] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:55.140359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:35:55.142839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:55.167071] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 5m 21s | Global ETA: 1h 14m 22s
[2025-11-25T11:35:55.167379] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:35:55.168242] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:55.168382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:55.173349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:55.178246] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -1.61%, Actual: 1.33%
[2025-11-25T11:35:55.308003] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:55.353103] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -2.30%, Actual: 2.35%
[2025-11-25T11:35:55.369820] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.84% | Symbol ETA: 3m 20s | Global ETA: 1h 14m 24s
[2025-11-25T11:35:55.370085] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:35:55.370961] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:35:55.371093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:55.372809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:55.373355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:55.373886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:55.488754] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:35:55.516522] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:35:55.527395] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 3.58%, Actual: 0.72%
[2025-11-25T11:35:55.691899] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:55.691842] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:55.696352] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 3.77%, Actual: 2.91%
[2025-11-25T11:35:55.707267] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:35:55.756776] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.46% | Symbol ETA: 1m 0s | Global ETA: 1h 14m 27s
[2025-11-25T11:35:55.765085] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 6.29% | Symbol ETA: 5m 19s | Global ETA: 1h 14m 27s
[2025-11-25T11:35:55.765390] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:35:55.766335] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:55.766489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:55.771916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:55.866393] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -2.13%, Actual: 2.66%
[2025-11-25T11:35:55.866636] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 53.8151%
[2025-11-25T11:35:55.866883] [INFO ] [main      ] KNF: DISCARDED add_volatility_state_percentiles (score: 53.82%)
[2025-11-25T11:35:55.867005] [INFO ] [main      ] KNF: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:35:55.867134] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_volume_dispersion']
[2025-11-25T11:35:55.867248] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:35:55.876690] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:55.882455] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:55.883154] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:35:55.884123] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:55.884266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:55.889170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:55.891056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:55.891622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:55.892628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:55.930303] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.87%, Actual: 0.50%
[2025-11-25T11:35:55.935756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:55.937950] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.51% | Symbol ETA: 3m 19s | Global ETA: 1h 14m 29s
[2025-11-25T11:35:55.938100] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:35:55.938913] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:35:55.938987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:55.940630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:55.941147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:55.941608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:55.990543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:56.078167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:56.080175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:56.103883] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.80%, Actual: 2.12%
[2025-11-25T11:35:56.143856] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:35:56.278741] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 0.21%
[2025-11-25T11:35:56.293885] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:35:56.315997] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:35:56.380229] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -15.87% | Symbol ETA: 5m 19s | Global ETA: 1h 14m 33s
[2025-11-25T11:35:56.380507] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:35:56.381385] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:56.381513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:56.386373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:56.427181] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:35:56.450117] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -0.89%, Actual: 0.30%
[2025-11-25T11:35:56.474203] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:56.537912] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 3m 18s | Global ETA: 1h 14m 35s
[2025-11-25T11:35:56.538203] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:35:56.539129] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:35:56.539263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:56.541092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:56.541706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:56.542256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:56.601281] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:56.622287] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 1.16%
[2025-11-25T11:35:56.729170] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:35:56.733461] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 8.73% | Symbol ETA: 8.5s | Global ETA: 1h 14m 36s
[2025-11-25T11:35:56.733791] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:35:56.734677] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:56.734827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:56.739894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:56.741836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:56.742413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:56.743412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:56.788991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:56.793510] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 0.86%
[2025-11-25T11:35:56.844175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:56.898507] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:35:56.909389] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:35:56.933176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:56.935045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:56.966894] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 2.61%
[2025-11-25T11:35:56.975777] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 6.29% | Symbol ETA: 5m 17s | Global ETA: 1h 14m 39s
[2025-11-25T11:35:56.976082] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:35:56.976956] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:56.977076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:56.982150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:57.073675] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:57.136127] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.14% | Symbol ETA: 3m 18s | Global ETA: 1h 14m 40s
[2025-11-25T11:35:57.139969] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.21%, Actual: 0.31%
[2025-11-25T11:35:57.280722] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:35:57.306523] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.32%, Actual: 2.87%
[2025-11-25T11:35:57.310299] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 1.01%
[2025-11-25T11:35:57.335263] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:35:57.454015] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:57.476969] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.04%, Actual: 3.56%
[2025-11-25T11:35:57.484226] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.46%, Actual: 0.44%
[2025-11-25T11:35:57.484600] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 40.6186%
[2025-11-25T11:35:57.484788] [INFO ] [main      ] MXF: DISCARDED add_day_shape_ratios (score: 40.62%)
[2025-11-25T11:35:57.484908] [INFO ] [main      ] MXF: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:35:57.485011] [DEBUG] [main      ] Testing with features: ['add_directional_consistency']
[2025-11-25T11:35:57.485117] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:35:57.497787] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:57.498473] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:35:57.499436] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:57.499575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:35:57.513687] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:35:57.580850] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 2.48% | Symbol ETA: 5m 17s | Global ETA: 1h 14m 44s
[2025-11-25T11:35:57.581134] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:35:57.581984] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:57.582131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:57.587287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:57.589177] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -2.24% | Symbol ETA: 7.7s | Global ETA: 1h 14m 44s
[2025-11-25T11:35:57.589476] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:35:57.590387] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:57.590537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:57.595542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:57.597522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:57.598132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:57.599173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:57.625526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:57.650548] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.16%, Actual: 0.62%
[2025-11-25T11:35:57.658139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:57.714350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:57.803234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:57.805101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:57.820765] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.17%, Actual: 1.74%
[2025-11-25T11:35:57.944237] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:35:57.973660] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:35:57.994443] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.62%, Actual: 1.35%
[2025-11-25T11:35:58.127697] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:35:58.146401] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:58.154777] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:35:58.166584] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 1.21%
[2025-11-25T11:35:58.194633] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -4.21% | Symbol ETA: 5m 17s | Global ETA: 1h 14m 50s
[2025-11-25T11:35:58.194944] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:35:58.195803] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:58.195944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:58.201192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:58.210117] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.19% | Symbol ETA: 55.9s | Global ETA: 1h 14m 50s
[2025-11-25T11:35:58.210395] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:35:58.211276] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:58.211417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:35:58.335164] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:58.338287] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.84%, Actual: 2.31%
[2025-11-25T11:35:58.338231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:58.468068] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -2.10% | Symbol ETA: 6.9s | Global ETA: 1h 14m 53s
[2025-11-25T11:35:58.468374] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:35:58.469334] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:58.469501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:58.474555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:58.476608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:58.477272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:58.478250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:58.509109] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.51%, Actual: 2.40%
[2025-11-25T11:35:58.525053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:58.560994] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:35:58.583449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:58.672799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:58.674844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:58.683368] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:35:58.688038] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 1.49%
[2025-11-25T11:35:58.745681] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:35:58.811803] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 7.20% | Symbol ETA: 5m 17s | Global ETA: 1h 14m 56s
[2025-11-25T11:35:58.811984] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:35:58.813031] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:58.813174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:58.818504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:58.856753] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:35:58.886025] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.14%, Actual: 1.19%
[2025-11-25T11:35:58.886386] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 43.2060%
[2025-11-25T11:35:58.886507] [INFO ] [main      ] BB: DISCARDED add_atr_10 (score: 43.21%)
[2025-11-25T11:35:58.886612] [INFO ] [main      ] BB: Testing feature 4/53: add_atr_5
[2025-11-25T11:35:58.886727] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5']
[2025-11-25T11:35:58.886829] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:35:58.900329] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:35:58.901034] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:35:58.901945] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:35:58.902074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:58.903850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:58.904423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:58.904915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:58.919774] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 55.2s | Global ETA: 1h 14m 57s
[2025-11-25T11:35:58.920064] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:35:58.920947] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:58.921088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:35:59.022931] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:35:59.043161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:59.170539] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:35:59.203503] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:35:59.244977] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:35:59.343450] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 2.96% | Symbol ETA: 6.0s | Global ETA: 1h 15m 1s
[2025-11-25T11:35:59.343757] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:35:59.344576] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:35:59.344734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:35:59.347666] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:35:59.349602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:59.351473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:35:59.352083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:35:59.353052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:35:59.380886] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:35:59.396996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:35:59.412715] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -9.38% | Symbol ETA: 5m 16s | Global ETA: 1h 15m 1s
[2025-11-25T11:35:59.419506] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:35:59.450954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:35:59.482523] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.29% | Symbol ETA: 2m 12s | Global ETA: 1h 15m 2s
[2025-11-25T11:35:59.482810] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:35:59.483679] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:35:59.483810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:35:59.485515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:35:59.486112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:35:59.486587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:59.537723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:35:59.541364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:59.554174] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:35:59.596901] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.09%, Actual: 2.02%
[2025-11-25T11:35:59.618624] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.83% | Symbol ETA: 54.5s | Global ETA: 1h 15m 3s
[2025-11-25T11:35:59.618821] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:35:59.619604] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:35:59.619702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:35:59.742574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:35:59.767963] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 2.67%, Actual: 3.01%
[2025-11-25T11:35:59.848593] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:35:59.886536] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:35:59.936512] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -1.23%, Actual: 3.08%
[2025-11-25T11:36:00.036977] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:00.057386] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:00.085000] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:36:00.100321] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 2m 12s | Global ETA: 1h 15m 8s
[2025-11-25T11:36:00.100472] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:36:00.101245] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:00.101320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:00.103545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:00.104068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:00.104064] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 6.29%, Actual: 3.32%
[2025-11-25T11:36:00.104466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:00.206997] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -1.02% | Symbol ETA: 5.2s | Global ETA: 1h 15m 9s
[2025-11-25T11:36:00.207160] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:36:00.209352] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:00.209430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:00.216127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:00.217948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:00.218433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:00.219352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:00.264042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:00.276787] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -15.87%, Actual: 0.72%
[2025-11-25T11:36:00.322724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:00.378756] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:00.455240] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.23% | Symbol ETA: 54.0s | Global ETA: 1h 15m 11s
[2025-11-25T11:36:00.455387] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:36:00.456201] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:00.456278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:00.468673] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 6.29%, Actual: 2.67%
[2025-11-25T11:36:00.495411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:36:00.500546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:00.601833] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:36:00.713242] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 2.48%, Actual: 4.92%
[2025-11-25T11:36:00.753699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:00.798318] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:00.862122] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 6.08% | Symbol ETA: 2m 11s | Global ETA: 1h 15m 15s
[2025-11-25T11:36:00.862435] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:36:00.863276] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:00.863427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:00.865285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:00.865943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:00.866442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:00.900325] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -4.21%, Actual: 7.59%
[2025-11-25T11:36:00.974351] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:36:01.073851] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 7.20%, Actual: 6.76%
[2025-11-25T11:36:01.148683] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:01.206892] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:36:01.250999] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -9.38%, Actual: 3.95%
[2025-11-25T11:36:01.251258] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 44.1697%
[2025-11-25T11:36:01.251319] [INFO ] [main      ] KORE: DISCARDED add_afternoon_v_morning_volatility_mix (score: 44.17%)
[2025-11-25T11:36:01.251362] [INFO ] [main      ] KORE: Testing feature 2/53: add_atr
[2025-11-25T11:36:01.251401] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T11:36:01.251442] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:36:01.264288] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:01.264964] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:36:01.265844] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:36:01.265917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:01.267634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:01.268192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:01.277784] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 4.5s | Global ETA: 1h 15m 19s
[2025-11-25T11:36:01.277932] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:36:01.278758] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:01.278836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:01.283665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:01.285493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:01.286037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:01.286938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:01.331983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:01.361546] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:36:01.388287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:01.431548] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:01.483738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:36:01.485604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:01.494591] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.31% | Symbol ETA: 53.5s | Global ETA: 1h 15m 21s
[2025-11-25T11:36:01.494758] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:36:01.495526] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:01.495594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:01.554681] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:01.616470] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:36:01.616436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:01.617781] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.76% | Symbol ETA: 2m 11s | Global ETA: 1h 15m 22s
[2025-11-25T11:36:01.618037] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:36:01.618835] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:01.618916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:01.620574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:01.621129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:01.621536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:01.790878] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:01.845718] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:36:01.856322] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -1.97% | Symbol ETA: 6m 49s | Global ETA: 1h 15m 24s
[2025-11-25T11:36:01.856476] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:36:01.857280] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:36:01.857354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:01.859066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:01.859595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:01.983374] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:36:01.983762] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:36:02.025097] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:02.153358] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -0.77% | Symbol ETA: 3.5s | Global ETA: 1h 15m 27s
[2025-11-25T11:36:02.153510] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:36:02.154468] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:02.154546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:02.159358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:02.161172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:02.161682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:02.162551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:02.167513] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:02.176977] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:02.206240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:02.214502] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:36:02.231914] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -1.37% | Symbol ETA: 2m 10s | Global ETA: 1h 15m 28s
[2025-11-25T11:36:02.232077] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:36:02.232872] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:02.232945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:02.234614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:02.235154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:02.235560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:02.250282] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.06% | Symbol ETA: 52.7s | Global ETA: 1h 15m 28s
[2025-11-25T11:36:02.250568] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:36:02.251634] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:02.251818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:02.261196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:02.349669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:36:02.351517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:02.376363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:02.391106] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:02.456402] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 3.04% | Symbol ETA: 6m 49s | Global ETA: 1h 15m 30s
[2025-11-25T11:36:02.456570] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:36:02.457434] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:36:02.457510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:02.459313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:02.459901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:02.589121] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:36:02.717028] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:36:02.756877] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:36:02.762785] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:02.810718] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:36:02.824684] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.81% | Symbol ETA: 2m 9s | Global ETA: 1h 15m 33s
[2025-11-25T11:36:02.824989] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:36:02.825823] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:02.825964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:02.827771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:02.828401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:02.828909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:02.900957] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:02.929605] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:02.983117] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:02.994193] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 51.9s | Global ETA: 1h 15m 35s
[2025-11-25T11:36:02.994492] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:36:02.995750] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:02.995893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:03.032075] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -2.01% | Symbol ETA: 2.6s | Global ETA: 1h 15m 35s
[2025-11-25T11:36:03.032349] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:36:03.033267] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:03.033406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:03.038436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:03.040330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:03.040920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:03.041898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:03.044303] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 6m 48s | Global ETA: 1h 15m 35s
[2025-11-25T11:36:03.044608] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:36:03.045475] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:36:03.045619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:03.047506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:03.048111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:03.087964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:03.122224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:03.144801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:03.177146] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:36:03.232173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:36:03.234174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:03.352435] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:03.397980] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:36:03.417474] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.23% | Symbol ETA: 2m 9s | Global ETA: 1h 15m 39s
[2025-11-25T11:36:03.417792] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:36:03.418845] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:03.419177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:03.420944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:03.421532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:03.422029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:03.474434] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:36:03.573827] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:03.594912] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:36:03.637001] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 3.26% | Symbol ETA: 6m 48s | Global ETA: 1h 15m 41s
[2025-11-25T11:36:03.637359] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:36:03.638312] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:36:03.638470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:03.640360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:03.641058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:03.651633] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:03.716391] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 51.1s | Global ETA: 1h 15m 42s
[2025-11-25T11:36:03.716595] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:36:03.717881] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:03.718083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:03.772387] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:03.801754] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:36:03.848614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:03.898068] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 6.07% | Symbol ETA: 1.7s | Global ETA: 1h 15m 43s
[2025-11-25T11:36:03.898344] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:36:03.899224] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:03.899358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:03.904221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:03.906148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:03.906753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:03.907764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:03.950560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:03.985389] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:04.002712] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:36:04.005541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:04.050190] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.21% | Symbol ETA: 2m 8s | Global ETA: 1h 15m 45s
[2025-11-25T11:36:04.050490] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:36:04.051399] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:04.051551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:04.053403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:04.054074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:04.054588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:04.093730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:36:04.096312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:04.177300] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:04.197777] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:36:04.241152] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -4.47% | Symbol ETA: 6m 47s | Global ETA: 1h 15m 47s
[2025-11-25T11:36:04.241455] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:36:04.242364] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:36:04.242506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:04.244315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:04.244943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:04.372286] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:04.401371] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:36:04.434846] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.92% | Symbol ETA: 50.3s | Global ETA: 1h 15m 48s
[2025-11-25T11:36:04.435175] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:36:04.435988] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:04.436129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:04.436023] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:36:04.561236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:04.579936] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:04.600193] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:36:04.607992] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:04.642454] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.50% | Symbol ETA: 2m 7s | Global ETA: 1h 15m 50s
[2025-11-25T11:36:04.642773] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:36:04.643686] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:04.643827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:04.645589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:04.646255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:04.646799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:04.737110] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -1.88% | Symbol ETA: 0.9s | Global ETA: 1h 15m 51s
[2025-11-25T11:36:04.773508] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:04.834806] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -1.06% | Symbol ETA: 6m 46s | Global ETA: 1h 15m 52s
[2025-11-25T11:36:04.835079] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:36:04.835854] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:36:04.835993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:04.837749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:04.838325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:04.908558] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 8.73%, Actual: 1.10%
[2025-11-25T11:36:04.917383] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:36:04.993831] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:36:05.078196] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -2.24%, Actual: 0.16%
[2025-11-25T11:36:05.090344] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:05.152502] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 49.5s | Global ETA: 1h 15m 55s
[2025-11-25T11:36:05.173077] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:05.180295] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:36:05.234703] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.35% | Symbol ETA: 2m 7s | Global ETA: 1h 15m 56s
[2025-11-25T11:36:05.248888] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -2.10%, Actual: 2.82%
[2025-11-25T11:36:05.324347] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.19%, Actual: 0.50%
[2025-11-25T11:36:05.350871] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:05.409701] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.29%, Actual: 2.87%
[2025-11-25T11:36:05.412725] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 3.50% | Symbol ETA: 6m 46s | Global ETA: 1h 15m 57s
[2025-11-25T11:36:05.413027] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:36:05.413862] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:36:05.414022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:05.415809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:05.416391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:05.420853] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 2.96%, Actual: 1.65%
[2025-11-25T11:36:05.497446] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 2.12%
[2025-11-25T11:36:05.590968] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 3.56%
[2025-11-25T11:36:05.591983] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -1.02%, Actual: 1.54%
[2025-11-25T11:36:05.670666] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 0.21%
[2025-11-25T11:36:05.757947] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:36:05.762900] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 1.33%
[2025-11-25T11:36:05.765380] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 6.08%, Actual: 0.62%
[2025-11-25T11:36:05.842732] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.23%, Actual: 0.30%
[2025-11-25T11:36:05.928240] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:05.934175] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 2.35%
[2025-11-25T11:36:05.938046] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.76%, Actual: 1.74%
[2025-11-25T11:36:05.990032] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -6.28% | Symbol ETA: 6m 45s | Global ETA: 1h 16m 3s
[2025-11-25T11:36:05.990330] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:36:05.991161] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:36:05.991299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:05.993068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:05.993704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:06.016908] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.31%, Actual: 1.16%
[2025-11-25T11:36:06.106135] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -2.01%, Actual: 0.72%
[2025-11-25T11:36:06.111891] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -1.37%, Actual: 1.35%
[2025-11-25T11:36:06.188021] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.86%
[2025-11-25T11:36:06.278042] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 6.07%, Actual: 2.91%
[2025-11-25T11:36:06.282602] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.81%, Actual: 1.21%
[2025-11-25T11:36:06.336564] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:36:06.359434] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 2.61%
[2025-11-25T11:36:06.449987] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 2.66%
[2025-11-25T11:36:06.450246] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 40.3430%
[2025-11-25T11:36:06.450344] [INFO ] [main      ] KNF: DISCARDED add_volume_dispersion (score: 40.34%)
[2025-11-25T11:36:06.450404] [INFO ] [main      ] KNF: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:36:06.450453] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_volume_flow_differentials']
[2025-11-25T11:36:06.450532] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:36:06.456743] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.23%, Actual: 2.31%
[2025-11-25T11:36:06.464235] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:06.464676] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:36:06.465672] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:06.465806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:06.470664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:06.472503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:06.473080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:06.474036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:06.508549] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:06.518001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:06.531419] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.31%
[2025-11-25T11:36:06.569754] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 6.58% | Symbol ETA: 6m 45s | Global ETA: 1h 16m 8s
[2025-11-25T11:36:06.570025] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:36:06.570861] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:36:06.570999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:06.572713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:06.573285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:06.573622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:06.626678] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.21%, Actual: 2.40%
[2025-11-25T11:36:06.657755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:36:06.660706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:06.707764] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.92%, Actual: 1.01%
[2025-11-25T11:36:06.796206] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.50%, Actual: 1.49%
[2025-11-25T11:36:06.882221] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 0.44%
[2025-11-25T11:36:06.882639] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 32.4825%
[2025-11-25T11:36:06.882766] [INFO ] [main      ] MXF: DISCARDED add_directional_consistency (score: 32.48%)
[2025-11-25T11:36:06.882887] [INFO ] [main      ] MXF: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:36:06.882993] [DEBUG] [main      ] Testing with features: ['add_fullday_parkinson_range']
[2025-11-25T11:36:06.883101] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:36:06.896113] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:06.896762] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:36:06.897760] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:06.897902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:06.899610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:06.911365] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:36:06.968463] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.35%, Actual: 1.19%
[2025-11-25T11:36:06.968711] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 57.6295%
[2025-11-25T11:36:06.968854] [INFO ] [main      ] BB: KEPT add_atr_5 (score: 57.63%)
[2025-11-25T11:36:06.968927] [INFO ] [main      ] BB: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:36:06.968997] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T11:36:06.969069] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:36:06.982945] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:06.983619] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:36:06.984563] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:06.984673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:06.986546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:06.987128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:06.987556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:06.988382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:06.998036] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:36:07.082107] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:07.142943] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.83% | Symbol ETA: 6m 44s | Global ETA: 1h 16m 14s
[2025-11-25T11:36:07.170820] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:07.257608] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:36:07.304045] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 3.32% | Symbol ETA: 8.2s | Global ETA: 1h 16m 15s
[2025-11-25T11:36:07.304317] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:36:07.305149] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:07.305286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:07.310214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:07.312079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:07.312637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:07.313624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:07.315402] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -1.97%, Actual: 2.02%
[2025-11-25T11:36:07.330386] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:36:07.357204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:07.412912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:07.428941] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:07.484708] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 3.04%, Actual: 3.01%
[2025-11-25T11:36:07.491667] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -0.82% | Symbol ETA: 57.0s | Global ETA: 1h 16m 17s
[2025-11-25T11:36:07.491939] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:36:07.492783] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:07.492921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:07.494600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:07.499128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:36:07.502172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:07.502026] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:07.566759] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -3.76% | Symbol ETA: 1m 42s | Global ETA: 1h 16m 18s
[2025-11-25T11:36:07.567068] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:36:07.567926] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:07.568094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:07.569838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:07.570662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:07.571138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:07.572172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:07.657149] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 3.08%
[2025-11-25T11:36:07.826856] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 3.26%, Actual: 3.32%
[2025-11-25T11:36:07.843428] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:36:07.847955] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:36:07.939166] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:36:07.997819] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -4.47%, Actual: 0.72%
[2025-11-25T11:36:08.014035] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:08.024135] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:08.086610] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 56.4s | Global ETA: 1h 16m 22s
[2025-11-25T11:36:08.086918] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:36:08.087851] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:08.087998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:08.089712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:08.133208] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:08.145220] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 7.4s | Global ETA: 1h 16m 23s
[2025-11-25T11:36:08.145505] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:36:08.146367] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:08.146507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:08.151435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:08.153315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:08.153897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:08.154852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:08.169842] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -1.06%, Actual: 2.67%
[2025-11-25T11:36:08.199341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:08.200141] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.98% | Symbol ETA: 1m 42s | Global ETA: 1h 16m 23s
[2025-11-25T11:36:08.200439] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:36:08.201285] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:08.201427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:08.203280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:08.203886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:08.204362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:08.205242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:08.256564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:08.339835] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 3.50%, Actual: 4.92%
[2025-11-25T11:36:08.343102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:36:08.346322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:08.433140] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:36:08.509434] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -6.28%, Actual: 7.59%
[2025-11-25T11:36:08.570248] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:36:08.604493] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:08.666443] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.50% | Symbol ETA: 55.8s | Global ETA: 1h 16m 28s
[2025-11-25T11:36:08.666753] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:36:08.667611] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:08.667767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:08.669445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:08.677840] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 6.58%, Actual: 6.76%
[2025-11-25T11:36:08.690280] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:36:08.756927] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:08.818795] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.44% | Symbol ETA: 1m 41s | Global ETA: 1h 16m 29s
[2025-11-25T11:36:08.819095] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:36:08.819944] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:08.820085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:08.821807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:08.822402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:08.822834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:08.823689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:08.845269] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.83%, Actual: 3.95%
[2025-11-25T11:36:08.845534] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 65.1965%
[2025-11-25T11:36:08.845708] [INFO ] [main      ] KORE: KEPT add_atr (score: 65.20%)
[2025-11-25T11:36:08.845823] [INFO ] [main      ] KORE: Testing feature 3/53: add_atr_10
[2025-11-25T11:36:08.845928] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T11:36:08.846034] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:36:08.858735] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:08.859244] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:36:08.860113] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:08.860254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:08.862034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:08.862616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:08.863067] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:08.863209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:08.998174] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -0.71% | Symbol ETA: 6.6s | Global ETA: 1h 16m 31s
[2025-11-25T11:36:08.998463] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:36:08.999356] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:08.999505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:09.004848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:09.006918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:09.007538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:09.008528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:09.017029] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:36:09.055182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:09.114500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:09.167886] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:36:09.188264] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:09.198446] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:36:09.204768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:36:09.208278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:09.249323] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 55.2s | Global ETA: 1h 16m 33s
[2025-11-25T11:36:09.249608] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:36:09.250500] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:09.250656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:09.252365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:09.337695] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:09.364449] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:09.398999] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.12% | Symbol ETA: 1m 41s | Global ETA: 1h 16m 35s
[2025-11-25T11:36:09.399292] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:36:09.400135] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:09.400277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:09.402000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:09.402580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:09.403065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:09.403914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:09.425218] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.39% | Symbol ETA: 3m 15s | Global ETA: 1h 16m 35s
[2025-11-25T11:36:09.425492] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:36:09.426328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:09.426467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:09.428235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:09.428831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:09.429361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:09.556126] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:36:09.597987] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:36:09.730534] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:09.752130] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:36:09.775057] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:36:09.784920] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:09.850708] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 54.6s | Global ETA: 1h 16m 39s
[2025-11-25T11:36:09.851011] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:36:09.851922] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:09.852069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:09.853831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:09.870807] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.44% | Symbol ETA: 5.8s | Global ETA: 1h 16m 39s
[2025-11-25T11:36:09.871085] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:36:09.871933] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:09.872072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:09.876919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:09.878854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:09.879411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:09.880365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:09.924141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:09.924869] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:09.943713] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:09.978533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:09.987088] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 1m 40s | Global ETA: 1h 16m 40s
[2025-11-25T11:36:09.987599] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:36:09.989140] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:09.989279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:09.991218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:09.991856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:09.992328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:09.993162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:10.006407] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 6.31% | Symbol ETA: 3m 14s | Global ETA: 1h 16m 40s
[2025-11-25T11:36:10.006586] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:36:10.007429] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:10.007513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:10.009246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:10.009839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:10.010302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:10.063744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:36:10.066879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:10.213671] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:36:10.329512] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:36:10.346615] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:36:10.390661] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:10.408911] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:36:10.451494] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 54.1s | Global ETA: 1h 16m 44s
[2025-11-25T11:36:10.451787] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:36:10.452630] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:10.452787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:10.454426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:10.497362] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:10.559758] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 1m 39s | Global ETA: 1h 16m 45s
[2025-11-25T11:36:10.560071] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:36:10.560980] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:10.561147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:10.562943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:10.563551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:10.564041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:10.564892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:10.572633] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:10.578947] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:10.633746] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -1.87% | Symbol ETA: 3m 14s | Global ETA: 1h 16m 46s
[2025-11-25T11:36:10.633891] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:36:10.634634] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:10.634749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:10.636417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:10.636953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:10.637433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:10.708926] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -1.17% | Symbol ETA: 4.9s | Global ETA: 1h 16m 47s
[2025-11-25T11:36:10.709071] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:36:10.709852] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:10.709930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:10.714714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:10.716464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:10.716979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:10.717914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:10.761713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:10.789263] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:36:10.816569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:10.902118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:36:10.903194] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:36:10.905265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:10.959070] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:10.979863] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:36:11.020075] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 53.5s | Global ETA: 1h 16m 50s
[2025-11-25T11:36:11.020385] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:36:11.021222] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:11.021360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:11.023012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:11.070699] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:11.132835] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.09% | Symbol ETA: 1m 39s | Global ETA: 1h 16m 51s
[2025-11-25T11:36:11.132984] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:36:11.133779] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:11.133923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:11.135571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:11.136133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:11.136550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:11.137342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:11.149107] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:11.209859] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 2.46% | Symbol ETA: 3m 13s | Global ETA: 1h 16m 52s
[2025-11-25T11:36:11.210010] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:36:11.210774] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:11.210847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:11.212466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:11.212973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:11.213417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:11.245898] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:36:11.365201] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:36:11.419603] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:11.476671] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:36:11.537806] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:11.549585] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:36:11.551718] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 4.64% | Symbol ETA: 4.0s | Global ETA: 1h 16m 55s
[2025-11-25T11:36:11.551990] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:36:11.552829] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:11.552962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:11.557847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:11.559703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:11.560256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:11.561212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:11.598804] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 52.9s | Global ETA: 1h 16m 55s
[2025-11-25T11:36:11.598950] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:36:11.599721] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:11.599792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:11.601348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:11.604938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:11.645315] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:11.659247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:11.706131] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.57% | Symbol ETA: 1m 38s | Global ETA: 1h 16m 56s
[2025-11-25T11:36:11.706445] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:36:11.707389] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:11.707530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:11.709252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:11.709839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:11.710316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:11.711160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:11.717153] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:11.743846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:36:11.747117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:11.779102] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -5.71% | Symbol ETA: 3m 13s | Global ETA: 1h 16m 57s
[2025-11-25T11:36:11.779380] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:36:11.780217] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:11.780360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:11.782083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:11.782673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:11.783193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:11.938790] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:36:12.048151] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:36:12.086290] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:36:12.107092] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:12.118291] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:36:12.167809] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.41% | Symbol ETA: 52.3s | Global ETA: 1h 17m 0s
[2025-11-25T11:36:12.168118] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:36:12.168961] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:12.169112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:12.170780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:12.216637] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:12.255635] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:12.277716] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: -0.16% | Symbol ETA: 1m 38s | Global ETA: 1h 17m 2s
[2025-11-25T11:36:12.278019] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:36:12.278897] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:12.279042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:12.280826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:12.281412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:12.281937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:12.282815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:12.284013] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:12.346474] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 1.41% | Symbol ETA: 3m 12s | Global ETA: 1h 17m 2s
[2025-11-25T11:36:12.346773] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:36:12.347611] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:12.347768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:12.349552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:12.350135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:12.350677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:12.391707] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -0.64% | Symbol ETA: 3.2s | Global ETA: 1h 17m 3s
[2025-11-25T11:36:12.391880] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:36:12.392743] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:12.392945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:12.397924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:12.399965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:12.400544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:12.401512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:12.445024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:12.500160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:12.554531] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:36:12.584706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:36:12.587906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:12.624966] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:36:12.689728] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:36:12.736241] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:12.796134] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:12.799418] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.74% | Symbol ETA: 51.7s | Global ETA: 1h 17m 6s
[2025-11-25T11:36:12.857673] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.11% | Symbol ETA: 1m 37s | Global ETA: 1h 17m 7s
[2025-11-25T11:36:12.860854] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:12.922562] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -1.22% | Symbol ETA: 3m 12s | Global ETA: 1h 17m 8s
[2025-11-25T11:36:12.922851] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:36:12.923693] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:12.923831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:12.925562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:12.926133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:12.926676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:12.931375] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:36:12.982207] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -0.82%, Actual: 0.50%
[2025-11-25T11:36:13.028961] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -3.76%, Actual: 2.87%
[2025-11-25T11:36:13.101577] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:13.159689] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 2.12%
[2025-11-25T11:36:13.199044] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.98%, Actual: 3.56%
[2025-11-25T11:36:13.238277] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -2.02% | Symbol ETA: 2.3s | Global ETA: 1h 17m 10s
[2025-11-25T11:36:13.238445] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:36:13.239282] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:13.239496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:13.244877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:13.246920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:13.247523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:13.248507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:13.263150] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:36:13.292853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:13.339958] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.50%, Actual: 0.21%
[2025-11-25T11:36:13.347585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:13.369420] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.44%, Actual: 0.62%
[2025-11-25T11:36:13.432347] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:13.433534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:36:13.436786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:13.494369] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -2.54% | Symbol ETA: 3m 11s | Global ETA: 1h 17m 13s
[2025-11-25T11:36:13.494687] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:36:13.495518] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:13.495676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:13.497676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:13.498272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:13.498821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:13.524772] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -0.67%, Actual: 0.30%
[2025-11-25T11:36:13.540815] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.12%, Actual: 1.74%
[2025-11-25T11:36:13.706919] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 1.16%
[2025-11-25T11:36:13.710855] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.62%, Actual: 1.35%
[2025-11-25T11:36:13.783078] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:36:13.838238] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:36:13.884168] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 1.21%
[2025-11-25T11:36:13.888116] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 0.86%
[2025-11-25T11:36:13.956331] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:14.007636] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:14.053541] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.09%, Actual: 2.31%
[2025-11-25T11:36:14.067575] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 2.61%
[2025-11-25T11:36:14.068989] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 7.15% | Symbol ETA: 3m 10s | Global ETA: 1h 17m 18s
[2025-11-25T11:36:14.069155] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:36:14.069932] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:14.070159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:14.071896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:14.072452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:14.072994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:14.092618] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 5.66% | Symbol ETA: 1.5s | Global ETA: 1h 17m 18s
[2025-11-25T11:36:14.092838] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:36:14.093608] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:14.093711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:14.098669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:14.100488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:14.101156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:14.102151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:14.145388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:14.200259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:14.222242] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.57%, Actual: 2.40%
[2025-11-25T11:36:14.249724] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 0.31%
[2025-11-25T11:36:14.285991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:36:14.289215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:14.391620] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 1.49%
[2025-11-25T11:36:14.414734] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:36:14.426835] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 1.01%
[2025-11-25T11:36:14.565064] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.11%, Actual: 1.19%
[2025-11-25T11:36:14.565344] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 47.4050%
[2025-11-25T11:36:14.565478] [INFO ] [main      ] BB: DISCARDED add_close_to_open_alignment (score: 47.41%)
[2025-11-25T11:36:14.565591] [INFO ] [main      ] BB: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:36:14.565713] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T11:36:14.565829] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:36:14.579317] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:14.580051] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:36:14.581043] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:14.581185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:14.582959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:14.583584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:14.584087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:14.585073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:14.586289] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:14.603605] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.74%, Actual: 0.44%
[2025-11-25T11:36:14.603994] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 38.5874%
[2025-11-25T11:36:14.604159] [INFO ] [main      ] MXF: DISCARDED add_fullday_parkinson_range (score: 38.59%)
[2025-11-25T11:36:14.604277] [INFO ] [main      ] MXF: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:36:14.604384] [DEBUG] [main      ] Testing with features: ['add_gap_fill_state']
[2025-11-25T11:36:14.604491] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:36:14.617612] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:14.618136] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:36:14.619161] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:14.619323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:14.638532] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:36:14.648982] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.82% | Symbol ETA: 3m 10s | Global ETA: 1h 17m 24s
[2025-11-25T11:36:14.663222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:14.811455] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:14.819721] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.39%, Actual: 2.02%
[2025-11-25T11:36:14.926982] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:36:14.945690] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -1.31% | Symbol ETA: 0.6s | Global ETA: 1h 17m 26s
[2025-11-25T11:36:14.989292] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 6.31%, Actual: 3.01%
[2025-11-25T11:36:15.015541] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:36:15.097530] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:15.117182] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 3.32%, Actual: 1.10%
[2025-11-25T11:36:15.159552] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -1.87%, Actual: 3.08%
[2025-11-25T11:36:15.160464] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.47% | Symbol ETA: 1m 17s | Global ETA: 1h 17m 28s
[2025-11-25T11:36:15.160775] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:36:15.161594] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:15.161749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:15.163461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:15.164049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:15.164571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:15.165538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:15.185748] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:15.250129] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -0.95% | Symbol ETA: 42.6s | Global ETA: 1h 17m 29s
[2025-11-25T11:36:15.250443] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:36:15.251299] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:15.251440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:15.288465] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.16%
[2025-11-25T11:36:15.294129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:15.327363] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 2.46%, Actual: 3.32%
[2025-11-25T11:36:15.461439] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -0.71%, Actual: 2.82%
[2025-11-25T11:36:15.497781] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -5.71%, Actual: 0.72%
[2025-11-25T11:36:15.503834] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:36:15.633355] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.44%, Actual: 1.65%
[2025-11-25T11:36:15.634106] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:36:15.666601] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 1.41%, Actual: 2.67%
[2025-11-25T11:36:15.675044] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:15.738400] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.11% | Symbol ETA: 1m 16s | Global ETA: 1h 17m 34s
[2025-11-25T11:36:15.738692] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:36:15.739537] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:15.739693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:15.741396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:15.741988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:15.742475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:15.743451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:15.802208] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:15.804372] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -1.17%, Actual: 1.54%
[2025-11-25T11:36:15.833774] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -1.22%, Actual: 4.92%
[2025-11-25T11:36:15.865985] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 1.26% | Symbol ETA: 41.9s | Global ETA: 1h 17m 35s
[2025-11-25T11:36:15.866157] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:36:15.866934] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:15.867007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:15.909970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:15.974592] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 4.64%, Actual: 1.33%
[2025-11-25T11:36:16.003023] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -2.54%, Actual: 7.59%
[2025-11-25T11:36:16.087366] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:36:16.143895] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -0.64%, Actual: 2.35%
[2025-11-25T11:36:16.172566] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 7.15%, Actual: 6.76%
[2025-11-25T11:36:16.245128] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:36:16.256384] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:16.314261] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -2.02%, Actual: 0.72%
[2025-11-25T11:36:16.319008] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 8.87% | Symbol ETA: 1m 15s | Global ETA: 1h 17m 39s
[2025-11-25T11:36:16.319313] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:36:16.320166] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:16.320311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:16.322034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:16.322664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:16.323138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:16.324113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:16.340540] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.82%, Actual: 3.95%
[2025-11-25T11:36:16.340859] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 48.1349%
[2025-11-25T11:36:16.340988] [INFO ] [main      ] KORE: DISCARDED add_atr_10 (score: 48.13%)
[2025-11-25T11:36:16.341101] [INFO ] [main      ] KORE: Testing feature 4/53: add_atr_5
[2025-11-25T11:36:16.341203] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5']
[2025-11-25T11:36:16.341260] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:36:16.353802] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:16.354461] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:36:16.355326] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:16.355463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:16.357247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:16.357848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:16.358320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:16.413145] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:16.478299] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.81% | Symbol ETA: 41.2s | Global ETA: 1h 17m 41s
[2025-11-25T11:36:16.478604] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:36:16.479551] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:16.479726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:16.485998] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 5.66%, Actual: 2.91%
[2025-11-25T11:36:16.525965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:16.655274] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -1.31%, Actual: 2.66%
[2025-11-25T11:36:16.655638] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 37.3059%
[2025-11-25T11:36:16.655759] [INFO ] [main      ] KNF: DISCARDED add_volume_flow_differentials (score: 37.31%)
[2025-11-25T11:36:16.655870] [INFO ] [main      ] KNF: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:36:16.655968] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_volume_pressure_into_close']
[2025-11-25T11:36:16.656072] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:36:16.664301] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:36:16.670333] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:16.670900] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:36:16.671815] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:16.671949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:16.676856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:16.678787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:16.679347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:16.680305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:16.695969] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:36:16.724568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:16.780189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:16.835715] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:16.863940] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:16.866041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:36:16.868122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:16.883437] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:36:16.897871] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.89% | Symbol ETA: 1m 15s | Global ETA: 1h 17m 45s
[2025-11-25T11:36:16.898164] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:36:16.898986] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:16.899125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:16.900836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:16.901404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:16.901957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:16.902939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:16.924890] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -1.97% | Symbol ETA: 2m 8s | Global ETA: 1h 17m 45s
[2025-11-25T11:36:16.925183] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:36:16.926026] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:16.926167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:16.927931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:16.928498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:16.928988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:17.058287] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:17.124596] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.47% | Symbol ETA: 40.6s | Global ETA: 1h 17m 47s
[2025-11-25T11:36:17.124954] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:36:17.125844] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:17.125986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:17.185265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:17.204663] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:36:17.242710] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:36:17.266337] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:36:17.372557] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:17.412816] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:17.435020] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:17.475852] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 1.40% | Symbol ETA: 1m 14s | Global ETA: 1h 17m 50s
[2025-11-25T11:36:17.476175] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:36:17.477090] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:17.477242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:17.479071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:17.479741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:17.480220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:17.481228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:17.496675] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 3.04% | Symbol ETA: 2m 7s | Global ETA: 1h 17m 50s
[2025-11-25T11:36:17.496829] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:36:17.497765] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:17.497840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:17.499524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:17.500097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:17.500501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:17.516480] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 3.01% | Symbol ETA: 8.0s | Global ETA: 1h 17m 50s
[2025-11-25T11:36:17.516854] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:36:17.518377] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:17.518527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:17.523733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:17.525895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:17.526566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:17.527636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:17.549352] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:36:17.572039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:17.627141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:17.713423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:36:17.715517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:17.731493] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:17.798683] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 40.1s | Global ETA: 1h 17m 53s
[2025-11-25T11:36:17.798971] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:36:17.799858] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:17.799997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:17.820938] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:36:17.837418] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:36:17.845746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:17.991160] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:18.007789] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:18.052394] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:36:18.052805] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 1m 14s | Global ETA: 1h 17m 55s
[2025-11-25T11:36:18.053098] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:36:18.053994] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:18.054136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:18.055852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:18.056422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:18.056916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:18.057920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:18.069778] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 2m 6s | Global ETA: 1h 17m 56s
[2025-11-25T11:36:18.070051] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:36:18.070894] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:18.071036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:18.072805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:18.073416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:18.073921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:18.199059] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:36:18.219909] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:18.348144] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -4.15% | Symbol ETA: 7.1s | Global ETA: 1h 17m 58s
[2025-11-25T11:36:18.348429] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:36:18.349284] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:18.349421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:18.354338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:18.356365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:18.356970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:18.357978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:18.378788] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:18.396281] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:36:18.402033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:18.414420] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:36:18.444103] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 39.4s | Global ETA: 1h 17m 59s
[2025-11-25T11:36:18.444405] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:36:18.445312] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:18.445453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:18.457161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:18.490104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:18.542632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:36:18.544882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:18.564118] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:18.584677] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:18.627026] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.52% | Symbol ETA: 1m 13s | Global ETA: 1h 18m 1s
[2025-11-25T11:36:18.627343] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:36:18.628189] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:18.628338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:18.630095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:18.630614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:18.631107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:18.632093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:18.647974] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 3.26% | Symbol ETA: 2m 6s | Global ETA: 1h 18m 1s
[2025-11-25T11:36:18.648290] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:36:18.649244] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:18.649398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:18.651210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:18.651851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:18.652322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:18.851734] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:36:18.886679] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:36:18.976595] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:36:18.994543] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:36:19.033827] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:19.053856] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:19.101719] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.34% | Symbol ETA: 38.8s | Global ETA: 1h 18m 5s
[2025-11-25T11:36:19.102016] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:36:19.102940] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:19.103126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:19.147205] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:19.151427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:19.165248] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:19.192561] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -2.36% | Symbol ETA: 6.3s | Global ETA: 1h 18m 6s
[2025-11-25T11:36:19.192862] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:36:19.193706] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:19.193838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:19.198694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:19.200485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:19.201078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:19.202108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:19.208960] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.44% | Symbol ETA: 1m 13s | Global ETA: 1h 18m 6s
[2025-11-25T11:36:19.209248] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:36:19.210093] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:19.210234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:19.211976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:19.212552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:19.213042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:19.214008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:19.227877] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -4.47% | Symbol ETA: 2m 5s | Global ETA: 1h 18m 6s
[2025-11-25T11:36:19.228183] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:36:19.229052] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:19.229191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:19.230941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:19.231514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:19.232001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:19.245173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:19.299242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:19.382520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:36:19.384688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:19.522743] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:36:19.551124] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:36:19.570296] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:36:19.709775] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:19.725997] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:36:19.728548] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:19.743815] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:19.772816] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.27% | Symbol ETA: 38.2s | Global ETA: 1h 18m 11s
[2025-11-25T11:36:19.773092] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:36:19.773973] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:19.774110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:19.789725] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.43% | Symbol ETA: 1m 12s | Global ETA: 1h 18m 12s
[2025-11-25T11:36:19.790016] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:36:19.790858] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:19.791031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:19.792767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:19.793332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:19.793829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:19.794809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:19.804722] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -1.06% | Symbol ETA: 2m 5s | Global ETA: 1h 18m 12s
[2025-11-25T11:36:19.805004] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:36:19.805852] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:19.806022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:19.807784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:19.808370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:19.808861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:19.816734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:19.952166] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:20.083668] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 0.54% | Symbol ETA: 5.5s | Global ETA: 1h 18m 14s
[2025-11-25T11:36:20.083942] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:36:20.084779] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:20.084912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:20.089752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:20.091488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:20.092057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:20.093011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:20.135610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:20.147243] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:36:20.156418] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:36:20.166383] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:36:20.189743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:20.272691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:36:20.274505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:20.317820] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:20.326689] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:20.378548] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 3.50% | Symbol ETA: 2m 4s | Global ETA: 1h 18m 17s
[2025-11-25T11:36:20.378870] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:36:20.379730] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:20.379866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:20.381564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:20.382141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:20.382613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:20.391049] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.72% | Symbol ETA: 1m 11s | Global ETA: 1h 18m 17s
[2025-11-25T11:36:20.412186] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:20.477763] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -1.05% | Symbol ETA: 37.5s | Global ETA: 1h 18m 18s
[2025-11-25T11:36:20.478065] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:36:20.478967] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:20.479108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:20.525815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:20.572953] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.47%, Actual: 2.87%
[2025-11-25T11:36:20.616406] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:36:20.720712] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:36:20.749598] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.11%, Actual: 3.56%
[2025-11-25T11:36:20.787240] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:20.889270] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:20.890473] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:36:20.915340] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.87% | Symbol ETA: 4.7s | Global ETA: 1h 18m 22s
[2025-11-25T11:36:20.915621] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:36:20.916520] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:20.916672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:20.921522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:20.923388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:20.923963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:20.924920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:20.927098] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 8.87%, Actual: 0.62%
[2025-11-25T11:36:20.950170] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -6.28% | Symbol ETA: 2m 4s | Global ETA: 1h 18m 22s
[2025-11-25T11:36:20.950472] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:36:20.951303] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:20.951441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:20.953153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:20.953732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:20.954197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:20.968228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:21.023461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:21.075196] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:21.102876] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.89%, Actual: 1.74%
[2025-11-25T11:36:21.108403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:36:21.110609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:21.141122] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.71% | Symbol ETA: 36.9s | Global ETA: 1h 18m 24s
[2025-11-25T11:36:21.278821] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 1.40%, Actual: 1.35%
[2025-11-25T11:36:21.291191] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:36:21.324542] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -0.95%, Actual: 0.50%
[2025-11-25T11:36:21.449520] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 1.21%
[2025-11-25T11:36:21.452385] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:36:21.459768] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:21.505071] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 1.26%, Actual: 2.12%
[2025-11-25T11:36:21.520511] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 6.58% | Symbol ETA: 2m 3s | Global ETA: 1h 18m 28s
[2025-11-25T11:36:21.520808] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:36:21.521617] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:36:21.521804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:21.523518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:21.524094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:21.524566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:21.624690] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 2.31%
[2025-11-25T11:36:21.625187] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:21.688431] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 0.21%
[2025-11-25T11:36:21.754737] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 3.8s | Global ETA: 1h 18m 30s
[2025-11-25T11:36:21.754880] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:36:21.755625] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:21.755856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:21.760673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:21.762496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:21.763061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:21.764023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:21.800196] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.44%, Actual: 2.40%
[2025-11-25T11:36:21.808154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:21.861893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:21.864186] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:36:21.873018] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.47%, Actual: 0.30%
[2025-11-25T11:36:21.944937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:36:21.946764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:21.973684] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.43%, Actual: 1.49%
[2025-11-25T11:36:22.033164] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:22.060054] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 1.16%
[2025-11-25T11:36:22.094116] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.83% | Symbol ETA: 2m 2s | Global ETA: 1h 18m 33s
[2025-11-25T11:36:22.147324] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.72%, Actual: 1.19%
[2025-11-25T11:36:22.147737] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 46.6428%
[2025-11-25T11:36:22.147905] [INFO ] [main      ] BB: DISCARDED add_composite_volatility_context (score: 46.64%)
[2025-11-25T11:36:22.148025] [INFO ] [main      ] BB: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:36:22.148133] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-25T11:36:22.148246] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:36:22.162004] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:22.162693] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:36:22.163696] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:22.163838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:22.165760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:22.166453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:22.166976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:22.169616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:22.240439] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 0.86%
[2025-11-25T11:36:22.263924] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -1.97%, Actual: 2.02%
[2025-11-25T11:36:22.281313] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:36:22.426974] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.34%, Actual: 2.61%
[2025-11-25T11:36:22.434370] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 3.04%, Actual: 3.01%
[2025-11-25T11:36:22.448934] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:22.537359] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:36:22.580383] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: 1.28% | Symbol ETA: 2.9s | Global ETA: 1h 18m 38s
[2025-11-25T11:36:22.580676] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:36:22.581480] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:22.581616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:22.586414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:22.588325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:22.588896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:22.589851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:22.601156] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.27%, Actual: 0.31%
[2025-11-25T11:36:22.604313] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 3.08%
[2025-11-25T11:36:22.632870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:22.686716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:22.705790] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:22.769868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:36:22.771687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:22.771626] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.08% | Symbol ETA: 1m 4s | Global ETA: 1h 18m 39s
[2025-11-25T11:36:22.771960] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:36:22.772792] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:22.772961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:22.774112] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 3.26%, Actual: 3.32%
[2025-11-25T11:36:22.774854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:22.775440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:22.775318] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -1.05%, Actual: 1.01%
[2025-11-25T11:36:22.775888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:22.778412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:22.942451] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -4.47%, Actual: 0.72%
[2025-11-25T11:36:22.953926] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.71%, Actual: 0.44%
[2025-11-25T11:36:22.954359] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 39.4382%
[2025-11-25T11:36:22.954532] [INFO ] [main      ] MXF: DISCARDED add_gap_fill_state (score: 39.44%)
[2025-11-25T11:36:22.954672] [INFO ] [main      ] MXF: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:36:22.954781] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite']
[2025-11-25T11:36:22.954891] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:36:22.967279] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:22.968009] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:36:22.968966] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:22.969105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:22.970135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:23.108309] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:36:23.110273] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -1.06%, Actual: 2.67%
[2025-11-25T11:36:23.116376] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:36:23.275931] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:23.278241] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 3.50%, Actual: 4.92%
[2025-11-25T11:36:23.288398] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:23.317258] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:36:23.356802] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 1m 3s | Global ETA: 1h 18m 45s
[2025-11-25T11:36:23.357131] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:36:23.358029] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:23.358178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:23.360033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:23.360734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:23.361225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:23.363819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:23.408888] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 0.34% | Symbol ETA: 2.1s | Global ETA: 1h 18m 45s
[2025-11-25T11:36:23.409048] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:36:23.409852] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:23.410054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:23.414899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:23.416704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:23.417274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:23.418229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:23.448075] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -6.28%, Actual: 7.59%
[2025-11-25T11:36:23.460843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:23.485207] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:23.514437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:23.548272] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.33% | Symbol ETA: 40.3s | Global ETA: 1h 18m 47s
[2025-11-25T11:36:23.548578] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:36:23.549425] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:23.549582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:23.550562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:23.597886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:36:23.599852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:23.616980] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 6.58%, Actual: 6.76%
[2025-11-25T11:36:23.705090] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:36:23.786403] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.83%, Actual: 3.95%
[2025-11-25T11:36:23.786816] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 65.1965%
[2025-11-25T11:36:23.786999] [INFO ] [main      ] KORE: KEPT add_atr_5 (score: 65.20%)
[2025-11-25T11:36:23.787146] [INFO ] [main      ] KORE: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:36:23.787271] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T11:36:23.787388] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:36:23.800318] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:23.800943] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:36:23.801866] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:23.802008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:23.803788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:23.804374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:23.804869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:23.805724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:23.876130] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:23.888505] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:36:23.939506] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:36:23.942727] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.29% | Symbol ETA: 1m 2s | Global ETA: 1h 18m 50s
[2025-11-25T11:36:23.942871] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:36:23.943633] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:23.943742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:23.945449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:23.945997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:23.946422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:23.948898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:24.059639] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:24.109931] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:24.121753] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 39.7s | Global ETA: 1h 18m 52s
[2025-11-25T11:36:24.122057] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:36:24.122899] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:24.123038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:24.124000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:24.143124] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:36:24.237534] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 0.39% | Symbol ETA: 1.2s | Global ETA: 1h 18m 53s
[2025-11-25T11:36:24.237836] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:36:24.238676] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:24.238809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:24.243676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:24.245542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:24.246125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:24.247123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:24.289816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:24.296112] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:36:24.311518] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:24.344520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:24.372985] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.39% | Symbol ETA: 1m 34s | Global ETA: 1h 18m 54s
[2025-11-25T11:36:24.373290] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:36:24.374132] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:24.374274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:24.376000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:24.376580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:24.377079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:24.377929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:24.428738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:36:24.430933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:24.461985] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:36:24.487162] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:24.555436] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.55% | Symbol ETA: 1m 2s | Global ETA: 1h 18m 56s
[2025-11-25T11:36:24.555749] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:36:24.556590] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:24.556750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:24.558529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:24.559151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:24.559690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:24.563500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:24.632757] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:24.695121] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.31% | Symbol ETA: 39.1s | Global ETA: 1h 18m 57s
[2025-11-25T11:36:24.695268] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:36:24.696039] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:24.696111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:24.696991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:24.721291] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:36:24.774338] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:36:24.890215] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:24.908683] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:36:24.951682] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 2.20% | Symbol ETA: 1m 34s | Global ETA: 1h 18m 60s
[2025-11-25T11:36:24.951985] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:36:24.952838] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:24.953005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:24.954222] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:24.954705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:24.955272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:24.955803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:24.956621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:25.071250] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:36:25.082047] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:25.090986] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -4.08% | Symbol ETA: 0.4s | Global ETA: 1h 19m 1s
[2025-11-25T11:36:25.146682] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 1m 1s | Global ETA: 1h 19m 2s
[2025-11-25T11:36:25.146993] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:36:25.147870] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:25.148008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:25.149744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:25.150312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:25.150807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:25.153229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:25.252328] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:25.265792] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 3.01%, Actual: 1.10%
[2025-11-25T11:36:25.293043] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:36:25.317401] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.16% | Symbol ETA: 38.6s | Global ETA: 1h 19m 3s
[2025-11-25T11:36:25.317742] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:36:25.318663] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:25.318810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:25.319882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:25.436081] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -4.15%, Actual: 0.16%
[2025-11-25T11:36:25.464804] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:25.494298] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:36:25.526736] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 1m 33s | Global ETA: 1h 19m 5s
[2025-11-25T11:36:25.527058] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:36:25.527913] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:25.527996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:25.529729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:25.530308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:25.530736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:25.531546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:25.605846] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -2.36%, Actual: 2.82%
[2025-11-25T11:36:25.663807] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:25.678579] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:36:25.728200] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.36% | Symbol ETA: 1m 1s | Global ETA: 1h 19m 7s
[2025-11-25T11:36:25.728517] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:36:25.729374] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:25.729549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:25.731314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:25.731918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:25.732389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:25.734859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:25.776163] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 0.54%, Actual: 1.65%
[2025-11-25T11:36:25.857249] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:25.873245] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:36:25.923143] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 38.0s | Global ETA: 1h 19m 9s
[2025-11-25T11:36:25.923319] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:36:25.924376] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:25.924525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:25.925548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:25.947001] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.87%, Actual: 1.54%
[2025-11-25T11:36:26.045289] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:26.081271] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:36:26.107995] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 3.12% | Symbol ETA: 1m 33s | Global ETA: 1h 19m 11s
[2025-11-25T11:36:26.108300] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:36:26.109172] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:26.109318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:26.111121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:26.111761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:26.112271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:26.113156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:26.119815] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.27%, Actual: 1.33%
[2025-11-25T11:36:26.254563] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:26.282691] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:36:26.289233] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: 1.28%, Actual: 2.35%
[2025-11-25T11:36:26.318374] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -3.05% | Symbol ETA: 59.9s | Global ETA: 1h 19m 13s
[2025-11-25T11:36:26.318705] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:36:26.319572] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:26.319731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:26.321488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:26.322101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:26.322584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:26.325056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:26.463283] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:26.465799] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 0.72%
[2025-11-25T11:36:26.466130] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:36:26.526491] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 37.4s | Global ETA: 1h 19m 15s
[2025-11-25T11:36:26.526815] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:36:26.527769] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:26.527929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:26.529048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:26.634313] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:26.636684] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 0.39%, Actual: 2.91%
[2025-11-25T11:36:26.668063] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:36:26.697471] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -3.75% | Symbol ETA: 1m 32s | Global ETA: 1h 19m 16s
[2025-11-25T11:36:26.697673] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:36:26.698585] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:26.698739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:26.700412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:26.701015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:26.701485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:26.702323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:26.808716] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -4.08%, Actual: 2.66%
[2025-11-25T11:36:26.808973] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 40.1789%
[2025-11-25T11:36:26.809083] [INFO ] [main      ] KNF: DISCARDED add_volume_pressure_into_close (score: 40.18%)
[2025-11-25T11:36:26.809145] [INFO ] [main      ] KNF: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:36:26.809195] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_volume_zscore']
[2025-11-25T11:36:26.809253] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:36:26.823612] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:26.824082] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:36:26.824966] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:26.825046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:26.829944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:26.831918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:26.832490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:26.833494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:26.841691] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:26.877181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:26.890204] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:36:26.905421] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.19% | Symbol ETA: 59.3s | Global ETA: 1h 19m 18s
[2025-11-25T11:36:26.905704] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:36:26.906526] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:26.906684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:26.908450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:26.909036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:26.909507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:26.911952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:26.932524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:27.017885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:36:27.019978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:27.043147] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:36:27.068276] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:27.132781] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 36.9s | Global ETA: 1h 19m 20s
[2025-11-25T11:36:27.133075] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:36:27.134085] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:27.134266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:27.135315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:27.220737] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:27.249171] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:36:27.282796] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 1.58% | Symbol ETA: 1m 32s | Global ETA: 1h 19m 22s
[2025-11-25T11:36:27.283095] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:36:27.283946] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:27.284097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:27.285836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:27.286354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:27.286848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:27.287897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:27.364278] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:36:27.418638] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:27.481515] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 3.30% | Symbol ETA: 58.7s | Global ETA: 1h 19m 23s
[2025-11-25T11:36:27.481808] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:36:27.482629] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:27.482735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:27.484453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:27.485041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:27.485446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:27.487988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:27.495414] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:36:27.537850] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:27.643407] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:36:27.670537] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 8.04% | Symbol ETA: 7.8s | Global ETA: 1h 19m 25s
[2025-11-25T11:36:27.670847] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:36:27.671687] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:27.671821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:27.676692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:27.677237] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:27.678588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:27.679176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:27.680137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:27.724075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:27.742458] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.54% | Symbol ETA: 36.3s | Global ETA: 1h 19m 26s
[2025-11-25T11:36:27.742667] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:36:27.743590] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:27.743747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:27.744674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:27.779572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:27.820066] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:27.827212] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:36:27.866839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:36:27.869119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:27.882172] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -2.64% | Symbol ETA: 1m 31s | Global ETA: 1h 19m 27s
[2025-11-25T11:36:27.882511] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:36:27.883574] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:27.883755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:27.885743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:27.886351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:27.886801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:27.887731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:27.997399] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:28.061516] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -3.84% | Symbol ETA: 58.1s | Global ETA: 1h 19m 29s
[2025-11-25T11:36:28.105464] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:36:28.211819] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:36:28.230269] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:36:28.240248] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.08%, Actual: 2.87%
[2025-11-25T11:36:28.289668] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:28.352891] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.67% | Symbol ETA: 35.7s | Global ETA: 1h 19m 32s
[2025-11-25T11:36:28.353174] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:36:28.354190] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:28.354277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:28.355262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:28.381571] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:28.398435] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:28.409890] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 3.56%
[2025-11-25T11:36:28.460327] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -2.47% | Symbol ETA: 1m 31s | Global ETA: 1h 19m 33s
[2025-11-25T11:36:28.460635] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:36:28.461481] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:28.461627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:28.463371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:28.463975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:28.464446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:28.465287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:28.508755] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: 1.55% | Symbol ETA: 6.9s | Global ETA: 1h 19m 33s
[2025-11-25T11:36:28.509059] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:36:28.510396] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:28.510531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:28.515400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:28.517334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:28.517938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:28.518906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:28.562143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:28.591588] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.29%, Actual: 0.62%
[2025-11-25T11:36:28.618217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:28.703033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:36:28.705030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:28.713150] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:36:28.761359] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.55%, Actual: 1.74%
[2025-11-25T11:36:28.801488] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:36:28.891606] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:28.935794] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 1.35%
[2025-11-25T11:36:28.957632] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.59% | Symbol ETA: 35.1s | Global ETA: 1h 19m 37s
[2025-11-25T11:36:28.974379] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:29.035890] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 9.68% | Symbol ETA: 1m 30s | Global ETA: 1h 19m 38s
[2025-11-25T11:36:29.036181] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:36:29.037028] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:29.037186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:29.038920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:29.039501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:29.039987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:36:29.040834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:29.041899] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:36:29.112334] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 1.21%
[2025-11-25T11:36:29.139333] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.33%, Actual: 0.50%
[2025-11-25T11:36:29.212032] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:29.294267] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -3.05%, Actual: 2.31%
[2025-11-25T11:36:29.315839] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.05%, Actual: 2.12%
[2025-11-25T11:36:29.343099] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -2.00% | Symbol ETA: 6.1s | Global ETA: 1h 19m 41s
[2025-11-25T11:36:29.343370] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:36:29.344209] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:29.344346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:29.349263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:29.351056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:29.351624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:29.352610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:29.378277] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:36:29.396156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:29.450563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:29.464460] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.19%, Actual: 2.40%
[2025-11-25T11:36:29.496750] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.31%, Actual: 0.21%
[2025-11-25T11:36:29.535122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:36:29.537082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:29.549510] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:29.613478] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.70% | Symbol ETA: 1m 29s | Global ETA: 1h 19m 43s
[2025-11-25T11:36:29.640306] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 3.30%, Actual: 1.49%
[2025-11-25T11:36:29.682362] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.16%, Actual: 0.30%
[2025-11-25T11:36:29.785731] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.39%, Actual: 2.02%
[2025-11-25T11:36:29.816798] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -3.84%, Actual: 1.19%
[2025-11-25T11:36:29.817248] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 37.5008%
[2025-11-25T11:36:29.817425] [INFO ] [main      ] BB: DISCARDED add_day_shape_ratios (score: 37.50%)
[2025-11-25T11:36:29.817549] [INFO ] [main      ] BB: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:36:29.817678] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency']
[2025-11-25T11:36:29.817791] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:36:29.831749] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:29.832526] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:36:29.833554] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:29.833714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:29.835536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:29.836181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:29.836694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:29.860473] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 1.16%
[2025-11-25T11:36:29.878336] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:36:29.956093] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 2.20%, Actual: 3.01%
[2025-11-25T11:36:29.969771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:30.040311] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.64%, Actual: 0.86%
[2025-11-25T11:36:30.046676] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:30.129185] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.95%, Actual: 3.08%
[2025-11-25T11:36:30.179962] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: 1.19% | Symbol ETA: 5.2s | Global ETA: 1h 19m 49s
[2025-11-25T11:36:30.180247] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:36:30.181106] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:30.181242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:30.186055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:30.187889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:30.188441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:30.189408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:30.221315] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 2.61%
[2025-11-25T11:36:30.232919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:30.287782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:30.298091] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 3.12%, Actual: 3.32%
[2025-11-25T11:36:30.310195] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:36:30.373200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:36:30.375385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:30.398612] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.31%
[2025-11-25T11:36:30.468236] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -3.75%, Actual: 0.72%
[2025-11-25T11:36:30.481023] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:30.544277] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.63% | Symbol ETA: 55.7s | Global ETA: 1h 19m 52s
[2025-11-25T11:36:30.544597] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:36:30.545574] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:30.545751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:30.547704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:30.548393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:30.548957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:30.579435] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 1.01%
[2025-11-25T11:36:30.638903] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 1.58%, Actual: 2.67%
[2025-11-25T11:36:30.675797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:30.718039] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:36:30.758231] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.59%, Actual: 0.44%
[2025-11-25T11:36:30.758625] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 37.6503%
[2025-11-25T11:36:30.758816] [INFO ] [main      ] MXF: DISCARDED add_gap_morning_composite (score: 37.65%)
[2025-11-25T11:36:30.758883] [INFO ] [main      ] MXF: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:36:30.758993] [DEBUG] [main      ] Testing with features: ['add_gap_resolution_state']
[2025-11-25T11:36:30.759103] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:36:30.771968] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:30.772699] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:36:30.773633] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:30.773789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:30.808927] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -2.64%, Actual: 4.92%
[2025-11-25T11:36:30.834552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:30.888987] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:30.985338] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -2.47%, Actual: 7.59%
[2025-11-25T11:36:31.019912] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:36:31.021018] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 4.4s | Global ETA: 1h 19m 56s
[2025-11-25T11:36:31.021186] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:36:31.021971] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:31.022187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:31.027071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:31.028986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:31.029568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:31.030551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:31.073738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:31.128310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:31.155775] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 9.68%, Actual: 6.76%
[2025-11-25T11:36:31.188968] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:36:31.200239] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:31.213547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:36:31.215588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:31.267340] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 55.0s | Global ETA: 1h 19m 59s
[2025-11-25T11:36:31.267495] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:36:31.268368] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:31.268451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:31.270247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:31.270826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:31.271237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:31.329945] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.70%, Actual: 3.95%
[2025-11-25T11:36:31.330185] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 51.1798%
[2025-11-25T11:36:31.330248] [INFO ] [main      ] KORE: DISCARDED add_close_to_open_alignment (score: 51.18%)
[2025-11-25T11:36:31.330292] [INFO ] [main      ] KORE: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:36:31.330329] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T11:36:31.330370] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:36:31.343540] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:31.344232] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:36:31.345132] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:31.345207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:31.346914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:31.347476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:31.347910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:31.348901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:31.361509] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:31.400882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:31.425051] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -2.20% | Symbol ETA: 35.0s | Global ETA: 1h 20m 0s
[2025-11-25T11:36:31.425204] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:36:31.426020] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:31.426093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:31.481689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:31.565283] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:36:31.690534] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:36:31.738715] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:31.742669] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:36:31.831956] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:36:31.875218] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 1.51% | Symbol ETA: 3.6s | Global ETA: 1h 20m 4s
[2025-11-25T11:36:31.875401] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:36:31.876382] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:31.876525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:31.879413] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:31.881466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:31.883357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:31.883989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:31.884968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:31.928588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:31.933819] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:31.942849] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.34% | Symbol ETA: 1m 16s | Global ETA: 1h 20m 5s
[2025-11-25T11:36:31.943015] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:36:31.943806] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:31.943896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:31.945564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:31.946261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:31.946766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:31.947797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:31.983535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:31.998920] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.23% | Symbol ETA: 54.4s | Global ETA: 1h 20m 6s
[2025-11-25T11:36:31.999218] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:36:32.000092] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:32.000238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:32.002054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:32.002711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:32.003208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:32.006200] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:32.071046] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.75% | Symbol ETA: 34.3s | Global ETA: 1h 20m 6s
[2025-11-25T11:36:32.071279] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:36:32.071095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:36:32.072071] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:32.072268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:32.073302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:32.128052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:32.133338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:32.290237] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:36:32.414553] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:36:32.461975] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:32.473167] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:36:32.488424] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:36:32.525823] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 2.06% | Symbol ETA: 1m 16s | Global ETA: 1h 20m 11s
[2025-11-25T11:36:32.526093] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:36:32.526947] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:32.527105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:32.528872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:32.529444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:32.529965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:32.530935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:32.582952] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:32.642725] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:32.665986] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:32.706101] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 33.6s | Global ETA: 1h 20m 12s
[2025-11-25T11:36:32.706396] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:36:32.707267] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:32.707407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:32.713544] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -3.99% | Symbol ETA: 2.7s | Global ETA: 1h 20m 12s
[2025-11-25T11:36:32.713839] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:36:32.714670] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:32.714804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:32.719708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:32.721499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:32.722062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:32.723022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:32.730331] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.97% | Symbol ETA: 53.6s | Global ETA: 1h 20m 12s
[2025-11-25T11:36:32.730617] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:36:32.731505] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:32.731696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:32.733475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:32.734086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:32.734571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:32.764524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:32.769039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:32.824093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:32.869367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:32.871737] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:36:32.906346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:36:32.908122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:33.040526] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:33.102687] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -1.35% | Symbol ETA: 1m 15s | Global ETA: 1h 20m 16s
[2025-11-25T11:36:33.102966] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:36:33.103805] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:33.103945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:33.105708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:33.106269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:33.106376] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:36:33.106763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:33.107776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:33.220411] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:36:33.240948] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:36:33.288639] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:33.360392] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.35% | Symbol ETA: 33.0s | Global ETA: 1h 20m 18s
[2025-11-25T11:36:33.360724] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:36:33.361786] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:33.361940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:33.395695] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:33.406501] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:33.425815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:33.455972] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:36:33.458150] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.94% | Symbol ETA: 52.9s | Global ETA: 1h 20m 19s
[2025-11-25T11:36:33.458455] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:36:33.461206] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:33.461291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:33.463187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:33.463833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:33.464284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:33.541082] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: 2.58% | Symbol ETA: 1.9s | Global ETA: 1h 20m 20s
[2025-11-25T11:36:33.541241] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:36:33.542046] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:33.542243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:33.547088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:33.548904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:33.549491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:33.550475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:33.595445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:33.595396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:33.630788] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:33.650521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:33.696016] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 2.84% | Symbol ETA: 1m 14s | Global ETA: 1h 20m 21s
[2025-11-25T11:36:33.696334] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:36:33.697230] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:33.697421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:33.699250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:33.699815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:33.700350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:33.701345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:33.738137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:36:33.740053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:33.787969] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:36:33.952772] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:36:33.960085] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:34.024606] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 32.3s | Global ETA: 1h 20m 24s
[2025-11-25T11:36:34.024776] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:36:34.025529] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:34.025601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:34.046057] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:36:34.080447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:34.088432] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:36:34.131342] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:34.196968] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.12% | Symbol ETA: 52.2s | Global ETA: 1h 20m 26s
[2025-11-25T11:36:34.197294] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:36:34.198198] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:34.198341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:34.200139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:34.200752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:34.201237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:34.216453] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:34.270229] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:34.287096] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -1.79% | Symbol ETA: 1m 14s | Global ETA: 1h 20m 27s
[2025-11-25T11:36:34.287451] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:36:34.288731] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:34.288923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:34.291434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:34.292173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:34.292759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:34.293950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:34.334334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:34.406258] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 2.70% | Symbol ETA: 1.0s | Global ETA: 1h 20m 28s
[2025-11-25T11:36:34.406539] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:36:34.407414] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:34.407554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:34.413294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:34.415244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:34.415834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:34.416807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:34.426338] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:36:34.462290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:34.518144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:34.606310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:36:34.608293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:34.609735] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:34.648660] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:36:34.674597] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 31.7s | Global ETA: 1h 20m 31s
[2025-11-25T11:36:34.674757] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:36:34.675506] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:34.675579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:34.692335] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:36:34.730267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:34.834557] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:34.862038] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:34.899352] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 3.40% | Symbol ETA: 1m 13s | Global ETA: 1h 20m 33s
[2025-11-25T11:36:34.899677] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:36:34.900525] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:34.900686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:34.902454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:34.903064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:34.903545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:34.904540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:34.927774] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.19% | Symbol ETA: 51.5s | Global ETA: 1h 20m 33s
[2025-11-25T11:36:34.928109] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:36:34.929086] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:34.929247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:34.931225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:34.931903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:34.932550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:34.963634] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:36:35.075307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:35.081212] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:36:35.141954] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:35.251685] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:35.269672] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:36:35.280032] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: 0.60% | Symbol ETA: 0.2s | Global ETA: 1h 20m 36s
[2025-11-25T11:36:35.314002] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 31.0s | Global ETA: 1h 20m 37s
[2025-11-25T11:36:35.314287] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:36:35.315129] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:35.315210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:35.369997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:35.447624] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:36:35.458399] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 8.04%, Actual: 1.10%
[2025-11-25T11:36:35.461001] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:35.525158] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 5.24% | Symbol ETA: 1m 13s | Global ETA: 1h 20m 38s
[2025-11-25T11:36:35.525432] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:36:35.526275] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:35.526417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:35.528216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:35.528827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:35.529302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:35.530309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:35.617057] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:35.640611] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: 1.55%, Actual: 0.16%
[2025-11-25T11:36:35.680384] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.55% | Symbol ETA: 50.8s | Global ETA: 1h 20m 40s
[2025-11-25T11:36:35.680673] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:36:35.681453] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:35.681592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:35.683339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:35.683940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:35.684415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:35.714350] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:36:35.815240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:35.817460] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -2.00%, Actual: 2.82%
[2025-11-25T11:36:35.871715] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:36:35.888135] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:35.951233] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.33% | Symbol ETA: 30.4s | Global ETA: 1h 20m 42s
[2025-11-25T11:36:35.951396] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:36:35.952318] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:35.952455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:35.990721] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 1.19%, Actual: 1.65%
[2025-11-25T11:36:36.006605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:36.040523] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:36.103264] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -8.56% | Symbol ETA: 1m 12s | Global ETA: 1h 20m 44s
[2025-11-25T11:36:36.103551] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:36:36.104381] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:36.104522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:36.106229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:36.106817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:36.107312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:36.108317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:36.165439] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 1.54%
[2025-11-25T11:36:36.237326] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:36:36.340180] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 1.51%, Actual: 1.33%
[2025-11-25T11:36:36.352859] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:36:36.407501] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:36.446867] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:36:36.469204] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.30% | Symbol ETA: 50.0s | Global ETA: 1h 20m 47s
[2025-11-25T11:36:36.469478] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:36:36.470327] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:36.470469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:36.472210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:36.472847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:36.473346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:36.519353] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -3.99%, Actual: 2.35%
[2025-11-25T11:36:36.524924] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:36.587930] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.66% | Symbol ETA: 29.7s | Global ETA: 1h 20m 48s
[2025-11-25T11:36:36.588236] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:36:36.589091] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:36.589229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:36.596469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:36.617124] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:36.644604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:36.678878] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 8.18% | Symbol ETA: 1m 11s | Global ETA: 1h 20m 49s
[2025-11-25T11:36:36.679030] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:36:36.679833] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:36.679913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:36.681584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:36.682132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:36.682539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:36.683483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:36.696369] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: 2.58%, Actual: 0.72%
[2025-11-25T11:36:36.874978] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 2.70%, Actual: 2.91%
[2025-11-25T11:36:36.939192] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:36:36.982496] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:36:37.032277] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:36:37.054993] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: 0.60%, Actual: 2.66%
[2025-11-25T11:36:37.055373] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 41.2477%
[2025-11-25T11:36:37.055529] [INFO ] [main      ] KNF: DISCARDED add_volume_zscore (score: 41.25%)
[2025-11-25T11:36:37.055659] [INFO ] [main      ] KNF: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:36:37.055761] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_vwap_deviations']
[2025-11-25T11:36:37.055889] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T11:36:37.070520] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:37.071304] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 2
[2025-11-25T11:36:37.072322] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:37.072461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:37.082249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:37.084713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:37.085306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:37.086347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:37.114411] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:37.133387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:37.156360] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:37.177000] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -3.12% | Symbol ETA: 49.3s | Global ETA: 1h 20m 54s
[2025-11-25T11:36:37.191864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:37.207550] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:37.218871] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 29.1s | Global ETA: 1h 20m 54s
[2025-11-25T11:36:37.270113] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -2.65% | Symbol ETA: 1m 11s | Global ETA: 1h 20m 55s
[2025-11-25T11:36:37.282845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:36:37.289301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:37.349868] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.63%, Actual: 2.87%
[2025-11-25T11:36:37.389532] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -2.20%, Actual: 0.50%
[2025-11-25T11:36:37.440953] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.34%, Actual: 2.02%
[2025-11-25T11:36:37.526984] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 3.56%
[2025-11-25T11:36:37.559117] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.75%, Actual: 2.12%
[2025-11-25T11:36:37.611633] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 2.06%, Actual: 3.01%
[2025-11-25T11:36:37.648618] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-20
[2025-11-25T11:36:37.699038] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.23%, Actual: 0.62%
[2025-11-25T11:36:37.729560] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.21%
[2025-11-25T11:36:37.782159] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -1.35%, Actual: 3.08%
[2025-11-25T11:36:37.828962] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:37.869153] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.97%, Actual: 1.74%
[2025-11-25T11:36:37.899125] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.35%, Actual: 0.30%
[2025-11-25T11:36:37.954299] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 2.84%, Actual: 3.32%
[2025-11-25T11:36:37.965841] [INFO ] [main      ] KNF: Lookback Days: 2, Magnitude: 5.66% | Symbol ETA: 8.0s | Global ETA: 1h 21m 1s
[2025-11-25T11:36:37.966127] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 3
[2025-11-25T11:36:37.967008] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:37.967181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:37.972356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:37.974465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:37.975092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:37.976079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:38.021833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:38.040265] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.94%, Actual: 1.35%
[2025-11-25T11:36:38.069312] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 1.16%
[2025-11-25T11:36:38.079122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:38.128134] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -1.79%, Actual: 0.72%
[2025-11-25T11:36:38.170402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:36:38.177002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:38.217182] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.12%, Actual: 1.21%
[2025-11-25T11:36:38.239951] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 0.86%
[2025-11-25T11:36:38.305203] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 3.40%, Actual: 2.67%
[2025-11-25T11:36:38.388165] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.19%, Actual: 2.31%
[2025-11-25T11:36:38.410858] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.26%, Actual: 2.61%
[2025-11-25T11:36:38.477199] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 5.24%, Actual: 4.92%
[2025-11-25T11:36:38.536863] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-19
[2025-11-25T11:36:38.559448] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.55%, Actual: 2.40%
[2025-11-25T11:36:38.588369] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 0.31%
[2025-11-25T11:36:38.648963] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -8.56%, Actual: 7.59%
[2025-11-25T11:36:38.716055] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:38.732475] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.30%, Actual: 1.49%
[2025-11-25T11:36:38.769321] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.66%, Actual: 1.01%
[2025-11-25T11:36:38.817956] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 8.18%, Actual: 6.76%
[2025-11-25T11:36:38.849588] [INFO ] [main      ] KNF: Lookback Days: 3, Magnitude: -1.98% | Symbol ETA: 7.1s | Global ETA: 1h 21m 10s
[2025-11-25T11:36:38.849918] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 4
[2025-11-25T11:36:38.850790] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:38.850928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:38.856292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:38.858500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:38.859136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:38.860125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:38.900664] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -3.12%, Actual: 1.19%
[2025-11-25T11:36:38.901045] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 45.9473%
[2025-11-25T11:36:38.901221] [INFO ] [main      ] BB: DISCARDED add_directional_consistency (score: 45.95%)
[2025-11-25T11:36:38.901338] [INFO ] [main      ] BB: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:36:38.901443] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range']
[2025-11-25T11:36:38.901552] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:36:38.905372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:38.915627] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:38.916286] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:36:38.917208] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:38.917282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:38.919035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:38.919553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:38.919986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:38.921679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:38.945547] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.34%, Actual: 0.44%
[2025-11-25T11:36:38.945816] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 39.3567%
[2025-11-25T11:36:38.946088] [INFO ] [main      ] MXF: DISCARDED add_gap_resolution_state (score: 39.36%)
[2025-11-25T11:36:38.946213] [INFO ] [main      ] MXF: Testing feature 13/53: add_gaps
[2025-11-25T11:36:38.946270] [DEBUG] [main      ] Testing with features: ['add_gaps']
[2025-11-25T11:36:38.946379] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:36:38.959584] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:38.960229] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:36:38.961193] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:38.961334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:36:38.962169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:38.962660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:38.986913] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -2.65%, Actual: 3.95%
[2025-11-25T11:36:38.987165] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 63.1211%
[2025-11-25T11:36:38.987259] [INFO ] [main      ] KORE: DISCARDED add_composite_volatility_context (score: 63.12%)
[2025-11-25T11:36:38.987308] [INFO ] [main      ] KORE: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:36:38.987345] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-25T11:36:38.987384] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:36:39.001388] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:39.002042] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:36:39.002917] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:39.002991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:39.004696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:39.005208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:39.005607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:39.008116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:39.053214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:36:39.059663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:39.263520] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:36:39.326898] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:36:39.349246] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:36:39.418037] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-18
[2025-11-25T11:36:39.432707] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:39.506952] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:39.507779] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.21% | Symbol ETA: 55.3s | Global ETA: 1h 21m 16s
[2025-11-25T11:36:39.507927] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:36:39.508714] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:39.508939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:39.510706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:39.511303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:39.511902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:39.513739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:39.524164] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:39.574183] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -2.03% | Symbol ETA: 32.8s | Global ETA: 1h 21m 16s
[2025-11-25T11:36:39.574310] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:36:39.575116] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:39.575305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:36:39.576170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:39.591207] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 1m 4s | Global ETA: 1h 21m 16s
[2025-11-25T11:36:39.591434] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:36:39.592271] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:39.592411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:39.594158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:39.594749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:39.595220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:39.597801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:39.598560] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:39.739171] [INFO ] [main      ] KNF: Lookback Days: 4, Magnitude: -1.48% | Symbol ETA: 6.2s | Global ETA: 1h 21m 18s
[2025-11-25T11:36:39.739332] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 5
[2025-11-25T11:36:39.740271] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:39.740516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:39.746352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:39.748435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:39.749080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:39.750166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:39.797112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:39.854739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:39.860737] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:36:39.924225] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:36:39.949100] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:36:39.950389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:36:39.959238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:40.042988] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:40.104413] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:40.110964] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 54.7s | Global ETA: 1h 21m 21s
[2025-11-25T11:36:40.111273] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:36:40.112376] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:40.112521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:40.114619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:40.115340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:40.115875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:40.117729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:40.121677] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:40.171805] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.36% | Symbol ETA: 32.1s | Global ETA: 1h 21m 22s
[2025-11-25T11:36:40.171976] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:36:40.172884] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:40.173024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:36:40.173866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:40.188219] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 2.52% | Symbol ETA: 1m 3s | Global ETA: 1h 21m 22s
[2025-11-25T11:36:40.188471] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:36:40.189309] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:40.189451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:40.191214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:40.191817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:40.192289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:40.194784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:40.325199] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-17
[2025-11-25T11:36:40.483118] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:36:40.499897] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:40.525914] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:36:40.535666] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:36:40.632068] [INFO ] [main      ] KNF: Lookback Days: 5, Magnitude: -1.33% | Symbol ETA: 5.3s | Global ETA: 1h 21m 26s
[2025-11-25T11:36:40.632364] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 6
[2025-11-25T11:36:40.633251] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:40.633388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:40.638914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:40.640868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:40.641450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:40.642486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:40.667797] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:40.692209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:40.699251] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:40.707512] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:40.735343] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.47% | Symbol ETA: 54.2s | Global ETA: 1h 21m 27s
[2025-11-25T11:36:40.735678] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:36:40.736628] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:40.736841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:40.738761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:40.739369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:40.739876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:40.741628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:40.748168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:40.764204] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 31.5s | Global ETA: 1h 21m 27s
[2025-11-25T11:36:40.764511] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:36:40.765370] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:40.765513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:36:40.766329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:40.771308] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 0.05% | Symbol ETA: 1m 3s | Global ETA: 1h 21m 27s
[2025-11-25T11:36:40.771592] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:36:40.772419] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:40.772559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:40.774274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:40.774874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:40.775342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:40.777908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:40.832251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:36:40.838117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:41.098548] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:36:41.109290] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:36:41.121185] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:36:41.183089] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-14
[2025-11-25T11:36:41.276605] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:41.290459] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:41.302206] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:41.339159] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -4.92% | Symbol ETA: 53.6s | Global ETA: 1h 21m 33s
[2025-11-25T11:36:41.339455] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:36:41.340290] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:41.340432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:41.342153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:41.342749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:41.343225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:41.344928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:41.353136] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.55% | Symbol ETA: 30.9s | Global ETA: 1h 21m 33s
[2025-11-25T11:36:41.353433] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:36:41.354269] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:41.354406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:36:41.355143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:41.356283] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:41.370706] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 1m 2s | Global ETA: 1h 21m 33s
[2025-11-25T11:36:41.370897] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:36:41.371736] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:41.371810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:41.373608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:41.374121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:41.374584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:41.377293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:41.491616] [INFO ] [main      ] KNF: Lookback Days: 6, Magnitude: -1.37% | Symbol ETA: 4.4s | Global ETA: 1h 21m 34s
[2025-11-25T11:36:41.491914] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 7
[2025-11-25T11:36:41.492802] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:41.492939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:41.498083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:41.500036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:41.500625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:41.501578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:41.547114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:41.604407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:41.682415] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:36:41.694770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:36:41.695442] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:36:41.701275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:41.730968] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:36:41.854053] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:41.864509] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:41.902528] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:41.919276] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 53.0s | Global ETA: 1h 21m 38s
[2025-11-25T11:36:41.919595] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:36:41.920444] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:41.920590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:41.922411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:41.923014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:41.923504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:41.925262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:41.928598] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.07% | Symbol ETA: 30.3s | Global ETA: 1h 21m 38s
[2025-11-25T11:36:41.928794] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:36:41.929557] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:41.929653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:36:41.930396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:41.967185] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -1.63% | Symbol ETA: 1m 2s | Global ETA: 1h 21m 39s
[2025-11-25T11:36:41.967486] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:36:41.968374] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:41.968514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:41.970385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:41.971010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:41.971478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:41.974021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:42.060250] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-13
[2025-11-25T11:36:42.233286] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:42.268028] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:36:42.269911] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:36:42.312882] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:36:42.360183] [INFO ] [main      ] KNF: Lookback Days: 7, Magnitude: 0.59% | Symbol ETA: 3.5s | Global ETA: 1h 21m 42s
[2025-11-25T11:36:42.360358] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 8
[2025-11-25T11:36:42.361185] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:42.361408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:42.366523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:42.368514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:42.369106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:42.370109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:42.414954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:42.437418] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:42.444908] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:42.470666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:42.484190] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:42.501106] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 29.7s | Global ETA: 1h 21m 44s
[2025-11-25T11:36:42.501399] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:36:42.502197] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:42.502335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:36:42.503138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:42.507867] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 52.4s | Global ETA: 1h 21m 44s
[2025-11-25T11:36:42.508175] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:36:42.509020] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:42.509159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:42.510999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:42.511578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:42.512064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:42.513820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:42.549362] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 5.53% | Symbol ETA: 1m 1s | Global ETA: 1h 21m 44s
[2025-11-25T11:36:42.549684] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:36:42.550526] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:42.550686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:42.552417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:42.553053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:42.553525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:42.556018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:42.558281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:36:42.564545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:42.845002] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:36:42.866020] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:36:42.901161] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:36:42.911532] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-12
[2025-11-25T11:36:43.014725] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:43.041059] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:43.070418] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:43.077218] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 29.1s | Global ETA: 1h 21m 49s
[2025-11-25T11:36:43.077516] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:36:43.078355] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:43.078493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:36:43.079279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:43.087229] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:43.107327] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.97% | Symbol ETA: 51.8s | Global ETA: 1h 21m 49s
[2025-11-25T11:36:43.107665] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:36:43.108525] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:43.108684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:43.110740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:43.111373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:43.111910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:43.113630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:43.133554] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 2.15% | Symbol ETA: 1m 0s | Global ETA: 1h 21m 50s
[2025-11-25T11:36:43.133873] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:36:43.134712] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:43.134853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:43.136790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:43.137556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:43.138041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:43.140618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:43.221619] [INFO ] [main      ] KNF: Lookback Days: 8, Magnitude: -6.55% | Symbol ETA: 2.6s | Global ETA: 1h 21m 50s
[2025-11-25T11:36:43.221815] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 9
[2025-11-25T11:36:43.222575] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:43.222683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:43.227537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:43.229443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:43.230020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:43.230988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:43.275297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:43.329864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:43.418329] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:36:43.419771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:36:43.425954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:43.453688] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:36:43.477360] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:36:43.603527] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:43.624070] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:43.646833] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:43.669337] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.06% | Symbol ETA: 28.5s | Global ETA: 1h 21m 55s
[2025-11-25T11:36:43.669627] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:36:43.670463] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:43.670601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:36:43.671398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:43.685538] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.62% | Symbol ETA: 51.2s | Global ETA: 1h 21m 55s
[2025-11-25T11:36:43.685854] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:36:43.686714] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:43.686850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:43.688596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:43.689209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:43.689704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:43.691400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:43.710886] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -1.31% | Symbol ETA: 59.9s | Global ETA: 1h 21m 55s
[2025-11-25T11:36:43.711069] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:36:43.711864] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:43.711973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:43.713786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:43.714327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:43.714788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:43.717252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:43.792440] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-11
[2025-11-25T11:36:43.973936] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:44.020671] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:36:44.029835] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:36:44.056492] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:36:44.108128] [INFO ] [main      ] KNF: Lookback Days: 9, Magnitude: -0.69% | Symbol ETA: 1.8s | Global ETA: 1h 21m 59s
[2025-11-25T11:36:44.108301] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 10
[2025-11-25T11:36:44.109163] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:44.109406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:44.114687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:44.116805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:44.117627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:44.118635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:44.165929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:44.203914] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:44.222181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:44.223605] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:44.228776] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:44.270463] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 50.6s | Global ETA: 1h 22m 0s
[2025-11-25T11:36:44.270751] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:36:44.271632] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:44.271788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:44.273579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:44.274166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:44.274662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:44.276365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:44.296452] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 12.18% | Symbol ETA: 59.3s | Global ETA: 1h 22m 0s
[2025-11-25T11:36:44.296705] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:36:44.297570] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:44.297723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:44.299440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:44.300021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:44.300490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:36:44.303232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:44.311167] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.84% | Symbol ETA: 27.9s | Global ETA: 1h 22m 0s
[2025-11-25T11:36:44.311533] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:36:44.312851] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:44.313027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:36:44.314194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:44.315939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:36:44.322409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:44.618450] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:36:44.651045] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:36:44.681555] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-10
[2025-11-25T11:36:44.692291] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:36:44.798201] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:44.841780] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:44.858679] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:44.860260] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.50% | Symbol ETA: 50.0s | Global ETA: 1h 22m 6s
[2025-11-25T11:36:44.867170] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:44.905519] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 58.7s | Global ETA: 1h 22m 6s
[2025-11-25T11:36:44.930371] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.98% | Symbol ETA: 27.3s | Global ETA: 1h 22m 6s
[2025-11-25T11:36:44.984134] [INFO ] [main      ] KNF: Lookback Days: 10, Magnitude: 6.83% | Symbol ETA: 0.9s | Global ETA: 1h 22m 7s
[2025-11-25T11:36:44.984283] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 11
[2025-11-25T11:36:44.985062] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:36:44.985139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:44.993363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:44.995150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:36:44.995629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:36:44.996540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:45.032491] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.21%, Actual: 2.87%
[2025-11-25T11:36:45.039848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:36:45.087386] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 0.84%, Actual: 2.02%
[2025-11-25T11:36:45.093694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:45.103985] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -2.03%, Actual: 0.50%
[2025-11-25T11:36:45.181549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:36:45.187953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:45.203940] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 3.56%
[2025-11-25T11:36:45.271599] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 2.52%, Actual: 3.01%
[2025-11-25T11:36:45.277722] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.36%, Actual: 2.12%
[2025-11-25T11:36:45.383167] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.47%, Actual: 0.62%
[2025-11-25T11:36:45.448340] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 0.21%
[2025-11-25T11:36:45.475042] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 3.08%
[2025-11-25T11:36:45.528562] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-07
[2025-11-25T11:36:45.552092] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -4.92%, Actual: 1.74%
[2025-11-25T11:36:45.619202] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.55%, Actual: 0.30%
[2025-11-25T11:36:45.660664] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: -0.71%, Actual: 3.32%
[2025-11-25T11:36:45.702232] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:45.723153] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 1.35%
[2025-11-25T11:36:45.794142] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 1.16%
[2025-11-25T11:36:45.833923] [INFO ] [main      ] KNF: Lookback Days: 11, Magnitude: -2.43% | Symbol ETA: 0.0s | Global ETA: 1h 22m 15s
[2025-11-25T11:36:45.852148] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -1.63%, Actual: 0.72%
[2025-11-25T11:36:45.893812] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 1.21%
[2025-11-25T11:36:45.965765] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.20%, Actual: 0.86%
[2025-11-25T11:36:46.010855] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 5.66%, Actual: 1.10%
[2025-11-25T11:36:46.063930] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.97%, Actual: 2.31%
[2025-11-25T11:36:46.072126] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 5.53%, Actual: 2.67%
[2025-11-25T11:36:46.139727] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 2.61%
[2025-11-25T11:36:46.187102] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -1.98%, Actual: 0.16%
[2025-11-25T11:36:46.232833] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.62%, Actual: 2.40%
[2025-11-25T11:36:46.247979] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 2.15%, Actual: 4.92%
[2025-11-25T11:36:46.313549] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.31%
[2025-11-25T11:36:46.361922] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -1.48%, Actual: 2.82%
[2025-11-25T11:36:46.403305] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 1.49%
[2025-11-25T11:36:46.434635] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -1.31%, Actual: 7.59%
[2025-11-25T11:36:46.493759] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.84%, Actual: 1.01%
[2025-11-25T11:36:46.537495] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: -1.33%, Actual: 1.65%
[2025-11-25T11:36:46.573125] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.50%, Actual: 1.19%
[2025-11-25T11:36:46.573510] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 40.9777%
[2025-11-25T11:36:46.573695] [INFO ] [main      ] BB: DISCARDED add_fullday_parkinson_range (score: 40.98%)
[2025-11-25T11:36:46.573814] [INFO ] [main      ] BB: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:36:46.573921] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state']
[2025-11-25T11:36:46.574040] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:36:46.589453] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:46.589936] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:36:46.591011] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:46.591103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:46.592823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:46.593669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:46.594145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:46.606960] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 12.18%, Actual: 6.76%
[2025-11-25T11:36:46.639123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:46.666466] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.98%, Actual: 0.44%
[2025-11-25T11:36:46.666899] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 31.2348%
[2025-11-25T11:36:46.667100] [INFO ] [main      ] MXF: DISCARDED add_gaps (score: 31.23%)
[2025-11-25T11:36:46.667247] [INFO ] [main      ] MXF: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:36:46.667365] [DEBUG] [main      ] Testing with features: ['add_intraday_skewness_proxies']
[2025-11-25T11:36:46.667477] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:36:46.680569] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:46.681245] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:36:46.682277] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:46.682420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:36:46.683739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:46.716478] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: -1.37%, Actual: 1.54%
[2025-11-25T11:36:46.779536] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 3.95%
[2025-11-25T11:36:46.779805] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 36.0091%
[2025-11-25T11:36:46.779915] [INFO ] [main      ] KORE: DISCARDED add_day_shape_ratios (score: 36.01%)
[2025-11-25T11:36:46.779976] [INFO ] [main      ] KORE: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:36:46.780024] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency']
[2025-11-25T11:36:46.780093] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:36:46.792707] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:46.793333] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:36:46.794189] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:46.794302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:46.796027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:46.796545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:46.796972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:46.895296] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 1.33%
[2025-11-25T11:36:46.927903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:46.976916] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:36:47.031950] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:36:47.065717] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -6.55%, Actual: 2.35%
[2025-11-25T11:36:47.147869] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:47.204669] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:47.213428] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -3.16% | Symbol ETA: 42.3s | Global ETA: 1h 22m 28s
[2025-11-25T11:36:47.213736] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:36:47.214563] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:47.214721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:47.216432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:47.217023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:47.217517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:47.238931] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 0.72%
[2025-11-25T11:36:47.260873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:47.268546] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -2.07% | Symbol ETA: 28.4s | Global ETA: 1h 22m 28s
[2025-11-25T11:36:47.268852] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:36:47.269706] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:47.269842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:36:47.271079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:47.279470] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:36:47.414177] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 6.83%, Actual: 2.91%
[2025-11-25T11:36:47.451419] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:47.514590] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.67% | Symbol ETA: 56.6s | Global ETA: 1h 22m 30s
[2025-11-25T11:36:47.514901] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:36:47.515758] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:47.515894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:47.517676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:47.518257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:47.518758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:47.588698] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -2.43%, Actual: 2.66%
[2025-11-25T11:36:47.589090] [INFO ] [main      ] KNF: Magnitude Forecast Confidence: 51.3676%
[2025-11-25T11:36:47.589297] [INFO ] [main      ] KNF: DISCARDED add_vwap_deviations (score: 51.37%)
[2025-11-25T11:36:47.589411] [INFO ] [main      ] KNF: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:36:47.589509] [INFO ] [main      ] KNF: Best accuracy: 57.67%
[2025-11-25T11:36:47.589609] [INFO ] [main      ] KNF: Best feature set (7 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_gap_fill_state', 'add_gap_resolution_state', 'add_intraday_volatility_percentile']
[2025-11-25T11:36:47.589730] [INFO ] [main      ] KNF: Improvement over baseline: 18.19%
[2025-11-25T11:36:47.589824] [INFO ] [main      ] KNF: Total time: 8.7 minutes
[2025-11-25T11:36:47.589920] [INFO ] [main      ] KNF: Average time per feature: 10.0 seconds
[2025-11-25T11:36:47.590051] [INFO ] [main      ] KNF: Average speed: 0.10 features/sec
[2025-11-25T11:36:47.601705] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:36:47.616368] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:36:47.649790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:47.760772] [DEBUG] [METRICS   ] KNF: 2025-11-21:2025-11-24: Predicted: 4.48%, Actual: 1.10%
[2025-11-25T11:36:47.771007] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:47.785604] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:47.835052] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.23% | Symbol ETA: 41.6s | Global ETA: 1h 22m 33s
[2025-11-25T11:36:47.835199] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:36:47.835957] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:47.836032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:47.837698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:47.838335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:47.838828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:47.848813] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.93% | Symbol ETA: 27.8s | Global ETA: 1h 22m 34s
[2025-11-25T11:36:47.848965] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:36:47.849731] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:47.849803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:36:47.850961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:47.884351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:47.933243] [DEBUG] [METRICS   ] KNF: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 0.16%
[2025-11-25T11:36:48.003833] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:36:48.104901] [DEBUG] [METRICS   ] KNF: 2025-11-19:2025-11-20: Predicted: -3.12%, Actual: 2.82%
[2025-11-25T11:36:48.179291] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:48.196820] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:36:48.222888] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:36:48.244825] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 3.23% | Symbol ETA: 55.9s | Global ETA: 1h 22m 37s
[2025-11-25T11:36:48.245144] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:36:48.246089] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:48.246177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:48.248065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:48.248734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:48.249193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:48.276609] [DEBUG] [METRICS   ] KNF: 2025-11-18:2025-11-19: Predicted: 2.10%, Actual: 1.65%
[2025-11-25T11:36:48.371998] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:48.384496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:48.392218] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:48.435541] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 1.26% | Symbol ETA: 27.3s | Global ETA: 1h 22m 39s
[2025-11-25T11:36:48.435724] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:36:48.436620] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:48.436775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:36:48.438057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:48.454636] [DEBUG] [METRICS   ] KNF: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 1.54%
[2025-11-25T11:36:48.456004] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 7.34% | Symbol ETA: 41.0s | Global ETA: 1h 22m 39s
[2025-11-25T11:36:48.456283] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:36:48.457159] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:48.457324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:48.459062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:48.459632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:48.460128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:48.503488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:48.630067] [DEBUG] [METRICS   ] KNF: 2025-11-14:2025-11-17: Predicted: -1.03%, Actual: 1.33%
[2025-11-25T11:36:48.738370] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:36:48.785663] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:36:48.812740] [DEBUG] [METRICS   ] KNF: 2025-11-13:2025-11-14: Predicted: -1.59%, Actual: 2.35%
[2025-11-25T11:36:48.846010] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:36:48.911871] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:48.959462] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:48.974000] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.05% | Symbol ETA: 55.2s | Global ETA: 1h 22m 44s
[2025-11-25T11:36:48.974304] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:36:48.975177] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:48.975322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:48.977155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:48.977796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:48.978290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:48.996146] [DEBUG] [METRICS   ] KNF: 2025-11-12:2025-11-13: Predicted: -0.55%, Actual: 0.72%
[2025-11-25T11:36:49.018259] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:49.025940] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.53% | Symbol ETA: 26.7s | Global ETA: 1h 22m 45s
[2025-11-25T11:36:49.026262] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:36:49.027316] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:49.027480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:36:49.029141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:49.083445] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.17% | Symbol ETA: 40.4s | Global ETA: 1h 22m 45s
[2025-11-25T11:36:49.083891] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:36:49.084790] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:49.084933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:49.086727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:49.087338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:49.087841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:49.107128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:49.133412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:49.170366] [DEBUG] [METRICS   ] KNF: 2025-11-11:2025-11-12: Predicted: 0.93%, Actual: 2.91%
[2025-11-25T11:36:49.343164] [DEBUG] [METRICS   ] KNF: 2025-11-10:2025-11-11: Predicted: -5.13%, Actual: 2.66%
[2025-11-25T11:36:49.344130] [INFO ] [LOCAL     ] Saved configuration for KNF: 7 features, 57.67% accuracy -> ./output/feature-sets/KNF.json
[2025-11-25T11:36:49.345472] [INFO ] [main      ] Progress: 4/31 symbols completed (12.9%). KNF finished in 8m 52s. ETA: 59m 53s. Rate: 0.45 symbols/min
[2025-11-25T11:36:49.348757] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:36:49.361797] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:49.362429] [INFO ] [main      ] GPJA: Testing with 53 available features
[2025-11-25T11:36:49.362545] [INFO ] [main      ] GPJA: Establishing baseline with no features...
[2025-11-25T11:36:49.362658] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:36:49.375973] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:49.376560] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:36:49.377576] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:36:49.382088] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:36:49.463115] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:36:49.479092] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:36:49.554216] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:49.622014] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 26.1s | Global ETA: 59m 54s
[2025-11-25T11:36:49.622238] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:36:49.623177] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:49.623318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:36:49.624623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:49.651916] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:49.653986] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:49.716024] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 2.85% | Symbol ETA: 54.5s | Global ETA: 59m 55s
[2025-11-25T11:36:49.716330] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:36:49.717216] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:49.717360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:49.719252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:49.719579] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 39.8s | Global ETA: 59m 55s
[2025-11-25T11:36:49.719828] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:36:49.719898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:49.720323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:49.720793] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:49.720936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:49.722662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:49.722669] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:36:49.723255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:49.723675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:49.767531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:49.853125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:49.896923] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:49.958075] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: 0.52%
[2025-11-25T11:36:49.958278] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:36:49.959253] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:36:49.979511] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:36:50.109955] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:36:50.155489] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:50.212430] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:36:50.218319] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 25.5s | Global ETA: 59m 58s
[2025-11-25T11:36:50.218586] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:36:50.219426] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:50.219567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:36:50.220831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:50.280849] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:50.312501] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:36:50.344871] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.70% | Symbol ETA: 39.2s | Global ETA: 59m 59s
[2025-11-25T11:36:50.345163] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:36:50.346012] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:50.346173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:50.347923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:50.348530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:50.349022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:50.390223] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:50.392001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:50.456572] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -4.32% | Symbol ETA: 53.8s | Global ETA: 1h 0m 0s
[2025-11-25T11:36:50.456909] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:36:50.457799] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:50.457931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:50.459702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:50.460298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:50.460789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:50.484930] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:50.545468] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.23%
[2025-11-25T11:36:50.545822] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:36:50.546682] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:36:50.564318] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:36:50.598049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:50.735604] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:36:50.737171] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:50.802408] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 24.9s | Global ETA: 1h 0m 2s
[2025-11-25T11:36:50.802746] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:36:50.803630] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:50.803789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:36:50.805081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:50.892375] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:36:50.911961] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:50.966736] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:36:50.976407] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.76% | Symbol ETA: 38.5s | Global ETA: 1h 0m 4s
[2025-11-25T11:36:50.976712] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:36:50.977605] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:50.977708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:50.979461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:50.980062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:50.980482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:51.029352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:51.068629] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:51.131168] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -1.25%
[2025-11-25T11:36:51.131472] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:36:51.132268] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:36:51.143152] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:51.155637] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:36:51.208006] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -5.16% | Symbol ETA: 53.0s | Global ETA: 1h 0m 5s
[2025-11-25T11:36:51.208283] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:36:51.209167] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:51.209310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:51.211157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:51.211963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:51.212681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:51.333958] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:51.349757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:51.393014] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:36:51.402360] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.12% | Symbol ETA: 24.3s | Global ETA: 1h 0m 6s
[2025-11-25T11:36:51.402692] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:36:51.403568] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:51.403733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:36:51.405082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:51.513374] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:36:51.639868] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:51.709462] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:51.711426] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: 1.61% | Symbol ETA: 37.9s | Global ETA: 1h 0m 9s
[2025-11-25T11:36:51.711582] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:36:51.712434] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:51.712525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:51.714346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:51.714964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:51.715391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:51.761510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:51.774053] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:36:51.784288] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.67%
[2025-11-25T11:36:51.784688] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:36:51.785789] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:36:51.815303] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:36:52.015047] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:52.060583] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:52.103956] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.60% | Symbol ETA: 23.8s | Global ETA: 1h 0m 11s
[2025-11-25T11:36:52.104297] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:36:52.105393] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:52.105571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:36:52.107263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:52.147252] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 4.42% | Symbol ETA: 52.4s | Global ETA: 1h 0m 11s
[2025-11-25T11:36:52.147626] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:36:52.149050] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:52.149252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:52.151794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:52.152686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:52.153303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:52.230438] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:36:52.319918] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:36:52.330882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:52.471332] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:52.538000] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 37.3s | Global ETA: 1h 0m 14s
[2025-11-25T11:36:52.538306] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:36:52.539199] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:52.539342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:52.541168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:52.541798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:52.542360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:36:52.570719] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:36:52.572042] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:52.593348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:52.647109] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: 0.34%
[2025-11-25T11:36:52.647461] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:36:52.648457] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:36:52.734146] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:36:52.757704] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:52.823732] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.96% | Symbol ETA: 23.2s | Global ETA: 1h 0m 16s
[2025-11-25T11:36:52.912542] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:52.974376] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:36:52.975809] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -5.11% | Symbol ETA: 51.6s | Global ETA: 1h 0m 17s
[2025-11-25T11:36:52.976127] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:36:52.976990] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:52.977162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:52.978999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:52.979598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:52.980113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:52.999319] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -2.07%, Actual: 0.50%
[2025-11-25T11:36:53.007173] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:36:53.104952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:53.150486] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:53.175466] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.93%, Actual: 2.12%
[2025-11-25T11:36:53.181579] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:53.218158] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: 0.76% | Symbol ETA: 36.7s | Global ETA: 1h 0m 19s
[2025-11-25T11:36:53.241935] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.01%
[2025-11-25T11:36:53.242156] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:36:53.243098] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:36:53.360979] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 1.26%, Actual: 0.21%
[2025-11-25T11:36:53.391556] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -3.16%, Actual: 2.87%
[2025-11-25T11:36:53.445408] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:36:53.541210] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 0.30%
[2025-11-25T11:36:53.564189] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.23%, Actual: 3.56%
[2025-11-25T11:36:53.584287] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:36:53.616435] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:53.678849] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 10.04% | Symbol ETA: 50.9s | Global ETA: 1h 0m 22s
[2025-11-25T11:36:53.679125] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:36:53.679973] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:53.680121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:53.681884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:53.682459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:53.682949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:36:53.715709] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 1.16%
[2025-11-25T11:36:53.737153] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 7.34%, Actual: 0.62%
[2025-11-25T11:36:53.760182] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:53.813860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:53.819912] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.11%
[2025-11-25T11:36:53.820169] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:36:53.821032] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:36:53.888027] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.86%
[2025-11-25T11:36:53.919324] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.17%, Actual: 1.74%
[2025-11-25T11:36:54.060178] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 2.61%
[2025-11-25T11:36:54.092039] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 1.35%
[2025-11-25T11:36:54.160897] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:36:54.165422] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:36:54.239536] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.31%
[2025-11-25T11:36:54.267279] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 1.21%
[2025-11-25T11:36:54.336517] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:54.336785] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:54.396477] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.89%
[2025-11-25T11:36:54.396862] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:36:54.397782] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:36:54.398884] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.31% | Symbol ETA: 50.1s | Global ETA: 1h 0m 27s
[2025-11-25T11:36:54.416771] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 1.01%
[2025-11-25T11:36:54.446472] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.76%, Actual: 2.31%
[2025-11-25T11:36:54.582723] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.67%, Actual: 2.02%
[2025-11-25T11:36:54.595206] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.96%, Actual: 0.44%
[2025-11-25T11:36:54.595639] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 33.1245%
[2025-11-25T11:36:54.595833] [INFO ] [main      ] MXF: DISCARDED add_intraday_skewness_proxies (score: 33.12%)
[2025-11-25T11:36:54.595959] [INFO ] [main      ] MXF: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:36:54.596070] [DEBUG] [main      ] Testing with features: ['add_intraday_volatility_percentile']
[2025-11-25T11:36:54.596180] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:36:54.609215] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:54.609850] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:36:54.610807] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:54.610954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:54.624980] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: 1.61%, Actual: 2.40%
[2025-11-25T11:36:54.706736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:54.748816] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:36:54.764533] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 3.23%, Actual: 3.01%
[2025-11-25T11:36:54.796865] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.43%, Actual: 1.49%
[2025-11-25T11:36:54.925480] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:36:54.940413] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.05%, Actual: 3.08%
[2025-11-25T11:36:54.967959] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: 0.76%, Actual: 1.19%
[2025-11-25T11:36:54.968368] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 43.6227%
[2025-11-25T11:36:54.968532] [INFO ] [main      ] BB: DISCARDED add_gap_fill_state (score: 43.62%)
[2025-11-25T11:36:54.968622] [INFO ] [main      ] BB: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:36:54.968716] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite']
[2025-11-25T11:36:54.968797] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:36:54.982461] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:54.983138] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:36:54.984066] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:54.984200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:54.985970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:54.986040] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.24%
[2025-11-25T11:36:54.986332] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:36:54.986534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:54.986963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:54.987252] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:36:54.988020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:55.063826] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:36:55.110534] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 2.85%, Actual: 3.32%
[2025-11-25T11:36:55.238130] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:55.277832] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -4.32%, Actual: 0.72%
[2025-11-25T11:36:55.302764] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.74% | Symbol ETA: 27.8s | Global ETA: 1h 0m 33s
[2025-11-25T11:36:55.303090] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:36:55.304209] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:55.304429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:55.332164] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:36:55.364232] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:36:55.393082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:55.445697] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -5.16%, Actual: 2.67%
[2025-11-25T11:36:55.518739] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:36:55.553500] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:55.579605] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.44%
[2025-11-25T11:36:55.624690] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.09% | Symbol ETA: 41.0s | Global ETA: 1h 0m 35s
[2025-11-25T11:36:55.624881] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:36:55.626341] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:55.626666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:55.626576] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 4.42%, Actual: 4.92%
[2025-11-25T11:36:55.629720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:55.630513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:55.631135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:55.632514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:55.756191] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: 0.52%, Actual: 0.79%
[2025-11-25T11:36:55.762515] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:36:55.804244] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -5.11%, Actual: 7.59%
[2025-11-25T11:36:55.931639] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 0.26%
[2025-11-25T11:36:55.940341] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:55.980107] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 10.04%, Actual: 6.76%
[2025-11-25T11:36:55.998834] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:36:56.002709] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 27.1s | Global ETA: 1h 0m 37s
[2025-11-25T11:36:56.002976] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:36:56.003830] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:56.003967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:56.091150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:56.106779] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -1.25%, Actual: 0.33%
[2025-11-25T11:36:56.155505] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.31%, Actual: 3.95%
[2025-11-25T11:36:56.155937] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 62.1214%
[2025-11-25T11:36:56.156052] [INFO ] [main      ] KORE: DISCARDED add_directional_consistency (score: 62.12%)
[2025-11-25T11:36:56.156172] [INFO ] [main      ] KORE: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:36:56.156279] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range']
[2025-11-25T11:36:56.156388] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:36:56.169568] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:56.170370] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:36:56.171317] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:56.171460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:56.173270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:56.173932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:56.174409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:56.176161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:56.177085] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:56.242429] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.76% | Symbol ETA: 40.3s | Global ETA: 1h 0m 39s
[2025-11-25T11:36:56.242583] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:36:56.243444] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:56.243695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:56.245491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:56.246152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:56.246669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:56.247886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:56.278363] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.67%, Actual: 0.44%
[2025-11-25T11:36:56.446350] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:36:56.456453] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: 0.34%, Actual: 0.84%
[2025-11-25T11:36:56.578274] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:36:56.603111] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:36:56.620170] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:56.626257] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 0.08%
[2025-11-25T11:36:56.682739] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.67% | Symbol ETA: 26.4s | Global ETA: 1h 0m 42s
[2025-11-25T11:36:56.682886] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:36:56.683659] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:56.683765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:56.762729] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:56.771322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:56.784593] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:56.797318] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 0.66%
[2025-11-25T11:36:56.825860] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -2.25% | Symbol ETA: 57.5s | Global ETA: 1h 0m 43s
[2025-11-25T11:36:56.826157] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:36:56.827055] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:56.827198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:56.829004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:56.829589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:56.830197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:56.832051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:56.848076] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.15% | Symbol ETA: 39.6s | Global ETA: 1h 0m 43s
[2025-11-25T11:36:56.848385] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:36:56.849289] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:56.849442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:56.851215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:56.851833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:56.852342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:56.853365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:56.968852] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 0.30%
[2025-11-25T11:36:57.118811] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:36:57.140938] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 0.05%
[2025-11-25T11:36:57.182197] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:36:57.193010] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:36:57.314775] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:57.316250] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.44%, Actual: 0.31%
[2025-11-25T11:36:57.316501] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 42.5798%
[2025-11-25T11:36:57.316569] [INFO ] [main      ] GPJA: Baseline score (no features): 42.5798%
[2025-11-25T11:36:57.316665] [INFO ] [main      ] GPJA: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:57.316720] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:36:57.316773] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:36:57.355780] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:57.368086] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:57.381480] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.31% | Symbol ETA: 25.7s | Global ETA: 1h 0m 47s
[2025-11-25T11:36:57.381659] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:36:57.382519] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:57.382620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:57.393560] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:36:57.394087] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:36:57.395191] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:57.395335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:57.400340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:57.421609] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 6.44% | Symbol ETA: 56.6s | Global ETA: 1h 0m 47s
[2025-11-25T11:36:57.421785] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:36:57.422573] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:57.422662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:57.424364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:57.424916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:57.425320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:57.427002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:57.430992] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.37% | Symbol ETA: 38.9s | Global ETA: 1h 0m 47s
[2025-11-25T11:36:57.431138] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:36:57.431916] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:57.431991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:57.433699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:57.434194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:57.434587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:57.435554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:57.476598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:57.743082] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:36:57.773906] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:36:57.775271] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:36:57.823025] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:36:57.914369] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:36:57.944876] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:57.946061] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:57.977358] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 5m 8s | Global ETA: 1h 0m 51s
[2025-11-25T11:36:57.977636] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:36:57.978481] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:57.978609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:57.983457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:57.998942] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:58.008556] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 38.3s | Global ETA: 1h 0m 51s
[2025-11-25T11:36:58.008848] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:36:58.009716] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:58.009852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:58.010202] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -1.71% | Symbol ETA: 55.9s | Global ETA: 1h 0m 51s
[2025-11-25T11:36:58.010508] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:36:58.011340] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:58.011484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:58.011556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:58.012167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:58.012639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:58.013262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:58.013727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:58.013887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:58.014374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:58.016132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:58.062429] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.08% | Symbol ETA: 25.0s | Global ETA: 1h 0m 51s
[2025-11-25T11:36:58.062756] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:36:58.063635] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:58.063791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:58.148528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:58.327123] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:36:58.362436] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:36:58.362078] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:36:58.497527] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:36:58.507160] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:36:58.537738] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:58.552685] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:58.562193] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 5m 8s | Global ETA: 1h 0m 55s
[2025-11-25T11:36:58.562352] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:36:58.563263] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:58.563406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:58.568448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:58.601863] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.39% | Symbol ETA: 37.7s | Global ETA: 1h 0m 55s
[2025-11-25T11:36:58.602196] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:36:58.603076] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:58.603216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:58.604970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:58.605575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:58.606066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:58.607203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:58.619328] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 3.49% | Symbol ETA: 55.2s | Global ETA: 1h 0m 55s
[2025-11-25T11:36:58.619483] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:36:58.620361] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:58.620441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:58.622349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:58.622956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:58.623436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:58.625242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:58.679616] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:58.741655] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 24.3s | Global ETA: 1h 0m 56s
[2025-11-25T11:36:58.741939] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:36:58.742798] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:58.742939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:58.828159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:58.930040] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:36:58.962547] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:36:58.981984] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:36:59.104585] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:36:59.148736] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:59.158593] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:36:59.167964] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 5m 12s | Global ETA: 1h 0m 59s
[2025-11-25T11:36:59.168129] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:36:59.169054] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:59.169206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:59.172934] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:36:59.174185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:59.212259] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.98% | Symbol ETA: 37.1s | Global ETA: 1h 0m 59s
[2025-11-25T11:36:59.212432] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:36:59.213236] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:59.213457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:59.215286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:59.215910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:59.216410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:59.217507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:59.222070] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -4.25% | Symbol ETA: 54.6s | Global ETA: 1h 0m 59s
[2025-11-25T11:36:59.222371] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:36:59.223218] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:59.223451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:59.225237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:59.225863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:59.226350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:59.228157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:59.344707] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:36:59.407784] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 23.6s | Global ETA: 1h 1m 0s
[2025-11-25T11:36:59.407945] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:36:59.408780] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:59.408896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:36:59.495376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:59.522345] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:36:59.561489] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:36:59.571628] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:36:59.693861] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:36:59.736964] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:36:59.741738] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:36:59.757491] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 5m 11s | Global ETA: 1h 1m 3s
[2025-11-25T11:36:59.757801] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:36:59.758703] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:36:59.758832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:36:59.763832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:59.799766] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.32% | Symbol ETA: 36.5s | Global ETA: 1h 1m 3s
[2025-11-25T11:36:59.800066] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:36:59.800920] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:59.801003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:59.802763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:59.803132] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 54.0s | Global ETA: 1h 1m 3s
[2025-11-25T11:36:59.803298] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:36:59.803341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:59.803803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:36:59.804302] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:36:59.804444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:36:59.804785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:59.806184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:36:59.806716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:36:59.807151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:36:59.808795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:36:59.835563] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:37:00.006132] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:00.067140] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 22.9s | Global ETA: 1h 1m 5s
[2025-11-25T11:37:00.067453] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:37:00.068295] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:00.068434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:00.115834] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:37:00.146023] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:37:00.154935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:00.194672] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:37:00.295988] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:00.327541] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:00.366399] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.47% | Symbol ETA: 5m 12s | Global ETA: 1h 1m 7s
[2025-11-25T11:37:00.366711] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:37:00.367580] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:00.367731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:00.372593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:00.390751] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 1.51% | Symbol ETA: 53.4s | Global ETA: 1h 1m 7s
[2025-11-25T11:37:00.391047] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:37:00.391879] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:00.392021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:00.393753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:00.394314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:00.394806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:37:00.396486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:00.433742] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:00.505077] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:37:00.601821] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 35.9s | Global ETA: 1h 1m 9s
[2025-11-25T11:37:00.601979] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:37:00.602759] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:00.602848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:00.604493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:00.608156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:00.608672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:37:00.609623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:00.723088] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:00.784071] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.40% | Symbol ETA: 22.2s | Global ETA: 1h 1m 10s
[2025-11-25T11:37:00.784283] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:37:00.784113] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:37:00.785076] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:00.785165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:00.892502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:00.896502] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:37:01.056173] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:01.065214] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:01.128342] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -3.35% | Symbol ETA: 52.8s | Global ETA: 1h 1m 12s
[2025-11-25T11:37:01.128593] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:37:01.129425] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:01.129567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:01.131289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:01.131870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:01.132336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:37:01.134041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:01.138986] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 5m 27s | Global ETA: 1h 1m 12s
[2025-11-25T11:37:01.139436] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:37:01.140673] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:01.140908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:01.146107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:01.205316] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:37:01.234958] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:37:01.423462] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:01.474586] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:37:01.484990] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:01.484964] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 21.5s | Global ETA: 1h 1m 14s
[2025-11-25T11:37:01.510261] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:37:01.548052] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.47% | Symbol ETA: 35.3s | Global ETA: 1h 1m 15s
[2025-11-25T11:37:01.647688] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:01.658823] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.74%, Actual: 0.50%
[2025-11-25T11:37:01.684477] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:01.709553] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 7.41% | Symbol ETA: 52.2s | Global ETA: 1h 1m 16s
[2025-11-25T11:37:01.709867] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:37:01.710714] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:01.710854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:01.712567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:01.713149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:01.713618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:37:01.715340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:01.729002] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.09%, Actual: 2.87%
[2025-11-25T11:37:01.748386] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 5m 25s | Global ETA: 1h 1m 16s
[2025-11-25T11:37:01.748717] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:37:01.749617] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:01.749811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:01.755068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:01.836560] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 2.12%
[2025-11-25T11:37:01.902222] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 3.56%
[2025-11-25T11:37:02.010799] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 0.21%
[2025-11-25T11:37:02.074527] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.15%, Actual: 0.62%
[2025-11-25T11:37:02.099455] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:37:02.125150] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:37:02.183826] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 0.30%
[2025-11-25T11:37:02.248577] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.37%, Actual: 1.74%
[2025-11-25T11:37:02.274599] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:02.295577] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:02.336951] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.81% | Symbol ETA: 5m 22s | Global ETA: 1h 1m 20s
[2025-11-25T11:37:02.337271] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:37:02.338193] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:02.338332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:02.343345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:02.355799] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 1.16%
[2025-11-25T11:37:02.358654] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.77% | Symbol ETA: 51.6s | Global ETA: 1h 1m 20s
[2025-11-25T11:37:02.425602] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.28%, Actual: 1.35%
[2025-11-25T11:37:02.530494] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.86%
[2025-11-25T11:37:02.533707] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -2.25%, Actual: 2.02%
[2025-11-25T11:37:02.597637] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 1.21%
[2025-11-25T11:37:02.688449] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:37:02.700586] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 2.61%
[2025-11-25T11:37:02.706611] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 6.44%, Actual: 3.01%
[2025-11-25T11:37:02.769340] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.98%, Actual: 2.31%
[2025-11-25T11:37:02.858934] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:02.876918] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.31%
[2025-11-25T11:37:02.877067] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -1.71%, Actual: 3.08%
[2025-11-25T11:37:02.921905] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 5m 20s | Global ETA: 1h 1m 24s
[2025-11-25T11:37:02.922200] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:37:02.923060] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:02.923193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:02.928193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:02.941541] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.32%, Actual: 2.40%
[2025-11-25T11:37:03.050996] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 3.49%, Actual: 3.32%
[2025-11-25T11:37:03.053418] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.40%, Actual: 1.01%
[2025-11-25T11:37:03.112879] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 1.49%
[2025-11-25T11:37:03.220271] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -4.25%, Actual: 0.72%
[2025-11-25T11:37:03.222731] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 0.44%
[2025-11-25T11:37:03.223116] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 33.8289%
[2025-11-25T11:37:03.223278] [INFO ] [main      ] MXF: DISCARDED add_intraday_volatility_percentile (score: 33.83%)
[2025-11-25T11:37:03.223401] [INFO ] [main      ] MXF: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:37:03.223505] [DEBUG] [main      ] Testing with features: ['add_last_hour_momentum_mag']
[2025-11-25T11:37:03.223612] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:37:03.236525] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:03.237096] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:37:03.238072] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:03.238209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:03.238882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:03.279287] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:37:03.284634] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.47%, Actual: 1.19%
[2025-11-25T11:37:03.285016] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 41.9818%
[2025-11-25T11:37:03.285193] [INFO ] [main      ] BB: DISCARDED add_gap_morning_composite (score: 41.98%)
[2025-11-25T11:37:03.285318] [INFO ] [main      ] BB: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:37:03.285433] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_resolution_state']
[2025-11-25T11:37:03.285544] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:37:03.297676] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:03.298427] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:37:03.299376] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:03.299518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:03.301336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:03.301972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:03.302459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:03.359453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:03.394580] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 2.67%
[2025-11-25T11:37:03.461436] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:03.524238] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 5m 19s | Global ETA: 1h 1m 28s
[2025-11-25T11:37:03.578614] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:37:03.582661] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 1.51%, Actual: 4.92%
[2025-11-25T11:37:03.694683] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.55%, Actual: 0.79%
[2025-11-25T11:37:03.709140] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:37:03.748603] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:03.762834] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -3.35%, Actual: 7.59%
[2025-11-25T11:37:03.811522] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -0.17% | Symbol ETA: 26.4s | Global ETA: 1h 1m 30s
[2025-11-25T11:37:03.811832] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:37:03.812675] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:03.812809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:03.813450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:03.866270] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 0.26%
[2025-11-25T11:37:03.882729] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:03.945621] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -6.39% | Symbol ETA: 36.8s | Global ETA: 1h 1m 31s
[2025-11-25T11:37:03.945938] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:37:03.946773] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:03.946911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:03.948624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:03.949201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:03.949697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:03.959050] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 7.41%, Actual: 6.76%
[2025-11-25T11:37:04.005153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:04.040292] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.33%
[2025-11-25T11:37:04.142262] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.77%, Actual: 3.95%
[2025-11-25T11:37:04.142527] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 51.0641%
[2025-11-25T11:37:04.142825] [INFO ] [main      ] KORE: DISCARDED add_fullday_parkinson_range (score: 51.06%)
[2025-11-25T11:37:04.142954] [INFO ] [main      ] KORE: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:37:04.143065] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state']
[2025-11-25T11:37:04.143127] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:37:04.154831] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:04.155422] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:37:04.156338] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:04.156488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:04.157637] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:37:04.158381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:04.158973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:04.159488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:37:04.206317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:04.212229] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 0.44%
[2025-11-25T11:37:04.330930] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:04.351708] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:37:04.386108] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.47%, Actual: 0.84%
[2025-11-25T11:37:04.393970] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.66% | Symbol ETA: 25.9s | Global ETA: 1h 1m 34s
[2025-11-25T11:37:04.394131] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:37:04.394985] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:04.395061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:04.395681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:04.541432] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:04.561086] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.54%, Actual: 0.08%
[2025-11-25T11:37:04.564698] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:37:04.604908] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 36.2s | Global ETA: 1h 1m 36s
[2025-11-25T11:37:04.605219] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:37:04.606059] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:04.606198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:04.607961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:04.608520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:04.609010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:04.664565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:04.730901] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.44%, Actual: 0.66%
[2025-11-25T11:37:04.740730] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:04.751088] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:37:04.804178] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -5.35% | Symbol ETA: 44.0s | Global ETA: 1h 1m 37s
[2025-11-25T11:37:04.804454] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:37:04.805299] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:04.805443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:04.807191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:04.807785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:04.808259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:37:04.851730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:04.899244] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 0.30%
[2025-11-25T11:37:04.923254] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:04.985375] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: -0.45% | Symbol ETA: 25.4s | Global ETA: 1h 1m 38s
[2025-11-25T11:37:04.985680] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:37:04.986493] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:04.986631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:04.987304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:05.015317] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:37:05.068758] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 0.05%
[2025-11-25T11:37:05.195492] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:37:05.196301] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:05.238571] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 0.31%
[2025-11-25T11:37:05.238950] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 44.7142%
[2025-11-25T11:37:05.239025] [INFO ] [main      ] GPJA: KEPT add_afternoon_v_morning_volatility_mix (score: 44.71%)
[2025-11-25T11:37:05.239134] [INFO ] [main      ] GPJA: Testing feature 2/53: add_atr
[2025-11-25T11:37:05.239231] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T11:37:05.239287] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:37:05.250621] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:05.251173] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:37:05.252045] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:05.252179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:05.257049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:05.258956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:05.259547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:05.260310] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 7.43% | Symbol ETA: 35.6s | Global ETA: 1h 1m 40s
[2025-11-25T11:37:05.260588] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:37:05.261418] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:05.261559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:05.263283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:05.263876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:05.264350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:05.319011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:05.329975] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:37:05.376991] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:05.441486] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: -1.25% | Symbol ETA: 43.3s | Global ETA: 1h 1m 41s
[2025-11-25T11:37:05.441803] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:37:05.442561] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:05.442714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:05.444438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:05.445023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:05.445496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:37:05.488403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:05.500637] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:05.562566] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -0.97% | Symbol ETA: 24.8s | Global ETA: 1h 1m 42s
[2025-11-25T11:37:05.562866] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:37:05.563740] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:05.563880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:05.564533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:05.598740] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:37:05.659466] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:37:05.773570] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:05.827558] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:37:05.831223] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:05.839801] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 6m 49s | Global ETA: 1h 1m 44s
[2025-11-25T11:37:05.840091] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:37:05.840970] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:05.841115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:05.846071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:05.848033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:05.848598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:05.893023] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.32% | Symbol ETA: 34.9s | Global ETA: 1h 1m 44s
[2025-11-25T11:37:05.893286] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:37:05.894121] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:05.894261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:05.896019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:05.896580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:05.897090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:05.924186] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:37:05.950671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:06.004096] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:06.069481] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 42.6s | Global ETA: 1h 1m 45s
[2025-11-25T11:37:06.069794] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:37:06.070621] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:06.070822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:06.072542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:06.073130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:06.073610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:37:06.095169] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:06.115991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:06.158309] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 24.2s | Global ETA: 1h 1m 46s
[2025-11-25T11:37:06.158601] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:37:06.159435] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:06.159575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:06.160230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:06.188678] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:37:06.289162] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:37:06.361577] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:06.427720] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.85% | Symbol ETA: 6m 49s | Global ETA: 1h 1m 48s
[2025-11-25T11:37:06.427871] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:37:06.428736] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:06.428812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:06.433669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:06.435504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:06.436041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:06.459564] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:06.466545] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:37:06.517673] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:37:06.522104] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.70% | Symbol ETA: 34.2s | Global ETA: 1h 1m 48s
[2025-11-25T11:37:06.522323] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:37:06.523183] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:06.523266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:06.525000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:06.525589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:06.526016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:06.581238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:06.659014] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:06.691226] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:06.724464] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 4.01% | Symbol ETA: 42.0s | Global ETA: 1h 1m 50s
[2025-11-25T11:37:06.724613] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:37:06.725395] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:06.725472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:06.727198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:06.727720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:06.728126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:37:06.752266] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.90% | Symbol ETA: 23.6s | Global ETA: 1h 1m 50s
[2025-11-25T11:37:06.752421] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:37:06.753293] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:06.753369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:06.753983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:06.772981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:06.782667] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:37:06.920752] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:37:06.951748] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:07.015784] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 6m 48s | Global ETA: 1h 1m 52s
[2025-11-25T11:37:07.016069] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:37:07.016893] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:07.017024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:07.021843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:07.023720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:07.024265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:07.090128] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:07.098945] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:37:07.124574] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:37:07.151737] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -1.76% | Symbol ETA: 33.6s | Global ETA: 1h 1m 53s
[2025-11-25T11:37:07.151883] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:37:07.152625] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:07.152712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:07.154360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:07.154894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:07.155457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:07.209201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:07.273421] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:07.299214] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:07.335798] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 23.0s | Global ETA: 1h 1m 54s
[2025-11-25T11:37:07.336091] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:37:07.337015] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:07.337194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:07.337912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:07.371261] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -5.05% | Symbol ETA: 41.4s | Global ETA: 1h 1m 54s
[2025-11-25T11:37:07.371576] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:37:07.371532] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:37:07.372395] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:07.372553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:07.374327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:07.374958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:07.375429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:37:07.419412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:07.541506] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:07.549595] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:37:07.605304] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 6m 48s | Global ETA: 1h 1m 56s
[2025-11-25T11:37:07.605571] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:37:07.606422] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:07.606557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:07.611433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:07.613289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:07.613891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:07.686040] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:37:07.720117] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:07.760251] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:37:07.782276] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.74% | Symbol ETA: 32.9s | Global ETA: 1h 1m 57s
[2025-11-25T11:37:07.782593] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:37:07.783415] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:07.783559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:07.785302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:07.785888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:07.786362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:07.840856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:07.861377] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:07.925038] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 22.5s | Global ETA: 1h 1m 58s
[2025-11-25T11:37:07.925336] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:37:07.926233] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:07.926371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:07.927028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:07.931631] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:07.967140] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:37:08.007700] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -0.33% | Symbol ETA: 40.7s | Global ETA: 1h 1m 59s
[2025-11-25T11:37:08.007858] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:37:08.008615] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:08.008804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:08.010670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:08.011171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:08.011554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:37:08.054680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:08.136491] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:08.179298] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:37:08.201068] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 6m 47s | Global ETA: 1h 1m 60s
[2025-11-25T11:37:08.201357] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:37:08.202213] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:08.202348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:08.207421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:08.209355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:08.209974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:08.264945] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:37:08.350756] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:08.395680] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:37:08.411829] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.35% | Symbol ETA: 32.3s | Global ETA: 1h 2m 1s
[2025-11-25T11:37:08.412140] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:37:08.412988] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:08.413130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:08.414872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:08.415438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:08.415938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:08.434592] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:08.469406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:08.495222] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.12% | Symbol ETA: 21.9s | Global ETA: 1h 2m 2s
[2025-11-25T11:37:08.495516] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:37:08.496347] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:08.496488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:08.497157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:08.548709] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:37:08.565115] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:08.628513] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 3.38% | Symbol ETA: 40.1s | Global ETA: 1h 2m 3s
[2025-11-25T11:37:08.628820] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:37:08.629590] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:08.629744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:08.631455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:08.632045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:08.632518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:37:08.675706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:08.719311] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:08.783560] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 6m 46s | Global ETA: 1h 2m 4s
[2025-11-25T11:37:08.783858] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:37:08.784692] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:08.784820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:08.789633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:08.791524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:08.792095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:08.807362] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:37:08.893257] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:37:08.976345] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:09.037574] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.74% | Symbol ETA: 31.6s | Global ETA: 1h 2m 5s
[2025-11-25T11:37:09.037894] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:37:09.038740] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:09.038878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:09.038853] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:37:09.040528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:09.041116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:09.041595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:09.062616] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:09.093788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:09.122802] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.74% | Symbol ETA: 21.3s | Global ETA: 1h 2m 6s
[2025-11-25T11:37:09.132904] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:37:09.207557] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:09.271215] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -2.53% | Symbol ETA: 39.4s | Global ETA: 1h 2m 7s
[2025-11-25T11:37:09.271501] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:37:09.272330] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:09.272471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:09.274203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:09.274786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:09.275256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:37:09.304914] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -0.17%, Actual: 0.50%
[2025-11-25T11:37:09.318150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:09.322926] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:09.390745] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 6m 46s | Global ETA: 1h 2m 8s
[2025-11-25T11:37:09.391039] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:37:09.391958] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:09.392094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:09.397289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:09.399257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:09.399848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:09.429840] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:37:09.481027] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.66%, Actual: 2.12%
[2025-11-25T11:37:09.596791] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:09.654500] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: -0.45%, Actual: 0.21%
[2025-11-25T11:37:09.659260] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:37:09.659430] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.34% | Symbol ETA: 31.0s | Global ETA: 1h 2m 10s
[2025-11-25T11:37:09.754951] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:37:09.823990] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -0.97%, Actual: 0.30%
[2025-11-25T11:37:09.828506] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -6.39%, Actual: 2.87%
[2025-11-25T11:37:09.831222] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:09.894474] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.96% | Symbol ETA: 38.8s | Global ETA: 1h 2m 11s
[2025-11-25T11:37:09.894788] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:37:09.895608] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:09.895761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:09.897519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:09.898076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:09.898518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:37:09.932314] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:09.941136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:09.992229] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.16%
[2025-11-25T11:37:09.995236] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 3.56%
[2025-11-25T11:37:09.999243] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.34% | Symbol ETA: 6m 45s | Global ETA: 1h 2m 12s
[2025-11-25T11:37:09.999558] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:37:10.000474] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:10.000628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:10.006377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:10.008517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:10.009252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:10.161830] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 0.86%
[2025-11-25T11:37:10.163150] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 7.43%, Actual: 0.62%
[2025-11-25T11:37:10.283307] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:37:10.330565] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.32%, Actual: 1.74%
[2025-11-25T11:37:10.334859] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 2.61%
[2025-11-25T11:37:10.356440] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:37:10.455562] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:10.498226] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.70%, Actual: 1.35%
[2025-11-25T11:37:10.508417] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.10%, Actual: 0.31%
[2025-11-25T11:37:10.517402] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: 0.69% | Symbol ETA: 38.2s | Global ETA: 1h 2m 15s
[2025-11-25T11:37:10.525347] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:10.590089] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 6m 45s | Global ETA: 1h 2m 16s
[2025-11-25T11:37:10.590372] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:37:10.591220] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:10.591356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:10.596415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:10.598546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:10.599128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:10.665692] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -1.76%, Actual: 1.21%
[2025-11-25T11:37:10.681558] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.12%, Actual: 1.01%
[2025-11-25T11:37:10.695866] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -5.35%, Actual: 2.02%
[2025-11-25T11:37:10.833705] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.74%, Actual: 2.31%
[2025-11-25T11:37:10.857481] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.74%, Actual: 0.44%
[2025-11-25T11:37:10.857918] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 35.0539%
[2025-11-25T11:37:10.858110] [INFO ] [main      ] MXF: DISCARDED add_last_hour_momentum_mag (score: 35.05%)
[2025-11-25T11:37:10.858233] [INFO ] [main      ] MXF: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:37:10.858342] [DEBUG] [main      ] Testing with features: ['add_late_day_volatility']
[2025-11-25T11:37:10.858401] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:37:10.869100] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: -1.25%, Actual: 3.01%
[2025-11-25T11:37:10.871405] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:10.872209] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:37:10.873231] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:10.873376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:10.875296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:10.939133] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:37:11.000865] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.35%, Actual: 2.40%
[2025-11-25T11:37:11.039951] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 3.08%
[2025-11-25T11:37:11.106943] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:11.168143] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.74%, Actual: 1.49%
[2025-11-25T11:37:11.171198] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 6m 44s | Global ETA: 1h 2m 20s
[2025-11-25T11:37:11.208396] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 4.01%, Actual: 3.32%
[2025-11-25T11:37:11.223794] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:37:11.336193] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.34%, Actual: 1.19%
[2025-11-25T11:37:11.336444] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 50.5304%
[2025-11-25T11:37:11.336555] [INFO ] [main      ] BB: DISCARDED add_gap_resolution_state (score: 50.53%)
[2025-11-25T11:37:11.336612] [INFO ] [main      ] BB: Testing feature 13/53: add_gaps
[2025-11-25T11:37:11.336679] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gaps']
[2025-11-25T11:37:11.336733] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:37:11.347318] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.44%, Actual: 0.79%
[2025-11-25T11:37:11.349057] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:11.349886] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:37:11.350771] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:11.350862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:11.352547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:11.353090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:11.353495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:11.354267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:11.378314] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -5.05%, Actual: 0.72%
[2025-11-25T11:37:11.414587] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:11.477658] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.07% | Symbol ETA: 22.6s | Global ETA: 1h 2m 22s
[2025-11-25T11:37:11.477812] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:37:11.478588] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:11.478678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:11.480508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:11.516913] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 0.26%
[2025-11-25T11:37:11.551146] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 2.67%
[2025-11-25T11:37:11.691281] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 0.33%
[2025-11-25T11:37:11.702981] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:37:11.726097] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 3.38%, Actual: 4.92%
[2025-11-25T11:37:11.830323] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:37:11.859261] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.44%
[2025-11-25T11:37:11.881426] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:11.896782] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -2.53%, Actual: 7.59%
[2025-11-25T11:37:11.948235] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.54% | Symbol ETA: 32.2s | Global ETA: 1h 2m 25s
[2025-11-25T11:37:11.948553] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:37:11.949480] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:11.949631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:11.951559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:11.952194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:11.952739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:11.953602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:12.004992] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:12.034288] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.36%, Actual: 0.84%
[2025-11-25T11:37:12.066895] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 22.0s | Global ETA: 1h 2m 26s
[2025-11-25T11:37:12.067217] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:37:12.068065] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:12.068204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:12.068164] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.96%, Actual: 6.76%
[2025-11-25T11:37:12.069985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:12.214635] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 0.08%
[2025-11-25T11:37:12.236778] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: 0.69%, Actual: 3.95%
[2025-11-25T11:37:12.236999] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 43.4898%
[2025-11-25T11:37:12.237131] [INFO ] [main      ] KORE: DISCARDED add_gap_fill_state (score: 43.49%)
[2025-11-25T11:37:12.237181] [INFO ] [main      ] KORE: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:37:12.237217] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite']
[2025-11-25T11:37:12.237256] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:37:12.248345] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:12.248989] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:37:12.249865] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:12.249938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:12.251629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:12.252155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:12.252553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:37:12.253516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:12.307014] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:37:12.389268] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 0.66%
[2025-11-25T11:37:12.407251] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:37:12.483660] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:12.549880] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 31.6s | Global ETA: 1h 2m 29s
[2025-11-25T11:37:12.550197] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:37:12.551131] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:12.551276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:12.553113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:12.553727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:12.554235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:12.555110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:12.559075] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 0.30%
[2025-11-25T11:37:12.575354] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:12.591378] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:37:12.637232] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.92% | Symbol ETA: 21.3s | Global ETA: 1h 2m 30s
[2025-11-25T11:37:12.637540] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:37:12.638418] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:12.638565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:12.640486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:12.727602] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 0.05%
[2025-11-25T11:37:12.766614] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:12.828928] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 0.30% | Symbol ETA: 39.2s | Global ETA: 1h 2m 31s
[2025-11-25T11:37:12.829216] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:37:12.830051] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:12.830190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:12.831926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:12.832427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:12.832999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:37:12.834049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:12.896386] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.31%
[2025-11-25T11:37:12.896781] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 42.3056%
[2025-11-25T11:37:12.896929] [INFO ] [main      ] GPJA: DISCARDED add_atr (score: 42.31%)
[2025-11-25T11:37:12.897046] [INFO ] [main      ] GPJA: Testing feature 3/53: add_atr_10
[2025-11-25T11:37:12.897146] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-25T11:37:12.897243] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:37:12.904943] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:37:12.908639] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:12.909134] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:37:12.910045] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:12.910224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:12.915071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:12.916974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:37:12.917567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:12.981256] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:37:13.085220] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:13.151086] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.84% | Symbol ETA: 31.0s | Global ETA: 1h 2m 33s
[2025-11-25T11:37:13.151383] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:37:13.152252] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:13.152396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:13.154366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:13.154983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:13.155465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:13.155864] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:13.156344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:13.172410] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:37:13.218064] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -0.96% | Symbol ETA: 20.7s | Global ETA: 1h 2m 34s
[2025-11-25T11:37:13.218361] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:37:13.219189] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:13.219370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:13.221304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:13.251802] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:37:13.346186] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:13.412911] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 5.69% | Symbol ETA: 38.6s | Global ETA: 1h 2m 35s
[2025-11-25T11:37:13.413175] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:37:13.414049] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:13.414190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:13.415976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:13.416577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:13.417119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:37:13.418172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:13.476297] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:13.498910] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:37:13.541711] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.23% | Symbol ETA: 3m 17s | Global ETA: 1h 2m 36s
[2025-11-25T11:37:13.542003] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:37:13.542849] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:13.542981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:13.547891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:13.549882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:37:13.550435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:13.566837] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:37:13.667456] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:13.729883] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.04% | Symbol ETA: 30.4s | Global ETA: 1h 2m 37s
[2025-11-25T11:37:13.730152] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:37:13.730989] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:13.731131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:13.732872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:13.733439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:13.733927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:13.734796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:13.740168] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:13.759459] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:37:13.802984] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 20.1s | Global ETA: 1h 2m 38s
[2025-11-25T11:37:13.803294] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:37:13.804187] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:13.804330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:13.806322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:13.887869] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:37:13.934786] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:13.997896] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.34% | Symbol ETA: 38.1s | Global ETA: 1h 2m 39s
[2025-11-25T11:37:13.998206] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:37:13.999064] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:13.999203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:14.000964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:14.001539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:14.002023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:37:14.003047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:14.055785] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:14.071973] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:37:14.120117] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.54% | Symbol ETA: 3m 16s | Global ETA: 1h 2m 40s
[2025-11-25T11:37:14.120274] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:37:14.121060] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:14.121155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:14.126025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:14.127886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:37:14.128510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:14.153138] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:37:14.245188] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:14.307535] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.03% | Symbol ETA: 29.8s | Global ETA: 1h 2m 41s
[2025-11-25T11:37:14.307855] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:37:14.308625] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:14.308821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:14.310546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:14.311128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:14.311600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:14.312450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:14.334557] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:14.361991] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:37:14.398211] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: -0.15% | Symbol ETA: 19.5s | Global ETA: 1h 2m 42s
[2025-11-25T11:37:14.398523] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:37:14.399402] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:14.399545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:14.401460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:14.486349] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:37:14.540380] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:14.603963] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 4.04% | Symbol ETA: 37.5s | Global ETA: 1h 2m 43s
[2025-11-25T11:37:14.604262] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:37:14.605119] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:14.605259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:14.607074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:14.607677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:14.608155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:37:14.609186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:14.650253] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:37:14.659860] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:14.726766] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -1.05% | Symbol ETA: 3m 16s | Global ETA: 1h 2m 44s
[2025-11-25T11:37:14.727059] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:37:14.727934] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:14.728066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:14.732920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:14.734823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:37:14.735370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:14.752984] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:37:14.821415] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:14.883539] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.96% | Symbol ETA: 29.2s | Global ETA: 1h 2m 45s
[2025-11-25T11:37:14.883703] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:37:14.884485] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:14.884566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:14.886239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:14.886770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:14.887211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:14.888011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:14.922687] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:14.958441] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:37:14.984481] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 18.9s | Global ETA: 1h 2m 46s
[2025-11-25T11:37:14.984797] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:37:14.985615] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:14.985814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:14.987640] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:15.074461] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:37:15.137875] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:15.200482] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -6.94% | Symbol ETA: 36.9s | Global ETA: 1h 2m 47s
[2025-11-25T11:37:15.200634] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:37:15.201430] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:15.201521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:15.203176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:15.203691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:15.204242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:37:15.205293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:15.226019] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:37:15.243392] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:15.309652] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 3m 15s | Global ETA: 1h 2m 48s
[2025-11-25T11:37:15.309933] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:37:15.310783] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:15.310915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:15.315739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:15.317855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:37:15.318408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:15.324217] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:37:15.400062] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:15.462361] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -0.48% | Symbol ETA: 28.6s | Global ETA: 1h 2m 49s
[2025-11-25T11:37:15.462671] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:37:15.463487] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:15.463627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:15.465350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:15.465958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:15.466428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:15.467487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:15.493782] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:15.540941] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:37:15.554388] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.52% | Symbol ETA: 18.3s | Global ETA: 1h 2m 49s
[2025-11-25T11:37:15.554720] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:37:15.555559] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:15.555722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:15.557549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:15.657520] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:37:15.708741] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:15.771263] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 2.94% | Symbol ETA: 36.3s | Global ETA: 1h 2m 51s
[2025-11-25T11:37:15.771542] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:37:15.772373] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:15.772517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:15.774229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:15.774812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:15.775280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:37:15.776309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:15.806115] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:37:15.826973] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:15.891457] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.22% | Symbol ETA: 3m 14s | Global ETA: 1h 2m 52s
[2025-11-25T11:37:15.891758] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:37:15.892576] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:15.892723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:15.893684] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:37:15.897604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:15.899414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:37:15.899984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:15.975457] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:16.037269] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: 0.03% | Symbol ETA: 28.0s | Global ETA: 1h 2m 53s
[2025-11-25T11:37:16.037570] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:37:16.038408] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:16.038551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:16.040298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:16.040890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:16.041362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:16.042224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:16.062664] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:16.111108] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:37:16.126564] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.31% | Symbol ETA: 17.8s | Global ETA: 1h 2m 53s
[2025-11-25T11:37:16.126904] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:37:16.127931] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:16.128075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:16.129974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:16.240147] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:37:16.278710] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:16.340262] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -0.47% | Symbol ETA: 35.7s | Global ETA: 1h 2m 55s
[2025-11-25T11:37:16.340409] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:37:16.341169] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:16.341246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:16.342912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:16.343396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:16.343816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:37:16.344764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:16.379324] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:37:16.415256] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:16.478194] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:37:16.480635] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 3m 14s | Global ETA: 1h 2m 56s
[2025-11-25T11:37:16.480846] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:37:16.481798] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:16.481926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:16.486790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:16.488712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:37:16.489257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:16.548508] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:16.609576] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.05% | Symbol ETA: 27.4s | Global ETA: 1h 2m 57s
[2025-11-25T11:37:16.609881] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:37:16.610722] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:16.610859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:16.612597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:16.613186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:16.613680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:16.614517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:16.650890] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:16.712068] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.37% | Symbol ETA: 17.2s | Global ETA: 1h 2m 57s
[2025-11-25T11:37:16.740819] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:37:16.843848] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:37:16.881380] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.07%, Actual: 0.50%
[2025-11-25T11:37:16.920105] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:16.951312] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:37:16.985042] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: 1.61% | Symbol ETA: 35.2s | Global ETA: 1h 2m 59s
[2025-11-25T11:37:16.985374] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:37:16.986280] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:16.986426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:16.988274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:16.988910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:16.989324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:37:16.990385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:17.018494] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:17.050177] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.14%, Actual: 2.12%
[2025-11-25T11:37:17.082894] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.26% | Symbol ETA: 3m 13s | Global ETA: 1h 2m 60s
[2025-11-25T11:37:17.083183] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:37:17.083987] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:17.084118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:17.088990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:17.090924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:37:17.091476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:17.123295] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:17.186242] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.20% | Symbol ETA: 26.8s | Global ETA: 1h 3m 0s
[2025-11-25T11:37:17.224123] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.92%, Actual: 0.21%
[2025-11-25T11:37:17.330763] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:37:17.358477] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.54%, Actual: 2.87%
[2025-11-25T11:37:17.393252] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -0.96%, Actual: 0.30%
[2025-11-25T11:37:17.433781] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:37:17.499520] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:17.531488] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: 0.41%, Actual: 3.56%
[2025-11-25T11:37:17.562703] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 7.83% | Symbol ETA: 34.6s | Global ETA: 1h 3m 3s
[2025-11-25T11:37:17.563019] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:37:17.562970] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 1.16%
[2025-11-25T11:37:17.563833] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:17.563910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:17.565535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:17.566083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:17.566483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:37:17.567456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:17.604041] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:17.668569] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.53% | Symbol ETA: 3m 13s | Global ETA: 1h 3m 4s
[2025-11-25T11:37:17.668869] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:37:17.669726] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:17.669855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:17.674788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:17.676780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:37:17.677349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:17.704402] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.84%, Actual: 0.62%
[2025-11-25T11:37:17.738815] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: -0.15%, Actual: 0.86%
[2025-11-25T11:37:17.876200] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.04%, Actual: 1.74%
[2025-11-25T11:37:17.911232] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.51%, Actual: 2.61%
[2025-11-25T11:37:17.918041] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:37:18.021880] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:37:18.047639] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 1.35%
[2025-11-25T11:37:18.081801] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.31%
[2025-11-25T11:37:18.091215] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:18.160419] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.15% | Symbol ETA: 34.0s | Global ETA: 1h 3m 7s
[2025-11-25T11:37:18.192371] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:18.219353] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.96%, Actual: 1.21%
[2025-11-25T11:37:18.252826] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 1.01%
[2025-11-25T11:37:18.256888] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 3m 12s | Global ETA: 1h 3m 8s
[2025-11-25T11:37:18.257166] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:37:18.257999] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:18.258128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:18.263038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:18.264933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:37:18.265485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:18.339120] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 0.30%, Actual: 2.02%
[2025-11-25T11:37:18.390790] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -0.48%, Actual: 2.31%
[2025-11-25T11:37:18.422361] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.37%, Actual: 0.44%
[2025-11-25T11:37:18.422811] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 33.0841%
[2025-11-25T11:37:18.422977] [INFO ] [main      ] MXF: DISCARDED add_late_day_volatility (score: 33.08%)
[2025-11-25T11:37:18.423098] [INFO ] [main      ] MXF: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:37:18.423204] [DEBUG] [main      ] Testing with features: ['add_late_hour_microstructure']
[2025-11-25T11:37:18.423319] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:37:18.436420] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:18.437087] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:37:18.438074] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:18.438215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:18.441046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:18.514857] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 5.69%, Actual: 3.01%
[2025-11-25T11:37:18.562589] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 2.40%
[2025-11-25T11:37:18.610569] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:37:18.689419] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 3.08%
[2025-11-25T11:37:18.733575] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.05%, Actual: 1.49%
[2025-11-25T11:37:18.779812] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:18.789290] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:37:18.843578] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 3m 11s | Global ETA: 1h 3m 12s
[2025-11-25T11:37:18.867862] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 4.04%, Actual: 3.32%
[2025-11-25T11:37:18.904994] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.20%, Actual: 1.19%
[2025-11-25T11:37:18.905342] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 32.3192%
[2025-11-25T11:37:18.905496] [INFO ] [main      ] BB: DISCARDED add_gaps (score: 32.32%)
[2025-11-25T11:37:18.905630] [INFO ] [main      ] BB: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:37:18.905747] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies']
[2025-11-25T11:37:18.905860] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:37:18.917754] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:18.918351] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:37:18.919295] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:18.919444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:18.921229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:18.921864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:18.922337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:18.923588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:18.964956] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:19.014903] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.23%, Actual: 0.79%
[2025-11-25T11:37:19.032738] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.50% | Symbol ETA: 20.9s | Global ETA: 1h 3m 13s
[2025-11-25T11:37:19.033041] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:37:19.033889] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:19.034054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:19.036800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:19.062281] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -6.94%, Actual: 0.72%
[2025-11-25T11:37:19.186456] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.26%
[2025-11-25T11:37:19.243768] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 2.94%, Actual: 2.67%
[2025-11-25T11:37:19.265737] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:37:19.358085] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -1.05%, Actual: 0.33%
[2025-11-25T11:37:19.383692] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:37:19.426538] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 4.92%
[2025-11-25T11:37:19.436956] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:19.500524] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.34% | Symbol ETA: 27.9s | Global ETA: 1h 3m 16s
[2025-11-25T11:37:19.500855] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:37:19.501713] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:19.501868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:19.503518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:19.504138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:19.504633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:19.505943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:19.529710] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 0.44%
[2025-11-25T11:37:19.554527] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:19.604492] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: 1.61%, Actual: 7.59%
[2025-11-25T11:37:19.619227] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 1.02% | Symbol ETA: 20.3s | Global ETA: 1h 3m 17s
[2025-11-25T11:37:19.619521] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:37:19.620359] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:19.620498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:19.623257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:19.703769] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 0.84%
[2025-11-25T11:37:19.786443] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 7.83%, Actual: 6.76%
[2025-11-25T11:37:19.852522] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:37:19.877627] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 0.08%
[2025-11-25T11:37:19.973979] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.15%, Actual: 3.95%
[2025-11-25T11:37:19.974434] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 41.6274%
[2025-11-25T11:37:19.974670] [INFO ] [main      ] KORE: DISCARDED add_gap_morning_composite (score: 41.63%)
[2025-11-25T11:37:19.974794] [INFO ] [main      ] KORE: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:37:19.974904] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_resolution_state']
[2025-11-25T11:37:19.975016] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:37:19.975624] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:37:19.987158] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:19.987836] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:37:19.988842] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:19.988991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:19.990920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:19.991589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:19.992137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:20.025587] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:20.050433] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 0.66%
[2025-11-25T11:37:20.059011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:20.088779] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.42% | Symbol ETA: 27.4s | Global ETA: 1h 3m 20s
[2025-11-25T11:37:20.089066] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:37:20.089932] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:20.090073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:20.091887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:20.092460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:20.092951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:20.094224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:20.147254] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:20.212284] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: -0.57% | Symbol ETA: 19.7s | Global ETA: 1h 3m 21s
[2025-11-25T11:37:20.212564] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:37:20.213397] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:20.213535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:20.216250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:20.224571] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 0.30%
[2025-11-25T11:37:20.395145] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.05%
[2025-11-25T11:37:20.423566] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:37:20.436850] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:37:20.561146] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:37:20.566671] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.31%
[2025-11-25T11:37:20.567061] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 44.0220%
[2025-11-25T11:37:20.567215] [INFO ] [main      ] GPJA: DISCARDED add_atr_10 (score: 44.02%)
[2025-11-25T11:37:20.567333] [INFO ] [main      ] GPJA: Testing feature 4/53: add_atr_5
[2025-11-25T11:37:20.567439] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5']
[2025-11-25T11:37:20.567542] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:37:20.579423] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:20.580013] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:37:20.580995] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:20.581129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:20.586334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:20.588318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:20.588942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:20.608773] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:20.616880] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:20.675394] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 6.89% | Symbol ETA: 26.8s | Global ETA: 1h 3m 24s
[2025-11-25T11:37:20.675560] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:37:20.676346] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:20.676567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:20.678373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:20.678970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:20.679460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:20.680743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:20.685699] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 35.1s | Global ETA: 1h 3m 24s
[2025-11-25T11:37:20.686025] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:37:20.686995] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:20.687179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:20.689173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:20.689864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:20.690379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:20.736787] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:20.750506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:20.801911] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.21% | Symbol ETA: 19.1s | Global ETA: 1h 3m 25s
[2025-11-25T11:37:20.802221] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:37:20.803199] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:20.803337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:20.806114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:20.939433] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:37:21.023409] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:37:21.111826] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:37:21.112353] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:21.147868] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:37:21.181432] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 2m 11s | Global ETA: 1h 3m 27s
[2025-11-25T11:37:21.181756] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:37:21.182660] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:21.182795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:21.188245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:21.190309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:21.190928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:21.192525] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:21.255268] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.47% | Symbol ETA: 26.2s | Global ETA: 1h 3m 28s
[2025-11-25T11:37:21.255552] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:37:21.256333] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:21.256472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:21.258234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:21.258827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:21.259298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:21.260555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:21.286163] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:21.315981] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:21.352164] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 1.54% | Symbol ETA: 34.3s | Global ETA: 1h 3m 29s
[2025-11-25T11:37:21.352468] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:37:21.353410] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:21.353556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:21.355388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:21.356018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:21.356515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:21.384627] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.08% | Symbol ETA: 18.5s | Global ETA: 1h 3m 29s
[2025-11-25T11:37:21.384958] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:37:21.385829] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:21.385969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:21.388831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:21.414000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:21.547481] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:37:21.603354] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:37:21.727971] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:21.739851] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:37:21.766848] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:37:21.775799] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:21.795752] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.85% | Symbol ETA: 2m 10s | Global ETA: 1h 3m 32s
[2025-11-25T11:37:21.795920] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:37:21.796716] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:21.796806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:21.802015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:21.803964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:21.804479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:21.840328] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 1.10% | Symbol ETA: 25.6s | Global ETA: 1h 3m 32s
[2025-11-25T11:37:21.840473] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:37:21.841241] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:21.841355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:21.843044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:21.843639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:21.844132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:21.845391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:21.920435] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:21.937741] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:21.986294] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.48% | Symbol ETA: 17.9s | Global ETA: 1h 3m 33s
[2025-11-25T11:37:21.986447] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:37:21.987248] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:21.987321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:21.989984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:22.000173] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.14% | Symbol ETA: 33.5s | Global ETA: 1h 3m 33s
[2025-11-25T11:37:22.000327] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:37:22.001098] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:22.001173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:22.002829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:22.003315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:22.003727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:22.058595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:22.163625] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:37:22.189566] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:37:22.340822] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:37:22.341028] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:22.358775] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:22.398428] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:37:22.407632] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 2m 10s | Global ETA: 1h 3m 36s
[2025-11-25T11:37:22.407918] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:37:22.408843] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:22.408980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:22.414080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:22.416011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:22.416608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:22.420502] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 25.0s | Global ETA: 1h 3m 36s
[2025-11-25T11:37:22.420816] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:37:22.421626] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:22.421782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:22.423500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:22.424083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:22.424558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:22.425867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:22.511861] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:22.571683] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:22.575950] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 17.3s | Global ETA: 1h 3m 37s
[2025-11-25T11:37:22.576233] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:37:22.577087] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:22.577225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:22.579926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:22.635323] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 6.34% | Symbol ETA: 32.8s | Global ETA: 1h 3m 37s
[2025-11-25T11:37:22.635625] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:37:22.636484] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:22.636625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:22.638469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:22.639071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:22.639557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:22.697575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:22.767256] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:37:22.773077] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:37:22.921978] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:37:22.938466] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:22.964893] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:23.001667] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.26% | Symbol ETA: 24.5s | Global ETA: 1h 3m 40s
[2025-11-25T11:37:23.001932] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:37:23.002773] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:23.002916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:23.004675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:23.005243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:23.005735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:23.006991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:23.031191] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 2m 9s | Global ETA: 1h 3m 40s
[2025-11-25T11:37:23.031480] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:37:23.032343] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:23.032488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:23.037481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:23.039425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:23.040019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:23.054775] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:37:23.094499] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:23.157894] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 16.8s | Global ETA: 1h 3m 41s
[2025-11-25T11:37:23.158156] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:37:23.158991] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:23.159127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:23.161796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:23.227284] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:23.290520] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -3.92% | Symbol ETA: 32.1s | Global ETA: 1h 3m 42s
[2025-11-25T11:37:23.290827] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:37:23.291663] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:23.291808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:23.293549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:23.294135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:23.294605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:23.344382] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:37:23.351259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:23.393174] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:37:23.502549] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:37:23.515758] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:23.573875] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:23.577900] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.67% | Symbol ETA: 23.9s | Global ETA: 1h 3m 44s
[2025-11-25T11:37:23.578204] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:37:23.579037] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:23.579178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:23.580955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:23.581513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:23.582016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:23.583308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:23.643160] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 2m 8s | Global ETA: 1h 3m 44s
[2025-11-25T11:37:23.643355] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:37:23.644227] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:23.644437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:23.649882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:23.652422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:23.653233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:23.675563] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:23.705896] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:37:23.739780] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.12% | Symbol ETA: 16.2s | Global ETA: 1h 3m 45s
[2025-11-25T11:37:23.740092] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:37:23.740925] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:23.741064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:23.743802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:23.885042] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:23.925181] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:37:23.951457] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 6.12% | Symbol ETA: 31.5s | Global ETA: 1h 3m 46s
[2025-11-25T11:37:23.951783] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:37:23.952781] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:23.952960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:23.954877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:23.955550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:23.956100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:24.001262] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:37:24.015070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:24.086809] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:37:24.155354] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:24.176488] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:24.219330] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 23.3s | Global ETA: 1h 3m 48s
[2025-11-25T11:37:24.219482] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:37:24.220501] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:24.220732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:24.222630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:24.223411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:24.223909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:24.225344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:24.243557] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 2m 8s | Global ETA: 1h 3m 48s
[2025-11-25T11:37:24.243822] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:37:24.244713] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:24.244845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:24.250411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:24.252358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:24.253012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:24.259774] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:24.323370] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.55% | Symbol ETA: 15.6s | Global ETA: 1h 3m 49s
[2025-11-25T11:37:24.376539] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:37:24.497223] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.50%, Actual: 0.50%
[2025-11-25T11:37:24.546752] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:24.564095] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:37:24.601776] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:37:24.609572] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 2.79% | Symbol ETA: 30.8s | Global ETA: 1h 3m 51s
[2025-11-25T11:37:24.609893] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:37:24.610789] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:24.610927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:24.612671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:24.613245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:24.613739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:24.668386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:24.671011] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 1.02%, Actual: 2.12%
[2025-11-25T11:37:24.733042] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:24.776813] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:24.796599] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.85% | Symbol ETA: 22.7s | Global ETA: 1h 3m 52s
[2025-11-25T11:37:24.842146] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 2m 7s | Global ETA: 1h 3m 52s
[2025-11-25T11:37:24.842426] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:37:24.843340] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:24.843476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:24.848494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:24.850373] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: -0.57%, Actual: 0.21%
[2025-11-25T11:37:24.850499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:24.851086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:24.972625] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.34%, Actual: 2.87%
[2025-11-25T11:37:25.018495] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:37:25.027368] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 0.30%
[2025-11-25T11:37:25.142012] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 3.56%
[2025-11-25T11:37:25.192679] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:25.193195] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:37:25.202039] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 1.16%
[2025-11-25T11:37:25.256852] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -1.70% | Symbol ETA: 30.2s | Global ETA: 1h 3m 55s
[2025-11-25T11:37:25.257189] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:37:25.258075] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:25.258221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:25.260045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:25.260664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:25.261149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:25.312392] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 6.89%, Actual: 0.62%
[2025-11-25T11:37:25.317169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:25.361207] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:25.376532] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.48%, Actual: 0.86%
[2025-11-25T11:37:25.424282] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.34% | Symbol ETA: 2m 6s | Global ETA: 1h 3m 56s
[2025-11-25T11:37:25.424452] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:37:25.425359] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:25.425491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:25.430386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:25.432274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:25.432848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:25.483805] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.47%, Actual: 1.74%
[2025-11-25T11:37:25.545451] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.76%, Actual: 2.61%
[2025-11-25T11:37:25.654566] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 1.10%, Actual: 1.35%
[2025-11-25T11:37:25.668404] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:37:25.717733] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.31%
[2025-11-25T11:37:25.776065] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:37:25.825278] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.60%, Actual: 1.21%
[2025-11-25T11:37:25.846066] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:25.888890] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.12%, Actual: 1.01%
[2025-11-25T11:37:25.909758] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 6.57% | Symbol ETA: 29.5s | Global ETA: 1h 3m 59s
[2025-11-25T11:37:25.909917] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:37:25.910741] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:25.910817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:25.912609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:25.913148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:25.913602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:37:25.945381] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:25.969971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:25.994867] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.26%, Actual: 2.31%
[2025-11-25T11:37:26.009534] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 2m 6s | Global ETA: 1h 4m 0s
[2025-11-25T11:37:26.009779] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:37:26.010587] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:26.010736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:26.015555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:26.017446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:26.018019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:26.060615] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.55%, Actual: 0.44%
[2025-11-25T11:37:26.061051] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 34.7588%
[2025-11-25T11:37:26.061268] [INFO ] [main      ] MXF: DISCARDED add_late_hour_microstructure (score: 34.76%)
[2025-11-25T11:37:26.061337] [INFO ] [main      ] MXF: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:37:26.061441] [DEBUG] [main      ] Testing with features: ['add_late_session_pressure']
[2025-11-25T11:37:26.061551] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:37:26.075197] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:26.075824] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:37:26.076765] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:26.076902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:26.077987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:26.163033] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.67%, Actual: 2.40%
[2025-11-25T11:37:26.322809] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:37:26.331210] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 1.49%
[2025-11-25T11:37:26.356428] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:37:26.418621] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:37:26.499163] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.85%, Actual: 1.19%
[2025-11-25T11:37:26.499391] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 49.1000%
[2025-11-25T11:37:26.499617] [INFO ] [main      ] BB: DISCARDED add_intraday_skewness_proxies (score: 49.10%)
[2025-11-25T11:37:26.499752] [INFO ] [main      ] BB: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:37:26.499857] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile']
[2025-11-25T11:37:26.499988] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:37:26.508465] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:26.511780] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:26.512349] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:37:26.513268] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:26.513411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:26.515189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:26.515798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:26.516276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:26.541044] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:26.571602] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -2.53% | Symbol ETA: 28.8s | Global ETA: 1h 4m 4s
[2025-11-25T11:37:26.587116] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:26.601780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:26.606378] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 2m 5s | Global ETA: 1h 4m 4s
[2025-11-25T11:37:26.651945] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.40% | Symbol ETA: 19.6s | Global ETA: 1h 4m 4s
[2025-11-25T11:37:26.652120] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:37:26.652937] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:26.653138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:26.654185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:26.748637] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 0.26%, Actual: 2.02%
[2025-11-25T11:37:26.779625] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.44%, Actual: 0.79%
[2025-11-25T11:37:26.933053] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 1.54%, Actual: 3.01%
[2025-11-25T11:37:26.943806] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:37:26.951466] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 0.26%
[2025-11-25T11:37:26.994729] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:37:27.113390] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 3.08%
[2025-11-25T11:37:27.115935] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:27.121371] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 0.33%
[2025-11-25T11:37:27.163832] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:27.177959] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.99% | Symbol ETA: 26.6s | Global ETA: 1h 4m 8s
[2025-11-25T11:37:27.178111] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:37:27.178885] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:27.178961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:27.180591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:27.181129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:27.181529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:27.227212] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.94% | Symbol ETA: 19.0s | Global ETA: 1h 4m 8s
[2025-11-25T11:37:27.227494] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:37:27.228369] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:27.228507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:27.229571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:27.266108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:27.282849] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 6.34%, Actual: 3.32%
[2025-11-25T11:37:27.290496] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.44%
[2025-11-25T11:37:27.456526] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -3.92%, Actual: 0.72%
[2025-11-25T11:37:27.464477] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.36%, Actual: 0.84%
[2025-11-25T11:37:27.567587] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:37:27.605197] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:37:27.630737] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 6.12%, Actual: 2.67%
[2025-11-25T11:37:27.639268] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 0.08%
[2025-11-25T11:37:27.738493] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:27.779050] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:27.803921] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.25% | Symbol ETA: 18.5s | Global ETA: 1h 4m 12s
[2025-11-25T11:37:27.804417] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:37:27.805493] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:27.805638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:27.806750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:27.811036] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 2.79%, Actual: 4.92%
[2025-11-25T11:37:27.814766] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 0.66%
[2025-11-25T11:37:27.843845] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 25.9s | Global ETA: 1h 4m 12s
[2025-11-25T11:37:27.844251] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:37:27.845131] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:27.845273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:27.847011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:27.847616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:27.848106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:27.932437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:27.986221] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 0.30%
[2025-11-25T11:37:27.986163] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -1.70%, Actual: 7.59%
[2025-11-25T11:37:28.145726] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:37:28.157184] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 0.05%
[2025-11-25T11:37:28.163097] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 6.57%, Actual: 6.76%
[2025-11-25T11:37:28.270390] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:37:28.315435] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:28.330331] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.31%
[2025-11-25T11:37:28.330741] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 42.3056%
[2025-11-25T11:37:28.330910] [INFO ] [main      ] GPJA: DISCARDED add_atr_5 (score: 42.31%)
[2025-11-25T11:37:28.331024] [INFO ] [main      ] GPJA: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:37:28.331119] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment']
[2025-11-25T11:37:28.331217] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:37:28.341374] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -2.53%, Actual: 3.95%
[2025-11-25T11:37:28.341784] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 40.2677%
[2025-11-25T11:37:28.341891] [INFO ] [main      ] KORE: DISCARDED add_gap_resolution_state (score: 40.27%)
[2025-11-25T11:37:28.342011] [INFO ] [main      ] KORE: Testing feature 13/53: add_gaps
[2025-11-25T11:37:28.342117] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gaps']
[2025-11-25T11:37:28.342225] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:37:28.344250] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:28.344725] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:37:28.345586] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:37:28.345783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:28.350629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:28.351512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:28.353980] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:28.354431] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:37:28.355316] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:28.355393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:28.357293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:28.358000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:28.358511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:28.359538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:28.379994] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.19% | Symbol ETA: 17.9s | Global ETA: 1h 4m 16s
[2025-11-25T11:37:28.380134] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:37:28.380913] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:28.380985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:28.381954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:28.440970] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:28.502425] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.03% | Symbol ETA: 25.3s | Global ETA: 1h 4m 17s
[2025-11-25T11:37:28.502703] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:37:28.503526] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:28.503681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:28.505387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:28.505967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:28.506378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:28.590571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:28.689381] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:37:28.700406] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:37:28.719242] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:37:28.858889] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:28.887259] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:28.888572] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:28.921233] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 1m 38s | Global ETA: 1h 4m 20s
[2025-11-25T11:37:28.921510] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:37:28.922359] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:37:28.922490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:28.927306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:28.928189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:28.928480] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:37:28.950573] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -5.57% | Symbol ETA: 33.3s | Global ETA: 1h 4m 20s
[2025-11-25T11:37:28.950767] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:37:28.950964] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 17.3s | Global ETA: 1h 4m 20s
[2025-11-25T11:37:28.951108] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:37:28.951847] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:28.951869] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:28.951936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:28.951960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:28.952919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:28.954152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:28.954927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:28.955538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:28.956685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:29.098762] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:29.159857] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.11% | Symbol ETA: 24.6s | Global ETA: 1h 4m 21s
[2025-11-25T11:37:29.160163] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:37:29.160991] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:29.161130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:29.162854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:29.163417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:29.163907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:29.247785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:29.267613] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:37:29.290992] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:37:29.302471] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:37:29.437417] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:29.460314] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:29.478359] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:29.502293] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 1m 38s | Global ETA: 1h 4m 24s
[2025-11-25T11:37:29.502585] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:37:29.503442] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:37:29.503572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:29.508508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:29.509411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:29.521966] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 16.7s | Global ETA: 1h 4m 24s
[2025-11-25T11:37:29.522284] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:37:29.523146] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:29.523283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:29.524315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:29.542631] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 4.64% | Symbol ETA: 32.6s | Global ETA: 1h 4m 24s
[2025-11-25T11:37:29.542947] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:37:29.543796] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:29.543932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:29.545675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:29.546285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:29.546794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:29.547703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:29.585295] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:37:29.756487] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:29.818589] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.58% | Symbol ETA: 23.9s | Global ETA: 1h 4m 26s
[2025-11-25T11:37:29.818876] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:37:29.819746] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:29.819885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:29.821604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:29.822202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:29.822713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:29.850727] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:37:29.871138] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:37:29.896315] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:37:29.909288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:30.024527] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:30.044840] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:30.067615] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:30.088019] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.63% | Symbol ETA: 1m 37s | Global ETA: 1h 4m 28s
[2025-11-25T11:37:30.088289] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:37:30.089137] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:37:30.089269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:30.094107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:30.094993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:30.107194] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 16.2s | Global ETA: 1h 4m 28s
[2025-11-25T11:37:30.107365] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:37:30.108282] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:30.108423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:30.109411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:30.130411] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.42% | Symbol ETA: 32.0s | Global ETA: 1h 4m 28s
[2025-11-25T11:37:30.130722] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:37:30.131548] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:30.131701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:30.133403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:30.133985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:30.134456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:30.135307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:30.255028] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:37:30.424805] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:30.430903] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:37:30.454956] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:37:30.476468] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:37:30.488841] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.37% | Symbol ETA: 23.3s | Global ETA: 1h 4m 30s
[2025-11-25T11:37:30.489012] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:37:30.489931] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:30.490077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:30.491820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:30.492379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:30.492872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:30.576483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:30.602294] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:30.625161] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:30.653422] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:30.664945] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.53% | Symbol ETA: 1m 37s | Global ETA: 1h 4m 31s
[2025-11-25T11:37:30.665094] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:37:30.665879] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:37:30.665953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:30.670806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:30.671599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:30.687713] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.78% | Symbol ETA: 15.6s | Global ETA: 1h 4m 32s
[2025-11-25T11:37:30.687868] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:37:30.688630] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:30.688734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:30.689697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:30.720858] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 5.08% | Symbol ETA: 31.4s | Global ETA: 1h 4m 32s
[2025-11-25T11:37:30.721021] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:37:30.721846] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:30.721972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:30.723785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:30.724303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:30.724734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:30.725572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:30.916295] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:37:31.008434] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:37:31.041914] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:37:31.076385] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:37:31.086934] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:31.147942] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.19% | Symbol ETA: 22.6s | Global ETA: 1h 4m 35s
[2025-11-25T11:37:31.148241] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:37:31.149080] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:31.149219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:31.150988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:31.151561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:31.152050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:31.178663] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:31.216531] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:31.237130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:31.241040] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 1m 36s | Global ETA: 1h 4m 35s
[2025-11-25T11:37:31.241325] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:37:31.242181] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:37:31.242313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:31.246032] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:31.247114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:31.248005] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:31.279146] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.52% | Symbol ETA: 15.0s | Global ETA: 1h 4m 36s
[2025-11-25T11:37:31.279442] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:37:31.280277] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:31.280418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:31.281445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:31.312138] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -6.68% | Symbol ETA: 30.8s | Global ETA: 1h 4m 36s
[2025-11-25T11:37:31.312464] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:37:31.313454] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:31.313604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:31.315497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:31.316127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:31.316609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:31.317521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:31.579177] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:37:31.585203] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:37:31.620555] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:37:31.673516] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:37:31.750296] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:31.755110] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:31.801432] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:31.816681] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.41% | Symbol ETA: 21.9s | Global ETA: 1h 4m 39s
[2025-11-25T11:37:31.816942] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:37:31.818060] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:31.818214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:31.820001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:31.820571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:31.821068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:31.821731] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 1m 35s | Global ETA: 1h 4m 39s
[2025-11-25T11:37:31.821985] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:37:31.823048] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:37:31.823362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:31.828621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:31.829731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:31.851533] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:31.865763] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.81% | Symbol ETA: 14.4s | Global ETA: 1h 4m 40s
[2025-11-25T11:37:31.907576] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:31.917751] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -1.35% | Symbol ETA: 30.3s | Global ETA: 1h 4m 40s
[2025-11-25T11:37:31.918072] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:37:31.918950] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:31.919092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:31.920839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:31.921415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:31.921910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:31.922770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:32.042630] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.40%, Actual: 0.50%
[2025-11-25T11:37:32.174072] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:37:32.225172] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.94%, Actual: 2.12%
[2025-11-25T11:37:32.245342] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:37:32.262027] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:37:32.343215] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:32.399863] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.25%, Actual: 0.21%
[2025-11-25T11:37:32.406274] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 1m 35s | Global ETA: 1h 4m 43s
[2025-11-25T11:37:32.406566] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:37:32.407429] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:37:32.407565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:32.412728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:32.413632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:32.414418] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:32.432590] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:32.475237] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.85% | Symbol ETA: 21.3s | Global ETA: 1h 4m 44s
[2025-11-25T11:37:32.475541] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:37:32.476381] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:32.476521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:32.478303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:32.478901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:32.479401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:32.497327] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 4.44% | Symbol ETA: 29.7s | Global ETA: 1h 4m 44s
[2025-11-25T11:37:32.497666] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:37:32.498536] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:32.498691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:32.500492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:32.501123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:32.501669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:32.502763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:32.564387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:32.570744] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.19%, Actual: 0.30%
[2025-11-25T11:37:32.752325] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 1.16%
[2025-11-25T11:37:32.758587] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:37:32.851831] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:37:32.909092] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:37:32.928687] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:32.931578] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 0.86%
[2025-11-25T11:37:32.990399] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 1m 34s | Global ETA: 1h 4m 47s
[2025-11-25T11:37:32.990682] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:37:32.991503] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:37:32.991635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:32.996450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:32.997358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:33.039240] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:33.080392] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:33.102104] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -3.23% | Symbol ETA: 29.1s | Global ETA: 1h 4m 48s
[2025-11-25T11:37:33.102254] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:37:33.103023] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:33.103097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:33.104783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:33.105270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:33.105681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:33.106446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:33.107957] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.87%, Actual: 2.61%
[2025-11-25T11:37:33.142522] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -3.11% | Symbol ETA: 20.6s | Global ETA: 1h 4m 48s
[2025-11-25T11:37:33.289698] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.78%, Actual: 0.31%
[2025-11-25T11:37:33.314597] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.99%, Actual: 2.87%
[2025-11-25T11:37:33.337634] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:37:33.447943] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:37:33.483089] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: 0.53%, Actual: 3.56%
[2025-11-25T11:37:33.484896] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.52%, Actual: 1.01%
[2025-11-25T11:37:33.507091] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:33.569321] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 1m 34s | Global ETA: 1h 4m 51s
[2025-11-25T11:37:33.569584] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:37:33.570456] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:37:33.570615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:33.575680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:33.576581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:33.619848] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:33.653278] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.03%, Actual: 0.62%
[2025-11-25T11:37:33.660094] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.81%, Actual: 0.44%
[2025-11-25T11:37:33.660562] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 40.8099%
[2025-11-25T11:37:33.660787] [INFO ] [main      ] MXF: DISCARDED add_late_session_pressure (score: 40.81%)
[2025-11-25T11:37:33.660941] [INFO ] [main      ] MXF: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:37:33.661107] [DEBUG] [main      ] Testing with features: ['add_micro_gap_fill_velocity']
[2025-11-25T11:37:33.661255] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:37:33.674968] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:33.675769] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:37:33.676699] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:33.676842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:37:33.679026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:33.683526] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.46% | Symbol ETA: 28.5s | Global ETA: 1h 4m 52s
[2025-11-25T11:37:33.683849] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:37:33.684718] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:33.684857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:33.686619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:33.687300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:33.687812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:37:33.688727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:33.832733] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.11%, Actual: 1.74%
[2025-11-25T11:37:33.914487] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:37:34.015427] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.58%, Actual: 1.35%
[2025-11-25T11:37:34.025980] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:37:34.038573] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:37:34.084115] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:34.145476] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 1m 33s | Global ETA: 1h 4m 55s
[2025-11-25T11:37:34.196909] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.37%, Actual: 1.21%
[2025-11-25T11:37:34.197430] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:34.212868] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:34.266394] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.28% | Symbol ETA: 18.5s | Global ETA: 1h 4m 56s
[2025-11-25T11:37:34.266559] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:37:34.267374] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:34.267462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:37:34.269683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:34.277499] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.42% | Symbol ETA: 27.9s | Global ETA: 1h 4m 56s
[2025-11-25T11:37:34.313336] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.50%, Actual: 0.79%
[2025-11-25T11:37:34.377175] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.19%, Actual: 2.31%
[2025-11-25T11:37:34.447984] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -5.57%, Actual: 2.02%
[2025-11-25T11:37:34.482116] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 0.26%
[2025-11-25T11:37:34.560077] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.41%, Actual: 2.40%
[2025-11-25T11:37:34.617187] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 4.64%, Actual: 3.01%
[2025-11-25T11:37:34.631045] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:37:34.649550] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.63%, Actual: 0.33%
[2025-11-25T11:37:34.735287] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.85%, Actual: 1.49%
[2025-11-25T11:37:34.786881] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.42%, Actual: 3.08%
[2025-11-25T11:37:34.806358] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:34.820822] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.53%, Actual: 0.44%
[2025-11-25T11:37:34.887761] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 18.0s | Global ETA: 1h 4m 60s
[2025-11-25T11:37:34.888132] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:37:34.889441] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:34.889627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:37:34.892794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:34.910602] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -3.11%, Actual: 1.19%
[2025-11-25T11:37:34.911037] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 44.6769%
[2025-11-25T11:37:34.911205] [INFO ] [main      ] BB: DISCARDED add_intraday_volatility_percentile (score: 44.68%)
[2025-11-25T11:37:34.911325] [INFO ] [main      ] BB: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:37:34.911443] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_last_hour_momentum_mag']
[2025-11-25T11:37:34.911554] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:37:34.924001] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:34.924620] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:37:34.925523] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:34.925601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:34.927470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:34.929452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:34.929985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:34.930750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:34.983568] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 5.08%, Actual: 3.32%
[2025-11-25T11:37:34.992548] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.84%
[2025-11-25T11:37:35.151439] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -6.68%, Actual: 0.72%
[2025-11-25T11:37:35.161516] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 0.08%
[2025-11-25T11:37:35.235340] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:37:35.275913] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:37:35.324029] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -1.35%, Actual: 2.67%
[2025-11-25T11:37:35.330503] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.06%, Actual: 0.66%
[2025-11-25T11:37:35.405476] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:35.451071] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:35.476902] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.85% | Symbol ETA: 17.4s | Global ETA: 1h 5m 4s
[2025-11-25T11:37:35.477217] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:37:35.478093] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:35.478233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:37:35.480254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:35.497512] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 4.44%, Actual: 4.92%
[2025-11-25T11:37:35.500010] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.59%, Actual: 0.30%
[2025-11-25T11:37:35.514430] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.41% | Symbol ETA: 26.1s | Global ETA: 1h 5m 4s
[2025-11-25T11:37:35.514738] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:37:35.515567] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:35.515722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:35.517519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:35.518120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:35.518597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:35.519326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:35.667766] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 0.05%
[2025-11-25T11:37:35.670960] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -3.23%, Actual: 7.59%
[2025-11-25T11:37:35.821415] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:37:35.839704] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.46%, Actual: 6.76%
[2025-11-25T11:37:35.841349] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.16%, Actual: 0.31%
[2025-11-25T11:37:35.841758] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 48.5274%
[2025-11-25T11:37:35.841951] [INFO ] [main      ] GPJA: KEPT add_close_to_open_alignment (score: 48.53%)
[2025-11-25T11:37:35.842063] [INFO ] [main      ] GPJA: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:37:35.842164] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_composite_volatility_context']
[2025-11-25T11:37:35.842280] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:37:35.854759] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:35.855533] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:37:35.856580] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:35.856755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:35.862430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:35.863470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:37:35.863336] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:37:35.864446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:35.989912] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:36.017940] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.42%, Actual: 3.95%
[2025-11-25T11:37:36.018343] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 57.3927%
[2025-11-25T11:37:36.018511] [INFO ] [main      ] KORE: DISCARDED add_gaps (score: 57.39%)
[2025-11-25T11:37:36.018632] [INFO ] [main      ] KORE: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:37:36.018758] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies']
[2025-11-25T11:37:36.018867] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:37:36.031119] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:36.031930] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:37:36.032993] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:36.033148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:36.035014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:36.035681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:36.036192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:36.036986] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:36.037570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:36.055522] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.54% | Symbol ETA: 16.8s | Global ETA: 1h 5m 8s
[2025-11-25T11:37:36.055817] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:37:36.056579] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:36.056732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:37:36.058771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:36.099987] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.30% | Symbol ETA: 25.4s | Global ETA: 1h 5m 8s
[2025-11-25T11:37:36.100269] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:37:36.101343] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:36.101515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:36.103544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:36.104181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:36.104820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:36.105614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:36.232843] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:37:36.381711] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:37:36.409568] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:37:36.412321] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:36.460584] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:37:36.484124] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 1m 16s | Global ETA: 1h 5m 11s
[2025-11-25T11:37:36.484422] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:37:36.485312] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:36.485455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:36.490396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:36.491400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:37:36.492373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:36.554295] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:36.593967] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:36.618154] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -1.14% | Symbol ETA: 28.3s | Global ETA: 1h 5m 12s
[2025-11-25T11:37:36.618456] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:37:36.619369] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:36.619514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:36.621291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:36.621891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:36.622385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:36.623714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:36.638343] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:36.662243] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 16.2s | Global ETA: 1h 5m 12s
[2025-11-25T11:37:36.662552] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:37:36.663481] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:36.663624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:37:36.665765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:36.701734] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.10% | Symbol ETA: 24.9s | Global ETA: 1h 5m 12s
[2025-11-25T11:37:36.702038] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:37:36.702895] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:36.703039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:36.704823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:36.705336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:36.705844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:36.706561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:36.846152] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:37:36.966794] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:37:37.009475] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:37:37.026341] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:37.057512] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:37:37.094220] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.82% | Symbol ETA: 1m 16s | Global ETA: 1h 5m 15s
[2025-11-25T11:37:37.094502] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:37:37.095351] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:37.095485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:37.100385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:37.101274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:37:37.102201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:37.140255] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:37.189132] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:37.204598] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 0.96% | Symbol ETA: 27.7s | Global ETA: 1h 5m 16s
[2025-11-25T11:37:37.204970] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:37:37.205899] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:37.206041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:37.207866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:37.208494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:37.209003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:37.210316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:37.228333] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:37.257690] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 15.6s | Global ETA: 1h 5m 16s
[2025-11-25T11:37:37.257859] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:37:37.258683] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:37.258757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:37:37.260854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:37.291159] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -4.75% | Symbol ETA: 24.3s | Global ETA: 1h 5m 16s
[2025-11-25T11:37:37.291336] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:37:37.292138] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:37.292214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:37.293940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:37.294469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:37.294906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:37.295569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:37.447885] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:37:37.551191] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:37:37.621374] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:37.622821] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:37:37.650244] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:37:37.687465] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 1m 15s | Global ETA: 1h 5m 19s
[2025-11-25T11:37:37.687636] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:37:37.688436] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:37.688655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:37.693524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:37.694443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:37:37.695374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:37.723456] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:37.786150] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.63% | Symbol ETA: 27.1s | Global ETA: 1h 5m 20s
[2025-11-25T11:37:37.786450] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:37:37.787375] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:37.787526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:37.789292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:37.789895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:37.790376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:37.791691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:37.793447] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:37.825072] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:37.862415] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.39% | Symbol ETA: 15.0s | Global ETA: 1h 5m 20s
[2025-11-25T11:37:37.862749] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:37:37.863732] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:37.863884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:37:37.865951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:37.888350] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 23.7s | Global ETA: 1h 5m 20s
[2025-11-25T11:37:37.888674] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:37:37.889517] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:37.889675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:37.891407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:37.892009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:37.892482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:37.893267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:38.043131] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:37:38.131930] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:37:38.220586] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:37:38.220950] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:38.246689] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:37:38.288446] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 1m 14s | Global ETA: 1h 5m 23s
[2025-11-25T11:37:38.288727] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:37:38.289543] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:38.289692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:38.294576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:38.295470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:37:38.296385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:38.307371] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:38.371619] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 26.5s | Global ETA: 1h 5m 23s
[2025-11-25T11:37:38.371928] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:37:38.372780] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:38.372927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:38.374672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:38.375243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:38.375738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:38.377053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:38.404488] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:38.427695] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:38.471411] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.12% | Symbol ETA: 14.4s | Global ETA: 1h 5m 24s
[2025-11-25T11:37:38.471722] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:37:38.472540] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:38.472695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:37:38.474689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:38.490982] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.82% | Symbol ETA: 23.1s | Global ETA: 1h 5m 24s
[2025-11-25T11:37:38.491468] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:37:38.492302] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:38.492442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:38.494168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:38.494753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:38.495223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:38.496119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:38.641257] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:37:38.729549] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:37:38.813846] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:38.838900] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:37:38.869318] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:37:38.880158] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.25% | Symbol ETA: 1m 14s | Global ETA: 1h 5m 27s
[2025-11-25T11:37:38.880429] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:37:38.881262] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:38.881395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:38.886264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:38.887204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:37:38.888118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:38.902902] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:38.968002] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -5.85% | Symbol ETA: 26.0s | Global ETA: 1h 5m 28s
[2025-11-25T11:37:38.968291] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:37:38.969123] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:38.969266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:38.971144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:38.971914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:38.972394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:38.973694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:39.014171] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:39.045425] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:39.088449] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.66% | Symbol ETA: 13.8s | Global ETA: 1h 5m 28s
[2025-11-25T11:37:39.088738] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:37:39.089596] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:39.089756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:37:39.091819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:39.110461] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.95% | Symbol ETA: 22.5s | Global ETA: 1h 5m 28s
[2025-11-25T11:37:39.110720] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:37:39.111557] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:39.111715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:39.113562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:39.114156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:39.114662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:39.115407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:39.244192] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:37:39.339262] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:37:39.430360] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:39.459141] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:37:39.503812] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:37:39.505469] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.15% | Symbol ETA: 1m 13s | Global ETA: 1h 5m 31s
[2025-11-25T11:37:39.505787] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:37:39.506662] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:39.506814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:39.512352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:39.513301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:37:39.514252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:39.564416] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:39.647375] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 10.31% | Symbol ETA: 25.4s | Global ETA: 1h 5m 32s
[2025-11-25T11:37:39.647738] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:37:39.648901] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:39.649051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:39.650952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:39.651570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:39.652079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:39.653420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:39.669096] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:39.730261] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:39.768441] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.48% | Symbol ETA: 13.2s | Global ETA: 1h 5m 33s
[2025-11-25T11:37:39.826135] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.68% | Symbol ETA: 22.0s | Global ETA: 1h 5m 33s
[2025-11-25T11:37:39.826513] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:37:39.827930] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:39.828143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:39.830897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:39.831783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:39.832373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:39.833196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:39.973906] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:37:40.023254] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.28%, Actual: 0.50%
[2025-11-25T11:37:40.162983] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:37:40.220220] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:40.232743] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.49%, Actual: 2.12%
[2025-11-25T11:37:40.289546] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 1m 13s | Global ETA: 1h 5m 36s
[2025-11-25T11:37:40.289847] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:37:40.290775] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:40.290911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:40.293108] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:37:40.296034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:40.297013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:37:40.298017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:40.371036] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:40.418324] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.85%, Actual: 0.21%
[2025-11-25T11:37:40.433418] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -3.21% | Symbol ETA: 24.9s | Global ETA: 1h 5m 37s
[2025-11-25T11:37:40.433760] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:37:40.434595] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:40.434696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:40.436424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:40.437081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:40.437505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:40.438841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:40.481562] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:40.545540] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.21% | Symbol ETA: 21.4s | Global ETA: 1h 5m 38s
[2025-11-25T11:37:40.545820] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:37:40.546746] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:40.546893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:40.548815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:40.549461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:40.549929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:40.550706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:40.605549] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.54%, Actual: 0.30%
[2025-11-25T11:37:40.651454] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:37:40.777521] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.16%
[2025-11-25T11:37:40.791492] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:37:40.826010] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:40.896247] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 1m 12s | Global ETA: 1h 5m 41s
[2025-11-25T11:37:40.896415] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:37:40.897248] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:40.897392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:40.899382] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:37:40.902945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:40.904025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:37:40.904998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:40.959822] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 0.86%
[2025-11-25T11:37:40.969796] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:41.031767] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -6.02% | Symbol ETA: 24.3s | Global ETA: 1h 5m 41s
[2025-11-25T11:37:41.031915] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:37:41.032693] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:41.032779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:41.034434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:41.035034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:41.035509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:41.036825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:41.075833] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:41.138397] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.73% | Symbol ETA: 20.7s | Global ETA: 1h 5m 42s
[2025-11-25T11:37:41.139228] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.39%, Actual: 2.61%
[2025-11-25T11:37:41.244207] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:37:41.310403] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.41%, Actual: 2.87%
[2025-11-25T11:37:41.315269] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 0.31%
[2025-11-25T11:37:41.374022] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:37:41.423243] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:41.483163] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.30%, Actual: 3.56%
[2025-11-25T11:37:41.487874] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 1m 11s | Global ETA: 1h 5m 45s
[2025-11-25T11:37:41.488158] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:37:41.488990] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:41.489125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:41.493969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:41.494850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:37:41.495763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:41.496546] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.66%, Actual: 1.01%
[2025-11-25T11:37:41.544669] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:41.606794] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 6.47% | Symbol ETA: 23.6s | Global ETA: 1h 5m 45s
[2025-11-25T11:37:41.607104] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:37:41.607948] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:41.608086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:41.609836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:41.610398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:41.610890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:37:41.612177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:41.657826] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.10%, Actual: 0.62%
[2025-11-25T11:37:41.669381] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 0.44%
[2025-11-25T11:37:41.669815] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 33.8143%
[2025-11-25T11:37:41.669987] [INFO ] [main      ] MXF: DISCARDED add_micro_gap_fill_velocity (score: 33.81%)
[2025-11-25T11:37:41.670107] [INFO ] [main      ] MXF: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:37:41.670212] [DEBUG] [main      ] Testing with features: ['add_morning_followthrough_mag_T0']
[2025-11-25T11:37:41.670318] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:37:41.682450] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:41.683309] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:37:41.684300] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:41.684445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:37:41.685213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:41.832178] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -4.75%, Actual: 1.74%
[2025-11-25T11:37:41.835038] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:37:41.953269] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:37:42.007483] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 1.35%
[2025-11-25T11:37:42.009603] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:42.032733] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:37:42.075192] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 1m 11s | Global ETA: 1h 5m 48s
[2025-11-25T11:37:42.124044] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:42.188622] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -5.13% | Symbol ETA: 23.0s | Global ETA: 1h 5m 49s
[2025-11-25T11:37:42.190088] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 1.21%
[2025-11-25T11:37:42.208555] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:42.253403] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: 0.14%, Actual: 0.79%
[2025-11-25T11:37:42.272148] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.62% | Symbol ETA: 18.1s | Global ETA: 1h 5m 50s
[2025-11-25T11:37:42.272452] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:37:42.273327] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:42.273469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:37:42.274185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:42.362452] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -1.14%, Actual: 2.02%
[2025-11-25T11:37:42.370198] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.95%, Actual: 2.31%
[2025-11-25T11:37:42.441352] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.82%, Actual: 0.26%
[2025-11-25T11:37:42.538985] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 0.96%, Actual: 3.01%
[2025-11-25T11:37:42.547437] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.68%, Actual: 2.40%
[2025-11-25T11:37:42.617673] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:37:42.623722] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 0.33%
[2025-11-25T11:37:42.714799] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.63%, Actual: 3.08%
[2025-11-25T11:37:42.719222] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.21%, Actual: 1.49%
[2025-11-25T11:37:42.802730] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.67%, Actual: 0.44%
[2025-11-25T11:37:42.820972] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:42.883471] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 3.32%
[2025-11-25T11:37:42.884390] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.30% | Symbol ETA: 17.6s | Global ETA: 1h 5m 54s
[2025-11-25T11:37:42.884715] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:37:42.885604] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:42.885765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:37:42.886492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:42.887890] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.73%, Actual: 1.19%
[2025-11-25T11:37:42.888263] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 49.7662%
[2025-11-25T11:37:42.888428] [INFO ] [main      ] BB: DISCARDED add_last_hour_momentum_mag (score: 49.77%)
[2025-11-25T11:37:42.888544] [INFO ] [main      ] BB: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:37:42.888662] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_day_volatility']
[2025-11-25T11:37:42.888772] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:37:42.900802] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:42.901405] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:37:42.902338] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:42.902483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:42.904344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:42.904966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:42.905447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:42.907367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:42.974182] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.84%
[2025-11-25T11:37:43.065608] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -5.85%, Actual: 0.72%
[2025-11-25T11:37:43.144156] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.15%, Actual: 0.08%
[2025-11-25T11:37:43.236041] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 10.31%, Actual: 2.67%
[2025-11-25T11:37:43.249889] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:37:43.254764] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:37:43.314288] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 0.66%
[2025-11-25T11:37:43.418770] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:43.422193] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -3.21%, Actual: 4.92%
[2025-11-25T11:37:43.425239] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:43.480353] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.57% | Symbol ETA: 23.2s | Global ETA: 1h 5m 58s
[2025-11-25T11:37:43.480524] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:37:43.481439] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:43.481580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:43.483384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:43.483990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:43.484472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:43.484633] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 0.30%
[2025-11-25T11:37:43.486440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:43.487815] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.83% | Symbol ETA: 17.0s | Global ETA: 1h 5m 58s
[2025-11-25T11:37:43.488104] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:37:43.488949] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:43.489089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:37:43.489798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:43.591943] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -6.02%, Actual: 7.59%
[2025-11-25T11:37:43.653794] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 0.05%
[2025-11-25T11:37:43.761723] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 6.47%, Actual: 6.76%
[2025-11-25T11:37:43.823539] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 0.31%
[2025-11-25T11:37:43.823879] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 41.5742%
[2025-11-25T11:37:43.823999] [INFO ] [main      ] GPJA: DISCARDED add_composite_volatility_context (score: 41.57%)
[2025-11-25T11:37:43.824059] [INFO ] [main      ] GPJA: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:37:43.824154] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios']
[2025-11-25T11:37:43.824271] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:37:43.825299] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:37:43.825953] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:37:43.835590] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:43.836213] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:37:43.837100] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:43.837178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:43.842025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:43.842851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:37:43.845253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:43.932724] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -5.13%, Actual: 3.95%
[2025-11-25T11:37:43.932933] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 50.3757%
[2025-11-25T11:37:43.933019] [INFO ] [main      ] KORE: DISCARDED add_intraday_skewness_proxies (score: 50.38%)
[2025-11-25T11:37:43.933067] [INFO ] [main      ] KORE: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:37:43.933103] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile']
[2025-11-25T11:37:43.933160] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:37:43.945740] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:43.946508] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:37:43.947719] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:43.947838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:43.950119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:43.950849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:43.951557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:43.997621] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:44.002844] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:44.050247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:44.060416] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.74% | Symbol ETA: 22.6s | Global ETA: 1h 6m 2s
[2025-11-25T11:37:44.060724] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:37:44.061542] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:44.061698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:44.063402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:44.063983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:44.064460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:44.065113] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -0.72% | Symbol ETA: 16.4s | Global ETA: 1h 6m 2s
[2025-11-25T11:37:44.065409] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:37:44.066241] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:44.066379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:37:44.066358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:44.067050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:44.186799] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:37:44.354042] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:44.391064] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:37:44.411804] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:37:44.418916] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:37:44.420931] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 1m 6s | Global ETA: 1h 6m 4s
[2025-11-25T11:37:44.421217] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:37:44.422090] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:44.422226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:44.427130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:44.428125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:37:44.430639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:44.582663] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:44.594980] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:44.595615] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:44.645032] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 27.8s | Global ETA: 1h 6m 6s
[2025-11-25T11:37:44.645187] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:37:44.645964] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:44.646172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:44.647969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:44.648544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:44.649032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:44.660006] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.85% | Symbol ETA: 22.1s | Global ETA: 1h 6m 6s
[2025-11-25T11:37:44.660290] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:37:44.661139] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:44.661279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:44.662996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:44.663261] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 15.8s | Global ETA: 1h 6m 6s
[2025-11-25T11:37:44.663580] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:37:44.663593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:44.664122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:44.664433] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:44.664588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:37:44.665351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:44.666000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:44.734045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:44.771370] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:37:44.941773] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:45.009105] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.13% | Symbol ETA: 1m 6s | Global ETA: 1h 6m 8s
[2025-11-25T11:37:45.009358] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:37:45.010218] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:45.010352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:45.011099] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:37:45.012822] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:37:45.015214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:45.016159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:37:45.018796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:45.086529] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:37:45.180630] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:45.190076] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:45.241627] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 15.2s | Global ETA: 1h 6m 10s
[2025-11-25T11:37:45.241967] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:37:45.242814] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:45.242954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:37:45.243666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:45.254807] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.40% | Symbol ETA: 21.5s | Global ETA: 1h 6m 10s
[2025-11-25T11:37:45.254967] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:37:45.255829] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:45.255907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:45.256011] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:45.257698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:45.258224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:45.258814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:45.260861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:45.318715] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 3.29% | Symbol ETA: 27.0s | Global ETA: 1h 6m 10s
[2025-11-25T11:37:45.318872] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:37:45.319627] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:45.319733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:45.321549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:45.322069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:45.322551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:45.358031] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:37:45.408365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:45.530807] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:45.591840] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:37:45.597795] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 1m 5s | Global ETA: 1h 6m 12s
[2025-11-25T11:37:45.597961] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:37:45.598864] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:45.598996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:45.603819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:45.604691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:37:45.607320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:45.616842] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:37:45.750902] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:37:45.767741] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:45.790716] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:45.834027] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 14.6s | Global ETA: 1h 6m 14s
[2025-11-25T11:37:45.834326] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:37:45.835184] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:45.835328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:37:45.836046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:45.854061] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -1.08% | Symbol ETA: 20.9s | Global ETA: 1h 6m 14s
[2025-11-25T11:37:45.854390] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:37:45.855262] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:45.855405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:45.857709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:45.859002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:45.859515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:45.861490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:45.919532] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:45.950855] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:37:45.981206] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -1.77% | Symbol ETA: 26.2s | Global ETA: 1h 6m 15s
[2025-11-25T11:37:45.981475] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:37:45.982302] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:45.982445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:45.984176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:45.984762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:45.985238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:46.070509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:46.121467] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:46.177612] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:37:46.186827] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 1m 5s | Global ETA: 1h 6m 16s
[2025-11-25T11:37:46.187108] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:37:46.187914] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:46.188047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:46.192892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:46.193769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:37:46.196210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:46.207332] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:37:46.345030] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:46.379759] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:46.407070] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 14.0s | Global ETA: 1h 6m 18s
[2025-11-25T11:37:46.407382] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:37:46.408268] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:46.408435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:37:46.408764] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:37:46.409121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:46.446364] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 20.3s | Global ETA: 1h 6m 18s
[2025-11-25T11:37:46.446685] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:37:46.447573] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:46.447734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:46.449556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:46.450162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:46.450672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:46.452748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:46.536220] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:37:46.589028] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:46.651755] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 5.04% | Symbol ETA: 25.5s | Global ETA: 1h 6m 19s
[2025-11-25T11:37:46.652038] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:37:46.652880] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:46.653019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:46.654754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:46.655317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:46.655823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:46.707011] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:46.741084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:46.767929] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:37:46.774106] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.66% | Symbol ETA: 1m 4s | Global ETA: 1h 6m 20s
[2025-11-25T11:37:46.774358] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:37:46.775391] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:46.775522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:46.780561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:46.781451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:37:46.783933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:46.805283] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:37:46.952115] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:46.979120] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:47.025016] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.41% | Symbol ETA: 13.4s | Global ETA: 1h 6m 22s
[2025-11-25T11:37:47.025327] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:37:47.026503] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:47.026660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:37:47.027445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:47.045344] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.83% | Symbol ETA: 19.7s | Global ETA: 1h 6m 22s
[2025-11-25T11:37:47.045658] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:37:47.046491] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:47.046670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:47.048440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:47.049054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:47.049526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:47.051434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:47.085592] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:37:47.128568] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:37:47.281485] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:47.306532] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:47.345498] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -3.61% | Symbol ETA: 24.9s | Global ETA: 1h 6m 24s
[2025-11-25T11:37:47.345815] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:37:47.346630] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:47.346787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:47.348552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:47.349144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:47.349660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:47.372119] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 1m 4s | Global ETA: 1h 6m 24s
[2025-11-25T11:37:47.372411] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:37:47.373267] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:47.373398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:47.378750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:47.379714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:37:47.382192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:47.402618] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:37:47.420868] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:37:47.434725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:47.575149] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:47.602274] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:47.639437] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.48% | Symbol ETA: 19.1s | Global ETA: 1h 6m 26s
[2025-11-25T11:37:47.639753] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:37:47.640591] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:47.640751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:47.642479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:47.643072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:47.643555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:47.645464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:47.666587] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 12.8s | Global ETA: 1h 6m 26s
[2025-11-25T11:37:47.744888] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:37:47.839113] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:37:47.839298] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.62%, Actual: 0.50%
[2025-11-25T11:37:47.911862] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:47.977463] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 1m 3s | Global ETA: 1h 6m 28s
[2025-11-25T11:37:47.977752] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:37:47.978561] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:47.978710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:47.983527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:47.984439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:37:47.986929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:47.988668] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:37:48.008416] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:48.012367] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.30%, Actual: 2.12%
[2025-11-25T11:37:48.070656] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -4.23% | Symbol ETA: 24.2s | Global ETA: 1h 6m 29s
[2025-11-25T11:37:48.070952] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:37:48.071803] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:48.071944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:48.073685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:48.074267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:48.074771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:48.158611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:48.161492] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:48.191488] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 0.21%
[2025-11-25T11:37:48.223177] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.66% | Symbol ETA: 18.5s | Global ETA: 1h 6m 30s
[2025-11-25T11:37:48.223496] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:37:48.224379] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:48.224532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:48.226478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:48.227006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:48.227548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:37:48.229494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:48.326674] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:37:48.376566] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -0.72%, Actual: 0.30%
[2025-11-25T11:37:48.498330] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:48.506153] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:37:48.553452] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 1.16%
[2025-11-25T11:37:48.570895] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.81% | Symbol ETA: 1m 2s | Global ETA: 1h 6m 32s
[2025-11-25T11:37:48.571167] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:37:48.572029] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:48.572164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:48.574174] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:37:48.577102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:48.578138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:37:48.580727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:48.679623] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:48.732136] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.86%
[2025-11-25T11:37:48.742501] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 3.68% | Symbol ETA: 23.5s | Global ETA: 1h 6m 33s
[2025-11-25T11:37:48.742807] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:37:48.743681] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:48.743828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:48.745583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:48.746205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:48.746706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:48.746948] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:48.809682] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.10% | Symbol ETA: 17.9s | Global ETA: 1h 6m 34s
[2025-11-25T11:37:48.833320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:48.914772] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 2.61%
[2025-11-25T11:37:48.926632] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:37:48.993785] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.57%, Actual: 2.87%
[2025-11-25T11:37:49.096416] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:49.098878] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.31%
[2025-11-25T11:37:49.162599] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 1m 2s | Global ETA: 1h 6m 36s
[2025-11-25T11:37:49.162765] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:37:49.163532] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:49.163619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:49.168439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:49.169415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:37:49.171866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:49.172822] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.74%, Actual: 3.56%
[2025-11-25T11:37:49.195189] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:37:49.275604] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 1.01%
[2025-11-25T11:37:49.347048] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.85%, Actual: 0.62%
[2025-11-25T11:37:49.364516] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:49.426278] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -4.29% | Symbol ETA: 22.9s | Global ETA: 1h 6m 38s
[2025-11-25T11:37:49.426556] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:37:49.427393] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:49.427534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:49.429270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:49.429862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:49.430334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:49.447706] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.66%, Actual: 0.44%
[2025-11-25T11:37:49.448079] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 34.1583%
[2025-11-25T11:37:49.448245] [INFO ] [main      ] MXF: DISCARDED add_morning_followthrough_mag_T0 (score: 34.16%)
[2025-11-25T11:37:49.448383] [INFO ] [main      ] MXF: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:37:49.448489] [DEBUG] [main      ] Testing with features: ['add_morning_range_expansion']
[2025-11-25T11:37:49.448596] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:37:49.460571] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:49.461367] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:37:49.462379] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:49.462530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:37:49.467058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:49.509707] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:37:49.514020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:49.545366] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.40%, Actual: 1.74%
[2025-11-25T11:37:49.679707] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:49.722222] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -1.08%, Actual: 1.35%
[2025-11-25T11:37:49.744673] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 1m 1s | Global ETA: 1h 6m 40s
[2025-11-25T11:37:49.811822] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:37:49.852877] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:37:49.895308] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 1.21%
[2025-11-25T11:37:49.916709] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: 0.05%, Actual: 0.79%
[2025-11-25T11:37:49.990138] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:50.023016] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:50.058299] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 16.9s | Global ETA: 1h 6m 42s
[2025-11-25T11:37:50.058609] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:37:50.059501] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:50.059706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:37:50.064254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:50.071408] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.83%, Actual: 2.31%
[2025-11-25T11:37:50.084594] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 7.03% | Symbol ETA: 22.2s | Global ETA: 1h 6m 43s
[2025-11-25T11:37:50.084758] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:37:50.085543] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:50.085762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:50.086270] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.13%, Actual: 0.26%
[2025-11-25T11:37:50.087527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:50.088115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:50.088594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:37:50.173164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:50.255039] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 0.33%
[2025-11-25T11:37:50.256700] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.48%, Actual: 2.40%
[2025-11-25T11:37:50.411280] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:37:50.426054] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.67%, Actual: 0.44%
[2025-11-25T11:37:50.443019] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.66%, Actual: 1.49%
[2025-11-25T11:37:50.576516] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:37:50.582151] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:50.598480] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 0.84%
[2025-11-25T11:37:50.619912] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.10%, Actual: 1.19%
[2025-11-25T11:37:50.620301] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 50.5670%
[2025-11-25T11:37:50.620468] [INFO ] [main      ] BB: DISCARDED add_late_day_volatility (score: 50.57%)
[2025-11-25T11:37:50.620587] [INFO ] [main      ] BB: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:37:50.620715] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure']
[2025-11-25T11:37:50.620848] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:37:50.633462] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:50.634060] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:37:50.635037] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:50.635179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:50.637022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:50.637741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:50.638248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:50.641271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:50.645854] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 16.2s | Global ETA: 1h 6m 46s
[2025-11-25T11:37:50.646132] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:37:50.647058] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:50.647214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:37:50.651758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:50.745877] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:50.766954] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.08%
[2025-11-25T11:37:50.807557] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -5.28% | Symbol ETA: 21.5s | Global ETA: 1h 6m 47s
[2025-11-25T11:37:50.935756] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.66%
[2025-11-25T11:37:50.975534] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.30%, Actual: 2.02%
[2025-11-25T11:37:50.995099] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:37:51.002121] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:37:51.103743] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 0.30%
[2025-11-25T11:37:51.144471] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 3.29%, Actual: 3.01%
[2025-11-25T11:37:51.161976] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:51.173009] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:51.225922] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.17% | Symbol ETA: 21.2s | Global ETA: 1h 6m 50s
[2025-11-25T11:37:51.226231] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:37:51.227135] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:51.227278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:51.229073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:51.229769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:51.230256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:51.233050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:51.238021] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.87% | Symbol ETA: 15.6s | Global ETA: 1h 6m 50s
[2025-11-25T11:37:51.238313] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:37:51.239201] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:51.239345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:37:51.243969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:51.271477] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 0.05%
[2025-11-25T11:37:51.313191] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -1.77%, Actual: 3.08%
[2025-11-25T11:37:51.440209] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 0.31%
[2025-11-25T11:37:51.440559] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 39.7734%
[2025-11-25T11:37:51.440723] [INFO ] [main      ] GPJA: DISCARDED add_day_shape_ratios (score: 39.77%)
[2025-11-25T11:37:51.440833] [INFO ] [main      ] GPJA: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:37:51.440928] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_directional_consistency']
[2025-11-25T11:37:51.441026] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:37:51.452340] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:51.453083] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:37:51.454057] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:51.454191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:51.459080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:51.460000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:37:51.481593] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 5.04%, Actual: 3.32%
[2025-11-25T11:37:51.572143] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:37:51.584848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:51.585950] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:37:51.649779] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -3.61%, Actual: 0.72%
[2025-11-25T11:37:51.741668] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:51.761872] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:51.805089] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 20.6s | Global ETA: 1h 6m 54s
[2025-11-25T11:37:51.805236] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:37:51.805993] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:51.806067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:51.807756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:51.808252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:51.808726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:51.811441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:51.819037] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -4.23%, Actual: 2.67%
[2025-11-25T11:37:51.825044] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.79% | Symbol ETA: 15.0s | Global ETA: 1h 6m 54s
[2025-11-25T11:37:51.825194] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:37:51.825988] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:51.826080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:37:51.830232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:51.925567] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:37:51.986714] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 3.68%, Actual: 4.92%
[2025-11-25T11:37:52.112070] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:52.145979] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:37:52.154767] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -4.29%, Actual: 7.59%
[2025-11-25T11:37:52.182950] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.26% | Symbol ETA: 55.5s | Global ETA: 1h 6m 57s
[2025-11-25T11:37:52.183106] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:37:52.183972] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:52.183870] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:37:52.184061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:52.189220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:52.190285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:37:52.315296] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:52.327437] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 7.03%, Actual: 6.76%
[2025-11-25T11:37:52.327590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:52.360447] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:52.382596] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.17% | Symbol ETA: 20.0s | Global ETA: 1h 6m 58s
[2025-11-25T11:37:52.382905] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:37:52.383735] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:52.383880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:52.385601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:52.386186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:52.386679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:52.389397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:52.424714] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 14.4s | Global ETA: 1h 6m 58s
[2025-11-25T11:37:52.424864] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:37:52.425619] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:52.425704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:37:52.430200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:52.497079] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -5.28%, Actual: 3.95%
[2025-11-25T11:37:52.497315] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 57.7991%
[2025-11-25T11:37:52.497410] [INFO ] [main      ] KORE: DISCARDED add_intraday_volatility_percentile (score: 57.80%)
[2025-11-25T11:37:52.497459] [INFO ] [main      ] KORE: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:37:52.497501] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_last_hour_momentum_mag']
[2025-11-25T11:37:52.497546] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:37:52.508959] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:52.509398] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:37:52.510319] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:52.510394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:52.512137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:52.512696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:52.513124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:52.513808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:52.664753] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:37:52.727809] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:37:52.778474] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:37:52.833074] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:52.851819] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:37:52.896279] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.91% | Symbol ETA: 54.7s | Global ETA: 1h 7m 2s
[2025-11-25T11:37:52.896567] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:37:52.897414] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:52.897548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:52.898513] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:52.902407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:52.903323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:37:52.956770] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:52.961917] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.19% | Symbol ETA: 19.4s | Global ETA: 1h 7m 2s
[2025-11-25T11:37:52.962191] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:37:52.963042] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:52.963182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:52.964900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:52.965457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:52.965947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:52.968692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:53.021911] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:53.027144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:53.032051] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 13.9s | Global ETA: 1h 7m 2s
[2025-11-25T11:37:53.032412] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:37:53.033292] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:53.033434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:37:53.037773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:53.083997] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -2.74% | Symbol ETA: 26.3s | Global ETA: 1h 7m 3s
[2025-11-25T11:37:53.084168] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:37:53.084932] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:53.085006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:53.086674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:53.087362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:53.087863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:53.088610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:53.309301] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:37:53.372062] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:37:53.385680] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:37:53.426079] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:37:53.478329] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:53.542658] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 18.8s | Global ETA: 1h 7m 6s
[2025-11-25T11:37:53.542945] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:37:53.543448] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:53.543785] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:53.543935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:53.545682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:53.546244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:53.546738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:53.549458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:53.558886] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:53.596020] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:53.609443] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 54.0s | Global ETA: 1h 7m 6s
[2025-11-25T11:37:53.609755] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:37:53.610595] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:53.610743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:53.615570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:53.616522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:37:53.623732] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 13.3s | Global ETA: 1h 7m 6s
[2025-11-25T11:37:53.624050] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:37:53.624929] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:53.625066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:37:53.629481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:53.658657] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 4.30% | Symbol ETA: 25.7s | Global ETA: 1h 7m 7s
[2025-11-25T11:37:53.658944] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:37:53.659783] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:53.659921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:53.661614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:53.662198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:53.662685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:53.663432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:53.737418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:53.892672] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:37:53.982803] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:37:54.001771] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:37:54.060505] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:54.082470] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:37:54.124013] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.79% | Symbol ETA: 18.2s | Global ETA: 1h 7m 10s
[2025-11-25T11:37:54.124315] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:37:54.125205] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:54.125352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:54.127455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:54.128083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:54.128572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:54.132070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:54.163311] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:54.172942] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:54.226510] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.64% | Symbol ETA: 12.7s | Global ETA: 1h 7m 11s
[2025-11-25T11:37:54.226844] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:37:54.227768] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:54.227910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:37:54.232789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:54.235052] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.07% | Symbol ETA: 25.2s | Global ETA: 1h 7m 11s
[2025-11-25T11:37:54.235333] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:37:54.236354] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:54.236495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:54.238222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:54.238814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:54.239282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:54.240009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:54.257534] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:54.322563] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.79% | Symbol ETA: 53.3s | Global ETA: 1h 7m 11s
[2025-11-25T11:37:54.322884] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:37:54.323740] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:54.323871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:54.328801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:54.329763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:37:54.450392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:54.470502] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:37:54.576982] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:37:54.582678] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:37:54.640776] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:54.704251] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -3.95% | Symbol ETA: 17.7s | Global ETA: 1h 7m 14s
[2025-11-25T11:37:54.704554] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:37:54.705387] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:54.705529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:54.707280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:54.707930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:54.708440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:54.711131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:54.746716] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:54.757577] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:54.788678] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:37:54.808052] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 4.15% | Symbol ETA: 24.6s | Global ETA: 1h 7m 14s
[2025-11-25T11:37:54.808372] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:37:54.809199] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:54.809340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:54.811081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:54.811720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:54.812184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:54.812914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:54.820299] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.63% | Symbol ETA: 12.1s | Global ETA: 1h 7m 15s
[2025-11-25T11:37:54.820601] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:37:54.821430] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:54.821571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:37:54.825831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:54.959537] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:55.024313] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 52.5s | Global ETA: 1h 7m 16s
[2025-11-25T11:37:55.024486] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:37:55.025509] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:55.025657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:55.030689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:55.031629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:37:55.050159] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:37:55.160794] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:37:55.161129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:55.191607] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:37:55.227187] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:55.290151] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.32% | Symbol ETA: 17.1s | Global ETA: 1h 7m 18s
[2025-11-25T11:37:55.290447] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:37:55.291296] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:55.291435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:55.293162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:55.293753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:55.294238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:55.296937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:55.333155] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:37:55.368791] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:55.396481] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -3.17% | Symbol ETA: 24.0s | Global ETA: 1h 7m 18s
[2025-11-25T11:37:55.396757] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:37:55.397622] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:55.397784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:55.399496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:55.400092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:55.400569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:55.401288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:55.430770] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 11.5s | Global ETA: 1h 7m 19s
[2025-11-25T11:37:55.501631] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:37:55.610412] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -0.98%, Actual: 0.50%
[2025-11-25T11:37:55.638825] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:37:55.672178] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:55.736481] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: 0.06% | Symbol ETA: 51.8s | Global ETA: 1h 7m 21s
[2025-11-25T11:37:55.736786] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:37:55.737628] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:55.737775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:55.740960] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:37:55.742683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:55.743690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:37:55.783171] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 2.12%
[2025-11-25T11:37:55.809290] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:55.865228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:55.873403] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.30% | Symbol ETA: 16.5s | Global ETA: 1h 7m 22s
[2025-11-25T11:37:55.873693] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:37:55.874517] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:55.874677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:55.876384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:55.876975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:55.877487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:37:55.880225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:55.910377] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:37:55.962421] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.87%, Actual: 0.21%
[2025-11-25T11:37:55.974919] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 1.79% | Symbol ETA: 23.4s | Global ETA: 1h 7m 22s
[2025-11-25T11:37:55.975219] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:37:55.976056] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:55.976196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:55.977962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:55.978535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:55.979027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:55.979755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:56.132787] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.79%, Actual: 0.30%
[2025-11-25T11:37:56.205267] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:37:56.218915] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:37:56.306254] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 1.16%
[2025-11-25T11:37:56.318381] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:37:56.376335] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:56.388432] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:56.440727] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 51.1s | Global ETA: 1h 7m 25s
[2025-11-25T11:37:56.440995] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:37:56.441824] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:56.441954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:56.446775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:56.447695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:37:56.452338] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.40% | Symbol ETA: 15.9s | Global ETA: 1h 7m 26s
[2025-11-25T11:37:56.477587] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 0.86%
[2025-11-25T11:37:56.491092] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:37:56.553557] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 22.9s | Global ETA: 1h 7m 26s
[2025-11-25T11:37:56.553842] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:37:56.554682] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:56.554819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:56.556524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:56.557128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:56.557607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:56.558320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:56.568786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:56.624961] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.17%, Actual: 2.87%
[2025-11-25T11:37:56.649425] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 2.61%
[2025-11-25T11:37:56.793793] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 3.56%
[2025-11-25T11:37:56.820663] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.31%
[2025-11-25T11:37:56.897003] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:37:56.906845] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:37:56.962037] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.17%, Actual: 0.62%
[2025-11-25T11:37:56.989348] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.63%, Actual: 1.01%
[2025-11-25T11:37:57.064900] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:57.076602] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:37:57.126391] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -0.00% | Symbol ETA: 22.3s | Global ETA: 1h 7m 30s
[2025-11-25T11:37:57.126718] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:37:57.127559] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:57.127660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:57.129384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:57.129992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:57.130399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:57.131117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:57.132378] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.19%, Actual: 1.74%
[2025-11-25T11:37:57.140510] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.43% | Symbol ETA: 50.4s | Global ETA: 1h 7m 30s
[2025-11-25T11:37:57.140835] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:37:57.141674] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:57.141805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:57.146663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:57.147548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:37:57.163134] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 0.44%
[2025-11-25T11:37:57.163513] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 37.2413%
[2025-11-25T11:37:57.163692] [INFO ] [main      ] MXF: DISCARDED add_morning_range_expansion (score: 37.24%)
[2025-11-25T11:37:57.163814] [INFO ] [main      ] MXF: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:37:57.163922] [DEBUG] [main      ] Testing with features: ['add_open_11_elasticity']
[2025-11-25T11:37:57.164032] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:37:57.175856] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:57.176408] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:37:57.177390] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:57.177535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:37:57.178763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:57.267451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:57.301209] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 1.35%
[2025-11-25T11:37:57.467454] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:37:57.470489] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.79%, Actual: 1.21%
[2025-11-25T11:37:57.518266] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:37:57.605777] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:37:57.637965] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:57.641005] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -3.95%, Actual: 2.31%
[2025-11-25T11:37:57.686854] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:57.700202] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.46% | Symbol ETA: 21.7s | Global ETA: 1h 7m 34s
[2025-11-25T11:37:57.700469] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:37:57.701310] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:57.701451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:57.703177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:57.703762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:57.704275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:37:57.705014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:57.748679] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.79% | Symbol ETA: 15.7s | Global ETA: 1h 7m 34s
[2025-11-25T11:37:57.748982] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:37:57.749862] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:57.749999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:37:57.751147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:57.775044] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:37:57.820511] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.32%, Actual: 2.40%
[2025-11-25T11:37:57.839283] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 49.7s | Global ETA: 1h 7m 35s
[2025-11-25T11:37:57.839573] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:37:57.840434] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:37:57.840569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:37:57.845446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:37:57.846343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:37:57.965826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:57.990253] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.30%, Actual: 1.49%
[2025-11-25T11:37:58.044448] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:37:58.094151] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:37:58.166863] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.40%, Actual: 1.19%
[2025-11-25T11:37:58.167557] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 41.3682%
[2025-11-25T11:37:58.167837] [INFO ] [main      ] BB: DISCARDED add_late_hour_microstructure (score: 41.37%)
[2025-11-25T11:37:58.167983] [INFO ] [main      ] BB: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:37:58.168119] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_session_pressure']
[2025-11-25T11:37:58.168257] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:37:58.181209] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:37:58.181952] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:37:58.182889] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:58.183027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:58.184799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:58.185394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:58.185894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:58.187256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:58.216426] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:58.270969] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:58.278737] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.74% | Symbol ETA: 21.1s | Global ETA: 1h 7m 38s
[2025-11-25T11:37:58.306462] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:37:58.333584] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: -0.16% | Symbol ETA: 15.1s | Global ETA: 1h 7m 38s
[2025-11-25T11:37:58.333765] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:37:58.334776] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:58.334871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:37:58.336049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:58.448300] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -2.74%, Actual: 2.02%
[2025-11-25T11:37:58.477330] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:37:58.527004] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:37:58.541239] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 49.0s | Global ETA: 1h 7m 40s
[2025-11-25T11:37:58.617966] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 4.30%, Actual: 3.01%
[2025-11-25T11:37:58.699975] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:37:58.713099] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.26%, Actual: 0.79%
[2025-11-25T11:37:58.747479] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:37:58.764216] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.53% | Symbol ETA: 19.5s | Global ETA: 1h 7m 41s
[2025-11-25T11:37:58.764518] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:37:58.765371] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:58.765521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:58.767329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:58.767948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:58.768437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:58.769566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:58.788662] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.07%, Actual: 3.08%
[2025-11-25T11:37:58.883544] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.91%, Actual: 0.26%
[2025-11-25T11:37:58.916896] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:58.956717] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 4.15%, Actual: 3.32%
[2025-11-25T11:37:58.979714] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.65% | Symbol ETA: 14.7s | Global ETA: 1h 7m 43s
[2025-11-25T11:37:58.979876] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:37:58.980633] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:58.980731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:37:58.981803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:59.052890] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 0.33%
[2025-11-25T11:37:59.108395] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:37:59.126616] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -3.17%, Actual: 0.72%
[2025-11-25T11:37:59.223161] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.79%, Actual: 0.44%
[2025-11-25T11:37:59.278781] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:37:59.295026] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 1.79%, Actual: 2.67%
[2025-11-25T11:37:59.325051] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:37:59.341691] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.62% | Symbol ETA: 18.9s | Global ETA: 1h 7m 45s
[2025-11-25T11:37:59.341853] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:37:59.342772] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:59.342914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:59.344716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:59.345288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:59.345826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:59.346950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:59.394023] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 0.84%
[2025-11-25T11:37:59.464308] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 4.92%
[2025-11-25T11:37:59.495377] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:37:59.558595] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.14% | Symbol ETA: 14.1s | Global ETA: 1h 7m 46s
[2025-11-25T11:37:59.558889] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:37:59.559729] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:37:59.559864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:37:59.561009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:59.562990] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.08%
[2025-11-25T11:37:59.633983] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 7.59%
[2025-11-25T11:37:59.684547] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:37:59.737958] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 0.66%
[2025-11-25T11:37:59.803657] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.46%, Actual: 6.76%
[2025-11-25T11:37:59.853566] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:37:59.906029] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:37:59.906443] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 0.30%
[2025-11-25T11:37:59.916632] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 6.08% | Symbol ETA: 18.3s | Global ETA: 1h 7m 49s
[2025-11-25T11:37:59.916955] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:37:59.917818] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:37:59.917957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:37:59.919666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:37:59.920243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:37:59.920742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:37:59.921835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:37:59.973966] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.74%, Actual: 3.95%
[2025-11-25T11:37:59.974300] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 50.1363%
[2025-11-25T11:37:59.974464] [INFO ] [main      ] KORE: DISCARDED add_last_hour_momentum_mag (score: 50.14%)
[2025-11-25T11:37:59.974584] [INFO ] [main      ] KORE: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:37:59.974705] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_day_volatility']
[2025-11-25T11:37:59.974813] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:38:00.074444] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.05%
[2025-11-25T11:38:00.078735] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:00.115005] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:00.115633] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:38:00.116523] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:00.116606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:00.118376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:00.119050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:00.119526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:38:00.121398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:00.147481] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 13.5s | Global ETA: 1h 7m 50s
[2025-11-25T11:38:00.147623] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:38:00.148421] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:00.148494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:00.149562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:00.244433] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 0.31%
[2025-11-25T11:38:00.244673] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 40.3368%
[2025-11-25T11:38:00.244793] [INFO ] [main      ] GPJA: DISCARDED add_directional_consistency (score: 40.34%)
[2025-11-25T11:38:00.244859] [INFO ] [main      ] GPJA: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:38:00.244908] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_fullday_parkinson_range']
[2025-11-25T11:38:00.244964] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:38:00.256515] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:00.256965] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:38:00.257869] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:00.258053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:00.262921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:00.263814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:38:00.265119] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:38:00.265487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:00.436286] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:00.470033] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:38:00.496444] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:38:00.507418] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.53% | Symbol ETA: 17.7s | Global ETA: 1h 7m 53s
[2025-11-25T11:38:00.507715] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:38:00.508526] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:00.508687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:00.510400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:00.510988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:00.511468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:00.512565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:00.642297] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:00.665204] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:00.741867] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 22.4s | Global ETA: 1h 7m 54s
[2025-11-25T11:38:00.741914] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.57% | Symbol ETA: 12.9s | Global ETA: 1h 7m 54s
[2025-11-25T11:38:00.742043] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:38:00.742064] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:38:00.742894] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:00.742971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:00.742853] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:00.745704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:00.746930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:00.747696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:00.748377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:00.748916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:38:00.753759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:00.775831] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:38:00.964910] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:38:01.051341] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:01.116353] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.06% | Symbol ETA: 56.2s | Global ETA: 1h 7m 57s
[2025-11-25T11:38:01.116684] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:38:01.117574] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:01.117733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:01.122805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:01.123836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:38:01.125590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:01.133586] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:01.196993] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -1.40% | Symbol ETA: 17.3s | Global ETA: 1h 7m 58s
[2025-11-25T11:38:01.197271] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:38:01.198103] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:01.198242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:01.200037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:01.200611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:01.201221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:01.202319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:01.212388] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:38:01.296133] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:38:01.468016] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:01.486805] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:01.516350] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:38:01.533754] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 2.52% | Symbol ETA: 22.5s | Global ETA: 1h 7m 60s
[2025-11-25T11:38:01.533909] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:38:01.534678] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:01.534752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:01.536393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:01.537148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:01.537548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:38:01.539340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:01.555810] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:38:01.568860] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 12.4s | Global ETA: 1h 8m 0s
[2025-11-25T11:38:01.569018] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:38:01.569905] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:01.569987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:01.571170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:01.699291] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:01.726498] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:01.767400] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 54.5s | Global ETA: 1h 8m 1s
[2025-11-25T11:38:01.767704] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:38:01.768608] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:01.768766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:01.774449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:01.775421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:38:01.777330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:01.789430] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.55% | Symbol ETA: 16.7s | Global ETA: 1h 8m 2s
[2025-11-25T11:38:01.789578] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:38:01.790350] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:01.790423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:01.792084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:01.792582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:01.792999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:01.794038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:01.915329] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:38:01.969402] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:38:02.107293] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:02.146266] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:38:02.150869] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:02.154064] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:38:02.171777] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 0.33% | Symbol ETA: 21.6s | Global ETA: 1h 8m 4s
[2025-11-25T11:38:02.171935] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:38:02.172750] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:02.172827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:02.174524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:02.175065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:02.175476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:38:02.177352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:02.217353] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.06% | Symbol ETA: 11.8s | Global ETA: 1h 8m 4s
[2025-11-25T11:38:02.217686] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:38:02.218567] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:02.218731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:02.219932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:02.324887] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:02.328555] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:02.390969] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.98% | Symbol ETA: 53.4s | Global ETA: 1h 8m 6s
[2025-11-25T11:38:02.391124] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:38:02.391911] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:02.392006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:02.395108] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 16.1s | Global ETA: 1h 8m 6s
[2025-11-25T11:38:02.395267] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:38:02.396084] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:02.396161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:02.396809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:02.397670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:38:02.397930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:02.398461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:02.398917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:02.399293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:02.399973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:02.523734] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:38:02.574861] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:38:02.694376] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:02.740171] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:38:02.752002] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:02.756967] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 1.31% | Symbol ETA: 20.8s | Global ETA: 1h 8m 8s
[2025-11-25T11:38:02.757149] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:38:02.757997] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:02.758074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:02.759789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:02.760303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:02.760743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:38:02.762539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:02.763081] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:38:02.821700] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.25% | Symbol ETA: 11.1s | Global ETA: 1h 8m 9s
[2025-11-25T11:38:02.821983] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:38:02.822870] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:02.823013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:02.824208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:02.909531] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:02.936949] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:02.973104] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 52.5s | Global ETA: 1h 8m 10s
[2025-11-25T11:38:02.973252] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:38:02.974019] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:02.974093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:02.978893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:02.979701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:38:02.981303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:03.004803] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.22% | Symbol ETA: 15.5s | Global ETA: 1h 8m 10s
[2025-11-25T11:38:03.004999] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:38:03.005855] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:03.005936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:03.007717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:03.008266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:03.008743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:03.009851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:03.108505] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:38:03.183406] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:38:03.276925] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:03.318102] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:38:03.338774] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -2.33% | Symbol ETA: 20.0s | Global ETA: 1h 8m 12s
[2025-11-25T11:38:03.338924] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:38:03.339691] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:03.339769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:03.341401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:03.341911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:03.342315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:38:03.344139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:03.356051] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:03.370057] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:38:03.417943] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.74% | Symbol ETA: 10.5s | Global ETA: 1h 8m 13s
[2025-11-25T11:38:03.487940] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:03.548178] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:03.555995] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 51.7s | Global ETA: 1h 8m 13s
[2025-11-25T11:38:03.556151] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:38:03.556960] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:03.557068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:03.562137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:03.563053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:38:03.564864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:03.592844] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.79%, Actual: 0.50%
[2025-11-25T11:38:03.610367] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: -0.00% | Symbol ETA: 14.9s | Global ETA: 1h 8m 14s
[2025-11-25T11:38:03.610525] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:38:03.611313] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:03.611391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:03.613145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:03.613710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:03.614140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:03.615198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:03.680403] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:38:03.763349] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: -0.16%, Actual: 2.12%
[2025-11-25T11:38:03.847466] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:03.909137] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -0.82% | Symbol ETA: 19.4s | Global ETA: 1h 8m 16s
[2025-11-25T11:38:03.909301] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:38:03.910257] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:03.910396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:03.912168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:03.912752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:03.913232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:38:03.915119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:03.917529] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:38:03.934015] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.65%, Actual: 0.21%
[2025-11-25T11:38:03.960177] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:38:04.100265] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:04.106826] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.14%, Actual: 0.30%
[2025-11-25T11:38:04.132430] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:04.165402] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.90% | Symbol ETA: 51.0s | Global ETA: 1h 8m 18s
[2025-11-25T11:38:04.165705] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:38:04.166591] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:04.166746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:04.172073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:04.173102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:38:04.174873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:04.202298] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -3.57% | Symbol ETA: 14.3s | Global ETA: 1h 8m 18s
[2025-11-25T11:38:04.256855] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:38:04.280009] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 1.16%
[2025-11-25T11:38:04.385829] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.53%, Actual: 2.87%
[2025-11-25T11:38:04.424532] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:04.451240] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.57%, Actual: 0.86%
[2025-11-25T11:38:04.485288] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -2.32% | Symbol ETA: 18.7s | Global ETA: 1h 8m 20s
[2025-11-25T11:38:04.485586] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:38:04.486418] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:04.486560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:04.488306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:04.488892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:04.489378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:38:04.491297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:04.535586] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:38:04.562852] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.62%, Actual: 3.56%
[2025-11-25T11:38:04.627447] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 2.61%
[2025-11-25T11:38:04.717093] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:04.740575] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 6.08%, Actual: 0.62%
[2025-11-25T11:38:04.785230] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 50.4s | Global ETA: 1h 8m 22s
[2025-11-25T11:38:04.785542] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:38:04.786457] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:04.786607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:04.791867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:04.792876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:38:04.794789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:04.803253] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.31%
[2025-11-25T11:38:04.833393] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:38:04.923578] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.53%, Actual: 1.74%
[2025-11-25T11:38:04.977111] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 1.01%
[2025-11-25T11:38:05.015055] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:05.079759] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 18.1s | Global ETA: 1h 8m 24s
[2025-11-25T11:38:05.080218] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:38:05.081088] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:05.081237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:05.083039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:05.083560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:05.084063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:38:05.085994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:05.119905] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -1.40%, Actual: 1.35%
[2025-11-25T11:38:05.154510] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.74%, Actual: 0.44%
[2025-11-25T11:38:05.154930] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 30.2314%
[2025-11-25T11:38:05.155103] [INFO ] [main      ] MXF: DISCARDED add_open_11_elasticity (score: 30.23%)
[2025-11-25T11:38:05.155223] [INFO ] [main      ] MXF: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:38:05.155326] [DEBUG] [main      ] Testing with features: ['add_open_reversal_intensity']
[2025-11-25T11:38:05.155435] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:38:05.169596] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:05.170856] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:38:05.171878] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:05.172015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:05.173388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:05.220167] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:38:05.312021] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.55%, Actual: 1.21%
[2025-11-25T11:38:05.396595] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:05.437109] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:38:05.463310] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.46% | Symbol ETA: 49.7s | Global ETA: 1h 8m 26s
[2025-11-25T11:38:05.463478] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:38:05.464317] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:05.464410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:05.469484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:05.470679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:38:05.472559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:05.486687] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 2.31%
[2025-11-25T11:38:05.523125] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:38:05.611624] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:05.659075] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.22%, Actual: 2.40%
[2025-11-25T11:38:05.674062] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 7.57% | Symbol ETA: 17.4s | Global ETA: 1h 8m 28s
[2025-11-25T11:38:05.674365] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:38:05.675206] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:05.675290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:05.677057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:05.677626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:05.678049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:38:05.679923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:05.695018] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:05.758714] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.53% | Symbol ETA: 15.4s | Global ETA: 1h 8m 28s
[2025-11-25T11:38:05.759021] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:38:05.759872] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:05.760010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:05.761310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:05.827401] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: -0.00%, Actual: 1.49%
[2025-11-25T11:38:05.829576] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:38:05.996001] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -3.57%, Actual: 1.19%
[2025-11-25T11:38:05.996331] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 35.5964%
[2025-11-25T11:38:05.996490] [INFO ] [main      ] BB: DISCARDED add_late_session_pressure (score: 35.60%)
[2025-11-25T11:38:05.996606] [INFO ] [main      ] BB: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:38:05.996732] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_micro_gap_fill_velocity']
[2025-11-25T11:38:05.996847] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:38:06.000200] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:06.008612] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:06.009220] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:38:06.010085] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:06.010160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:06.011854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:06.012374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:06.012795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:06.014784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:06.022138] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:38:06.067090] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 49.1s | Global ETA: 1h 8m 30s
[2025-11-25T11:38:06.067409] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:38:06.068318] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:06.068456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:06.073766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:06.074786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:38:06.076569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:06.106762] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:38:06.200103] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:06.263297] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.69% | Symbol ETA: 16.8s | Global ETA: 1h 8m 32s
[2025-11-25T11:38:06.279016] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:06.342537] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 14.8s | Global ETA: 1h 8m 32s
[2025-11-25T11:38:06.342852] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:38:06.343692] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:06.343833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:06.345113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:06.349895] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:38:06.426340] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:38:06.435561] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 0.02%, Actual: 2.02%
[2025-11-25T11:38:06.517432] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:06.583760] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.88% | Symbol ETA: 18.8s | Global ETA: 1h 8m 34s
[2025-11-25T11:38:06.583906] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:38:06.584667] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:06.584865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:06.586501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:06.587080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:06.587486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:06.589466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:06.604017] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:06.606805] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 2.52%, Actual: 3.01%
[2025-11-25T11:38:06.669233] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 48.4s | Global ETA: 1h 8m 34s
[2025-11-25T11:38:06.688435] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:38:06.785051] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 3.08%
[2025-11-25T11:38:06.840808] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.06%, Actual: 0.79%
[2025-11-25T11:38:06.859939] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:06.925303] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:38:06.925453] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.60% | Symbol ETA: 14.2s | Global ETA: 1h 8m 36s
[2025-11-25T11:38:06.925604] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:38:06.926429] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:06.926507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:06.927858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:06.957958] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 1.31%, Actual: 3.32%
[2025-11-25T11:38:07.011985] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 0.26%
[2025-11-25T11:38:07.098007] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:07.133441] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -2.33%, Actual: 0.72%
[2025-11-25T11:38:07.166844] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.66% | Symbol ETA: 18.2s | Global ETA: 1h 8m 38s
[2025-11-25T11:38:07.166993] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:38:07.167790] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:07.167865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:07.169605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:07.170340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:07.170850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:07.172841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:07.184841] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.98%, Actual: 0.33%
[2025-11-25T11:38:07.268960] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:38:07.308592] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 2.67%
[2025-11-25T11:38:07.356885] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.44%
[2025-11-25T11:38:07.438871] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:07.482261] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -2.32%, Actual: 4.92%
[2025-11-25T11:38:07.500567] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 13.6s | Global ETA: 1h 8m 40s
[2025-11-25T11:38:07.500733] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:38:07.501486] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:07.501559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:07.502789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:07.517430] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:38:07.530308] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.84%
[2025-11-25T11:38:07.658616] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 7.59%
[2025-11-25T11:38:07.689724] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:07.704404] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 0.08%
[2025-11-25T11:38:07.759798] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 7.13% | Symbol ETA: 17.7s | Global ETA: 1h 8m 42s
[2025-11-25T11:38:07.759948] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:38:07.760747] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:07.760837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:07.762519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:07.763223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:07.763727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:07.765801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:07.835799] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 7.57%, Actual: 6.76%
[2025-11-25T11:38:07.842438] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:38:07.873322] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 0.66%
[2025-11-25T11:38:08.009255] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.69%, Actual: 3.95%
[2025-11-25T11:38:08.009702] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 38.9997%
[2025-11-25T11:38:08.009883] [INFO ] [main      ] KORE: DISCARDED add_late_day_volatility (score: 39.00%)
[2025-11-25T11:38:08.010006] [INFO ] [main      ] KORE: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:38:08.010116] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure']
[2025-11-25T11:38:08.010229] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:38:08.013190] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:08.021961] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:08.022672] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:38:08.023569] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:08.023681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:08.025426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:08.025992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:08.026541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:08.029432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:08.040482] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 0.30%
[2025-11-25T11:38:08.076890] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 13.0s | Global ETA: 1h 8m 44s
[2025-11-25T11:38:08.077222] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:38:08.078113] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:08.078259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:08.079587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:08.107906] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:38:08.211209] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 0.05%
[2025-11-25T11:38:08.281298] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:08.350093] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.79% | Symbol ETA: 17.1s | Global ETA: 1h 8m 46s
[2025-11-25T11:38:08.350382] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:38:08.351229] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:08.351368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:08.353192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:08.353829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:08.354303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:08.356372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:08.384017] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.06%, Actual: 0.31%
[2025-11-25T11:38:08.384393] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 31.0491%
[2025-11-25T11:38:08.384554] [INFO ] [main      ] GPJA: DISCARDED add_fullday_parkinson_range (score: 31.05%)
[2025-11-25T11:38:08.384682] [INFO ] [main      ] GPJA: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:38:08.384783] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_fill_state']
[2025-11-25T11:38:08.384882] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:38:08.390504] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:38:08.396897] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:08.397760] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:38:08.398764] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:08.398924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:08.403853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:08.404796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:38:08.426365] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:38:08.450506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:08.563689] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:08.628939] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -1.80% | Symbol ETA: 22.0s | Global ETA: 1h 8m 48s
[2025-11-25T11:38:08.629230] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:38:08.630079] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:08.630220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:08.630224] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:08.631966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:08.632516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:08.633021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:08.635748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:08.692900] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.61% | Symbol ETA: 12.4s | Global ETA: 1h 8m 48s
[2025-11-25T11:38:08.693209] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:38:08.694098] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:08.694242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:08.695557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:08.699531] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:38:08.805105] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:38:08.869293] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:08.938748] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.41% | Symbol ETA: 16.5s | Global ETA: 1h 8m 50s
[2025-11-25T11:38:08.938927] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:38:08.939720] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:08.939801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:08.941777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:08.942417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:08.942929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:08.944983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:08.977074] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:08.990241] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:38:09.038439] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:38:09.043560] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.26% | Symbol ETA: 44.7s | Global ETA: 1h 8m 51s
[2025-11-25T11:38:09.043878] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:38:09.044785] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:09.044964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:09.049950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:09.050953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:38:09.096114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:09.167667] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:09.208058] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:09.233840] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 6.95% | Symbol ETA: 21.4s | Global ETA: 1h 8m 52s
[2025-11-25T11:38:09.234167] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:38:09.235077] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:09.235224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:09.237101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:09.237759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:09.238248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:09.241175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:09.272201] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 11.8s | Global ETA: 1h 8m 52s
[2025-11-25T11:38:09.272500] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:38:09.273392] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:09.273533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:09.274914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:09.287306] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:38:09.442804] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:38:09.456353] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:09.525061] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.87% | Symbol ETA: 15.9s | Global ETA: 1h 8m 54s
[2025-11-25T11:38:09.525359] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:38:09.526217] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:09.526356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:09.528123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:09.528738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:09.529215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:09.531283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:09.583506] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:38:09.614040] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:09.627096] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:38:09.679993] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.04% | Symbol ETA: 44.0s | Global ETA: 1h 8m 55s
[2025-11-25T11:38:09.680163] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:38:09.681066] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:09.681222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:09.686072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:09.686951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:38:09.729680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:09.752934] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:09.804800] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:09.817497] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -7.06% | Symbol ETA: 20.7s | Global ETA: 1h 8m 56s
[2025-11-25T11:38:09.817832] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:38:09.818706] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:09.818846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:09.820612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:09.821212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:09.821723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:09.824462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:09.868587] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 11.3s | Global ETA: 1h 8m 56s
[2025-11-25T11:38:09.868903] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:38:09.869767] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:09.869914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:09.871249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:09.874337] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:38:10.045577] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:10.068161] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:38:10.115477] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -3.34% | Symbol ETA: 15.4s | Global ETA: 1h 8m 58s
[2025-11-25T11:38:10.115662] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:38:10.116561] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:10.116718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:10.118401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:10.119001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:10.119478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:10.121516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:10.169601] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:38:10.224355] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:38:10.237848] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:10.304602] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 43.3s | Global ETA: 1h 8m 59s
[2025-11-25T11:38:10.304803] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:38:10.305730] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:10.305861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:10.311030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:10.312022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:38:10.340688] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:10.357375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:10.404792] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:10.405984] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 3.35% | Symbol ETA: 20.1s | Global ETA: 1h 8m 60s
[2025-11-25T11:38:10.406302] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:38:10.407273] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:10.407420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:10.409264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:10.409847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:10.410286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:10.413094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:10.461927] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:38:10.470345] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.23% | Symbol ETA: 10.7s | Global ETA: 1h 9m 0s
[2025-11-25T11:38:10.470691] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:38:10.471556] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:10.471714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:10.473128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:10.634672] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:10.698738] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:38:10.703497] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -3.21% | Symbol ETA: 14.8s | Global ETA: 1h 9m 2s
[2025-11-25T11:38:10.703665] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:38:10.704415] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:10.704515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:10.706206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:10.706928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:10.707442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:10.709636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:10.770457] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:38:10.827816] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:38:10.869948] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:10.935725] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.68% | Symbol ETA: 42.7s | Global ETA: 1h 9m 3s
[2025-11-25T11:38:10.936007] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:38:10.936839] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:10.936975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:10.941842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:10.942668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:38:10.948342] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:10.985625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:11.004514] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:11.015591] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -1.19% | Symbol ETA: 19.5s | Global ETA: 1h 9m 4s
[2025-11-25T11:38:11.015931] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:38:11.016873] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:11.017026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:11.018935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:11.019570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:11.020091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:11.023002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:11.049091] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:38:11.068983] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 10.1s | Global ETA: 1h 9m 4s
[2025-11-25T11:38:11.216919] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:11.250063] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.53%, Actual: 0.50%
[2025-11-25T11:38:11.285102] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 14.2s | Global ETA: 1h 9m 6s
[2025-11-25T11:38:11.285417] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:38:11.286259] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:11.286402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:11.288158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:11.288754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:11.289228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:11.291267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:11.326298] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:38:11.379380] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:38:11.427331] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.48%, Actual: 2.12%
[2025-11-25T11:38:11.496416] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:11.555690] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:11.562936] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 42.1s | Global ETA: 1h 9m 8s
[2025-11-25T11:38:11.563095] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:38:11.563871] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:11.563946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:11.568835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:11.569675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:38:11.608149] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 0.21%
[2025-11-25T11:38:11.613109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:11.623688] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 1.32% | Symbol ETA: 18.9s | Global ETA: 1h 9m 8s
[2025-11-25T11:38:11.623980] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:38:11.624877] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:11.625021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:11.626871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:11.627488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:11.628057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:11.630927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:11.633454] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:38:11.785696] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.15%, Actual: 0.30%
[2025-11-25T11:38:11.806423] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:11.875565] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.44% | Symbol ETA: 13.6s | Global ETA: 1h 9m 10s
[2025-11-25T11:38:11.964877] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 1.16%
[2025-11-25T11:38:11.972514] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:38:11.992125] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:38:12.050779] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.88%, Actual: 2.87%
[2025-11-25T11:38:12.142150] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.61%, Actual: 0.86%
[2025-11-25T11:38:12.148454] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:12.170839] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:12.213764] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 41.4s | Global ETA: 1h 9m 12s
[2025-11-25T11:38:12.213934] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:38:12.214827] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:12.214957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:12.219862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:12.220744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:38:12.220580] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 3.56%
[2025-11-25T11:38:12.235089] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 3.88% | Symbol ETA: 18.3s | Global ETA: 1h 9m 12s
[2025-11-25T11:38:12.235406] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:38:12.236280] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:12.236424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:12.238263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:12.238884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:12.239388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:12.242221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:12.263236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:12.322096] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 2.61%
[2025-11-25T11:38:12.390957] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 7.13%, Actual: 0.62%
[2025-11-25T11:38:12.499585] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.28%, Actual: 0.31%
[2025-11-25T11:38:12.561203] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.79%, Actual: 1.74%
[2025-11-25T11:38:12.586530] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:38:12.614547] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:38:12.679590] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 1.01%
[2025-11-25T11:38:12.730060] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.41%, Actual: 1.35%
[2025-11-25T11:38:12.757825] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:12.788233] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:12.821509] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -9.00% | Symbol ETA: 17.7s | Global ETA: 1h 9m 16s
[2025-11-25T11:38:12.821832] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:38:12.822697] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:12.822839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:12.824533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:12.825117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:12.825595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:12.828316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:12.856356] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 40.8s | Global ETA: 1h 9m 16s
[2025-11-25T11:38:12.856664] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:38:12.857557] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:12.857746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:12.860992] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.58%, Actual: 0.44%
[2025-11-25T11:38:12.861394] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 37.3732%
[2025-11-25T11:38:12.861567] [INFO ] [main      ] MXF: DISCARDED add_open_reversal_intensity (score: 37.37%)
[2025-11-25T11:38:12.861705] [INFO ] [main      ] MXF: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:12.861815] [DEBUG] [main      ] Testing with features: ['add_open_vs_close_liquidity_ratio']
[2025-11-25T11:38:12.861956] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:38:12.862733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:12.863710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:38:12.874470] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:12.875322] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:38:12.876453] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:12.876595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:12.878339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:12.897772] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.87%, Actual: 1.21%
[2025-11-25T11:38:12.909830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:13.067949] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -3.34%, Actual: 2.31%
[2025-11-25T11:38:13.175159] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:38:13.223447] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:38:13.236760] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -3.21%, Actual: 2.40%
[2025-11-25T11:38:13.255132] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:38:13.349991] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:13.395712] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:13.404158] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.52%, Actual: 1.49%
[2025-11-25T11:38:13.413343] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 6.80% | Symbol ETA: 17.1s | Global ETA: 1h 9m 20s
[2025-11-25T11:38:13.413656] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:38:13.414489] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:13.414630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:13.416354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:13.416950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:13.417440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:13.420172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:13.422044] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:13.457820] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 14.2s | Global ETA: 1h 9m 20s
[2025-11-25T11:38:13.458133] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:38:13.459044] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:13.459188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:13.460749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:13.486856] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 40.2s | Global ETA: 1h 9m 21s
[2025-11-25T11:38:13.487027] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:38:13.487989] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:13.488143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:13.493030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:13.493894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:38:13.536431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:13.630282] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.44%, Actual: 1.19%
[2025-11-25T11:38:13.630702] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 49.2654%
[2025-11-25T11:38:13.630859] [INFO ] [main      ] BB: DISCARDED add_micro_gap_fill_velocity (score: 49.27%)
[2025-11-25T11:38:13.630974] [INFO ] [main      ] BB: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:38:13.631080] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:38:13.631188] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:38:13.644103] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:13.644534] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:38:13.645395] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:13.645471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:13.647201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:13.647760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:13.648198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:13.648901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:13.762909] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:38:13.806727] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:38:13.873849] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:38:13.934538] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:13.979219] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:13.987859] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:38:13.998122] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.60% | Symbol ETA: 16.5s | Global ETA: 1h 9m 24s
[2025-11-25T11:38:14.041724] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:14.042941] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.51% | Symbol ETA: 13.7s | Global ETA: 1h 9m 24s
[2025-11-25T11:38:14.043250] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:38:14.044144] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:14.044301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:14.045866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:14.106404] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 39.5s | Global ETA: 1h 9m 25s
[2025-11-25T11:38:14.106709] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:38:14.107552] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:14.107698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:14.112486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:14.113357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:38:14.155480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:14.158956] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:14.168404] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -1.80%, Actual: 2.02%
[2025-11-25T11:38:14.221501] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.26% | Symbol ETA: 17.4s | Global ETA: 1h 9m 25s
[2025-11-25T11:38:14.221825] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:38:14.222589] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:14.222742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:14.224459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:14.225052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:14.225526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:14.226291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:14.338042] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 6.95%, Actual: 3.01%
[2025-11-25T11:38:14.404921] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:38:14.491426] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:38:14.508599] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -7.06%, Actual: 3.08%
[2025-11-25T11:38:14.561355] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:38:14.581363] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:14.643480] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.84% | Symbol ETA: 13.1s | Global ETA: 1h 9m 28s
[2025-11-25T11:38:14.643665] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:38:14.644600] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:14.644761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:14.646229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:14.658487] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:14.677509] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 3.35%, Actual: 3.32%
[2025-11-25T11:38:14.722779] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.24% | Symbol ETA: 38.9s | Global ETA: 1h 9m 29s
[2025-11-25T11:38:14.730824] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:14.793595] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -2.11% | Symbol ETA: 16.8s | Global ETA: 1h 9m 29s
[2025-11-25T11:38:14.793960] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:38:14.794792] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:14.794931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:14.796667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:14.797273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:14.797766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:14.798516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:14.851948] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -1.19%, Actual: 0.72%
[2025-11-25T11:38:14.893569] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.26%, Actual: 0.79%
[2025-11-25T11:38:14.996745] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:38:15.021356] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 1.32%, Actual: 2.67%
[2025-11-25T11:38:15.060517] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.04%, Actual: 0.26%
[2025-11-25T11:38:15.136343] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:38:15.171024] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:15.196119] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 3.88%, Actual: 4.92%
[2025-11-25T11:38:15.231229] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 0.33%
[2025-11-25T11:38:15.240224] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.33% | Symbol ETA: 12.5s | Global ETA: 1h 9m 32s
[2025-11-25T11:38:15.240364] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:38:15.241218] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:15.241293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:15.242811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:15.314388] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:15.371431] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -9.00%, Actual: 7.59%
[2025-11-25T11:38:15.377535] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.99% | Symbol ETA: 16.3s | Global ETA: 1h 9m 33s
[2025-11-25T11:38:15.377770] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:38:15.378609] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:15.378766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:15.380462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:15.381058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:15.381531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:15.382331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:15.401673] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.68%, Actual: 0.44%
[2025-11-25T11:38:15.549908] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 6.80%, Actual: 6.76%
[2025-11-25T11:38:15.571432] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 0.84%
[2025-11-25T11:38:15.612841] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:38:15.720305] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.60%, Actual: 3.95%
[2025-11-25T11:38:15.720710] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 70.9285%
[2025-11-25T11:38:15.720897] [INFO ] [main      ] KORE: KEPT add_late_hour_microstructure (score: 70.93%)
[2025-11-25T11:38:15.721016] [INFO ] [main      ] KORE: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:38:15.721123] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_late_session_pressure']
[2025-11-25T11:38:15.721231] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:38:15.723223] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:38:15.732469] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:15.733092] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:38:15.733938] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:15.734015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:15.735698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:15.736217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:15.736608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:15.739269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:15.740341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:15.740610] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.08%
[2025-11-25T11:38:15.784209] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:15.847218] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 12.0s | Global ETA: 1h 9m 36s
[2025-11-25T11:38:15.847384] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:38:15.848179] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:15.848252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:15.849721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:15.893773] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:15.907743] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 0.66%
[2025-11-25T11:38:15.955307] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.58% | Symbol ETA: 15.7s | Global ETA: 1h 9m 37s
[2025-11-25T11:38:15.955449] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:38:15.956199] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:15.956273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:15.957995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:15.958492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:15.958898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:15.959577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:16.074178] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.30%
[2025-11-25T11:38:16.077383] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:38:16.189695] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:38:16.241846] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.05%
[2025-11-25T11:38:16.251244] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:16.300354] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:38:16.317479] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 19.8s | Global ETA: 1h 9m 40s
[2025-11-25T11:38:16.317793] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:38:16.318608] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:16.318766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:16.320460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:16.321123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:16.321597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:16.324293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:16.325435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:16.359884] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:16.408609] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.24%, Actual: 0.31%
[2025-11-25T11:38:16.408928] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 41.6702%
[2025-11-25T11:38:16.409110] [INFO ] [main      ] GPJA: DISCARDED add_gap_fill_state (score: 41.67%)
[2025-11-25T11:38:16.409224] [INFO ] [main      ] GPJA: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:38:16.409326] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_morning_composite']
[2025-11-25T11:38:16.409431] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:38:16.420933] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:16.421480] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:38:16.422388] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:16.422521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:16.423274] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 11.4s | Global ETA: 1h 9m 40s
[2025-11-25T11:38:16.423566] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:38:16.424339] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:16.424477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:16.426002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:16.427399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:16.428337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:38:16.429281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:16.471154] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:16.533403] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.99% | Symbol ETA: 15.1s | Global ETA: 1h 9m 41s
[2025-11-25T11:38:16.533693] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:38:16.534501] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:16.534656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:16.536360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:16.536943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:16.537449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:16.538224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:16.662916] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:38:16.766660] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:38:16.766996] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:38:16.831425] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:16.875832] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:38:16.896841] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 4.61% | Symbol ETA: 19.2s | Global ETA: 1h 9m 44s
[2025-11-25T11:38:16.897110] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:38:16.897952] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:16.898101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:16.899832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:16.900416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:16.900908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:16.903586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:16.904748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:16.936026] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:16.938399] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:16.999605] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 10.8s | Global ETA: 1h 9m 44s
[2025-11-25T11:38:16.999904] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:38:17.000762] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:17.000888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:17.001204] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 38.9s | Global ETA: 1h 9m 44s
[2025-11-25T11:38:17.001509] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:38:17.002403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:17.002364] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:17.002542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:17.007976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:17.009082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:38:17.010179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:17.046564] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:17.108625] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 14.5s | Global ETA: 1h 9m 45s
[2025-11-25T11:38:17.108926] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:38:17.109765] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:17.109892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:17.111602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:17.112181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:17.112668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:17.113416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:17.245750] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:38:17.344186] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:38:17.350063] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:38:17.417469] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:17.454236] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:38:17.482850] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 2.22% | Symbol ETA: 18.6s | Global ETA: 1h 9m 47s
[2025-11-25T11:38:17.483093] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:38:17.483927] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:17.484069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:17.485982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:17.486547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:17.487057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:17.489977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:17.491120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:17.516368] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:17.519063] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:17.578976] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.12% | Symbol ETA: 10.2s | Global ETA: 1h 9m 48s
[2025-11-25T11:38:17.579130] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:38:17.579939] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:17.580162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:17.581910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:17.585154] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.59% | Symbol ETA: 38.4s | Global ETA: 1h 9m 48s
[2025-11-25T11:38:17.585603] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:38:17.586566] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:17.586715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:17.591543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:17.592423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:38:17.593361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:17.627797] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:17.690130] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.91% | Symbol ETA: 13.9s | Global ETA: 1h 9m 49s
[2025-11-25T11:38:17.690279] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:38:17.691040] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:17.691114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:17.692791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:17.693282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:17.693709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:17.694388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:17.832368] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:38:17.923281] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:38:17.928312] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:38:18.001161] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:18.032250] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:38:18.069020] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 5.14% | Symbol ETA: 18.1s | Global ETA: 1h 9m 51s
[2025-11-25T11:38:18.069477] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:38:18.070467] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:18.070609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:18.072337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:18.072955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:18.073440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:18.076249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:18.077528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:18.095350] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:18.098600] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:18.157713] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.58% | Symbol ETA: 9.6s | Global ETA: 1h 9m 52s
[2025-11-25T11:38:18.158007] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:38:18.158851] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:18.158986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:18.160533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:18.163915] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.89% | Symbol ETA: 37.8s | Global ETA: 1h 9m 52s
[2025-11-25T11:38:18.164203] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:38:18.165024] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:18.165156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:18.169935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:18.170797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:38:18.171677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:18.204444] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:18.268050] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.50% | Symbol ETA: 13.4s | Global ETA: 1h 9m 53s
[2025-11-25T11:38:18.268340] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:38:18.269198] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:18.269516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:18.271238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:18.271827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:18.272300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:18.273077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:18.434165] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:38:18.511109] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:38:18.527409] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:38:18.613721] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:18.617608] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:38:18.679465] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:18.681981] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 17.5s | Global ETA: 1h 9m 56s
[2025-11-25T11:38:18.682285] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:38:18.683133] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:18.683277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:18.685029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:18.685626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:18.686117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:18.688957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:18.690202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:18.708074] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:18.745196] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 37.2s | Global ETA: 1h 9m 56s
[2025-11-25T11:38:18.745481] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:38:18.746298] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:18.746431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:18.751243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:18.752127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:38:18.753067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:18.771917] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.98% | Symbol ETA: 9.0s | Global ETA: 1h 9m 56s
[2025-11-25T11:38:18.789074] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:18.850319] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: -1.36% | Symbol ETA: 12.8s | Global ETA: 1h 9m 57s
[2025-11-25T11:38:18.850630] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:38:18.851462] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:38:18.851603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:18.853335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:18.853928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:18.854397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:18.855163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:18.952352] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -0.99%, Actual: 0.50%
[2025-11-25T11:38:19.051245] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:38:19.092623] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:38:19.143334] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.51%, Actual: 2.12%
[2025-11-25T11:38:19.205823] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:38:19.229473] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:19.261541] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:19.295895] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 16.9s | Global ETA: 1h 9m 60s
[2025-11-25T11:38:19.296189] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:38:19.297058] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:19.297209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:19.299098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:19.299616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:19.300106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:19.302808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:19.303943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:19.314296] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.84%, Actual: 0.21%
[2025-11-25T11:38:19.328096] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 36.6s | Global ETA: 1h 9m 60s
[2025-11-25T11:38:19.328413] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:38:19.329334] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:19.329483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:19.334835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:19.335734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:38:19.336721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:19.378308] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:19.442490] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.47% | Symbol ETA: 12.2s | Global ETA: 1h 10m 1s
[2025-11-25T11:38:19.482909] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.33%, Actual: 0.30%
[2025-11-25T11:38:19.614276] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.26%, Actual: 2.87%
[2025-11-25T11:38:19.643445] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:38:19.650938] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 1.16%
[2025-11-25T11:38:19.696360] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:38:19.788132] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -2.11%, Actual: 3.56%
[2025-11-25T11:38:19.816105] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:19.819632] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.86%
[2025-11-25T11:38:19.882374] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 5.96% | Symbol ETA: 16.3s | Global ETA: 1h 10m 4s
[2025-11-25T11:38:19.882543] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:38:19.883325] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:19.883545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:19.884445] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:19.885285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:19.885886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:19.886364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:19.889097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:19.890227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:19.952663] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 36.1s | Global ETA: 1h 10m 4s
[2025-11-25T11:38:19.952821] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:38:19.953801] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:19.953878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:19.958742] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.99%, Actual: 0.62%
[2025-11-25T11:38:19.959116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:19.960048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:38:19.960946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:19.988337] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.14%, Actual: 2.61%
[2025-11-25T11:38:20.128952] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.58%, Actual: 1.74%
[2025-11-25T11:38:20.161538] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.31%
[2025-11-25T11:38:20.248790] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:38:20.300993] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.99%, Actual: 1.35%
[2025-11-25T11:38:20.321846] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:38:20.332548] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.58%, Actual: 1.01%
[2025-11-25T11:38:20.425113] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:20.470817] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 1.21%
[2025-11-25T11:38:20.494525] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -10.81% | Symbol ETA: 15.8s | Global ETA: 1h 10m 8s
[2025-11-25T11:38:20.494855] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:38:20.495775] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:20.495921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:20.497778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:20.498360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:20.498985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:20.500982] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.98%, Actual: 0.44%
[2025-11-25T11:38:20.501149] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:20.501246] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 30.3258%
[2025-11-25T11:38:20.501438] [INFO ] [main      ] MXF: DISCARDED add_open_vs_close_liquidity_ratio (score: 30.33%)
[2025-11-25T11:38:20.501556] [INFO ] [main      ] MXF: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:38:20.501674] [DEBUG] [main      ] Testing with features: ['add_open_vs_prev_range_position']
[2025-11-25T11:38:20.501783] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:38:20.502042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:20.503267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:20.514860] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:20.515478] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:38:20.516367] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:20.516442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:20.519433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:20.568223] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 35.5s | Global ETA: 1h 10m 8s
[2025-11-25T11:38:20.568372] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:38:20.569151] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:20.569246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:20.574157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:20.575019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:38:20.576056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:20.642557] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.91%, Actual: 2.31%
[2025-11-25T11:38:20.812897] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.50%, Actual: 2.40%
[2025-11-25T11:38:20.859373] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:38:20.860719] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:38:20.929513] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:38:20.982097] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: -1.36%, Actual: 1.49%
[2025-11-25T11:38:21.031193] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:21.036913] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:21.095875] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.62% | Symbol ETA: 13.5s | Global ETA: 1h 10m 12s
[2025-11-25T11:38:21.096184] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:38:21.097009] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:21.097166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:21.100043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:21.103087] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 2.85% | Symbol ETA: 15.2s | Global ETA: 1h 10m 12s
[2025-11-25T11:38:21.103233] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:38:21.104002] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:21.104077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:21.105760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:21.106254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:21.106666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:21.109605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:38:21.110741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:21.111426] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:21.149633] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.47%, Actual: 1.19%
[2025-11-25T11:38:21.149852] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 59.5356%
[2025-11-25T11:38:21.149969] [INFO ] [main      ] BB: KEPT add_morning_followthrough_mag_T0 (score: 59.54%)
[2025-11-25T11:38:21.150022] [INFO ] [main      ] BB: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:38:21.150063] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion']
[2025-11-25T11:38:21.150104] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:38:21.162196] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:21.162595] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:38:21.163465] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:21.163737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:21.165506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:21.166112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:21.166593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:21.167410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:21.171917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:21.179203] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 34.9s | Global ETA: 1h 10m 12s
[2025-11-25T11:38:21.179490] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:38:21.180434] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:21.180567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:21.185691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:21.186576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:38:21.187603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:21.436821] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:38:21.457561] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:38:21.510135] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:38:21.542408] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:38:21.604547] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:21.633808] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:21.670967] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 1.02% | Symbol ETA: 12.9s | Global ETA: 1h 10m 16s
[2025-11-25T11:38:21.671269] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:38:21.672096] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:21.672237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:21.675106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:21.681044] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:21.705176] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -0.97% | Symbol ETA: 14.6s | Global ETA: 1h 10m 16s
[2025-11-25T11:38:21.724408] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:21.747358] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.51% | Symbol ETA: 16.4s | Global ETA: 1h 10m 16s
[2025-11-25T11:38:21.747691] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:38:21.748538] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:21.748698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:21.750477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:21.751092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:21.751567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:21.752342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:21.757078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:21.794968] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.26% | Symbol ETA: 34.3s | Global ETA: 1h 10m 17s
[2025-11-25T11:38:21.795266] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:38:21.796340] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:21.796478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:21.802596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:21.803524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:38:21.804491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:21.888315] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.87%, Actual: 2.02%
[2025-11-25T11:38:22.014443] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:38:22.059697] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 4.61%, Actual: 3.01%
[2025-11-25T11:38:22.104001] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:38:22.165151] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:38:22.180424] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:22.231308] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 2.22%, Actual: 3.08%
[2025-11-25T11:38:22.245630] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.82% | Symbol ETA: 12.3s | Global ETA: 1h 10m 20s
[2025-11-25T11:38:22.245917] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:38:22.246747] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:22.246883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:22.250096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:22.273230] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:22.337840] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.84% | Symbol ETA: 15.8s | Global ETA: 1h 10m 20s
[2025-11-25T11:38:22.338149] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:38:22.339003] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:22.339156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:22.340967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:22.341523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:22.342014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:22.342800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:22.344318] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:22.347098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:22.402470] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 5.14%, Actual: 3.32%
[2025-11-25T11:38:22.411318] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.00% | Symbol ETA: 33.7s | Global ETA: 1h 10m 21s
[2025-11-25T11:38:22.575842] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -0.82%, Actual: 0.72%
[2025-11-25T11:38:22.586191] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:38:22.588958] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.50%, Actual: 0.79%
[2025-11-25T11:38:22.686092] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:38:22.751453] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 2.67%
[2025-11-25T11:38:22.754577] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:22.761223] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 0.26%
[2025-11-25T11:38:22.818300] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.58% | Symbol ETA: 11.7s | Global ETA: 1h 10m 23s
[2025-11-25T11:38:22.818602] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:38:22.819439] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:22.819519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:22.822385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:22.856453] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:22.922114] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.45% | Symbol ETA: 15.2s | Global ETA: 1h 10m 24s
[2025-11-25T11:38:22.922438] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:38:22.923286] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:22.923428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:22.925164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:22.925770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:22.926244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:22.927054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:22.931408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:22.938498] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 5.96%, Actual: 4.92%
[2025-11-25T11:38:22.940257] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 0.33%
[2025-11-25T11:38:23.116400] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -10.81%, Actual: 7.59%
[2025-11-25T11:38:23.123183] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.44%
[2025-11-25T11:38:23.158928] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:38:23.273809] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:38:23.298183] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 2.85%, Actual: 6.76%
[2025-11-25T11:38:23.301018] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.84%
[2025-11-25T11:38:23.328522] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:23.394029] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.31% | Symbol ETA: 11.1s | Global ETA: 1h 10m 27s
[2025-11-25T11:38:23.394329] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:38:23.395168] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:23.395304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:23.398194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:23.443837] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:23.475217] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -0.97%, Actual: 3.95%
[2025-11-25T11:38:23.475483] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 51.7125%
[2025-11-25T11:38:23.475701] [INFO ] [main      ] KORE: DISCARDED add_late_session_pressure (score: 51.71%)
[2025-11-25T11:38:23.475834] [INFO ] [main      ] KORE: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:38:23.475935] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity']
[2025-11-25T11:38:23.476075] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:38:23.478689] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.08%
[2025-11-25T11:38:23.488928] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:23.489564] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:38:23.490497] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:23.490575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:23.492340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:23.492916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:23.493333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:23.496441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:23.499208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:23.510483] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.70% | Symbol ETA: 14.6s | Global ETA: 1h 10m 28s
[2025-11-25T11:38:23.510657] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:38:23.511431] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:23.511635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:23.513365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:23.513948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:23.514448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:23.515166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:23.519727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:23.664098] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.66%
[2025-11-25T11:38:23.745710] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:38:23.841823] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.30%
[2025-11-25T11:38:23.859475] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:38:23.863092] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:38:23.914176] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:23.978787] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: -0.09% | Symbol ETA: 10.6s | Global ETA: 1h 10m 31s
[2025-11-25T11:38:23.979103] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:38:23.980027] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:23.980163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:23.983487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:24.023184] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.26%, Actual: 0.05%
[2025-11-25T11:38:24.037148] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:24.039507] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:24.102979] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.49% | Symbol ETA: 14.0s | Global ETA: 1h 10m 32s
[2025-11-25T11:38:24.103272] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:38:24.104107] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:24.104248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:24.105977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:24.106745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:24.107230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:24.108153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:24.112424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:24.113081] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -1.28% | Symbol ETA: 19.1s | Global ETA: 1h 10m 32s
[2025-11-25T11:38:24.113369] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:38:24.114242] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:24.114387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:24.116139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:24.116791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:24.117303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:24.120187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:24.122425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:24.195968] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.00%, Actual: 0.31%
[2025-11-25T11:38:24.196338] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 34.8755%
[2025-11-25T11:38:24.196507] [INFO ] [main      ] GPJA: DISCARDED add_gap_morning_composite (score: 34.88%)
[2025-11-25T11:38:24.196614] [INFO ] [main      ] GPJA: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:38:24.196728] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state']
[2025-11-25T11:38:24.196827] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:38:24.208705] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:24.209221] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:38:24.210137] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:24.210273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:24.215112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:24.216009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:38:24.266984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:24.325617] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:38:24.457390] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:38:24.478313] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:38:24.494124] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:24.558012] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 10.0s | Global ETA: 1h 10m 35s
[2025-11-25T11:38:24.558308] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:38:24.559140] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:24.559281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:24.562127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:24.605714] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:38:24.632456] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:24.650245] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:24.698245] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 13.5s | Global ETA: 1h 10m 36s
[2025-11-25T11:38:24.698561] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:38:24.699422] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:24.699567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:24.701391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:24.702005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:24.702499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:24.703283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:24.707854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:24.719771] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 2.55% | Symbol ETA: 18.4s | Global ETA: 1h 10m 36s
[2025-11-25T11:38:24.720071] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:38:24.720978] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:24.721128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:24.722942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:24.723526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:24.723961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:24.726667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:24.728758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:24.773595] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:24.841934] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 34.7s | Global ETA: 1h 10m 37s
[2025-11-25T11:38:24.842267] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:38:24.843343] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:24.843497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:24.849350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:24.850266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:38:24.902006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:24.902396] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:38:25.053258] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:38:25.070744] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:25.085255] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:38:25.134289] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 9.4s | Global ETA: 1h 10m 39s
[2025-11-25T11:38:25.134538] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:38:25.135372] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:25.135507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:25.138405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:25.228344] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:25.239827] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:38:25.267550] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:25.296525] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -3.21% | Symbol ETA: 12.9s | Global ETA: 1h 10m 40s
[2025-11-25T11:38:25.296713] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:38:25.297863] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:25.298012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:25.300010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:25.300782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:25.301251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:25.302219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:25.306809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:25.340273] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.91% | Symbol ETA: 17.8s | Global ETA: 1h 10m 41s
[2025-11-25T11:38:25.340581] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:38:25.341466] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:25.341614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:25.343541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:25.344185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:25.344738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:25.347735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:25.349946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:25.413266] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:25.477195] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:38:25.477686] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.17% | Symbol ETA: 34.1s | Global ETA: 1h 10m 41s
[2025-11-25T11:38:25.477974] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:38:25.478820] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:25.478953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:25.483837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:25.484738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:38:25.534882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:25.649962] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:25.650188] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:38:25.701982] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:38:25.714476] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.43% | Symbol ETA: 8.8s | Global ETA: 1h 10m 43s
[2025-11-25T11:38:25.714660] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:38:25.715410] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:25.715496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:25.718304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:25.820942] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:25.877805] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:25.878531] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:38:25.885665] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.14% | Symbol ETA: 12.3s | Global ETA: 1h 10m 44s
[2025-11-25T11:38:25.885955] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:38:25.886799] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:25.886940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:25.888741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:25.889345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:25.889842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:25.890614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:25.894889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:25.948666] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 17.2s | Global ETA: 1h 10m 45s
[2025-11-25T11:38:25.948974] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:38:25.949852] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:25.949995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:25.951797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:25.952386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:25.952894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:25.955722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:25.957969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:26.052490] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:26.058194] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:38:26.119158] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.91% | Symbol ETA: 33.5s | Global ETA: 1h 10m 46s
[2025-11-25T11:38:26.119303] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:38:26.120062] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:26.120149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:26.124941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:26.125877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:38:26.177270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:26.225952] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:26.243801] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:38:26.287831] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.93% | Symbol ETA: 8.3s | Global ETA: 1h 10m 47s
[2025-11-25T11:38:26.317881] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:38:26.414460] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:26.456596] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.62%, Actual: 0.50%
[2025-11-25T11:38:26.479073] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: -2.00% | Symbol ETA: 11.7s | Global ETA: 1h 10m 48s
[2025-11-25T11:38:26.479372] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:38:26.480202] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:26.480344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:26.482059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:26.482618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:26.483149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:26.483930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:26.488197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:26.495882] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:26.517080] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:38:26.568236] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -2.45% | Symbol ETA: 16.5s | Global ETA: 1h 10m 49s
[2025-11-25T11:38:26.568414] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:38:26.569384] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:26.569535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:26.571247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:26.571881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:26.572421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:26.575229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:26.577383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:26.624496] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 1.02%, Actual: 2.12%
[2025-11-25T11:38:26.689681] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:26.753756] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.45% | Symbol ETA: 32.8s | Global ETA: 1h 10m 50s
[2025-11-25T11:38:26.754009] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:38:26.754836] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:26.754970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:26.759868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:26.760764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:38:26.791795] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.82%, Actual: 0.21%
[2025-11-25T11:38:26.811960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:26.829197] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:38:26.932710] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:38:26.958898] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.58%, Actual: 0.30%
[2025-11-25T11:38:26.999819] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:27.064500] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 11.1s | Global ETA: 1h 10m 52s
[2025-11-25T11:38:27.110361] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:27.127858] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.31%, Actual: 1.16%
[2025-11-25T11:38:27.150524] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:38:27.182245] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -3.48% | Symbol ETA: 15.9s | Global ETA: 1h 10m 53s
[2025-11-25T11:38:27.182544] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:38:27.183371] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:27.183516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:27.185248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:27.185844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:27.186320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:27.189046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:27.191121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:27.236893] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.51%, Actual: 2.87%
[2025-11-25T11:38:27.294982] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: -0.09%, Actual: 0.86%
[2025-11-25T11:38:27.318425] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:27.383627] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.34% | Symbol ETA: 32.2s | Global ETA: 1h 10m 54s
[2025-11-25T11:38:27.383925] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:38:27.384748] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:27.384884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:27.389751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:27.390632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:38:27.411139] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.84%, Actual: 3.56%
[2025-11-25T11:38:27.441388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:27.463931] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 2.61%
[2025-11-25T11:38:27.533081] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:38:27.581154] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.45%, Actual: 0.62%
[2025-11-25T11:38:27.632783] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 0.31%
[2025-11-25T11:38:27.702890] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:27.751711] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.70%, Actual: 1.74%
[2025-11-25T11:38:27.771679] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 4.46% | Symbol ETA: 15.3s | Global ETA: 1h 10m 57s
[2025-11-25T11:38:27.771978] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:38:27.772833] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:27.772975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:27.774704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:27.775282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:27.775778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:27.778573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:27.779516] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:38:27.780633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:27.800596] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 1.01%
[2025-11-25T11:38:27.922665] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 1.35%
[2025-11-25T11:38:27.948508] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:27.968031] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.93%, Actual: 0.44%
[2025-11-25T11:38:27.968235] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 35.4179%
[2025-11-25T11:38:27.968340] [INFO ] [main      ] MXF: DISCARDED add_open_vs_prev_range_position (score: 35.42%)
[2025-11-25T11:38:27.968412] [INFO ] [main      ] MXF: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:38:27.968467] [DEBUG] [main      ] Testing with features: ['add_overnight_gap_amplitude']
[2025-11-25T11:38:27.968518] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:38:27.980602] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:27.981063] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:38:27.981920] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:27.982117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:38:27.982782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:28.012831] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 31.6s | Global ETA: 1h 10m 59s
[2025-11-25T11:38:28.013083] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:38:28.013915] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:28.014047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:28.018957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:28.019841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:38:28.071779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:28.094672] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.45%, Actual: 1.21%
[2025-11-25T11:38:28.121694] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:38:28.266844] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -3.21%, Actual: 2.31%
[2025-11-25T11:38:28.291681] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:28.320822] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:38:28.361342] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -15.71% | Symbol ETA: 14.7s | Global ETA: 1h 11m 1s
[2025-11-25T11:38:28.361655] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:38:28.362484] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:28.362630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:28.364349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:28.364958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:28.365475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:28.368311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:28.370419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:28.412602] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:38:28.443839] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.14%, Actual: 2.40%
[2025-11-25T11:38:28.488718] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:28.550547] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.66% | Symbol ETA: 12.6s | Global ETA: 1h 11m 2s
[2025-11-25T11:38:28.550840] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:38:28.551699] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:28.551834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:38:28.552455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:28.587676] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:28.617752] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: -2.00%, Actual: 1.49%
[2025-11-25T11:38:28.651973] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 30.9s | Global ETA: 1h 11m 3s
[2025-11-25T11:38:28.652253] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:38:28.653107] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:28.653244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:28.658430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:28.659357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:38:28.710751] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:38:28.711120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:28.799862] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.11%, Actual: 1.19%
[2025-11-25T11:38:28.800297] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 52.7804%
[2025-11-25T11:38:28.800437] [INFO ] [main      ] BB: DISCARDED add_morning_range_expansion (score: 52.78%)
[2025-11-25T11:38:28.800553] [INFO ] [main      ] BB: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:38:28.800677] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_open_11_elasticity']
[2025-11-25T11:38:28.800789] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:38:28.813768] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:28.814390] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:38:28.815389] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:28.815475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:28.817520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:28.818229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:28.818788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:28.819625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:28.820991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:28.885534] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:28.902922] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:38:28.956974] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 3.78% | Symbol ETA: 14.1s | Global ETA: 1h 11m 5s
[2025-11-25T11:38:28.957334] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:38:28.958250] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:28.958339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:28.960182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:28.960837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:28.961263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:28.964061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:38:28.966365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:29.054514] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:38:29.069373] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:29.130717] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 12.1s | Global ETA: 1h 11m 6s
[2025-11-25T11:38:29.130978] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:38:29.132019] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:29.132153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:38:29.132945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:29.177242] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:38:29.226198] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:29.290244] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.96% | Symbol ETA: 30.3s | Global ETA: 1h 11m 7s
[2025-11-25T11:38:29.290525] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:38:29.291376] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:29.291511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:29.296589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:29.297535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:38:29.324677] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:38:29.349164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:29.354015] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:29.421431] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.75% | Symbol ETA: 15.9s | Global ETA: 1h 11m 8s
[2025-11-25T11:38:29.421749] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:38:29.422697] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:29.422840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:29.424674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:29.425296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:29.425805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:29.426597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:29.427915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:29.467325] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:38:29.504004] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:29.572415] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -8.71% | Symbol ETA: 13.5s | Global ETA: 1h 11m 9s
[2025-11-25T11:38:29.634398] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:29.693016] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:38:29.696018] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: -0.29% | Symbol ETA: 11.5s | Global ETA: 1h 11m 10s
[2025-11-25T11:38:29.696317] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:38:29.697182] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:29.697318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:38:29.698047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:29.746605] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -1.28%, Actual: 2.02%
[2025-11-25T11:38:29.786178] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:38:29.864161] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:29.918915] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 2.55%, Actual: 3.01%
[2025-11-25T11:38:29.927704] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.31% | Symbol ETA: 29.7s | Global ETA: 1h 11m 11s
[2025-11-25T11:38:29.927850] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:38:29.928687] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:29.928777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:29.933847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:29.934687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:38:29.963407] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:29.985836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:30.028276] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -2.52% | Symbol ETA: 15.3s | Global ETA: 1h 11m 12s
[2025-11-25T11:38:30.028438] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:38:30.029237] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:30.029338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:30.031024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:30.031695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:30.032168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:30.032595] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:38:30.032975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:30.034169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:30.096036] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.91%, Actual: 3.08%
[2025-11-25T11:38:30.207666] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:30.269328] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 10.9s | Global ETA: 1h 11m 14s
[2025-11-25T11:38:30.269489] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:38:30.270239] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:30.270352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:38:30.270916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:30.273093] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 1.20%, Actual: 3.32%
[2025-11-25T11:38:30.337534] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:38:30.400326] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:38:30.445039] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -2.45%, Actual: 0.72%
[2025-11-25T11:38:30.509072] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:30.572934] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.22% | Symbol ETA: 29.0s | Global ETA: 1h 11m 16s
[2025-11-25T11:38:30.579896] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:30.605491] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:38:30.617145] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -3.48%, Actual: 2.67%
[2025-11-25T11:38:30.645866] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.68% | Symbol ETA: 14.7s | Global ETA: 1h 11m 16s
[2025-11-25T11:38:30.646176] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:38:30.647073] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:30.647217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:30.648999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:30.649589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:30.650106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:30.650979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:30.652339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:30.748176] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: 0.06%, Actual: 0.79%
[2025-11-25T11:38:30.772295] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:30.790162] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 4.46%, Actual: 4.92%
[2025-11-25T11:38:30.833813] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 10.3s | Global ETA: 1h 11m 18s
[2025-11-25T11:38:30.833952] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:38:30.834706] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:30.834778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:38:30.835313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:30.920887] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.17%, Actual: 0.26%
[2025-11-25T11:38:30.961485] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -15.71%, Actual: 7.59%
[2025-11-25T11:38:31.008637] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:38:31.093092] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.91%, Actual: 0.33%
[2025-11-25T11:38:31.134106] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 3.78%, Actual: 6.76%
[2025-11-25T11:38:31.169957] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:38:31.184058] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:31.247238] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.52% | Symbol ETA: 14.1s | Global ETA: 1h 11m 20s
[2025-11-25T11:38:31.247419] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:38:31.248314] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:31.248389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:31.250186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:31.250699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:31.251093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:31.251896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:31.253077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:31.264692] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.45%, Actual: 0.44%
[2025-11-25T11:38:31.305064] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -8.71%, Actual: 3.95%
[2025-11-25T11:38:31.305293] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 60.1776%
[2025-11-25T11:38:31.305382] [INFO ] [main      ] KORE: DISCARDED add_micro_gap_fill_velocity (score: 60.18%)
[2025-11-25T11:38:31.305432] [INFO ] [main      ] KORE: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:38:31.305491] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:38:31.305533] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:38:31.318005] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:31.318741] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:38:31.319795] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:31.319871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:31.321626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:31.322184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:31.322583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:31.325276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:31.326016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:31.337905] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:31.397772] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 9.7s | Global ETA: 1h 11m 21s
[2025-11-25T11:38:31.397922] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:38:31.398669] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:31.398741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:38:31.399272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:31.434265] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 0.84%
[2025-11-25T11:38:31.607940] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.08%
[2025-11-25T11:38:31.639563] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:38:31.680275] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:38:31.745597] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:38:31.821229] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.66%
[2025-11-25T11:38:31.907772] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:31.925942] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:31.971767] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:31.996822] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.51% | Symbol ETA: 13.6s | Global ETA: 1h 11m 25s
[2025-11-25T11:38:31.997178] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:38:31.998222] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:31.998384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:32.000543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:32.001325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:32.001921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:32.002940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:32.004593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:32.015556] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -2.20% | Symbol ETA: 18.8s | Global ETA: 1h 11m 26s
[2025-11-25T11:38:32.015942] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:38:32.017252] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:32.017431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:32.019631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:32.020478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:32.021089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:32.024669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:32.025979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:32.057508] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 9.2s | Global ETA: 1h 11m 26s
[2025-11-25T11:38:32.057866] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:38:32.059172] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:32.059369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:38:32.060189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:32.079195] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.96%, Actual: 0.30%
[2025-11-25T11:38:32.317412] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.05%
[2025-11-25T11:38:32.446495] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:38:32.474300] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:38:32.501279] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.31%
[2025-11-25T11:38:32.501700] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 33.3765%
[2025-11-25T11:38:32.501866] [INFO ] [main      ] GPJA: DISCARDED add_gap_resolution_state (score: 33.38%)
[2025-11-25T11:38:32.501981] [INFO ] [main      ] GPJA: Testing feature 13/53: add_gaps
[2025-11-25T11:38:32.502080] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gaps']
[2025-11-25T11:38:32.502180] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:38:32.514327] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:32.515138] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:38:32.516111] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:32.516245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:32.521417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:32.522511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:38:32.523325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:32.525175] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:38:32.630458] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:32.664037] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:32.702868] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 3.10% | Symbol ETA: 18.1s | Global ETA: 1h 11m 30s
[2025-11-25T11:38:32.703162] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:38:32.704061] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:32.704207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:32.706333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:32.707006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:32.707550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:32.711228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:32.712334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:32.727635] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:32.727913] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 8.7s | Global ETA: 1h 11m 30s
[2025-11-25T11:38:32.728238] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:38:32.729083] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:32.729221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:38:32.729860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:32.792512] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.19% | Symbol ETA: 13.1s | Global ETA: 1h 11m 31s
[2025-11-25T11:38:32.792830] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:38:32.793684] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:32.793821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:32.795543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:32.796138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:32.796614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:32.797426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:32.798639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:32.877977] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:38:33.048861] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:33.068423] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:38:33.101980] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:38:33.116350] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 33.1s | Global ETA: 1h 11m 33s
[2025-11-25T11:38:33.116843] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:38:33.117739] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:33.117873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:33.122892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:33.123825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:38:33.124773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:33.142662] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:38:33.247360] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:33.281749] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:33.308890] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.62% | Symbol ETA: 8.1s | Global ETA: 1h 11m 34s
[2025-11-25T11:38:33.309194] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:38:33.310029] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:33.310168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:38:33.310820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:33.311601] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:33.346218] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.05% | Symbol ETA: 17.3s | Global ETA: 1h 11m 35s
[2025-11-25T11:38:33.346518] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:38:33.347404] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:33.347551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:33.349290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:33.349891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:33.350380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:33.353101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:33.353938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:33.373773] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.32% | Symbol ETA: 12.4s | Global ETA: 1h 11m 35s
[2025-11-25T11:38:33.374069] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:38:33.374904] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:33.375047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:33.376786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:33.377384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:33.377912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:33.378728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:33.379939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:33.468342] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:38:33.642927] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:33.662744] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:38:33.707596] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:38:33.709242] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.54% | Symbol ETA: 32.5s | Global ETA: 1h 11m 37s
[2025-11-25T11:38:33.709530] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:38:33.710367] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:33.710498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:33.715336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:33.716293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:38:33.717100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:33.719499] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:38:33.835065] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:33.876359] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:33.892548] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:33.895180] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.87% | Symbol ETA: 7.5s | Global ETA: 1h 11m 38s
[2025-11-25T11:38:33.941173] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 1.98% | Symbol ETA: 16.5s | Global ETA: 1h 11m 39s
[2025-11-25T11:38:33.941481] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:38:33.942328] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:33.942480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:33.944253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:33.944908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:33.945413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:33.948345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:33.949179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:33.955341] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 11.7s | Global ETA: 1h 11m 39s
[2025-11-25T11:38:33.955663] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:38:33.956520] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:33.956684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:33.958474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:33.959088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:33.959601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:33.960401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:33.961675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:34.062919] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:38:34.063893] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.66%, Actual: 0.50%
[2025-11-25T11:38:34.233826] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:34.234232] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.49%, Actual: 2.12%
[2025-11-25T11:38:34.291606] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:38:34.300311] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 31.8s | Global ETA: 1h 11m 41s
[2025-11-25T11:38:34.300596] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:38:34.301433] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:34.301518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:34.305960] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:38:34.306380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:34.307285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:38:34.308139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:34.403585] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: -0.29%, Actual: 0.21%
[2025-11-25T11:38:34.467135] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:34.484873] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:34.533367] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -3.74% | Symbol ETA: 15.7s | Global ETA: 1h 11m 43s
[2025-11-25T11:38:34.533531] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:38:34.534467] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:34.534608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:34.536366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:34.536941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:34.537393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:34.539999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:34.540804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:34.558319] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.22% | Symbol ETA: 11.1s | Global ETA: 1h 11m 43s
[2025-11-25T11:38:34.558477] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:38:34.559278] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:34.559353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:34.561069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:34.561577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:34.561996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:34.562727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:34.564011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:34.575124] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.30%, Actual: 0.30%
[2025-11-25T11:38:34.656499] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:38:34.744095] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 1.16%
[2025-11-25T11:38:34.835470] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:34.879285] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:38:34.901291] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 31.3s | Global ETA: 1h 11m 45s
[2025-11-25T11:38:34.901579] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:38:34.902405] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:34.902538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:34.907398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:34.907491] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:38:34.908369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:38:34.909147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:34.911803] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.86%
[2025-11-25T11:38:35.050890] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:35.082216] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 2.61%
[2025-11-25T11:38:35.093146] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:35.118431] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 15.1s | Global ETA: 1h 11m 47s
[2025-11-25T11:38:35.118763] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:38:35.119632] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:35.119792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:35.121636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:35.122248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:35.122768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:35.125859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:35.127003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:35.156371] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -3.20% | Symbol ETA: 10.4s | Global ETA: 1h 11m 47s
[2025-11-25T11:38:35.258728] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.31%
[2025-11-25T11:38:35.263108] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:38:35.328854] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.75%, Actual: 2.87%
[2025-11-25T11:38:35.429628] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.62%, Actual: 1.01%
[2025-11-25T11:38:35.436574] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:35.468565] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:38:35.499144] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -2.52%, Actual: 3.56%
[2025-11-25T11:38:35.502522] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 30.7s | Global ETA: 1h 11m 49s
[2025-11-25T11:38:35.502707] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:38:35.503583] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:35.503733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:35.508815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:35.509728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:38:35.510514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:35.600286] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.87%, Actual: 0.44%
[2025-11-25T11:38:35.600552] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 29.6617%
[2025-11-25T11:38:35.600693] [INFO ] [main      ] MXF: DISCARDED add_overnight_gap_amplitude (score: 29.66%)
[2025-11-25T11:38:35.600759] [INFO ] [main      ] MXF: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:38:35.600893] [DEBUG] [main      ] Testing with features: ['add_overnight_gap_mag']
[2025-11-25T11:38:35.600980] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:38:35.612684] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:35.613263] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:38:35.614235] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:35.614379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:38:35.615141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:35.641260] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:35.671748] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.68%, Actual: 0.62%
[2025-11-25T11:38:35.706062] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 7.22% | Symbol ETA: 14.4s | Global ETA: 1h 11m 50s
[2025-11-25T11:38:35.706333] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:38:35.707189] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:35.707331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:35.709075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:35.709638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:35.710134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:35.712881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:35.713697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:35.845218] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.52%, Actual: 1.74%
[2025-11-25T11:38:35.857438] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:38:35.964887] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:38:36.018882] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 1.35%
[2025-11-25T11:38:36.031565] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:36.062160] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:38:36.100182] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 30.1s | Global ETA: 1h 11m 53s
[2025-11-25T11:38:36.100462] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:38:36.101324] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:36.101461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:36.106620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:36.107574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:38:36.108384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:36.135581] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:36.189395] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.19%, Actual: 1.21%
[2025-11-25T11:38:36.197818] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.24% | Symbol ETA: 12.3s | Global ETA: 1h 11m 54s
[2025-11-25T11:38:36.198123] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:38:36.198965] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:36.199103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:38:36.199813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:36.236754] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:36.302881] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -10.89% | Symbol ETA: 13.8s | Global ETA: 1h 11m 55s
[2025-11-25T11:38:36.303192] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:38:36.304082] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:36.304226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:36.306025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:36.306568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:36.306981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:36.309762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:36.310534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:36.357457] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.32%, Actual: 2.31%
[2025-11-25T11:38:36.463617] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:38:36.526735] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -0.96%, Actual: 2.40%
[2025-11-25T11:38:36.542889] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:38:36.639263] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:36.653888] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:38:36.695157] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.22%, Actual: 1.49%
[2025-11-25T11:38:36.705104] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 29.5s | Global ETA: 1h 11m 57s
[2025-11-25T11:38:36.705413] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:38:36.706308] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:36.706445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:36.711618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:36.712595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:38:36.712772] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:36.713415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:36.774654] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 11.7s | Global ETA: 1h 11m 58s
[2025-11-25T11:38:36.774944] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:38:36.775782] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:36.775917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:38:36.776595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:36.834636] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:36.864765] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -3.20%, Actual: 1.19%
[2025-11-25T11:38:36.865081] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 53.2192%
[2025-11-25T11:38:36.865247] [INFO ] [main      ] BB: DISCARDED add_open_11_elasticity (score: 53.22%)
[2025-11-25T11:38:36.865363] [INFO ] [main      ] BB: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:38:36.865470] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_open_reversal_intensity']
[2025-11-25T11:38:36.865607] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:38:36.877596] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:36.878074] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:38:36.878981] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:36.879069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:36.880784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:36.881322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:36.881761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:36.882458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:36.883850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:36.900796] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 3.18% | Symbol ETA: 13.1s | Global ETA: 1h 11m 59s
[2025-11-25T11:38:36.901038] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:38:36.901882] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:36.902021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:36.903744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:36.904308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:36.904802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:36.907512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:36.908321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:37.059602] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:38:37.119557] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:38:37.223115] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:38:37.242835] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:37.256259] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:38:37.295948] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:37.310613] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 28.9s | Global ETA: 1h 12m 1s
[2025-11-25T11:38:37.310909] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:38:37.311748] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:37.311880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:37.316806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:37.317730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:38:37.318575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:37.359800] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.45% | Symbol ETA: 11.1s | Global ETA: 1h 12m 2s
[2025-11-25T11:38:37.360094] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:38:37.360937] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:37.361073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:38:37.361788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:37.395789] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:37.435305] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:37.459767] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.53% | Symbol ETA: 15.4s | Global ETA: 1h 12m 2s
[2025-11-25T11:38:37.460066] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:38:37.460906] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:37.461053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:37.462805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:37.463379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:37.463907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:37.464700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:37.466080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:37.499773] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.40% | Symbol ETA: 12.5s | Global ETA: 1h 12m 3s
[2025-11-25T11:38:37.673676] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -2.20%, Actual: 2.02%
[2025-11-25T11:38:37.681631] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:38:37.702826] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:38:37.808239] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:38:37.844980] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 3.10%, Actual: 3.01%
[2025-11-25T11:38:37.855130] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:37.870345] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:37.919769] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 28.3s | Global ETA: 1h 12m 5s
[2025-11-25T11:38:37.920037] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:38:37.920897] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:37.921029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:37.925893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:37.926761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:38:37.927532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:37.932756] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.29% | Symbol ETA: 10.5s | Global ETA: 1h 12m 6s
[2025-11-25T11:38:37.933057] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:38:37.933898] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:37.934033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:38:37.934764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:37.983323] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:38.016844] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.05%, Actual: 3.08%
[2025-11-25T11:38:38.047367] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -2.48% | Symbol ETA: 14.8s | Global ETA: 1h 12m 6s
[2025-11-25T11:38:38.047702] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:38:38.048553] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:38.048715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:38.050489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:38.051085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:38.051566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:38.052352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:38.053783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:38.190708] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 1.98%, Actual: 3.32%
[2025-11-25T11:38:38.268919] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:38:38.275034] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:38:38.365300] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -3.74%, Actual: 0.72%
[2025-11-25T11:38:38.401094] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:38:38.446833] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:38.450981] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:38.510752] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.37% | Symbol ETA: 10.0s | Global ETA: 1h 12m 9s
[2025-11-25T11:38:38.511032] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:38:38.511901] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:38.512036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:38:38.512731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:38.516624] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.25% | Symbol ETA: 27.7s | Global ETA: 1h 12m 9s
[2025-11-25T11:38:38.538512] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 0.85%, Actual: 2.67%
[2025-11-25T11:38:38.578177] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:38.643959] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.14% | Symbol ETA: 14.3s | Global ETA: 1h 12m 10s
[2025-11-25T11:38:38.644284] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:38:38.645201] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:38.645346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:38.647165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:38.647813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:38.648366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:38.649208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:38.650673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:38.690361] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.29%, Actual: 0.79%
[2025-11-25T11:38:38.715070] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 7.22%, Actual: 4.92%
[2025-11-25T11:38:38.854431] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:38:38.863056] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.26%
[2025-11-25T11:38:38.889180] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -10.89%, Actual: 7.59%
[2025-11-25T11:38:39.004155] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:38:39.024357] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:39.035802] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 0.33%
[2025-11-25T11:38:39.066214] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 3.18%, Actual: 6.76%
[2025-11-25T11:38:39.086348] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 9.4s | Global ETA: 1h 12m 13s
[2025-11-25T11:38:39.086664] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:38:39.087713] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:39.087852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:38:39.088531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:39.187220] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:39.213786] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.58%, Actual: 0.44%
[2025-11-25T11:38:39.240369] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.40%, Actual: 3.95%
[2025-11-25T11:38:39.240797] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 60.8218%
[2025-11-25T11:38:39.240965] [INFO ] [main      ] KORE: DISCARDED add_morning_followthrough_mag_T0 (score: 60.82%)
[2025-11-25T11:38:39.241089] [INFO ] [main      ] KORE: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:38:39.241196] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_morning_range_expansion']
[2025-11-25T11:38:39.241351] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:38:39.252811] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:39.253348] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:38:39.254330] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:39.254475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:39.254737] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.45% | Symbol ETA: 13.7s | Global ETA: 1h 12m 14s
[2025-11-25T11:38:39.255006] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:38:39.255897] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:39.256037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:39.256283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:39.256810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:39.257240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:39.258180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:39.258801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:39.259278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:39.259967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:39.260107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:39.261499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:39.264391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:39.386680] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.84%
[2025-11-25T11:38:39.430685] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:38:39.560350] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: 0.13%, Actual: 0.08%
[2025-11-25T11:38:39.600356] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:39.601209] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:38:39.603279] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:38:39.662117] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 8.8s | Global ETA: 1h 12m 17s
[2025-11-25T11:38:39.662413] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:38:39.663243] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:39.663380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:38:39.664082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:39.733880] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 0.66%
[2025-11-25T11:38:39.772957] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:39.775068] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:39.839301] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.65% | Symbol ETA: 17.0s | Global ETA: 1h 12m 18s
[2025-11-25T11:38:39.839609] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:38:39.840449] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:39.840595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:39.840747] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.26% | Symbol ETA: 13.1s | Global ETA: 1h 12m 18s
[2025-11-25T11:38:39.840899] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:38:39.841713] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:39.841805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:39.842368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:39.842968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:39.843438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:39.843576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:39.844133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:39.844566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:39.845301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:39.846381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:39.846693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:39.850826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:39.905673] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.30%
[2025-11-25T11:38:40.007610] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:38:40.079209] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.05%
[2025-11-25T11:38:40.181724] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:40.197166] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:38:40.210839] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:38:40.245272] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 8.2s | Global ETA: 1h 12m 21s
[2025-11-25T11:38:40.245501] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:38:40.246359] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:40.246495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:38:40.247453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:40.259566] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.25%, Actual: 0.31%
[2025-11-25T11:38:40.259845] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 48.3575%
[2025-11-25T11:38:40.259964] [INFO ] [main      ] GPJA: DISCARDED add_gaps (score: 48.36%)
[2025-11-25T11:38:40.260028] [INFO ] [main      ] GPJA: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:38:40.260078] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_intraday_skewness_proxies']
[2025-11-25T11:38:40.260133] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:38:40.273100] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:40.273570] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:38:40.274459] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:40.274552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:40.279702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:40.280566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:38:40.281855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:40.369353] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:40.393963] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:40.437310] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 4.25% | Symbol ETA: 16.4s | Global ETA: 1h 12m 22s
[2025-11-25T11:38:40.437577] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:38:40.438487] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:40.438628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:40.440448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:40.441069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:40.441533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:40.444332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:40.449107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:40.459468] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.96% | Symbol ETA: 12.6s | Global ETA: 1h 12m 23s
[2025-11-25T11:38:40.459772] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:38:40.460681] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:40.460825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:40.462730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:40.463319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:40.463828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:40.464606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:40.466072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:40.592974] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:38:40.630242] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:38:40.763773] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:40.802981] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:40.814230] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:38:40.824992] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.32% | Symbol ETA: 7.6s | Global ETA: 1h 12m 25s
[2025-11-25T11:38:40.825286] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:38:40.826158] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:40.826296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:38:40.827057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:40.845772] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:38:40.869942] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.60% | Symbol ETA: 28.6s | Global ETA: 1h 12m 25s
[2025-11-25T11:38:40.870238] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:38:40.871074] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:40.871206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:40.876440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:40.877355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:38:40.878556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:40.985714] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:41.016110] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:41.049798] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.05% | Symbol ETA: 12.0s | Global ETA: 1h 12m 27s
[2025-11-25T11:38:41.050106] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:38:41.050972] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:41.051115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:41.052857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:41.053417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:41.053912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:41.054703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:41.056068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:41.082544] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -3.18% | Symbol ETA: 16.0s | Global ETA: 1h 12m 27s
[2025-11-25T11:38:41.082862] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:38:41.083716] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:41.083860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:41.085580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:41.086162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:41.086637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:41.089380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:41.093696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:41.174191] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:38:41.222196] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:38:41.349898] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:41.395049] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:38:41.395465] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:41.410438] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.59% | Symbol ETA: 7.1s | Global ETA: 1h 12m 29s
[2025-11-25T11:38:41.431546] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:38:41.461134] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 28.0s | Global ETA: 1h 12m 29s
[2025-11-25T11:38:41.461447] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:38:41.462301] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:41.462440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:41.467358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:41.468242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:38:41.469448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:41.570464] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:41.583334] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.24%, Actual: 0.50%
[2025-11-25T11:38:41.605212] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:41.635872] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.13% | Symbol ETA: 11.4s | Global ETA: 1h 12m 31s
[2025-11-25T11:38:41.636189] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:38:41.637074] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:41.637221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:41.638989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:41.639575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:41.640077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:41.640899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:41.642343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:41.675268] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 2.66% | Symbol ETA: 15.3s | Global ETA: 1h 12m 31s
[2025-11-25T11:38:41.675420] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:38:41.676248] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:41.676325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:41.678127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:41.678672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:41.679104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:41.681854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:41.686464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:41.756532] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 2.12%
[2025-11-25T11:38:41.815329] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:38:41.937723] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 0.21%
[2025-11-25T11:38:41.989516] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:42.002910] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:38:42.054975] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 27.4s | Global ETA: 1h 12m 33s
[2025-11-25T11:38:42.055141] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:38:42.055087] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:38:42.055922] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:42.056000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:42.061047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:42.061881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:38:42.063075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:42.113088] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.29%, Actual: 0.30%
[2025-11-25T11:38:42.174249] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:42.227133] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:42.236973] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.08% | Symbol ETA: 10.8s | Global ETA: 1h 12m 35s
[2025-11-25T11:38:42.237296] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:38:42.238163] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:42.238310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:42.240102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:42.240710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:42.241199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:42.242045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:42.243506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:42.281922] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 1.16%
[2025-11-25T11:38:42.294488] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 0.48% | Symbol ETA: 14.8s | Global ETA: 1h 12m 35s
[2025-11-25T11:38:42.294821] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:38:42.295687] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:42.295830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:42.297593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:42.298190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:42.298702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:42.301418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:42.305814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:42.401989] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:38:42.458874] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.51%, Actual: 0.86%
[2025-11-25T11:38:42.570782] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:42.588230] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:38:42.634678] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.85% | Symbol ETA: 26.8s | Global ETA: 1h 12m 37s
[2025-11-25T11:38:42.634963] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:38:42.635806] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:42.635937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:42.640843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:42.641732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:38:42.642944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:42.645727] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:38:42.662175] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 2.61%
[2025-11-25T11:38:42.759399] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:42.817752] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:42.821997] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -3.50% | Symbol ETA: 10.2s | Global ETA: 1h 12m 39s
[2025-11-25T11:38:42.832349] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 0.31%
[2025-11-25T11:38:42.889448] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 14.1s | Global ETA: 1h 12m 39s
[2025-11-25T11:38:42.889628] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:38:42.890427] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:42.890684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:42.892511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:42.893130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:42.893635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:42.896463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:42.901023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:42.984214] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:38:42.993427] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.53%, Actual: 2.87%
[2025-11-25T11:38:43.006428] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 1.01%
[2025-11-25T11:38:43.157974] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:43.171751] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -2.48%, Actual: 3.56%
[2025-11-25T11:38:43.181288] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.59%, Actual: 0.44%
[2025-11-25T11:38:43.181719] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 36.8203%
[2025-11-25T11:38:43.181887] [INFO ] [main      ] MXF: DISCARDED add_overnight_gap_mag (score: 36.82%)
[2025-11-25T11:38:43.182001] [INFO ] [main      ] MXF: Testing feature 29/53: add_pct_change
[2025-11-25T11:38:43.182103] [DEBUG] [main      ] Testing with features: ['add_pct_change']
[2025-11-25T11:38:43.182215] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:38:43.194791] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:43.195392] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:38:43.196339] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:43.196478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:43.198527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:43.223706] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 26.2s | Global ETA: 1h 12m 41s
[2025-11-25T11:38:43.223983] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:38:43.224827] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:43.224965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:43.229818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:43.230715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:38:43.231949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:43.260436] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:38:43.346754] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.14%, Actual: 0.62%
[2025-11-25T11:38:43.436454] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:43.504063] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 0.63% | Symbol ETA: 13.5s | Global ETA: 1h 12m 43s
[2025-11-25T11:38:43.504357] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:38:43.505283] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:43.505428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:43.507260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:43.507976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:43.508570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:43.511510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:43.516228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:43.523335] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.45%, Actual: 1.74%
[2025-11-25T11:38:43.546909] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:38:43.571403] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:38:43.697539] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 1.35%
[2025-11-25T11:38:43.722923] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:43.745606] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:43.791778] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.54% | Symbol ETA: 11.9s | Global ETA: 1h 12m 45s
[2025-11-25T11:38:43.792038] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:38:43.792915] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:43.793074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:43.795040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:43.809514] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 25.6s | Global ETA: 1h 12m 45s
[2025-11-25T11:38:43.809820] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:38:43.810628] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:43.810776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:43.815587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:43.816456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:38:43.817697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:43.870735] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.96%, Actual: 1.21%
[2025-11-25T11:38:43.875611] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:38:44.060117] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:44.063382] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.05%, Actual: 2.31%
[2025-11-25T11:38:44.128693] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -8.27% | Symbol ETA: 12.9s | Global ETA: 1h 12m 47s
[2025-11-25T11:38:44.128997] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:38:44.129867] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:44.130011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:44.131833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:44.132406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:44.132932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:44.135722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:44.140216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:44.151836] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:38:44.168876] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:38:44.235943] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.13%, Actual: 2.40%
[2025-11-25T11:38:44.324859] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:44.340161] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:44.391919] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 11.3s | Global ETA: 1h 12m 49s
[2025-11-25T11:38:44.392194] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:38:44.393033] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:44.393168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:44.395145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:44.404908] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 25.0s | Global ETA: 1h 12m 49s
[2025-11-25T11:38:44.405199] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:38:44.406045] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:44.406178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:44.410538] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.08%, Actual: 1.49%
[2025-11-25T11:38:44.411057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:44.411954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:38:44.413168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:44.502622] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:38:44.585366] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -3.50%, Actual: 1.19%
[2025-11-25T11:38:44.585756] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 45.2672%
[2025-11-25T11:38:44.585916] [INFO ] [main      ] BB: DISCARDED add_open_reversal_intensity (score: 45.27%)
[2025-11-25T11:38:44.586056] [INFO ] [main      ] BB: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:44.586167] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:38:44.586278] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:38:44.600313] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:44.601017] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:38:44.601960] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:44.602112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:44.603896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:44.604476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:44.604967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:44.605762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:44.607373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:44.680220] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:44.732263] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:38:44.747759] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 7.65% | Symbol ETA: 12.3s | Global ETA: 1h 12m 52s
[2025-11-25T11:38:44.748057] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:38:44.748873] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:44.749016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:44.751043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:44.751229] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:38:44.751668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:44.752166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:44.755026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:38:44.759566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:44.901637] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:44.921167] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:44.969178] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 1.10% | Symbol ETA: 10.6s | Global ETA: 1h 12m 53s
[2025-11-25T11:38:44.969443] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:38:44.970274] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:44.970408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:44.971534] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:38:44.972482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:44.986892] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.41% | Symbol ETA: 24.5s | Global ETA: 1h 12m 53s
[2025-11-25T11:38:44.987178] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:38:44.988013] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:44.988143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:44.992987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:44.993868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:38:44.995080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:45.123882] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:38:45.166171] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:45.231686] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.58% | Symbol ETA: 14.7s | Global ETA: 1h 12m 55s
[2025-11-25T11:38:45.231919] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:38:45.232766] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:45.232904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:45.234626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:45.235176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:45.235635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:45.236379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:45.238019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:45.304303] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:45.329968] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:38:45.372338] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.88% | Symbol ETA: 11.7s | Global ETA: 1h 12m 56s
[2025-11-25T11:38:45.375325] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:38:45.526190] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:45.547816] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.65%, Actual: 2.02%
[2025-11-25T11:38:45.582276] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:45.592373] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:38:45.606938] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -2.22% | Symbol ETA: 10.1s | Global ETA: 1h 12m 57s
[2025-11-25T11:38:45.607318] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:38:45.608519] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:45.608707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:45.611392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:45.653791] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 23.9s | Global ETA: 1h 12m 58s
[2025-11-25T11:38:45.654068] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:38:45.654946] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:45.655033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:45.660932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:45.661912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:38:45.663123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:45.730464] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 4.25%, Actual: 3.01%
[2025-11-25T11:38:45.776893] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:45.844503] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.40% | Symbol ETA: 14.0s | Global ETA: 1h 12m 59s
[2025-11-25T11:38:45.844785] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:38:45.845611] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:45.845766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:45.847531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:45.848121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:45.848596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:45.849380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:45.850965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:45.909194] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -3.18%, Actual: 3.08%
[2025-11-25T11:38:46.022907] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:38:46.035961] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:38:46.078175] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 2.66%, Actual: 3.32%
[2025-11-25T11:38:46.198427] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:46.204800] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:46.216848] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:38:46.255140] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 0.48%, Actual: 0.72%
[2025-11-25T11:38:46.261960] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.00% | Symbol ETA: 23.3s | Global ETA: 1h 13m 2s
[2025-11-25T11:38:46.273030] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.91% | Symbol ETA: 9.6s | Global ETA: 1h 13m 2s
[2025-11-25T11:38:46.273295] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:38:46.274129] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:46.274265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:46.276249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:46.387366] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:46.431669] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.60%, Actual: 0.79%
[2025-11-25T11:38:46.440526] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 2.67%
[2025-11-25T11:38:46.451022] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 3.89% | Symbol ETA: 13.3s | Global ETA: 1h 13m 3s
[2025-11-25T11:38:46.451331] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:38:46.452186] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:46.452327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:46.454089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:46.454694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:46.455172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:46.455959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:46.457591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:46.601703] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 0.26%
[2025-11-25T11:38:46.613306] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 0.63%, Actual: 4.92%
[2025-11-25T11:38:46.621986] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:38:46.769711] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.16%, Actual: 0.33%
[2025-11-25T11:38:46.788914] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -8.27%, Actual: 7.59%
[2025-11-25T11:38:46.792567] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:46.812681] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:38:46.859834] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 8.9s | Global ETA: 1h 13m 6s
[2025-11-25T11:38:46.860132] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:38:46.861157] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:46.861295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:46.863427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:46.953926] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.85%, Actual: 0.44%
[2025-11-25T11:38:46.968470] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 7.65%, Actual: 6.76%
[2025-11-25T11:38:46.981494] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:47.044158] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.68% | Symbol ETA: 12.7s | Global ETA: 1h 13m 7s
[2025-11-25T11:38:47.044440] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:38:47.045284] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:47.045424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:47.047226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:47.047829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:47.048299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:47.049077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:47.050662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:47.131499] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.31%, Actual: 0.84%
[2025-11-25T11:38:47.146131] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.88%, Actual: 3.95%
[2025-11-25T11:38:47.146509] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 58.4814%
[2025-11-25T11:38:47.146693] [INFO ] [main      ] KORE: DISCARDED add_morning_range_expansion (score: 58.48%)
[2025-11-25T11:38:47.146762] [INFO ] [main      ] KORE: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:38:47.146873] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_11_elasticity']
[2025-11-25T11:38:47.146986] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:38:47.160793] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:47.161323] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:38:47.162488] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:47.162636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:47.164465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:47.165080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:47.165565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:47.168463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:47.169784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:47.214669] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:38:47.301556] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.08%
[2025-11-25T11:38:47.389444] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:47.389383] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:38:47.455696] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -1.23% | Symbol ETA: 8.3s | Global ETA: 1h 13m 10s
[2025-11-25T11:38:47.455860] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:38:47.456607] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:47.456704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:47.458606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:47.490373] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 0.66%
[2025-11-25T11:38:47.530001] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:38:47.570814] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:47.635715] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 12.0s | Global ETA: 1h 13m 11s
[2025-11-25T11:38:47.635870] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:38:47.636619] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:47.636707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:47.638403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:47.639086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:47.639560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:47.640269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:47.641893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:47.715276] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:47.730474] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.30%
[2025-11-25T11:38:47.783814] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 16.4s | Global ETA: 1h 13m 12s
[2025-11-25T11:38:47.784162] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:38:47.785138] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:47.785287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:47.787209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:47.787862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:47.788355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:47.791256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:47.792618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:47.818163] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:38:47.912955] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: 0.06%, Actual: 0.05%
[2025-11-25T11:38:47.982121] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:38:47.988063] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:48.054239] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 7.7s | Global ETA: 1h 13m 14s
[2025-11-25T11:38:48.054537] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:38:48.055354] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:48.055490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:48.057524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:48.084353] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.00%, Actual: 0.31%
[2025-11-25T11:38:48.084727] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 41.5739%
[2025-11-25T11:38:48.084919] [INFO ] [main      ] GPJA: DISCARDED add_intraday_skewness_proxies (score: 41.57%)
[2025-11-25T11:38:48.085028] [INFO ] [main      ] GPJA: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:38:48.085122] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_intraday_volatility_percentile']
[2025-11-25T11:38:48.085228] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:38:48.098617] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:48.099329] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:38:48.100261] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:48.100394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:48.105535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:48.106467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:38:48.130379] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:38:48.162988] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:48.194314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:48.231159] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.92% | Symbol ETA: 11.4s | Global ETA: 1h 13m 15s
[2025-11-25T11:38:48.231450] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:38:48.232334] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:48.232528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:48.234453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:48.235109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:48.235599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:48.236447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:48.238245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:48.304576] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:48.376513] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: -0.51% | Symbol ETA: 15.6s | Global ETA: 1h 13m 16s
[2025-11-25T11:38:48.376856] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:38:48.377864] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:48.378028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:48.379976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:48.380659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:48.381162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:48.384176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:48.385572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:48.399519] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:38:48.535137] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:38:48.573770] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:48.607773] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:38:48.642507] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.52% | Symbol ETA: 7.1s | Global ETA: 1h 13m 18s
[2025-11-25T11:38:48.642797] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:38:48.643668] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:38:48.643804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:48.645809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:48.713342] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:48.738535] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:38:48.777455] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 27.3s | Global ETA: 1h 13m 19s
[2025-11-25T11:38:48.777738] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:38:48.778561] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:48.778709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:48.783527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:48.784407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:38:48.796961] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:48.865216] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -0.77% | Symbol ETA: 10.8s | Global ETA: 1h 13m 19s
[2025-11-25T11:38:48.865518] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:38:48.866419] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:48.866555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:48.868412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:48.869060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:48.869542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:48.870414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:48.870881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:48.872057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:48.912295] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:48.982102] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 1.36% | Symbol ETA: 15.0s | Global ETA: 1h 13m 20s
[2025-11-25T11:38:48.982434] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:38:48.983598] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:48.983813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:48.986324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:48.987158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:48.987748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:48.991616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:48.993846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:48.997368] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:38:49.168994] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:49.213123] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:38:49.217826] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:38:49.236188] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 6.5s | Global ETA: 1h 13m 22s
[2025-11-25T11:38:49.356540] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:38:49.382187] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:49.386087] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:49.406209] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.54%, Actual: 0.50%
[2025-11-25T11:38:49.446092] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.98% | Symbol ETA: 26.6s | Global ETA: 1h 13m 23s
[2025-11-25T11:38:49.446357] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:38:49.447214] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:49.447353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:49.448006] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.26% | Symbol ETA: 10.2s | Global ETA: 1h 13m 23s
[2025-11-25T11:38:49.448310] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:38:49.449162] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:49.449304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:49.451047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:49.451624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:49.452114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:49.452226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:49.452885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:49.453144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:38:49.454574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:49.534725] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:49.538412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:49.576753] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 2.12%
[2025-11-25T11:38:49.600704] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 2.55% | Symbol ETA: 14.4s | Global ETA: 1h 13m 24s
[2025-11-25T11:38:49.600895] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:38:49.601875] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:49.602024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:49.603946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:49.604527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:49.605062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:49.607968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:49.609268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:49.747462] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 1.10%, Actual: 0.21%
[2025-11-25T11:38:49.791266] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:38:49.878863] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:38:49.916872] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -2.22%, Actual: 0.30%
[2025-11-25T11:38:49.965813] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:49.969744] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:38:50.029516] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.19% | Symbol ETA: 9.6s | Global ETA: 1h 13m 27s
[2025-11-25T11:38:50.029834] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:38:50.030703] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:50.030843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:50.032608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:50.033297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:50.033810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:50.034716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:38:50.036371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:50.051862] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:50.090759] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.91%, Actual: 1.16%
[2025-11-25T11:38:50.120097] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 26.0s | Global ETA: 1h 13m 28s
[2025-11-25T11:38:50.120380] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:38:50.121247] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:50.121384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:50.126790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:50.127864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:38:50.166500] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:50.218015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:50.234738] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -1.36% | Symbol ETA: 13.9s | Global ETA: 1h 13m 29s
[2025-11-25T11:38:50.234895] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:38:50.235693] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:50.235851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:50.237589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:50.238230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:50.238740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:50.241563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:50.242879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:50.261852] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.64%, Actual: 0.86%
[2025-11-25T11:38:50.395496] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:38:50.444444] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -1.23%, Actual: 2.61%
[2025-11-25T11:38:50.573283] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:50.577582] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:38:50.601557] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:38:50.633217] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.31%
[2025-11-25T11:38:50.637053] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.77% | Symbol ETA: 9.0s | Global ETA: 1h 13m 31s
[2025-11-25T11:38:50.764328] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:50.781556] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:50.804733] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.52%, Actual: 1.01%
[2025-11-25T11:38:50.817955] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.58%, Actual: 2.87%
[2025-11-25T11:38:50.830535] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 25.3s | Global ETA: 1h 13m 33s
[2025-11-25T11:38:50.830830] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:38:50.831703] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:50.831839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:50.837525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:50.838424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:38:50.849875] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 13.2s | Global ETA: 1h 13m 33s
[2025-11-25T11:38:50.850359] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:38:50.851223] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:50.851365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:50.853101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:50.853746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:50.854436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:50.857687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:50.858992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:50.927137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:50.977049] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.30%, Actual: 0.44%
[2025-11-25T11:38:50.977431] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 45.0892%
[2025-11-25T11:38:50.977585] [INFO ] [main      ] MXF: KEPT add_pct_change (score: 45.09%)
[2025-11-25T11:38:50.977717] [INFO ] [main      ] MXF: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:38:50.977822] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_preclose_acceleration_mag']
[2025-11-25T11:38:50.977930] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:38:50.989992] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:50.990601] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:38:50.991174] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.40%, Actual: 3.56%
[2025-11-25T11:38:50.991506] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:50.991686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:50.993692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:38:50.994888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:51.163782] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 3.89%, Actual: 0.62%
[2025-11-25T11:38:51.220680] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:38:51.268822] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:38:51.332133] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.68%, Actual: 1.74%
[2025-11-25T11:38:51.339826] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:38:51.393203] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:51.439102] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:51.457234] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 11.49% | Symbol ETA: 12.6s | Global ETA: 1h 13m 37s
[2025-11-25T11:38:51.457490] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:38:51.458557] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:51.458711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:51.460434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:51.461023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:51.461495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:51.464230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:51.465488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:51.502929] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.26%, Actual: 1.35%
[2025-11-25T11:38:51.504161] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 24.6s | Global ETA: 1h 13m 37s
[2025-11-25T11:38:51.504330] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:38:51.505115] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:51.505320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:51.511095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:51.512045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:38:51.512502] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:51.582099] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.75% | Symbol ETA: 11.5s | Global ETA: 1h 13m 38s
[2025-11-25T11:38:51.582398] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:38:51.583268] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:51.583411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:51.585473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:38:51.586730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:51.598473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:51.673453] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.92%, Actual: 1.21%
[2025-11-25T11:38:51.818696] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:38:51.845833] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 2.31%
[2025-11-25T11:38:51.938803] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:38:51.942792] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:38:52.000168] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:52.017395] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.26%, Actual: 2.40%
[2025-11-25T11:38:52.067431] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -2.76% | Symbol ETA: 12.0s | Global ETA: 1h 13m 41s
[2025-11-25T11:38:52.067748] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:38:52.068602] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:52.068763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:52.070528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:52.071138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:52.071661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:52.074514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:52.075862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:52.113851] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:52.117209] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:52.179365] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 24.0s | Global ETA: 1h 13m 42s
[2025-11-25T11:38:52.179517] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:38:52.180310] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:52.180507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:52.185361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:52.186245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:38:52.188516] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.19%, Actual: 1.49%
[2025-11-25T11:38:52.191773] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 11.0s | Global ETA: 1h 13m 42s
[2025-11-25T11:38:52.192068] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:38:52.193348] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:52.193485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:52.195463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:38:52.196708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:52.273304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:52.356979] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.77%, Actual: 1.19%
[2025-11-25T11:38:52.357363] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 44.4111%
[2025-11-25T11:38:52.357534] [INFO ] [main      ] BB: DISCARDED add_open_vs_close_liquidity_ratio (score: 44.41%)
[2025-11-25T11:38:52.357671] [INFO ] [main      ] BB: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:38:52.357782] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_open_vs_prev_range_position']
[2025-11-25T11:38:52.357893] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:38:52.371510] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:52.372240] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:38:52.373224] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:52.373366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:52.375201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:52.375828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:52.376310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:52.377132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:52.380167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:52.430530] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:38:52.537954] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:38:52.609416] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:52.617000] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:38:52.674737] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.95% | Symbol ETA: 11.4s | Global ETA: 1h 13m 45s
[2025-11-25T11:38:52.675035] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:38:52.675919] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:52.676059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:52.677891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:52.678420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:52.678926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:52.681748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:38:52.683063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:52.710380] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:52.720956] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:38:52.781126] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 1.03% | Symbol ETA: 10.4s | Global ETA: 1h 13m 46s
[2025-11-25T11:38:52.781462] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:38:52.782279] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:52.782422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:52.784494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:38:52.785984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:52.797374] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:52.861219] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 23.3s | Global ETA: 1h 13m 46s
[2025-11-25T11:38:52.861511] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:38:52.862349] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:52.862483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:52.867340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:52.868247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:38:52.892333] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:52.958754] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.03% | Symbol ETA: 13.7s | Global ETA: 1h 13m 47s
[2025-11-25T11:38:52.959054] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:38:52.959855] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:52.960021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:52.961769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:52.962353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:52.962848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:52.963808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:52.967000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:52.967480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:53.053039] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:38:53.132158] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:38:53.233861] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:53.299534] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.62% | Symbol ETA: 10.8s | Global ETA: 1h 13m 49s
[2025-11-25T11:38:53.300524] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:53.303771] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:38:53.303741] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:38:53.368735] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.40% | Symbol ETA: 9.7s | Global ETA: 1h 13m 50s
[2025-11-25T11:38:53.369041] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:38:53.369893] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:53.370030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:53.372020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:38:53.373217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:53.475068] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:53.476807] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:53.480765] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 0.02%, Actual: 2.02%
[2025-11-25T11:38:53.543985] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.43% | Symbol ETA: 22.6s | Global ETA: 1h 13m 51s
[2025-11-25T11:38:53.544134] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:38:53.544904] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:53.544978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:53.545385] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 13.1s | Global ETA: 1h 13m 51s
[2025-11-25T11:38:53.545524] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:38:53.546295] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:53.546373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:53.548075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:53.548792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:53.549269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:53.549851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:53.550054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:53.550664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:38:53.553111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:53.634113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:53.666421] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 3.01%
[2025-11-25T11:38:53.719780] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:38:53.843088] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 1.36%, Actual: 3.08%
[2025-11-25T11:38:53.892701] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:53.897587] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:38:53.961670] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 9.2s | Global ETA: 1h 13m 54s
[2025-11-25T11:38:53.961966] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:38:53.962797] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:53.962955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:53.964944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:38:53.966128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:53.976753] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:38:54.022202] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 2.55%, Actual: 3.32%
[2025-11-25T11:38:54.067133] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:54.136317] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.73% | Symbol ETA: 12.5s | Global ETA: 1h 13m 55s
[2025-11-25T11:38:54.136594] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:38:54.137460] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:54.137601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:54.139494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:54.140079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:54.140550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:54.141555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:54.144469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:54.165974] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:54.231990] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 21.9s | Global ETA: 1h 13m 56s
[2025-11-25T11:38:54.232266] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:38:54.233124] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:54.233258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:54.236053] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -1.36%, Actual: 0.72%
[2025-11-25T11:38:54.238193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:54.239121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:38:54.308298] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:38:54.325880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:54.453111] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -1.25%, Actual: 2.67%
[2025-11-25T11:38:54.479348] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:54.495850] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:38:54.546902] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 1.17% | Symbol ETA: 8.6s | Global ETA: 1h 13m 58s
[2025-11-25T11:38:54.547209] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:38:54.548048] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:54.548185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:54.550160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:38:54.551325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:54.652442] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 11.49%, Actual: 4.92%
[2025-11-25T11:38:54.667215] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:54.732133] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:38:54.735083] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.33% | Symbol ETA: 11.9s | Global ETA: 1h 13m 59s
[2025-11-25T11:38:54.735334] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:38:54.736169] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:54.736326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:54.738085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:54.738664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:54.739133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:54.739910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:54.742825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:54.849536] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -2.76%, Actual: 7.59%
[2025-11-25T11:38:54.890116] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:38:54.907066] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:54.971582] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.38% | Symbol ETA: 21.2s | Global ETA: 1h 14m 1s
[2025-11-25T11:38:55.045583] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.95%, Actual: 6.76%
[2025-11-25T11:38:55.058416] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:55.095129] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:38:55.125935] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.36% | Symbol ETA: 8.0s | Global ETA: 1h 14m 2s
[2025-11-25T11:38:55.126102] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:38:55.126980] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:55.127126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:55.129137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:38:55.130446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:55.145740] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.35%, Actual: 0.79%
[2025-11-25T11:38:55.239464] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.62%, Actual: 3.95%
[2025-11-25T11:38:55.239867] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 45.9431%
[2025-11-25T11:38:55.240033] [INFO ] [main      ] KORE: DISCARDED add_open_11_elasticity (score: 45.94%)
[2025-11-25T11:38:55.240341] [INFO ] [main      ] KORE: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:38:55.240449] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_reversal_intensity']
[2025-11-25T11:38:55.240559] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:38:55.255321] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:55.256023] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:38:55.256937] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:55.257113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:55.258949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:55.259548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:55.260077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:55.262877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:55.264326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:55.274739] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:55.319920] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 0.26%
[2025-11-25T11:38:55.340554] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.41% | Symbol ETA: 11.4s | Global ETA: 1h 14m 3s
[2025-11-25T11:38:55.340719] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:38:55.341484] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:55.341571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:55.343563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:55.344206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:55.344714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:55.345529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:55.348542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:55.470169] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:38:55.490570] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 0.33%
[2025-11-25T11:38:55.612118] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:38:55.639040] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:55.667086] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 0.44%
[2025-11-25T11:38:55.694170] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:38:55.704971] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 7.4s | Global ETA: 1h 14m 5s
[2025-11-25T11:38:55.705245] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:38:55.706081] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:55.706218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:55.708296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:38:55.709470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:55.782564] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:55.847428] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -2.71% | Symbol ETA: 15.5s | Global ETA: 1h 14m 6s
[2025-11-25T11:38:55.847746] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:38:55.848602] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:55.848759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:55.850475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:55.851077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:55.851550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:55.854266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:55.855905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:55.856914] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.32%, Actual: 0.84%
[2025-11-25T11:38:55.864082] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:55.930871] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 10.8s | Global ETA: 1h 14m 7s
[2025-11-25T11:38:55.931141] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:38:55.932007] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:55.932152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:55.933942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:55.934525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:55.935025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:55.935824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:55.938967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:56.036819] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 0.08%
[2025-11-25T11:38:56.045352] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:38:56.194861] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:38:56.217836] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:56.221374] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 0.66%
[2025-11-25T11:38:56.284695] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:38:56.286064] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 6.8s | Global ETA: 1h 14m 9s
[2025-11-25T11:38:56.286366] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:38:56.287390] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:56.287537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:56.289575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:38:56.290826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:56.369684] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:56.394750] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 0.30%
[2025-11-25T11:38:56.440511] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 1.99% | Symbol ETA: 14.9s | Global ETA: 1h 14m 10s
[2025-11-25T11:38:56.440820] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:38:56.441740] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:56.441893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:56.443926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:56.444532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:56.445036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:56.447910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:56.449434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:56.455289] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:56.522431] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.23% | Symbol ETA: 10.2s | Global ETA: 1h 14m 11s
[2025-11-25T11:38:56.522741] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:38:56.523609] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:56.523769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:56.525576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:56.526213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:56.526720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:56.527530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:56.530569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:56.566687] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.05%
[2025-11-25T11:38:56.629518] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:38:56.738250] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 0.31%
[2025-11-25T11:38:56.738706] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 44.7561%
[2025-11-25T11:38:56.738884] [INFO ] [main      ] GPJA: DISCARDED add_intraday_volatility_percentile (score: 44.76%)
[2025-11-25T11:38:56.738997] [INFO ] [main      ] GPJA: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:38:56.739096] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_last_hour_momentum_mag']
[2025-11-25T11:38:56.739197] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:38:56.752786] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:56.753555] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:38:56.754526] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:56.754679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:56.759573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:56.760513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:38:56.761171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:56.796442] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:56.799414] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:38:56.861934] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.46% | Symbol ETA: 6.2s | Global ETA: 1h 14m 13s
[2025-11-25T11:38:56.871676] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:38:56.975854] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:57.031569] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.75%, Actual: 0.50%
[2025-11-25T11:38:57.041458] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.42% | Symbol ETA: 14.4s | Global ETA: 1h 14m 15s
[2025-11-25T11:38:57.041779] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:38:57.042688] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:57.042840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:57.044629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:57.045241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:57.045760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:57.048605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:57.050100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:57.055445] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:38:57.101011] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:38:57.119781] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -0.49% | Symbol ETA: 9.6s | Global ETA: 1h 14m 15s
[2025-11-25T11:38:57.120074] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:38:57.120948] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:57.121093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:57.122852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:57.123446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:57.123938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:57.124724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:57.127695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:57.199783] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.34%, Actual: 2.12%
[2025-11-25T11:38:57.271473] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:57.336846] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.39% | Symbol ETA: 26.6s | Global ETA: 1h 14m 16s
[2025-11-25T11:38:57.337155] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:38:57.337996] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:57.338126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:57.342958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:57.343871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:38:57.344520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:57.370447] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 1.03%, Actual: 0.21%
[2025-11-25T11:38:57.401361] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:38:57.470965] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:38:57.538223] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.40%, Actual: 0.30%
[2025-11-25T11:38:57.573348] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:57.638733] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 2.93% | Symbol ETA: 13.8s | Global ETA: 1h 14m 19s
[2025-11-25T11:38:57.639040] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:38:57.639925] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:57.640071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:57.641838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:57.642094] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:38:57.642424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:57.642964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:57.645823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:57.647339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:57.685692] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:38:57.705927] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 9.0s | Global ETA: 1h 14m 19s
[2025-11-25T11:38:57.706230] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:38:57.707129] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:57.707271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:57.707444] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.82%, Actual: 1.16%
[2025-11-25T11:38:57.709000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:57.709583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:57.710071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:38:57.710847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:38:57.713761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:57.855185] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:57.876414] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 1.17%, Actual: 0.86%
[2025-11-25T11:38:57.921199] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.59% | Symbol ETA: 26.0s | Global ETA: 1h 14m 20s
[2025-11-25T11:38:57.921501] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:38:57.922356] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:57.922490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:57.927676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:57.928790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:38:57.929430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:57.995247] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:38:58.047999] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.36%, Actual: 2.61%
[2025-11-25T11:38:58.088879] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:38:58.170149] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:58.218939] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.31%
[2025-11-25T11:38:58.236539] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -1.99% | Symbol ETA: 13.2s | Global ETA: 1h 14m 23s
[2025-11-25T11:38:58.236719] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:38:58.237532] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:58.237606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:58.239314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:58.239843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:58.240423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:58.243256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:58.244733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:58.259909] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:38:58.270244] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:38:58.325287] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.87% | Symbol ETA: 8.4s | Global ETA: 1h 14m 23s
[2025-11-25T11:38:58.391749] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 1.01%
[2025-11-25T11:38:58.445952] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:38:58.498075] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.03%, Actual: 2.87%
[2025-11-25T11:38:58.509898] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.82% | Symbol ETA: 25.4s | Global ETA: 1h 14m 24s
[2025-11-25T11:38:58.510188] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:38:58.511019] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:58.511153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:58.516035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:58.516903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:38:58.517547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:58.565866] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.46%, Actual: 0.44%
[2025-11-25T11:38:58.566251] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 41.0733%
[2025-11-25T11:38:58.566381] [INFO ] [main      ] MXF: DISCARDED add_preclose_acceleration_mag (score: 41.07%)
[2025-11-25T11:38:58.566492] [INFO ] [main      ] MXF: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:38:58.566594] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_prev_1100_to_open']
[2025-11-25T11:38:58.566718] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:38:58.579014] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:38:58.579816] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:38:58.580818] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:58.580958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:58.582997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:38:58.583914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:58.596418] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:38:58.667339] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 3.56%
[2025-11-25T11:38:58.770066] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:38:58.836126] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.73%, Actual: 0.62%
[2025-11-25T11:38:58.837132] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -2.26% | Symbol ETA: 12.6s | Global ETA: 1h 14m 27s
[2025-11-25T11:38:58.837322] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:38:58.838172] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:58.838405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:58.840220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:58.840881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:58.841388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:58.844417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:58.845931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:58.858746] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:38:58.925905] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:38:59.006397] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.33%, Actual: 1.74%
[2025-11-25T11:38:59.028429] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:38:59.092527] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 24.9s | Global ETA: 1h 14m 28s
[2025-11-25T11:38:59.092812] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:38:59.093621] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:59.093768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:59.097928] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:38:59.098769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:59.099621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:38:59.100290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:59.167212] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.46% | Symbol ETA: 10.8s | Global ETA: 1h 14m 29s
[2025-11-25T11:38:59.167501] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:38:59.168339] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:59.168479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:59.170534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:38:59.171379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:59.177990] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.41%, Actual: 1.35%
[2025-11-25T11:38:59.200813] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:38:59.348486] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.39%, Actual: 1.21%
[2025-11-25T11:38:59.372803] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:38:59.435357] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 9.41% | Symbol ETA: 12.0s | Global ETA: 1h 14m 31s
[2025-11-25T11:38:59.435654] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:38:59.436463] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:38:59.436605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:38:59.438350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:38:59.438936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:38:59.439210] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:38:59.439415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:38:59.442126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:38:59.443539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:59.512557] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:38:59.520238] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.23%, Actual: 2.31%
[2025-11-25T11:38:59.606153] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:38:59.669383] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.08% | Symbol ETA: 24.3s | Global ETA: 1h 14m 32s
[2025-11-25T11:38:59.669697] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:38:59.670536] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:38:59.670681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:38:59.675590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:38:59.676464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:38:59.677128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:59.682722] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:38:59.691233] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -0.49%, Actual: 2.40%
[2025-11-25T11:38:59.753183] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 10.3s | Global ETA: 1h 14m 33s
[2025-11-25T11:38:59.753462] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:38:59.754295] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:38:59.754432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:38:59.756386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:38:59.757335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:38:59.779137] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:38:59.863971] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 2.11%, Actual: 1.49%
[2025-11-25T11:38:59.945724] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:00.009459] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -7.76% | Symbol ETA: 11.4s | Global ETA: 1h 14m 35s
[2025-11-25T11:39:00.009758] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:39:00.010583] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:00.010740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:00.012445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:00.013029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:00.013506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:00.016220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:39:00.016388] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:39:00.017719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:00.039626] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.87%, Actual: 1.19%
[2025-11-25T11:39:00.040113] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 38.7016%
[2025-11-25T11:39:00.040313] [INFO ] [main      ] BB: DISCARDED add_open_vs_prev_range_position (score: 38.70%)
[2025-11-25T11:39:00.040435] [INFO ] [main      ] BB: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:39:00.040546] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_overnight_gap_amplitude']
[2025-11-25T11:39:00.040686] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:39:00.055939] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:00.056583] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:39:00.057723] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:00.057871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:00.059895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:00.060714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:00.061309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:00.062317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:00.063402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:00.101311] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:39:00.191837] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:00.255595] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.77% | Symbol ETA: 23.7s | Global ETA: 1h 14m 36s
[2025-11-25T11:39:00.255780] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:39:00.256543] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:00.256625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:00.261396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:00.262324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:39:00.262973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:00.273406] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:00.344331] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.45% | Symbol ETA: 9.7s | Global ETA: 1h 14m 37s
[2025-11-25T11:39:00.344661] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:39:00.345579] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:00.345744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:00.347824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:00.348757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:00.356474] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:39:00.429385] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:39:00.581889] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:00.605374] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:00.606998] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:39:00.669677] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.95% | Symbol ETA: 13.2s | Global ETA: 1h 14m 39s
[2025-11-25T11:39:00.669972] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:39:00.670809] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:00.670947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:00.672684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:00.673252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:00.673746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:00.674503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:00.675216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:00.712507] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:39:00.754810] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 4.19% | Symbol ETA: 10.8s | Global ETA: 1h 14m 40s
[2025-11-25T11:39:00.754955] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:39:00.755765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:00.755840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:00.757553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:00.760326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:00.760763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:00.765500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:39:00.766940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:00.824500] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:00.900264] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 23.1s | Global ETA: 1h 14m 41s
[2025-11-25T11:39:00.900544] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:39:00.901373] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:00.901506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:00.906750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:00.907678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:39:00.908317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:00.933861] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:01.005343] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.24% | Symbol ETA: 9.2s | Global ETA: 1h 14m 41s
[2025-11-25T11:39:01.005669] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:39:01.006514] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:01.006686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:01.008730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:01.009566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:01.187552] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:39:01.246150] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:39:01.377816] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:39:01.394149] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:01.408022] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:39:01.416323] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:01.474707] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.20% | Symbol ETA: 13.4s | Global ETA: 1h 14m 44s
[2025-11-25T11:39:01.475074] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:39:01.476484] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:01.476561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:01.478382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:01.479088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:01.479068] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 22.5s | Global ETA: 1h 14m 44s
[2025-11-25T11:39:01.479377] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:39:01.479528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:01.480280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:01.480281] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:01.480420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:01.480924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:01.485269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:01.486126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:39:01.486775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:01.549944] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:01.588781] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:01.626092] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 8.6s | Global ETA: 1h 14m 45s
[2025-11-25T11:39:01.626243] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:39:01.627080] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:01.627154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:01.629119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:01.629912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:01.673904] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -7.03% | Symbol ETA: 10.2s | Global ETA: 1h 14m 46s
[2025-11-25T11:39:01.827131] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:39:01.829774] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:39:02.001604] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:02.001956] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:39:02.007413] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -2.71%, Actual: 2.02%
[2025-11-25T11:39:02.009859] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:02.067397] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.55% | Symbol ETA: 12.4s | Global ETA: 1h 14m 48s
[2025-11-25T11:39:02.067550] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:39:02.068330] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:02.068557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:02.070324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:02.070913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:02.071383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:02.072168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:02.072886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:02.078413] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 21.9s | Global ETA: 1h 14m 49s
[2025-11-25T11:39:02.078701] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:39:02.079543] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:02.079695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:02.085056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:02.085989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:39:02.086669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:02.180937] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:02.200119] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 1.99%, Actual: 3.01%
[2025-11-25T11:39:02.250062] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.68% | Symbol ETA: 8.0s | Global ETA: 1h 14m 50s
[2025-11-25T11:39:02.250332] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:39:02.251162] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:02.251299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:02.253277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:02.254116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:02.376337] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.42%, Actual: 3.08%
[2025-11-25T11:39:02.419498] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:39:02.448593] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:39:02.551753] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 2.93%, Actual: 3.32%
[2025-11-25T11:39:02.592532] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:02.593248] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:39:02.630383] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:02.657363] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.14% | Symbol ETA: 11.6s | Global ETA: 1h 14m 52s
[2025-11-25T11:39:02.657517] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:39:02.658383] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:02.658474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:02.660545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:02.661172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:02.661678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:02.662434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:02.663089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:02.695908] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 21.3s | Global ETA: 1h 14m 53s
[2025-11-25T11:39:02.728190] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -1.99%, Actual: 0.72%
[2025-11-25T11:39:02.760558] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:02.829503] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 7.4s | Global ETA: 1h 14m 54s
[2025-11-25T11:39:02.829666] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:39:02.830411] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:02.830482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:02.832372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:02.833130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:02.866936] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.39%, Actual: 0.79%
[2025-11-25T11:39:02.902816] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -2.26%, Actual: 2.67%
[2025-11-25T11:39:03.040637] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 0.26%
[2025-11-25T11:39:03.091802] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:39:03.092090] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 9.41%, Actual: 4.92%
[2025-11-25T11:39:03.171083] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:39:03.223204] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.82%, Actual: 0.33%
[2025-11-25T11:39:03.261290] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:03.271940] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -7.76%, Actual: 7.59%
[2025-11-25T11:39:03.325601] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 1.32% | Symbol ETA: 11.0s | Global ETA: 1h 14m 57s
[2025-11-25T11:39:03.325768] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:39:03.326743] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:03.326818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:03.328688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:03.329208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:03.329600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:03.330324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:03.330963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:03.342913] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:03.396002] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.44%
[2025-11-25T11:39:03.410196] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.32% | Symbol ETA: 6.8s | Global ETA: 1h 14m 57s
[2025-11-25T11:39:03.410343] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:39:03.411102] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:03.411180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:03.413093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:03.413859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:03.464023] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 4.19%, Actual: 6.76%
[2025-11-25T11:39:03.565903] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.84%
[2025-11-25T11:39:03.654058] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -7.03%, Actual: 3.95%
[2025-11-25T11:39:03.654283] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 68.0603%
[2025-11-25T11:39:03.654377] [INFO ] [main      ] KORE: DISCARDED add_open_reversal_intensity (score: 68.06%)
[2025-11-25T11:39:03.654427] [INFO ] [main      ] KORE: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:03.654465] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:39:03.654506] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:39:03.673791] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:39:03.729273] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:03.730037] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:39:03.730973] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:03.731119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:03.732918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:03.733516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:03.734025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:03.736791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:03.738443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:03.740252] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.77%, Actual: 0.08%
[2025-11-25T11:39:03.754994] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:39:03.845107] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:03.907164] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.54% | Symbol ETA: 10.2s | Global ETA: 1h 15m 1s
[2025-11-25T11:39:03.907312] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:39:03.908077] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:03.908308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:03.909843] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 0.66%
[2025-11-25T11:39:03.910040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:03.910616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:03.911102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:03.911880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:03.912591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:03.926915] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:03.997374] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.58% | Symbol ETA: 6.2s | Global ETA: 1h 15m 1s
[2025-11-25T11:39:03.997692] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:39:03.998463] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:03.998605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:04.001104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:04.002166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:04.082911] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 0.30%
[2025-11-25T11:39:04.084431] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:39:04.255063] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:39:04.259184] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:04.275235] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 0.05%
[2025-11-25T11:39:04.325397] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -2.08% | Symbol ETA: 15.2s | Global ETA: 1h 15m 4s
[2025-11-25T11:39:04.325558] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:39:04.326349] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:04.326565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:04.328343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:04.328972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:04.329449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:04.332150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:04.333774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:04.350933] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:39:04.425366] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:04.447895] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.15%, Actual: 0.31%
[2025-11-25T11:39:04.448279] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 39.6930%
[2025-11-25T11:39:04.448432] [INFO ] [main      ] GPJA: DISCARDED add_last_hour_momentum_mag (score: 39.69%)
[2025-11-25T11:39:04.448540] [INFO ] [main      ] GPJA: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:39:04.448635] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_day_volatility']
[2025-11-25T11:39:04.448751] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:39:04.460512] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:04.461113] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:39:04.462041] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:04.462174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:04.467097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:04.468038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:39:04.469851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:04.487977] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.13% | Symbol ETA: 9.6s | Global ETA: 1h 15m 5s
[2025-11-25T11:39:04.488286] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:39:04.489157] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:04.489337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:04.491058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:04.491619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:04.492151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:04.492928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:04.493617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:04.531834] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:04.598796] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 5.6s | Global ETA: 1h 15m 6s
[2025-11-25T11:39:04.707498] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:39:04.769174] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.46%, Actual: 0.50%
[2025-11-25T11:39:04.807582] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:39:04.835766] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:39:04.883041] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:04.937417] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 2.12%
[2025-11-25T11:39:04.948407] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 3.85% | Symbol ETA: 14.7s | Global ETA: 1h 15m 8s
[2025-11-25T11:39:04.948733] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:39:04.949491] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:04.949631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:04.951352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:04.951946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:04.952422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:04.955125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:04.956747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:04.976528] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:05.003855] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:05.040973] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 22.6s | Global ETA: 1h 15m 9s
[2025-11-25T11:39:05.041253] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:39:05.042115] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:05.042254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:05.047132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:05.048090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:39:05.049880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:05.065591] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -0.44% | Symbol ETA: 8.9s | Global ETA: 1h 15m 9s
[2025-11-25T11:39:05.065918] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:39:05.066763] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:05.066902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:05.068638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:05.069231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:05.069722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:05.070474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:05.071207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:05.108453] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 0.21%
[2025-11-25T11:39:05.281769] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.24%, Actual: 0.30%
[2025-11-25T11:39:05.300122] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:39:05.392679] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:39:05.413605] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:39:05.450351] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 1.16%
[2025-11-25T11:39:05.469715] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:05.534852] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -1.40% | Symbol ETA: 14.0s | Global ETA: 1h 15m 12s
[2025-11-25T11:39:05.535144] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:39:05.535991] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:05.536133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:05.538170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:05.538782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:05.539258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:05.541965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:05.543578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:05.562470] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:05.582019] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:05.620815] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.68%, Actual: 0.86%
[2025-11-25T11:39:05.626758] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.76% | Symbol ETA: 22.0s | Global ETA: 1h 15m 12s
[2025-11-25T11:39:05.627076] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:39:05.627946] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:05.628079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:05.632989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:05.633885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:39:05.635718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:05.643968] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 8.3s | Global ETA: 1h 15m 13s
[2025-11-25T11:39:05.644200] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:39:05.645028] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:05.645173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:05.646901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:05.647479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:05.647963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:05.648744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:05.649434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:05.789164] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.42%, Actual: 2.61%
[2025-11-25T11:39:05.882269] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:39:05.958120] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 0.31%
[2025-11-25T11:39:05.972100] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:39:05.988635] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:39:06.053686] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:06.120355] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 3.14% | Symbol ETA: 13.4s | Global ETA: 1h 15m 16s
[2025-11-25T11:39:06.120637] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:39:06.121553] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:06.121715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:06.123769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:06.124540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:06.125057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:06.127942] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.58%, Actual: 1.01%
[2025-11-25T11:39:06.128183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:06.129939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:06.141938] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:06.158350] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:06.206017] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.96% | Symbol ETA: 21.4s | Global ETA: 1h 15m 16s
[2025-11-25T11:39:06.206302] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:39:06.207104] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:06.207235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:06.212038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:06.212906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:39:06.214695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:06.221721] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -3.80% | Symbol ETA: 7.7s | Global ETA: 1h 15m 16s
[2025-11-25T11:39:06.297990] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.44%
[2025-11-25T11:39:06.298405] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 40.0895%
[2025-11-25T11:39:06.298565] [INFO ] [main      ] MXF: DISCARDED add_prev_1100_to_open (score: 40.09%)
[2025-11-25T11:39:06.298695] [INFO ] [main      ] MXF: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:39:06.298802] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_prev_close_to_1100']
[2025-11-25T11:39:06.298909] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:39:06.310772] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:06.311381] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:39:06.312337] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:06.312479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:06.314539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:06.315444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:06.393218] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.95%, Actual: 2.87%
[2025-11-25T11:39:06.482317] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:39:06.558366] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:39:06.567462] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.20%, Actual: 3.56%
[2025-11-25T11:39:06.652474] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:06.658027] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:39:06.716783] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -0.68% | Symbol ETA: 12.8s | Global ETA: 1h 15m 20s
[2025-11-25T11:39:06.717117] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:39:06.717962] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:06.718102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:06.719825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:06.720395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:06.720887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:06.723507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:06.725075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:06.727744] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:06.743119] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.55%, Actual: 0.62%
[2025-11-25T11:39:06.791870] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 20.8s | Global ETA: 1h 15m 20s
[2025-11-25T11:39:06.792027] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:39:06.792843] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:06.792917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:06.797792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:06.798792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:39:06.800583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:06.830592] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:06.899526] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.60% | Symbol ETA: 10.5s | Global ETA: 1h 15m 21s
[2025-11-25T11:39:06.899705] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:39:06.900462] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:06.900548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:06.902457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:06.903232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:06.917601] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.14%, Actual: 1.74%
[2025-11-25T11:39:07.070237] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:39:07.088446] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 1.35%
[2025-11-25T11:39:07.140448] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:39:07.240768] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:39:07.245870] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:07.263152] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.54%, Actual: 1.21%
[2025-11-25T11:39:07.309166] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:07.313219] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 1.86% | Symbol ETA: 12.2s | Global ETA: 1h 15m 24s
[2025-11-25T11:39:07.313513] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:39:07.314424] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:07.314570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:07.316485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:07.317123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:07.317608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:07.320494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:07.322225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:07.373622] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 20.3s | Global ETA: 1h 15m 24s
[2025-11-25T11:39:07.373928] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:39:07.374753] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:07.374882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:07.379758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:07.380705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:39:07.382459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:07.411404] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:07.436923] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.13%, Actual: 2.31%
[2025-11-25T11:39:07.483057] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 9.9s | Global ETA: 1h 15m 25s
[2025-11-25T11:39:07.483312] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:39:07.484140] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:07.484277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:07.486256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:07.487126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:07.615122] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -0.44%, Actual: 2.40%
[2025-11-25T11:39:07.677711] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:39:07.720907] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:39:07.791056] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.19%, Actual: 1.49%
[2025-11-25T11:39:07.823885] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:39:07.853594] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:07.889456] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:07.918628] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 3.01% | Symbol ETA: 11.6s | Global ETA: 1h 15m 28s
[2025-11-25T11:39:07.918798] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:39:07.919680] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:07.919771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:07.921537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:07.922193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:07.922703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:07.925407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:07.927079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:07.955167] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.71% | Symbol ETA: 19.7s | Global ETA: 1h 15m 28s
[2025-11-25T11:39:07.955445] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:39:07.956300] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:07.956433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:07.961367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:07.962292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:39:07.964059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:07.965100] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -3.80%, Actual: 1.19%
[2025-11-25T11:39:07.965541] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 40.2855%
[2025-11-25T11:39:07.965731] [INFO ] [main      ] BB: DISCARDED add_overnight_gap_amplitude (score: 40.29%)
[2025-11-25T11:39:07.965851] [INFO ] [main      ] BB: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:39:07.965957] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_overnight_gap_mag']
[2025-11-25T11:39:07.966064] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:39:07.978963] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:07.979688] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:39:07.980605] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:07.980761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:07.982523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:07.983128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:07.983605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:07.984376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:07.985089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:07.992598] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:08.063109] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.98% | Symbol ETA: 9.3s | Global ETA: 1h 15m 29s
[2025-11-25T11:39:08.063383] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:39:08.064209] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:08.064346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:08.066336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:08.067205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:08.292295] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:39:08.303439] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:39:08.326623] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:39:08.405119] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:39:08.472220] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:08.472680] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:08.497410] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:08.536568] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 19.1s | Global ETA: 1h 15m 32s
[2025-11-25T11:39:08.536863] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:39:08.537727] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:08.537860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:08.541357] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -8.13% | Symbol ETA: 11.0s | Global ETA: 1h 15m 32s
[2025-11-25T11:39:08.541667] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:39:08.542605] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:08.542705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:08.542774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:08.543581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:39:08.544695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:08.545391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:08.545349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:08.545879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:08.548809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:08.550513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:08.561919] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.36% | Symbol ETA: 12.6s | Global ETA: 1h 15m 32s
[2025-11-25T11:39:08.562224] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:39:08.563075] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:08.563159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:08.564926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:08.565513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:08.565939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:08.566719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:08.567498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:08.576163] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:08.645848] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -0.91% | Symbol ETA: 8.7s | Global ETA: 1h 15m 33s
[2025-11-25T11:39:08.646142] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:39:08.646980] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:08.647082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:08.649118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:08.650021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:08.885233] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:39:08.907520] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:39:08.921416] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:39:08.998921] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:39:09.053748] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:09.086307] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:09.092406] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:09.117730] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 18.5s | Global ETA: 1h 15m 36s
[2025-11-25T11:39:09.118018] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:39:09.118924] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:09.119055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:09.124063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:09.124949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:39:09.126775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:09.154538] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 2.81% | Symbol ETA: 10.4s | Global ETA: 1h 15m 36s
[2025-11-25T11:39:09.154856] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:39:09.155813] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:09.155956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:09.157286] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -2.56% | Symbol ETA: 12.0s | Global ETA: 1h 15m 36s
[2025-11-25T11:39:09.157590] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:39:09.157804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:09.158471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:09.158468] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:09.158623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:09.158915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:09.160370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:09.160981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:09.161456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:09.161883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:09.162236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:09.162978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:09.163733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:09.171193] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:09.243562] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.54% | Symbol ETA: 8.2s | Global ETA: 1h 15m 37s
[2025-11-25T11:39:09.243888] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:39:09.244724] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:09.244859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:09.246846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:09.247752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:09.467178] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:39:09.504730] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:39:09.518233] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:39:09.589471] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:39:09.637506] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:09.675691] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:09.689160] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:09.702213] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 17.9s | Global ETA: 1h 15m 40s
[2025-11-25T11:39:09.702476] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:39:09.703334] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:09.703466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:09.708351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:09.709283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:39:09.711118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:09.740210] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.14% | Symbol ETA: 11.4s | Global ETA: 1h 15m 40s
[2025-11-25T11:39:09.740529] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:39:09.741381] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:09.741521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:09.743281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:09.743889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:09.744361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:09.745141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:09.745916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:09.753871] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.46% | Symbol ETA: 9.8s | Global ETA: 1h 15m 40s
[2025-11-25T11:39:09.769358] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:09.843205] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.66% | Symbol ETA: 7.6s | Global ETA: 1h 15m 41s
[2025-11-25T11:39:09.843504] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:39:09.844461] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:09.844603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:09.846900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:09.847812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:09.926616] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -2.08%, Actual: 2.02%
[2025-11-25T11:39:10.050895] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:39:10.086768] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:39:10.100735] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 3.85%, Actual: 3.01%
[2025-11-25T11:39:10.206665] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:39:10.223980] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:10.271690] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:10.275428] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -1.40%, Actual: 3.08%
[2025-11-25T11:39:10.287090] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 17.3s | Global ETA: 1h 15m 44s
[2025-11-25T11:39:10.335003] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.11% | Symbol ETA: 10.9s | Global ETA: 1h 15m 44s
[2025-11-25T11:39:10.335184] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:39:10.335969] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:10.336191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:10.337941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:10.338514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:10.339002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:10.339826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:10.340568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:10.384743] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:10.448752] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 3.14%, Actual: 3.32%
[2025-11-25T11:39:10.457391] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.31% | Symbol ETA: 7.0s | Global ETA: 1h 15m 45s
[2025-11-25T11:39:10.457710] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:39:10.458317] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.45%, Actual: 0.79%
[2025-11-25T11:39:10.458578] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:10.458749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:10.460859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:10.461775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:10.620309] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 0.72%
[2025-11-25T11:39:10.630352] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 0.26%
[2025-11-25T11:39:10.683591] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:39:10.791823] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 1.86%, Actual: 2.67%
[2025-11-25T11:39:10.807353] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.96%, Actual: 0.33%
[2025-11-25T11:39:10.816673] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:39:10.855870] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:10.918491] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 1.32% | Symbol ETA: 10.3s | Global ETA: 1h 15m 48s
[2025-11-25T11:39:10.918785] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:39:10.919536] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:10.919691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:10.921393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:10.921970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:10.922434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:10.923207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:10.923975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:10.963458] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 3.01%, Actual: 4.92%
[2025-11-25T11:39:10.980168] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.44%
[2025-11-25T11:39:10.993402] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:11.063777] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 6.4s | Global ETA: 1h 15m 49s
[2025-11-25T11:39:11.064088] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:39:11.064902] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:11.065042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:11.067270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:11.068155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:11.136682] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -8.13%, Actual: 7.59%
[2025-11-25T11:39:11.148974] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.84%
[2025-11-25T11:39:11.259866] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:39:11.306139] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 2.81%, Actual: 6.76%
[2025-11-25T11:39:11.316992] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.71%, Actual: 0.08%
[2025-11-25T11:39:11.415771] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:39:11.426995] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:11.474896] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.46%, Actual: 3.95%
[2025-11-25T11:39:11.475176] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 74.0917%
[2025-11-25T11:39:11.475493] [INFO ] [main      ] KORE: KEPT add_open_vs_close_liquidity_ratio (score: 74.09%)
[2025-11-25T11:39:11.475621] [INFO ] [main      ] KORE: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:39:11.475744] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position']
[2025-11-25T11:39:11.475858] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:39:11.485470] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.66%
[2025-11-25T11:39:11.489251] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.59% | Symbol ETA: 9.7s | Global ETA: 1h 15m 52s
[2025-11-25T11:39:11.489096] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:11.489412] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:39:11.489973] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:39:11.490187] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:11.490316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:11.491008] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:11.491151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:11.491978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:11.492589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:11.492958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:11.493078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:11.493506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:11.493948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:11.493895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:11.494716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:11.496605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:11.498193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:39:11.501134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:11.593745] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:11.654057] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.30%
[2025-11-25T11:39:11.664081] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 5.8s | Global ETA: 1h 15m 53s
[2025-11-25T11:39:11.664414] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:39:11.665375] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:11.665581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:11.667769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:11.668626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:11.829025] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.05%
[2025-11-25T11:39:11.829559] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:39:11.840142] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:39:11.996023] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:12.008355] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.31%
[2025-11-25T11:39:12.008785] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 40.5646%
[2025-11-25T11:39:12.008956] [INFO ] [main      ] GPJA: DISCARDED add_late_day_volatility (score: 40.56%)
[2025-11-25T11:39:12.009073] [INFO ] [main      ] GPJA: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:39:12.009178] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure']
[2025-11-25T11:39:12.009295] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:39:12.011485] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:12.021497] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:39:12.023117] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:12.023902] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:39:12.024871] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:12.025004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:12.030165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:12.031188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:12.034122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:12.058221] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -0.97% | Symbol ETA: 9.1s | Global ETA: 1h 15m 56s
[2025-11-25T11:39:12.058373] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:39:12.059132] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:12.059207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:12.060868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:12.061356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:12.061765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:12.062438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:12.063126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:12.079341] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 0.91% | Symbol ETA: 13.7s | Global ETA: 1h 15m 56s
[2025-11-25T11:39:12.079494] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:39:12.080285] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:12.080363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:12.082039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:12.082538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:12.082978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:12.085764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:12.087409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:39:12.090370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:12.199420] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:12.268689] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.45% | Symbol ETA: 5.2s | Global ETA: 1h 15m 57s
[2025-11-25T11:39:12.385348] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:39:12.398516] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:39:12.429445] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:39:12.450472] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.60%, Actual: 0.50%
[2025-11-25T11:39:12.562258] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:12.565308] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:12.599534] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:12.625365] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.34%, Actual: 2.12%
[2025-11-25T11:39:12.627261] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.04% | Symbol ETA: 8.5s | Global ETA: 1h 15m 60s
[2025-11-25T11:39:12.627426] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:39:12.628451] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:12.628591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:12.630308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:12.630895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:12.631367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:12.631923] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 21.0s | Global ETA: 1h 15m 60s
[2025-11-25T11:39:12.632139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:12.632228] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:39:12.632926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:12.633146] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:12.633292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:12.638590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:12.639517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:12.642420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:12.666524] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 13.2s | Global ETA: 1h 15m 60s
[2025-11-25T11:39:12.666921] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:39:12.667778] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:12.667862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:12.669658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:12.670226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:12.670662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:12.673377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:12.675011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:39:12.678025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:12.795979] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.98%, Actual: 0.21%
[2025-11-25T11:39:12.964323] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -0.91%, Actual: 0.30%
[2025-11-25T11:39:12.968667] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:39:12.996345] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:39:13.016476] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:39:13.132638] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.54%, Actual: 1.16%
[2025-11-25T11:39:13.140401] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:13.165852] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:13.186150] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:13.204187] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 7.9s | Global ETA: 1h 16m 4s
[2025-11-25T11:39:13.204497] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:39:13.205385] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:13.205532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:13.207349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:13.207960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:13.208486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:13.209281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:13.210108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:13.231106] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 20.4s | Global ETA: 1h 16m 4s
[2025-11-25T11:39:13.231274] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:39:13.232182] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:13.232316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:13.237235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:13.238108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:13.240839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:13.252301] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 12.6s | Global ETA: 1h 16m 4s
[2025-11-25T11:39:13.252593] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:39:13.253428] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:13.253571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:13.255357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:13.255948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:13.256423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:13.259138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:13.260763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:39:13.263841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:13.299600] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.66%, Actual: 0.86%
[2025-11-25T11:39:13.466263] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 2.61%
[2025-11-25T11:39:13.562228] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:39:13.576565] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:39:13.601990] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:39:13.633034] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.37%, Actual: 0.31%
[2025-11-25T11:39:13.737455] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:13.744915] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:13.770676] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:13.800059] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 1.01%
[2025-11-25T11:39:13.802696] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.73% | Symbol ETA: 7.3s | Global ETA: 1h 16m 8s
[2025-11-25T11:39:13.810804] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 19.7s | Global ETA: 1h 16m 8s
[2025-11-25T11:39:13.811096] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:39:13.811942] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:13.812073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:13.816919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:13.817806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:13.820555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:13.837679] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 2.76% | Symbol ETA: 12.0s | Global ETA: 1h 16m 8s
[2025-11-25T11:39:13.837972] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:39:13.838811] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:13.838949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:13.840690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:13.841267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:13.841765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:13.844462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:13.846084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:39:13.849106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:13.966292] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.45%, Actual: 0.44%
[2025-11-25T11:39:13.966576] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 42.6263%
[2025-11-25T11:39:13.966768] [INFO ] [main      ] MXF: DISCARDED add_prev_close_to_1100 (score: 42.63%)
[2025-11-25T11:39:13.966886] [INFO ] [main      ] MXF: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:39:13.966990] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_prev_close_to_open']
[2025-11-25T11:39:13.967110] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:39:13.979231] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:13.979894] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:39:13.980810] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:13.980945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:13.982965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:13.983816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:13.985304] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.36%, Actual: 2.87%
[2025-11-25T11:39:14.160044] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:39:14.161063] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -2.56%, Actual: 3.56%
[2025-11-25T11:39:14.187535] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:39:14.318186] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:39:14.328397] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:14.337163] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.14%, Actual: 0.62%
[2025-11-25T11:39:14.357925] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:14.396949] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.62% | Symbol ETA: 19.1s | Global ETA: 1h 16m 12s
[2025-11-25T11:39:14.397256] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:39:14.398117] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:14.398252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:14.403081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:14.403966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:14.406748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:14.425219] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -0.65% | Symbol ETA: 11.4s | Global ETA: 1h 16m 12s
[2025-11-25T11:39:14.425388] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:39:14.426238] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:14.426351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:14.428088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:14.428628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:14.429066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:14.431745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:14.433319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:39:14.436253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:14.486161] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:14.516686] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.11%, Actual: 1.74%
[2025-11-25T11:39:14.555134] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.94% | Symbol ETA: 10.0s | Global ETA: 1h 16m 13s
[2025-11-25T11:39:14.555430] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:39:14.556228] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:14.556379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:14.558414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:14.559229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:14.693762] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 1.35%
[2025-11-25T11:39:14.743807] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:39:14.774122] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:39:14.870997] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.59%, Actual: 1.21%
[2025-11-25T11:39:14.895582] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:39:14.912051] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:14.943061] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:14.977418] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 18.5s | Global ETA: 1h 16m 16s
[2025-11-25T11:39:14.977739] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:39:14.978564] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:14.978711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:14.983544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:14.984431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:14.987192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:15.012881] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 10.8s | Global ETA: 1h 16m 16s
[2025-11-25T11:39:15.013163] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:39:15.014043] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:15.014187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:15.015960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:15.016566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:15.017072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:15.019803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:15.021424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:39:15.024401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:15.049989] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -0.97%, Actual: 2.31%
[2025-11-25T11:39:15.063794] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:15.135063] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.36% | Symbol ETA: 9.4s | Global ETA: 1h 16m 17s
[2025-11-25T11:39:15.135288] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:39:15.136134] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:15.136269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:15.138332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:15.139216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:15.228754] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.04%, Actual: 2.40%
[2025-11-25T11:39:15.350791] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:39:15.364114] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:39:15.411344] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.47%, Actual: 1.49%
[2025-11-25T11:39:15.475357] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:39:15.523202] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:15.532723] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:15.587970] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 17.9s | Global ETA: 1h 16m 20s
[2025-11-25T11:39:15.588227] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:39:15.589068] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:15.589198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:15.594029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:15.594903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:15.597639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:15.597622] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.73%, Actual: 1.19%
[2025-11-25T11:39:15.598083] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 55.3689%
[2025-11-25T11:39:15.598258] [INFO ] [main      ] BB: DISCARDED add_overnight_gap_mag (score: 55.37%)
[2025-11-25T11:39:15.598376] [INFO ] [main      ] BB: Testing feature 29/53: add_pct_change
[2025-11-25T11:39:15.598488] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_pct_change']
[2025-11-25T11:39:15.598604] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:39:15.598540] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 10.2s | Global ETA: 1h 16m 20s
[2025-11-25T11:39:15.598863] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:39:15.599703] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:15.599843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:15.601539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:15.602115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:15.602587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:15.605301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:15.606923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:39:15.609884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:15.612378] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:15.613064] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:39:15.613984] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:15.614061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:15.615883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:15.616428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:15.616893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:15.617810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:15.620065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:15.643225] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:15.712234] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 1.25% | Symbol ETA: 8.8s | Global ETA: 1h 16m 21s
[2025-11-25T11:39:15.712379] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:39:15.713147] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:15.713220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:15.715130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:15.715895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:15.934973] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:39:15.947547] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:39:15.967389] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:39:16.052608] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:39:16.106036] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:16.117686] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:16.144027] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:16.170822] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 17.3s | Global ETA: 1h 16m 24s
[2025-11-25T11:39:16.171086] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:39:16.171922] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:16.172058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:16.177271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:16.178410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:16.181229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:16.184583] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -8.10% | Symbol ETA: 9.6s | Global ETA: 1h 16m 24s
[2025-11-25T11:39:16.184897] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:39:16.185741] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:16.185880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:16.187623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:16.188219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:16.188712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:16.191506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:16.193151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:39:16.196158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:16.214526] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -2.89% | Symbol ETA: 12.0s | Global ETA: 1h 16m 24s
[2025-11-25T11:39:16.214855] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:39:16.215738] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:16.215879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:16.218532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:16.219706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:16.220411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:16.221572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:16.223016] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:16.224674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:16.300943] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.28% | Symbol ETA: 8.3s | Global ETA: 1h 16m 25s
[2025-11-25T11:39:16.301203] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:39:16.302044] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:16.302179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:16.304157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:16.304999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:16.517387] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:39:16.538324] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:39:16.571021] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:39:16.642118] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:39:16.685998] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:16.709781] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:16.738999] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:16.750419] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.54% | Symbol ETA: 16.7s | Global ETA: 1h 16m 28s
[2025-11-25T11:39:16.750729] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:39:16.751563] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:16.751710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:16.756585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:16.757501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:16.760227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:16.776721] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.57% | Symbol ETA: 9.0s | Global ETA: 1h 16m 28s
[2025-11-25T11:39:16.777062] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:39:16.777935] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:16.778078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:16.779831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:16.780416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:16.780908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:16.783629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:16.785282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:39:16.788376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:16.809218] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.96% | Symbol ETA: 11.3s | Global ETA: 1h 16m 28s
[2025-11-25T11:39:16.809368] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:39:16.810142] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:16.810217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:16.810744] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:16.811901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:16.812413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:16.812857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:16.813549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:16.815526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:16.882805] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 7.7s | Global ETA: 1h 16m 28s
[2025-11-25T11:39:16.883083] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:39:16.883913] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:16.884048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:16.886015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:16.886864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:17.096230] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:39:17.129541] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:39:17.152660] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:39:17.222953] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:39:17.266075] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:17.299779] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:17.320998] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:17.331496] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.40% | Symbol ETA: 16.2s | Global ETA: 1h 16m 31s
[2025-11-25T11:39:17.331804] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:39:17.332633] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:17.332781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:17.337746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:17.338765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:17.341529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:17.366470] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -9.56% | Symbol ETA: 8.4s | Global ETA: 1h 16m 32s
[2025-11-25T11:39:17.390944] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.69% | Symbol ETA: 10.7s | Global ETA: 1h 16m 32s
[2025-11-25T11:39:17.391241] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:39:17.391759] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:17.392078] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:17.392151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:17.393842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:17.394422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:17.394926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:17.395709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:17.397814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:17.461105] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.97% | Symbol ETA: 7.1s | Global ETA: 1h 16m 32s
[2025-11-25T11:39:17.461360] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:39:17.462211] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:17.462346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:17.464333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:17.465184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:17.537575] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 0.91%, Actual: 2.02%
[2025-11-25T11:39:17.679542] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:39:17.709107] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 1.05%, Actual: 3.01%
[2025-11-25T11:39:17.735617] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:39:17.803494] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:39:17.849729] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:17.882934] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 3.08%
[2025-11-25T11:39:17.905579] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:17.913819] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 15.6s | Global ETA: 1h 16m 35s
[2025-11-25T11:39:17.973952] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:17.975156] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.86% | Symbol ETA: 10.1s | Global ETA: 1h 16m 36s
[2025-11-25T11:39:17.975342] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:39:17.976180] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:17.976323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:17.978086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:17.978679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:17.979148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:17.979926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:17.981977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:18.042604] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.58% | Symbol ETA: 6.5s | Global ETA: 1h 16m 36s
[2025-11-25T11:39:18.042940] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:39:18.043789] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:18.043927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:18.045904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:18.046752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:18.053422] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 2.76%, Actual: 3.32%
[2025-11-25T11:39:18.083283] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: 0.47%, Actual: 0.79%
[2025-11-25T11:39:18.224954] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -0.65%, Actual: 0.72%
[2025-11-25T11:39:18.253011] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 0.26%
[2025-11-25T11:39:18.318588] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:39:18.384020] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:39:18.394319] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 2.67%
[2025-11-25T11:39:18.421434] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.54%, Actual: 0.33%
[2025-11-25T11:39:18.486555] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:18.553050] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:18.555760] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -1.73% | Symbol ETA: 9.5s | Global ETA: 1h 16m 40s
[2025-11-25T11:39:18.555970] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:39:18.556797] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:18.556938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:18.558663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:18.559229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:18.559719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:18.560467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:18.562514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:18.562916] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 4.92%
[2025-11-25T11:39:18.593111] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.62%, Actual: 0.44%
[2025-11-25T11:39:18.619898] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 6.0s | Global ETA: 1h 16m 40s
[2025-11-25T11:39:18.620047] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:39:18.620817] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:18.620889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:18.622841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:18.623620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:18.731992] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -8.10%, Actual: 7.59%
[2025-11-25T11:39:18.766133] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.84%
[2025-11-25T11:39:18.902580] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:39:18.915098] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.57%, Actual: 6.76%
[2025-11-25T11:39:18.947954] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.44%, Actual: 0.08%
[2025-11-25T11:39:18.966764] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:39:19.079571] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:19.110520] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -9.56%, Actual: 3.95%
[2025-11-25T11:39:19.110951] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 44.3276%
[2025-11-25T11:39:19.111082] [INFO ] [main      ] KORE: DISCARDED add_open_vs_prev_range_position (score: 44.33%)
[2025-11-25T11:39:19.111200] [INFO ] [main      ] KORE: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:39:19.111306] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_amplitude']
[2025-11-25T11:39:19.111415] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:39:19.126404] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:19.127179] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:39:19.128247] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:19.128419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:19.130679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:19.131410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:19.132040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:19.134146] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.66%
[2025-11-25T11:39:19.135610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:19.137832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:19.138746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:19.141785] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:19.153213] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.18% | Symbol ETA: 8.9s | Global ETA: 1h 16m 44s
[2025-11-25T11:39:19.153358] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:39:19.154178] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:19.154350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:19.156569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:19.157454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:19.158034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:19.158834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:19.161009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:19.214568] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.16% | Symbol ETA: 5.4s | Global ETA: 1h 16m 44s
[2025-11-25T11:39:19.214772] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:39:19.215787] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:19.215881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:19.217984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:19.218940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:19.375371] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.30%
[2025-11-25T11:39:19.591208] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:39:19.648942] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.40%, Actual: 0.05%
[2025-11-25T11:39:19.655379] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:39:19.704933] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:39:19.840319] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:19.861719] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.16%, Actual: 0.31%
[2025-11-25T11:39:19.862126] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 37.6788%
[2025-11-25T11:39:19.862321] [INFO ] [main      ] GPJA: DISCARDED add_late_hour_microstructure (score: 37.68%)
[2025-11-25T11:39:19.862455] [INFO ] [main      ] GPJA: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:39:19.862565] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_session_pressure']
[2025-11-25T11:39:19.862694] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:39:19.878119] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:19.878977] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:39:19.880172] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:19.880321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:19.886757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:19.888192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:39:19.889709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:19.893301] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:19.913693] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:19.919671] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.92% | Symbol ETA: 8.4s | Global ETA: 1h 16m 49s
[2025-11-25T11:39:19.919973] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:39:19.920910] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:19.921064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:19.922957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:19.923690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:19.924274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:19.925132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:19.927489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:19.963607] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -2.54% | Symbol ETA: 15.2s | Global ETA: 1h 16m 49s
[2025-11-25T11:39:19.963815] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:39:19.964985] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:19.965093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:19.967590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:19.968491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:19.969168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:19.973685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:19.976361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:19.977926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:19.986401] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.40% | Symbol ETA: 4.8s | Global ETA: 1h 16m 49s
[2025-11-25T11:39:20.197896] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.94%, Actual: 0.50%
[2025-11-25T11:39:20.272263] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:39:20.306365] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:39:20.393404] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.36%, Actual: 2.12%
[2025-11-25T11:39:20.393930] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:39:20.458626] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:20.493038] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:20.527801] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 20.7s | Global ETA: 1h 16m 53s
[2025-11-25T11:39:20.528100] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:39:20.529010] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:20.529147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:20.534186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:20.535138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:39:20.536166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:20.566400] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.43% | Symbol ETA: 7.8s | Global ETA: 1h 16m 53s
[2025-11-25T11:39:20.566705] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:39:20.567567] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:20.567728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:20.568026] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:20.569482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:20.570082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:20.570558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:20.570809] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 1.25%, Actual: 0.21%
[2025-11-25T11:39:20.571345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:20.573457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:20.634230] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 4.99% | Symbol ETA: 13.7s | Global ETA: 1h 16m 54s
[2025-11-25T11:39:20.634545] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:39:20.635401] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:20.635545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:20.637321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:20.637867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:20.638343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:20.641127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:20.642773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:20.643496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:20.744944] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.28%, Actual: 0.30%
[2025-11-25T11:39:20.916628] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:39:20.919332] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.16%
[2025-11-25T11:39:20.926462] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:39:20.987356] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:39:21.092992] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.97%, Actual: 0.86%
[2025-11-25T11:39:21.108321] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:21.130714] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:21.166993] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:21.178326] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 20.0s | Global ETA: 1h 16m 57s
[2025-11-25T11:39:21.178612] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:39:21.179470] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:21.179603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:21.184634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:21.185720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:39:21.186727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:21.210680] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 7.2s | Global ETA: 1h 16m 58s
[2025-11-25T11:39:21.211080] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:39:21.212056] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:21.212201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:21.214230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:21.214869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:21.215379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:21.216201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:21.218459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:21.233612] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 12.5s | Global ETA: 1h 16m 58s
[2025-11-25T11:39:21.233824] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:39:21.234842] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:21.234987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:21.236826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:21.237430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:21.237928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:21.240626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:21.242255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:21.242987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:21.269131] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.58%, Actual: 2.61%
[2025-11-25T11:39:21.443047] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.31%
[2025-11-25T11:39:21.530934] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:39:21.568476] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:39:21.585139] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:39:21.614326] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 1.01%
[2025-11-25T11:39:21.700205] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:21.743579] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:21.756740] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:21.770471] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 19.2s | Global ETA: 1h 17m 1s
[2025-11-25T11:39:21.770782] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:39:21.771622] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:21.771769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:21.776628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:21.777565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:39:21.778571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:21.786269] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 0.44%
[2025-11-25T11:39:21.786693] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 32.6290%
[2025-11-25T11:39:21.787067] [INFO ] [main      ] MXF: DISCARDED add_prev_close_to_open (score: 32.63%)
[2025-11-25T11:39:21.787189] [INFO ] [main      ] MXF: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:39:21.787293] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_prior_day_tail_pressure']
[2025-11-25T11:39:21.787402] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:39:21.800386] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:21.800979] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:39:21.801899] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:21.802038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:21.804039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:21.806903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:21.815900] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 6.5s | Global ETA: 1h 17m 2s
[2025-11-25T11:39:21.824681] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 1.23% | Symbol ETA: 11.7s | Global ETA: 1h 17m 2s
[2025-11-25T11:39:21.824975] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:39:21.825817] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:21.825957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:21.827717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:21.828281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:21.828967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:21.832058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:21.833903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:21.834615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:21.987178] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -2.89%, Actual: 2.87%
[2025-11-25T11:39:22.132825] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:39:22.150529] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:39:22.161417] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.96%, Actual: 3.56%
[2025-11-25T11:39:22.180739] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:39:22.307576] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:22.324887] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:22.338130] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.69%, Actual: 0.62%
[2025-11-25T11:39:22.359398] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:22.373383] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 18.6s | Global ETA: 1h 17m 5s
[2025-11-25T11:39:22.373683] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:39:22.374533] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:22.374682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:22.379807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:22.380850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:39:22.381902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:22.400852] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 9.9s | Global ETA: 1h 17m 6s
[2025-11-25T11:39:22.401021] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:39:22.401841] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:22.401931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:22.403978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:22.407347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:22.427827] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -3.56% | Symbol ETA: 10.9s | Global ETA: 1h 17m 6s
[2025-11-25T11:39:22.428147] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:39:22.429039] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:22.429184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:22.431095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:22.431732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:22.432230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:22.435162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:22.436893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:22.437706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:22.518441] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.86%, Actual: 1.74%
[2025-11-25T11:39:22.691018] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -1.73%, Actual: 1.35%
[2025-11-25T11:39:22.720308] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:39:22.768970] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:39:22.799017] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:39:22.868992] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.18%, Actual: 1.21%
[2025-11-25T11:39:22.888415] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:22.937176] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:22.954334] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 17.9s | Global ETA: 1h 17m 9s
[2025-11-25T11:39:22.954609] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:39:22.955686] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:22.956009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:22.961005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:22.961868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:39:22.962874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:22.989248] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:23.011379] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 1.60% | Symbol ETA: 9.3s | Global ETA: 1h 17m 10s
[2025-11-25T11:39:23.011712] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:39:23.012590] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:23.012744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:23.014755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:23.017678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:23.046553] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.92%, Actual: 2.31%
[2025-11-25T11:39:23.058441] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -4.12% | Symbol ETA: 10.3s | Global ETA: 1h 17m 10s
[2025-11-25T11:39:23.058773] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:39:23.059761] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:23.059917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:23.061919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:23.062588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:23.063147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:23.066160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:23.068083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:23.069012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:23.226692] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.43%, Actual: 2.40%
[2025-11-25T11:39:23.298521] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:39:23.356425] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:39:23.406170] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.48%, Actual: 1.49%
[2025-11-25T11:39:23.427197] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:39:23.466725] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:23.527865] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:23.532562] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 17.3s | Global ETA: 1h 17m 13s
[2025-11-25T11:39:23.532873] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:39:23.533721] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:23.533852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:23.538756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:23.539596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:39:23.540610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:23.587520] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -0.57%, Actual: 1.19%
[2025-11-25T11:39:23.587965] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 54.0293%
[2025-11-25T11:39:23.588138] [INFO ] [main      ] BB: DISCARDED add_pct_change (score: 54.03%)
[2025-11-25T11:39:23.588258] [INFO ] [main      ] BB: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:39:23.588370] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_preclose_acceleration_mag']
[2025-11-25T11:39:23.588484] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:39:23.603550] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.93% | Symbol ETA: 8.7s | Global ETA: 1h 17m 14s
[2025-11-25T11:39:23.603749] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:39:23.604513] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:23.604605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:23.604513] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:23.605116] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:39:23.605249] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:23.606137] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:23.606249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:23.606538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:23.608121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:23.608700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:23.609214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:23.609404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:23.610109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:23.611323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:23.674410] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -0.82% | Symbol ETA: 9.6s | Global ETA: 1h 17m 14s
[2025-11-25T11:39:23.674736] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:39:23.675579] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:23.675769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:23.677558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:23.678158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:23.678668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:23.681412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:23.683091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:23.683844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:23.880753] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:39:23.951944] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:39:23.975350] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:39:24.038539] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:39:24.049895] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:24.114052] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.81% | Symbol ETA: 16.6s | Global ETA: 1h 17m 17s
[2025-11-25T11:39:24.114311] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:39:24.115155] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:24.115286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:24.120088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:24.120963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:39:24.121974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:24.122794] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:24.161819] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:24.197823] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 8.1s | Global ETA: 1h 17m 18s
[2025-11-25T11:39:24.197968] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:39:24.198745] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:24.198831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:24.200717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:24.203468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:24.213144] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:24.230902] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.60% | Symbol ETA: 12.0s | Global ETA: 1h 17m 18s
[2025-11-25T11:39:24.231199] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:39:24.232270] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:24.232413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:24.234529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:24.235141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:24.235679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:24.236483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:24.237624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:24.282981] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -9.50% | Symbol ETA: 8.9s | Global ETA: 1h 17m 18s
[2025-11-25T11:39:24.283312] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:39:24.284206] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:24.284350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:24.286241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:24.286936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:24.287462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:24.290433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:24.292262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:24.293080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:24.459909] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:39:24.547857] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:39:24.590764] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:39:24.628515] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:24.659486] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:39:24.694220] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 16.0s | Global ETA: 1h 17m 21s
[2025-11-25T11:39:24.694511] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:39:24.695383] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:24.695518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:24.700374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:24.701239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:39:24.702250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:24.719886] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:24.775182] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:24.812445] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.57% | Symbol ETA: 7.5s | Global ETA: 1h 17m 22s
[2025-11-25T11:39:24.812740] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:39:24.813554] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:24.813717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:24.815677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:24.818630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:24.841332] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.76% | Symbol ETA: 11.3s | Global ETA: 1h 17m 22s
[2025-11-25T11:39:24.841508] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:39:24.842469] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:24.842617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:24.844456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:24.845089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:24.845594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:24.846423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:24.847765] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:24.847731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:24.913823] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.61% | Symbol ETA: 8.3s | Global ETA: 1h 17m 23s
[2025-11-25T11:39:24.913993] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:39:24.914770] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:24.914997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:24.916720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:24.917304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:24.917795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:24.920474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:24.922084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:39:24.922813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:25.038983] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:39:25.163990] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:39:25.207883] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:25.209134] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:39:25.269797] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:39:25.274466] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 15.4s | Global ETA: 1h 17m 25s
[2025-11-25T11:39:25.274611] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:39:25.275381] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:25.275455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:25.280425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:25.281362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:39:25.282392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:25.338693] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:25.397519] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:25.410799] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 6.9s | Global ETA: 1h 17m 26s
[2025-11-25T11:39:25.411067] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:39:25.411880] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:25.412015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:25.413990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:25.416857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:25.444592] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:25.461454] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.06% | Symbol ETA: 10.7s | Global ETA: 1h 17m 26s
[2025-11-25T11:39:25.461767] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:39:25.462592] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:25.462748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:25.464438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:25.465095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:25.465584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:25.466349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:25.467438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:25.510310] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -5.61% | Symbol ETA: 7.6s | Global ETA: 1h 17m 27s
[2025-11-25T11:39:25.621755] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:39:25.683251] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -2.54%, Actual: 2.02%
[2025-11-25T11:39:25.760959] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:39:25.791791] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:25.825873] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:39:25.856164] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 14.8s | Global ETA: 1h 17m 29s
[2025-11-25T11:39:25.856328] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 4.99%, Actual: 3.01%
[2025-11-25T11:39:25.933378] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:26.005974] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 6.3s | Global ETA: 1h 17m 30s
[2025-11-25T11:39:26.006269] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:39:26.007126] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:26.007266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:26.007460] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:26.009242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:26.012090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:26.032778] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.13%, Actual: 0.79%
[2025-11-25T11:39:26.038944] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 3.08%
[2025-11-25T11:39:26.080996] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.52% | Symbol ETA: 10.0s | Global ETA: 1h 17m 31s
[2025-11-25T11:39:26.081340] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:39:26.082266] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:26.082412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:26.084299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:26.084955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:26.085481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:26.086320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:26.087485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:26.209108] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 1.23%, Actual: 3.32%
[2025-11-25T11:39:26.209297] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 0.26%
[2025-11-25T11:39:26.363121] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:39:26.378764] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -3.56%, Actual: 0.72%
[2025-11-25T11:39:26.399967] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 0.33%
[2025-11-25T11:39:26.446496] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:39:26.533367] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:26.547467] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -4.12%, Actual: 2.67%
[2025-11-25T11:39:26.575374] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 0.44%
[2025-11-25T11:39:26.606977] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 5.7s | Global ETA: 1h 17m 34s
[2025-11-25T11:39:26.607289] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:39:26.608143] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:26.608289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:26.610276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:26.613165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:26.622075] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:26.689698] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.50% | Symbol ETA: 9.4s | Global ETA: 1h 17m 35s
[2025-11-25T11:39:26.690004] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:39:26.690981] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:26.691126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:26.692984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:26.693685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:26.694193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:26.695230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:26.696550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:26.718118] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -0.82%, Actual: 4.92%
[2025-11-25T11:39:26.748746] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.84%
[2025-11-25T11:39:26.904415] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -9.50%, Actual: 7.59%
[2025-11-25T11:39:26.922896] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.08%
[2025-11-25T11:39:26.959379] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:39:27.035298] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:39:27.091084] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.61%, Actual: 6.76%
[2025-11-25T11:39:27.092514] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 0.66%
[2025-11-25T11:39:27.131860] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:27.204366] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.17% | Symbol ETA: 5.1s | Global ETA: 1h 17m 38s
[2025-11-25T11:39:27.204691] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:39:27.205507] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:27.205658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:27.206877] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:27.207853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:27.211202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:27.261082] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.30%
[2025-11-25T11:39:27.263047] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -5.61%, Actual: 3.95%
[2025-11-25T11:39:27.263455] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 47.1013%
[2025-11-25T11:39:27.263619] [INFO ] [main      ] KORE: DISCARDED add_overnight_gap_amplitude (score: 47.10%)
[2025-11-25T11:39:27.263760] [INFO ] [main      ] KORE: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:39:27.263865] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag']
[2025-11-25T11:39:27.263975] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:39:27.270187] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.63% | Symbol ETA: 8.8s | Global ETA: 1h 17m 39s
[2025-11-25T11:39:27.270464] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:39:27.271339] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:27.271479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:27.273229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:27.273826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:27.274296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:27.275077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:27.276162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:27.278241] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:27.278933] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:39:27.279811] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:27.279886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:27.281577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:27.282293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:27.282724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:27.285668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:27.287761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:27.288462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:27.428379] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 0.05%
[2025-11-25T11:39:27.552858] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:39:27.595357] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.16%, Actual: 0.31%
[2025-11-25T11:39:27.595607] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 47.5888%
[2025-11-25T11:39:27.595791] [INFO ] [main      ] GPJA: DISCARDED add_late_session_pressure (score: 47.59%)
[2025-11-25T11:39:27.596102] [INFO ] [main      ] GPJA: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:39:27.596204] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_micro_gap_fill_velocity']
[2025-11-25T11:39:27.596310] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:39:27.610710] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:27.611346] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:39:27.612282] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:27.612413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:27.617286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:27.617457] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:39:27.618256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:39:27.620249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:27.630245] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:39:27.722801] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:27.786858] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:27.793033] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.77% | Symbol ETA: 4.5s | Global ETA: 1h 17m 42s
[2025-11-25T11:39:27.800630] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:27.849472] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 8.2s | Global ETA: 1h 17m 42s
[2025-11-25T11:39:27.849785] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:39:27.850629] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:27.850791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:27.852481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:27.853068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:27.853475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:27.854249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:27.855347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:27.873770] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 12.9s | Global ETA: 1h 17m 43s
[2025-11-25T11:39:27.874060] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:39:27.874908] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:27.875052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:27.876794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:27.877391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:27.877883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:27.880525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:27.882155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:27.882952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:27.953378] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:39:27.962336] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -0.76%, Actual: 0.50%
[2025-11-25T11:39:28.123324] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:28.132595] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 1.60%, Actual: 2.12%
[2025-11-25T11:39:28.196594] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.61% | Symbol ETA: 18.7s | Global ETA: 1h 17m 45s
[2025-11-25T11:39:28.196943] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:39:28.197815] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:28.197949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:28.197937] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:39:28.202937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:28.204023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:39:28.206009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:28.250922] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:39:28.303882] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.93%, Actual: 0.21%
[2025-11-25T11:39:28.367196] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:28.427298] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:28.428597] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.23% | Symbol ETA: 7.5s | Global ETA: 1h 17m 46s
[2025-11-25T11:39:28.428761] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:39:28.429509] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:28.429577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:28.431223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:28.431735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:28.432126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:28.432815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:28.433815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:28.474116] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.50%, Actual: 0.30%
[2025-11-25T11:39:28.496587] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 5.65% | Symbol ETA: 12.4s | Global ETA: 1h 17m 47s
[2025-11-25T11:39:28.496886] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:39:28.497805] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:28.497951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:28.499750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:28.500349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:28.500861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:28.503701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:28.505361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:28.506181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:28.543130] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:39:28.643941] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.57%, Actual: 1.16%
[2025-11-25T11:39:28.737127] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:28.772863] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:39:28.807635] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.89% | Symbol ETA: 18.2s | Global ETA: 1h 17m 49s
[2025-11-25T11:39:28.807969] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:39:28.808845] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:28.808979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:28.814123] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 0.86%
[2025-11-25T11:39:28.814428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:28.815281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:39:28.817479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:28.859106] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:39:28.946988] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:28.984805] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 2.61%
[2025-11-25T11:39:29.009009] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.50% | Symbol ETA: 6.9s | Global ETA: 1h 17m 50s
[2025-11-25T11:39:29.009234] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:39:29.010250] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:29.010394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:29.012295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:29.012880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:29.013369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:29.014155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:29.015242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:29.034250] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:29.104723] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 11.8s | Global ETA: 1h 17m 51s
[2025-11-25T11:39:29.104999] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:39:29.105891] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:29.106036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:29.107923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:29.108530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:29.109032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:29.112020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:29.113756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:29.114559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:29.156785] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.31%
[2025-11-25T11:39:29.167562] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:39:29.329252] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.17%, Actual: 1.01%
[2025-11-25T11:39:29.340078] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:29.356730] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:39:29.409795] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.75% | Symbol ETA: 17.6s | Global ETA: 1h 17m 53s
[2025-11-25T11:39:29.409971] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:39:29.410773] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:29.410954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:29.415826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:29.416753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:39:29.418862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:29.457676] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:39:29.500923] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.77%, Actual: 0.44%
[2025-11-25T11:39:29.501324] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 42.3695%
[2025-11-25T11:39:29.501489] [INFO ] [main      ] MXF: DISCARDED add_prior_day_tail_pressure (score: 42.37%)
[2025-11-25T11:39:29.501609] [INFO ] [main      ] MXF: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:39:29.501732] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_prior_mag_lag']
[2025-11-25T11:39:29.501866] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:39:29.514499] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:29.515083] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:39:29.515937] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:29.516084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:29.518096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:39:29.519803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:29.527864] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:29.594733] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -3.26% | Symbol ETA: 6.3s | Global ETA: 1h 17m 54s
[2025-11-25T11:39:29.633975] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:29.700292] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 3.34% | Symbol ETA: 11.2s | Global ETA: 1h 17m 55s
[2025-11-25T11:39:29.700439] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:39:29.701210] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:29.701465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:29.703201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:29.703793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:29.704264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:29.706970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:29.708595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:29.709379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:29.764307] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:39:29.768557] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.60%, Actual: 2.87%
[2025-11-25T11:39:29.869808] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:39:29.931881] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:29.939937] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.76%, Actual: 3.56%
[2025-11-25T11:39:29.999847] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 17.0s | Global ETA: 1h 17m 57s
[2025-11-25T11:39:30.000111] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:39:30.000944] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:30.001075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:30.006202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:30.007241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:39:30.009554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:30.039658] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:30.051441] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:39:30.111671] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.06%, Actual: 0.62%
[2025-11-25T11:39:30.113188] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.49% | Symbol ETA: 9.5s | Global ETA: 1h 17m 58s
[2025-11-25T11:39:30.113387] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:39:30.114218] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:30.114357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:30.116373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:39:30.118136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:30.280992] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.52%, Actual: 1.74%
[2025-11-25T11:39:30.287425] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:30.350248] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:39:30.356450] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 10.6s | Global ETA: 1h 17m 59s
[2025-11-25T11:39:30.356672] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:39:30.357517] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:30.357671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:30.359399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:30.359988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:30.360458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:30.363191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:30.364827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:30.365596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:30.452964] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.50%, Actual: 1.35%
[2025-11-25T11:39:30.463709] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:39:30.517497] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:30.585169] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 16.4s | Global ETA: 1h 18m 1s
[2025-11-25T11:39:30.585449] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:39:30.586288] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:30.586420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:30.591209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:30.592083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:39:30.594077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:30.620925] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.63%, Actual: 1.21%
[2025-11-25T11:39:30.632319] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:30.705759] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 8.8s | Global ETA: 1h 18m 2s
[2025-11-25T11:39:30.706026] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:39:30.706890] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:30.707040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:30.707321] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:39:30.708993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:39:30.710719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:30.791764] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 2.31%
[2025-11-25T11:39:30.876340] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:30.931327] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:39:30.942493] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -2.66% | Symbol ETA: 10.0s | Global ETA: 1h 18m 3s
[2025-11-25T11:39:30.942828] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:39:30.943729] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:30.943876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:30.945707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:30.946342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:30.946849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:30.949594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:30.951235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:30.952064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:30.964539] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.23%, Actual: 2.40%
[2025-11-25T11:39:31.053556] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:39:31.099263] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:31.138612] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.50%, Actual: 1.49%
[2025-11-25T11:39:31.170431] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 15.8s | Global ETA: 1h 18m 5s
[2025-11-25T11:39:31.170575] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:39:31.171343] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:31.171430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:31.176153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:31.176960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:39:31.178923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:31.222246] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:31.294622] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.66% | Symbol ETA: 8.2s | Global ETA: 1h 18m 6s
[2025-11-25T11:39:31.294784] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:39:31.295536] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:31.295603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:31.296378] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:39:31.297542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:39:31.299173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:31.315390] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -3.26%, Actual: 1.19%
[2025-11-25T11:39:31.315609] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 44.2651%
[2025-11-25T11:39:31.315814] [INFO ] [main      ] BB: DISCARDED add_preclose_acceleration_mag (score: 44.27%)
[2025-11-25T11:39:31.315876] [INFO ] [main      ] BB: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:39:31.315916] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_prev_1100_to_open']
[2025-11-25T11:39:31.315959] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:39:31.330087] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:31.330852] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:39:31.331757] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:31.331864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:31.333618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:31.334267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:31.334709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:31.335442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:31.336220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:31.470891] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:31.512754] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:39:31.537487] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 6.61% | Symbol ETA: 9.4s | Global ETA: 1h 18m 7s
[2025-11-25T11:39:31.537752] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:39:31.538580] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:31.538739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:31.540464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:31.541043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:31.541512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:31.544369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:31.546065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:31.546877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:31.631294] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:39:31.679164] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:31.679475] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:39:31.750499] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 15.2s | Global ETA: 1h 18m 9s
[2025-11-25T11:39:31.750801] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:39:31.751659] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:31.751789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:31.756928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:31.757821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:39:31.759794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:31.801516] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:31.862357] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:31.873992] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.60% | Symbol ETA: 7.6s | Global ETA: 1h 18m 10s
[2025-11-25T11:39:31.874136] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:39:31.874913] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:31.874986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:31.876881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:39:31.878500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:31.892709] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:39:31.930353] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -3.86% | Symbol ETA: 11.1s | Global ETA: 1h 18m 10s
[2025-11-25T11:39:31.930685] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:39:31.931624] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:31.931801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:31.933690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:31.934356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:31.934884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:31.935697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:31.936504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:32.061229] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:32.112706] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:39:32.127092] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -4.70% | Symbol ETA: 8.8s | Global ETA: 1h 18m 11s
[2025-11-25T11:39:32.127398] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:39:32.128243] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:32.128387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:32.130099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:32.130683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:32.131155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:32.133876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:32.135515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:32.136301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:32.228856] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:39:32.282709] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:32.301114] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:39:32.351027] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.88% | Symbol ETA: 14.6s | Global ETA: 1h 18m 13s
[2025-11-25T11:39:32.351318] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:39:32.352170] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:32.352301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:32.357213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:32.358143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:39:32.360115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:32.395943] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:32.470343] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.70% | Symbol ETA: 7.0s | Global ETA: 1h 18m 14s
[2025-11-25T11:39:32.470663] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:39:32.471491] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:32.471633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:32.473618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:39:32.473742] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:32.475343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:32.477440] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:39:32.536395] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -2.40% | Symbol ETA: 10.5s | Global ETA: 1h 18m 14s
[2025-11-25T11:39:32.536538] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:39:32.537312] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:32.537545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:32.539280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:32.539875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:32.540341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:32.541107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:32.541881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:32.649316] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:32.700114] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:39:32.715918] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.34% | Symbol ETA: 8.2s | Global ETA: 1h 18m 15s
[2025-11-25T11:39:32.716223] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:39:32.717154] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:32.717300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:32.719062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:32.719675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:32.720197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:32.723091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:32.724790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:39:32.725633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:32.810575] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:39:32.869337] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:32.877078] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:39:32.937775] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.42% | Symbol ETA: 14.0s | Global ETA: 1h 18m 17s
[2025-11-25T11:39:32.938080] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:39:32.938932] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:32.939066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:32.943923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:32.944829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:39:32.946825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:32.978745] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:33.046093] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:33.049827] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 6.4s | Global ETA: 1h 18m 18s
[2025-11-25T11:39:33.050062] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:39:33.050898] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:33.051038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:33.053019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:39:33.054722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:33.073614] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:39:33.108886] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 7.79% | Symbol ETA: 9.8s | Global ETA: 1h 18m 18s
[2025-11-25T11:39:33.109190] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:39:33.110026] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:33.110171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:33.111905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:33.112478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:33.112967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:33.113736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:33.114484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:33.243543] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:33.286855] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:39:33.308538] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.08% | Symbol ETA: 7.5s | Global ETA: 1h 18m 19s
[2025-11-25T11:39:33.389778] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:39:33.456709] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:33.463565] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:39:33.477535] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.33%, Actual: 2.02%
[2025-11-25T11:39:33.524822] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.32% | Symbol ETA: 13.4s | Global ETA: 1h 18m 21s
[2025-11-25T11:39:33.556433] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:33.628079] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.43% | Symbol ETA: 5.8s | Global ETA: 1h 18m 21s
[2025-11-25T11:39:33.628368] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:39:33.629194] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:33.629329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:33.631351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:39:33.633093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:33.635470] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:33.648185] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 5.65%, Actual: 3.01%
[2025-11-25T11:39:33.695520] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.61%, Actual: 0.79%
[2025-11-25T11:39:33.707544] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.07% | Symbol ETA: 9.2s | Global ETA: 1h 18m 22s
[2025-11-25T11:39:33.707714] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:39:33.708517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:33.708592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:33.710360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:33.710887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:33.711281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:33.711982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:33.712677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:33.819404] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.20%, Actual: 3.08%
[2025-11-25T11:39:33.865804] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.89%, Actual: 0.26%
[2025-11-25T11:39:33.973295] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:39:33.994025] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 3.34%, Actual: 3.32%
[2025-11-25T11:39:34.041553] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.75%, Actual: 0.33%
[2025-11-25T11:39:34.062897] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:39:34.152832] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:34.164169] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 0.72%
[2025-11-25T11:39:34.216730] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.44%
[2025-11-25T11:39:34.223873] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 5.3s | Global ETA: 1h 18m 25s
[2025-11-25T11:39:34.224179] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:39:34.225036] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:34.225178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:34.227166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:39:34.228873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:34.258207] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:34.320490] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 8.7s | Global ETA: 1h 18m 26s
[2025-11-25T11:39:34.320805] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:39:34.321728] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:34.321867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:34.323592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:34.324181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:34.324669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:34.325428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:34.326200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:34.335127] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -2.66%, Actual: 2.67%
[2025-11-25T11:39:34.387707] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.84%
[2025-11-25T11:39:34.505598] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 6.61%, Actual: 4.92%
[2025-11-25T11:39:34.571825] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 0.08%
[2025-11-25T11:39:34.581963] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:39:34.666353] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:39:34.679196] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -4.70%, Actual: 7.59%
[2025-11-25T11:39:34.747442] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 0.66%
[2025-11-25T11:39:34.815910] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:34.835070] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:34.850281] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.34%, Actual: 6.76%
[2025-11-25T11:39:34.888893] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.20% | Symbol ETA: 4.7s | Global ETA: 1h 18m 30s
[2025-11-25T11:39:34.889206] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:39:34.890075] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:34.890215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:34.892208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:39:34.893921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:34.897022] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.56% | Symbol ETA: 8.0s | Global ETA: 1h 18m 30s
[2025-11-25T11:39:34.897353] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:39:34.898191] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:34.898333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:34.900155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:34.900751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:34.901224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:34.902003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:34.902770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:34.924228] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 0.30%
[2025-11-25T11:39:35.022108] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.08%, Actual: 3.95%
[2025-11-25T11:39:35.022369] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 58.8023%
[2025-11-25T11:39:35.022473] [INFO ] [main      ] KORE: DISCARDED add_overnight_gap_mag (score: 58.80%)
[2025-11-25T11:39:35.022534] [INFO ] [main      ] KORE: Testing feature 29/53: add_pct_change
[2025-11-25T11:39:35.022582] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_pct_change']
[2025-11-25T11:39:35.022633] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:39:35.093611] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.42%, Actual: 0.05%
[2025-11-25T11:39:35.101396] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:35.102267] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:39:35.103695] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:35.103784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:35.105730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:35.106429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:35.106897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:35.109873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:35.111583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:35.113798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:35.233105] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:39:35.246137] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:39:35.263244] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.32%, Actual: 0.31%
[2025-11-25T11:39:35.263603] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 41.5009%
[2025-11-25T11:39:35.263732] [INFO ] [main      ] GPJA: DISCARDED add_micro_gap_fill_velocity (score: 41.50%)
[2025-11-25T11:39:35.263845] [INFO ] [main      ] GPJA: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:39:35.263942] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:39:35.264040] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:39:35.275740] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:35.276390] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:39:35.277278] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:35.277372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:35.282318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:35.283193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:35.283834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:35.403916] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:35.420704] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:35.475306] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.53% | Symbol ETA: 4.1s | Global ETA: 1h 18m 34s
[2025-11-25T11:39:35.483630] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:39:35.486059] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.79% | Symbol ETA: 7.4s | Global ETA: 1h 18m 34s
[2025-11-25T11:39:35.486299] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:39:35.487152] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:35.487293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:35.489032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:35.489599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:35.490089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:35.490854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:35.492194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:35.624553] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:39:35.644090] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.49%, Actual: 0.50%
[2025-11-25T11:39:35.658247] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:35.731315] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 0.66% | Symbol ETA: 12.3s | Global ETA: 1h 18m 36s
[2025-11-25T11:39:35.731615] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:39:35.732503] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:35.732663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:35.734509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:35.735115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:35.735614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:35.738469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:35.740160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:35.742325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:35.798261] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:35.817345] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 2.12%
[2025-11-25T11:39:35.831377] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:39:35.864819] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.38% | Symbol ETA: 17.6s | Global ETA: 1h 18m 37s
[2025-11-25T11:39:35.865110] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:39:35.865976] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:35.866118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:35.871689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:35.872602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:35.873346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:35.996565] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.66%, Actual: 0.21%
[2025-11-25T11:39:36.002012] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:36.068328] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.42% | Symbol ETA: 6.9s | Global ETA: 1h 18m 38s
[2025-11-25T11:39:36.068626] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:39:36.069480] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:36.069623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:36.071343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:36.071930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:36.072398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:36.073168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:36.073936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:36.081359] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:39:36.176099] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.60%, Actual: 0.30%
[2025-11-25T11:39:36.229189] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:39:36.249307] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:36.321172] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 4.67% | Symbol ETA: 11.5s | Global ETA: 1h 18m 40s
[2025-11-25T11:39:36.321429] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:39:36.322281] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:36.322428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:36.324144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:36.324745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:36.325221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:36.327955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:36.329552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:36.331616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:36.353510] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.70%, Actual: 1.16%
[2025-11-25T11:39:36.408140] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:36.414312] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:39:36.475151] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 17.1s | Global ETA: 1h 18m 41s
[2025-11-25T11:39:36.475441] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:39:36.476299] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:36.476436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:36.481581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:36.482499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:36.483203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:36.533380] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.77%, Actual: 0.86%
[2025-11-25T11:39:36.586348] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:36.650243] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.55% | Symbol ETA: 6.3s | Global ETA: 1h 18m 42s
[2025-11-25T11:39:36.650545] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:39:36.651390] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:36.651530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:36.653277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:36.653866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:36.654344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:36.655122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:36.655894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:36.691388] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:39:36.704912] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.43%, Actual: 2.61%
[2025-11-25T11:39:36.828672] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:39:36.861755] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:36.874831] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.17%, Actual: 0.31%
[2025-11-25T11:39:36.931125] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 10.9s | Global ETA: 1h 18m 44s
[2025-11-25T11:39:36.931434] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:39:36.932270] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:36.932412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:36.934135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:36.934729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:36.935142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:36.937877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:36.939500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:36.941596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:36.998127] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:37.000580] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:39:37.041728] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 1.01%
[2025-11-25T11:39:37.062486] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -1.22% | Symbol ETA: 16.4s | Global ETA: 1h 18m 45s
[2025-11-25T11:39:37.062703] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:39:37.063595] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:37.063744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:37.068505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:37.069371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:37.070068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:37.172992] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:37.212735] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.53%, Actual: 0.44%
[2025-11-25T11:39:37.213099] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 40.2606%
[2025-11-25T11:39:37.213266] [INFO ] [main      ] MXF: DISCARDED add_prior_mag_lag (score: 40.26%)
[2025-11-25T11:39:37.213385] [INFO ] [main      ] MXF: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:39:37.213489] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_range_overlap_v_prior_day']
[2025-11-25T11:39:37.213597] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:39:37.226273] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:37.226848] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:39:37.227781] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:37.227919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:37.229929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:39:37.232403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:37.236606] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.58% | Symbol ETA: 5.7s | Global ETA: 1h 18m 46s
[2025-11-25T11:39:37.280014] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:39:37.411996] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:39:37.412405] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -3.86%, Actual: 2.87%
[2025-11-25T11:39:37.449519] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:37.523036] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 10.3s | Global ETA: 1h 18m 48s
[2025-11-25T11:39:37.523360] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:39:37.524241] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:37.524394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:37.526172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:37.526787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:37.527317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:37.530143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:37.531809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:37.533958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:37.570265] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:39:37.584172] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:37.589543] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -2.40%, Actual: 3.56%
[2025-11-25T11:39:37.647914] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.43% | Symbol ETA: 15.8s | Global ETA: 1h 18m 49s
[2025-11-25T11:39:37.648199] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:39:37.649025] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:37.649156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:37.653972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:37.654850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:37.655513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:37.738769] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:37.762691] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 7.79%, Actual: 0.62%
[2025-11-25T11:39:37.809771] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.21% | Symbol ETA: 9.0s | Global ETA: 1h 18m 50s
[2025-11-25T11:39:37.809916] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:39:37.810683] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:37.810769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:37.812662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:39:37.815059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:37.877383] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:39:37.935335] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.07%, Actual: 1.74%
[2025-11-25T11:39:38.000823] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:39:38.047073] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:38.107441] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.28%, Actual: 1.35%
[2025-11-25T11:39:38.118840] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 1.89% | Symbol ETA: 9.7s | Global ETA: 1h 18m 52s
[2025-11-25T11:39:38.119148] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:39:38.120042] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:38.120187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:38.122006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:38.122635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:38.123149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:38.125950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:38.127603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:38.129752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:38.156008] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:39:38.173927] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:38.243172] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 15.2s | Global ETA: 1h 18m 53s
[2025-11-25T11:39:38.243478] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:39:38.244559] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:38.244706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:38.249808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:38.250765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:38.251493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:38.283910] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.56%, Actual: 1.21%
[2025-11-25T11:39:38.331874] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:38.407116] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 8.5s | Global ETA: 1h 18m 54s
[2025-11-25T11:39:38.407396] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:39:38.408305] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:38.408446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:38.410705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:39:38.413587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:38.455483] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.79%, Actual: 2.31%
[2025-11-25T11:39:38.479910] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:39:38.602567] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:39:38.631814] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.42%, Actual: 2.40%
[2025-11-25T11:39:38.649600] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:38.721775] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 0.75% | Symbol ETA: 9.1s | Global ETA: 1h 18m 56s
[2025-11-25T11:39:38.722077] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:39:38.722950] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:38.723096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:38.724883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:38.725479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:38.725992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:38.728831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:38.730470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:38.732595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:38.770769] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:39:38.771671] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:38.806181] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.55%, Actual: 1.49%
[2025-11-25T11:39:38.838228] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 14.6s | Global ETA: 1h 18m 57s
[2025-11-25T11:39:38.838493] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:39:38.839361] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:38.839495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:38.844420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:38.845296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:38.845994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:38.954130] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:38.984179] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.58%, Actual: 1.19%
[2025-11-25T11:39:38.984591] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 47.2601%
[2025-11-25T11:39:38.984803] [INFO ] [main      ] BB: DISCARDED add_prev_1100_to_open (score: 47.26%)
[2025-11-25T11:39:38.984947] [INFO ] [main      ] BB: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:39:38.985071] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_prev_close_to_1100']
[2025-11-25T11:39:38.985189] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:39:38.998261] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:38.999036] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:39:39.000003] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:39.000145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:39.002088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:39.002747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:39.003242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:39.004038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:39.004831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:39.030776] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.85% | Symbol ETA: 8.0s | Global ETA: 1h 18m 58s
[2025-11-25T11:39:39.031042] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:39:39.031913] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:39.032054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:39.034181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:39:39.037145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:39.078036] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:39:39.188974] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:39:39.258531] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:39.328329] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 1.62% | Symbol ETA: 8.5s | Global ETA: 1h 18m 60s
[2025-11-25T11:39:39.328663] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:39:39.329517] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:39.329700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:39.331516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:39.332142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:39.332629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:39.335373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:39.337048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:39.339140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:39.348957] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:39:39.358383] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:39.397220] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:39:39.424022] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 14.0s | Global ETA: 1h 19m 1s
[2025-11-25T11:39:39.424283] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:39:39.425141] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:39.425277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:39.430283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:39.431200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:39.431903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:39.523342] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:39.577396] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:39.588032] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.74% | Symbol ETA: 10.5s | Global ETA: 1h 19m 2s
[2025-11-25T11:39:39.588298] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:39:39.589213] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:39.589357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:39.591248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:39.591869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:39.592371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:39.593171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:39.594041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:39.653185] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.93% | Symbol ETA: 7.4s | Global ETA: 1h 19m 2s
[2025-11-25T11:39:39.653341] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:39:39.654212] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:39.654290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:39.656413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:39:39.661066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:39.681297] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:39:39.774782] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:39:39.856726] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:39.929118] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -10.54% | Symbol ETA: 7.9s | Global ETA: 1h 19m 4s
[2025-11-25T11:39:39.929421] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:39:39.930234] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:39.930385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:39.932160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:39.932778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:39.933278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:39.936125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:39.937835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:39.940012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:39.946460] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:39.954251] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:39:40.010827] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 13.5s | Global ETA: 1h 19m 5s
[2025-11-25T11:39:40.010983] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:39:40.011771] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:40.011845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:40.016689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:40.017733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:40.018362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:40.023931] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:39:40.135832] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:40.201025] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -2.93% | Symbol ETA: 10.0s | Global ETA: 1h 19m 6s
[2025-11-25T11:39:40.201309] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:39:40.202230] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:40.202373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:40.202972] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:40.204266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:40.204834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:40.205342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:40.206173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:40.207202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:40.279971] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.98% | Symbol ETA: 6.8s | Global ETA: 1h 19m 6s
[2025-11-25T11:39:40.280139] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:39:40.280960] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:40.281173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:40.283427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:39:40.286186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:40.295013] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:39:40.362756] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:39:40.469828] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:40.541317] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.82% | Symbol ETA: 7.3s | Global ETA: 1h 19m 8s
[2025-11-25T11:39:40.541595] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:39:40.542442] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:40.542588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:40.544320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:40.544712] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:40.544922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:40.545438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:40.548207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:40.549897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:40.552363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:40.572940] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:39:40.611189] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 12.9s | Global ETA: 1h 19m 9s
[2025-11-25T11:39:40.611390] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:39:40.612391] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:40.612530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:40.617816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:40.618880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:40.619596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:40.653717] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:39:40.752327] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:40.815704] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.47% | Symbol ETA: 9.4s | Global ETA: 1h 19m 10s
[2025-11-25T11:39:40.815997] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:39:40.816836] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:40.816974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:40.818778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:40.819345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:40.819823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:40.820599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:40.821374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:40.832263] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:40.893297] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:39:40.905375] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 6.2s | Global ETA: 1h 19m 11s
[2025-11-25T11:39:40.905714] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:39:40.906575] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:40.906746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:40.908896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:39:40.911496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:40.957956] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:39:41.062839] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:41.124962] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:41.134878] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.18% | Symbol ETA: 6.7s | Global ETA: 1h 19m 12s
[2025-11-25T11:39:41.185212] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:39:41.187493] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.22% | Symbol ETA: 12.3s | Global ETA: 1h 19m 12s
[2025-11-25T11:39:41.275028] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:39:41.304885] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 0.66%, Actual: 2.02%
[2025-11-25T11:39:41.356175] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.38%, Actual: 0.79%
[2025-11-25T11:39:41.358621] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:41.423520] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.66% | Symbol ETA: 8.8s | Global ETA: 1h 19m 14s
[2025-11-25T11:39:41.423853] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:39:41.424778] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:41.424926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:41.426867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:41.427615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:41.428171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:41.429023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:41.429862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:41.456847] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:41.476614] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 4.67%, Actual: 3.01%
[2025-11-25T11:39:41.525874] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 0.26%
[2025-11-25T11:39:41.533223] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 5.6s | Global ETA: 1h 19m 15s
[2025-11-25T11:39:41.533405] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:39:41.534407] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:41.534561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:41.536793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:39:41.539617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:41.659908] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 3.08%
[2025-11-25T11:39:41.698567] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 0.33%
[2025-11-25T11:39:41.773319] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:39:41.840685] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 3.32%
[2025-11-25T11:39:41.872864] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.44%
[2025-11-25T11:39:41.909697] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:39:41.946207] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:42.009894] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 8.2s | Global ETA: 1h 19m 18s
[2025-11-25T11:39:42.010194] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:39:42.011038] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:42.011181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:42.012910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:42.013481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:42.013965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:42.014739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:42.015491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:42.016723] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 1.89%, Actual: 0.72%
[2025-11-25T11:39:42.045032] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 0.84%
[2025-11-25T11:39:42.088417] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:42.159252] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.39% | Symbol ETA: 5.0s | Global ETA: 1h 19m 19s
[2025-11-25T11:39:42.159543] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:39:42.160443] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:42.160585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:42.162669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:39:42.165373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:42.184238] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 0.75%, Actual: 2.67%
[2025-11-25T11:39:42.214236] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.08%
[2025-11-25T11:39:42.350983] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:39:42.352037] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 1.62%, Actual: 4.92%
[2025-11-25T11:39:42.382709] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.66%
[2025-11-25T11:39:42.521669] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -10.54%, Actual: 7.59%
[2025-11-25T11:39:42.522317] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:42.523232] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:39:42.557303] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 0.30%
[2025-11-25T11:39:42.590032] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.86% | Symbol ETA: 7.6s | Global ETA: 1h 19m 22s
[2025-11-25T11:39:42.590351] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:39:42.591222] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:42.591370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:42.593151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:42.593769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:42.594238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:42.595018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:42.595821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:42.694843] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:42.695025] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.82%, Actual: 6.76%
[2025-11-25T11:39:42.731382] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 0.05%
[2025-11-25T11:39:42.764681] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 4.4s | Global ETA: 1h 19m 23s
[2025-11-25T11:39:42.764852] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:39:42.765804] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:42.765943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:42.768043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:39:42.770902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:42.866188] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.18%, Actual: 3.95%
[2025-11-25T11:39:42.866602] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 42.1081%
[2025-11-25T11:39:42.866780] [INFO ] [main      ] KORE: DISCARDED add_pct_change (score: 42.11%)
[2025-11-25T11:39:42.866902] [INFO ] [main      ] KORE: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:39:42.867007] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag']
[2025-11-25T11:39:42.867133] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:39:42.880770] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:42.881340] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:39:42.882286] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:42.882427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:42.884218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:42.884759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:42.885234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:42.887971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:42.889584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:42.890722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:42.901191] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.31%
[2025-11-25T11:39:42.901415] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 41.8371%
[2025-11-25T11:39:42.901502] [INFO ] [main      ] GPJA: DISCARDED add_morning_followthrough_mag_T0 (score: 41.84%)
[2025-11-25T11:39:42.901553] [INFO ] [main      ] GPJA: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:39:42.901590] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_morning_range_expansion']
[2025-11-25T11:39:42.901631] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:39:42.915018] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:42.915599] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:39:42.916460] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:42.916535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:42.921334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:42.922158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:39:42.926375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:42.935623] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:39:43.104140] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:43.124881] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:39:43.166423] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 7.0s | Global ETA: 1h 19m 26s
[2025-11-25T11:39:43.166573] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:39:43.167347] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:43.167423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:43.169198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:43.169705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:43.170107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:43.170878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:43.171698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:43.228830] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:39:43.304039] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:43.337584] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:39:43.375239] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.67% | Symbol ETA: 3.7s | Global ETA: 1h 19m 27s
[2025-11-25T11:39:43.404074] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:43.470738] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 11.5s | Global ETA: 1h 19m 28s
[2025-11-25T11:39:43.471052] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:39:43.471855] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:43.471996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:43.473758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:43.474339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:43.474838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:43.477551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:43.479206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:43.480322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:43.514425] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:39:43.518619] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:43.555090] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.21%, Actual: 0.50%
[2025-11-25T11:39:43.587597] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 17.3s | Global ETA: 1h 19m 29s
[2025-11-25T11:39:43.587903] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:39:43.588815] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:43.588902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:43.594154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:43.595078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:39:43.599490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:43.685928] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:43.732607] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 2.12%
[2025-11-25T11:39:43.748235] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.83% | Symbol ETA: 6.4s | Global ETA: 1h 19m 30s
[2025-11-25T11:39:43.748506] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:39:43.749409] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:43.749551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:43.751297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:43.751887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:43.752362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:43.753136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:43.753913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:43.821410] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:39:43.907735] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.85%, Actual: 0.21%
[2025-11-25T11:39:43.943554] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:39:43.993513] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:44.060433] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 3.54% | Symbol ETA: 10.9s | Global ETA: 1h 19m 32s
[2025-11-25T11:39:44.060756] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:39:44.061600] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:44.061757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:44.063457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:44.064046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:44.064523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:44.067257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:44.068874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:44.069994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:44.089773] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.93%, Actual: 0.30%
[2025-11-25T11:39:44.096523] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:39:44.118500] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:44.185908] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.54% | Symbol ETA: 16.4s | Global ETA: 1h 19m 33s
[2025-11-25T11:39:44.186199] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:39:44.187070] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:44.187204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:44.192440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:44.193322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:39:44.197616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:44.266526] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:44.268958] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 1.16%
[2025-11-25T11:39:44.328186] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.58% | Symbol ETA: 5.8s | Global ETA: 1h 19m 34s
[2025-11-25T11:39:44.328499] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:39:44.329345] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:44.329485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:44.331221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:44.331814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:44.332285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:44.333054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:44.333914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:44.409044] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:39:44.450767] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 0.86%
[2025-11-25T11:39:44.545672] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:39:44.577878] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:44.631526] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 2.61%
[2025-11-25T11:39:44.642741] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.62% | Symbol ETA: 10.3s | Global ETA: 1h 19m 36s
[2025-11-25T11:39:44.643008] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:39:44.643844] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:44.643986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:44.645713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:44.646314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:44.646810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:44.649544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:44.651161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:44.652271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:44.675560] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:39:44.719747] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:44.785883] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.67% | Symbol ETA: 15.6s | Global ETA: 1h 19m 37s
[2025-11-25T11:39:44.786198] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:39:44.787046] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:44.787178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:44.792014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:44.792890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:39:44.797152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:44.809466] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.31%
[2025-11-25T11:39:44.856459] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:44.920265] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.81% | Symbol ETA: 5.2s | Global ETA: 1h 19m 38s
[2025-11-25T11:39:44.982935] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 1.01%
[2025-11-25T11:39:44.988890] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:39:45.094163] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.74%, Actual: 2.87%
[2025-11-25T11:39:45.143829] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:39:45.162574] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.67%, Actual: 0.44%
[2025-11-25T11:39:45.163017] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 37.1489%
[2025-11-25T11:39:45.163215] [INFO ] [main      ] MXF: DISCARDED add_range_overlap_v_prior_day (score: 37.15%)
[2025-11-25T11:39:45.163345] [INFO ] [main      ] MXF: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:39:45.163450] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_range_volume_efficiency']
[2025-11-25T11:39:45.163557] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:39:45.165169] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:45.176865] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:45.177736] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:39:45.178719] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:45.178853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:45.180908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:39:45.183253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:45.230861] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 3.24% | Symbol ETA: 9.7s | Global ETA: 1h 19m 40s
[2025-11-25T11:39:45.231149] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:39:45.232010] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:45.232151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:45.233885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:45.234459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:45.234953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:45.237695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:45.239334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:45.240491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:45.268834] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -2.93%, Actual: 3.56%
[2025-11-25T11:39:45.318273] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:45.384996] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 15.0s | Global ETA: 1h 19m 41s
[2025-11-25T11:39:45.385285] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:39:45.386134] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:45.386287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:45.391170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:45.392062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:39:45.396351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:45.442078] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.47%, Actual: 0.62%
[2025-11-25T11:39:45.531226] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:39:45.598895] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:39:45.626870] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.66%, Actual: 1.74%
[2025-11-25T11:39:45.705873] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:45.741610] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:39:45.777055] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.59% | Symbol ETA: 8.9s | Global ETA: 1h 19m 43s
[2025-11-25T11:39:45.777373] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:39:45.778212] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:45.778357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:45.780323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:39:45.780770] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:45.782593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:45.797774] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.28%, Actual: 1.35%
[2025-11-25T11:39:45.849418] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -2.48% | Symbol ETA: 9.2s | Global ETA: 1h 19m 44s
[2025-11-25T11:39:45.849743] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:39:45.850620] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:45.850784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:45.852553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:45.853165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:45.853677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:45.856529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:45.858320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:45.859491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:45.911454] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:45.970308] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.86%, Actual: 1.21%
[2025-11-25T11:39:45.977988] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 14.3s | Global ETA: 1h 19m 45s
[2025-11-25T11:39:45.978292] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:39:45.979140] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:45.979282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:45.984105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:45.985056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:39:45.989388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:46.122667] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:39:46.143289] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.02%, Actual: 2.31%
[2025-11-25T11:39:46.208188] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:39:46.292121] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:46.314824] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.83%, Actual: 2.40%
[2025-11-25T11:39:46.331744] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:39:46.362416] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.58% | Symbol ETA: 8.3s | Global ETA: 1h 19m 47s
[2025-11-25T11:39:46.362795] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:39:46.363621] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:46.363777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:46.365780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:39:46.368037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:46.383556] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:46.454603] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -5.48% | Symbol ETA: 8.6s | Global ETA: 1h 19m 48s
[2025-11-25T11:39:46.454782] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:39:46.455593] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:46.455686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:46.457475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:46.458051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:46.458516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:46.461306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:46.463017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:46.464138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:46.486979] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.58%, Actual: 1.49%
[2025-11-25T11:39:46.505914] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:46.574141] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 13.7s | Global ETA: 1h 19m 49s
[2025-11-25T11:39:46.574425] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:39:46.575302] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:46.575434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:46.580370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:46.581346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:39:46.585763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:46.658002] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.81%, Actual: 1.19%
[2025-11-25T11:39:46.658424] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 46.1401%
[2025-11-25T11:39:46.658607] [INFO ] [main      ] BB: DISCARDED add_prev_close_to_1100 (score: 46.14%)
[2025-11-25T11:39:46.658745] [INFO ] [main      ] BB: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:39:46.658854] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_prev_close_to_open']
[2025-11-25T11:39:46.658962] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:39:46.672660] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:46.673267] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:39:46.674217] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:46.674360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:46.676160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:46.676794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:46.677298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:46.678116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:46.678906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:46.708690] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:39:46.812588] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:39:46.879875] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:46.928433] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:39:46.950287] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 1.50% | Symbol ETA: 7.7s | Global ETA: 1h 19m 51s
[2025-11-25T11:39:46.950579] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:39:46.951401] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:46.951543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:46.953508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:39:46.955764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:46.987468] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:47.024045] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:39:47.053743] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 4.63% | Symbol ETA: 8.0s | Global ETA: 1h 19m 52s
[2025-11-25T11:39:47.053917] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:39:47.054885] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:47.055030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:47.056853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:47.057484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:47.057996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:47.060844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:47.062504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:47.063670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:47.101182] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:47.167768] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 13.1s | Global ETA: 1h 19m 53s
[2025-11-25T11:39:47.168059] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:39:47.168954] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:47.169087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:47.173990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:47.174891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:39:47.179241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:47.193239] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:47.259489] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.36% | Symbol ETA: 10.1s | Global ETA: 1h 19m 53s
[2025-11-25T11:39:47.259792] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:39:47.260662] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:47.260803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:47.262601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:47.263202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:47.263729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:47.264536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:47.265449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:47.312384] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:39:47.410495] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:39:47.485181] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:47.532594] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:39:47.555633] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.10% | Symbol ETA: 7.1s | Global ETA: 1h 19m 55s
[2025-11-25T11:39:47.555958] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:39:47.556851] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:47.556989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:47.559310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:39:47.561878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:47.588251] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:47.610874] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:39:47.659558] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -5.49% | Symbol ETA: 7.4s | Global ETA: 1h 19m 56s
[2025-11-25T11:39:47.659916] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:39:47.660902] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:47.661055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:47.662952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:47.663636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:47.664189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:47.667178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:47.669119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:47.670437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:47.709005] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:47.776123] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 12.5s | Global ETA: 1h 19m 57s
[2025-11-25T11:39:47.776401] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:39:47.777285] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:47.777420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:47.782576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:47.783537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:39:47.785369] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:47.788039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:47.849747] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -2.56% | Symbol ETA: 9.5s | Global ETA: 1h 19m 57s
[2025-11-25T11:39:47.849915] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:39:47.850849] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:47.850993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:47.852818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:47.853423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:47.853928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:47.854733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:47.855506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:47.907738] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:39:48.028794] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:39:48.076348] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:48.133434] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:39:48.146885] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.64% | Symbol ETA: 6.5s | Global ETA: 1h 19m 59s
[2025-11-25T11:39:48.147198] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:39:48.148057] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:48.148212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:48.150459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:39:48.152802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:48.200807] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:39:48.202377] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:48.269014] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.51% | Symbol ETA: 6.8s | Global ETA: 1h 20m 0s
[2025-11-25T11:39:48.269319] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:39:48.270198] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:48.270364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:48.272183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:48.272813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:48.273378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:48.276162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:48.277821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:39:48.279001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:48.305135] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:48.371433] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 11.9s | Global ETA: 1h 20m 1s
[2025-11-25T11:39:48.371606] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:39:48.372379] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:48.372575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:48.372627] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:48.377546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:48.378473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:39:48.382887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:48.436854] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.14% | Symbol ETA: 8.9s | Global ETA: 1h 20m 1s
[2025-11-25T11:39:48.437184] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:39:48.438024] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:48.438164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:48.439928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:48.440508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:48.440991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:48.441771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:48.442522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:48.493954] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:39:48.633174] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:39:48.664934] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:48.725773] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:39:48.734024] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 5.9s | Global ETA: 1h 20m 3s
[2025-11-25T11:39:48.734333] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:39:48.735688] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:48.735827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:48.737988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:39:48.740340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:48.786698] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:39:48.805674] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:48.871196] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.73% | Symbol ETA: 6.2s | Global ETA: 1h 20m 4s
[2025-11-25T11:39:48.895167] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:48.961137] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 11.3s | Global ETA: 1h 20m 5s
[2025-11-25T11:39:48.965905] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:49.032369] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.11% | Symbol ETA: 8.3s | Global ETA: 1h 20m 5s
[2025-11-25T11:39:49.032693] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:39:49.033623] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:49.033785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:49.035685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:49.036275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:49.036776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:49.037575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:49.038411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:49.046779] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.50%, Actual: 2.02%
[2025-11-25T11:39:49.080256] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:39:49.134512] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.13%, Actual: 0.79%
[2025-11-25T11:39:49.222258] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 3.54%, Actual: 3.01%
[2025-11-25T11:39:49.249807] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:49.306776] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.26%
[2025-11-25T11:39:49.318581] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.57% | Symbol ETA: 5.3s | Global ETA: 1h 20m 7s
[2025-11-25T11:39:49.318868] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:39:49.319696] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:49.319833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:49.321832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:39:49.324071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:49.392788] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.62%, Actual: 3.08%
[2025-11-25T11:39:49.397084] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:39:49.477625] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 0.33%
[2025-11-25T11:39:49.565569] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 3.24%, Actual: 3.32%
[2025-11-25T11:39:49.580494] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:49.647413] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 1.32% | Symbol ETA: 7.8s | Global ETA: 1h 20m 10s
[2025-11-25T11:39:49.647589] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:39:49.648546] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:49.648709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:49.649008] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.70%, Actual: 0.44%
[2025-11-25T11:39:49.650598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:49.651304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:49.651814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:49.652788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:49.653637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:49.663865] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:39:49.737341] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -2.48%, Actual: 0.72%
[2025-11-25T11:39:49.820210] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.84%
[2025-11-25T11:39:49.834943] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:49.902033] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 4.7s | Global ETA: 1h 20m 11s
[2025-11-25T11:39:49.902334] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:39:49.903135] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:49.903289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:49.905254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:39:49.907487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:49.910060] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -5.48%, Actual: 2.67%
[2025-11-25T11:39:49.991017] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.21%, Actual: 0.08%
[2025-11-25T11:39:50.014753] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:39:50.079404] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 4.63%, Actual: 4.92%
[2025-11-25T11:39:50.159944] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.66%
[2025-11-25T11:39:50.190276] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:50.244400] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:39:50.248060] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -5.49%, Actual: 7.59%
[2025-11-25T11:39:50.253138] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.59% | Symbol ETA: 7.2s | Global ETA: 1h 20m 14s
[2025-11-25T11:39:50.253432] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:39:50.254259] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:50.254405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:50.256198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:50.256834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:50.257361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:50.258175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:50.258978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:50.331108] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.30%
[2025-11-25T11:39:50.411077] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:50.416220] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.51%, Actual: 6.76%
[2025-11-25T11:39:50.479259] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 4.1s | Global ETA: 1h 20m 15s
[2025-11-25T11:39:50.479515] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:39:50.480344] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:50.480482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:50.482437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:39:50.484670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:50.501955] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 0.05%
[2025-11-25T11:39:50.587237] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.73%, Actual: 3.95%
[2025-11-25T11:39:50.587578] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 67.1029%
[2025-11-25T11:39:50.587706] [INFO ] [main      ] KORE: DISCARDED add_preclose_acceleration_mag (score: 67.10%)
[2025-11-25T11:39:50.587827] [INFO ] [main      ] KORE: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:39:50.587935] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_prev_1100_to_open']
[2025-11-25T11:39:50.588046] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:39:50.600882] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:50.601415] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:39:50.602348] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:50.602493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:50.604325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:50.604994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:50.605502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:50.609769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:50.611698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:50.612521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:50.626575] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:39:50.671097] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.08%, Actual: 0.31%
[2025-11-25T11:39:50.671380] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 40.4929%
[2025-11-25T11:39:50.671488] [INFO ] [main      ] GPJA: DISCARDED add_morning_range_expansion (score: 40.49%)
[2025-11-25T11:39:50.671547] [INFO ] [main      ] GPJA: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:39:50.671593] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_open_11_elasticity']
[2025-11-25T11:39:50.671659] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:39:50.684477] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:50.685113] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:39:50.685987] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:50.686072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:50.690853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:50.691757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:39:50.692885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:50.801234] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:50.823081] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:39:50.864150] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -0.97% | Symbol ETA: 6.6s | Global ETA: 1h 20m 18s
[2025-11-25T11:39:50.864445] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:39:50.865283] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:50.865431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:50.867198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:50.867816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:50.868298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:50.869108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:50.869974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:50.952631] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:39:50.990210] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:51.035835] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:39:51.056671] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 3.5s | Global ETA: 1h 20m 19s
[2025-11-25T11:39:51.123309] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:51.189081] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 0.16% | Symbol ETA: 10.9s | Global ETA: 1h 20m 20s
[2025-11-25T11:39:51.189372] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:39:51.190207] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:51.190374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:51.192151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:51.192759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:51.193233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:51.195955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:51.197590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:51.198394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:51.206056] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:51.219719] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:39:51.224563] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.59%, Actual: 0.50%
[2025-11-25T11:39:51.270242] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.46% | Symbol ETA: 15.9s | Global ETA: 1h 20m 21s
[2025-11-25T11:39:51.270529] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:39:51.271369] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:51.271501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:51.276291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:51.277192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:39:51.278388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:51.394436] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.58%, Actual: 2.12%
[2025-11-25T11:39:51.396744] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:51.460189] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.04% | Symbol ETA: 6.0s | Global ETA: 1h 20m 22s
[2025-11-25T11:39:51.460661] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:39:51.461689] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:51.461827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:51.463751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:51.464315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:51.464998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:51.465773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:51.466534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:51.540293] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:39:51.570763] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 1.50%, Actual: 0.21%
[2025-11-25T11:39:51.625315] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:39:51.712805] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:51.740951] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.10%, Actual: 0.30%
[2025-11-25T11:39:51.778767] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 3.33% | Symbol ETA: 10.4s | Global ETA: 1h 20m 24s
[2025-11-25T11:39:51.779054] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:39:51.779907] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:51.780049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:51.781769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:51.782348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:51.782848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:51.785529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:51.787247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:51.788046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:51.807332] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:51.871917] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:39:51.872761] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 15.3s | Global ETA: 1h 20m 25s
[2025-11-25T11:39:51.873041] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:39:51.873864] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:51.873997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:51.879116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:51.880023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:39:51.881262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:51.911535] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.64%, Actual: 1.16%
[2025-11-25T11:39:52.041965] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:52.079047] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 0.86%
[2025-11-25T11:39:52.104627] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 5.4s | Global ETA: 1h 20m 26s
[2025-11-25T11:39:52.104947] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:39:52.105821] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:52.105964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:52.107894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:52.108478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:52.108979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:52.109787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:39:52.110560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:52.128744] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:39:52.241003] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:39:52.246045] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 2.61%
[2025-11-25T11:39:52.298174] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:52.362814] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.66% | Symbol ETA: 9.8s | Global ETA: 1h 20m 28s
[2025-11-25T11:39:52.362977] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:39:52.363913] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:52.364053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:52.365752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:52.366273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:52.366707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:52.369362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:52.370934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:52.371742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:52.409249] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:52.414281] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.31%
[2025-11-25T11:39:52.457080] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:39:52.472991] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.82% | Symbol ETA: 14.8s | Global ETA: 1h 20m 29s
[2025-11-25T11:39:52.473271] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:39:52.474103] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:52.474236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:52.479098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:52.479987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:39:52.481137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:52.589814] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 1.01%
[2025-11-25T11:39:52.625983] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:52.688720] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.73% | Symbol ETA: 4.8s | Global ETA: 1h 20m 30s
[2025-11-25T11:39:52.722102] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:39:52.759867] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.44%
[2025-11-25T11:39:52.760275] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 32.2934%
[2025-11-25T11:39:52.760437] [INFO ] [main      ] MXF: DISCARDED add_range_volume_efficiency (score: 32.29%)
[2025-11-25T11:39:52.760555] [INFO ] [main      ] MXF: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:39:52.760676] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:39:52.760784] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:39:52.773105] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:52.773859] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:39:52.774794] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:52.774929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:52.776938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:39:52.780980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:52.836759] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:39:52.858772] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.36%, Actual: 2.87%
[2025-11-25T11:39:52.898965] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:52.969007] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 0.78% | Symbol ETA: 9.2s | Global ETA: 1h 20m 32s
[2025-11-25T11:39:52.969317] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:39:52.970390] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:52.970530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:52.972327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:52.972958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:52.973427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:52.976147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:52.977824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:52.978615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:53.031410] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:53.031758] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -2.56%, Actual: 3.56%
[2025-11-25T11:39:53.103136] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 14.2s | Global ETA: 1h 20m 33s
[2025-11-25T11:39:53.103459] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:39:53.104386] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:53.104548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:53.110231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:53.111296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:39:53.112540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:53.119052] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:39:53.204064] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.14%, Actual: 0.62%
[2025-11-25T11:39:53.287136] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:53.318464] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:39:53.356993] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.13% | Symbol ETA: 8.3s | Global ETA: 1h 20m 35s
[2025-11-25T11:39:53.357298] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:39:53.358086] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:53.358224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:53.360202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:39:53.364174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:53.372468] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.11%, Actual: 1.74%
[2025-11-25T11:39:53.462448] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:39:53.489225] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:53.543394] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 1.35%
[2025-11-25T11:39:53.557284] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -1.23% | Symbol ETA: 8.6s | Global ETA: 1h 20m 36s
[2025-11-25T11:39:53.557445] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:39:53.558367] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:53.558519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:53.560313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:53.560926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:53.561410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:53.564216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:53.565898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:53.566729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:53.638739] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:53.707768] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 13.6s | Global ETA: 1h 20m 37s
[2025-11-25T11:39:53.708068] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:39:53.709007] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:53.709147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:53.714153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:53.715258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:39:53.716573] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:39:53.716584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:53.721184] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.59%, Actual: 1.21%
[2025-11-25T11:39:53.889503] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -0.97%, Actual: 2.31%
[2025-11-25T11:39:53.892281] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:53.917098] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:39:53.966999] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 7.9s | Global ETA: 1h 20m 39s
[2025-11-25T11:39:53.967178] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:39:53.967986] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:53.968071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:53.970242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:39:53.974671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:54.055700] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.04%, Actual: 2.40%
[2025-11-25T11:39:54.064048] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:39:54.090428] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:54.159796] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -3.85% | Symbol ETA: 8.0s | Global ETA: 1h 20m 40s
[2025-11-25T11:39:54.160113] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:39:54.160939] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:54.161084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:54.162870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:54.163477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:54.163973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:54.166766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:54.168569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:54.169387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:54.226813] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.47%, Actual: 1.49%
[2025-11-25T11:39:54.239144] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:54.305282] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.70% | Symbol ETA: 13.0s | Global ETA: 1h 20m 41s
[2025-11-25T11:39:54.305580] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:39:54.306508] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:54.306660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:54.311592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:54.312556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:39:54.313864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:54.336829] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:39:54.399861] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.73%, Actual: 1.19%
[2025-11-25T11:39:54.400280] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 55.3689%
[2025-11-25T11:39:54.400461] [INFO ] [main      ] BB: DISCARDED add_prev_close_to_open (score: 55.37%)
[2025-11-25T11:39:54.400580] [INFO ] [main      ] BB: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:39:54.400704] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_prior_day_tail_pressure']
[2025-11-25T11:39:54.400817] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:39:54.414910] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:54.415416] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:39:54.416338] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:54.416436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:54.418210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:54.418901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:54.419380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:54.420169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:54.422987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:54.517391] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:39:54.519073] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:54.593338] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.52% | Symbol ETA: 7.3s | Global ETA: 1h 20m 43s
[2025-11-25T11:39:54.593501] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:39:54.594468] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:54.594612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:54.596784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:39:54.601492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:54.656744] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:39:54.698374] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:54.764885] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:39:54.769636] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 1.97% | Symbol ETA: 7.4s | Global ETA: 1h 20m 44s
[2025-11-25T11:39:54.769960] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:39:54.770887] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:54.771034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:54.772912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:54.773560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:54.774121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:54.777730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:54.779566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:54.780464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:54.827404] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:54.891826] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 12.4s | Global ETA: 1h 20m 45s
[2025-11-25T11:39:54.892104] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:39:54.892975] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:54.893105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:54.897988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:54.898936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:39:54.900171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:54.936983] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:54.965846] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:39:55.008147] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.25% | Symbol ETA: 9.8s | Global ETA: 1h 20m 46s
[2025-11-25T11:39:55.008445] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:39:55.009308] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:55.009468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:55.011280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:55.011913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:55.012400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:55.013388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:55.016440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:55.147207] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:55.167324] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:39:55.220816] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.64% | Symbol ETA: 6.7s | Global ETA: 1h 20m 47s
[2025-11-25T11:39:55.220970] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:39:55.221783] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:55.221857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:55.223871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:39:55.228045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:55.275849] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:39:55.344685] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:55.360612] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:39:55.419145] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -9.08% | Symbol ETA: 6.9s | Global ETA: 1h 20m 49s
[2025-11-25T11:39:55.419320] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:39:55.420259] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:55.420477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:55.422281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:55.423081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:55.423834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:55.427602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:55.429964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:55.430918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:55.450441] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:55.515280] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 11.8s | Global ETA: 1h 20m 49s
[2025-11-25T11:39:55.515531] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:39:55.516544] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:55.516690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:55.522050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:55.523106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:39:55.524312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:55.536027] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:55.598923] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:39:55.605346] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.70% | Symbol ETA: 9.2s | Global ETA: 1h 20m 50s
[2025-11-25T11:39:55.605688] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:39:55.606563] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:55.606729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:55.608546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:55.609143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:55.609631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:55.610412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:55.613238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:55.780608] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:55.820608] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:39:55.853440] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.95% | Symbol ETA: 6.2s | Global ETA: 1h 20m 51s
[2025-11-25T11:39:55.853755] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:39:55.854701] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:55.854842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:55.856944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:39:55.861084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:55.867512] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:39:55.953267] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:39:56.009697] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:56.040892] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:56.077233] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 3.68% | Symbol ETA: 6.3s | Global ETA: 1h 20m 53s
[2025-11-25T11:39:56.077467] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:39:56.078330] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:56.078473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:56.080254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:56.080854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:56.081328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:56.084095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:56.086338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:39:56.087165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:56.106291] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 11.2s | Global ETA: 1h 20m 53s
[2025-11-25T11:39:56.106444] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:39:56.107243] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:56.107320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:56.112317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:56.113160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:39:56.114346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:56.132088] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:39:56.201081] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 6.79% | Symbol ETA: 8.6s | Global ETA: 1h 20m 54s
[2025-11-25T11:39:56.201363] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:39:56.202223] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:56.202363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:56.204084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:56.204674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:56.205160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:56.205933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:56.208697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:56.233988] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:39:56.417054] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:56.429347] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:39:56.459520] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:39:56.492550] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: -0.06% | Symbol ETA: 5.6s | Global ETA: 1h 20m 56s
[2025-11-25T11:39:56.492880] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:39:56.493802] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:56.493934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:56.496075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:39:56.500582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:56.551634] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:39:56.602144] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:56.633133] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:56.666725] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.66% | Symbol ETA: 5.7s | Global ETA: 1h 20m 57s
[2025-11-25T11:39:56.697493] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 10.6s | Global ETA: 1h 20m 57s
[2025-11-25T11:39:56.723575] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:39:56.791029] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.97% | Symbol ETA: 8.0s | Global ETA: 1h 20m 58s
[2025-11-25T11:39:56.791190] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:39:56.792101] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:56.792242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:56.793971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:56.794529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:56.795015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:56.795785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:56.798486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:56.836115] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 0.16%, Actual: 2.02%
[2025-11-25T11:39:56.846468] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:39:56.867662] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.46%, Actual: 0.79%
[2025-11-25T11:39:57.004507] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 3.33%, Actual: 3.01%
[2025-11-25T11:39:57.016980] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:57.038964] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 0.26%
[2025-11-25T11:39:57.088999] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.36% | Symbol ETA: 4.9s | Global ETA: 1h 20m 60s
[2025-11-25T11:39:57.089284] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:39:57.090151] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:57.090289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:57.092268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:39:57.096384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:57.138738] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:39:57.173981] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.66%, Actual: 3.08%
[2025-11-25T11:39:57.208464] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.82%, Actual: 0.33%
[2025-11-25T11:39:57.314169] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:39:57.358273] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 0.78%, Actual: 3.32%
[2025-11-25T11:39:57.380478] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 0.44%
[2025-11-25T11:39:57.382402] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.39% | Symbol ETA: 7.4s | Global ETA: 1h 21m 2s
[2025-11-25T11:39:57.382581] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:39:57.383546] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:57.383817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:57.385686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:57.386283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:57.386785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:57.387610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:57.390530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:57.458318] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:39:57.527596] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -1.23%, Actual: 0.72%
[2025-11-25T11:39:57.549435] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.84%
[2025-11-25T11:39:57.640426] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:57.698252] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -3.85%, Actual: 2.67%
[2025-11-25T11:39:57.713714] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.23% | Symbol ETA: 4.3s | Global ETA: 1h 21m 4s
[2025-11-25T11:39:57.713860] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:39:57.714739] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:57.714827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:57.716868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:39:57.720809] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 0.08%
[2025-11-25T11:39:57.721329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:57.744513] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:39:57.869277] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 1.97%, Actual: 4.92%
[2025-11-25T11:39:57.891731] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 0.66%
[2025-11-25T11:39:57.924743] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:39:57.993722] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 6.8s | Global ETA: 1h 21m 6s
[2025-11-25T11:39:57.994021] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:39:57.994858] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:57.994998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:57.996727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:57.997310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:57.997832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:57.998581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:58.001346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:58.040939] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -9.08%, Actual: 7.59%
[2025-11-25T11:39:58.062026] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 0.30%
[2025-11-25T11:39:58.062444] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:39:58.212204] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 3.68%, Actual: 6.76%
[2025-11-25T11:39:58.233176] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.05%
[2025-11-25T11:39:58.236581] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:58.307904] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.75% | Symbol ETA: 3.7s | Global ETA: 1h 21m 8s
[2025-11-25T11:39:58.308196] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:39:58.309067] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:39:58.309209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:39:58.311428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:39:58.315702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:58.353684] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:39:58.382974] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.66%, Actual: 3.95%
[2025-11-25T11:39:58.383378] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 49.5786%
[2025-11-25T11:39:58.383539] [INFO ] [main      ] KORE: DISCARDED add_prev_1100_to_open (score: 49.58%)
[2025-11-25T11:39:58.383672] [INFO ] [main      ] KORE: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:39:58.383771] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_prev_close_to_1100']
[2025-11-25T11:39:58.383890] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:39:58.396576] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:58.397325] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:39:58.398257] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:58.398398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:58.400176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:58.400775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:58.401274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:58.403817] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.31%
[2025-11-25T11:39:58.404060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:58.404225] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 41.2899%
[2025-11-25T11:39:58.404386] [INFO ] [main      ] GPJA: DISCARDED add_open_11_elasticity (score: 41.29%)
[2025-11-25T11:39:58.404501] [INFO ] [main      ] GPJA: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:39:58.404553] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_open_reversal_intensity']
[2025-11-25T11:39:58.404669] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:39:58.405689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:58.406406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:58.418055] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:39:58.418707] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:39:58.419570] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:58.419678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:58.424502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:58.425335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:39:58.426551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:58.532815] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:39:58.602225] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.69% | Symbol ETA: 6.3s | Global ETA: 1h 21m 10s
[2025-11-25T11:39:58.602376] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:39:58.603156] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:58.603233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:58.604900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:58.605619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:58.606176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:58.607003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:58.609859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:58.671962] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:39:58.745736] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:39:58.768791] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:39:58.856856] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:39:58.917112] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:58.928795] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 3.1s | Global ETA: 1h 21m 12s
[2025-11-25T11:39:58.939149] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:39:58.981419] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.59% | Symbol ETA: 10.5s | Global ETA: 1h 21m 13s
[2025-11-25T11:39:58.981724] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:39:58.982553] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:58.982709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:58.984427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:58.985012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:58.985522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:58.988252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:58.988918] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:39:58.989839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:58.990629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:59.004622] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.48% | Symbol ETA: 15.0s | Global ETA: 1h 21m 13s
[2025-11-25T11:39:59.004822] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:39:59.005585] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:59.005672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:59.010484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:59.011391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:39:59.012675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:59.113549] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.13%, Actual: 0.50%
[2025-11-25T11:39:59.162691] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:39:59.233934] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -0.42% | Symbol ETA: 5.7s | Global ETA: 1h 21m 14s
[2025-11-25T11:39:59.234237] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:39:59.235288] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:59.235471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:59.237534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:59.238314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:59.238957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:59.239879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:59.243108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:59.294492] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 2.12%
[2025-11-25T11:39:59.331321] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:39:59.353035] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:39:59.474194] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.52%, Actual: 0.21%
[2025-11-25T11:39:59.500829] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:59.521493] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:39:59.567573] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 5.35% | Symbol ETA: 10.0s | Global ETA: 1h 21m 17s
[2025-11-25T11:39:59.567894] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:39:59.568772] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:39:59.569029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:59.570811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:59.571382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:59.571878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:39:59.574631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:39:59.576249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:39:59.577102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:59.587111] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 14.4s | Global ETA: 1h 21m 17s
[2025-11-25T11:39:59.587408] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:39:59.588236] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:39:59.588369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:39:59.593329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:39:59.594197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:39:59.595491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:59.613759] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:39:59.649316] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 0.30%
[2025-11-25T11:39:59.799022] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:39:59.819661] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.95%, Actual: 1.16%
[2025-11-25T11:39:59.869013] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.77% | Symbol ETA: 5.1s | Global ETA: 1h 21m 19s
[2025-11-25T11:39:59.869323] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:39:59.870201] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:39:59.870345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:39:59.872141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:39:59.872845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:39:59.873328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:39:59.874143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:39:59.877022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:39:59.919683] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:39:59.940742] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:39:59.990027] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 0.86%
[2025-11-25T11:40:00.092753] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:00.113558] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:00.158657] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 9.4s | Global ETA: 1h 21m 21s
[2025-11-25T11:40:00.158803] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:40:00.159664] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:00.159752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:00.161428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:00.161674] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.36%, Actual: 2.61%
[2025-11-25T11:40:00.161968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:00.162368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:00.165056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:00.166924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:40:00.167970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:00.180779] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -1.11% | Symbol ETA: 13.9s | Global ETA: 1h 21m 21s
[2025-11-25T11:40:00.181044] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:40:00.181903] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:00.182037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:00.186967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:00.187933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:40:00.189237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:00.248277] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:40:00.344549] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.23%, Actual: 0.31%
[2025-11-25T11:40:00.433946] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:00.511336] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.82% | Symbol ETA: 4.5s | Global ETA: 1h 21m 23s
[2025-11-25T11:40:00.516257] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:40:00.533510] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:40:00.546769] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.75%, Actual: 1.01%
[2025-11-25T11:40:00.689914] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:00.699373] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.25%, Actual: 2.87%
[2025-11-25T11:40:00.706243] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:00.732943] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 0.44%
[2025-11-25T11:40:00.733264] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 37.0526%
[2025-11-25T11:40:00.733455] [INFO ] [main      ] MXF: DISCARDED add_range_volume_efficiency_refinements (score: 37.05%)
[2025-11-25T11:40:00.733581] [INFO ] [main      ] MXF: Testing feature 39/53: add_regime
[2025-11-25T11:40:00.733705] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_regime']
[2025-11-25T11:40:00.733818] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:40:00.746622] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:00.747177] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:40:00.748181] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:00.748327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:00.750505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:00.755044] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 1.14% | Symbol ETA: 8.8s | Global ETA: 1h 21m 25s
[2025-11-25T11:40:00.755185] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:40:00.755943] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:00.756019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:00.757724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:00.758215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:00.758603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:00.761251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:00.762800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:40:00.763498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:00.767898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:00.770201] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 13.3s | Global ETA: 1h 21m 25s
[2025-11-25T11:40:00.770352] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:40:00.771136] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:00.771212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:00.776334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:00.777260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:40:00.778529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:00.880990] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.70%, Actual: 3.56%
[2025-11-25T11:40:01.133049] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 6.79%, Actual: 0.62%
[2025-11-25T11:40:01.158714] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:40:01.223781] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:40:01.249618] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:40:01.378159] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:01.419751] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.97%, Actual: 1.74%
[2025-11-25T11:40:01.454087] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.10% | Symbol ETA: 9.3s | Global ETA: 1h 21m 29s
[2025-11-25T11:40:01.454249] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:40:01.455084] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:01.455162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:01.457241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:01.474270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:01.496705] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:01.570306] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:01.571958] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -1.85% | Symbol ETA: 8.5s | Global ETA: 1h 21m 30s
[2025-11-25T11:40:01.572176] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:40:01.573065] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:01.573211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:01.575072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:01.575778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:01.576284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:01.579460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:01.581481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:40:01.582539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:01.627718] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.39%, Actual: 1.35%
[2025-11-25T11:40:01.636991] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 13.0s | Global ETA: 1h 21m 31s
[2025-11-25T11:40:01.637182] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:40:01.638328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:01.638407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:01.644022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:01.644880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:40:01.646170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:01.889071] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 1.21%
[2025-11-25T11:40:01.916885] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:40:01.978776] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:40:02.060624] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:40:02.077308] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.69%, Actual: 2.31%
[2025-11-25T11:40:02.126232] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:02.155691] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:02.209194] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 8.8s | Global ETA: 1h 21m 34s
[2025-11-25T11:40:02.209356] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:40:02.210228] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:02.210366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:02.212503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:02.223474] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -2.86% | Symbol ETA: 7.8s | Global ETA: 1h 21m 34s
[2025-11-25T11:40:02.223626] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:40:02.224407] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:02.224485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:02.226222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:02.226748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:02.227187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:02.228569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:02.229837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:02.231373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:40:02.232115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:02.240435] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:02.263874] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -0.42%, Actual: 2.40%
[2025-11-25T11:40:02.310298] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 12.3s | Global ETA: 1h 21m 35s
[2025-11-25T11:40:02.310456] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:40:02.311471] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:02.311552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:02.316911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:02.317799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:40:02.319110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:02.442231] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.77%, Actual: 1.49%
[2025-11-25T11:40:02.589934] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:40:02.599555] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:40:02.630462] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.82%, Actual: 1.19%
[2025-11-25T11:40:02.630888] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 37.3968%
[2025-11-25T11:40:02.631075] [INFO ] [main      ] BB: DISCARDED add_prior_day_tail_pressure (score: 37.40%)
[2025-11-25T11:40:02.631216] [INFO ] [main      ] BB: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:40:02.631351] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_prior_mag_lag']
[2025-11-25T11:40:02.631491] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:40:02.647439] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:02.648308] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:40:02.649499] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:02.649725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:02.651695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:02.652462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:02.653135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:02.654059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:02.655908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:02.682232] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:40:02.760745] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:02.779981] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:02.828761] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -1.93% | Symbol ETA: 7.2s | Global ETA: 1h 21m 39s
[2025-11-25T11:40:02.828925] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:40:02.829760] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:02.829838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:02.831528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:02.832064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:02.832475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:02.835184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:02.836979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:40:02.837881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:02.854782] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.58% | Symbol ETA: 7.9s | Global ETA: 1h 21m 39s
[2025-11-25T11:40:02.855058] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:40:02.855901] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:02.856034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:02.858054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:02.858679] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:02.874613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:02.930556] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 11.7s | Global ETA: 1h 21m 39s
[2025-11-25T11:40:02.930883] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:40:02.932008] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:02.932151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:02.938153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:02.939188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:40:02.940620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:03.033758] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:40:03.197579] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:40:03.210775] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:03.221033] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:40:03.277522] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.80% | Symbol ETA: 10.0s | Global ETA: 1h 21m 42s
[2025-11-25T11:40:03.277821] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:40:03.278692] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:03.278832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:03.280608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:03.281229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:03.281713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:03.282487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:03.284158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:03.297874] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:40:03.377755] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:03.394319] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:03.448770] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -6.19% | Symbol ETA: 6.5s | Global ETA: 1h 21m 43s
[2025-11-25T11:40:03.449077] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:40:03.449924] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:03.450072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:03.451909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:03.452498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:03.453003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:03.455837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:03.457502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:40:03.458410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:03.474725] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 7.0s | Global ETA: 1h 21m 43s
[2025-11-25T11:40:03.474986] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:40:03.475812] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:03.475941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:03.477976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:03.478363] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:03.494053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:03.543834] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 11.0s | Global ETA: 1h 21m 43s
[2025-11-25T11:40:03.544139] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:40:03.544987] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:03.545071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:03.549916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:03.550808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:40:03.552094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:03.642599] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:40:03.818625] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:40:03.819391] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:03.838123] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:40:03.888316] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -2.20% | Symbol ETA: 9.3s | Global ETA: 1h 21m 46s
[2025-11-25T11:40:03.888607] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:40:03.889467] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:03.889611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:03.891347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:03.891937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:03.892406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:03.892622] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:40:03.893180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:03.894844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:03.993234] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:04.012064] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:04.060038] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 4.57% | Symbol ETA: 5.9s | Global ETA: 1h 21m 47s
[2025-11-25T11:40:04.060338] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:40:04.061232] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:04.061374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:04.063301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:04.063944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:04.064426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:04.067373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:04.069113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:40:04.069930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:04.069891] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:04.088734] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 6.3s | Global ETA: 1h 21m 47s
[2025-11-25T11:40:04.088899] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:40:04.089805] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:04.089936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:04.091906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:04.107990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:04.137808] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.17% | Symbol ETA: 10.4s | Global ETA: 1h 21m 47s
[2025-11-25T11:40:04.138108] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:40:04.138984] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:04.139124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:04.144015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:04.144906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:40:04.146188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:04.255219] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:40:04.421111] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:40:04.435153] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:04.459881] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:40:04.487963] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:40:04.503856] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 6.56% | Symbol ETA: 8.7s | Global ETA: 1h 21m 50s
[2025-11-25T11:40:04.504126] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:40:04.504971] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:04.505109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:04.506849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:04.507438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:04.507959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:04.508763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:04.510391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:04.591064] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:04.635728] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:04.655604] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.04% | Symbol ETA: 5.3s | Global ETA: 1h 21m 51s
[2025-11-25T11:40:04.663739] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:04.709824] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 5.6s | Global ETA: 1h 21m 51s
[2025-11-25T11:40:04.709993] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:40:04.710943] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:04.711078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:04.713166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:04.729728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:04.730461] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 9.8s | Global ETA: 1h 21m 51s
[2025-11-25T11:40:04.830006] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.59%, Actual: 2.02%
[2025-11-25T11:40:04.859771] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:40:04.908449] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.48%, Actual: 0.79%
[2025-11-25T11:40:05.002795] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 5.35%, Actual: 3.01%
[2025-11-25T11:40:05.032970] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:05.079588] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:40:05.085844] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.46%, Actual: 0.26%
[2025-11-25T11:40:05.101917] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.89% | Symbol ETA: 8.0s | Global ETA: 1h 21m 54s
[2025-11-25T11:40:05.102224] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:40:05.103068] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:05.103211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:05.105031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:05.105616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:05.106212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:05.107023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:05.108758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:05.176685] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 3.08%
[2025-11-25T11:40:05.259121] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:05.263559] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -1.11%, Actual: 0.33%
[2025-11-25T11:40:05.336252] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 4.9s | Global ETA: 1h 21m 55s
[2025-11-25T11:40:05.336546] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:40:05.337555] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:05.337667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:05.339876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:05.347407] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 1.14%, Actual: 3.32%
[2025-11-25T11:40:05.356620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:05.439796] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.54%, Actual: 0.44%
[2025-11-25T11:40:05.462784] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:40:05.518145] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -1.85%, Actual: 0.72%
[2025-11-25T11:40:05.620331] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 0.84%
[2025-11-25T11:40:05.646993] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:05.692043] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -2.86%, Actual: 2.67%
[2025-11-25T11:40:05.707471] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:40:05.726249] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.71% | Symbol ETA: 7.4s | Global ETA: 1h 21m 58s
[2025-11-25T11:40:05.726538] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:40:05.727447] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:05.727594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:05.729409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:05.730015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:05.730500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:05.731298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:05.733089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:05.803421] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 0.08%
[2025-11-25T11:40:05.871688] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -1.93%, Actual: 4.92%
[2025-11-25T11:40:05.888122] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:05.961726] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 4.2s | Global ETA: 1h 21m 60s
[2025-11-25T11:40:05.961867] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:40:05.962623] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:05.962722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:05.964609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:05.980147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:05.982351] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.25%, Actual: 0.66%
[2025-11-25T11:40:06.042501] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -6.19%, Actual: 7.59%
[2025-11-25T11:40:06.094021] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:40:06.159551] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.30%
[2025-11-25T11:40:06.215476] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 4.57%, Actual: 6.76%
[2025-11-25T11:40:06.277191] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:06.328538] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:40:06.334709] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.17%, Actual: 0.05%
[2025-11-25T11:40:06.344404] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6.8s | Global ETA: 1h 22m 2s
[2025-11-25T11:40:06.344703] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:40:06.345546] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:06.345740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:06.347516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:06.348172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:06.348712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:06.349490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:06.351177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:06.388137] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.04%, Actual: 3.95%
[2025-11-25T11:40:06.388552] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 49.5759%
[2025-11-25T11:40:06.388731] [INFO ] [main      ] KORE: DISCARDED add_prev_close_to_1100 (score: 49.58%)
[2025-11-25T11:40:06.388857] [INFO ] [main      ] KORE: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:40:06.388964] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_prev_close_to_open']
[2025-11-25T11:40:06.389075] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:40:06.467003] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:06.467772] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:40:06.468691] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:06.468832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:06.470584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:06.471190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:06.471695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:06.474537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:06.476251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:40:06.477122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:06.499065] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:06.509079] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 0.31%
[2025-11-25T11:40:06.509308] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 45.9329%
[2025-11-25T11:40:06.509401] [INFO ] [main      ] GPJA: DISCARDED add_open_reversal_intensity (score: 45.93%)
[2025-11-25T11:40:06.509451] [INFO ] [main      ] GPJA: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:06.509488] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:40:06.509528] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:40:06.522707] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:06.523179] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:40:06.524099] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:06.524175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:06.529077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:06.529935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:06.531429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:06.573853] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 3.6s | Global ETA: 1h 22m 4s
[2025-11-25T11:40:06.573999] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:40:06.574771] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:06.574843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:06.576731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:06.592518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:06.706187] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:40:06.825188] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:40:06.877220] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:06.880732] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:40:06.944785] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.85% | Symbol ETA: 6.2s | Global ETA: 1h 22m 6s
[2025-11-25T11:40:06.945080] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:40:06.945727] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:40:06.945955] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:06.946105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:06.947900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:06.948482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:06.948977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:06.949754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:06.951427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:06.995201] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:07.051929] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:07.062090] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 10.3s | Global ETA: 1h 22m 7s
[2025-11-25T11:40:07.062377] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:40:07.063220] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:07.063384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:07.065112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:07.065694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:07.066167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:07.068897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:07.070532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:40:07.071318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:07.118872] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.31% | Symbol ETA: 14.8s | Global ETA: 1h 22m 8s
[2025-11-25T11:40:07.119186] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:40:07.120140] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:07.120279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:07.125249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:07.126122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:07.127778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:07.131060] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:07.203299] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 2.9s | Global ETA: 1h 22m 8s
[2025-11-25T11:40:07.308195] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:40:07.388352] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.10%, Actual: 0.50%
[2025-11-25T11:40:07.427862] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:40:07.472408] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:40:07.484864] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:07.550149] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 5.6s | Global ETA: 1h 22m 10s
[2025-11-25T11:40:07.550320] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:40:07.551311] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:07.551456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:07.553338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:07.553954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:07.554573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:07.555455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:07.557167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:07.558404] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 2.12%
[2025-11-25T11:40:07.599066] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:07.641228] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:07.665138] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 5.65% | Symbol ETA: 9.8s | Global ETA: 1h 22m 11s
[2025-11-25T11:40:07.665440] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:40:07.666269] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:07.666413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:07.668180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:07.668862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:07.669349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:07.672144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:07.673831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:40:07.674665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:07.706852] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.57% | Symbol ETA: 14.2s | Global ETA: 1h 22m 11s
[2025-11-25T11:40:07.707164] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:40:07.707942] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:07.708084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:07.712895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:07.713771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:07.715351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:07.728136] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.58%, Actual: 0.21%
[2025-11-25T11:40:07.896597] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -0.58%, Actual: 0.30%
[2025-11-25T11:40:07.912230] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:40:08.017821] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:40:08.051607] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:40:08.064522] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 1.16%
[2025-11-25T11:40:08.088147] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:08.152812] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: -0.96% | Symbol ETA: 5.0s | Global ETA: 1h 22m 15s
[2025-11-25T11:40:08.152987] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:40:08.153804] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:08.154011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:08.155818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:08.156408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:08.156921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:08.157744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:08.159406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:08.191796] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:08.224786] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:08.233298] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.60%, Actual: 0.86%
[2025-11-25T11:40:08.259897] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 9.2s | Global ETA: 1h 22m 15s
[2025-11-25T11:40:08.260195] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:40:08.261251] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:08.261396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:08.263410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:08.264032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:08.264522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:08.267315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:08.268977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:40:08.269786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:08.290099] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -1.17% | Symbol ETA: 13.6s | Global ETA: 1h 22m 15s
[2025-11-25T11:40:08.290395] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:40:08.291266] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:08.291408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:08.296347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:08.297279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:08.298867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:08.401634] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 2.61%
[2025-11-25T11:40:08.516249] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:40:08.584722] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.31%
[2025-11-25T11:40:08.613783] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:40:08.647929] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:40:08.700594] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:08.757336] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.01%, Actual: 1.01%
[2025-11-25T11:40:08.768666] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.91% | Symbol ETA: 4.4s | Global ETA: 1h 22m 19s
[2025-11-25T11:40:08.790492] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:08.819065] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:08.856680] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 3.34% | Symbol ETA: 8.6s | Global ETA: 1h 22m 19s
[2025-11-25T11:40:08.856966] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:40:08.857823] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:08.857967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:08.859724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:08.860287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:08.860796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:08.863530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:08.865220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:40:08.866030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:08.883381] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 13.0s | Global ETA: 1h 22m 19s
[2025-11-25T11:40:08.883690] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:40:08.884505] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:08.884658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:08.889686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:08.890601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:08.892208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:08.926382] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 0.44%
[2025-11-25T11:40:08.926769] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 40.6316%
[2025-11-25T11:40:08.927477] [INFO ] [main      ] MXF: DISCARDED add_regime (score: 40.63%)
[2025-11-25T11:40:08.927548] [INFO ] [main      ] MXF: Testing feature 40/53: add_regime_flags
[2025-11-25T11:40:08.927706] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_regime_flags']
[2025-11-25T11:40:08.927828] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:40:08.941390] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:08.942148] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:40:08.943105] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:08.943238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:08.945237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:08.946473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:08.947837] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.80%, Actual: 2.87%
[2025-11-25T11:40:09.129989] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -2.20%, Actual: 3.56%
[2025-11-25T11:40:09.211403] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:40:09.233164] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:40:09.295063] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:40:09.313593] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 6.56%, Actual: 0.62%
[2025-11-25T11:40:09.382317] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:09.404193] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:09.448858] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 8.0s | Global ETA: 1h 22m 23s
[2025-11-25T11:40:09.449157] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:40:09.449995] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:09.450139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:09.451862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:09.452423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:09.452946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:09.455816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:09.457519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:40:09.458336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:09.463724] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:09.469080] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.34% | Symbol ETA: 12.4s | Global ETA: 1h 22m 23s
[2025-11-25T11:40:09.469381] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:40:09.470220] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:09.470360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:09.475298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:09.476190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:09.477811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:09.491956] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.89%, Actual: 1.74%
[2025-11-25T11:40:09.536050] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.33% | Symbol ETA: 8.1s | Global ETA: 1h 22m 24s
[2025-11-25T11:40:09.536340] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:40:09.537197] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:09.537333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:09.539414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:09.540528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:09.669436] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 1.35%
[2025-11-25T11:40:09.841137] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:40:09.844382] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.21%
[2025-11-25T11:40:09.856093] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:40:09.877584] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:40:10.018044] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.85%, Actual: 2.31%
[2025-11-25T11:40:10.022768] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:10.034959] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:10.049460] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:10.089495] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -2.66% | Symbol ETA: 7.4s | Global ETA: 1h 22m 28s
[2025-11-25T11:40:10.089825] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:40:10.090618] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:10.090825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:10.092574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:10.093217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:10.093719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:10.096542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:10.098300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:40:10.099168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:10.103176] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 11.8s | Global ETA: 1h 22m 28s
[2025-11-25T11:40:10.103475] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:40:10.104333] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:10.104476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:10.109540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:10.110477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:10.112089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:10.123866] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.80% | Symbol ETA: 7.5s | Global ETA: 1h 22m 28s
[2025-11-25T11:40:10.124161] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:40:10.125169] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:10.125315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:10.127811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:10.129094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:10.208009] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 2.40%
[2025-11-25T11:40:10.384875] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: -0.96%, Actual: 1.49%
[2025-11-25T11:40:10.450122] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:40:10.473109] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:40:10.490233] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:40:10.564915] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.91%, Actual: 1.19%
[2025-11-25T11:40:10.565278] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 38.9650%
[2025-11-25T11:40:10.565445] [INFO ] [main      ] BB: DISCARDED add_prior_mag_lag (score: 38.97%)
[2025-11-25T11:40:10.565566] [INFO ] [main      ] BB: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:40:10.565690] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_range_overlap_v_prior_day']
[2025-11-25T11:40:10.565802] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:40:10.579567] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:10.580273] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:40:10.581199] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:10.581340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:10.583111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:10.583729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:10.584200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:10.584985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:10.587413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:10.626072] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:10.652567] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:10.665151] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:10.694507] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 6.61% | Symbol ETA: 6.8s | Global ETA: 1h 22m 32s
[2025-11-25T11:40:10.694838] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:40:10.695699] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:10.695836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:10.697677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:10.698293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:10.698806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:10.701724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:10.703493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:40:10.704323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:10.719359] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 11.3s | Global ETA: 1h 22m 32s
[2025-11-25T11:40:10.719516] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:40:10.720423] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:10.720505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:10.725718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:10.726755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:10.728587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:10.744475] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.62% | Symbol ETA: 6.9s | Global ETA: 1h 22m 32s
[2025-11-25T11:40:10.744621] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:40:10.745421] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:10.745496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:10.747594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:10.748810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:10.944762] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:40:11.057796] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:40:11.097977] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:40:11.110468] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:40:11.123777] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:11.188929] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -2.43% | Symbol ETA: 9.3s | Global ETA: 1h 22m 35s
[2025-11-25T11:40:11.189248] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:40:11.190154] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:11.190296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:11.192176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:11.192812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:11.193301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:11.194111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:11.196629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:11.228127] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:11.271660] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:11.293823] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:11.295022] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -4.70% | Symbol ETA: 6.2s | Global ETA: 1h 22m 36s
[2025-11-25T11:40:11.295315] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:40:11.296190] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:11.296336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:11.298158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:11.298767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:11.299249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:11.302044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:11.303729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:40:11.304528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:11.335600] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 10.7s | Global ETA: 1h 22m 36s
[2025-11-25T11:40:11.335959] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:40:11.336804] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:11.336941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:11.341887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:11.342838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:11.344378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:11.367889] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.68% | Symbol ETA: 6.4s | Global ETA: 1h 22m 36s
[2025-11-25T11:40:11.368173] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:40:11.369024] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:11.369155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:11.371224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:11.372456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:11.548856] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:40:11.648480] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:40:11.685367] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:40:11.713674] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:40:11.740298] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:11.806904] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.92% | Symbol ETA: 8.8s | Global ETA: 1h 22m 39s
[2025-11-25T11:40:11.807195] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:40:11.808075] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:11.808214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:11.810001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:11.810565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:11.811053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:11.811832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:11.814283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:11.823221] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:11.858569] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:11.892541] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.34% | Symbol ETA: 5.6s | Global ETA: 1h 22m 40s
[2025-11-25T11:40:11.892863] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:40:11.893851] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:11.894012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:11.894849] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:11.895822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:11.896424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:11.896940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:11.899803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:11.901538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:40:11.902517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:11.923843] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 10.1s | Global ETA: 1h 22m 40s
[2025-11-25T11:40:11.923994] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:40:11.924766] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:11.924840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:11.929790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:11.930608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:11.932104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:11.967607] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 5.8s | Global ETA: 1h 22m 40s
[2025-11-25T11:40:11.967921] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:40:11.968780] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:11.968921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:11.970910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:11.972158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:12.162477] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:40:12.269240] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:40:12.299253] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:40:12.315232] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:40:12.332296] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:12.396400] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 6.54% | Symbol ETA: 8.1s | Global ETA: 1h 22m 43s
[2025-11-25T11:40:12.396600] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:40:12.397509] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:12.397782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:12.399590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:12.400216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:12.400721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:12.401507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:12.404007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:12.443605] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:12.472894] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:12.487552] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:12.510132] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.08% | Symbol ETA: 5.0s | Global ETA: 1h 22m 44s
[2025-11-25T11:40:12.537732] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 9.5s | Global ETA: 1h 22m 44s
[2025-11-25T11:40:12.560762] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 5.1s | Global ETA: 1h 22m 44s
[2025-11-25T11:40:12.561034] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:40:12.561890] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:12.562021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:12.564139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:12.565423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:12.687414] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.33%, Actual: 2.02%
[2025-11-25T11:40:12.710885] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.31%, Actual: 0.79%
[2025-11-25T11:40:12.744961] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:40:12.861532] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 5.65%, Actual: 3.01%
[2025-11-25T11:40:12.883245] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 0.26%
[2025-11-25T11:40:12.915694] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:40:12.926577] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:12.995486] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -4.31% | Symbol ETA: 7.5s | Global ETA: 1h 22m 47s
[2025-11-25T11:40:12.995796] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:40:12.996750] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:12.996853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:12.998758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:12.999404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:12.999898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:13.000662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:13.003304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:13.045868] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.20%, Actual: 3.08%
[2025-11-25T11:40:13.085094] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -1.17%, Actual: 0.33%
[2025-11-25T11:40:13.095502] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:13.178493] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 4.5s | Global ETA: 1h 22m 48s
[2025-11-25T11:40:13.178799] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:40:13.179692] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:13.179843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:13.182713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:13.184201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:13.230832] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 3.34%, Actual: 3.32%
[2025-11-25T11:40:13.262367] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 0.44%
[2025-11-25T11:40:13.363804] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:40:13.406797] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 0.72%
[2025-11-25T11:40:13.433172] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 0.84%
[2025-11-25T11:40:13.532575] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:13.584075] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -2.66%, Actual: 2.67%
[2025-11-25T11:40:13.586635] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:40:13.597118] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.72% | Symbol ETA: 6.9s | Global ETA: 1h 22m 51s
[2025-11-25T11:40:13.597417] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:40:13.598293] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:13.598433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:13.600176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:13.600772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:13.601275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:13.602087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:13.604514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:13.605586] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.08%
[2025-11-25T11:40:13.755685] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:13.756250] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 6.61%, Actual: 4.92%
[2025-11-25T11:40:13.779205] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 0.66%
[2025-11-25T11:40:13.830661] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 4.0s | Global ETA: 1h 22m 53s
[2025-11-25T11:40:13.831253] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:40:13.832086] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:13.832161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:13.834159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:13.835335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:13.931358] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -4.70%, Actual: 7.59%
[2025-11-25T11:40:13.955779] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.30%
[2025-11-25T11:40:13.966676] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:40:14.101187] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.34%, Actual: 6.76%
[2025-11-25T11:40:14.125276] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 0.05%
[2025-11-25T11:40:14.150367] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:14.183707] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:40:14.217132] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 6.3s | Global ETA: 1h 22m 55s
[2025-11-25T11:40:14.217437] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:40:14.218510] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:14.218732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:14.220726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:14.221336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:14.221768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:14.222542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:14.225053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:14.279468] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.08%, Actual: 3.95%
[2025-11-25T11:40:14.279863] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 58.8023%
[2025-11-25T11:40:14.280032] [INFO ] [main      ] KORE: DISCARDED add_prev_close_to_open (score: 58.80%)
[2025-11-25T11:40:14.280149] [INFO ] [main      ] KORE: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:40:14.280254] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure']
[2025-11-25T11:40:14.280377] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:40:14.294126] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:14.294759] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:40:14.295699] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:14.295840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:14.297692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:14.298297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:14.298804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:14.299368] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.31%
[2025-11-25T11:40:14.299620] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 38.0527%
[2025-11-25T11:40:14.299751] [INFO ] [main      ] GPJA: DISCARDED add_open_vs_close_liquidity_ratio (score: 38.05%)
[2025-11-25T11:40:14.299834] [INFO ] [main      ] GPJA: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:40:14.299895] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_open_vs_prev_range_position']
[2025-11-25T11:40:14.299954] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:40:14.301702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:14.303362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:40:14.306311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:14.314022] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:14.314841] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:40:14.315844] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:14.316049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:14.321206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:14.322137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:40:14.325225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:14.363400] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:14.434470] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.50% | Symbol ETA: 3.3s | Global ETA: 1h 22m 57s
[2025-11-25T11:40:14.434768] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:40:14.435582] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:14.435744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:14.437829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:14.439019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:14.569250] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:40:14.665730] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:40:14.669920] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:40:14.740534] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:14.780980] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:40:14.805828] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -4.25% | Symbol ETA: 5.7s | Global ETA: 1h 22m 59s
[2025-11-25T11:40:14.806137] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:40:14.807064] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:14.807208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:14.809346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:14.809926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:14.810365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:14.811300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:14.813901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:14.842083] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:14.845080] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:14.909381] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 13.8s | Global ETA: 1h 23m 0s
[2025-11-25T11:40:14.909702] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:40:14.910527] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:14.910683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:14.915898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:14.916821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:40:14.918389] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -3.36% | Symbol ETA: 10.2s | Global ETA: 1h 23m 0s
[2025-11-25T11:40:14.918663] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:40:14.919517] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:14.919634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:14.919849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:14.921490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:14.922042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:14.922463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:14.925220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:14.926901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:40:14.929932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:14.952955] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:15.023313] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.47% | Symbol ETA: 2.7s | Global ETA: 1h 23m 1s
[2025-11-25T11:40:15.185698] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:40:15.196755] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.33%, Actual: 0.50%
[2025-11-25T11:40:15.263810] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:40:15.291593] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:40:15.370386] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:15.370571] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.80%, Actual: 2.12%
[2025-11-25T11:40:15.435025] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.51% | Symbol ETA: 5.1s | Global ETA: 1h 23m 4s
[2025-11-25T11:40:15.435330] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:40:15.436248] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:15.436403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:15.438296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:15.438952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:15.439439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:15.440173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:15.440421] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:15.442700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:15.475108] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:15.514993] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 13.2s | Global ETA: 1h 23m 4s
[2025-11-25T11:40:15.515322] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:40:15.516349] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:15.516513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:15.522529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:15.523892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:40:15.527178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:15.540549] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 0.21%
[2025-11-25T11:40:15.543297] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 3.81% | Symbol ETA: 9.5s | Global ETA: 1h 23m 4s
[2025-11-25T11:40:15.543590] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:40:15.544425] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:15.544570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:15.546286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:15.546882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:15.547378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:15.550132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:15.551749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:40:15.554570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:15.724414] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.68%, Actual: 0.30%
[2025-11-25T11:40:15.787074] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:40:15.899578] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:40:15.900802] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:40:15.909125] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.96%, Actual: 1.16%
[2025-11-25T11:40:15.961502] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:16.026257] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.66% | Symbol ETA: 4.5s | Global ETA: 1h 23m 8s
[2025-11-25T11:40:16.026551] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:40:16.027418] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:16.027560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:16.029349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:16.030054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:16.030522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:16.031305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:16.033811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:16.068585] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:16.076709] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:16.085915] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.37%, Actual: 0.86%
[2025-11-25T11:40:16.135633] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 0.41% | Symbol ETA: 8.8s | Global ETA: 1h 23m 8s
[2025-11-25T11:40:16.135914] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:40:16.136759] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:16.136904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:16.138688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:16.139275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:16.139771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:16.142449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:16.144079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:40:16.144725] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 12.7s | Global ETA: 1h 23m 8s
[2025-11-25T11:40:16.144880] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:40:16.145671] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:16.145973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:16.146959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:16.151106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:16.152167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:40:16.155431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:16.257978] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 2.61%
[2025-11-25T11:40:16.375332] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:40:16.432195] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.31%
[2025-11-25T11:40:16.492464] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:40:16.510996] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:40:16.547229] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:16.606621] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 1.01%
[2025-11-25T11:40:16.610075] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.49% | Symbol ETA: 3.9s | Global ETA: 1h 23m 12s
[2025-11-25T11:40:16.667376] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:16.688405] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:16.734989] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: -1.35% | Symbol ETA: 8.2s | Global ETA: 1h 23m 12s
[2025-11-25T11:40:16.735275] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:40:16.736123] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:16.736286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:16.738101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:16.738721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:16.739204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:16.742076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:16.743897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:40:16.746810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:16.757204] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 12.1s | Global ETA: 1h 23m 13s
[2025-11-25T11:40:16.757517] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:40:16.758444] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:16.758590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:16.763729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:16.764853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:40:16.768161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:16.779111] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.47%, Actual: 0.44%
[2025-11-25T11:40:16.779499] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 40.5358%
[2025-11-25T11:40:16.779672] [INFO ] [main      ] MXF: DISCARDED add_regime_flags (score: 40.54%)
[2025-11-25T11:40:16.779782] [INFO ] [main      ] MXF: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:16.779882] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:40:16.779983] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:40:16.781247] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -2.43%, Actual: 2.87%
[2025-11-25T11:40:16.792431] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:16.792876] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:40:16.793761] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:16.793939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:16.795962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:16.797889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:16.798442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:16.799557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:16.801245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:16.802418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:16.803264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:16.952140] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.92%, Actual: 3.56%
[2025-11-25T11:40:17.089792] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:40:17.123172] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 6.54%, Actual: 0.62%
[2025-11-25T11:40:17.132171] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:40:17.149343] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:40:17.262414] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:17.291476] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -4.31%, Actual: 1.74%
[2025-11-25T11:40:17.313419] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:17.323517] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:17.332740] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 3.47% | Symbol ETA: 7.6s | Global ETA: 1h 23m 16s
[2025-11-25T11:40:17.333044] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:40:17.333901] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:17.334042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:17.335776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:17.336359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:17.336852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:17.339689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:17.341306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:40:17.344072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:17.383718] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 11.5s | Global ETA: 1h 23m 17s
[2025-11-25T11:40:17.383901] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:40:17.384790] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:17.385020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:17.390379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:17.391374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:40:17.394763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:17.404212] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.11% | Symbol ETA: 7.9s | Global ETA: 1h 23m 17s
[2025-11-25T11:40:17.404491] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:40:17.405358] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:17.405491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:17.407479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:17.409417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:17.409988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:17.411050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:17.412723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:17.413820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:17.414552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:17.460772] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.72%, Actual: 1.35%
[2025-11-25T11:40:17.627554] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 1.21%
[2025-11-25T11:40:17.685552] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:40:17.755305] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:40:17.757411] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:40:17.794787] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -4.25%, Actual: 2.31%
[2025-11-25T11:40:17.856168] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:17.924886] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 1.20% | Symbol ETA: 7.0s | Global ETA: 1h 23m 20s
[2025-11-25T11:40:17.925151] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:40:17.926008] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:17.926152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:17.927950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:17.928521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:17.928955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:17.931638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:17.932346] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:17.933279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:40:17.936099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:17.936568] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:17.965038] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.51%, Actual: 2.40%
[2025-11-25T11:40:18.006120] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 10.9s | Global ETA: 1h 23m 21s
[2025-11-25T11:40:18.006313] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:40:18.007373] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:18.007521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:18.013087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:18.014432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:40:18.014577] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 1.55% | Symbol ETA: 7.2s | Global ETA: 1h 23m 21s
[2025-11-25T11:40:18.014766] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:40:18.015590] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:18.015706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:18.018232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:18.018284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:18.020201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:18.020748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:18.021878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:18.023664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:18.024813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:18.025585] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:18.136063] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.66%, Actual: 1.49%
[2025-11-25T11:40:18.286206] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:40:18.311242] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.49%, Actual: 1.19%
[2025-11-25T11:40:18.311662] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 51.8516%
[2025-11-25T11:40:18.311823] [INFO ] [main      ] BB: DISCARDED add_range_overlap_v_prior_day (score: 51.85%)
[2025-11-25T11:40:18.311949] [INFO ] [main      ] BB: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:40:18.312059] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_range_volume_efficiency']
[2025-11-25T11:40:18.312167] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:40:18.326773] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:18.327417] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:40:18.328380] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:18.328525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:18.330319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:18.330906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:18.331307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:18.332002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:18.334195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:18.373750] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:40:18.384541] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:40:18.471533] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:18.540200] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -1.35% | Symbol ETA: 6.4s | Global ETA: 1h 23m 25s
[2025-11-25T11:40:18.540482] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:40:18.541340] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:18.541486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:18.543369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:18.543991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:18.544475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:18.547311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:18.548955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:40:18.552086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:18.566731] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:18.568837] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:18.637102] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 10.3s | Global ETA: 1h 23m 25s
[2025-11-25T11:40:18.637404] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:40:18.638331] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:18.638476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:18.643831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:18.644840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:40:18.648029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:18.657883] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.54% | Symbol ETA: 6.7s | Global ETA: 1h 23m 25s
[2025-11-25T11:40:18.658039] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:40:18.659026] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:18.659134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:18.661661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:18.663634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:18.664349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:18.665533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:18.667434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:18.668628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:18.669463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:18.679538] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:40:18.845533] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:18.901400] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:40:18.908092] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.44% | Symbol ETA: 8.7s | Global ETA: 1h 23m 27s
[2025-11-25T11:40:18.908381] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:40:18.909215] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:18.909357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:18.911081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:18.911636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:18.912129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:18.912906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:18.915054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:19.006323] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:40:19.044202] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:40:19.076973] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:19.147719] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 5.8s | Global ETA: 1h 23m 29s
[2025-11-25T11:40:19.148072] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:40:19.149233] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:19.149468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:19.151538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:19.152449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:19.153085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:19.156002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:19.157682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:40:19.160546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:19.185950] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:19.214515] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:19.253232] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:40:19.255232] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.93% | Symbol ETA: 9.6s | Global ETA: 1h 23m 29s
[2025-11-25T11:40:19.255553] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:40:19.256480] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:19.256626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:19.261833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:19.262836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:40:19.266230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:19.293730] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -0.17% | Symbol ETA: 6.1s | Global ETA: 1h 23m 30s
[2025-11-25T11:40:19.294001] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:40:19.294820] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:19.294953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:19.296995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:19.298908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:19.299469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:19.300572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:19.302262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:19.303375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:19.304179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:19.424426] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:19.488775] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.71% | Symbol ETA: 8.1s | Global ETA: 1h 23m 31s
[2025-11-25T11:40:19.488938] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:40:19.489719] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:19.489850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:19.491497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:19.492133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:19.492533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:19.493234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:19.495309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:19.514938] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:40:19.629447] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:40:19.649906] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:40:19.692818] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:19.762300] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 1.33% | Symbol ETA: 5.2s | Global ETA: 1h 23m 33s
[2025-11-25T11:40:19.762635] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:40:19.763550] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:19.763716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:19.765548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:19.766174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:19.766770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:19.769681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:19.771385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:40:19.774346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:19.810544] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:19.833833] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:40:19.839695] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:19.878622] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.50% | Symbol ETA: 9.0s | Global ETA: 1h 23m 34s
[2025-11-25T11:40:19.878949] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:40:19.879819] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:19.879966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:19.885374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:19.886379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:40:19.889600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:19.919704] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.80% | Symbol ETA: 5.5s | Global ETA: 1h 23m 34s
[2025-11-25T11:40:19.919990] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:40:19.920841] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:19.920974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:19.922963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:19.924868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:19.925469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:19.926625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:19.928369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:19.929500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:19.930296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:20.000947] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:20.063508] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.55% | Symbol ETA: 7.5s | Global ETA: 1h 23m 35s
[2025-11-25T11:40:20.063826] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:40:20.064676] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:20.064812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:20.066501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:20.067136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:20.067605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:20.068373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:20.070548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:20.217105] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:40:20.249518] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:40:20.277385] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:40:20.395316] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:20.412449] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:40:20.434387] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:20.447725] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:20.464705] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.63% | Symbol ETA: 4.5s | Global ETA: 1h 23m 38s
[2025-11-25T11:40:20.502003] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 8.4s | Global ETA: 1h 23m 38s
[2025-11-25T11:40:20.525802] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 4.8s | Global ETA: 1h 23m 38s
[2025-11-25T11:40:20.526037] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:40:20.526870] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:20.527057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:20.529024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:20.530884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:20.531431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:20.532571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:20.534294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:20.535428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:20.536161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:20.590872] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:20.638195] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -3.36%, Actual: 2.02%
[2025-11-25T11:40:20.663502] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -4.46% | Symbol ETA: 6.9s | Global ETA: 1h 23m 39s
[2025-11-25T11:40:20.663872] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:40:20.665104] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:20.665315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:20.667390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:20.668322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:20.668984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:20.669953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:20.672434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:20.679451] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: 0.26%, Actual: 0.79%
[2025-11-25T11:40:20.818400] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 3.81%, Actual: 3.01%
[2025-11-25T11:40:20.860737] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.10%, Actual: 0.26%
[2025-11-25T11:40:20.882347] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:40:20.994666] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 0.41%, Actual: 3.08%
[2025-11-25T11:40:21.038631] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 0.33%
[2025-11-25T11:40:21.051906] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:21.068887] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:40:21.129358] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 4.2s | Global ETA: 1h 23m 42s
[2025-11-25T11:40:21.129619] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:40:21.130438] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:21.130569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:21.132558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:21.134416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:21.135026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:21.136136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:21.137857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:21.138995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:21.139751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:21.165273] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: -1.35%, Actual: 3.32%
[2025-11-25T11:40:21.214418] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.71%, Actual: 0.44%
[2025-11-25T11:40:21.240617] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:21.303333] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -2.57% | Symbol ETA: 6.4s | Global ETA: 1h 23m 43s
[2025-11-25T11:40:21.303662] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:40:21.304518] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:21.304682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:21.306436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:21.307068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:21.307550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:21.308329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:21.310489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:21.338022] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 3.47%, Actual: 0.72%
[2025-11-25T11:40:21.390876] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.84%
[2025-11-25T11:40:21.480145] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:40:21.508709] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 1.20%, Actual: 2.67%
[2025-11-25T11:40:21.565688] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.44%, Actual: 0.08%
[2025-11-25T11:40:21.658556] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:40:21.658885] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:21.682322] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -1.35%, Actual: 4.92%
[2025-11-25T11:40:21.749437] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.39% | Symbol ETA: 3.6s | Global ETA: 1h 23m 46s
[2025-11-25T11:40:21.749322] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 0.66%
[2025-11-25T11:40:21.749594] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:40:21.750723] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:21.750871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:21.753092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:21.755215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:21.755798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:21.756952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:21.758721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:21.759871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:21.760631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:21.838467] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:21.855578] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 7.59%
[2025-11-25T11:40:21.904877] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 5.8s | Global ETA: 1h 23m 47s
[2025-11-25T11:40:21.905056] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:40:21.905853] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:21.906089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:21.907925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:21.908735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:21.909396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:21.910192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:21.912393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:21.930479] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.93%, Actual: 0.30%
[2025-11-25T11:40:22.026413] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 1.33%, Actual: 6.76%
[2025-11-25T11:40:22.103342] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:40:22.106787] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 0.05%
[2025-11-25T11:40:22.194411] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.63%, Actual: 3.95%
[2025-11-25T11:40:22.194812] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 37.7366%
[2025-11-25T11:40:22.194980] [INFO ] [main      ] KORE: DISCARDED add_prior_day_tail_pressure (score: 37.74%)
[2025-11-25T11:40:22.195104] [INFO ] [main      ] KORE: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:40:22.195210] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag']
[2025-11-25T11:40:22.195318] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:40:22.208271] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:22.208883] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:40:22.209840] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:22.209987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:22.211774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:22.212361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:22.212873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:22.215589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:22.217262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:22.218929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:22.260608] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:40:22.272978] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:22.284228] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.31%
[2025-11-25T11:40:22.284689] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 34.0567%
[2025-11-25T11:40:22.284862] [INFO ] [main      ] GPJA: DISCARDED add_open_vs_prev_range_position (score: 34.06%)
[2025-11-25T11:40:22.284987] [INFO ] [main      ] GPJA: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:40:22.285105] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_overnight_gap_amplitude']
[2025-11-25T11:40:22.285239] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:40:22.301266] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:22.302082] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:40:22.303236] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:22.303394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:22.308900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:22.310010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:40:22.310769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:22.351711] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.32% | Symbol ETA: 3.0s | Global ETA: 1h 23m 50s
[2025-11-25T11:40:22.351993] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:40:22.352861] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:22.352995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:22.354975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:22.356888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:22.357489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:22.358635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:22.360337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:22.361435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:22.362187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:22.438918] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:22.502546] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.85% | Symbol ETA: 5.2s | Global ETA: 1h 23m 51s
[2025-11-25T11:40:22.502862] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:40:22.503734] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:22.503872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:22.505585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:22.506180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:22.506610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:22.507400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:22.509590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:22.565789] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:40:22.652188] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:40:22.738307] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:22.767665] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:40:22.806228] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 1.66% | Symbol ETA: 9.6s | Global ETA: 1h 23m 53s
[2025-11-25T11:40:22.806527] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:40:22.807391] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:22.807534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:22.809313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:22.809910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:22.810380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:22.813098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:22.814727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:22.816454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:22.827834] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:22.867600] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:40:22.903393] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 13.4s | Global ETA: 1h 23m 54s
[2025-11-25T11:40:22.903725] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:40:22.904601] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:22.904768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:22.909814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:22.910763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:40:22.911416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:22.941498] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:23.019410] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 2.4s | Global ETA: 1h 23m 55s
[2025-11-25T11:40:23.057555] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:23.119788] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.41% | Symbol ETA: 4.6s | Global ETA: 1h 23m 56s
[2025-11-25T11:40:23.120082] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:40:23.120948] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:23.121098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:23.122876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:23.123456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:23.123966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:23.124705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:23.126947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:23.159852] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:40:23.191289] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.11%, Actual: 0.50%
[2025-11-25T11:40:23.264008] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:40:23.327626] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:23.360956] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 1.55%, Actual: 2.12%
[2025-11-25T11:40:23.396059] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 5.39% | Symbol ETA: 8.9s | Global ETA: 1h 23m 57s
[2025-11-25T11:40:23.396345] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:40:23.397175] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:23.397323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:23.399126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:23.399728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:23.400212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:23.402945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:23.404560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:23.406241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:23.437865] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:23.485521] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:40:23.506216] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.55% | Symbol ETA: 12.8s | Global ETA: 1h 23m 58s
[2025-11-25T11:40:23.506517] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:40:23.507437] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:23.507584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:23.512860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:23.513826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:40:23.514508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:23.532440] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.54%, Actual: 0.21%
[2025-11-25T11:40:23.666306] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:23.704298] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 0.30%
[2025-11-25T11:40:23.733986] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.64% | Symbol ETA: 4.0s | Global ETA: 1h 23m 60s
[2025-11-25T11:40:23.734285] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:40:23.735202] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:23.735349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:23.737287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:23.737907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:23.738464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:23.739304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:23.741708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:23.751937] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:40:23.873218] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:40:23.881475] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 1.16%
[2025-11-25T11:40:23.931796] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:24.001218] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -5.06% | Symbol ETA: 8.4s | Global ETA: 1h 24m 1s
[2025-11-25T11:40:24.001379] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:40:24.002263] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:24.002428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:24.004237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:24.004814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:24.005337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:24.008216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:24.010063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:24.011763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:24.051716] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:24.063503] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.86%
[2025-11-25T11:40:24.096903] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:40:24.119596] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -1.15% | Symbol ETA: 12.2s | Global ETA: 1h 24m 2s
[2025-11-25T11:40:24.119797] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:40:24.120583] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:24.120686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:24.125782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:24.126616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:40:24.127222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:24.235913] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.76%, Actual: 2.61%
[2025-11-25T11:40:24.272502] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:24.337835] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -3.67% | Symbol ETA: 3.4s | Global ETA: 1h 24m 4s
[2025-11-25T11:40:24.363782] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:40:24.406746] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.31%
[2025-11-25T11:40:24.485415] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:40:24.524102] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.44%, Actual: 2.87%
[2025-11-25T11:40:24.538729] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:24.577288] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 1.01%
[2025-11-25T11:40:24.611180] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 1.23% | Symbol ETA: 7.8s | Global ETA: 1h 24m 6s
[2025-11-25T11:40:24.611479] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:40:24.612357] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:24.612506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:24.614888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:24.615688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:24.616293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:24.620125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:24.622109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:24.624009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:24.675401] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:24.707511] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 3.56%
[2025-11-25T11:40:24.747108] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.44%
[2025-11-25T11:40:24.747495] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 45.0030%
[2025-11-25T11:40:24.747701] [INFO ] [main      ] MXF: DISCARDED add_return_volume_nonlinearity_proxies (score: 45.00%)
[2025-11-25T11:40:24.747818] [INFO ] [main      ] MXF: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:40:24.747917] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_shelf_lag']
[2025-11-25T11:40:24.748069] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:40:24.748797] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 11.7s | Global ETA: 1h 24m 7s
[2025-11-25T11:40:24.749111] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:40:24.749982] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:24.750143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:24.755233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:24.756235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:40:24.756924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:24.761300] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:24.761919] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:40:24.762898] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:24.763041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:24.765113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:24.766460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:24.886461] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.55%, Actual: 0.62%
[2025-11-25T11:40:24.973111] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:40:25.061250] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -4.46%, Actual: 1.74%
[2025-11-25T11:40:25.116336] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:40:25.138051] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:40:25.147358] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:25.216633] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 3.08% | Symbol ETA: 7.2s | Global ETA: 1h 24m 10s
[2025-11-25T11:40:25.216929] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:40:25.217788] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:25.217933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:25.219691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:25.220201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:25.220707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:25.223443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:25.225092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:25.226769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:25.240034] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -2.57%, Actual: 1.35%
[2025-11-25T11:40:25.299544] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:25.331759] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:25.397279] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 11.1s | Global ETA: 1h 24m 11s
[2025-11-25T11:40:25.397449] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:40:25.398401] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:25.398541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:25.403531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:25.404468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:40:25.405109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:25.414763] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 1.21%
[2025-11-25T11:40:25.454204] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 8.4s | Global ETA: 1h 24m 11s
[2025-11-25T11:40:25.454466] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:40:25.455303] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:25.455434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:25.457425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:25.458733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:25.570662] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:40:25.589212] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.85%, Actual: 2.31%
[2025-11-25T11:40:25.743461] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:25.759794] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:40:25.768611] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.41%, Actual: 2.40%
[2025-11-25T11:40:25.801504] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:40:25.815022] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 2.20% | Symbol ETA: 6.6s | Global ETA: 1h 24m 14s
[2025-11-25T11:40:25.815190] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:40:25.815998] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:25.816207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:25.818347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:25.818972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:25.819496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:25.822315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:25.824029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:25.825735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:25.943973] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.64%, Actual: 1.49%
[2025-11-25T11:40:25.946569] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:25.974561] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:26.022426] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.60% | Symbol ETA: 10.5s | Global ETA: 1h 24m 15s
[2025-11-25T11:40:26.022699] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:40:26.023619] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:26.023826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:26.029077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:26.030025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:40:26.030744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:26.116284] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -3.67%, Actual: 1.19%
[2025-11-25T11:40:26.116545] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 46.3676%
[2025-11-25T11:40:26.116671] [INFO ] [main      ] BB: DISCARDED add_range_volume_efficiency (score: 46.37%)
[2025-11-25T11:40:26.116734] [INFO ] [main      ] BB: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:40:26.116803] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:40:26.117000] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:40:26.121392] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.97% | Symbol ETA: 7.6s | Global ETA: 1h 24m 16s
[2025-11-25T11:40:26.121538] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:40:26.122313] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:26.122388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:26.124310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:26.125481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:26.131593] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:26.132087] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:40:26.133000] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:26.133080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:26.134855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:26.135408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:26.135880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:26.136599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:26.140769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:26.186912] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:40:26.363077] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:26.415171] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:40:26.435806] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 0.26% | Symbol ETA: 6.0s | Global ETA: 1h 24m 18s
[2025-11-25T11:40:26.436118] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:40:26.437205] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:26.437363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:26.439270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:26.439928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:26.440428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:26.443347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:26.445204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:26.447099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:26.468709] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:40:26.487854] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:40:26.600746] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:26.639261] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:26.663682] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:26.668062] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 9.9s | Global ETA: 1h 24m 19s
[2025-11-25T11:40:26.668368] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:40:26.669245] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:26.669390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:26.674726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:26.676073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:40:26.676868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:26.729298] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.50% | Symbol ETA: 8.5s | Global ETA: 1h 24m 20s
[2025-11-25T11:40:26.729595] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:40:26.730433] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:26.730576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:26.732313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:26.732909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:26.733382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:26.734163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:26.738134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:26.785562] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.68% | Symbol ETA: 6.9s | Global ETA: 1h 24m 20s
[2025-11-25T11:40:26.785828] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:40:26.786675] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:26.786807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:26.788847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:26.789756] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:40:26.790147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:26.978030] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:27.036573] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:40:27.050941] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -8.86% | Symbol ETA: 5.4s | Global ETA: 1h 24m 22s
[2025-11-25T11:40:27.051254] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:40:27.052112] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:27.052256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:27.054011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:27.054599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:27.055106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:27.057897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:27.059548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:27.061358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:27.133350] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:40:27.143502] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:40:27.222832] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:27.301990] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 9.2s | Global ETA: 1h 24m 24s
[2025-11-25T11:40:27.302346] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:40:27.303636] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:27.303843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:27.310961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:27.312587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:40:27.313462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:27.335669] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:27.337489] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:27.431505] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.97% | Symbol ETA: 8.4s | Global ETA: 1h 24m 25s
[2025-11-25T11:40:27.431844] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:40:27.432790] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:27.432926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:27.434927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:27.435621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:27.436225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:27.437112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:27.442596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:27.444084] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:40:27.511973] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.60% | Symbol ETA: 6.3s | Global ETA: 1h 24m 25s
[2025-11-25T11:40:27.512160] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:40:27.513127] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:27.513209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:27.515394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:27.516992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:27.725603] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:27.796539] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:40:27.818758] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 2.91% | Symbol ETA: 4.8s | Global ETA: 1h 24m 27s
[2025-11-25T11:40:27.818925] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:40:27.819951] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:27.820251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:27.822945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:27.823924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:27.824600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:27.828809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:27.831501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:40:27.834054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:27.954902] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:40:27.977487] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:40:28.009787] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:28.079494] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 8.6s | Global ETA: 1h 24m 29s
[2025-11-25T11:40:28.079849] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:40:28.080823] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:28.080978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:28.086480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:28.087610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:40:28.088291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:28.135775] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:28.186534] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:28.203319] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.54% | Symbol ETA: 8.0s | Global ETA: 1h 24m 30s
[2025-11-25T11:40:28.203635] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:40:28.204503] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:28.204669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:28.206443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:28.207130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:28.207632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:28.208397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:28.212466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:28.250154] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:40:28.335048] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 5.7s | Global ETA: 1h 24m 31s
[2025-11-25T11:40:28.335339] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:40:28.336237] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:28.336369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:28.338501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:28.339949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:28.427296] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:28.448544] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:40:28.496840] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.45% | Symbol ETA: 4.2s | Global ETA: 1h 24m 32s
[2025-11-25T11:40:28.561053] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:40:28.628743] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:28.675096] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 1.66%, Actual: 2.02%
[2025-11-25T11:40:28.681780] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:40:28.695048] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 8.0s | Global ETA: 1h 24m 33s
[2025-11-25T11:40:28.737330] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:28.803497] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -4.86% | Symbol ETA: 7.2s | Global ETA: 1h 24m 34s
[2025-11-25T11:40:28.803819] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:40:28.804713] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:28.804855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:28.806696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:28.807346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:28.807879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:28.808707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:28.812832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:28.852987] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:28.854483] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 5.39%, Actual: 3.01%
[2025-11-25T11:40:28.868511] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.44%, Actual: 0.79%
[2025-11-25T11:40:28.996404] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 5.0s | Global ETA: 1h 24m 35s
[2025-11-25T11:40:28.996548] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:40:28.997343] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:28.997416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:28.999374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:29.000583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:29.031231] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -5.06%, Actual: 3.08%
[2025-11-25T11:40:29.036618] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 0.26%
[2025-11-25T11:40:29.170750] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:40:29.204635] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 0.33%
[2025-11-25T11:40:29.206055] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 1.23%, Actual: 3.32%
[2025-11-25T11:40:29.339301] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:40:29.351372] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:29.376981] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 3.08%, Actual: 0.72%
[2025-11-25T11:40:29.377727] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 0.44%
[2025-11-25T11:40:29.415105] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -1.07% | Symbol ETA: 6.4s | Global ETA: 1h 24m 38s
[2025-11-25T11:40:29.415275] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:40:29.416052] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:29.416140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:29.417836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:29.418483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:29.418976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:29.419752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:29.423852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:29.510417] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:29.546704] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 2.20%, Actual: 2.67%
[2025-11-25T11:40:29.551745] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.84%
[2025-11-25T11:40:29.657294] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: 0.53% | Symbol ETA: 4.2s | Global ETA: 1h 24m 40s
[2025-11-25T11:40:29.657584] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:40:29.658430] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:29.658560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:29.660532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:29.661782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:29.718846] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 4.92%
[2025-11-25T11:40:29.746070] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.60%, Actual: 0.08%
[2025-11-25T11:40:29.780318] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:40:29.903253] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -8.86%, Actual: 7.59%
[2025-11-25T11:40:29.918737] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 0.66%
[2025-11-25T11:40:29.955571] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:30.007501] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:40:30.020450] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.77% | Symbol ETA: 5.8s | Global ETA: 1h 24m 42s
[2025-11-25T11:40:30.020756] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:40:30.021576] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:30.021754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:30.023460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:30.024045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:30.024515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:30.025291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:30.029332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:30.088957] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 2.91%, Actual: 6.76%
[2025-11-25T11:40:30.089809] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.30%
[2025-11-25T11:40:30.188710] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:30.261826] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.05%
[2025-11-25T11:40:30.280715] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.45%, Actual: 3.95%
[2025-11-25T11:40:30.281126] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 52.2560%
[2025-11-25T11:40:30.281305] [INFO ] [main      ] KORE: DISCARDED add_prior_mag_lag (score: 52.26%)
[2025-11-25T11:40:30.281432] [INFO ] [main      ] KORE: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:40:30.281569] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_range_overlap_v_prior_day']
[2025-11-25T11:40:30.281716] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:40:30.295573] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:30.296353] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:40:30.297357] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:30.297500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:30.299374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:30.300021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:30.300522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:30.303479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:30.305240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:30.308413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:30.338762] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 3.5s | Global ETA: 1h 24m 44s
[2025-11-25T11:40:30.339038] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:40:30.340066] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:30.340196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:30.342320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:30.343575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:30.379979] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:40:30.436031] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.10%, Actual: 0.31%
[2025-11-25T11:40:30.436422] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 40.6708%
[2025-11-25T11:40:30.436625] [INFO ] [main      ] GPJA: DISCARDED add_overnight_gap_amplitude (score: 40.67%)
[2025-11-25T11:40:30.436799] [INFO ] [main      ] GPJA: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:40:30.436906] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_overnight_gap_mag']
[2025-11-25T11:40:30.437014] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:40:30.450180] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:30.450908] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:40:30.452000] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:30.452139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:30.457279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:30.458189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:40:30.458893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:30.568851] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:30.634992] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -3.95% | Symbol ETA: 5.1s | Global ETA: 1h 24m 46s
[2025-11-25T11:40:30.635288] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:40:30.636204] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:30.636370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:30.638280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:30.638925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:30.639447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:30.640256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:30.644702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:30.674675] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:40:30.689478] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:40:30.801569] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:40:30.859485] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:30.863426] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:30.929672] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -1.55% | Symbol ETA: 9.6s | Global ETA: 1h 24m 48s
[2025-11-25T11:40:30.929984] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:40:30.930912] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:30.931057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:30.932890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:30.933569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:30.934083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:30.936962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:30.938702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:30.941718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:30.969800] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:31.001060] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:40:31.004779] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.15% | Symbol ETA: 2.8s | Global ETA: 1h 24m 49s
[2025-11-25T11:40:31.005064] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:40:31.005905] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:31.006036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:31.008052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:31.009331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:31.034145] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.37% | Symbol ETA: 12.8s | Global ETA: 1h 24m 49s
[2025-11-25T11:40:31.034487] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:40:31.035323] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:31.035462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:31.040350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:31.041290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:40:31.041994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:31.170512] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:31.234145] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.65% | Symbol ETA: 4.4s | Global ETA: 1h 24m 50s
[2025-11-25T11:40:31.234631] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:40:31.235488] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:31.235629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:31.237377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:31.237968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:31.238618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:31.239388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:31.243484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:31.303694] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:40:31.350512] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:40:31.380564] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:40:31.478309] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:31.524041] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:31.548096] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:31.548316] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 4.86% | Symbol ETA: 8.9s | Global ETA: 1h 24m 52s
[2025-11-25T11:40:31.548589] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:40:31.549507] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:31.549669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:31.551491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:31.552131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:31.552558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:31.555585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:31.557336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:31.560023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:31.591088] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:40:31.615401] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.55% | Symbol ETA: 12.2s | Global ETA: 1h 24m 53s
[2025-11-25T11:40:31.615552] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:40:31.616335] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:31.616421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:31.621219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:31.622049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:40:31.622697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:31.668805] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 2.1s | Global ETA: 1h 24m 53s
[2025-11-25T11:40:31.770986] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:31.837382] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.91% | Symbol ETA: 3.8s | Global ETA: 1h 24m 54s
[2025-11-25T11:40:31.837694] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:40:31.838593] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:31.838756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:31.840504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:31.841131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:31.841610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:31.842398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:31.842538] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -0.84%, Actual: 0.50%
[2025-11-25T11:40:31.846338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:31.914223] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:40:31.959021] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:40:32.013327] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.97%, Actual: 2.12%
[2025-11-25T11:40:32.093604] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:32.127544] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:32.162936] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.20% | Symbol ETA: 8.3s | Global ETA: 1h 24m 57s
[2025-11-25T11:40:32.163226] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:40:32.164088] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:32.164233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:32.166045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:32.166675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:32.167195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:32.170177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:32.171851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:32.174508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:32.181675] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.68%, Actual: 0.21%
[2025-11-25T11:40:32.193941] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.92% | Symbol ETA: 11.6s | Global ETA: 1h 24m 57s
[2025-11-25T11:40:32.194128] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:40:32.195197] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:32.195291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:32.196592] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:40:32.202832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:32.204164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:40:32.205185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:32.351713] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.60%, Actual: 0.30%
[2025-11-25T11:40:32.382105] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:32.446132] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.36% | Symbol ETA: 3.2s | Global ETA: 1h 24m 58s
[2025-11-25T11:40:32.520851] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 1.16%
[2025-11-25T11:40:32.536140] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:40:32.554350] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:40:32.617423] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.50%, Actual: 2.87%
[2025-11-25T11:40:32.688379] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 0.86%
[2025-11-25T11:40:32.713011] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:32.723284] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:32.781898] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 2.72% | Symbol ETA: 7.7s | Global ETA: 1h 25m 1s
[2025-11-25T11:40:32.782209] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:40:32.783139] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:32.783284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:32.785172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:32.785823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:32.786401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:32.787370] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 11.1s | Global ETA: 1h 25m 1s
[2025-11-25T11:40:32.787664] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:40:32.788530] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:32.788686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:32.789263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:32.790967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:32.793517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:32.793541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:32.794469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:40:32.795176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:32.798312] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.97%, Actual: 3.56%
[2025-11-25T11:40:32.856592] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: 0.53%, Actual: 2.61%
[2025-11-25T11:40:32.981121] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.54%, Actual: 0.62%
[2025-11-25T11:40:33.023490] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.46%, Actual: 0.31%
[2025-11-25T11:40:33.148505] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:40:33.149878] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -4.86%, Actual: 1.74%
[2025-11-25T11:40:33.151920] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:40:33.190408] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 1.01%
[2025-11-25T11:40:33.319220] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -1.07%, Actual: 1.35%
[2025-11-25T11:40:33.330034] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:33.357745] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 0.44%
[2025-11-25T11:40:33.358118] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 37.1897%
[2025-11-25T11:40:33.358279] [INFO ] [main      ] MXF: DISCARDED add_shelf_lag (score: 37.19%)
[2025-11-25T11:40:33.358387] [INFO ] [main      ] MXF: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:40:33.358482] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_signed_carry_history_11']
[2025-11-25T11:40:33.358582] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:40:33.371094] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:33.371680] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:40:33.372623] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:33.372770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:33.374743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:33.374568] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:33.376219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:33.400347] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 2.95% | Symbol ETA: 7.0s | Global ETA: 1h 25m 5s
[2025-11-25T11:40:33.400660] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:40:33.401612] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:33.401775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:33.403601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:33.404223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:33.404792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:33.407753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:33.409532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:33.412380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:33.439316] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 10.5s | Global ETA: 1h 25m 5s
[2025-11-25T11:40:33.439615] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:40:33.440453] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:33.440626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:33.445433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:33.446346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:40:33.447079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:33.490037] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.77%, Actual: 1.21%
[2025-11-25T11:40:33.661505] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -3.95%, Actual: 2.31%
[2025-11-25T11:40:33.714804] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:40:33.770936] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:40:33.790022] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:40:33.831788] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.65%, Actual: 2.40%
[2025-11-25T11:40:33.882810] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:33.958141] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.32% | Symbol ETA: 7.3s | Global ETA: 1h 25m 9s
[2025-11-25T11:40:33.958437] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:40:33.959285] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:33.959418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:33.961405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:33.962931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:33.964065] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:33.977133] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:34.004866] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.91%, Actual: 1.49%
[2025-11-25T11:40:34.031545] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -2.78% | Symbol ETA: 6.4s | Global ETA: 1h 25m 9s
[2025-11-25T11:40:34.031741] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:40:34.032519] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:34.032612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:34.034282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:34.034838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:34.035327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:34.038038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:34.039707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:34.042245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:34.042501] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 9.9s | Global ETA: 1h 25m 9s
[2025-11-25T11:40:34.042674] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:40:34.043501] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:34.043655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:34.048478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:34.049374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:40:34.050077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:34.176803] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.36%, Actual: 1.19%
[2025-11-25T11:40:34.177207] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 53.0591%
[2025-11-25T11:40:34.177369] [INFO ] [main      ] BB: DISCARDED add_range_volume_efficiency_refinements (score: 53.06%)
[2025-11-25T11:40:34.177485] [INFO ] [main      ] BB: Testing feature 39/53: add_regime
[2025-11-25T11:40:34.177592] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_regime']
[2025-11-25T11:40:34.177717] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:40:34.191117] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:34.191677] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:40:34.192596] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:34.192768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:34.194523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:34.195125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:34.195610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:34.196392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:34.215869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:34.299054] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:40:34.383320] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:40:34.389329] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:40:34.465383] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:34.537302] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.99% | Symbol ETA: 6.7s | Global ETA: 1h 25m 13s
[2025-11-25T11:40:34.537575] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:40:34.538386] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:34.538516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:34.540495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:34.542004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:34.552860] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:34.553822] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:40:34.558310] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:34.620428] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 5.95% | Symbol ETA: 5.8s | Global ETA: 1h 25m 13s
[2025-11-25T11:40:34.620757] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:40:34.621531] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:34.621694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:34.622942] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 9.3s | Global ETA: 1h 25m 13s
[2025-11-25T11:40:34.623101] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:40:34.623414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:34.623943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:34.624010] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:34.624153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:34.624426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:34.627185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:34.628827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:34.629025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:34.629931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:40:34.630617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:34.631288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:34.724235] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:34.791543] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.19% | Symbol ETA: 8.4s | Global ETA: 1h 25m 14s
[2025-11-25T11:40:34.791854] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:40:34.792611] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:34.792772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:34.794485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:34.795065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:34.795557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:34.796337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:34.816089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:34.878839] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:40:34.970603] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:40:34.970893] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:40:35.050501] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:35.123162] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.72% | Symbol ETA: 6.1s | Global ETA: 1h 25m 17s
[2025-11-25T11:40:35.123321] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:40:35.124212] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:35.124341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:35.126253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:35.127764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:35.140954] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:35.144034] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:35.158144] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:40:35.205513] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.78% | Symbol ETA: 8.7s | Global ETA: 1h 25m 17s
[2025-11-25T11:40:35.205701] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:40:35.206472] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:35.206687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:35.210339] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -13.24% | Symbol ETA: 5.2s | Global ETA: 1h 25m 17s
[2025-11-25T11:40:35.210517] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:40:35.211351] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:35.211493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:35.211580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:35.212543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:40:35.213212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:35.213266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:35.213727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:35.214197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:35.216879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:35.218504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:35.221013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:35.328406] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:35.397297] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 7.8s | Global ETA: 1h 25m 18s
[2025-11-25T11:40:35.397552] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:40:35.398406] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:35.398556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:35.400292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:35.400877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:35.401350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:35.402126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:35.421899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:35.474915] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:40:35.550947] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:40:35.559721] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:40:35.650147] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:35.721533] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:35.725367] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.14% | Symbol ETA: 5.6s | Global ETA: 1h 25m 21s
[2025-11-25T11:40:35.725666] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:40:35.726543] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:35.726691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:35.728781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:35.730318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:35.730786] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:35.761709] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:40:35.786829] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.24% | Symbol ETA: 8.1s | Global ETA: 1h 25m 21s
[2025-11-25T11:40:35.787097] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:40:35.787998] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:35.788138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:35.793057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:35.793958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:40:35.794667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:35.798811] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 8.24% | Symbol ETA: 4.5s | Global ETA: 1h 25m 21s
[2025-11-25T11:40:35.798990] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:40:35.799838] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:35.799979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:35.801727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:35.802316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:35.802839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:35.805533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:35.807176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:40:35.809632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:35.932818] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:36.002522] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 8.84% | Symbol ETA: 7.2s | Global ETA: 1h 25m 22s
[2025-11-25T11:40:36.002800] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:40:36.003621] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:36.003828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:36.005554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:36.006151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:36.006623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:36.007459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:36.026743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:36.080191] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:40:36.137061] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:40:36.155060] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:40:36.251282] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:36.309745] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:36.325178] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 5.0s | Global ETA: 1h 25m 25s
[2025-11-25T11:40:36.325472] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:40:36.326318] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:36.326452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:36.328220] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:36.328512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:36.330013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:36.367862] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:40:36.374430] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 7.5s | Global ETA: 1h 25m 25s
[2025-11-25T11:40:36.394819] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -6.21% | Symbol ETA: 3.9s | Global ETA: 1h 25m 25s
[2025-11-25T11:40:36.540625] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:36.547172] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.37%, Actual: 0.79%
[2025-11-25T11:40:36.568666] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -1.55%, Actual: 2.02%
[2025-11-25T11:40:36.609591] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.34% | Symbol ETA: 6.6s | Global ETA: 1h 25m 27s
[2025-11-25T11:40:36.609752] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:40:36.610518] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:36.610772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:36.612548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:36.613133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:36.613613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:36.614381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:36.633910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:36.672580] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:40:36.717236] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 0.26%
[2025-11-25T11:40:36.738758] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 4.86%, Actual: 3.01%
[2025-11-25T11:40:36.845255] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:36.888305] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.92%, Actual: 0.33%
[2025-11-25T11:40:36.908904] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.20%, Actual: 3.08%
[2025-11-25T11:40:36.919236] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.70% | Symbol ETA: 4.4s | Global ETA: 1h 25m 29s
[2025-11-25T11:40:36.919405] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:40:36.920344] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:36.920477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:36.922548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:36.924143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:36.995005] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:40:37.058142] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.44%
[2025-11-25T11:40:37.078975] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 2.72%, Actual: 3.32%
[2025-11-25T11:40:37.169803] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:37.229139] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.84%
[2025-11-25T11:40:37.239159] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -3.00% | Symbol ETA: 6.0s | Global ETA: 1h 25m 31s
[2025-11-25T11:40:37.239477] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:40:37.240314] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:37.240457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:37.242183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:37.242769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:37.243235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:37.244037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:37.251044] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 2.95%, Actual: 0.72%
[2025-11-25T11:40:37.263733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:37.279846] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:40:37.400764] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.08%
[2025-11-25T11:40:37.421691] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -2.78%, Actual: 2.67%
[2025-11-25T11:40:37.450082] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:37.522379] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.64% | Symbol ETA: 3.8s | Global ETA: 1h 25m 33s
[2025-11-25T11:40:37.522680] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:40:37.523459] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:37.523590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:37.525625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:37.527201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:37.570531] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 0.66%
[2025-11-25T11:40:37.590686] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 5.95%, Actual: 4.92%
[2025-11-25T11:40:37.603055] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:40:37.736276] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.78%, Actual: 0.30%
[2025-11-25T11:40:37.759224] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -13.24%, Actual: 7.59%
[2025-11-25T11:40:37.773621] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:37.842287] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -2.02% | Symbol ETA: 5.4s | Global ETA: 1h 25m 35s
[2025-11-25T11:40:37.842590] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:40:37.843369] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:37.843510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:37.845255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:37.845847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:37.846317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:37.847113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:37.865906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:37.871184] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:40:37.904388] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 0.05%
[2025-11-25T11:40:37.932076] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 8.24%, Actual: 6.76%
[2025-11-25T11:40:38.045158] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:38.070830] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 0.31%
[2025-11-25T11:40:38.071089] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 39.5783%
[2025-11-25T11:40:38.071252] [INFO ] [main      ] GPJA: DISCARDED add_overnight_gap_mag (score: 39.58%)
[2025-11-25T11:40:38.071314] [INFO ] [main      ] GPJA: Testing feature 29/53: add_pct_change
[2025-11-25T11:40:38.071419] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_pct_change']
[2025-11-25T11:40:38.071527] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:40:38.086137] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:38.086668] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:40:38.087611] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:38.087771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:38.092678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:38.093502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:38.095412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:38.102523] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -6.21%, Actual: 3.95%
[2025-11-25T11:40:38.102755] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 58.7455%
[2025-11-25T11:40:38.102851] [INFO ] [main      ] KORE: DISCARDED add_range_overlap_v_prior_day (score: 58.75%)
[2025-11-25T11:40:38.102901] [INFO ] [main      ] KORE: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:40:38.102941] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_range_volume_efficiency']
[2025-11-25T11:40:38.102983] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:40:38.115771] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:38.116189] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:40:38.117059] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:38.117149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:38.117239] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 3.2s | Global ETA: 1h 25m 37s
[2025-11-25T11:40:38.117381] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:40:38.118168] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:38.118245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:38.118861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:38.119386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:38.119812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:38.120248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:38.121672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:38.122444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:38.124032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:38.126221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:38.210496] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:40:38.380895] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:38.427857] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:40:38.449384] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.66% | Symbol ETA: 4.8s | Global ETA: 1h 25m 39s
[2025-11-25T11:40:38.449534] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:40:38.450326] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:38.450404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:38.452094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:38.452598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:38.453012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:38.453732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:38.463820] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:40:38.467395] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:40:38.473090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:38.594535] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:38.631678] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:38.640365] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:38.663652] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 11.7s | Global ETA: 1h 25m 40s
[2025-11-25T11:40:38.663942] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:40:38.664788] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:38.664926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:38.669755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:38.670607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:38.672586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:38.697899] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 1.14% | Symbol ETA: 8.7s | Global ETA: 1h 25m 41s
[2025-11-25T11:40:38.698223] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:40:38.699087] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:38.699233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:38.701056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:38.701635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:38.702137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:38.704983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:38.706665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:38.708964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:38.715277] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.68% | Symbol ETA: 2.6s | Global ETA: 1h 25m 41s
[2025-11-25T11:40:38.715557] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:40:38.716370] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:40:38.716508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:38.718578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:38.720198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:38.812630] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:40:38.983913] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:39.011057] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:40:39.046867] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:40:39.051988] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -0.50% | Symbol ETA: 4.2s | Global ETA: 1h 25m 43s
[2025-11-25T11:40:39.052287] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:40:39.053127] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:39.053267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:39.055057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:39.055565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:39.056050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:39.056834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:39.076103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:39.079293] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:40:39.178021] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:39.214959] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:39.247241] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.13% | Symbol ETA: 11.2s | Global ETA: 1h 25m 44s
[2025-11-25T11:40:39.247552] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:40:39.248434] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:39.248576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:39.253440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:39.253679] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:39.254314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:39.256218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:39.280607] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 2.97% | Symbol ETA: 8.1s | Global ETA: 1h 25m 45s
[2025-11-25T11:40:39.280938] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:40:39.281800] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:39.281941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:39.283669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:39.284240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:39.284756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:39.287487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:39.289127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:39.291370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:39.327101] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.65% | Symbol ETA: 2.1s | Global ETA: 1h 25m 45s
[2025-11-25T11:40:39.420806] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:40:39.496442] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.32%, Actual: 0.50%
[2025-11-25T11:40:39.591903] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:40:39.633199] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:40:39.648197] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:39.668620] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.99%, Actual: 2.12%
[2025-11-25T11:40:39.715736] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.73% | Symbol ETA: 3.6s | Global ETA: 1h 25m 48s
[2025-11-25T11:40:39.716010] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:40:39.716802] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:39.716942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:39.718682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:39.719241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:39.719765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:39.720527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:39.739838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:39.759884] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:39.803594] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:39.830311] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.94% | Symbol ETA: 10.6s | Global ETA: 1h 25m 48s
[2025-11-25T11:40:39.830610] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:40:39.831467] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:39.831606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:39.836430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:39.837349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:39.839269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:39.839491] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.72%, Actual: 0.21%
[2025-11-25T11:40:39.868384] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -1.50% | Symbol ETA: 7.6s | Global ETA: 1h 25m 49s
[2025-11-25T11:40:39.868699] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:40:39.869537] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:39.869695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:39.871410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:39.871999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:39.872483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:39.875222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:39.876878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:39.879131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:40.012191] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.14%, Actual: 0.30%
[2025-11-25T11:40:40.082271] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:40:40.174069] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:40:40.182012] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.74%, Actual: 1.16%
[2025-11-25T11:40:40.217548] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:40:40.251847] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:40.324003] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -0.97% | Symbol ETA: 3.0s | Global ETA: 1h 25m 52s
[2025-11-25T11:40:40.344771] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:40.357700] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.70%, Actual: 0.86%
[2025-11-25T11:40:40.389594] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:40.414944] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 10.0s | Global ETA: 1h 25m 52s
[2025-11-25T11:40:40.415245] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:40:40.416089] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:40.416229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:40.421052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:40.421959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:40.423927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:40.454294] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 1.05% | Symbol ETA: 7.0s | Global ETA: 1h 25m 53s
[2025-11-25T11:40:40.454597] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:40:40.455673] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:40.455812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:40.457752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:40.458316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:40.458809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:40.461769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:40.463401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:40.465708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:40.495586] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.19%, Actual: 2.87%
[2025-11-25T11:40:40.531298] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.64%, Actual: 2.61%
[2025-11-25T11:40:40.668922] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.60%, Actual: 3.56%
[2025-11-25T11:40:40.727796] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.31%
[2025-11-25T11:40:40.760421] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:40:40.810435] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:40:40.848947] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 8.84%, Actual: 0.62%
[2025-11-25T11:40:40.911397] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 1.01%
[2025-11-25T11:40:40.936710] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:40.983742] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:41.007100] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 9.5s | Global ETA: 1h 25m 56s
[2025-11-25T11:40:41.007389] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:40:41.008282] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:41.008427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:41.013839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:41.014880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:41.016939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:41.019344] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.34%, Actual: 1.74%
[2025-11-25T11:40:41.049162] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 0.78% | Symbol ETA: 6.4s | Global ETA: 1h 25m 57s
[2025-11-25T11:40:41.049312] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:40:41.050083] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:41.050159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:41.051819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:41.052324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:41.052732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:41.055343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:41.056904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:41.059072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:41.089765] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.65%, Actual: 0.44%
[2025-11-25T11:40:41.090015] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 46.3209%
[2025-11-25T11:40:41.090163] [INFO ] [main      ] MXF: KEPT add_signed_carry_history_11 (score: 46.32%)
[2025-11-25T11:40:41.090223] [INFO ] [main      ] MXF: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:40:41.090262] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_signed_carry_history_11', 'add_sma_ratio']
[2025-11-25T11:40:41.090304] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:40:41.103211] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:41.103842] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:40:41.104737] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:41.104914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:41.107161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:41.108768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:40:41.109694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:41.190925] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -3.00%, Actual: 1.35%
[2025-11-25T11:40:41.360941] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -2.02%, Actual: 1.21%
[2025-11-25T11:40:41.365212] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:40:41.396331] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:40:41.462596] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:40:41.532530] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.66%, Actual: 2.31%
[2025-11-25T11:40:41.533940] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:41.565258] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:41.603713] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 8.9s | Global ETA: 1h 26m 0s
[2025-11-25T11:40:41.604001] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:40:41.604839] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:41.604979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:41.609910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:41.610842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:41.612857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:41.630048] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -4.82% | Symbol ETA: 5.8s | Global ETA: 1h 26m 0s
[2025-11-25T11:40:41.630351] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:40:41.631217] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:41.631361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:41.633131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:41.633732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:41.634244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:41.636975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:41.638607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:41.638576] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:41.640781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:41.700994] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -0.50%, Actual: 2.40%
[2025-11-25T11:40:41.715756] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.84% | Symbol ETA: 7.1s | Global ETA: 1h 26m 1s
[2025-11-25T11:40:41.716058] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:40:41.716924] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:41.717080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:41.719302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:41.721104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:40:41.721990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:41.874489] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.73%, Actual: 1.49%
[2025-11-25T11:40:41.958668] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:40:41.976957] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:40:42.044354] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -0.97%, Actual: 1.19%
[2025-11-25T11:40:42.044783] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 43.7085%
[2025-11-25T11:40:42.044943] [INFO ] [main      ] BB: DISCARDED add_regime (score: 43.71%)
[2025-11-25T11:40:42.045081] [INFO ] [main      ] BB: Testing feature 40/53: add_regime_flags
[2025-11-25T11:40:42.045190] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_regime_flags']
[2025-11-25T11:40:42.045296] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:40:42.059759] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:42.060323] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:40:42.061253] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:42.061392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:42.063179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:42.063788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:42.064257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:42.064414] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:40:42.065037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:42.066164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:42.130375] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:42.149356] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:42.203019] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 8.3s | Global ETA: 1h 26m 4s
[2025-11-25T11:40:42.203327] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:40:42.204197] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:42.204339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:42.209674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:42.210674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:42.212730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:42.213624] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 5.2s | Global ETA: 1h 26m 4s
[2025-11-25T11:40:42.213919] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:40:42.214757] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:42.214897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:42.216614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:42.217214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:42.217709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:42.220382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:42.222005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:42.224219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:42.236424] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:42.310247] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.91% | Symbol ETA: 6.4s | Global ETA: 1h 26m 5s
[2025-11-25T11:40:42.310525] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:40:42.311383] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:42.311515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:42.313516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:42.315113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:40:42.315995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:42.406601] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:40:42.561208] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:40:42.564269] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:40:42.580782] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:42.648545] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -3.03% | Symbol ETA: 7.9s | Global ETA: 1h 26m 7s
[2025-11-25T11:40:42.648866] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:40:42.649758] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:42.649899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:42.651687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:42.652273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:42.652771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:42.653530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:42.654683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:42.655802] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:40:42.733244] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:42.733629] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:42.800637] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -12.81% | Symbol ETA: 4.6s | Global ETA: 1h 26m 8s
[2025-11-25T11:40:42.800944] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:40:42.801812] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:42.801953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:42.802198] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.55% | Symbol ETA: 7.7s | Global ETA: 1h 26m 8s
[2025-11-25T11:40:42.802485] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:40:42.803284] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:42.803424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:42.803695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:42.804292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:42.804808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:42.807592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:42.808300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:42.809201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:42.809331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:42.811279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:42.811566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:42.823292] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:42.896861] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.91% | Symbol ETA: 5.8s | Global ETA: 1h 26m 9s
[2025-11-25T11:40:42.897162] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:40:42.898527] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:42.898693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:42.900691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:42.902181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:40:42.903021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:42.995115] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:40:43.148896] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:40:43.155659] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:40:43.165418] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:43.230899] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.81% | Symbol ETA: 7.3s | Global ETA: 1h 26m 11s
[2025-11-25T11:40:43.231186] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:40:43.232026] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:43.232168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:43.234022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:43.234603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:43.235102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:43.235820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:43.236933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:43.238058] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:40:43.317021] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:43.324611] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:43.387409] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: 0.32% | Symbol ETA: 7.1s | Global ETA: 1h 26m 12s
[2025-11-25T11:40:43.387724] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:40:43.388551] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:43.388707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:43.388631] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 3.51% | Symbol ETA: 4.1s | Global ETA: 1h 26m 12s
[2025-11-25T11:40:43.388941] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:40:43.389777] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:43.389880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:43.391523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:43.392041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:43.392461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:43.393821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:43.394612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:43.395221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:43.396584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:43.396820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:40:43.399028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:43.405477] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:43.477795] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.37% | Symbol ETA: 5.2s | Global ETA: 1h 26m 13s
[2025-11-25T11:40:43.477945] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:40:43.478708] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:43.478779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:43.480638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:43.482081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:40:43.482848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:43.576735] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:40:43.739844] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:40:43.741741] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:40:43.745910] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:43.811625] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 6.70% | Symbol ETA: 6.7s | Global ETA: 1h 26m 15s
[2025-11-25T11:40:43.811919] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:40:43.812795] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:43.812936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:43.814659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:43.815233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:43.815736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:43.816482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:43.817611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:43.819169] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:40:43.911609] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:43.911574] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:43.975871] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.81% | Symbol ETA: 3.5s | Global ETA: 1h 26m 16s
[2025-11-25T11:40:43.980059] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 6.5s | Global ETA: 1h 26m 16s
[2025-11-25T11:40:43.986230] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:44.059802] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 4.6s | Global ETA: 1h 26m 17s
[2025-11-25T11:40:44.060093] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:40:44.060918] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:44.061047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:44.062985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:44.064460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:40:44.065279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:44.145608] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 1.14%, Actual: 2.02%
[2025-11-25T11:40:44.151271] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.56%, Actual: 0.79%
[2025-11-25T11:40:44.158731] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:40:44.315768] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 2.97%, Actual: 3.01%
[2025-11-25T11:40:44.325152] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.13%, Actual: 0.26%
[2025-11-25T11:40:44.330752] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:44.395677] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.50% | Symbol ETA: 6.1s | Global ETA: 1h 26m 19s
[2025-11-25T11:40:44.395947] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:40:44.396779] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:44.396919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:44.398634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:44.399217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:44.399717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:44.400494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:44.400561] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:40:44.401609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:44.483913] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -1.50%, Actual: 3.08%
[2025-11-25T11:40:44.495688] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.94%, Actual: 0.33%
[2025-11-25T11:40:44.567876] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:44.640218] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.49% | Symbol ETA: 4.0s | Global ETA: 1h 26m 21s
[2025-11-25T11:40:44.640496] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:40:44.641308] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:44.641438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:44.643429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:44.644997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:40:44.645829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:44.652728] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 1.05%, Actual: 3.32%
[2025-11-25T11:40:44.667422] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 0.44%
[2025-11-25T11:40:44.740427] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:40:44.822195] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 0.78%, Actual: 0.72%
[2025-11-25T11:40:44.834997] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.63%, Actual: 0.84%
[2025-11-25T11:40:44.910702] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:44.973843] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 5.5s | Global ETA: 1h 26m 23s
[2025-11-25T11:40:44.974150] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:40:44.974998] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:44.975139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:44.976868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:44.977466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:44.977962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:44.978741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:44.979847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:44.980558] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:40:44.991690] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -4.82%, Actual: 2.67%
[2025-11-25T11:40:45.002262] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.08%
[2025-11-25T11:40:45.148526] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:45.170447] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 0.66%
[2025-11-25T11:40:45.176587] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 4.92%
[2025-11-25T11:40:45.223897] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.78% | Symbol ETA: 3.4s | Global ETA: 1h 26m 25s
[2025-11-25T11:40:45.224046] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:40:45.224855] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:45.224932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:45.226963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:45.228516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:40:45.229356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:45.321165] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:40:45.342849] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.55%, Actual: 0.30%
[2025-11-25T11:40:45.346288] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -12.81%, Actual: 7.59%
[2025-11-25T11:40:45.490075] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:45.514625] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 3.51%, Actual: 6.76%
[2025-11-25T11:40:45.515622] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: 0.32%, Actual: 0.05%
[2025-11-25T11:40:45.552945] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 5.0s | Global ETA: 1h 26m 27s
[2025-11-25T11:40:45.553244] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:40:45.554076] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:45.554217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:45.556043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:45.556622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:45.557139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:45.557948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:45.559068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:45.573326] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:40:45.684786] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.81%, Actual: 3.95%
[2025-11-25T11:40:45.685218] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 54.3398%
[2025-11-25T11:40:45.685328] [INFO ] [main      ] KORE: DISCARDED add_range_volume_efficiency (score: 54.34%)
[2025-11-25T11:40:45.685448] [INFO ] [main      ] KORE: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:40:45.685592] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:40:45.685775] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:40:45.686287] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.10%, Actual: 0.31%
[2025-11-25T11:40:45.686524] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 43.3235%
[2025-11-25T11:40:45.686627] [INFO ] [main      ] GPJA: DISCARDED add_pct_change (score: 43.32%)
[2025-11-25T11:40:45.686714] [INFO ] [main      ] GPJA: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:40:45.686763] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_preclose_acceleration_mag']
[2025-11-25T11:40:45.686816] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:40:45.699688] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:45.700233] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:40:45.700128] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:45.700728] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:40:45.701337] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:45.701490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:45.701696] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:45.701845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:45.703271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:45.703814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:45.704234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:45.707084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:45.707494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:45.708104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:45.709160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:45.709972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:45.715843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:45.746586] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:45.825314] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 2.8s | Global ETA: 1h 26m 29s
[2025-11-25T11:40:45.825582] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:40:45.826466] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:45.826605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:45.828699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:45.830202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:40:45.831030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:45.900738] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:40:46.061408] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:40:46.069921] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:40:46.072698] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:46.136065] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.99% | Symbol ETA: 4.4s | Global ETA: 1h 26m 31s
[2025-11-25T11:40:46.136214] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:40:46.136987] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:46.137084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:46.138849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:46.139514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:46.140012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:46.140806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:46.141930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:46.179903] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:40:46.235088] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:46.240401] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:46.299992] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.39% | Symbol ETA: 11.4s | Global ETA: 1h 26m 32s
[2025-11-25T11:40:46.300138] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:40:46.300934] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:46.301016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:46.305848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:46.306797] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.43% | Symbol ETA: 8.5s | Global ETA: 1h 26m 32s
[2025-11-25T11:40:46.306940] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:40:46.306870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:46.307740] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:46.307817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:46.308000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:46.309443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:46.309987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:46.310402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:46.313079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:46.314738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:46.318717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:46.347323] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:46.420356] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.53% | Symbol ETA: 2.2s | Global ETA: 1h 26m 33s
[2025-11-25T11:40:46.420663] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:40:46.421515] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:46.421665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:46.423662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:46.425162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:40:46.426022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:46.484014] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:40:46.655962] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:46.656735] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:40:46.678152] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:40:46.717909] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.47% | Symbol ETA: 3.8s | Global ETA: 1h 26m 35s
[2025-11-25T11:40:46.718211] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:40:46.719052] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:46.719191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:46.720947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:46.721566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:46.722080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:46.722864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:46.723978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:46.796757] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:40:46.833023] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:46.855734] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:46.902988] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 7.9s | Global ETA: 1h 26m 36s
[2025-11-25T11:40:46.903297] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:40:46.904156] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:46.904304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:46.906072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:46.906673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:46.908195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:46.911692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:46.913447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:46.917545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:46.921362] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 10.9s | Global ETA: 1h 26m 36s
[2025-11-25T11:40:46.921726] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:40:46.922562] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:46.922727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:46.927853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:46.928773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:46.929911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:46.975947] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:47.056402] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 1.6s | Global ETA: 1h 26m 37s
[2025-11-25T11:40:47.067855] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:40:47.239156] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:47.240674] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.84%, Actual: 0.50%
[2025-11-25T11:40:47.261557] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:40:47.294479] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:40:47.303168] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 3.2s | Global ETA: 1h 26m 39s
[2025-11-25T11:40:47.303492] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:40:47.304543] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:47.304722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:47.306582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:47.307315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:47.307841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:47.308632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:47.309851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:47.420909] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.91%, Actual: 2.12%
[2025-11-25T11:40:47.431694] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:47.465442] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:47.500103] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -4.42% | Symbol ETA: 7.3s | Global ETA: 1h 26m 40s
[2025-11-25T11:40:47.500400] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:40:47.501306] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:47.501456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:47.503325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:47.503955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:47.504447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:47.507467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:47.509232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:47.513493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:47.531540] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 10.3s | Global ETA: 1h 26m 40s
[2025-11-25T11:40:47.531884] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:40:47.532816] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:47.532958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:47.537995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:47.538947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:47.540047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:47.599128] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.21%
[2025-11-25T11:40:47.650851] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:40:47.789763] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.37%, Actual: 0.30%
[2025-11-25T11:40:47.820314] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:47.867890] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:40:47.882899] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 2.6s | Global ETA: 1h 26m 43s
[2025-11-25T11:40:47.895966] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:40:47.961762] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 1.16%
[2025-11-25T11:40:48.040225] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:48.057351] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -3.03%, Actual: 2.87%
[2025-11-25T11:40:48.067360] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:48.109388] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 3.95% | Symbol ETA: 6.7s | Global ETA: 1h 26m 44s
[2025-11-25T11:40:48.109567] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:40:48.110525] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:48.110693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:48.112509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:48.113104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:48.113576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:48.116334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:48.118029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:48.122063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:48.130740] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.49%, Actual: 0.86%
[2025-11-25T11:40:48.132121] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 9.7s | Global ETA: 1h 26m 44s
[2025-11-25T11:40:48.132378] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:40:48.133257] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:48.133399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:48.138380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:48.139332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:48.140396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:48.230110] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 3.56%
[2025-11-25T11:40:48.298410] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.78%, Actual: 2.61%
[2025-11-25T11:40:48.412052] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 6.70%, Actual: 0.62%
[2025-11-25T11:40:48.464849] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 0.31%
[2025-11-25T11:40:48.485587] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:40:48.498900] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:40:48.634537] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.50%, Actual: 1.74%
[2025-11-25T11:40:48.640046] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.53%, Actual: 1.01%
[2025-11-25T11:40:48.656207] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:48.686176] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:48.722613] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 9.1s | Global ETA: 1h 26m 48s
[2025-11-25T11:40:48.722925] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:40:48.723801] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:48.723945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:48.728942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:48.729851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:48.730932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:48.756376] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 1.66% | Symbol ETA: 6.1s | Global ETA: 1h 26m 49s
[2025-11-25T11:40:48.756714] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:40:48.757740] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:48.757893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:48.759761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:48.760409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:48.760919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:48.763784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:48.765549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:48.769912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:48.804930] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 1.35%
[2025-11-25T11:40:48.823521] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.36%, Actual: 0.44%
[2025-11-25T11:40:48.823875] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 40.3297%
[2025-11-25T11:40:48.823996] [INFO ] [main      ] MXF: DISCARDED add_sma_ratio (score: 40.33%)
[2025-11-25T11:40:48.824097] [INFO ] [main      ] MXF: Testing feature 45/53: add_true_range
[2025-11-25T11:40:48.824189] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_signed_carry_history_11', 'add_true_range']
[2025-11-25T11:40:48.824246] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:40:48.836886] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:48.837544] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:40:48.838441] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:48.838570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:48.840552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:48.842059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:48.843908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:48.975665] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 1.21%
[2025-11-25T11:40:49.074110] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:40:49.112924] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:40:49.145260] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.99%, Actual: 2.31%
[2025-11-25T11:40:49.182410] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:40:49.244516] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:49.283252] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:49.315205] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 8.4s | Global ETA: 1h 26m 52s
[2025-11-25T11:40:49.315585] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:40:49.316832] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:49.317009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:49.317973] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.47%, Actual: 2.40%
[2025-11-25T11:40:49.322628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:49.323720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:49.324793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:49.349987] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -4.06% | Symbol ETA: 5.5s | Global ETA: 1h 26m 53s
[2025-11-25T11:40:49.350230] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:40:49.351062] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:49.351203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:49.351181] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:49.352942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:49.353506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:49.353933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:49.356621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:49.358304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:49.362309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:49.428810] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.55% | Symbol ETA: 6.7s | Global ETA: 1h 26m 53s
[2025-11-25T11:40:49.428987] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:40:49.429864] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:49.430056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:49.432170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:49.433772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:49.435635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:49.488816] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.27%, Actual: 1.49%
[2025-11-25T11:40:49.657962] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 1.19%
[2025-11-25T11:40:49.658390] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 39.3300%
[2025-11-25T11:40:49.658568] [INFO ] [main      ] BB: DISCARDED add_regime_flags (score: 39.33%)
[2025-11-25T11:40:49.658707] [INFO ] [main      ] BB: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:49.658819] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:40:49.658953] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:40:49.668603] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:40:49.672236] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:49.672818] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:40:49.673690] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:40:49.673833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:49.675665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:49.676255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:49.676767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:49.677573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:49.678121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:49.679231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:49.681068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:49.682164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:49.682929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:49.699602] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:40:49.785735] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:40:49.839976] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:49.874916] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:49.905901] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 7.8s | Global ETA: 1h 26m 56s
[2025-11-25T11:40:49.906054] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:40:49.906887] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:49.907125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:49.911967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:49.912855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:49.913896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:49.942855] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 3.76% | Symbol ETA: 4.9s | Global ETA: 1h 26m 57s
[2025-11-25T11:40:49.943153] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:40:49.944014] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:49.944156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:49.945903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:49.946471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:49.946906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:49.949633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:49.951210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:49.955134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:49.964235] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:50.021909] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:40:50.040213] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.66% | Symbol ETA: 6.2s | Global ETA: 1h 26m 57s
[2025-11-25T11:40:50.040445] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:40:50.041288] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:50.041419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:50.043369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:50.044866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:50.046687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:50.192881] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:50.262960] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -5.30% | Symbol ETA: 7.6s | Global ETA: 1h 26m 59s
[2025-11-25T11:40:50.263261] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:40:50.264142] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:40:50.264303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:50.266080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:50.266691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:50.267201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:50.267991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:50.268529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:50.269710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:50.271375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:50.272475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:50.272766] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:40:50.273240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:50.299990] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:40:50.380863] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:40:50.452027] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:50.475575] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:50.520774] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 7.2s | Global ETA: 1h 27m 0s
[2025-11-25T11:40:50.521076] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:40:50.522042] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:50.522197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:50.527525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:50.528611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:50.529772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:50.544535] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -11.04% | Symbol ETA: 4.3s | Global ETA: 1h 27m 1s
[2025-11-25T11:40:50.544722] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:40:50.545637] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:50.545802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:50.547530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:50.548123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:50.548599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:50.550803] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:50.551333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:50.552897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:50.556809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:50.614550] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:40:50.625624] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.91% | Symbol ETA: 5.6s | Global ETA: 1h 27m 1s
[2025-11-25T11:40:50.625943] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:40:50.626774] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:50.626905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:50.628985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:50.630488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:50.632341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:50.809433] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:50.882880] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -2.72% | Symbol ETA: 7.1s | Global ETA: 1h 27m 3s
[2025-11-25T11:40:50.883165] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:40:50.884043] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:40:50.884186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:50.884675] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:40:50.886095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:50.886739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:50.887247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:50.888047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:50.888579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:50.889710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:50.891440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:50.892566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:50.893332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:50.902753] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:40:50.970594] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:40:51.066357] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:51.075972] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:51.133554] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 6.6s | Global ETA: 1h 27m 5s
[2025-11-25T11:40:51.133733] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:40:51.134601] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:51.134728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:51.139393] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:51.139951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:51.140958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:51.141963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:51.143919] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 6.70% | Symbol ETA: 3.7s | Global ETA: 1h 27m 5s
[2025-11-25T11:40:51.144166] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:40:51.145001] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:51.145142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:51.146870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:51.147487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:51.147980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:51.150699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:51.152298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:40:51.156282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:51.211610] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.56% | Symbol ETA: 5.0s | Global ETA: 1h 27m 5s
[2025-11-25T11:40:51.211778] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:40:51.212516] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:51.212582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:51.214521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:51.215973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:51.217909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:51.243781] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:40:51.434250] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:51.491550] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:40:51.494013] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:40:51.506989] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.74% | Symbol ETA: 6.6s | Global ETA: 1h 27m 7s
[2025-11-25T11:40:51.507176] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:40:51.507991] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:40:51.508219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:51.509979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:51.510563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:51.511054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:51.511839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:51.512366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:51.513486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:51.515228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:51.516348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:51.517186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:51.554877] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:40:51.666360] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:51.667770] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:51.726046] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:51.733493] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.99% | Symbol ETA: 3.1s | Global ETA: 1h 27m 9s
[2025-11-25T11:40:51.735656] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 6.0s | Global ETA: 1h 27m 9s
[2025-11-25T11:40:51.803522] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 4.4s | Global ETA: 1h 27m 9s
[2025-11-25T11:40:51.803835] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:40:51.804747] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:51.804877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:51.806992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:51.808572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:51.810487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:51.863282] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:40:51.909576] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.43%, Actual: 2.02%
[2025-11-25T11:40:51.916371] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.39%, Actual: 0.79%
[2025-11-25T11:40:52.066463] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:52.084757] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 3.01%
[2025-11-25T11:40:52.094612] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 0.26%
[2025-11-25T11:40:52.140198] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -4.52% | Symbol ETA: 6.0s | Global ETA: 1h 27m 11s
[2025-11-25T11:40:52.140554] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:40:52.141602] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:40:52.141792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:52.143956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:52.144678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:52.145246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:52.146208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:52.146881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:52.148272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:52.150399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:52.151793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:52.152744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:52.165789] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:40:52.257962] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -4.42%, Actual: 3.08%
[2025-11-25T11:40:52.272003] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 0.33%
[2025-11-25T11:40:52.341222] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:52.414424] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 3.8s | Global ETA: 1h 27m 13s
[2025-11-25T11:40:52.414715] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:40:52.415533] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:52.415683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:52.417895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:52.419333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:52.421155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:52.432373] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 3.95%, Actual: 3.32%
[2025-11-25T11:40:52.452047] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 0.44%
[2025-11-25T11:40:52.522030] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:40:52.602833] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 1.66%, Actual: 0.72%
[2025-11-25T11:40:52.631693] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.36%, Actual: 0.84%
[2025-11-25T11:40:52.698381] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:52.759661] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:40:52.770428] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 5.4s | Global ETA: 1h 27m 16s
[2025-11-25T11:40:52.770731] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:40:52.771566] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:40:52.771731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:52.772696] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -4.06%, Actual: 2.67%
[2025-11-25T11:40:52.773473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:52.774088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:52.774581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:52.775370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:52.775870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:52.777051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:52.778810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:52.779923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:52.780785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:52.810859] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.08%
[2025-11-25T11:40:52.930336] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:52.946819] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 3.76%, Actual: 4.92%
[2025-11-25T11:40:52.993436] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.25%, Actual: 0.66%
[2025-11-25T11:40:53.006717] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.85% | Symbol ETA: 3.2s | Global ETA: 1h 27m 17s
[2025-11-25T11:40:53.007286] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:40:53.008279] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:53.008409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:53.010552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:53.012051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:53.013863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:53.118706] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -11.04%, Actual: 7.59%
[2025-11-25T11:40:53.160675] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:40:53.173889] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.30%
[2025-11-25T11:40:53.286949] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 6.70%, Actual: 6.76%
[2025-11-25T11:40:53.329584] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:53.344847] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.05%
[2025-11-25T11:40:53.353860] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:40:53.400353] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.94% | Symbol ETA: 4.8s | Global ETA: 1h 27m 20s
[2025-11-25T11:40:53.400514] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:40:53.401293] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:40:53.401500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:53.403236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:53.403842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:53.404315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:53.405108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:53.405636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:53.406773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:53.408514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:53.409587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:53.410348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:53.464153] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.99%, Actual: 3.95%
[2025-11-25T11:40:53.464571] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 57.0250%
[2025-11-25T11:40:53.464765] [INFO ] [main      ] KORE: DISCARDED add_range_volume_efficiency_refinements (score: 57.02%)
[2025-11-25T11:40:53.464891] [INFO ] [main      ] KORE: Testing feature 39/53: add_regime
[2025-11-25T11:40:53.465001] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_regime']
[2025-11-25T11:40:53.465135] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:40:53.478518] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:53.479148] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:40:53.480135] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:53.480282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:53.482257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:53.482920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:53.483419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:53.486343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:53.488257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:53.511028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:53.517139] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.31%
[2025-11-25T11:40:53.517499] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 47.6749%
[2025-11-25T11:40:53.517679] [INFO ] [main      ] GPJA: DISCARDED add_preclose_acceleration_mag (score: 47.67%)
[2025-11-25T11:40:53.517807] [INFO ] [main      ] GPJA: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:40:53.518104] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_prev_1100_to_open']
[2025-11-25T11:40:53.518215] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:40:53.525168] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:53.531990] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:53.532627] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:40:53.533556] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:53.533773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:53.538739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:53.539608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:40:53.540310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:53.598431] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.31% | Symbol ETA: 2.6s | Global ETA: 1h 27m 21s
[2025-11-25T11:40:53.598731] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:40:53.599536] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:53.599682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:53.601664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:53.603158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:53.604963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:53.748160] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:40:53.875750] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:40:53.878526] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:40:53.917939] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:53.945507] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:40:53.988237] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.23% | Symbol ETA: 4.1s | Global ETA: 1h 27m 24s
[2025-11-25T11:40:53.988519] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:40:53.989358] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:40:53.989502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:53.991230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:53.991758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:53.992234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:53.993017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:53.993549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:53.994679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:53.996341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:53.997446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:53.998205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:54.046439] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:54.047954] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:54.112899] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 11.0s | Global ETA: 1h 27m 25s
[2025-11-25T11:40:54.113048] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:40:54.113842] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:54.113931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:54.115660] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -1.95% | Symbol ETA: 8.6s | Global ETA: 1h 27m 25s
[2025-11-25T11:40:54.115826] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:40:54.116589] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:54.116692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:54.116947] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:54.118611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:54.118753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:54.119203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:54.119601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:40:54.119722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:54.120246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:54.122598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:54.124334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:54.143819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:54.190570] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.60% | Symbol ETA: 2.0s | Global ETA: 1h 27m 25s
[2025-11-25T11:40:54.190732] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:40:54.191490] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:54.191571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:54.193456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:54.195032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:54.196831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:54.339333] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:40:54.460879] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:40:54.482745] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:40:54.508345] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:54.536473] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:40:54.578449] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.36% | Symbol ETA: 3.5s | Global ETA: 1h 27m 28s
[2025-11-25T11:40:54.578589] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:40:54.579359] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:40:54.579436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:54.581117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:54.581616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:54.582029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:54.582803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:54.583256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:54.584292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:54.585914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:54.586971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:54.587663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:54.628013] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:54.652784] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:54.692242] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 10.4s | Global ETA: 1h 27m 29s
[2025-11-25T11:40:54.692390] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:40:54.693178] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:54.693252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:54.698079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:54.698911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:40:54.699521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:54.707688] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:54.722215] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 1.79% | Symbol ETA: 7.8s | Global ETA: 1h 27m 29s
[2025-11-25T11:40:54.722366] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:40:54.723330] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:54.723479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:54.725225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:54.725858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:54.726339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:54.729112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:54.730777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:54.750106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:54.779002] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 1.4s | Global ETA: 1h 27m 29s
[2025-11-25T11:40:54.929710] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:40:54.948380] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.55%, Actual: 0.50%
[2025-11-25T11:40:55.036636] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:40:55.091443] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:40:55.098958] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:55.121539] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.66%, Actual: 2.12%
[2025-11-25T11:40:55.169280] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.14% | Symbol ETA: 2.9s | Global ETA: 1h 27m 32s
[2025-11-25T11:40:55.169439] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:40:55.170206] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:40:55.170285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:55.171932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:55.172565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:55.173061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:55.173841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:40:55.174364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:40:55.175470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:40:55.177189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:40:55.178279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:40:55.179076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:55.207207] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:55.259633] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:55.272557] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 9.8s | Global ETA: 1h 27m 33s
[2025-11-25T11:40:55.272864] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:40:55.273733] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:55.273882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:55.278890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:55.279784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:40:55.280479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:55.293613] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.21%
[2025-11-25T11:40:55.329250] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 0.77% | Symbol ETA: 7.2s | Global ETA: 1h 27m 33s
[2025-11-25T11:40:55.329544] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:40:55.330385] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:55.330529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:55.332337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:55.332939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:55.333413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:55.336152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:55.337825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:55.356845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:55.465502] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.56%, Actual: 0.30%
[2025-11-25T11:40:55.517931] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:40:55.631442] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:40:55.636379] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 1.16%
[2025-11-25T11:40:55.687091] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:55.694628] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:40:55.757117] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 2.3s | Global ETA: 1h 27m 36s
[2025-11-25T11:40:55.799904] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:55.808130] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.45%, Actual: 0.86%
[2025-11-25T11:40:55.863277] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 9.2s | Global ETA: 1h 27m 37s
[2025-11-25T11:40:55.863587] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:40:55.864429] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:55.864570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:55.865548] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:55.869412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:55.870380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:40:55.871086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:55.926838] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -5.30%, Actual: 2.87%
[2025-11-25T11:40:55.936565] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 0.89% | Symbol ETA: 6.6s | Global ETA: 1h 27m 37s
[2025-11-25T11:40:55.936863] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:40:55.937763] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:55.937913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:55.939684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:55.940274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:55.940803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:55.943586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:55.945240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:55.965040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:55.979134] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.85%, Actual: 2.61%
[2025-11-25T11:40:56.099246] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -2.72%, Actual: 3.56%
[2025-11-25T11:40:56.154348] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.31%, Actual: 0.31%
[2025-11-25T11:40:56.216796] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:40:56.271416] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.74%, Actual: 0.62%
[2025-11-25T11:40:56.317385] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:40:56.324250] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 1.01%
[2025-11-25T11:40:56.388091] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:56.444067] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -4.52%, Actual: 1.74%
[2025-11-25T11:40:56.453414] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 8.7s | Global ETA: 1h 27m 41s
[2025-11-25T11:40:56.453689] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:40:56.454524] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:56.454681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:56.459502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:56.460371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:40:56.461068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:56.490864] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:56.514816] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 0.44%
[2025-11-25T11:40:56.515173] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 47.0154%
[2025-11-25T11:40:56.515348] [INFO ] [main      ] MXF: KEPT add_true_range (score: 47.02%)
[2025-11-25T11:40:56.515485] [INFO ] [main      ] MXF: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:40:56.515584] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_signed_carry_history_11', 'add_true_range', 'add_vol_of_vol']
[2025-11-25T11:40:56.515702] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:40:56.528149] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:56.528692] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:40:56.529606] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:40:56.529756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:56.531806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:56.533343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:56.535255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:40:56.536446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:56.562136] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 2.18% | Symbol ETA: 5.9s | Global ETA: 1h 27m 41s
[2025-11-25T11:40:56.562429] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:40:56.563287] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:56.563431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:56.565152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:56.565753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:56.566227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:56.569038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:56.570776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:56.590447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:56.613250] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.82%, Actual: 1.35%
[2025-11-25T11:40:56.782272] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.94%, Actual: 1.21%
[2025-11-25T11:40:56.797066] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:40:56.885459] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:40:56.932462] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:40:56.952985] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.23%, Actual: 2.31%
[2025-11-25T11:40:56.965341] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:57.029793] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 8.1s | Global ETA: 1h 27m 44s
[2025-11-25T11:40:57.029959] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:40:57.030877] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:57.031015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:57.035867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:57.036750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:40:57.037460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:57.067173] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:57.105224] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:40:57.122083] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.36%, Actual: 2.40%
[2025-11-25T11:40:57.148932] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.31% | Symbol ETA: 6.8s | Global ETA: 1h 27m 45s
[2025-11-25T11:40:57.149220] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:40:57.150186] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:40:57.150323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:57.152417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:57.154104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:57.156205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:40:57.157461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:57.177460] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 5.3s | Global ETA: 1h 27m 45s
[2025-11-25T11:40:57.177772] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:40:57.178667] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:57.178810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:57.180572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:57.181179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:57.181719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:57.184502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:57.186152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:57.205940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:57.292209] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.14%, Actual: 1.49%
[2025-11-25T11:40:57.389820] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:40:57.461373] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -0.78%, Actual: 1.19%
[2025-11-25T11:40:57.461614] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 58.8505%
[2025-11-25T11:40:57.461866] [INFO ] [main      ] BB: DISCARDED add_return_volume_nonlinearity_proxies (score: 58.85%)
[2025-11-25T11:40:57.461985] [INFO ] [main      ] BB: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:40:57.462090] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_shelf_lag']
[2025-11-25T11:40:57.462198] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:40:57.476693] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:40:57.477193] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:40:57.478177] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:57.478319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:57.480137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:57.480757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:57.481248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:57.482032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:57.483233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:57.502522] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:40:57.544139] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:40:57.559093] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:57.623065] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 7.5s | Global ETA: 1h 27m 48s
[2025-11-25T11:40:57.623367] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:40:57.624239] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:57.624379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:57.629253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:57.630139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:40:57.630872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:57.677061] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:57.713713] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:40:57.755245] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 6.1s | Global ETA: 1h 27m 49s
[2025-11-25T11:40:57.755519] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:40:57.756430] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:40:57.756568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:57.758714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:57.760340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:57.762358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:40:57.763714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:57.783200] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 0.18% | Symbol ETA: 4.7s | Global ETA: 1h 27m 50s
[2025-11-25T11:40:57.783346] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:40:57.784133] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:57.784209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:57.785872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:57.786365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:57.786797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:57.789576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:57.791171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:57.810554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:57.821857] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:40:57.969423] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:40:57.993609] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:40:58.103130] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:40:58.132520] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.02% | Symbol ETA: 8.0s | Global ETA: 1h 27m 52s
[2025-11-25T11:40:58.132709] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:40:58.133621] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:58.133780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:58.135458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:58.136090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:58.136569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:58.137357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:58.138576] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:58.140056] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:58.151859] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:40:58.204999] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.48% | Symbol ETA: 6.9s | Global ETA: 1h 27m 52s
[2025-11-25T11:40:58.205282] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:40:58.206305] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:58.206446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:58.212088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:58.213035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:40:58.213740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:58.272481] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:58.321913] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:40:58.348050] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.48% | Symbol ETA: 5.4s | Global ETA: 1h 27m 53s
[2025-11-25T11:40:58.348202] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:40:58.348984] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:40:58.349058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:58.350964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:58.352374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:58.354129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:40:58.355198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:58.393826] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -5.04% | Symbol ETA: 4.1s | Global ETA: 1h 27m 54s
[2025-11-25T11:40:58.394147] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:40:58.395231] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:58.395402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:58.397846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:58.398625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:58.399242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:58.402953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:58.405110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:58.425317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:58.483331] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:40:58.552087] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:40:58.652943] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:40:58.693420] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:40:58.723575] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:58.770745] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:40:58.788405] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 6.3s | Global ETA: 1h 27m 56s
[2025-11-25T11:40:58.788557] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:40:58.789086] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.77% | Symbol ETA: 7.3s | Global ETA: 1h 27m 56s
[2025-11-25T11:40:58.789341] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:40:58.789417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:40:58.789429] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:40:58.790274] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:58.790415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:58.792141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:58.792742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:58.793216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:58.793999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:58.794190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:40:58.795217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:40:58.795196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:58.795873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:58.862181] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:40:58.937627] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.51% | Symbol ETA: 4.8s | Global ETA: 1h 27m 57s
[2025-11-25T11:40:58.937807] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:40:58.938735] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:40:58.938866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:58.940904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:58.942454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:58.944297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:40:58.945329] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:40:58.945480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:59.017083] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 2.83% | Symbol ETA: 3.5s | Global ETA: 1h 27m 58s
[2025-11-25T11:40:59.017259] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:40:59.018154] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:40:59.018377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:59.020251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:59.020884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:59.021377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:40:59.024206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:40:59.025996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:40:59.046370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:59.141685] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:40:59.149662] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:40:59.290603] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:40:59.314990] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:59.332611] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:40:59.379571] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 5.7s | Global ETA: 1h 28m 0s
[2025-11-25T11:40:59.389387] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:40:59.465932] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:40:59.516463] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 6.76% | Symbol ETA: 6.9s | Global ETA: 1h 28m 1s
[2025-11-25T11:40:59.516844] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:40:59.518286] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:40:59.518507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:59.521392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:40:59.522275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:40:59.522946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:40:59.524059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:40:59.525925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:59.541826] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.58% | Symbol ETA: 4.2s | Global ETA: 1h 28m 1s
[2025-11-25T11:40:59.542128] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:40:59.543031] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:40:59.543166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:40:59.545196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:40:59.546728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:40:59.548285] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.30%, Actual: 0.79%
[2025-11-25T11:40:59.548599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:40:59.549811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:40:59.567625] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:40:59.640731] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.90% | Symbol ETA: 2.9s | Global ETA: 1h 28m 2s
[2025-11-25T11:40:59.717558] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 0.26%
[2025-11-25T11:40:59.820824] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -1.95%, Actual: 2.02%
[2025-11-25T11:40:59.885676] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:40:59.887109] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.33%
[2025-11-25T11:40:59.895763] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:41:00.014061] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 1.79%, Actual: 3.01%
[2025-11-25T11:41:00.058509] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 0.44%
[2025-11-25T11:41:00.061093] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:00.080819] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:00.168306] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.98% | Symbol ETA: 3.6s | Global ETA: 1h 28m 6s
[2025-11-25T11:41:00.168463] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:41:00.169392] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:00.169521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:00.171448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:00.172939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:00.174756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:00.175898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:00.182330] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 3.08%
[2025-11-25T11:41:00.200451] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -4.37% | Symbol ETA: 6.2s | Global ETA: 1h 28m 6s
[2025-11-25T11:41:00.200764] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:41:00.201579] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:00.201745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:00.203453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:00.204053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:00.204523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:00.205302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:00.206494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:00.230263] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 0.84%
[2025-11-25T11:41:00.350294] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 0.89%, Actual: 3.32%
[2025-11-25T11:41:00.400844] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.08%
[2025-11-25T11:41:00.513464] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:41:00.526709] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 2.18%, Actual: 0.72%
[2025-11-25T11:41:00.545591] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:41:00.569970] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.66%
[2025-11-25T11:41:00.682172] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:00.701233] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 2.67%
[2025-11-25T11:41:00.720597] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:00.741091] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 0.30%
[2025-11-25T11:41:00.756894] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.63% | Symbol ETA: 3.0s | Global ETA: 1h 28m 10s
[2025-11-25T11:41:00.757184] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:41:00.758019] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:00.758149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:00.760130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:00.761615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:00.763446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:00.764517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:00.865853] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 1.26% | Symbol ETA: 5.5s | Global ETA: 1h 28m 10s
[2025-11-25T11:41:00.866001] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:41:00.866782] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:00.866855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:00.868546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:00.869162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:00.869635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:00.870405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:00.871593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:00.885136] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 4.92%
[2025-11-25T11:41:00.909759] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.05%
[2025-11-25T11:41:01.078822] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -5.04%, Actual: 7.59%
[2025-11-25T11:41:01.154331] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 0.31%
[2025-11-25T11:41:01.154778] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 33.8876%
[2025-11-25T11:41:01.154950] [INFO ] [main      ] GPJA: DISCARDED add_prev_1100_to_open (score: 33.89%)
[2025-11-25T11:41:01.155074] [INFO ] [main      ] GPJA: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:41:01.155186] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_prev_close_to_1100']
[2025-11-25T11:41:01.155299] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:41:01.169430] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:01.170249] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:41:01.171304] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:01.171455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:01.176732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:01.177881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:41:01.182430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:01.232044] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:41:01.311102] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 2.83%, Actual: 6.76%
[2025-11-25T11:41:01.434751] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:41:01.487276] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.90%, Actual: 3.95%
[2025-11-25T11:41:01.487509] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 42.5160%
[2025-11-25T11:41:01.487608] [INFO ] [main      ] KORE: DISCARDED add_regime (score: 42.52%)
[2025-11-25T11:41:01.487678] [INFO ] [main      ] KORE: Testing feature 40/53: add_regime_flags
[2025-11-25T11:41:01.487724] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_regime_flags']
[2025-11-25T11:41:01.487765] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:41:01.507986] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:01.511753] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:41:01.512612] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:01.512709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:01.514444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:01.517991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:01.518404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:01.524122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:01.525689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:01.529736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:01.584025] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:01.590446] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:41:01.634952] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:01.693952] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 2.5s | Global ETA: 1h 28m 16s
[2025-11-25T11:41:01.694102] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:41:01.694927] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:01.695003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:01.697008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:01.698513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:01.700352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:01.701465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:01.771491] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:01.794349] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.35% | Symbol ETA: 5.0s | Global ETA: 1h 28m 17s
[2025-11-25T11:41:01.794507] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:41:01.795328] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:01.795406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:01.797143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:01.797687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:01.798095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:01.798802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:01.799957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:01.842044] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.34% | Symbol ETA: 11.2s | Global ETA: 1h 28m 17s
[2025-11-25T11:41:01.842213] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:41:01.843024] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:01.843099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:01.848158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:01.849231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:41:01.849876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:01.924086] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:41:02.095820] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:02.165772] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:41:02.166855] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 3.30% | Symbol ETA: 8.6s | Global ETA: 1h 28m 19s
[2025-11-25T11:41:02.167201] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:41:02.168359] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:02.168517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:02.170441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:02.171106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:02.171600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:02.174674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:02.176531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:02.177823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:02.198491] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:41:02.213298] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:41:02.350011] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:02.384565] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:02.398773] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:02.474096] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 1.9s | Global ETA: 1h 28m 21s
[2025-11-25T11:41:02.474266] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:41:02.475377] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:02.475472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:02.478222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:02.479364] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.72% | Symbol ETA: 10.4s | Global ETA: 1h 28m 21s
[2025-11-25T11:41:02.479586] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:41:02.480282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:02.481021] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:02.481185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:02.482985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:02.484417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:02.487719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:02.488787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:41:02.489551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:02.493522] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.07% | Symbol ETA: 4.2s | Global ETA: 1h 28m 21s
[2025-11-25T11:41:02.493717] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:41:02.494620] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:02.494731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:02.496473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:02.497051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:02.497464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:02.498202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:02.499440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:02.545459] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:41:02.730242] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:02.795760] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 2.92% | Symbol ETA: 7.8s | Global ETA: 1h 28m 23s
[2025-11-25T11:41:02.795907] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:41:02.796694] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:02.796769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:02.798498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:02.799084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:02.799520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:02.802283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:02.803893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:02.804956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:02.841338] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:41:02.850992] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:41:02.854741] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:41:03.009608] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:03.027668] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:03.027545] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:03.093224] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.92% | Symbol ETA: 9.7s | Global ETA: 1h 28m 25s
[2025-11-25T11:41:03.093371] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:41:03.094151] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:03.094225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:03.099537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:03.100558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:41:03.101232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:03.109335] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 1.2s | Global ETA: 1h 28m 25s
[2025-11-25T11:41:03.144903] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: 0.38% | Symbol ETA: 3.5s | Global ETA: 1h 28m 26s
[2025-11-25T11:41:03.145053] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:41:03.145825] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:03.145900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:03.146129] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:41:03.147557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:03.148077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:03.148501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:03.149213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:03.150337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:03.300250] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.31%, Actual: 0.50%
[2025-11-25T11:41:03.315818] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:03.383440] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -1.52% | Symbol ETA: 7.0s | Global ETA: 1h 28m 27s
[2025-11-25T11:41:03.383593] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:41:03.384406] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:03.384485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:03.386196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:03.386753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:03.387224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:03.389930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:03.391525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:03.392590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:03.456636] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:41:03.490246] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:41:03.524279] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 2.12%
[2025-11-25T11:41:03.631443] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:03.660254] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:03.695920] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.51% | Symbol ETA: 9.0s | Global ETA: 1h 28m 29s
[2025-11-25T11:41:03.696082] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:41:03.696895] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:03.696972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:03.701962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:03.702810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:41:03.703452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:03.718264] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 0.21%
[2025-11-25T11:41:03.738363] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:41:03.794142] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 2.13% | Symbol ETA: 2.8s | Global ETA: 1h 28m 30s
[2025-11-25T11:41:03.794298] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:41:03.795147] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:03.795226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:03.796989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:03.797584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:03.798015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:03.798746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:03.799943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:03.900425] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.51%, Actual: 0.30%
[2025-11-25T11:41:03.909509] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:03.975793] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 1.21% | Symbol ETA: 6.4s | Global ETA: 1h 28m 31s
[2025-11-25T11:41:03.975995] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:41:03.976963] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:03.977141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:03.978931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:03.979534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:03.980028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:03.982806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:03.984572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:03.985798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:04.055091] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:41:04.073305] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.58%, Actual: 1.16%
[2025-11-25T11:41:04.148801] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:41:04.228076] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:04.247716] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.98%, Actual: 0.86%
[2025-11-25T11:41:04.292999] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.22% | Symbol ETA: 8.3s | Global ETA: 1h 28m 33s
[2025-11-25T11:41:04.293262] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:41:04.294090] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:04.294223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:04.299084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:04.299975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:41:04.300690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:04.322378] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:04.330038] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:41:04.418213] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 2.61%
[2025-11-25T11:41:04.457600] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.17% | Symbol ETA: 2.1s | Global ETA: 1h 28m 35s
[2025-11-25T11:41:04.502314] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:04.569060] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -3.42% | Symbol ETA: 5.7s | Global ETA: 1h 28m 35s
[2025-11-25T11:41:04.569362] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:41:04.570256] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:04.570415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:04.572259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:04.572948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:04.573437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:04.576239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:04.578022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:04.579187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:04.592218] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.70%, Actual: 0.31%
[2025-11-25T11:41:04.630756] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.02%, Actual: 2.87%
[2025-11-25T11:41:04.638203] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:41:04.767390] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 1.01%
[2025-11-25T11:41:04.810721] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:04.813436] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.77%, Actual: 3.56%
[2025-11-25T11:41:04.875197] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 7.6s | Global ETA: 1h 28m 37s
[2025-11-25T11:41:04.875694] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:41:04.876714] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:04.876843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:04.882039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:04.883150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:41:04.884008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:04.934448] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:41:04.941631] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: -0.03%, Actual: 0.44%
[2025-11-25T11:41:04.941908] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 38.9656%
[2025-11-25T11:41:04.942115] [INFO ] [main      ] MXF: DISCARDED add_vol_of_vol (score: 38.97%)
[2025-11-25T11:41:04.942239] [INFO ] [main      ] MXF: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:41:04.942345] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_signed_carry_history_11', 'add_true_range', 'add_volatility_decay_ratio']
[2025-11-25T11:41:04.942451] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:41:04.955237] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:04.955874] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:41:04.956822] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:04.956962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:04.959030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:04.960579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:04.962514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:04.963808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:04.996787] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 6.76%, Actual: 0.62%
[2025-11-25T11:41:05.110892] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:05.177164] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -4.37%, Actual: 1.74%
[2025-11-25T11:41:05.178665] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -4.40% | Symbol ETA: 5.1s | Global ETA: 1h 28m 39s
[2025-11-25T11:41:05.178832] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:41:05.179613] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:05.179715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:05.181539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:05.182245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:05.182765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:05.185572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:05.187591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:05.188754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:05.240866] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:41:05.316726] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:41:05.350064] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 1.26%, Actual: 1.35%
[2025-11-25T11:41:05.420769] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:05.486336] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 7.0s | Global ETA: 1h 28m 42s
[2025-11-25T11:41:05.486624] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:41:05.487521] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:05.487608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:05.489843] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:05.492831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:05.493881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:41:05.494586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:05.527251] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.35%, Actual: 1.21%
[2025-11-25T11:41:05.541073] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:41:05.567111] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -0.54% | Symbol ETA: 6.6s | Global ETA: 1h 28m 42s
[2025-11-25T11:41:05.567285] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:41:05.568144] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:05.568364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:05.570458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:05.572081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:05.574425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:05.576010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:05.698269] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.07%, Actual: 2.31%
[2025-11-25T11:41:05.716997] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:05.783831] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 4.5s | Global ETA: 1h 28m 44s
[2025-11-25T11:41:05.784122] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:41:05.785010] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:05.785162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:05.786976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:05.787618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:05.788162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:05.791149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:05.792878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:05.794050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:05.870884] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:41:05.870786] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 2.40%
[2025-11-25T11:41:05.922802] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:41:06.041611] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 1.49%
[2025-11-25T11:41:06.060550] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:06.099432] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:06.132217] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 6.4s | Global ETA: 1h 28m 46s
[2025-11-25T11:41:06.132516] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:41:06.133450] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:06.133591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:06.138836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:06.139870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:41:06.140568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:06.157457] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:41:06.178419] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 6.0s | Global ETA: 1h 28m 46s
[2025-11-25T11:41:06.178705] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:41:06.179630] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:06.179995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:06.182005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:06.183528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:06.185403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:06.186665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:06.214467] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.17%, Actual: 1.19%
[2025-11-25T11:41:06.214894] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 56.8451%
[2025-11-25T11:41:06.215063] [INFO ] [main      ] BB: DISCARDED add_shelf_lag (score: 56.85%)
[2025-11-25T11:41:06.215178] [INFO ] [main      ] BB: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:41:06.215286] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_signed_carry_history_11']
[2025-11-25T11:41:06.215393] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:41:06.229886] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:06.230408] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:41:06.231327] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:06.231503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:06.233270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:06.233884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:06.234356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:06.235173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:06.236663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:06.336407] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:06.404386] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -10.74% | Symbol ETA: 3.9s | Global ETA: 1h 28m 48s
[2025-11-25T11:41:06.404688] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:41:06.405531] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:06.405689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:06.407499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:06.408131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:06.408664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:06.411790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:06.413817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:06.415218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:06.490192] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:41:06.537992] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:41:06.572892] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:41:06.663065] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:06.718970] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:06.728079] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 5.8s | Global ETA: 1h 28m 50s
[2025-11-25T11:41:06.728254] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:41:06.729182] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:06.729314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:06.734237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:06.735235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:41:06.735965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:06.739986] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:06.768526] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:41:06.804891] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.60% | Symbol ETA: 5.4s | Global ETA: 1h 28m 50s
[2025-11-25T11:41:06.805602] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:41:06.806509] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:06.806712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:06.808860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:06.809833] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -2.90% | Symbol ETA: 7.3s | Global ETA: 1h 28m 50s
[2025-11-25T11:41:06.810165] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:41:06.810455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:06.811034] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:06.811113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:06.812475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:06.812790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:06.813377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:06.813785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:06.813872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:06.814591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:06.816116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:06.951734] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:07.018318] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 6.40% | Symbol ETA: 3.3s | Global ETA: 1h 28m 52s
[2025-11-25T11:41:07.018605] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:41:07.019465] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:07.019609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:07.021522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:07.022171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:07.022691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:07.025443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:07.027295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:07.028440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:07.091176] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:41:07.166364] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:41:07.190623] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:41:07.270354] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:07.334969] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 5.2s | Global ETA: 1h 28m 54s
[2025-11-25T11:41:07.375659] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:07.383562] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:07.446090] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.16% | Symbol ETA: 6.9s | Global ETA: 1h 28m 55s
[2025-11-25T11:41:07.446245] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:41:07.447110] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:07.447191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:07.448945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:07.449499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:07.449933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:07.450664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:07.452090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:07.466060] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:41:07.479820] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -2.29% | Symbol ETA: 4.9s | Global ETA: 1h 28m 55s
[2025-11-25T11:41:07.479987] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:41:07.481163] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:07.481257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:07.484005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:07.485971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:07.488566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:07.490209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:07.508598] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.34%, Actual: 0.79%
[2025-11-25T11:41:07.654727] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:07.679669] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.26%
[2025-11-25T11:41:07.724459] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -1.10% | Symbol ETA: 2.7s | Global ETA: 1h 28m 57s
[2025-11-25T11:41:07.834538] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:41:07.854450] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:41:07.857281] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.92%, Actual: 0.33%
[2025-11-25T11:41:07.902991] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 3.30%, Actual: 2.02%
[2025-11-25T11:41:08.005380] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:08.023912] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:08.043469] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.51%, Actual: 0.44%
[2025-11-25T11:41:08.074405] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.47% | Symbol ETA: 6.4s | Global ETA: 1h 28m 59s
[2025-11-25T11:41:08.074571] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:41:08.075410] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:08.075660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:08.077451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:08.078148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:08.078692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:08.079475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:08.080966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:08.082877] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 2.92%, Actual: 3.01%
[2025-11-25T11:41:08.099359] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.07% | Symbol ETA: 4.2s | Global ETA: 1h 28m 59s
[2025-11-25T11:41:08.099532] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:41:08.100298] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:08.100386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:08.102323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:08.103860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:08.105623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:08.106808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:08.219982] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 0.84%
[2025-11-25T11:41:08.259602] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -1.52%, Actual: 3.08%
[2025-11-25T11:41:08.396302] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.08%
[2025-11-25T11:41:08.427708] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:41:08.438359] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 1.21%, Actual: 3.32%
[2025-11-25T11:41:08.454690] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:41:08.572763] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.66%
[2025-11-25T11:41:08.604326] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:08.631188] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -3.42%, Actual: 0.72%
[2025-11-25T11:41:08.634512] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:08.683565] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -6.51% | Symbol ETA: 5.8s | Global ETA: 1h 29m 3s
[2025-11-25T11:41:08.683889] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:41:08.684763] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:08.684901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:08.686972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:08.687589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:08.688117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:08.688915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:08.690416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:08.711054] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 3.6s | Global ETA: 1h 29m 3s
[2025-11-25T11:41:08.711545] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:41:08.712531] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:08.712690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:08.714872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:08.716564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:08.718755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:08.720157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:08.753628] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 0.30%
[2025-11-25T11:41:08.812787] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -4.40%, Actual: 2.67%
[2025-11-25T11:41:08.931854] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.05%
[2025-11-25T11:41:08.995012] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 4.92%
[2025-11-25T11:41:09.064797] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:41:09.068154] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:41:09.116285] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.31%
[2025-11-25T11:41:09.116671] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 35.0506%
[2025-11-25T11:41:09.116835] [INFO ] [main      ] GPJA: DISCARDED add_prev_close_to_1100 (score: 35.05%)
[2025-11-25T11:41:09.116948] [INFO ] [main      ] GPJA: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:41:09.117086] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_prev_close_to_open']
[2025-11-25T11:41:09.117214] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:41:09.180021] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -10.74%, Actual: 7.59%
[2025-11-25T11:41:09.197089] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:09.197876] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:41:09.198865] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:09.198992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:09.204224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:09.205249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:41:09.205978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:09.242494] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:09.247054] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:09.313609] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.42% | Symbol ETA: 5.2s | Global ETA: 1h 29m 7s
[2025-11-25T11:41:09.313792] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:41:09.314577] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:09.314682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:09.316401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:09.317144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:09.317623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:09.318680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:09.320329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:09.324314] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 3.0s | Global ETA: 1h 29m 7s
[2025-11-25T11:41:09.324459] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:41:09.325226] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:09.325300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:09.327235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:09.328677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:09.330420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:09.331577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:09.359332] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 6.40%, Actual: 6.76%
[2025-11-25T11:41:09.538271] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -1.10%, Actual: 3.95%
[2025-11-25T11:41:09.538923] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 47.7290%
[2025-11-25T11:41:09.539127] [INFO ] [main      ] KORE: DISCARDED add_regime_flags (score: 47.73%)
[2025-11-25T11:41:09.539441] [INFO ] [main      ] KORE: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:41:09.539550] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:41:09.539707] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:41:09.553628] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:09.554384] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:41:09.555363] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T11:41:09.555508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:09.557321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:09.557938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:09.558611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:09.561315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:09.562695] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:41:09.562949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:09.563502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:09.564595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:09.566482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:41:09.567624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:41:09.568386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:09.676082] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:41:09.683788] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:41:09.748303] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:09.814519] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.37% | Symbol ETA: 10.5s | Global ETA: 1h 29m 11s
[2025-11-25T11:41:09.814816] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:41:09.815660] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:09.815789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:09.821170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:09.822081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:41:09.822809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:09.849288] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:09.860438] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:09.917089] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.13% | Symbol ETA: 4.5s | Global ETA: 1h 29m 11s
[2025-11-25T11:41:09.917382] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:41:09.918233] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:09.918373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:09.920099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:09.920687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:09.921157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:09.921743] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:41:09.922010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:09.923485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:09.936000] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 2.3s | Global ETA: 1h 29m 12s
[2025-11-25T11:41:09.936297] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:41:09.937125] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:09.937268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:09.939682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:09.941251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:09.943157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:09.944443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:10.107782] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:10.179907] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:41:10.189683] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -3.89% | Symbol ETA: 8.1s | Global ETA: 1h 29m 13s
[2025-11-25T11:41:10.190024] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:41:10.191436] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T11:41:10.191620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:10.194201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:10.194981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:10.195819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:10.199017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:10.200861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:10.201560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:10.203005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:10.205317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:41:10.206611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:41:10.207488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:10.266286] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:41:10.290492] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:41:10.370206] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:10.437272] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.55% | Symbol ETA: 9.9s | Global ETA: 1h 29m 15s
[2025-11-25T11:41:10.437522] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:41:10.438352] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:10.438484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:10.441090] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:10.443402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:10.444330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:41:10.445043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:10.465711] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:10.508139] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.39% | Symbol ETA: 3.9s | Global ETA: 1h 29m 15s
[2025-11-25T11:41:10.508465] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:41:10.509302] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:10.509443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:10.511162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:10.511755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:10.512233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:10.513004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:10.514495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:10.541182] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.49% | Symbol ETA: 1.7s | Global ETA: 1h 29m 16s
[2025-11-25T11:41:10.541323] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:41:10.542117] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:10.542205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:10.544129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:10.545625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:10.547414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:10.548768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:10.580889] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:41:10.756077] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:10.787796] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:41:10.827601] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: -3.70% | Symbol ETA: 7.5s | Global ETA: 1h 29m 18s
[2025-11-25T11:41:10.827800] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:41:10.828576] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T11:41:10.828681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:10.830551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:10.831154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:10.831660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:10.834348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:10.836073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:10.836623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:10.837766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:10.839432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:41:10.840563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:41:10.841341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:10.855030] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:41:10.887934] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:41:10.957519] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:11.026293] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.92% | Symbol ETA: 9.2s | Global ETA: 1h 29m 19s
[2025-11-25T11:41:11.026567] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:41:11.027490] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:11.027627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:11.032668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:11.033561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:41:11.034337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:11.041238] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:11.060806] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:11.111050] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.09% | Symbol ETA: 3.3s | Global ETA: 1h 29m 19s
[2025-11-25T11:41:11.111202] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:41:11.112044] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:11.112129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:11.113971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:11.114511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:11.114990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:11.115737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:11.117375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:11.137965] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.33% | Symbol ETA: 1.1s | Global ETA: 1h 29m 20s
[2025-11-25T11:41:11.185171] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:41:11.310698] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -0.54%, Actual: 0.50%
[2025-11-25T11:41:11.355052] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:11.378920] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:41:11.424734] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.10% | Symbol ETA: 6.8s | Global ETA: 1h 29m 22s
[2025-11-25T11:41:11.424892] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:41:11.425633] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T11:41:11.425731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:11.427410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:11.427941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:11.428442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:11.431148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:11.432792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:11.433342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:11.434444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:11.436133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:41:11.437288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:41:11.438067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:11.464961] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:41:11.499463] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 1.14%, Actual: 2.12%
[2025-11-25T11:41:11.550558] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:11.616113] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 8.6s | Global ETA: 1h 29m 23s
[2025-11-25T11:41:11.616399] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:41:11.617294] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:11.617435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:11.622507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:11.623579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:41:11.624355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:11.636833] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:11.669568] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 0.21%
[2025-11-25T11:41:11.701186] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 2.7s | Global ETA: 1h 29m 23s
[2025-11-25T11:41:11.701481] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:41:11.702324] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:11.702469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:11.704236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:11.704905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:11.705421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:11.706250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:11.707780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:11.783033] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:41:11.843324] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -2.29%, Actual: 0.30%
[2025-11-25T11:41:11.953710] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:11.971572] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:41:12.018933] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 1.16%
[2025-11-25T11:41:12.022716] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 1.46% | Symbol ETA: 6.1s | Global ETA: 1h 29m 26s
[2025-11-25T11:41:12.022861] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:41:12.023602] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T11:41:12.023693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:12.025355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:12.025897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:12.026324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:12.029040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:12.030601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:12.031255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:12.032368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:12.034085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:41:12.035267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:41:12.036061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:12.046132] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:41:12.148310] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:12.197530] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 0.86%
[2025-11-25T11:41:12.214531] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:12.216063] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 8.0s | Global ETA: 1h 29m 27s
[2025-11-25T11:41:12.216356] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:41:12.217215] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:12.217348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:12.222199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:12.223077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:41:12.223790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:12.278772] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 2.1s | Global ETA: 1h 29m 27s
[2025-11-25T11:41:12.370755] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.87%, Actual: 2.61%
[2025-11-25T11:41:12.375167] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:41:12.450796] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -2.90%, Actual: 2.87%
[2025-11-25T11:41:12.546455] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.31%
[2025-11-25T11:41:12.548248] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:12.568513] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:41:12.617458] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.16%, Actual: 3.56%
[2025-11-25T11:41:12.617836] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 3.98% | Symbol ETA: 5.5s | Global ETA: 1h 29m 30s
[2025-11-25T11:41:12.618109] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:41:12.618991] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T11:41:12.619133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:12.620877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:12.621454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:12.621955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:12.624667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:12.626290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:12.626857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:12.627985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:12.629797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:41:12.631007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:41:12.631816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:12.720818] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.49%, Actual: 1.01%
[2025-11-25T11:41:12.742191] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:12.784350] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.47%, Actual: 0.62%
[2025-11-25T11:41:12.809924] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 7.4s | Global ETA: 1h 29m 31s
[2025-11-25T11:41:12.810231] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:41:12.811115] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:12.811252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:12.816447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:12.817425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:41:12.818188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:12.893120] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.33%, Actual: 0.44%
[2025-11-25T11:41:12.893471] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 41.5361%
[2025-11-25T11:41:12.893628] [INFO ] [main      ] MXF: DISCARDED add_volatility_decay_ratio (score: 41.54%)
[2025-11-25T11:41:12.893760] [INFO ] [main      ] MXF: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:41:12.893868] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_signed_carry_history_11', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:41:12.894019] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:41:12.906487] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:12.907236] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:41:12.908158] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:12.908303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:12.910302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:12.911901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:12.913779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:12.914360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:12.915500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:12.917622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:12.954084] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -6.51%, Actual: 1.74%
[2025-11-25T11:41:12.974428] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:41:13.121406] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 1.35%
[2025-11-25T11:41:13.143850] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:13.177918] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:41:13.213151] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -4.71% | Symbol ETA: 4.9s | Global ETA: 1h 29m 34s
[2025-11-25T11:41:13.213462] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:41:13.214302] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T11:41:13.214450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:13.216155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:13.216750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:13.217261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:13.219963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:13.221565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:13.222122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:13.223241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:13.224968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:41:13.226150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:41:13.226936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:13.261687] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:41:13.288262] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 1.21%
[2025-11-25T11:41:13.354040] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:13.420466] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 6.8s | Global ETA: 1h 29m 35s
[2025-11-25T11:41:13.420780] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:41:13.421662] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:13.421811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:13.426972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:13.427897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:41:13.428636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:13.434488] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:13.457759] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.39%, Actual: 2.31%
[2025-11-25T11:41:13.516130] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -0.89% | Symbol ETA: 6.3s | Global ETA: 1h 29m 36s
[2025-11-25T11:41:13.516302] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:41:13.517231] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:13.517323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:13.519342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:13.520919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:13.522884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:13.523456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:13.524545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:13.526635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:13.565871] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:41:13.627397] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.09%, Actual: 2.40%
[2025-11-25T11:41:13.736306] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:13.785707] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:41:13.797288] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 1.49%
[2025-11-25T11:41:13.807535] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 1.54% | Symbol ETA: 4.2s | Global ETA: 1h 29m 38s
[2025-11-25T11:41:13.807844] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:41:13.808733] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T11:41:13.808871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:13.810635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:13.811223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:13.811718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:13.814439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:13.816059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:13.816595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:13.817732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:13.819412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:41:13.820543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:41:13.821349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:13.893579] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:41:13.961714] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:13.967457] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 1.19%
[2025-11-25T11:41:13.967876] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 34.3143%
[2025-11-25T11:41:13.968042] [INFO ] [main      ] BB: DISCARDED add_signed_carry_history_11 (score: 34.31%)
[2025-11-25T11:41:13.968161] [INFO ] [main      ] BB: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:41:13.968283] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_sma_ratio']
[2025-11-25T11:41:13.968404] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:41:13.982204] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:13.982703] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:41:13.983602] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:13.983722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:13.985429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:13.985978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:13.986523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:13.987321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:13.988112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:14.026014] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.78% | Symbol ETA: 6.2s | Global ETA: 1h 29m 39s
[2025-11-25T11:41:14.026298] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:41:14.027151] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:14.027284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:14.032156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:14.033027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:41:14.033723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:14.073018] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:14.155083] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 5.8s | Global ETA: 1h 29m 40s
[2025-11-25T11:41:14.155361] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:41:14.156196] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:14.156343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:14.158377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:14.159915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:14.161146] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:41:14.161815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:14.162364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:14.163546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:14.165702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:14.329182] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:41:14.332441] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:14.388091] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:41:14.403325] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -5.77% | Symbol ETA: 3.6s | Global ETA: 1h 29m 42s
[2025-11-25T11:41:14.403729] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:41:14.404511] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T11:41:14.404603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:14.406274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:14.406953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:14.407441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:14.410350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:14.411982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:14.412537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:14.413634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:14.415329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:41:14.416454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:41:14.417255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:14.501112] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:14.564479] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.80% | Symbol ETA: 6.9s | Global ETA: 1h 29m 43s
[2025-11-25T11:41:14.564758] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:41:14.565579] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:14.565736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:14.567475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:14.568081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:14.568558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:14.569336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:14.570132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:14.580909] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:41:14.614707] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:14.694284] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.24% | Symbol ETA: 5.6s | Global ETA: 1h 29m 44s
[2025-11-25T11:41:14.694568] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:41:14.695428] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:14.695575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:14.701828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:14.703257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:41:14.704342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:14.781606] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:41:14.784879] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:14.880037] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.63% | Symbol ETA: 5.4s | Global ETA: 1h 29m 45s
[2025-11-25T11:41:14.880368] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:41:14.881525] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:14.881788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:14.884014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:14.885798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:14.887985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:14.888669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:14.889959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:14.892149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:15.021979] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:41:15.028334] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:15.125749] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 6.63% | Symbol ETA: 3.0s | Global ETA: 1h 29m 47s
[2025-11-25T11:41:15.125939] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:41:15.127159] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T11:41:15.127449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:15.130185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:15.131098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:15.131781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:15.135993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:15.138539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:15.139374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:41:15.141079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:15.143726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:41:15.145460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:41:15.146582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:15.245590] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:41:15.274750] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:15.352607] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 7.1s | Global ETA: 1h 29m 48s
[2025-11-25T11:41:15.352938] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:41:15.353865] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:15.354047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:15.356343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:15.357110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:15.357692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:15.358527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:15.359413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:15.367678] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:41:15.475755] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:15.558594] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 5.0s | Global ETA: 1h 29m 49s
[2025-11-25T11:41:15.610456] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:41:15.611435] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:15.699629] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.35% | Symbol ETA: 5.0s | Global ETA: 1h 29m 50s
[2025-11-25T11:41:15.699807] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:41:15.700570] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:15.700661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:15.702620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:15.704394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:15.706330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:15.706921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:15.708081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:15.710227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:15.783808] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.37%, Actual: 0.79%
[2025-11-25T11:41:15.796871] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:15.803100] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:41:15.871413] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: 0.74% | Symbol ETA: 2.4s | Global ETA: 1h 29m 52s
[2025-11-25T11:41:15.958350] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 0.26%
[2025-11-25T11:41:15.978619] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:16.041885] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.66% | Symbol ETA: 6.4s | Global ETA: 1h 29m 53s
[2025-11-25T11:41:16.042181] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:41:16.043831] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:16.044008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:16.045223] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -3.89%, Actual: 2.02%
[2025-11-25T11:41:16.045830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:16.046442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:16.046949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:16.047756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:16.048872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:16.055432] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:41:16.136358] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.92%, Actual: 0.33%
[2025-11-25T11:41:16.221008] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: -3.70%, Actual: 3.01%
[2025-11-25T11:41:16.230594] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:16.306815] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.44%
[2025-11-25T11:41:16.310592] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 4.2s | Global ETA: 1h 29m 55s
[2025-11-25T11:41:16.310922] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:41:16.311855] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:16.311940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:16.313993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:16.315762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:16.317776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:16.318336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:16.319514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:16.321613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:16.392058] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.10%, Actual: 3.08%
[2025-11-25T11:41:16.393790] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:41:16.475594] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.84%
[2025-11-25T11:41:16.562722] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:16.563884] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 1.46%, Actual: 3.32%
[2025-11-25T11:41:16.625452] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.75% | Symbol ETA: 5.6s | Global ETA: 1h 29m 57s
[2025-11-25T11:41:16.625764] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:41:16.626593] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:16.626748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:16.628535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:16.629146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:16.629638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:16.630443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:16.631291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:16.645015] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.08%
[2025-11-25T11:41:16.678501] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:41:16.736204] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 3.98%, Actual: 0.72%
[2025-11-25T11:41:16.813833] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 0.66%
[2025-11-25T11:41:16.848099] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:16.907354] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -4.71%, Actual: 2.67%
[2025-11-25T11:41:16.926696] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 3.5s | Global ETA: 1h 29m 59s
[2025-11-25T11:41:16.926981] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:41:16.927841] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:16.927986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:16.930132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:16.931678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:16.933515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:16.934094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:16.935167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:16.937335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:16.970699] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:41:16.982499] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.78%, Actual: 0.30%
[2025-11-25T11:41:17.078662] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 1.54%, Actual: 4.92%
[2025-11-25T11:41:17.145041] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:17.151780] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 0.05%
[2025-11-25T11:41:17.208839] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.25% | Symbol ETA: 4.8s | Global ETA: 1h 30m 1s
[2025-11-25T11:41:17.209147] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:41:17.210052] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:17.210194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:17.212040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:17.212625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:17.213142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:17.213973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:17.214802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:17.249191] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -5.77%, Actual: 7.59%
[2025-11-25T11:41:17.280714] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:41:17.320898] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 0.31%
[2025-11-25T11:41:17.321185] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 39.5783%
[2025-11-25T11:41:17.321332] [INFO ] [main      ] GPJA: DISCARDED add_prev_close_to_open (score: 39.58%)
[2025-11-25T11:41:17.321446] [INFO ] [main      ] GPJA: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:41:17.321541] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_prior_day_tail_pressure']
[2025-11-25T11:41:17.321639] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:41:17.334615] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:17.335350] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:41:17.336276] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:17.336408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:17.341279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:17.342178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:41:17.344959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:17.420539] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 6.63%, Actual: 6.76%
[2025-11-25T11:41:17.456201] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:17.535879] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.20% | Symbol ETA: 2.8s | Global ETA: 1h 30m 3s
[2025-11-25T11:41:17.536166] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:41:17.537016] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:17.537174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:17.539149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:17.540658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:17.542478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:17.543087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:17.544162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:17.546202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:17.561562] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:41:17.591194] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: 0.74%, Actual: 3.95%
[2025-11-25T11:41:17.591553] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 51.4632%
[2025-11-25T11:41:17.591726] [INFO ] [main      ] KORE: DISCARDED add_return_volume_nonlinearity_proxies (score: 51.46%)
[2025-11-25T11:41:17.591844] [INFO ] [main      ] KORE: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:41:17.591950] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_shelf_lag']
[2025-11-25T11:41:17.592060] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:41:17.604706] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:17.605206] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:41:17.606126] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:17.606269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:17.608059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:17.608697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:17.609119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:17.611805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:17.613372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:17.614795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:17.683753] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:41:17.734744] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:17.798852] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 4.2s | Global ETA: 1h 30m 5s
[2025-11-25T11:41:17.799163] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:41:17.800009] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:17.800155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:17.801988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:17.802597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:17.803105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:17.803910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:17.804743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:17.852636] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:17.885097] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:41:17.918788] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.10% | Symbol ETA: 10.0s | Global ETA: 1h 30m 5s
[2025-11-25T11:41:17.919033] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:41:17.919865] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:17.919997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:17.924869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:17.925779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:41:17.928532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:17.958908] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:41:18.054726] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:18.131608] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 2.2s | Global ETA: 1h 30m 7s
[2025-11-25T11:41:18.131904] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:41:18.133406] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:18.133546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:18.134871] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:18.135515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:18.137071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:18.138924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:18.139489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:18.140629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:18.142701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:18.150541] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:41:18.268682] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:41:18.272882] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -1.51% | Symbol ETA: 8.2s | Global ETA: 1h 30m 8s
[2025-11-25T11:41:18.273040] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:41:18.273975] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:18.274065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:18.276165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:18.276798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:18.277405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:18.280470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:18.282151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:18.283659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:18.324865] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:18.389503] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -0.33% | Symbol ETA: 3.5s | Global ETA: 1h 30m 9s
[2025-11-25T11:41:18.389675] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:41:18.390555] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:18.390758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:18.392518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:18.393136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:18.393618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:18.394419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:18.395217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:18.437821] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:18.482760] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:41:18.503456] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.02% | Symbol ETA: 9.4s | Global ETA: 1h 30m 9s
[2025-11-25T11:41:18.503602] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:41:18.504468] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:18.504600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:18.509474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:18.510353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:41:18.513140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:18.623315] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:41:18.652330] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:18.730289] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.23% | Symbol ETA: 1.5s | Global ETA: 1h 30m 11s
[2025-11-25T11:41:18.730574] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:41:18.731426] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:18.731574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:18.733568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:18.735089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:18.736926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:18.737511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:18.738664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:18.740725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:18.752377] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:41:18.792602] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:18.850835] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:41:18.930267] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: -2.40% | Symbol ETA: 7.5s | Global ETA: 1h 30m 12s
[2025-11-25T11:41:18.930558] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:41:18.931418] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:18.931503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:18.931473] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:18.933272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:18.933793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:18.934191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:18.936841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:18.938438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:18.939918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:18.995971] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: 0.53% | Symbol ETA: 2.9s | Global ETA: 1h 30m 13s
[2025-11-25T11:41:18.996145] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:41:18.996966] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:18.997250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:18.999139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:18.999810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:19.000312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:19.001148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:19.001978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:19.019731] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:19.080094] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:41:19.086138] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 8.8s | Global ETA: 1h 30m 13s
[2025-11-25T11:41:19.086402] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:41:19.087283] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:19.087426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:19.092346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:19.093284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:41:19.096082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:19.252068] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:19.306795] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:41:19.329533] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 0.8s | Global ETA: 1h 30m 15s
[2025-11-25T11:41:19.345889] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:41:19.437520] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:41:19.477719] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:19.499081] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -0.89%, Actual: 0.50%
[2025-11-25T11:41:19.519351] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:19.581028] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: -0.92% | Symbol ETA: 2.2s | Global ETA: 1h 30m 17s
[2025-11-25T11:41:19.581294] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:41:19.582146] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:19.582287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:19.584015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:19.584585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:19.585013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:19.585742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:19.586440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:19.606032] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:19.615778] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 3.80% | Symbol ETA: 6.9s | Global ETA: 1h 30m 17s
[2025-11-25T11:41:19.615929] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:41:19.616731] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:19.616805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:19.618489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:19.619027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:19.619431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:19.622091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:19.623670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:19.625096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:19.669473] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 2.12%
[2025-11-25T11:41:19.671998] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 8.2s | Global ETA: 1h 30m 17s
[2025-11-25T11:41:19.672149] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:41:19.672963] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:19.673092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:19.677973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:19.678905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:41:19.681749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:19.838476] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.63%, Actual: 0.21%
[2025-11-25T11:41:19.927871] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:41:19.968607] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:41:20.008291] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.35%, Actual: 0.30%
[2025-11-25T11:41:20.022172] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:41:20.113002] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:20.140510] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:20.177263] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 1.16%
[2025-11-25T11:41:20.178349] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.76% | Symbol ETA: 1.6s | Global ETA: 1h 30m 21s
[2025-11-25T11:41:20.190549] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:20.256002] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.25% | Symbol ETA: 7.6s | Global ETA: 1h 30m 21s
[2025-11-25T11:41:20.256278] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:41:20.257129] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:20.257262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:20.262115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:20.262997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:41:20.265743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:20.279876] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: -4.27% | Symbol ETA: 6.2s | Global ETA: 1h 30m 21s
[2025-11-25T11:41:20.280181] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:41:20.281050] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:20.281192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:20.282918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:20.283487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:20.283976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:20.286675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:20.288313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:20.289787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:20.347515] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 1.03%, Actual: 0.86%
[2025-11-25T11:41:20.357610] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.80%, Actual: 2.87%
[2025-11-25T11:41:20.516376] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.20%, Actual: 2.61%
[2025-11-25T11:41:20.538735] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: 0.56%, Actual: 3.56%
[2025-11-25T11:41:20.602772] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:41:20.643661] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:41:20.686283] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.31%
[2025-11-25T11:41:20.716825] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.66%, Actual: 0.62%
[2025-11-25T11:41:20.775537] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:20.818944] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:20.840697] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 7.1s | Global ETA: 1h 30m 25s
[2025-11-25T11:41:20.840971] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:41:20.841803] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:20.841938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:20.846802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:20.847724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:41:20.850449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:20.857825] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 1.01%
[2025-11-25T11:41:20.893064] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.75%, Actual: 1.74%
[2025-11-25T11:41:20.958070] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 5.5s | Global ETA: 1h 30m 26s
[2025-11-25T11:41:20.958245] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:41:20.959077] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:20.959168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:20.961003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:20.961539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:20.961979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:20.964933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:20.966623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:20.968175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:21.027811] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 0.44%
[2025-11-25T11:41:21.028227] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 36.3039%
[2025-11-25T11:41:21.028427] [INFO ] [main      ] MXF: DISCARDED add_volatility_state_percentiles (score: 36.30%)
[2025-11-25T11:41:21.028557] [INFO ] [main      ] MXF: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:41:21.028694] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_signed_carry_history_11', 'add_true_range', 'add_volume_dispersion']
[2025-11-25T11:41:21.028817] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:41:21.041625] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:21.042138] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:41:21.043020] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:21.043093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:21.045330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:21.047442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:21.050253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:21.051725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:21.072225] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 1.35%
[2025-11-25T11:41:21.195779] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:41:21.245617] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 1.21%
[2025-11-25T11:41:21.327806] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:41:21.367857] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:21.404725] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:41:21.415095] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -0.33%, Actual: 2.31%
[2025-11-25T11:41:21.433657] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 6.5s | Global ETA: 1h 30m 29s
[2025-11-25T11:41:21.433909] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:41:21.434723] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:21.434853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:21.439790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:21.440658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:41:21.443381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:21.500025] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:21.574698] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:21.584384] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 2.40%
[2025-11-25T11:41:21.638188] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 8.43% | Symbol ETA: 4.8s | Global ETA: 1h 30m 31s
[2025-11-25T11:41:21.638488] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:41:21.639378] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:21.639466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:21.641280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:21.641907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:21.642328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:21.645199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:21.647222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:21.648760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:21.650010] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.74% | Symbol ETA: 6.1s | Global ETA: 1h 30m 31s
[2025-11-25T11:41:21.650313] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:41:21.651140] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:21.651280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:21.653269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:21.654789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:21.656547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:21.657985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:21.752712] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: -0.92%, Actual: 1.49%
[2025-11-25T11:41:21.784712] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:41:21.924520] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.76%, Actual: 1.19%
[2025-11-25T11:41:21.924970] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 32.6224%
[2025-11-25T11:41:21.925149] [INFO ] [main      ] BB: DISCARDED add_sma_ratio (score: 32.62%)
[2025-11-25T11:41:21.925319] [INFO ] [main      ] BB: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:41:21.925425] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_vol_of_vol']
[2025-11-25T11:41:21.925551] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:41:21.939368] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:21.940159] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:41:21.941177] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:21.941322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:21.943159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:21.943795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:21.944294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:21.945136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:21.946416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:21.955103] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:21.998995] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:41:22.003021] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:41:22.024146] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 5.9s | Global ETA: 1h 30m 33s
[2025-11-25T11:41:22.024306] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:41:22.025063] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:22.025137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:22.029922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:22.030732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:41:22.033406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:22.170341] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:22.183389] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:22.244771] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 1.39% | Symbol ETA: 5.5s | Global ETA: 1h 30m 35s
[2025-11-25T11:41:22.245032] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:41:22.245865] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:22.246004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:22.248001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:22.249485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:22.251321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:22.252763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:22.291613] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:41:22.326007] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -3.33% | Symbol ETA: 4.2s | Global ETA: 1h 30m 35s
[2025-11-25T11:41:22.326168] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:41:22.326990] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:22.327089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:22.328834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:22.329352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:22.329806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:22.332703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:22.334309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:22.335772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:22.371272] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:41:22.461112] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:22.524984] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.40% | Symbol ETA: 6.5s | Global ETA: 1h 30m 37s
[2025-11-25T11:41:22.525257] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:41:22.526103] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:22.526244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:22.528035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:22.528622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:22.529157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:22.529947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:22.531143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:22.539476] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:22.594348] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:41:22.604743] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.56% | Symbol ETA: 5.3s | Global ETA: 1h 30m 37s
[2025-11-25T11:41:22.605023] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:41:22.605856] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:22.605987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:22.610849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:22.611729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:41:22.614433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:22.695458] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:41:22.762956] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:22.837778] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 1.60% | Symbol ETA: 4.9s | Global ETA: 1h 30m 39s
[2025-11-25T11:41:22.838055] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:41:22.838917] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:22.839057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:22.841041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:22.842594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:22.844432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:22.845863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:22.872145] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:41:22.881708] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:23.012491] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:41:23.022195] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: 1.71% | Symbol ETA: 3.5s | Global ETA: 1h 30m 40s
[2025-11-25T11:41:23.022530] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:41:23.023732] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:23.023912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:23.026522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:23.027383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:23.028000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:23.032085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:23.034462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:23.036615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:23.043475] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:23.107180] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.90% | Symbol ETA: 5.9s | Global ETA: 1h 30m 40s
[2025-11-25T11:41:23.107449] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:41:23.108318] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:23.108460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:23.110233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:23.110838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:23.111259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:23.112055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:23.113299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:23.182407] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:23.203926] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:41:23.247235] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.24% | Symbol ETA: 4.7s | Global ETA: 1h 30m 41s
[2025-11-25T11:41:23.371989] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:23.389473] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:41:23.419787] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.10%, Actual: 0.79%
[2025-11-25T11:41:23.449281] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.40% | Symbol ETA: 4.3s | Global ETA: 1h 30m 43s
[2025-11-25T11:41:23.449428] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:41:23.450340] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:23.450438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:23.452426] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:41:23.452578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:23.454162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:23.456081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:23.457607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:23.563761] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:23.588305] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.02%, Actual: 0.26%
[2025-11-25T11:41:23.625166] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:23.689235] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.48% | Symbol ETA: 5.3s | Global ETA: 1h 30m 44s
[2025-11-25T11:41:23.689528] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:41:23.690364] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:23.690507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:23.692242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:23.692802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:23.693241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:23.693985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:23.695141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:23.703269] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 4.88% | Symbol ETA: 2.8s | Global ETA: 1h 30m 44s
[2025-11-25T11:41:23.703433] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:41:23.704215] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:23.704291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:23.705943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:23.706436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:23.706847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:23.709452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:23.711019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:41:23.712379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:23.762968] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 0.33%
[2025-11-25T11:41:23.811271] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:41:23.944178] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.70%, Actual: 0.44%
[2025-11-25T11:41:23.987765] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:24.042663] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:41:24.051303] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:41:24.065757] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.42% | Symbol ETA: 3.7s | Global ETA: 1h 30m 47s
[2025-11-25T11:41:24.066056] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:41:24.066952] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:24.067115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:24.069392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:24.071062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:24.072951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:24.074439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:24.132410] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.84%
[2025-11-25T11:41:24.226588] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:24.236476] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:24.294557] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.41% | Symbol ETA: 4.8s | Global ETA: 1h 30m 48s
[2025-11-25T11:41:24.294864] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:41:24.295745] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:24.295907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:24.297786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:24.298421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:24.298937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:24.299738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:24.301115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:24.314986] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 0.08%
[2025-11-25T11:41:24.376258] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 2.2s | Global ETA: 1h 30m 49s
[2025-11-25T11:41:24.436560] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:41:24.489216] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 0.66%
[2025-11-25T11:41:24.551218] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -1.51%, Actual: 2.02%
[2025-11-25T11:41:24.612920] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:24.657434] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:41:24.665847] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 0.30%
[2025-11-25T11:41:24.691167] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.47% | Symbol ETA: 3.1s | Global ETA: 1h 30m 51s
[2025-11-25T11:41:24.691460] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:41:24.692340] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:24.692484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:24.694614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:24.696223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:24.698285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:24.699849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:24.724272] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: -2.40%, Actual: 3.01%
[2025-11-25T11:41:24.831385] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:24.837444] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.56%, Actual: 0.05%
[2025-11-25T11:41:24.895720] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.73% | Symbol ETA: 4.2s | Global ETA: 1h 30m 53s
[2025-11-25T11:41:24.895879] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:41:24.896627] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:24.896725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:24.898514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:24.899156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:24.899662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:24.900461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:24.901403] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 3.80%, Actual: 3.08%
[2025-11-25T11:41:24.901705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:25.006159] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.31%
[2025-11-25T11:41:25.006544] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 33.1085%
[2025-11-25T11:41:25.006719] [INFO ] [main      ] GPJA: DISCARDED add_prior_day_tail_pressure (score: 33.11%)
[2025-11-25T11:41:25.006830] [INFO ] [main      ] GPJA: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:41:25.006977] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_prior_mag_lag']
[2025-11-25T11:41:25.007101] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:41:25.020398] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:25.021190] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:41:25.022116] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:25.022199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:25.027059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:25.027950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:41:25.029420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:25.054040] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:41:25.078262] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: -4.27%, Actual: 3.32%
[2025-11-25T11:41:25.230967] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:25.244822] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:41:25.253197] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 0.72%
[2025-11-25T11:41:25.307587] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 2.5s | Global ETA: 1h 30m 55s
[2025-11-25T11:41:25.307903] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:41:25.309358] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:25.309499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:25.311540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:25.313282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:25.315361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:25.316993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:25.365178] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:41:25.414950] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:25.425264] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 8.43%, Actual: 2.67%
[2025-11-25T11:41:25.477501] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -2.09% | Symbol ETA: 3.6s | Global ETA: 1h 30m 56s
[2025-11-25T11:41:25.477824] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:41:25.478606] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:25.478762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:25.480516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:25.481136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:25.481614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:25.482437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:25.483688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:25.536626] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:25.598838] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -3.33%, Actual: 4.92%
[2025-11-25T11:41:25.602757] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: 0.43% | Symbol ETA: 9.3s | Global ETA: 1h 30m 57s
[2025-11-25T11:41:25.603043] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:41:25.603870] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:25.604001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:25.608837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:25.609720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:41:25.611355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:25.673028] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:41:25.771050] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: 1.71%, Actual: 7.59%
[2025-11-25T11:41:25.836471] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:41:25.861187] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:25.935020] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 1.9s | Global ETA: 1h 30m 60s
[2025-11-25T11:41:25.935312] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:41:25.936793] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:25.936933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:25.939075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:25.940711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:25.942738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:25.942891] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 4.88%, Actual: 6.76%
[2025-11-25T11:41:25.944227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:25.946838] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:41:26.021150] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:26.088427] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.62% | Symbol ETA: 3.0s | Global ETA: 1h 31m 1s
[2025-11-25T11:41:26.088747] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:41:26.089574] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:26.089748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:26.091478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:26.092100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:26.092577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:26.093340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:26.094525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:26.116285] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:26.117004] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 3.95%
[2025-11-25T11:41:26.117426] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 47.7430%
[2025-11-25T11:41:26.117601] [INFO ] [main      ] KORE: DISCARDED add_shelf_lag (score: 47.74%)
[2025-11-25T11:41:26.117734] [INFO ] [main      ] KORE: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:41:26.117842] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_signed_carry_history_11']
[2025-11-25T11:41:26.117902] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:41:26.133614] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:26.134176] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:41:26.135059] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:26.135207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:26.137008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:26.137682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:26.138083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:26.140886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:26.142478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:26.143907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:26.185409] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 8.7s | Global ETA: 1h 31m 1s
[2025-11-25T11:41:26.185722] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:41:26.186491] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:26.186566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:26.195019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:26.195921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:41:26.197525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:26.291723] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:41:26.437251] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:41:26.459380] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:26.488623] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:41:26.532727] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 1.3s | Global ETA: 1h 31m 4s
[2025-11-25T11:41:26.532884] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:41:26.534212] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:26.534401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:26.536401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:26.537955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:26.538772] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:41:26.540219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:26.541561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:26.604736] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:26.661360] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:26.667378] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.54% | Symbol ETA: 2.4s | Global ETA: 1h 31m 4s
[2025-11-25T11:41:26.667677] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:41:26.668496] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:26.668653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:26.670364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:26.670958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:26.671433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:26.672205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:26.673391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:26.709309] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:26.730735] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.31% | Symbol ETA: 7.4s | Global ETA: 1h 31m 5s
[2025-11-25T11:41:26.731035] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:41:26.731876] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:26.732019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:26.733749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:26.734310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:26.734805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:26.737668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:26.739321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:26.740853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:26.775335] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 8.2s | Global ETA: 1h 31m 5s
[2025-11-25T11:41:26.775620] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:41:26.776444] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:26.776577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:26.781341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:26.782215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:41:26.783781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:26.903564] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:41:27.038400] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:41:27.075060] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:27.087662] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:41:27.123313] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:41:27.148960] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 0.7s | Global ETA: 1h 31m 8s
[2025-11-25T11:41:27.206730] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:27.259913] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:27.271303] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: -0.44% | Symbol ETA: 1.9s | Global ETA: 1h 31m 9s
[2025-11-25T11:41:27.271462] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:41:27.272391] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:27.272625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:27.274457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:27.275075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:27.275551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:27.276333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:27.277552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:27.292359] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:27.319473] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.74%, Actual: 0.50%
[2025-11-25T11:41:27.328286] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 6.8s | Global ETA: 1h 31m 9s
[2025-11-25T11:41:27.328600] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:41:27.329474] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:27.329621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:27.331407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:27.332054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:27.332533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:27.335313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:27.336956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:27.338507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:27.358540] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 7.6s | Global ETA: 1h 31m 9s
[2025-11-25T11:41:27.358823] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:41:27.359633] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:27.359795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:27.364699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:27.365565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:41:27.367156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:27.492669] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 1.39%, Actual: 2.12%
[2025-11-25T11:41:27.618548] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:41:27.665265] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 1.60%, Actual: 0.21%
[2025-11-25T11:41:27.684184] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:41:27.705928] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:41:27.793150] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:27.835241] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.40%, Actual: 0.30%
[2025-11-25T11:41:27.856121] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:27.859295] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.45% | Symbol ETA: 1.3s | Global ETA: 1h 31m 13s
[2025-11-25T11:41:27.873850] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:27.924210] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.58% | Symbol ETA: 6.2s | Global ETA: 1h 31m 13s
[2025-11-25T11:41:27.924507] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:41:27.925379] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:27.925520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:27.927293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:27.927936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:27.928415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:27.931209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:27.932898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:27.934394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:27.939101] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 7.0s | Global ETA: 1h 31m 13s
[2025-11-25T11:41:27.939388] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:41:27.940214] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:27.940345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:27.945163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:27.946036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:41:27.947596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:28.005921] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 1.16%
[2025-11-25T11:41:28.036711] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.40%, Actual: 2.87%
[2025-11-25T11:41:28.176059] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.47%, Actual: 0.86%
[2025-11-25T11:41:28.209122] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 3.56%
[2025-11-25T11:41:28.277034] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:41:28.284959] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:41:28.343881] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.69%, Actual: 2.61%
[2025-11-25T11:41:28.376953] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.48%, Actual: 0.62%
[2025-11-25T11:41:28.449428] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:28.454270] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:28.513600] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.16%, Actual: 0.31%
[2025-11-25T11:41:28.518573] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 1.80% | Symbol ETA: 5.6s | Global ETA: 1h 31m 17s
[2025-11-25T11:41:28.518887] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:41:28.519761] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:28.519904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:28.520991] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 6.4s | Global ETA: 1h 31m 17s
[2025-11-25T11:41:28.521275] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:41:28.521693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:28.522059] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:28.522200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:28.522239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:28.522679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:28.525409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:28.527136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:28.527117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:28.528014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:41:28.528616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:28.529567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:28.548165] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.41%, Actual: 1.74%
[2025-11-25T11:41:28.681322] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 1.01%
[2025-11-25T11:41:28.718634] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 1.35%
[2025-11-25T11:41:28.848523] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 0.44%
[2025-11-25T11:41:28.848848] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 36.9687%
[2025-11-25T11:41:28.849006] [INFO ] [main      ] MXF: DISCARDED add_volume_dispersion (score: 36.97%)
[2025-11-25T11:41:28.849130] [INFO ] [main      ] MXF: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:41:28.849235] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_signed_carry_history_11', 'add_true_range', 'add_volume_flow_differentials']
[2025-11-25T11:41:28.849342] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:41:28.861920] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:28.862429] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:41:28.863327] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:28.863467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:28.865488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:28.866073] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:41:28.867045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:28.868915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:28.871703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:28.874608] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:41:28.886465] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -2.09%, Actual: 1.21%
[2025-11-25T11:41:29.049717] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:29.052751] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:29.053472] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.62%, Actual: 2.31%
[2025-11-25T11:41:29.118843] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 1.07% | Symbol ETA: 5.0s | Global ETA: 1h 31m 21s
[2025-11-25T11:41:29.118667] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 5.8s | Global ETA: 1h 31m 21s
[2025-11-25T11:41:29.118996] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:41:29.119006] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:41:29.119871] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:29.119953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:29.119873] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:29.120079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:29.121729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:29.122270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:29.122719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:29.125290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:29.125674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:29.126206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:41:29.127372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:29.127992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:29.128891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:29.209131] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:41:29.221174] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.54%, Actual: 2.40%
[2025-11-25T11:41:29.377513] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:29.387985] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: -0.44%, Actual: 1.49%
[2025-11-25T11:41:29.454968] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 5.8s | Global ETA: 1h 31m 23s
[2025-11-25T11:41:29.455271] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:41:29.456121] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:29.456259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:29.458275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:29.459807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:29.461624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:29.464381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:29.486392] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:41:29.516706] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:41:29.555117] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.45%, Actual: 1.19%
[2025-11-25T11:41:29.555474] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 50.4571%
[2025-11-25T11:41:29.555635] [INFO ] [main      ] BB: DISCARDED add_vol_of_vol (score: 50.46%)
[2025-11-25T11:41:29.555790] [INFO ] [main      ] BB: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:41:29.555896] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_volatility_decay_ratio']
[2025-11-25T11:41:29.556003] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:41:29.569703] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:29.570392] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:41:29.571319] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:29.571459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:29.573219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:29.573841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:29.574320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:29.575107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:29.576340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:29.663734] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:29.691230] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:29.733423] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -1.64% | Symbol ETA: 4.4s | Global ETA: 1h 31m 25s
[2025-11-25T11:41:29.733741] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:41:29.734657] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:29.734801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:29.736629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:29.737253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:29.737779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:29.740834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:29.742550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:29.744117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:29.762834] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 5.3s | Global ETA: 1h 31m 25s
[2025-11-25T11:41:29.763131] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:41:29.764007] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:29.764144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:29.769331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:29.770382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:41:29.772025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:29.803131] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:41:29.910049] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:41:29.971843] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:30.049230] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 1.24% | Symbol ETA: 5.2s | Global ETA: 1h 31m 27s
[2025-11-25T11:41:30.049369] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:41:30.050142] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:30.050216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:30.052262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:30.053837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:30.055684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:30.058444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:30.077360] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:30.081627] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:41:30.129021] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:41:30.139833] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.64% | Symbol ETA: 6.1s | Global ETA: 1h 31m 28s
[2025-11-25T11:41:30.140001] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:41:30.140904] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:30.141046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:30.142779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:30.143340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:30.143838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:30.144588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:30.145825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:30.256268] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:30.304897] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:30.325603] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -3.29% | Symbol ETA: 3.8s | Global ETA: 1h 31m 29s
[2025-11-25T11:41:30.325964] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:41:30.326885] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:30.327054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:30.328840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:30.329433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:30.329948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:30.332761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:30.334431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:30.335934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:30.371681] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 4.7s | Global ETA: 1h 31m 29s
[2025-11-25T11:41:30.371978] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:41:30.372838] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:30.372971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:30.377901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:30.378827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:41:30.380390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:30.399457] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:41:30.484089] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:41:30.575485] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:30.658799] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.98% | Symbol ETA: 4.7s | Global ETA: 1h 31m 31s
[2025-11-25T11:41:30.658941] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:41:30.659745] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:30.659813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:30.661896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:30.663546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:30.665436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:30.668266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:30.682135] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:41:30.709234] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:30.726828] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:41:30.772150] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.90% | Symbol ETA: 5.8s | Global ETA: 1h 31m 32s
[2025-11-25T11:41:30.772297] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:41:30.773090] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:30.773166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:30.774844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:30.775495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:30.775985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:30.776760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:30.778049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:30.850518] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:30.898202] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:30.916758] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -8.97% | Symbol ETA: 3.2s | Global ETA: 1h 31m 33s
[2025-11-25T11:41:30.917069] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:41:30.917912] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:30.918055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:30.919787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:30.920363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:30.920864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:30.923577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:30.925240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:30.926712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:30.963171] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 4.1s | Global ETA: 1h 31m 33s
[2025-11-25T11:41:31.010919] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:41:31.117170] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:41:31.135874] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 0.79%
[2025-11-25T11:41:31.180211] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:31.258920] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -0.96% | Symbol ETA: 4.1s | Global ETA: 1h 31m 35s
[2025-11-25T11:41:31.259157] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:41:31.259991] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:31.260128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:31.262112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:31.263610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:31.264475] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:41:31.265548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:31.268262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:31.291552] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:31.310482] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 0.26%
[2025-11-25T11:41:31.357766] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.62% | Symbol ETA: 5.2s | Global ETA: 1h 31m 36s
[2025-11-25T11:41:31.358044] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:41:31.358905] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:31.359052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:31.360807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:31.361384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:31.361883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:31.362637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:31.363881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:31.440536] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:31.479035] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 0.33%
[2025-11-25T11:41:31.507905] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 4.86% | Symbol ETA: 2.6s | Global ETA: 1h 31m 37s
[2025-11-25T11:41:31.508089] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:41:31.509039] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:31.509183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:31.510905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:31.511527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:31.512054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:31.514848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:31.516498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:31.518030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:31.626853] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:41:31.647126] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.69%, Actual: 0.44%
[2025-11-25T11:41:31.701629] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:41:31.795594] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:31.819638] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 0.84%
[2025-11-25T11:41:31.853459] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:41:31.869226] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:31.872978] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 3.5s | Global ETA: 1h 31m 40s
[2025-11-25T11:41:31.873283] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:41:31.874858] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:31.874992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:31.877003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:31.878529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:31.880390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:31.883163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:31.931142] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.51% | Symbol ETA: 4.5s | Global ETA: 1h 31m 40s
[2025-11-25T11:41:31.931433] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:41:31.932317] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:31.932456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:31.934179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:31.934768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:31.935236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:31.936009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:31.937252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:32.000359] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.59%, Actual: 0.08%
[2025-11-25T11:41:32.021428] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:32.087276] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.47% | Symbol ETA: 2.0s | Global ETA: 1h 31m 41s
[2025-11-25T11:41:32.193959] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 0.66%
[2025-11-25T11:41:32.223674] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:41:32.255506] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.31%, Actual: 2.02%
[2025-11-25T11:41:32.274254] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:41:32.365824] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.30%
[2025-11-25T11:41:32.393137] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:32.423289] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 3.01%
[2025-11-25T11:41:32.446226] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:32.469271] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 1.04% | Symbol ETA: 2.9s | Global ETA: 1h 31m 44s
[2025-11-25T11:41:32.469569] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:41:32.470392] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:32.470532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:32.472581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:32.474104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:32.475927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:32.478709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:32.512156] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 3.9s | Global ETA: 1h 31m 44s
[2025-11-25T11:41:32.512463] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:41:32.513359] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:32.513506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:32.515344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:32.515948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:32.516462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:32.517306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:32.518694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:32.540434] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.01%, Actual: 0.05%
[2025-11-25T11:41:32.591074] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.58%, Actual: 3.08%
[2025-11-25T11:41:32.714055] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.31%
[2025-11-25T11:41:32.714486] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 34.8588%
[2025-11-25T11:41:32.714661] [INFO ] [main      ] GPJA: DISCARDED add_prior_mag_lag (score: 34.86%)
[2025-11-25T11:41:32.714781] [INFO ] [main      ] GPJA: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:41:32.714880] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_range_overlap_v_prior_day']
[2025-11-25T11:41:32.714981] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:41:32.726605] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:32.727340] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:41:32.728262] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:32.728393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:32.733353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:32.734252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:41:32.736690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:32.764478] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 1.80%, Actual: 3.32%
[2025-11-25T11:41:32.816295] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:41:32.861004] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:41:32.945528] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 1.07%, Actual: 0.72%
[2025-11-25T11:41:32.983244] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:33.028303] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:33.060681] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 2.3s | Global ETA: 1h 31m 48s
[2025-11-25T11:41:33.061128] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:41:33.061959] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:33.062099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:33.064073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:33.065569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:33.067546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:33.070411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:33.090912] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 3.3s | Global ETA: 1h 31m 48s
[2025-11-25T11:41:33.091219] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:41:33.092047] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:33.092189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:33.092091] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:41:33.093895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:33.094458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:33.094949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:33.095721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:33.096942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:33.120244] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -1.64%, Actual: 2.67%
[2025-11-25T11:41:33.272601] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:33.295674] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -3.29%, Actual: 4.92%
[2025-11-25T11:41:33.339325] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.26% | Symbol ETA: 9.2s | Global ETA: 1h 31m 50s
[2025-11-25T11:41:33.339608] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:41:33.340639] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:33.340792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:33.346035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:33.346984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:41:33.349497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:33.407006] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:41:33.431683] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:41:33.473481] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -8.97%, Actual: 7.59%
[2025-11-25T11:41:33.575874] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:33.599578] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:33.650550] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 4.86%, Actual: 6.76%
[2025-11-25T11:41:33.651620] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.32% | Symbol ETA: 1.7s | Global ETA: 1h 31m 52s
[2025-11-25T11:41:33.651948] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:41:33.652789] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:33.652927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:33.654912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:33.656430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:33.658277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:33.661039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:33.661710] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 2.7s | Global ETA: 1h 31m 52s
[2025-11-25T11:41:33.661941] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:41:33.662776] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:33.662917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:33.664625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:33.665202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:33.665691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:33.666437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:33.667718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:33.695086] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:41:33.826173] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.47%, Actual: 3.95%
[2025-11-25T11:41:33.826432] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 58.1519%
[2025-11-25T11:41:33.826549] [INFO ] [main      ] KORE: DISCARDED add_signed_carry_history_11 (score: 58.15%)
[2025-11-25T11:41:33.826614] [INFO ] [main      ] KORE: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:41:33.826683] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_sma_ratio']
[2025-11-25T11:41:33.826742] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:41:33.838990] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:33.839682] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:41:33.840685] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:33.840829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:33.842841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:33.843441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:33.843885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:33.846747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:33.848427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:33.849255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:33.866281] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:33.930889] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.81% | Symbol ETA: 8.6s | Global ETA: 1h 31m 54s
[2025-11-25T11:41:33.931183] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:41:33.932081] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:33.932212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:33.937293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:33.938327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:41:33.940856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:33.997581] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:41:34.004258] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:41:34.168370] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:34.174473] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:34.227458] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:41:34.236686] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -1.54% | Symbol ETA: 2.2s | Global ETA: 1h 31m 56s
[2025-11-25T11:41:34.236963] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:41:34.237819] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:34.237959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:34.239712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:34.240271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:34.240765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:34.241511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:34.242776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:34.245761] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.50% | Symbol ETA: 1.1s | Global ETA: 1h 31m 56s
[2025-11-25T11:41:34.246037] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:41:34.246879] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:34.247017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:34.249024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:34.250550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:34.252362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:34.255293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:34.292080] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:41:34.405928] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:34.463453] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:34.476707] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 2.54% | Symbol ETA: 7.3s | Global ETA: 1h 31m 57s
[2025-11-25T11:41:34.476879] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:41:34.477879] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:34.478024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:34.479855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:34.480458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:34.480970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:34.484054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:34.485871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:34.486784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:34.534278] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 8.0s | Global ETA: 1h 31m 58s
[2025-11-25T11:41:34.534445] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:41:34.535249] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:34.535456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:34.540829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:34.541758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:41:34.544332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:34.577443] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:41:34.593407] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:41:34.744937] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:34.763999] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:34.806229] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.25% | Symbol ETA: 1.6s | Global ETA: 1h 31m 59s
[2025-11-25T11:41:34.806521] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:41:34.807372] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:34.807515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:34.809231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:34.809821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:34.810335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:34.811117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:34.812349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:34.836282] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:41:34.840508] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.64% | Symbol ETA: 0.5s | Global ETA: 1h 31m 60s
[2025-11-25T11:41:34.888851] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:41:35.010267] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.88%, Actual: 0.50%
[2025-11-25T11:41:35.012132] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:35.058074] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:35.080220] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 2.57% | Symbol ETA: 6.6s | Global ETA: 1h 32m 1s
[2025-11-25T11:41:35.080524] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:41:35.081418] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:35.081594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:35.083362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:35.083971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:35.084499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:35.087422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:35.089118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:35.090000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:35.122022] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 7.3s | Global ETA: 1h 32m 2s
[2025-11-25T11:41:35.122307] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:41:35.123140] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:35.123272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:35.128111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:35.128987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:41:35.131341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:35.147835] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:41:35.179831] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 1.24%, Actual: 2.12%
[2025-11-25T11:41:35.316250] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:35.347626] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.98%, Actual: 0.21%
[2025-11-25T11:41:35.377742] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -3.41% | Symbol ETA: 1.0s | Global ETA: 1h 32m 3s
[2025-11-25T11:41:35.445016] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:41:35.475153] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:41:35.515756] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -0.96%, Actual: 0.30%
[2025-11-25T11:41:35.547044] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.64%, Actual: 2.87%
[2025-11-25T11:41:35.620794] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:35.647866] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:35.684334] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 1.16%
[2025-11-25T11:41:35.686117] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -2.24% | Symbol ETA: 5.9s | Global ETA: 1h 32m 5s
[2025-11-25T11:41:35.686410] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:41:35.687277] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:35.687420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:35.689144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:35.689748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:35.690221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:35.692934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:35.694544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:35.695380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:35.713849] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 6.7s | Global ETA: 1h 32m 6s
[2025-11-25T11:41:35.714136] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:41:35.714966] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:35.715104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:35.714998] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 3.56%
[2025-11-25T11:41:35.720184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:35.721067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:41:35.723540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:35.859958] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 1.04%, Actual: 0.86%
[2025-11-25T11:41:35.882317] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.62%, Actual: 0.62%
[2025-11-25T11:41:36.028814] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 2.61%
[2025-11-25T11:41:36.029859] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:41:36.049993] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.51%, Actual: 1.74%
[2025-11-25T11:41:36.090792] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:41:36.200067] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:36.205032] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 0.31%
[2025-11-25T11:41:36.218514] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 1.35%
[2025-11-25T11:41:36.261905] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:36.265379] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 4.19% | Symbol ETA: 5.3s | Global ETA: 1h 32m 9s
[2025-11-25T11:41:36.265599] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:41:36.266427] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:36.266567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:36.268320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:36.268925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:36.269420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:36.272103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:36.273757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:36.274534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:36.327399] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 6.1s | Global ETA: 1h 32m 10s
[2025-11-25T11:41:36.327674] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:41:36.328511] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:36.328668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:36.333487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:36.334371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:41:36.336813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:36.377294] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 1.01%
[2025-11-25T11:41:36.389129] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.14%, Actual: 1.21%
[2025-11-25T11:41:36.555837] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 0.44%
[2025-11-25T11:41:36.556205] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 44.7950%
[2025-11-25T11:41:36.556370] [INFO ] [main      ] MXF: DISCARDED add_volume_flow_differentials (score: 44.80%)
[2025-11-25T11:41:36.556490] [INFO ] [main      ] MXF: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:41:36.556598] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_signed_carry_history_11', 'add_true_range', 'add_volume_pressure_into_close']
[2025-11-25T11:41:36.556735] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:41:36.558719] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 2.31%
[2025-11-25T11:41:36.569913] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:36.570685] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:41:36.571803] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:36.571945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:36.574241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:36.575813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:36.577828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:36.579580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:36.611500] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:41:36.678879] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:41:36.743768] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -1.54%, Actual: 2.40%
[2025-11-25T11:41:36.779743] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:36.848150] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -1.57% | Symbol ETA: 4.6s | Global ETA: 1h 32m 13s
[2025-11-25T11:41:36.848296] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:41:36.849077] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:36.849170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:36.850869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:36.851533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:36.852039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:36.853078] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:36.854937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:36.856552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:36.857349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:36.913131] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.25%, Actual: 1.49%
[2025-11-25T11:41:36.917176] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 5.5s | Global ETA: 1h 32m 14s
[2025-11-25T11:41:36.917455] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:41:36.918279] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:36.918413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:36.921831] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:41:36.923218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:36.924112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:41:36.926468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:37.082272] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -3.41%, Actual: 1.19%
[2025-11-25T11:41:37.082662] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 33.9077%
[2025-11-25T11:41:37.082827] [INFO ] [main      ] BB: DISCARDED add_volatility_decay_ratio (score: 33.91%)
[2025-11-25T11:41:37.082945] [INFO ] [main      ] BB: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:41:37.083052] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:41:37.083161] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:41:37.093335] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:37.095763] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:37.096461] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:41:37.097411] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:41:37.097554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:37.099377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:37.099997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:37.100467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:37.101240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:37.101782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:37.102991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:37.105095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:37.172456] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.35% | Symbol ETA: 5.7s | Global ETA: 1h 32m 15s
[2025-11-25T11:41:37.172768] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:41:37.173828] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:37.173968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:37.176253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:37.177876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:37.180182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:37.182201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:37.207306] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:41:37.275263] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:41:37.384079] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:37.447638] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:41:37.452097] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:37.453133] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 4.0s | Global ETA: 1h 32m 17s
[2025-11-25T11:41:37.453466] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:41:37.454420] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:37.454567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:37.456452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:37.457114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:37.457600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:37.460700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:37.462424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:37.463261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:37.518934] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.49% | Symbol ETA: 4.9s | Global ETA: 1h 32m 18s
[2025-11-25T11:41:37.519222] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:41:37.520081] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:37.520214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:37.525566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:37.526522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:41:37.526817] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:41:37.529321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:37.629223] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:37.701762] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:37.716275] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 6.4s | Global ETA: 1h 32m 19s
[2025-11-25T11:41:37.716621] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:41:37.717764] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:41:37.717917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:37.719770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:37.720430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:37.720939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:37.721821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:37.722360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:37.723570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:37.725712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:37.780262] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 1.42% | Symbol ETA: 5.1s | Global ETA: 1h 32m 19s
[2025-11-25T11:41:37.780557] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:41:37.781412] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:37.781554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:37.783660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:37.785221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:37.787119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:37.788864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:37.821718] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:41:37.886884] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:41:37.992584] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:38.058311] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -2.17% | Symbol ETA: 3.4s | Global ETA: 1h 32m 21s
[2025-11-25T11:41:38.058603] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:41:38.059475] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:38.059561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:38.061329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:38.061967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:38.062422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:38.065241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:38.066915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:38.067176] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:38.067796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:38.072010] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:41:38.134051] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:41:38.134494] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 4.3s | Global ETA: 1h 32m 22s
[2025-11-25T11:41:38.134686] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:41:38.135484] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:38.135715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:38.140994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:38.141988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:41:38.144834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:38.241283] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:38.304569] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:38.310440] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -0.66% | Symbol ETA: 5.7s | Global ETA: 1h 32m 23s
[2025-11-25T11:41:38.310721] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:41:38.311567] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:41:38.311733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:38.313489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:38.314131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:38.314606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:38.315395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:38.315947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:38.317174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:38.319311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:38.381664] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.96% | Symbol ETA: 4.5s | Global ETA: 1h 32m 24s
[2025-11-25T11:41:38.381829] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:41:38.382572] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:38.382673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:38.384599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:38.386240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:38.388139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:38.389930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:38.428516] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:41:38.505332] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:41:38.602118] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:38.659580] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:41:38.668056] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -7.81% | Symbol ETA: 2.8s | Global ETA: 1h 32m 25s
[2025-11-25T11:41:38.668353] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:41:38.669233] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:38.669382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:38.671419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:38.672155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:38.672716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:38.675583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:38.677298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:38.678155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:38.682593] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:38.729195] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:41:38.749430] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 3.7s | Global ETA: 1h 32m 26s
[2025-11-25T11:41:38.830807] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:38.900221] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 6.72% | Symbol ETA: 5.0s | Global ETA: 1h 32m 27s
[2025-11-25T11:41:38.900486] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:41:38.901332] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:41:38.901425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:38.901225] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:38.903246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:38.903851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:38.904325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:38.905106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:38.905636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:38.906864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:38.908969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:38.932558] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.26%, Actual: 0.79%
[2025-11-25T11:41:38.979079] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.01% | Symbol ETA: 3.9s | Global ETA: 1h 32m 28s
[2025-11-25T11:41:38.979372] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:41:38.980884] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:38.981021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:38.982981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:38.984478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:38.986327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:38.988078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:39.048685] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:41:39.111283] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 0.26%
[2025-11-25T11:41:39.227277] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:39.252860] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:41:39.288766] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.33%
[2025-11-25T11:41:39.294968] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.58% | Symbol ETA: 2.2s | Global ETA: 1h 32m 30s
[2025-11-25T11:41:39.295266] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:41:39.296201] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:39.296348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:39.298189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:39.298816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:39.299339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:39.302318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:39.304010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:41:39.304860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:39.347987] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:41:39.422688] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:39.466470] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.78%, Actual: 0.44%
[2025-11-25T11:41:39.493470] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -7.13% | Symbol ETA: 4.4s | Global ETA: 1h 32m 31s
[2025-11-25T11:41:39.493784] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:41:39.494612] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:41:39.494776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:39.496511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:39.497146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:39.497624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:39.498435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:39.498998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:39.500178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:39.502529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:39.519856] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:39.597826] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 3.3s | Global ETA: 1h 32m 32s
[2025-11-25T11:41:39.598128] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:41:39.599032] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:39.599180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:39.601341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:39.602889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:39.604773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:39.606498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:39.647380] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 0.84%
[2025-11-25T11:41:39.652257] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:41:39.824949] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 0.08%
[2025-11-25T11:41:39.825711] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:39.850590] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:41:39.893075] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.42% | Symbol ETA: 1.6s | Global ETA: 1h 32m 34s
[2025-11-25T11:41:39.947362] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:41:40.003776] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.66%
[2025-11-25T11:41:40.020691] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:40.075973] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 2.54%, Actual: 2.02%
[2025-11-25T11:41:40.089370] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 3.8s | Global ETA: 1h 32m 35s
[2025-11-25T11:41:40.089684] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:41:40.090500] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:41:40.090658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:40.092364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:40.092955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:40.093432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:40.094221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:40.094820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:40.096023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:40.098166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:40.119403] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:40.184250] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.30%
[2025-11-25T11:41:40.194757] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.82% | Symbol ETA: 2.7s | Global ETA: 1h 32m 36s
[2025-11-25T11:41:40.194913] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:41:40.195672] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:40.195745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:40.197697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:40.199124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:40.200862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:40.202711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:40.255930] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 2.57%, Actual: 3.01%
[2025-11-25T11:41:40.362056] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.01%, Actual: 0.05%
[2025-11-25T11:41:40.431695] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -2.24%, Actual: 3.08%
[2025-11-25T11:41:40.446467] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:41:40.539349] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.30%, Actual: 0.31%
[2025-11-25T11:41:40.539762] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 35.7245%
[2025-11-25T11:41:40.539935] [INFO ] [main      ] GPJA: DISCARDED add_range_overlap_v_prior_day (score: 35.72%)
[2025-11-25T11:41:40.540048] [INFO ] [main      ] GPJA: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:41:40.540147] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_range_volume_efficiency']
[2025-11-25T11:41:40.540249] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:41:40.547094] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:41:40.554674] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:40.555290] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:41:40.556248] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:40.556381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:40.561410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:40.562344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:41:40.564605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:40.609989] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 4.19%, Actual: 3.32%
[2025-11-25T11:41:40.617266] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:40.686458] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -1.04% | Symbol ETA: 3.2s | Global ETA: 1h 32m 39s
[2025-11-25T11:41:40.686760] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:41:40.687603] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:41:40.687762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:40.689475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:40.690060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:40.690536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:40.691313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:40.691871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:40.693039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:40.695126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:40.741906] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:40.786746] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -1.57%, Actual: 0.72%
[2025-11-25T11:41:40.818631] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.40% | Symbol ETA: 2.1s | Global ETA: 1h 32m 40s
[2025-11-25T11:41:40.818947] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:41:40.819803] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:40.819943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:40.821942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:40.823441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:40.825299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:40.827074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:40.918038] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:41:40.964456] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 2.67%
[2025-11-25T11:41:41.034109] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:41:41.093573] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:41.141422] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -2.17%, Actual: 4.92%
[2025-11-25T11:41:41.159437] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.48% | Symbol ETA: 8.9s | Global ETA: 1h 32m 42s
[2025-11-25T11:41:41.159739] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:41:41.160577] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:41.160729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:41.165814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:41.166727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:41:41.169423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:41.171535] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:41:41.204805] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:41.275692] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -1.16% | Symbol ETA: 2.6s | Global ETA: 1h 32m 43s
[2025-11-25T11:41:41.275836] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:41:41.276578] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:41:41.276672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:41.278371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:41.278934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:41.279466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:41.280250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:41.280798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:41.281967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:41.284061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:41.321471] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -7.81%, Actual: 7.59%
[2025-11-25T11:41:41.340716] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:41.415752] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.19% | Symbol ETA: 1.5s | Global ETA: 1h 32m 44s
[2025-11-25T11:41:41.415898] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:41:41.416685] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:41.416771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:41.418799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:41.420256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:41.422068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:41.423771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:41.497841] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.58%, Actual: 6.76%
[2025-11-25T11:41:41.514043] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:41:41.630722] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:41:41.675327] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.42%, Actual: 3.95%
[2025-11-25T11:41:41.675566] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 64.0042%
[2025-11-25T11:41:41.675683] [INFO ] [main      ] KORE: DISCARDED add_sma_ratio (score: 64.00%)
[2025-11-25T11:41:41.675762] [INFO ] [main      ] KORE: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:41:41.675813] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_vol_of_vol']
[2025-11-25T11:41:41.676045] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:41:41.690458] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:41.691256] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:41:41.691753] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:41.692271] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:41.692351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:41.694111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:41.694700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:41.695126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:41.698847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:41.700812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:41.702046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:41.759101] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.38% | Symbol ETA: 8.3s | Global ETA: 1h 32m 46s
[2025-11-25T11:41:41.759437] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:41:41.760389] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:41.760606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:41.761876] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:41:41.766397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:41.767469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:41:41.769631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:41.806122] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:41.873893] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.64% | Symbol ETA: 2.0s | Global ETA: 1h 32m 47s
[2025-11-25T11:41:41.874038] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:41:41.874810] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:41:41.874907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:41.876555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:41.877094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:41.877496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:41.878199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:41.878666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:41.879853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:41.881896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:41.931688] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:42.007576] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.41% | Symbol ETA: 0.9s | Global ETA: 1h 32m 48s
[2025-11-25T11:41:42.007752] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:41:42.008522] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:42.008607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:42.010530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:42.012311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:42.014225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:41:42.015948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:42.041522] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:41:42.117807] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:41:42.209357] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:42.223128] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:41:42.275189] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 0.08% | Symbol ETA: 6.5s | Global ETA: 1h 32m 50s
[2025-11-25T11:41:42.275459] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:41:42.276296] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:42.276458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:42.278210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:42.278810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:42.279283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:42.282019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:42.283630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:42.284811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:42.290021] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:42.355023] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -1.01% | Symbol ETA: 7.7s | Global ETA: 1h 32m 50s
[2025-11-25T11:41:42.355299] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:41:42.356128] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:42.356105] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:41:42.356201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:42.361250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:42.362183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:41:42.364545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:42.393309] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:42.461117] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.60% | Symbol ETA: 1.4s | Global ETA: 1h 32m 51s
[2025-11-25T11:41:42.461391] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:41:42.462231] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:41:42.462376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:42.464094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:42.464699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:42.465196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:42.465977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:42.466499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:42.467706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:42.469784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:42.525689] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:42.599846] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.92% | Symbol ETA: 0.3s | Global ETA: 1h 32m 52s
[2025-11-25T11:41:42.641179] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:41:42.709017] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:41:42.769802] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.35%, Actual: 0.50%
[2025-11-25T11:41:42.809302] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:41:42.824937] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:42.878782] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:42.889961] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 2.25% | Symbol ETA: 6.0s | Global ETA: 1h 32m 54s
[2025-11-25T11:41:42.890245] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:41:42.891090] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:42.891232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:42.892967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:42.893556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:42.894053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:42.896785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:42.898411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:42.899585] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:42.937781] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 1.42%, Actual: 2.12%
[2025-11-25T11:41:42.943031] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 7.1s | Global ETA: 1h 32m 54s
[2025-11-25T11:41:42.943302] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:41:42.944132] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:42.944263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:42.949181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:42.950180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:41:42.952390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:42.977680] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:43.046229] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.05% | Symbol ETA: 0.8s | Global ETA: 1h 32m 55s
[2025-11-25T11:41:43.104752] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.96%, Actual: 0.21%
[2025-11-25T11:41:43.217137] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -1.88%, Actual: 2.87%
[2025-11-25T11:41:43.247571] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:41:43.273563] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.01%, Actual: 0.30%
[2025-11-25T11:41:43.290723] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:41:43.388954] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 3.56%
[2025-11-25T11:41:43.418985] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:43.442981] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.53%, Actual: 1.16%
[2025-11-25T11:41:43.460141] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:43.484312] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 5.4s | Global ETA: 1h 32m 58s
[2025-11-25T11:41:43.484627] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:41:43.485536] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:43.485694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:43.487484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:43.488106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:43.488630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:43.491510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:43.493308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:43.494569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:43.523875] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 6.4s | Global ETA: 1h 32m 58s
[2025-11-25T11:41:43.524048] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:41:43.524827] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:43.524915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:43.529736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:43.530681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:41:43.532871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:43.560137] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 6.72%, Actual: 0.62%
[2025-11-25T11:41:43.611946] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.82%, Actual: 0.86%
[2025-11-25T11:41:43.734746] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -7.13%, Actual: 1.74%
[2025-11-25T11:41:43.780953] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 2.61%
[2025-11-25T11:41:43.848742] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:41:43.871202] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:41:43.905293] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.28%, Actual: 1.35%
[2025-11-25T11:41:43.950992] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 0.31%
[2025-11-25T11:41:44.029105] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:44.039753] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:44.076536] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -1.04%, Actual: 1.21%
[2025-11-25T11:41:44.094960] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 0.53% | Symbol ETA: 4.9s | Global ETA: 1h 33m 2s
[2025-11-25T11:41:44.095230] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:41:44.096074] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:44.096217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:44.097971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:44.098543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:44.099031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:44.101737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:44.103331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:44.104077] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.94% | Symbol ETA: 5.8s | Global ETA: 1h 33m 2s
[2025-11-25T11:41:44.104367] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:41:44.104504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:44.105247] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:44.105321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:44.110099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:44.110980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:41:44.113138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:44.119780] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 1.01%
[2025-11-25T11:41:44.246566] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.16%, Actual: 2.31%
[2025-11-25T11:41:44.293042] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.92%, Actual: 0.44%
[2025-11-25T11:41:44.293286] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 45.1092%
[2025-11-25T11:41:44.293516] [INFO ] [main      ] MXF: DISCARDED add_volume_pressure_into_close (score: 45.11%)
[2025-11-25T11:41:44.293637] [INFO ] [main      ] MXF: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:41:44.293778] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_signed_carry_history_11', 'add_true_range', 'add_volume_zscore']
[2025-11-25T11:41:44.293890] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:41:44.306374] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:44.307091] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:41:44.308041] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:44.308181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:44.310208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:44.311754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:44.313592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:41:44.315306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:44.417211] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.64%, Actual: 2.40%
[2025-11-25T11:41:44.450839] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:41:44.459305] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:41:44.584520] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.60%, Actual: 1.49%
[2025-11-25T11:41:44.619660] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:44.640623] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:44.653864] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:41:44.684749] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.34% | Symbol ETA: 5.2s | Global ETA: 1h 33m 6s
[2025-11-25T11:41:44.685034] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:41:44.685912] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:44.686043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:44.691496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:44.692738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:41:44.695120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:44.705361] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 4.3s | Global ETA: 1h 33m 6s
[2025-11-25T11:41:44.705684] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:41:44.706462] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:44.706601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:44.708403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:44.708998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:44.709468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:44.712199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:44.713836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:44.715017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:44.752461] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.05%, Actual: 1.19%
[2025-11-25T11:41:44.752936] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 47.2658%
[2025-11-25T11:41:44.753103] [INFO ] [main      ] BB: DISCARDED add_volatility_state_percentiles (score: 47.27%)
[2025-11-25T11:41:44.753223] [INFO ] [main      ] BB: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:41:44.753327] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_volume_dispersion']
[2025-11-25T11:41:44.753437] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:41:44.768024] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:44.768794] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:41:44.769638] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:44.769743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:44.771452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:44.772009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:44.772418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:44.773130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:44.774592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:44.822599] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:44.898668] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.85% | Symbol ETA: 5.5s | Global ETA: 1h 33m 8s
[2025-11-25T11:41:44.898963] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:41:44.899800] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:44.899938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:44.901941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:44.903446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:44.905274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:41:44.907051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:45.056112] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:41:45.089273] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:41:45.109522] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:41:45.230726] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:45.245820] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:41:45.279262] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:45.284416] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:45.297499] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 4.7s | Global ETA: 1h 33m 10s
[2025-11-25T11:41:45.297807] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:41:45.298666] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:45.298799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:45.303982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:45.305025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:41:45.307348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:45.344568] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.36% | Symbol ETA: 5.8s | Global ETA: 1h 33m 11s
[2025-11-25T11:41:45.344898] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:41:45.345776] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:45.345917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:45.347899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:45.348555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:45.349157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:45.350147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:45.352053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:45.352412] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 1.09% | Symbol ETA: 3.7s | Global ETA: 1h 33m 11s
[2025-11-25T11:41:45.352741] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:41:45.353629] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:45.353791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:45.355602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:45.356248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:45.356750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:45.359561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:45.361320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:45.362478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:45.419698] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:45.495784] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 1.43% | Symbol ETA: 4.9s | Global ETA: 1h 33m 12s
[2025-11-25T11:41:45.496079] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:41:45.496906] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:45.497058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:45.499080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:45.500591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:45.502422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:41:45.504106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:45.654541] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:41:45.708637] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:41:45.718868] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:41:45.830309] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:45.842150] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:41:45.879490] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:45.890244] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:45.895518] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.46% | Symbol ETA: 4.1s | Global ETA: 1h 33m 14s
[2025-11-25T11:41:45.895818] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:41:45.896665] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:45.896795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:45.901681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:45.902610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:41:45.904877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:45.945737] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 2.64% | Symbol ETA: 3.1s | Global ETA: 1h 33m 15s
[2025-11-25T11:41:45.945886] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:41:45.946677] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:45.946765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:45.948503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:45.949076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:45.949497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:45.952203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:45.953300] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.55% | Symbol ETA: 5.4s | Global ETA: 1h 33m 15s
[2025-11-25T11:41:45.953583] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:41:45.953935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:45.954413] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:45.954489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:45.955293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:45.956175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:45.956786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:45.957278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:45.958062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:45.959491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:46.011504] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:46.087576] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 0.70% | Symbol ETA: 4.3s | Global ETA: 1h 33m 16s
[2025-11-25T11:41:46.087745] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:41:46.088509] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:46.088745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:46.090676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:46.092175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:46.094006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:41:46.095698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:46.255524] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:41:46.300981] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:41:46.305030] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:41:46.440682] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:41:46.442046] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:46.477954] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:46.478851] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:46.507896] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.47% | Symbol ETA: 3.5s | Global ETA: 1h 33m 18s
[2025-11-25T11:41:46.541704] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.91% | Symbol ETA: 4.8s | Global ETA: 1h 33m 19s
[2025-11-25T11:41:46.542007] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:41:46.542852] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:46.542999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:46.544739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:46.545330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:46.545827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:46.545932] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -7.74% | Symbol ETA: 2.5s | Global ETA: 1h 33m 19s
[2025-11-25T11:41:46.546238] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:41:46.546587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:46.547151] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:46.547233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:46.548194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:46.548949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:46.549572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:46.550173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:46.552976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:46.554580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:46.555942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:46.612281] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:46.684228] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.48%, Actual: 0.79%
[2025-11-25T11:41:46.689805] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.31% | Symbol ETA: 3.7s | Global ETA: 1h 33m 20s
[2025-11-25T11:41:46.690110] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:41:46.691000] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:46.691143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:46.693185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:46.694738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:46.696585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:41:46.698341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:46.859996] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 0.26%
[2025-11-25T11:41:46.884776] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:41:46.905894] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:41:47.035042] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -1.01%, Actual: 0.33%
[2025-11-25T11:41:47.036560] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:41:47.053998] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:47.081423] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:47.115968] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -4.54% | Symbol ETA: 4.2s | Global ETA: 1h 33m 23s
[2025-11-25T11:41:47.116240] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:41:47.117088] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:47.117229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:47.118954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:47.119524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:47.120014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:47.120800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:47.122239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:47.149177] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 3.60% | Symbol ETA: 1.9s | Global ETA: 1h 33m 23s
[2025-11-25T11:41:47.149468] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:41:47.150391] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:47.150558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:47.152416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:47.153031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:47.153514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:47.156616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:47.158386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:47.159590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:47.204791] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.44%
[2025-11-25T11:41:47.206233] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:47.283343] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 3.1s | Global ETA: 1h 33m 24s
[2025-11-25T11:41:47.283663] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:41:47.284443] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:47.284579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:47.286574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:47.288146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:47.289990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:41:47.291741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:47.374858] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 0.84%
[2025-11-25T11:41:47.461617] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:41:47.511831] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:41:47.548112] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.94%, Actual: 0.08%
[2025-11-25T11:41:47.627780] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:41:47.628069] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:47.686918] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:47.690004] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 3.6s | Global ETA: 1h 33m 26s
[2025-11-25T11:41:47.690311] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:41:47.691158] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:47.691300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:47.693014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:47.693581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:47.694077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:47.694865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:47.696294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:47.722265] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.34%, Actual: 0.66%
[2025-11-25T11:41:47.755000] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.97% | Symbol ETA: 1.2s | Global ETA: 1h 33m 27s
[2025-11-25T11:41:47.797352] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:47.872180] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 2.5s | Global ETA: 1h 33m 28s
[2025-11-25T11:41:47.872475] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:41:47.873297] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:47.873461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:47.875424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:47.876930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:47.878765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:41:47.880416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:47.901034] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.37%, Actual: 0.30%
[2025-11-25T11:41:47.931183] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 0.08%, Actual: 2.02%
[2025-11-25T11:41:48.029309] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:41:48.075494] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.05%
[2025-11-25T11:41:48.099333] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 2.25%, Actual: 3.01%
[2025-11-25T11:41:48.211533] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:48.245054] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.47%, Actual: 0.31%
[2025-11-25T11:41:48.245345] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 43.0936%
[2025-11-25T11:41:48.245515] [INFO ] [main      ] GPJA: DISCARDED add_range_volume_efficiency (score: 43.09%)
[2025-11-25T11:41:48.245625] [INFO ] [main      ] GPJA: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:41:48.245737] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:41:48.245837] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:41:48.254275] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:41:48.259173] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:48.259594] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:41:48.260459] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:48.260534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:48.265350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:48.266170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:41:48.268308] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 3.08%
[2025-11-25T11:41:48.270145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:48.274665] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 1.00% | Symbol ETA: 3.0s | Global ETA: 1h 33m 30s
[2025-11-25T11:41:48.274946] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:41:48.275790] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:48.275930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:48.277749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:48.278322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:48.278823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:48.279580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:48.281017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:48.432939] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:48.456622] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 0.53%, Actual: 3.32%
[2025-11-25T11:41:48.515659] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.65% | Symbol ETA: 2.0s | Global ETA: 1h 33m 32s
[2025-11-25T11:41:48.515982] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:41:48.517181] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:48.517357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:48.519568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:48.521231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:48.523337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:41:48.525146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:48.612370] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:41:48.621500] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:41:48.631170] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -0.63%, Actual: 0.72%
[2025-11-25T11:41:48.794226] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:48.802709] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 1.09%, Actual: 2.67%
[2025-11-25T11:41:48.809998] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:48.863109] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 8.6s | Global ETA: 1h 33m 34s
[2025-11-25T11:41:48.863414] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:41:48.864288] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:48.864423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:48.869510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:48.870439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:41:48.873663] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.77% | Symbol ETA: 2.4s | Global ETA: 1h 33m 34s
[2025-11-25T11:41:48.873934] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:41:48.874768] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:48.874811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:48.874909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:48.876699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:48.877331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:48.877836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:48.878607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:48.880067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:48.890555] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:41:48.974827] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 2.64%, Actual: 4.92%
[2025-11-25T11:41:49.072595] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:49.146594] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -7.74%, Actual: 7.59%
[2025-11-25T11:41:49.153334] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 1.4s | Global ETA: 1h 33m 36s
[2025-11-25T11:41:49.153695] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:41:49.154873] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:49.155078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:49.157351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:49.159336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:49.161597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:41:49.163954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:49.231695] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:41:49.258971] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:41:49.315772] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 3.60%, Actual: 6.76%
[2025-11-25T11:41:49.409588] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:49.437276] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:49.479288] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 8.0s | Global ETA: 1h 33m 38s
[2025-11-25T11:41:49.479561] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:41:49.480421] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:49.480557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:49.485735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:49.486635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:41:49.491128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:49.492951] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.97%, Actual: 3.95%
[2025-11-25T11:41:49.493372] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 48.4277%
[2025-11-25T11:41:49.493486] [INFO ] [main      ] KORE: DISCARDED add_vol_of_vol (score: 48.43%)
[2025-11-25T11:41:49.493611] [INFO ] [main      ] KORE: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:41:49.493741] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_volatility_decay_ratio']
[2025-11-25T11:41:49.493853] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:41:49.500884] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -0.61% | Symbol ETA: 1.8s | Global ETA: 1h 33m 39s
[2025-11-25T11:41:49.501192] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:41:49.502092] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:49.502240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:49.504190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:49.504883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:49.505377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:49.506192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:49.506831] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:49.507463] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:41:49.507797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:49.508360] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:49.508457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:49.510261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:49.510804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:49.511219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:49.513891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:49.515587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:49.516833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:49.524837] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:41:49.696011] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:49.770886] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.59% | Symbol ETA: 0.8s | Global ETA: 1h 33m 40s
[2025-11-25T11:41:49.771173] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:41:49.772020] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:49.772162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:49.774147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:49.775695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:49.777555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:41:49.779347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:49.849707] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:41:49.863680] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:41:49.872552] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:41:50.024479] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:50.031559] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:50.052769] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:50.092996] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.02% | Symbol ETA: 1.2s | Global ETA: 1h 33m 43s
[2025-11-25T11:41:50.092952] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.00% | Symbol ETA: 7.4s | Global ETA: 1h 33m 43s
[2025-11-25T11:41:50.093174] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:41:50.093180] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:41:50.094144] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:50.094412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:50.094210] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:50.094492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:50.096077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:50.096578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:50.097044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:50.097763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:41:50.099150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:50.099926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:50.100825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:41:50.105001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:50.124779] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -1.19% | Symbol ETA: 6.6s | Global ETA: 1h 33m 43s
[2025-11-25T11:41:50.124937] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:41:50.125738] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:50.125816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:50.127718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:50.128268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:50.128703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:50.131474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:50.133088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:50.134268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:50.138293] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:41:50.325255] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:50.402381] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.93% | Symbol ETA: 0.2s | Global ETA: 1h 33m 45s
[2025-11-25T11:41:50.440171] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:41:50.461129] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:41:50.483241] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:41:50.573303] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.85%, Actual: 0.50%
[2025-11-25T11:41:50.611983] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:50.640971] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:50.652355] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:50.675381] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -4.33% | Symbol ETA: 0.6s | Global ETA: 1h 33m 47s
[2025-11-25T11:41:50.708551] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.92% | Symbol ETA: 6.8s | Global ETA: 1h 33m 47s
[2025-11-25T11:41:50.708746] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:41:50.709677] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:50.709825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:50.714897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:50.715855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:41:50.718856] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 5.62% | Symbol ETA: 5.9s | Global ETA: 1h 33m 47s
[2025-11-25T11:41:50.719155] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:41:50.720006] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:50.720147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:50.720103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:50.721859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:50.722505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:50.722997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:50.725725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:50.727373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:50.728686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:50.744899] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 1.43%, Actual: 2.12%
[2025-11-25T11:41:50.846516] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.36%, Actual: 2.87%
[2025-11-25T11:41:50.920816] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.70%, Actual: 0.21%
[2025-11-25T11:41:51.018576] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.55%, Actual: 3.56%
[2025-11-25T11:41:51.070121] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:41:51.078716] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:41:51.093942] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 0.30%
[2025-11-25T11:41:51.191298] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.91%, Actual: 0.62%
[2025-11-25T11:41:51.242092] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:51.265219] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:51.295819] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 1.16%
[2025-11-25T11:41:51.308691] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 0.28% | Symbol ETA: 5.2s | Global ETA: 1h 33m 51s
[2025-11-25T11:41:51.308932] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:41:51.309772] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:51.309912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:51.311624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:51.312223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:51.312713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:51.315489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:51.317140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:51.318359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:51.333940] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 6.2s | Global ETA: 1h 33m 51s
[2025-11-25T11:41:51.334070] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:41:51.334867] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:51.334944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:51.339914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:51.340924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:41:51.345129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:51.371167] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -4.54%, Actual: 1.74%
[2025-11-25T11:41:51.470244] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.78%, Actual: 0.86%
[2025-11-25T11:41:51.538950] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 1.35%
[2025-11-25T11:41:51.641859] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.65%, Actual: 2.61%
[2025-11-25T11:41:51.657726] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:41:51.704429] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:41:51.706679] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 1.00%, Actual: 1.21%
[2025-11-25T11:41:51.816722] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 0.31%
[2025-11-25T11:41:51.828363] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:51.874673] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.77%, Actual: 2.31%
[2025-11-25T11:41:51.883547] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:51.893777] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 5.04% | Symbol ETA: 4.6s | Global ETA: 1h 33m 55s
[2025-11-25T11:41:51.894058] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:41:51.894905] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:51.895044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:51.896777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:51.897364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:51.897858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:51.900532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:51.902143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:51.903363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:51.951903] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 5.6s | Global ETA: 1h 33m 55s
[2025-11-25T11:41:51.952189] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:41:51.953064] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:51.953199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:51.958589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:51.959583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:41:51.964161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:51.999155] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.59%, Actual: 1.01%
[2025-11-25T11:41:52.041166] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -0.61%, Actual: 2.40%
[2025-11-25T11:41:52.169589] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.93%, Actual: 0.44%
[2025-11-25T11:41:52.170080] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 45.5941%
[2025-11-25T11:41:52.170242] [INFO ] [main      ] MXF: DISCARDED add_volume_zscore (score: 45.59%)
[2025-11-25T11:41:52.170359] [INFO ] [main      ] MXF: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:41:52.170464] [DEBUG] [main      ] Testing with features: ['add_pct_change', 'add_signed_carry_history_11', 'add_true_range', 'add_vwap_deviations']
[2025-11-25T11:41:52.170570] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T11:41:52.183008] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:52.183793] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 2
[2025-11-25T11:41:52.184662] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:52.184803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:52.186808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:52.188357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:52.190240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:41:52.196044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:52.207521] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.02%, Actual: 1.49%
[2025-11-25T11:41:52.240385] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:41:52.321894] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:41:52.373326] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -4.33%, Actual: 1.19%
[2025-11-25T11:41:52.373602] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 45.4132%
[2025-11-25T11:41:52.373780] [INFO ] [main      ] BB: DISCARDED add_volume_dispersion (score: 45.41%)
[2025-11-25T11:41:52.373896] [INFO ] [main      ] BB: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:41:52.374004] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_volume_flow_differentials']
[2025-11-25T11:41:52.374112] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:41:52.385875] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:52.386593] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:41:52.387501] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:52.387659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:52.389410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:52.390027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:52.390506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:52.391270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:52.394085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:52.408682] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:52.475260] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 0.49% | Symbol ETA: 4.0s | Global ETA: 1h 33m 59s
[2025-11-25T11:41:52.475432] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:41:52.476213] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:52.476431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:52.478181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:52.478784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:52.479264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:52.482007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:52.483605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:52.484828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:52.502935] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:52.536246] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-20
[2025-11-25T11:41:52.570377] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 5.0s | Global ETA: 1h 33m 59s
[2025-11-25T11:41:52.570683] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:41:52.571526] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:52.571633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:52.576835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:52.577925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:41:52.582333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:52.707783] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:52.731172] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:41:52.785917] [INFO ] [main      ] MXF: Lookback Days: 2, Magnitude: -1.62% | Symbol ETA: 5.4s | Global ETA: 1h 34m 1s
[2025-11-25T11:41:52.786081] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 3
[2025-11-25T11:41:52.787066] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:52.787160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:52.789223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:52.790684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:52.792592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:41:52.798412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:52.833808] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:41:52.898923] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:52.942366] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:41:52.964767] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -4.17% | Symbol ETA: 5.7s | Global ETA: 1h 34m 2s
[2025-11-25T11:41:52.965022] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:41:52.965869] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:52.966011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:52.967772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:52.968344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:52.968859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:52.969660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:52.972433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:53.014828] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:53.080726] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 1.06% | Symbol ETA: 3.4s | Global ETA: 1h 34m 3s
[2025-11-25T11:41:53.080881] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:41:53.081668] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:53.081914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:53.083715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:53.084315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:53.084824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:53.087618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:53.089347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:53.090585] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:53.123964] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:53.139937] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-19
[2025-11-25T11:41:53.191665] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 4.4s | Global ETA: 1h 34m 4s
[2025-11-25T11:41:53.191955] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:41:53.192831] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:53.192964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:53.198249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:53.199168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:41:53.203425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:53.307844] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:41:53.319683] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:53.396954] [INFO ] [main      ] MXF: Lookback Days: 3, Magnitude: 0.96% | Symbol ETA: 4.9s | Global ETA: 1h 34m 5s
[2025-11-25T11:41:53.397278] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 4
[2025-11-25T11:41:53.398114] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:53.398277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:53.400262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:53.401773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:53.403573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:41:53.409431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:53.452469] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:41:53.476315] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:53.543488] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -3.31% | Symbol ETA: 5.1s | Global ETA: 1h 34m 6s
[2025-11-25T11:41:53.543810] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:41:53.544636] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:53.544798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:53.546538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:53.547166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:53.547659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:53.548413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:53.551217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:53.560089] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:41:53.624068] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:53.689126] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 2.97% | Symbol ETA: 2.8s | Global ETA: 1h 34m 7s
[2025-11-25T11:41:53.689417] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:41:53.690250] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:53.690390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:53.692128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:53.692731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:53.693204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:53.695925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:53.697734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:53.699300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:53.739034] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:53.781296] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-18
[2025-11-25T11:41:53.803795] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 3.7s | Global ETA: 1h 34m 8s
[2025-11-25T11:41:53.804099] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:41:53.804927] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:53.805058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:53.809913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:53.810802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:41:53.814753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:53.888435] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:41:53.955493] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:54.037542] [INFO ] [main      ] MXF: Lookback Days: 4, Magnitude: 1.05% | Symbol ETA: 4.3s | Global ETA: 1h 34m 9s
[2025-11-25T11:41:54.037886] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 5
[2025-11-25T11:41:54.038895] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:54.039048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:54.041114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:54.042708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:54.044565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:41:54.046380] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:41:54.050744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:54.058167] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:54.125280] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 4.27% | Symbol ETA: 4.5s | Global ETA: 1h 34m 10s
[2025-11-25T11:41:54.125790] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:41:54.126838] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:54.126980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:54.128920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:54.129510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:54.130004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:54.130790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:54.133542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:54.177795] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:41:54.219041] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:54.286448] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -7.92% | Symbol ETA: 2.2s | Global ETA: 1h 34m 11s
[2025-11-25T11:41:54.286756] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:41:54.287836] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:54.287991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:54.289840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:54.290443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:54.290944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:54.293779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:54.295443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:54.296745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:54.361963] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:54.406222] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-17
[2025-11-25T11:41:54.427700] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 3.1s | Global ETA: 1h 34m 12s
[2025-11-25T11:41:54.470888] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:41:54.585514] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:54.609835] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.15%, Actual: 0.79%
[2025-11-25T11:41:54.640079] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:54.641858] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:41:54.662185] [INFO ] [main      ] MXF: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 3.7s | Global ETA: 1h 34m 13s
[2025-11-25T11:41:54.662479] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 6
[2025-11-25T11:41:54.663315] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:54.663453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:54.665427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:54.666945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:54.668791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:41:54.674486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:54.706835] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -7.87% | Symbol ETA: 3.9s | Global ETA: 1h 34m 14s
[2025-11-25T11:41:54.706979] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:41:54.707835] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:54.707911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:54.709551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:54.710099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:54.710502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:54.711189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:54.713898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:54.788778] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 0.26%
[2025-11-25T11:41:54.813534] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:54.879407] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 6.69% | Symbol ETA: 1.6s | Global ETA: 1h 34m 15s
[2025-11-25T11:41:54.879732] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:41:54.880677] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:41:54.880821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:54.882588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:54.883196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:54.883705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:54.886496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:54.888222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:41:54.889486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:54.970036] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.00%, Actual: 0.33%
[2025-11-25T11:41:55.016450] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-14
[2025-11-25T11:41:55.059297] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:41:55.149229] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.92%, Actual: 0.44%
[2025-11-25T11:41:55.186028] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:55.229364] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:41:55.236981] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:55.263723] [INFO ] [main      ] MXF: Lookback Days: 6, Magnitude: -0.94% | Symbol ETA: 3.1s | Global ETA: 1h 34m 18s
[2025-11-25T11:41:55.264032] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 7
[2025-11-25T11:41:55.265036] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:55.265183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:55.267235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:55.269014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:55.271272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:41:55.277101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:55.307847] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.73% | Symbol ETA: 3.4s | Global ETA: 1h 34m 18s
[2025-11-25T11:41:55.308147] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:41:55.309020] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:55.309165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:55.311011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:55.311609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:55.312123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:55.312960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:55.315945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:55.328749] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.84%
[2025-11-25T11:41:55.408225] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:55.474918] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -10.47% | Symbol ETA: 1.0s | Global ETA: 1h 34m 19s
[2025-11-25T11:41:55.509257] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.08%
[2025-11-25T11:41:55.618108] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-13
[2025-11-25T11:41:55.647326] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -1.19%, Actual: 2.02%
[2025-11-25T11:41:55.665602] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:41:55.690692] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.66%
[2025-11-25T11:41:55.787802] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:55.820951] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 5.62%, Actual: 3.01%
[2025-11-25T11:41:55.839930] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:41:55.864186] [INFO ] [main      ] MXF: Lookback Days: 7, Magnitude: 0.93% | Symbol ETA: 2.5s | Global ETA: 1h 34m 22s
[2025-11-25T11:41:55.864486] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 8
[2025-11-25T11:41:55.865366] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:55.865508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:55.867533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:55.869109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:55.870987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:41:55.873766] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.30%
[2025-11-25T11:41:55.876721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:55.906915] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 2.8s | Global ETA: 1h 34m 22s
[2025-11-25T11:41:55.907237] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:41:55.908101] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:55.908245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:55.909979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:55.910548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:55.911036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:55.911819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:55.914616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:55.992580] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 3.08%
[2025-11-25T11:41:56.055363] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.05%
[2025-11-25T11:41:56.163207] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 5.04%, Actual: 3.32%
[2025-11-25T11:41:56.218117] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-12
[2025-11-25T11:41:56.237320] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.31%
[2025-11-25T11:41:56.237909] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 35.6915%
[2025-11-25T11:41:56.238071] [INFO ] [main      ] GPJA: DISCARDED add_range_volume_efficiency_refinements (score: 35.69%)
[2025-11-25T11:41:56.238139] [INFO ] [main      ] GPJA: Testing feature 39/53: add_regime
[2025-11-25T11:41:56.238271] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime']
[2025-11-25T11:41:56.238383] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:41:56.252442] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:56.253746] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:41:56.254749] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:56.254885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:56.257625] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:41:56.260477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:56.261423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:41:56.279001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:56.338991] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 0.72%
[2025-11-25T11:41:56.395062] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:56.436614] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:41:56.470276] [INFO ] [main      ] MXF: Lookback Days: 8, Magnitude: -0.20% | Symbol ETA: 1.8s | Global ETA: 1h 34m 26s
[2025-11-25T11:41:56.470416] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 9
[2025-11-25T11:41:56.471173] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:56.471264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:56.473154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:56.474755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:56.476542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:41:56.482303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:56.506683] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -3.32% | Symbol ETA: 2.2s | Global ETA: 1h 34m 26s
[2025-11-25T11:41:56.506984] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:41:56.507975] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:56.508149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:56.510008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:56.510622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:56.511238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:56.512093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:56.515139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:56.521106] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 1.06%, Actual: 2.67%
[2025-11-25T11:41:56.635200] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:41:56.690353] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 2.97%, Actual: 4.92%
[2025-11-25T11:41:56.815106] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:56.822479] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-11
[2025-11-25T11:41:56.865397] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -7.92%, Actual: 7.59%
[2025-11-25T11:41:56.868632] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:41:56.885385] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 8.6s | Global ETA: 1h 34m 28s
[2025-11-25T11:41:56.885677] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:41:56.886521] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:56.886671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:56.891955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:56.893027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:41:56.910010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:56.991490] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:57.036688] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 6.69%, Actual: 6.76%
[2025-11-25T11:41:57.045989] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:41:57.068749] [INFO ] [main      ] MXF: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 1.2s | Global ETA: 1h 34m 30s
[2025-11-25T11:41:57.069042] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 10
[2025-11-25T11:41:57.069907] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:57.070048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:57.072040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:57.073564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:57.075408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:41:57.081146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:57.116136] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.48% | Symbol ETA: 1.6s | Global ETA: 1h 34m 30s
[2025-11-25T11:41:57.116439] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:41:57.117394] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:57.117540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:57.119371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:57.119973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:57.120458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:57.121326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:57.124297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:57.208967] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -10.47%, Actual: 3.95%
[2025-11-25T11:41:57.209364] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 55.4902%
[2025-11-25T11:41:57.209551] [INFO ] [main      ] KORE: DISCARDED add_volatility_decay_ratio (score: 55.49%)
[2025-11-25T11:41:57.209690] [INFO ] [main      ] KORE: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:41:57.209802] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:41:57.209916] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:41:57.222954] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:41:57.223506] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:41:57.224419] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:41:57.224561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:57.226342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:57.226950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:57.227460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:57.230295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:57.232007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:57.232567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:57.233779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:57.235879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:57.268306] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:41:57.422731] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-10
[2025-11-25T11:41:57.447729] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:57.479236] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:41:57.519010] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.93% | Symbol ETA: 8.0s | Global ETA: 1h 34m 33s
[2025-11-25T11:41:57.519180] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:41:57.520013] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:57.520227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:57.525569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:57.526538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:41:57.543690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:57.578230] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:41:57.595758] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:57.658509] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:41:57.671407] [INFO ] [main      ] MXF: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 0.6s | Global ETA: 1h 34m 34s
[2025-11-25T11:41:57.671713] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 11
[2025-11-25T11:41:57.672522] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:41:57.672693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:41:57.674667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:41:57.676164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:57.678059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:41:57.684136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:57.725488] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.48% | Symbol ETA: 1.1s | Global ETA: 1h 34m 34s
[2025-11-25T11:41:57.725815] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:41:57.726693] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:41:57.726839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:57.728660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:57.729307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:57.729861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:41:57.730674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:41:57.733865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:57.750554] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:41:57.818282] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 0.70% | Symbol ETA: 6.2s | Global ETA: 1h 34m 35s
[2025-11-25T11:41:57.818548] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:41:57.819377] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:41:57.819519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:57.821250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:57.821842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:57.822317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:57.825063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:57.826780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:57.827353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:57.828505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:57.830639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:57.908921] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:41:58.029730] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-07
[2025-11-25T11:41:58.089246] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:58.092123] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:41:58.161796] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -1.07% | Symbol ETA: 7.4s | Global ETA: 1h 34m 37s
[2025-11-25T11:41:58.161964] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:41:58.163024] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:58.163165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:58.167301] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:41:58.168284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:58.169210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:41:58.186273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:58.204215] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:58.268121] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:41:58.281095] [INFO ] [main      ] MXF: Lookback Days: 11, Magnitude: 0.64% | Symbol ETA: 0.0s | Global ETA: 1h 34m 38s
[2025-11-25T11:41:58.336200] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:41:58.337122] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -1.78% | Symbol ETA: 0.5s | Global ETA: 1h 34m 38s
[2025-11-25T11:41:58.406637] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 4.66% | Symbol ETA: 5.6s | Global ETA: 1h 34m 39s
[2025-11-25T11:41:58.407011] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:41:58.408090] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:41:58.408263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:58.410175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:58.410821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:58.411341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:58.414239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:58.416251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:58.416979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:58.418325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:58.420563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:58.457503] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.62%, Actual: 0.50%
[2025-11-25T11:41:58.510015] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.17%, Actual: 2.87%
[2025-11-25T11:41:58.549776] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:41:58.631029] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.96%, Actual: 2.12%
[2025-11-25T11:41:58.679710] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -3.31%, Actual: 3.56%
[2025-11-25T11:41:58.732941] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:58.810950] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 6.8s | Global ETA: 1h 34m 41s
[2025-11-25T11:41:58.811288] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:41:58.812358] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:58.812520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:58.818194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:58.819284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:41:58.820296] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 0.21%
[2025-11-25T11:41:58.827456] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:41:58.837250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:58.854979] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.27%, Actual: 0.62%
[2025-11-25T11:41:58.993627] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.50%, Actual: 0.30%
[2025-11-25T11:41:59.002290] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:41:59.030784] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -7.87%, Actual: 1.74%
[2025-11-25T11:41:59.071793] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 5.1s | Global ETA: 1h 34m 43s
[2025-11-25T11:41:59.072110] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:41:59.072997] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:41:59.073144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:59.074900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:59.075434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:59.075929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:59.078688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:59.080342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:59.080910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:59.082061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:59.084160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:59.165314] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.94%, Actual: 1.16%
[2025-11-25T11:41:59.205548] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:41:59.208785] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.73%, Actual: 1.35%
[2025-11-25T11:41:59.337380] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.93%, Actual: 0.86%
[2025-11-25T11:41:59.377591] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:41:59.380766] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.44%, Actual: 1.21%
[2025-11-25T11:41:59.421176] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:41:59.446893] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 6.1s | Global ETA: 1h 34m 46s
[2025-11-25T11:41:59.447217] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:41:59.448069] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:41:59.448204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:41:59.453074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:41:59.453978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:41:59.470088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:59.511740] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.20%, Actual: 2.61%
[2025-11-25T11:41:59.550999] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -3.32%, Actual: 2.31%
[2025-11-25T11:41:59.588153] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:41:59.656289] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 0.47% | Symbol ETA: 4.5s | Global ETA: 1h 34m 47s
[2025-11-25T11:41:59.656582] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:41:59.657449] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:41:59.657594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:41:59.659381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:41:59.659977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:41:59.660456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:41:59.663173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:41:59.664815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:41:59.665367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:41:59.666534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:41:59.668674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:41:59.683544] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.31%
[2025-11-25T11:41:59.727829] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.48%, Actual: 2.40%
[2025-11-25T11:41:59.819225] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:41:59.855979] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 1.01%
[2025-11-25T11:41:59.906442] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.48%, Actual: 1.49%
[2025-11-25T11:42:00.011277] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:42:00.018633] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:00.036897] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 0.44%
[2025-11-25T11:42:00.037115] [INFO ] [main      ] MXF: Magnitude Forecast Confidence: 38.4255%
[2025-11-25T11:42:00.037215] [INFO ] [main      ] MXF: DISCARDED add_vwap_deviations (score: 38.43%)
[2025-11-25T11:42:00.037264] [INFO ] [main      ] MXF: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:42:00.037305] [INFO ] [main      ] MXF: Best accuracy: 47.02%
[2025-11-25T11:42:00.037355] [INFO ] [main      ] MXF: Best feature set (3 features): ['add_pct_change', 'add_signed_carry_history_11', 'add_true_range']
[2025-11-25T11:42:00.037392] [INFO ] [main      ] MXF: Improvement over baseline: 2.08%
[2025-11-25T11:42:00.037439] [INFO ] [main      ] MXF: Total time: 6.9 minutes
[2025-11-25T11:42:00.037471] [INFO ] [main      ] MXF: Average time per feature: 7.9 seconds
[2025-11-25T11:42:00.037504] [INFO ] [main      ] MXF: Average speed: 0.13 features/sec
[2025-11-25T11:42:00.096638] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.78%, Actual: 1.19%
[2025-11-25T11:42:00.097058] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 57.4538%
[2025-11-25T11:42:00.097232] [INFO ] [main      ] BB: DISCARDED add_volume_flow_differentials (score: 57.45%)
[2025-11-25T11:42:00.097353] [INFO ] [main      ] BB: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:42:00.097464] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_volume_pressure_into_close']
[2025-11-25T11:42:00.097576] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:42:00.115508] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:00.116286] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:42:00.117253] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:00.117398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:00.119192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:00.119803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:00.120283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:00.121068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:00.123146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:00.128997] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.80% | Symbol ETA: 5.5s | Global ETA: 1h 34m 50s
[2025-11-25T11:42:00.129143] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:42:00.129941] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:00.130016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:00.137964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:00.138864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:42:00.218571] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:00.220522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:00.233453] [DEBUG] [METRICS   ] MXF: 2025-11-21:2025-11-24: Predicted: -1.55%, Actual: 0.50%
[2025-11-25T11:42:00.311696] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -0.84% | Symbol ETA: 3.9s | Global ETA: 1h 34m 52s
[2025-11-25T11:42:00.311862] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:42:00.312625] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:42:00.312729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:00.314393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:00.315058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:00.316056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:00.321287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:00.322916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:00.323468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:00.324618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:42:00.326753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:00.456878] [DEBUG] [METRICS   ] MXF: 2025-11-20:2025-11-21: Predicted: 0.66%, Actual: 2.12%
[2025-11-25T11:42:00.514036] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:42:00.632294] [DEBUG] [METRICS   ] MXF: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.21%
[2025-11-25T11:42:00.719054] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:00.720763] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:42:00.793454] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -3.81% | Symbol ETA: 6.4s | Global ETA: 1h 34m 55s
[2025-11-25T11:42:00.793601] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:42:00.794370] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:00.794446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:00.799120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:00.799660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:00.800063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:00.800764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:00.805416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:00.808351] [DEBUG] [METRICS   ] MXF: 2025-11-18:2025-11-19: Predicted: -1.56%, Actual: 0.30%
[2025-11-25T11:42:00.896337] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:00.966600] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -1.32% | Symbol ETA: 3.3s | Global ETA: 1h 34m 56s
[2025-11-25T11:42:00.966772] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:42:00.967582] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:42:00.967689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:00.969476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:00.970052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:00.970500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:00.973285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:00.974098] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:42:00.974920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:00.975428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:00.976557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:42:00.978709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:00.986048] [DEBUG] [METRICS   ] MXF: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 1.16%
[2025-11-25T11:42:01.142735] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:01.180459] [DEBUG] [METRICS   ] MXF: 2025-11-14:2025-11-17: Predicted: 0.45%, Actual: 0.86%
[2025-11-25T11:42:01.242117] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 5.1s | Global ETA: 1h 34m 58s
[2025-11-25T11:42:01.242271] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:42:01.243061] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:01.243137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:01.248284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:01.249129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:42:01.265565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:01.297831] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:42:01.337090] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:42:01.366286] [DEBUG] [METRICS   ] MXF: 2025-11-13:2025-11-14: Predicted: -0.85%, Actual: 2.61%
[2025-11-25T11:42:01.479619] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:01.509928] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:01.535701] [DEBUG] [METRICS   ] MXF: 2025-11-12:2025-11-13: Predicted: 0.31%, Actual: 0.31%
[2025-11-25T11:42:01.548097] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: 0.17% | Symbol ETA: 6.0s | Global ETA: 1h 34m 60s
[2025-11-25T11:42:01.548244] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:42:01.549088] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:01.549167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:01.550946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:01.551484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:01.551926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:01.552677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:01.554433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:01.578777] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 3.43% | Symbol ETA: 2.7s | Global ETA: 1h 35m 0s
[2025-11-25T11:42:01.579018] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:42:01.579948] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:42:01.580111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:01.582053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:01.582813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:01.583296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:01.586314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:01.588198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:01.588809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:01.590155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:42:01.592436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:01.634858] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:42:01.705865] [DEBUG] [METRICS   ] MXF: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 1.01%
[2025-11-25T11:42:01.818688] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:01.888049] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.53% | Symbol ETA: 4.4s | Global ETA: 1h 35m 2s
[2025-11-25T11:42:01.888373] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:42:01.889388] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:01.889552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:01.896674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:01.898344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:42:01.903833] [DEBUG] [METRICS   ] MXF: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 0.44%
[2025-11-25T11:42:01.904889] [INFO ] [LOCAL     ] Saved configuration for MXF: 3 features, 47.02% accuracy -> ./output/feature-sets/MXF.json
[2025-11-25T11:42:01.906979] [INFO ] [main      ] Progress: 5/31 symbols completed (16.1%). MXF finished in 7m 7s. ETA: 1h 13m 13s. Rate: 0.36 symbols/min
[2025-11-25T11:42:01.913577] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:42:01.919215] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:42:01.920289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:01.927064] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:01.927660] [INFO ] [main      ] GSBD: Testing with 53 available features
[2025-11-25T11:42:01.927731] [INFO ] [main      ] GSBD: Establishing baseline with no features...
[2025-11-25T11:42:01.927795] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:42:01.940247] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:01.940946] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:42:01.941861] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:01.946323] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:42:02.105069] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:02.122763] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:02.176898] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 5.82% | Symbol ETA: 5.1s | Global ETA: 1h 13m 14s
[2025-11-25T11:42:02.177224] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:42:02.178334] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:02.178416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:02.180373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:02.181041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:02.181774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:02.182771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:02.184957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:02.195417] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -3.68% | Symbol ETA: 2.1s | Global ETA: 1h 13m 14s
[2025-11-25T11:42:02.195945] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:42:02.196959] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:42:02.197136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:02.199349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:02.200112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:02.200600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:02.203802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:02.205842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:02.206396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:02.207625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:42:02.209780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:02.287382] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:42:02.304019] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:42:02.486605] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:02.486897] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:02.548594] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.52%
[2025-11-25T11:42:02.548995] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:42:02.549845] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:02.554350] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:42:02.560907] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 3.6s | Global ETA: 1h 13m 16s
[2025-11-25T11:42:02.561198] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:42:02.562146] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:02.562302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:02.564724] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:42:02.567759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:02.568893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:42:02.593612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:02.725285] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:02.735742] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:02.791311] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -4.82% | Symbol ETA: 4.3s | Global ETA: 1h 13m 18s
[2025-11-25T11:42:02.791598] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:42:02.792445] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:02.792578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:02.794332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:02.795128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:02.795596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:02.796380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:02.798152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:02.804595] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 1.71% | Symbol ETA: 1.4s | Global ETA: 1h 13m 18s
[2025-11-25T11:42:02.804922] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:42:02.805826] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:42:02.805974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:02.807818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:02.808435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:02.808950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:02.811849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:02.813601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:02.814209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:02.815674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:42:02.818517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:02.938301] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:42:02.950123] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:42:03.107198] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:03.121900] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:03.141135] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:42:03.172020] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:42:03.173417] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 2.9s | Global ETA: 1h 13m 20s
[2025-11-25T11:42:03.181095] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.54%
[2025-11-25T11:42:03.181351] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:42:03.182133] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:03.312282] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:03.343077] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:03.344234] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.12%, Actual: 0.79%
[2025-11-25T11:42:03.377591] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 3.6s | Global ETA: 1h 13m 21s
[2025-11-25T11:42:03.377894] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:42:03.378743] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:03.378874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:03.380582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:03.381180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:03.381676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:03.382429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:03.384190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:03.409834] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.56% | Symbol ETA: 0.8s | Global ETA: 1h 13m 21s
[2025-11-25T11:42:03.517122] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.93%, Actual: 0.26%
[2025-11-25T11:42:03.520722] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:42:03.582549] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 0.70%, Actual: 2.02%
[2025-11-25T11:42:03.694199] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -1.07%, Actual: 0.33%
[2025-11-25T11:42:03.698797] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:03.741294] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:42:03.757631] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.95%
[2025-11-25T11:42:03.757956] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:42:03.758791] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:03.763103] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 4.66%, Actual: 3.01%
[2025-11-25T11:42:03.866234] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 0.44%
[2025-11-25T11:42:03.921728] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:03.947335] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.49%, Actual: 3.08%
[2025-11-25T11:42:03.987638] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.33% | Symbol ETA: 2.9s | Global ETA: 1h 13m 24s
[2025-11-25T11:42:03.987954] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:42:03.989003] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:03.989163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:03.991105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:03.991805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:03.992305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:03.993149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:03.995104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:04.040260] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: 0.34%, Actual: 0.84%
[2025-11-25T11:42:04.103391] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:42:04.138066] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 0.47%, Actual: 3.32%
[2025-11-25T11:42:04.214860] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.80%, Actual: 0.08%
[2025-11-25T11:42:04.274110] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:04.327531] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -0.84%, Actual: 0.72%
[2025-11-25T11:42:04.333774] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -0.74%
[2025-11-25T11:42:04.334093] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:42:04.334931] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:04.349351] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:42:04.395378] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66%
[2025-11-25T11:42:04.499362] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -1.32%, Actual: 2.67%
[2025-11-25T11:42:04.524517] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:04.568313] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 0.30%
[2025-11-25T11:42:04.589735] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -4.10% | Symbol ETA: 2.2s | Global ETA: 1h 13m 27s
[2025-11-25T11:42:04.589904] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:42:04.590807] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:04.590937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:04.592591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:04.593170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:04.593688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:04.594435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:04.596206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:04.671968] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 3.43%, Actual: 4.92%
[2025-11-25T11:42:04.673192] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:42:04.743401] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 0.05%
[2025-11-25T11:42:04.845341] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -3.68%, Actual: 7.59%
[2025-11-25T11:42:04.857161] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:04.917786] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.36%
[2025-11-25T11:42:04.918123] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:42:04.918973] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:04.918836] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.15%, Actual: 0.31%
[2025-11-25T11:42:04.919247] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 35.8452%
[2025-11-25T11:42:04.919429] [INFO ] [main      ] GPJA: DISCARDED add_regime (score: 35.85%)
[2025-11-25T11:42:04.919569] [INFO ] [main      ] GPJA: Testing feature 40/53: add_regime_flags
[2025-11-25T11:42:04.919697] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags']
[2025-11-25T11:42:04.919812] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:42:04.933389] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:04.934203] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:42:04.935179] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:04.935322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:04.940791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:04.941838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:04.942981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:04.946008] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:42:05.015240] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 1.71%, Actual: 6.76%
[2025-11-25T11:42:05.120876] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:05.186212] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.56%, Actual: 3.95%
[2025-11-25T11:42:05.186556] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.42% | Symbol ETA: 1.6s | Global ETA: 1h 13m 30s
[2025-11-25T11:42:05.186721] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:42:05.186615] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 46.8876%
[2025-11-25T11:42:05.186857] [INFO ] [main      ] KORE: DISCARDED add_volatility_state_percentiles (score: 46.89%)
[2025-11-25T11:42:05.186975] [INFO ] [main      ] KORE: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:42:05.187099] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_volume_dispersion']
[2025-11-25T11:42:05.187209] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:42:05.187536] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:05.187623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:05.189342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:05.189953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:05.190488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:05.191294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:05.193113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:05.200386] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:05.201067] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:42:05.201978] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:05.202165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:05.203960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:05.204563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:05.205074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:05.207914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:05.209555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:42:05.211009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:05.261777] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:42:05.293948] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:42:05.428588] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:05.464329] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:05.486945] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.46%
[2025-11-25T11:42:05.487289] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:42:05.488161] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:05.530044] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.43% | Symbol ETA: 8.3s | Global ETA: 1h 13m 32s
[2025-11-25T11:42:05.530197] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:42:05.530997] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:05.531073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:05.536042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:05.536897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:05.537942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:05.553743] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:42:05.554765] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:42:05.724791] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:05.733043] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:05.790295] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -0.41% | Symbol ETA: 6.0s | Global ETA: 1h 13m 33s
[2025-11-25T11:42:05.790448] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:42:05.791228] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:05.791305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:05.792989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:05.793502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:05.793921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:05.796526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:05.797442] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 1.02% | Symbol ETA: 0.9s | Global ETA: 1h 13m 33s
[2025-11-25T11:42:05.797595] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:42:05.798100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:42:05.798418] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:05.798493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:05.799474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:05.800281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:05.800874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:05.801292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:05.802047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:05.803813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:05.827084] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:42:05.878796] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:42:05.997957] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:06.048687] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:06.057235] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.72%
[2025-11-25T11:42:06.057481] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:42:06.058309] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:06.113736] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.47% | Symbol ETA: 7.6s | Global ETA: 1h 13m 35s
[2025-11-25T11:42:06.113881] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:42:06.114621] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:06.114711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:06.119600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:06.120400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:06.121377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:06.163853] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:42:06.195565] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:42:06.347569] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:06.369574] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:06.408494] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:42:06.414529] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.47% | Symbol ETA: 0.3s | Global ETA: 1h 13m 36s
[2025-11-25T11:42:06.437082] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 2.89% | Symbol ETA: 5.6s | Global ETA: 1h 13m 36s
[2025-11-25T11:42:06.437385] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:42:06.438245] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:06.438387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:06.440111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:06.440721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:06.441196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:06.443924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:06.445950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:42:06.447396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:06.467053] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:42:06.581088] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:06.598808] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -3.81%, Actual: 2.87%
[2025-11-25T11:42:06.638362] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:06.638826] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.37%
[2025-11-25T11:42:06.639188] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:42:06.640068] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:06.704235] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 7.0s | Global ETA: 1h 13m 38s
[2025-11-25T11:42:06.704393] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:42:06.705172] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:06.705343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:06.710245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:06.711149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:06.712213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:06.778230] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 3.56%
[2025-11-25T11:42:06.787176] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:42:06.957912] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:06.959250] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 5.82%, Actual: 0.62%
[2025-11-25T11:42:06.980686] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:42:07.022826] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.58% | Symbol ETA: 4.9s | Global ETA: 1h 13m 40s
[2025-11-25T11:42:07.023119] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:42:07.023949] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:07.024093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:07.025804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:07.026369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:07.026864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:07.029589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:07.031210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:42:07.032677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:07.059078] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:42:07.141779] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -4.82%, Actual: 1.74%
[2025-11-25T11:42:07.150793] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:07.209550] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.00%
[2025-11-25T11:42:07.209876] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:42:07.210727] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:07.236335] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:07.302902] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 6.4s | Global ETA: 1h 13m 41s
[2025-11-25T11:42:07.303200] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:42:07.304100] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:07.304244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:07.309859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:07.310945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:07.312126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:07.315921] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.82%, Actual: 1.35%
[2025-11-25T11:42:07.372681] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:42:07.490412] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 1.21%
[2025-11-25T11:42:07.544045] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:07.556753] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:42:07.612864] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 1.52% | Symbol ETA: 4.3s | Global ETA: 1h 13m 43s
[2025-11-25T11:42:07.613172] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:42:07.614027] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:07.614171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:07.615893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:07.616473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:07.616964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:07.619725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:07.621322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:42:07.622767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:07.689882] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -4.10%, Actual: 2.31%
[2025-11-25T11:42:07.692354] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:42:07.731249] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:07.798100] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.18%
[2025-11-25T11:42:07.899303] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:07.907722] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.42%, Actual: 2.40%
[2025-11-25T11:42:07.975667] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.51% | Symbol ETA: 5.9s | Global ETA: 1h 13m 44s
[2025-11-25T11:42:07.975833] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:42:07.976766] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:07.976856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:07.982558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:07.983760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:07.984861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:07.992778] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:42:08.034108] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.52%, Actual: 1.80%
[2025-11-25T11:42:08.198883] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 1.02%, Actual: 1.49%
[2025-11-25T11:42:08.250030] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.54%, Actual: 1.05%
[2025-11-25T11:42:08.259338] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:08.343109] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 1.61% | Symbol ETA: 3.8s | Global ETA: 1h 13m 46s
[2025-11-25T11:42:08.343466] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:42:08.344869] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:08.345070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:08.347759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:08.348667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:08.349352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:08.353760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:08.356559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:42:08.359019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:08.451831] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:42:08.457061] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.47%, Actual: 1.19%
[2025-11-25T11:42:08.457558] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 45.2390%
[2025-11-25T11:42:08.457820] [INFO ] [main      ] BB: DISCARDED add_volume_pressure_into_close (score: 45.24%)
[2025-11-25T11:42:08.457978] [INFO ] [main      ] BB: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:42:08.458116] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_volume_zscore']
[2025-11-25T11:42:08.458269] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:42:08.478314] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:08.479227] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:42:08.480529] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:08.480710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:08.483176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:08.483964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:08.484571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:08.485621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:08.488232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:08.492394] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.95%, Actual: 0.03%
[2025-11-25T11:42:08.682073] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:08.685970] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 1.54%
[2025-11-25T11:42:08.751868] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 5.4s | Global ETA: 1h 13m 49s
[2025-11-25T11:42:08.752170] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:42:08.753075] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:08.753242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:08.758353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:08.759239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:08.760364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:08.812967] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:42:08.871893] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.36%, Actual: 1.74%
[2025-11-25T11:42:08.975236] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:42:09.025083] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:09.053958] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.46%, Actual: 1.54%
[2025-11-25T11:42:09.094086] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -4.65% | Symbol ETA: 3.3s | Global ETA: 1h 13m 50s
[2025-11-25T11:42:09.094361] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:42:09.095216] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:09.095360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:09.097097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:09.097698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:09.098175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:09.100951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:09.102557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:42:09.103992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:09.137614] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:42:09.150017] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:09.216919] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -3.62% | Symbol ETA: 6.8s | Global ETA: 1h 13m 51s
[2025-11-25T11:42:09.217228] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:42:09.218057] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:09.218194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:09.219956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:09.220544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:09.221033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:09.221822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:09.223518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:09.231321] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.72%, Actual: 0.28%
[2025-11-25T11:42:09.309746] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:09.375000] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 4.8s | Global ETA: 1h 13m 52s
[2025-11-25T11:42:09.375290] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:42:09.376158] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:09.376298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:09.381267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:09.382161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:09.383162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:09.409895] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.37%, Actual: 0.78%
[2025-11-25T11:42:09.445566] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:42:09.562362] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:42:09.583992] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.00%, Actual: 1.98%
[2025-11-25T11:42:09.624727] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:09.692547] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -2.22% | Symbol ETA: 2.6s | Global ETA: 1h 13m 53s
[2025-11-25T11:42:09.692877] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:42:09.693770] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:09.693922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:09.695750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:09.696344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:09.696870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:09.699764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:09.701439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:42:09.702922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:09.729194] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:42:09.731174] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:09.765310] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 0.87%
[2025-11-25T11:42:09.765757] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 43.3735%
[2025-11-25T11:42:09.765896] [INFO ] [main      ] GSBD: Baseline score (no features): 43.3735%
[2025-11-25T11:42:09.766012] [INFO ] [main      ] GSBD: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:09.766130] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:42:09.766271] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:42:09.779834] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:09.780587] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:42:09.781574] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:09.781733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:09.786827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:09.798185] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 5.4s | Global ETA: 1h 13m 54s
[2025-11-25T11:42:09.798468] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:42:09.799307] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:09.799439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:09.801172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:09.801755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:09.802226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:09.802988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:09.804686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:09.900324] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:09.965319] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.93% | Symbol ETA: 4.2s | Global ETA: 1h 13m 55s
[2025-11-25T11:42:09.965620] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:42:09.966497] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:09.966661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:09.971830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:09.972774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:09.973851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:10.047170] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:42:10.144937] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:42:10.146950] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:42:10.222818] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:10.290877] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -3.80% | Symbol ETA: 1.9s | Global ETA: 1h 13m 57s
[2025-11-25T11:42:10.291152] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:42:10.292138] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:10.292286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:10.294168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:10.294773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:10.295253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:10.298139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:10.299893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:42:10.301342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:10.319336] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:10.320558] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:42:10.330941] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:10.387000] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 6.49% | Symbol ETA: 4.6s | Global ETA: 1h 13m 57s
[2025-11-25T11:42:10.387300] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:42:10.388193] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:10.388327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:10.390447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:10.391166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:10.391737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:10.392515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:10.394320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:10.398962] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.76% | Symbol ETA: 5m 27s | Global ETA: 1h 13m 57s
[2025-11-25T11:42:10.399128] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:42:10.400089] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:10.400165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:10.406818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:10.490607] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:10.561864] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 3.5s | Global ETA: 1h 13m 58s
[2025-11-25T11:42:10.562120] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:42:10.563010] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:10.563152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:10.568267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:10.569197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:10.570356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:10.654001] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:42:10.741329] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:42:10.771038] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:42:10.828096] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:10.893682] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.41% | Symbol ETA: 1.3s | Global ETA: 1h 13m 60s
[2025-11-25T11:42:10.893961] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:42:10.894811] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:10.894949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:10.896661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:10.897248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:10.897737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:10.900409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:10.902016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:42:10.903425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:10.911765] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:10.947132] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:10.980243] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.58% | Symbol ETA: 3.9s | Global ETA: 1h 14m 0s
[2025-11-25T11:42:10.980405] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:42:10.981304] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:10.981435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:10.983258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:10.983882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:10.984340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:10.985289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:10.985405] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:42:10.987167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:11.015552] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 5m 26s | Global ETA: 1h 14m 0s
[2025-11-25T11:42:11.015922] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:42:11.017002] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:11.017183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:11.022822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:11.163305] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:11.230103] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 2.9s | Global ETA: 1h 14m 1s
[2025-11-25T11:42:11.240498] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:42:11.334558] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:42:11.372199] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:42:11.406033] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.43%, Actual: 0.79%
[2025-11-25T11:42:11.422917] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:11.490724] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -2.87% | Symbol ETA: 0.7s | Global ETA: 1h 14m 3s
[2025-11-25T11:42:11.511273] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:11.547863] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:11.578357] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 0.26%
[2025-11-25T11:42:11.579635] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -1.48% | Symbol ETA: 3.3s | Global ETA: 1h 14m 3s
[2025-11-25T11:42:11.579942] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:42:11.580816] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:11.580976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:11.582816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:11.583383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:11.583882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:11.584729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:11.586498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:11.611817] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -1.00% | Symbol ETA: 5m 22s | Global ETA: 1h 14m 3s
[2025-11-25T11:42:11.612149] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:42:11.613059] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:11.613201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:11.618137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:11.672526] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -0.41%, Actual: 2.02%
[2025-11-25T11:42:11.747179] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 0.33%
[2025-11-25T11:42:11.851286] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 2.89%, Actual: 3.01%
[2025-11-25T11:42:11.916353] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 0.44%
[2025-11-25T11:42:11.936262] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:42:11.975576] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:42:12.028828] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.58%, Actual: 3.08%
[2025-11-25T11:42:12.084298] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 0.84%
[2025-11-25T11:42:12.114916] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:12.149781] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:12.183833] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -1.19% | Symbol ETA: 2.6s | Global ETA: 1h 14m 6s
[2025-11-25T11:42:12.184131] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:42:12.185006] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:12.185196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:12.187104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:12.187750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:12.188232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:12.189046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:12.190866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:12.205240] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 1.52%, Actual: 3.32%
[2025-11-25T11:42:12.213331] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 5m 20s | Global ETA: 1h 14m 7s
[2025-11-25T11:42:12.213631] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:42:12.214494] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:12.214634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:12.219767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:12.264688] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.08%
[2025-11-25T11:42:12.380460] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 1.61%, Actual: 0.72%
[2025-11-25T11:42:12.448085] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 0.66%
[2025-11-25T11:42:12.537182] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:42:12.556688] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:42:12.561217] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -4.65%, Actual: 2.67%
[2025-11-25T11:42:12.621751] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.93%, Actual: 0.30%
[2025-11-25T11:42:12.704600] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:12.721588] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:12.736848] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -2.22%, Actual: 4.92%
[2025-11-25T11:42:12.768240] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -2.18% | Symbol ETA: 2.0s | Global ETA: 1h 14m 9s
[2025-11-25T11:42:12.768528] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:42:12.769375] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:12.769514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:12.771251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:12.771837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:12.772303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:12.773080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:12.774787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:12.783722] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -1.14% | Symbol ETA: 5m 15s | Global ETA: 1h 14m 9s
[2025-11-25T11:42:12.783887] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:42:12.784635] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:12.784865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:12.789705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:12.801343] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 0.05%
[2025-11-25T11:42:12.915467] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -3.80%, Actual: 7.59%
[2025-11-25T11:42:12.978839] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 0.31%
[2025-11-25T11:42:12.979259] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 53.3616%
[2025-11-25T11:42:12.979509] [INFO ] [main      ] GPJA: KEPT add_regime_flags (score: 53.36%)
[2025-11-25T11:42:12.979634] [INFO ] [main      ] GPJA: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:42:12.979761] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_atr_10', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:42:12.979903] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:42:13.026669] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:13.027461] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:42:13.028509] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:42:13.028672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:13.033853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:13.034877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:13.036049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:13.038035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:13.038620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:13.040468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:42:13.041603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:42:13.042433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:13.092451] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.41%, Actual: 6.76%
[2025-11-25T11:42:13.115586] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:42:13.127897] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:42:13.269427] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -2.87%, Actual: 3.95%
[2025-11-25T11:42:13.269879] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 50.9340%
[2025-11-25T11:42:13.270056] [INFO ] [main      ] KORE: DISCARDED add_volume_dispersion (score: 50.93%)
[2025-11-25T11:42:13.270182] [INFO ] [main      ] KORE: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:42:13.270292] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_volume_flow_differentials']
[2025-11-25T11:42:13.270405] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:42:13.283431] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:13.283880] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:13.284076] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:42:13.285062] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:13.285223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:13.287231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:13.287858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:13.288403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:13.291364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:13.293070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:42:13.295247] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:13.296077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:13.346484] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -2.42% | Symbol ETA: 1.4s | Global ETA: 1h 14m 12s
[2025-11-25T11:42:13.346655] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:42:13.347437] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:13.347512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:13.349195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:13.349714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:13.350112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:13.350812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:13.352417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:13.356125] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.51% | Symbol ETA: 5m 12s | Global ETA: 1h 14m 12s
[2025-11-25T11:42:13.356270] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:42:13.357072] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:13.357145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:13.361831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:13.400049] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:42:13.578366] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:13.653036] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:42:13.655999] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 8.1s | Global ETA: 1h 14m 14s
[2025-11-25T11:42:13.656290] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:42:13.657230] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:42:13.657382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:13.662875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:13.663810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:13.664901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:13.666989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:13.667629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:13.669500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:42:13.670818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:42:13.671603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:13.694929] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:42:13.703281] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:42:13.831706] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:13.866035] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:13.872891] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:13.902325] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: 1.58% | Symbol ETA: 6.1s | Global ETA: 1h 14m 15s
[2025-11-25T11:42:13.902630] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:42:13.903603] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:13.903765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:13.905533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:13.906169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:13.906669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:13.909861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:13.911508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:42:13.914383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:13.930225] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.67% | Symbol ETA: 0.8s | Global ETA: 1h 14m 15s
[2025-11-25T11:42:13.930515] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:42:13.931352] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:13.931485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:13.933210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:13.933788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:13.934255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:13.935059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:13.936347] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.33% | Symbol ETA: 5m 10s | Global ETA: 1h 14m 15s
[2025-11-25T11:42:13.936693] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:42:13.936758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:13.937563] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:13.937753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:13.942742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:14.016511] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:42:14.189412] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:14.263156] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.23% | Symbol ETA: 7.4s | Global ETA: 1h 14m 17s
[2025-11-25T11:42:14.263450] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:42:14.264362] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:42:14.264509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:14.268297] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:42:14.269612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:14.270671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:14.271782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:14.273776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:14.274359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:14.276137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:42:14.277377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:42:14.278210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:14.279945] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:42:14.286150] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:42:14.445872] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:14.451367] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:14.456635] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:14.515474] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.58% | Symbol ETA: 0.2s | Global ETA: 1h 14m 18s
[2025-11-25T11:42:14.519384] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.76% | Symbol ETA: 5m 9s | Global ETA: 1h 14m 19s
[2025-11-25T11:42:14.519400] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 3.12% | Symbol ETA: 5.4s | Global ETA: 1h 14m 19s
[2025-11-25T11:42:14.519530] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:42:14.519539] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:42:14.520295] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:14.520367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:14.520370] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:14.520449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:14.522215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:14.522854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:14.523448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:14.525113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:14.526480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:14.528322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:42:14.531310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:14.623416] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:42:14.685603] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -3.62%, Actual: 2.87%
[2025-11-25T11:42:14.798208] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:14.855172] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.22%, Actual: 3.56%
[2025-11-25T11:42:14.859037] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:42:14.875491] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.71% | Symbol ETA: 6.7s | Global ETA: 1h 14m 20s
[2025-11-25T11:42:14.875684] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:42:14.876680] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:42:14.876829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:14.882150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:14.883230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:14.884352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:14.886450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:14.886464] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:42:14.887087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:14.888865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:42:14.890053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:42:14.890893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:15.026615] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 6.49%, Actual: 0.62%
[2025-11-25T11:42:15.042513] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:15.072832] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:15.105064] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.65% | Symbol ETA: 5m 8s | Global ETA: 1h 14m 22s
[2025-11-25T11:42:15.105333] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:42:15.106166] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:15.106304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:15.111075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:15.144202] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -1.94% | Symbol ETA: 4.8s | Global ETA: 1h 14m 22s
[2025-11-25T11:42:15.144503] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:42:15.145399] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:15.145547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:15.147379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:15.148003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:15.148567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:15.151605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:15.153292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:42:15.156440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:15.195758] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.58%, Actual: 1.74%
[2025-11-25T11:42:15.241389] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:42:15.377283] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -1.48%, Actual: 1.35%
[2025-11-25T11:42:15.426171] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:15.463144] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:42:15.498286] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.31% | Symbol ETA: 6.1s | Global ETA: 1h 14m 24s
[2025-11-25T11:42:15.498450] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:42:15.499344] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:42:15.499489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:15.504309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:15.505209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:15.506271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:15.508196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:15.508798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:15.510511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:42:15.511667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:42:15.511846] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:42:15.512425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:15.551214] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -1.19%, Actual: 1.21%
[2025-11-25T11:42:15.639782] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:15.681549] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:15.701102] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.96% | Symbol ETA: 5m 8s | Global ETA: 1h 14m 25s
[2025-11-25T11:42:15.723731] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -2.18%, Actual: 2.31%
[2025-11-25T11:42:15.748795] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 2.55% | Symbol ETA: 4.2s | Global ETA: 1h 14m 25s
[2025-11-25T11:42:15.749073] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:42:15.749862] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:15.750000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:15.751733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:15.752323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:15.752814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:15.755509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:15.757154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:42:15.759938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:15.852682] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:42:15.873426] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.76%, Actual: 1.80%
[2025-11-25T11:42:15.894257] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.42%, Actual: 2.40%
[2025-11-25T11:42:16.021800] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:16.043046] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 1.05%
[2025-11-25T11:42:16.065595] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.67%, Actual: 1.49%
[2025-11-25T11:42:16.093233] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: 0.56% | Symbol ETA: 5.5s | Global ETA: 1h 14m 27s
[2025-11-25T11:42:16.093528] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:42:16.094366] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:42:16.094528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:16.098577] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:42:16.099562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:16.100464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:16.101559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:16.103494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:16.104075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:16.105847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:42:16.106971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:42:16.107817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:16.212734] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -1.00%, Actual: 0.03%
[2025-11-25T11:42:16.237579] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.58%, Actual: 1.19%
[2025-11-25T11:42:16.237972] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 57.2077%
[2025-11-25T11:42:16.238123] [INFO ] [main      ] BB: DISCARDED add_volume_zscore (score: 57.21%)
[2025-11-25T11:42:16.238231] [INFO ] [main      ] BB: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:42:16.238327] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0', 'add_vwap_deviations']
[2025-11-25T11:42:16.238424] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T11:42:16.251983] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:16.252711] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 2
[2025-11-25T11:42:16.253610] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:16.253794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:16.255553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:16.256145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:16.256612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:16.257419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:16.263278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:16.295319] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:16.369127] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 1.59% | Symbol ETA: 3.6s | Global ETA: 1h 14m 28s
[2025-11-25T11:42:16.369276] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:42:16.370078] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:16.370154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:16.371866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:16.372368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:16.372830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:16.375465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:16.377108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:42:16.379947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:16.385194] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 1.54%
[2025-11-25T11:42:16.452073] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:42:16.555258] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -1.14%, Actual: 1.74%
[2025-11-25T11:42:16.606411] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-20
[2025-11-25T11:42:16.623456] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:16.695594] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.62% | Symbol ETA: 4.9s | Global ETA: 1h 14m 30s
[2025-11-25T11:42:16.695779] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:42:16.696707] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:42:16.696849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:16.701806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:16.702722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:16.703785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:16.705706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:16.706277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:16.708048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:42:16.709168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:42:16.709950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:16.721695] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:42:16.723949] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.51%, Actual: 1.54%
[2025-11-25T11:42:16.775369] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:16.840228] [INFO ] [main      ] BB: Lookback Days: 2, Magnitude: -3.85% | Symbol ETA: 5.3s | Global ETA: 1h 14m 31s
[2025-11-25T11:42:16.840510] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 3
[2025-11-25T11:42:16.841380] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:16.841513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:16.843245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:16.843835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:16.844304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:16.845072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:16.850860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:16.890663] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:16.893165] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.33%, Actual: 0.28%
[2025-11-25T11:42:16.961597] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -3.24% | Symbol ETA: 2.9s | Global ETA: 1h 14m 31s
[2025-11-25T11:42:16.961976] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:42:16.962872] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:16.963014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:16.964742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:16.965336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:16.965843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:16.968874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:16.970586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:42:16.973699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:17.053298] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:42:17.066223] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.76%, Actual: 0.78%
[2025-11-25T11:42:17.194089] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-19
[2025-11-25T11:42:17.225596] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:17.235158] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.65%, Actual: 1.98%
[2025-11-25T11:42:17.298156] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 4.2s | Global ETA: 1h 14m 33s
[2025-11-25T11:42:17.298469] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:42:17.299429] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:42:17.299577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:17.304663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:17.305639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:17.306807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:17.308866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:17.309460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:17.311305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:42:17.312489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:42:17.313300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:17.331429] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:42:17.364248] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:17.402264] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.96%, Actual: 0.87%
[2025-11-25T11:42:17.402583] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 45.5308%
[2025-11-25T11:42:17.402725] [INFO ] [main      ] GSBD: KEPT add_afternoon_v_morning_volatility_mix (score: 45.53%)
[2025-11-25T11:42:17.402838] [INFO ] [main      ] GSBD: Testing feature 2/53: add_atr
[2025-11-25T11:42:17.402947] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T11:42:17.403059] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:42:17.415353] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:17.415891] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:42:17.416804] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:17.416941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:17.421827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:17.423664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:17.424226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:17.431158] [INFO ] [main      ] BB: Lookback Days: 3, Magnitude: -1.31% | Symbol ETA: 4.7s | Global ETA: 1h 14m 34s
[2025-11-25T11:42:17.431440] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 4
[2025-11-25T11:42:17.432270] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:17.432401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:17.434128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:17.434702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:17.435166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:17.435949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:17.441743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:17.506239] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:17.576551] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: -0.96% | Symbol ETA: 2.3s | Global ETA: 1h 14m 34s
[2025-11-25T11:42:17.576871] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:42:17.577790] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:17.577934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:17.579770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:17.580357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:17.580862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:17.583761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:17.585467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:42:17.588544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:17.658341] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:42:17.762077] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:42:17.780287] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-18
[2025-11-25T11:42:17.830488] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:17.901497] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.51% | Symbol ETA: 3.6s | Global ETA: 1h 14m 36s
[2025-11-25T11:42:17.901806] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:42:17.902610] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:42:17.902767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:17.907664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:17.908577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:17.909682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:17.911577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:17.912171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:17.913958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:42:17.915126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:42:17.915873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:17.928505] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:17.941011] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:42:17.949784] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:17.993315] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 6m 35s | Global ETA: 1h 14m 37s
[2025-11-25T11:42:17.993604] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:42:17.994453] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:17.994592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:17.999456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:18.001307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:18.001926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:18.016135] [INFO ] [main      ] BB: Lookback Days: 4, Magnitude: 6.60% | Symbol ETA: 4.1s | Global ETA: 1h 14m 37s
[2025-11-25T11:42:18.016287] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 5
[2025-11-25T11:42:18.017078] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:18.017154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:18.018892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:18.019391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:18.019807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:18.020512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:18.026244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:18.114819] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:18.181994] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -9.97% | Symbol ETA: 1.7s | Global ETA: 1h 14m 38s
[2025-11-25T11:42:18.182143] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:42:18.182909] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:18.182986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:18.184616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:18.185135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:18.185536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:18.188239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:18.189832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:42:18.192512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:18.258634] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:42:18.340177] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:42:18.368778] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-17
[2025-11-25T11:42:18.430503] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:18.504893] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.20% | Symbol ETA: 3.0s | Global ETA: 1h 14m 39s
[2025-11-25T11:42:18.505233] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:42:18.506206] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:42:18.506357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:18.510370] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:18.511452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:18.512403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:18.513506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:18.515462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:18.516055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:18.517914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:42:18.519055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:42:18.519862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:18.539328] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:18.540089] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:42:18.576982] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 6m 34s | Global ETA: 1h 14m 40s
[2025-11-25T11:42:18.577299] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:42:18.578145] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:18.578286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:18.583054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:18.584926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:18.585496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:18.604689] [INFO ] [main      ] BB: Lookback Days: 5, Magnitude: -5.45% | Symbol ETA: 3.5s | Global ETA: 1h 14m 40s
[2025-11-25T11:42:18.604976] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 6
[2025-11-25T11:42:18.605830] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:18.605963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:18.607696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:18.608254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:18.608749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:18.609503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:18.615187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:18.710985] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:18.779089] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 7.80% | Symbol ETA: 1.1s | Global ETA: 1h 14m 41s
[2025-11-25T11:42:18.779398] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:42:18.780249] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:18.780395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:18.782147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:18.782775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:18.783247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:18.785980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:18.787605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:42:18.790402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:18.875157] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:42:18.922523] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:42:19.009572] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-14
[2025-11-25T11:42:19.046203] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:19.090877] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:19.117861] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.00% | Symbol ETA: 2.4s | Global ETA: 1h 14m 42s
[2025-11-25T11:42:19.131038] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:42:19.157415] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -1.47% | Symbol ETA: 6m 34s | Global ETA: 1h 14m 43s
[2025-11-25T11:42:19.157701] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:42:19.158514] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:19.158672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:19.163453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:19.165318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:19.165900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:19.177869] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:19.242465] [INFO ] [main      ] BB: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 3.0s | Global ETA: 1h 14m 43s
[2025-11-25T11:42:19.242764] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 7
[2025-11-25T11:42:19.243568] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:19.243723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:19.245428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:19.246042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:19.246503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:19.247303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:19.253050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:19.287887] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.13%, Actual: 0.79%
[2025-11-25T11:42:19.309970] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:19.379263] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -7.36% | Symbol ETA: 0.5s | Global ETA: 1h 14m 44s
[2025-11-25T11:42:19.460831] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.23%, Actual: 0.26%
[2025-11-25T11:42:19.505371] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:42:19.549915] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: 1.58%, Actual: 2.02%
[2025-11-25T11:42:19.589994] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-13
[2025-11-25T11:42:19.631110] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.71%, Actual: 0.33%
[2025-11-25T11:42:19.678779] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:19.735576] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 3.12%, Actual: 3.01%
[2025-11-25T11:42:19.746028] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -0.74% | Symbol ETA: 6m 33s | Global ETA: 1h 14m 46s
[2025-11-25T11:42:19.746337] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:42:19.747180] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:19.747317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:19.752089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:19.753899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:19.754454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:19.762714] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:19.806696] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 0.44%
[2025-11-25T11:42:19.826760] [INFO ] [main      ] BB: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 2.4s | Global ETA: 1h 14m 46s
[2025-11-25T11:42:19.827055] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 8
[2025-11-25T11:42:19.827889] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:19.828021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:19.829738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:19.830293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:19.830775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:19.831519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:19.837198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:19.917442] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -1.94%, Actual: 3.08%
[2025-11-25T11:42:19.976830] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: 0.56%, Actual: 0.84%
[2025-11-25T11:42:20.088865] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:42:20.098523] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 2.55%, Actual: 3.32%
[2025-11-25T11:42:20.147522] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 0.08%
[2025-11-25T11:42:20.176569] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-12
[2025-11-25T11:42:20.256045] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:20.270693] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 1.59%, Actual: 0.72%
[2025-11-25T11:42:20.317876] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66%
[2025-11-25T11:42:20.319078] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 6m 32s | Global ETA: 1h 14m 49s
[2025-11-25T11:42:20.319418] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:42:20.320259] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:20.320398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:20.325250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:20.327095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:20.327678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:20.345397] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:20.409251] [INFO ] [main      ] BB: Lookback Days: 8, Magnitude: -4.12% | Symbol ETA: 1.8s | Global ETA: 1h 14m 49s
[2025-11-25T11:42:20.409535] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 9
[2025-11-25T11:42:20.410368] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:20.410499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:20.412231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:20.412817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:20.413278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:20.414042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:20.419825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:20.446200] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -3.24%, Actual: 2.67%
[2025-11-25T11:42:20.486255] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.51%, Actual: 0.30%
[2025-11-25T11:42:20.615978] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: -0.96%, Actual: 4.92%
[2025-11-25T11:42:20.655823] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 0.05%
[2025-11-25T11:42:20.667109] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:42:20.757348] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-11
[2025-11-25T11:42:20.788465] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -9.97%, Actual: 7.59%
[2025-11-25T11:42:20.828690] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.00%, Actual: 0.31%
[2025-11-25T11:42:20.829075] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 32.8014%
[2025-11-25T11:42:20.829208] [INFO ] [main      ] GPJA: DISCARDED add_return_volume_nonlinearity_proxies (score: 32.80%)
[2025-11-25T11:42:20.829323] [INFO ] [main      ] GPJA: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:42:20.829426] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_shelf_lag']
[2025-11-25T11:42:20.829551] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:42:20.836548] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:20.843358] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:20.843966] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:42:20.844815] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:20.844889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:20.849699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:20.850523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:20.851500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:42:20.852962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:20.900193] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.22% | Symbol ETA: 6m 32s | Global ETA: 1h 14m 52s
[2025-11-25T11:42:20.900342] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:42:20.901122] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:20.901196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:20.905904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:20.907678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:20.908167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:20.927712] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:20.960430] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 7.80%, Actual: 6.76%
[2025-11-25T11:42:20.990612] [INFO ] [main      ] BB: Lookback Days: 9, Magnitude: -3.07% | Symbol ETA: 1.2s | Global ETA: 1h 14m 52s
[2025-11-25T11:42:20.990872] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 10
[2025-11-25T11:42:20.991695] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:20.991827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:20.993514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:20.994084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:20.994546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:20.995305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:21.001049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:21.133216] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -7.36%, Actual: 3.95%
[2025-11-25T11:42:21.133577] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 64.9921%
[2025-11-25T11:42:21.133757] [INFO ] [main      ] KORE: DISCARDED add_volume_flow_differentials (score: 64.99%)
[2025-11-25T11:42:21.133877] [INFO ] [main      ] KORE: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:42:21.133936] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_volume_pressure_into_close']
[2025-11-25T11:42:21.134048] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:42:21.146534] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:21.147283] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:42:21.148253] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:21.148400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:21.150262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:21.150884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:21.151369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:21.156129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:21.158105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:21.159833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:21.189768] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:42:21.244305] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:42:21.347925] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-10
[2025-11-25T11:42:21.358798] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:21.415933] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:21.481206] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.52% | Symbol ETA: 6m 31s | Global ETA: 1h 14m 55s
[2025-11-25T11:42:21.481325] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:42:21.482082] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:21.482186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:21.487143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:21.489022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:21.489511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:21.504301] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:42:21.506653] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.83% | Symbol ETA: 8.1s | Global ETA: 1h 14m 55s
[2025-11-25T11:42:21.506849] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:42:21.507720] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:21.507883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:21.512776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:21.513700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:21.514761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:42:21.516234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:21.531857] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:21.598768] [INFO ] [main      ] BB: Lookback Days: 10, Magnitude: 0.68% | Symbol ETA: 0.6s | Global ETA: 1h 14m 55s
[2025-11-25T11:42:21.599050] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 11
[2025-11-25T11:42:21.599932] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:42:21.600072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:21.601880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:21.602460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:21.602995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:42:21.603809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:21.609787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:21.674041] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:21.739747] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 5.6s | Global ETA: 1h 14m 56s
[2025-11-25T11:42:21.739909] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:42:21.740802] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:21.740935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:21.742668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:21.743221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:21.743711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:21.746416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:21.748089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:21.749760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:21.830665] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:42:21.863399] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:42:21.959470] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-07
[2025-11-25T11:42:22.000262] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:22.036707] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:22.063926] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.86% | Symbol ETA: 6m 31s | Global ETA: 1h 14m 58s
[2025-11-25T11:42:22.064225] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:42:22.065076] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:22.065215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:22.070137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:22.072021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:22.072618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:22.098951] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:42:22.130616] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:22.186122] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 7.5s | Global ETA: 1h 14m 58s
[2025-11-25T11:42:22.186285] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:42:22.187098] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:22.187322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:22.192173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:22.193101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:22.194227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:42:22.195706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:22.196062] [INFO ] [main      ] BB: Lookback Days: 11, Magnitude: -2.45% | Symbol ETA: 0.0s | Global ETA: 1h 14m 58s
[2025-11-25T11:42:22.268985] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:22.335414] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 8.31% | Symbol ETA: 5.1s | Global ETA: 1h 14m 59s
[2025-11-25T11:42:22.335711] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:42:22.336523] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:22.336672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:22.338409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:22.338994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:22.339460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:22.342170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:22.343791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:22.345459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:22.369197] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -3.85%, Actual: 2.87%
[2025-11-25T11:42:22.408010] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:42:22.533101] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:42:22.543715] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -1.31%, Actual: 3.56%
[2025-11-25T11:42:22.577807] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:22.641656] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.45% | Symbol ETA: 6m 30s | Global ETA: 1h 15m 1s
[2025-11-25T11:42:22.641823] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:42:22.642750] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:22.642890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:22.648052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:22.649933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:22.650515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:22.697376] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:42:22.703103] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:22.714299] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 6.60%, Actual: 0.62%
[2025-11-25T11:42:22.840739] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -1.07% | Symbol ETA: 6.8s | Global ETA: 1h 15m 2s
[2025-11-25T11:42:22.840911] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:42:22.841688] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:22.841941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:22.846781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:22.847727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:22.848773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:42:22.850259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:22.882687] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:22.888996] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.45%, Actual: 1.74%
[2025-11-25T11:42:22.951099] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 0.46% | Symbol ETA: 4.5s | Global ETA: 1h 15m 2s
[2025-11-25T11:42:22.951386] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:42:22.952257] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:22.952401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:22.954291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:22.954899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:22.955373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:22.958256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:22.959994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:22.961751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:22.986098] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:42:23.069294] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: -0.62%, Actual: 1.35%
[2025-11-25T11:42:23.154363] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:23.188058] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:42:23.217815] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 6m 29s | Global ETA: 1h 15m 4s
[2025-11-25T11:42:23.236313] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 1.21%
[2025-11-25T11:42:23.310291] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:42:23.355956] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:23.390170] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 0.69%, Actual: 1.80%
[2025-11-25T11:42:23.402855] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -4.12%, Actual: 2.31%
[2025-11-25T11:42:23.488039] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:23.492115] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 6.1s | Global ETA: 1h 15m 5s
[2025-11-25T11:42:23.492261] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:42:23.493030] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:23.493106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:23.497916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:23.498730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:23.499726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:42:23.501117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:23.556502] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 2.75% | Symbol ETA: 3.9s | Global ETA: 1h 15m 5s
[2025-11-25T11:42:23.556798] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:42:23.557685] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:23.557819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:23.559568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:23.560172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:23.560235] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: 0.53%, Actual: 1.05%
[2025-11-25T11:42:23.560669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:23.563458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:23.565100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:23.566835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:23.569694] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -3.07%, Actual: 2.40%
[2025-11-25T11:42:23.732161] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -1.47%, Actual: 0.03%
[2025-11-25T11:42:23.736493] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 1.49%
[2025-11-25T11:42:23.837725] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:42:23.903813] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -2.45%, Actual: 1.19%
[2025-11-25T11:42:23.904152] [INFO ] [main      ] BB: Magnitude Forecast Confidence: 46.2492%
[2025-11-25T11:42:23.904316] [INFO ] [main      ] BB: DISCARDED add_vwap_deviations (score: 46.25%)
[2025-11-25T11:42:23.904433] [INFO ] [main      ] BB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:42:23.904539] [INFO ] [main      ] BB: Best accuracy: 59.54%
[2025-11-25T11:42:23.904659] [INFO ] [main      ] BB: Best feature set (4 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:42:23.904766] [INFO ] [main      ] BB: Improvement over baseline: 13.54%
[2025-11-25T11:42:23.904866] [INFO ] [main      ] BB: Total time: 6.8 minutes
[2025-11-25T11:42:23.904963] [INFO ] [main      ] BB: Average time per feature: 7.9 seconds
[2025-11-25T11:42:23.905062] [INFO ] [main      ] BB: Average speed: 0.13 features/sec
[2025-11-25T11:42:23.908413] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 1.54%
[2025-11-25T11:42:23.914871] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:42:24.006873] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:24.072681] [DEBUG] [METRICS   ] BB: 2025-11-21:2025-11-24: Predicted: -4.26%, Actual: 2.87%
[2025-11-25T11:42:24.082278] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 1.74%
[2025-11-25T11:42:24.088021] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:24.144325] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.47% | Symbol ETA: 5.4s | Global ETA: 1h 15m 9s
[2025-11-25T11:42:24.144621] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:42:24.145469] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:24.145607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:24.150820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:24.151965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:24.153210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:42:24.154782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:24.156100] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: -0.81% | Symbol ETA: 3.3s | Global ETA: 1h 15m 9s
[2025-11-25T11:42:24.156363] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:42:24.157237] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:24.157351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:24.159083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:24.159633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:24.160106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:24.163075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:24.164731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:24.166412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:24.241023] [DEBUG] [METRICS   ] BB: 2025-11-20:2025-11-21: Predicted: -2.11%, Actual: 3.56%
[2025-11-25T11:42:24.251293] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.22%, Actual: 1.54%
[2025-11-25T11:42:24.411247] [DEBUG] [METRICS   ] BB: 2025-11-19:2025-11-20: Predicted: 4.99%, Actual: 0.62%
[2025-11-25T11:42:24.420236] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 0.28%
[2025-11-25T11:42:24.495982] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:42:24.511846] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:42:24.578968] [DEBUG] [METRICS   ] BB: 2025-11-18:2025-11-19: Predicted: -5.58%, Actual: 1.74%
[2025-11-25T11:42:24.590257] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.86%, Actual: 0.78%
[2025-11-25T11:42:24.664608] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:24.681564] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:24.747377] [DEBUG] [METRICS   ] BB: 2025-11-17:2025-11-18: Predicted: 0.99%, Actual: 1.35%
[2025-11-25T11:42:24.748723] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -2.15% | Symbol ETA: 2.7s | Global ETA: 1h 15m 12s
[2025-11-25T11:42:24.749026] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:42:24.749871] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:24.750016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:24.751794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:24.752437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:24.752971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:24.755768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:24.757447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:24.759217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:24.764183] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.45%, Actual: 1.98%
[2025-11-25T11:42:24.801032] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 4.7s | Global ETA: 1h 15m 12s
[2025-11-25T11:42:24.801317] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:42:24.802207] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:24.802350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:24.807222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:24.808156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:24.809272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:42:24.810745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:24.915853] [DEBUG] [METRICS   ] BB: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 1.21%
[2025-11-25T11:42:24.940406] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 0.87%
[2025-11-25T11:42:24.940827] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 35.7678%
[2025-11-25T11:42:24.940961] [INFO ] [main      ] GSBD: DISCARDED add_atr (score: 35.77%)
[2025-11-25T11:42:24.941078] [INFO ] [main      ] GSBD: Testing feature 3/53: add_atr_10
[2025-11-25T11:42:24.941183] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-25T11:42:24.941313] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:42:24.955545] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:24.956338] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:42:24.957332] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:24.957474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:24.962586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:24.964716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:24.965313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:25.083531] [DEBUG] [METRICS   ] BB: 2025-11-13:2025-11-14: Predicted: -1.91%, Actual: 2.31%
[2025-11-25T11:42:25.101669] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:42:25.154898] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:42:25.255170] [DEBUG] [METRICS   ] BB: 2025-11-12:2025-11-13: Predicted: -2.50%, Actual: 2.40%
[2025-11-25T11:42:25.276191] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:25.315777] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:42:25.325060] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:25.344881] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 5.50% | Symbol ETA: 2.1s | Global ETA: 1h 15m 15s
[2025-11-25T11:42:25.345042] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:42:25.345979] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:25.346134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:25.347902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:25.348446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:25.348892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:25.351603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:25.353291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:25.355029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:25.425767] [DEBUG] [METRICS   ] BB: 2025-11-11:2025-11-12: Predicted: -1.36%, Actual: 1.49%
[2025-11-25T11:42:25.460761] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.31% | Symbol ETA: 4.1s | Global ETA: 1h 15m 15s
[2025-11-25T11:42:25.461043] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:42:25.461875] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:25.462021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:25.466870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:25.467783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:25.468841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:42:25.470288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:25.485386] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:25.553190] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 0.51% | Symbol ETA: 3m 14s | Global ETA: 1h 15m 16s
[2025-11-25T11:42:25.553551] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:42:25.554456] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:25.554600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:25.559568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:25.561554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:25.562153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:25.596959] [DEBUG] [METRICS   ] BB: 2025-11-10:2025-11-11: Predicted: -1.47%, Actual: 1.19%
[2025-11-25T11:42:25.598015] [INFO ] [LOCAL     ] Saved configuration for BB: 4 features, 59.54% accuracy -> ./output/feature-sets/BB.json
[2025-11-25T11:42:25.601410] [INFO ] [main      ] Progress: 6/31 symbols completed (19.4%). BB finished in 6m 57s. ETA: 1h 0m 19s. Rate: 0.41 symbols/min
[2025-11-25T11:42:25.608088] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:42:25.623230] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:25.623980] [INFO ] [main      ] GTN: Testing with 53 available features
[2025-11-25T11:42:25.624109] [INFO ] [main      ] GTN: Establishing baseline with no features...
[2025-11-25T11:42:25.624216] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:42:25.638766] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:25.639549] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:42:25.640537] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:25.696043] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:42:25.810632] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:42:25.867042] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:25.902458] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:42:25.934003] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -8.67% | Symbol ETA: 1.5s | Global ETA: 1h 0m 20s
[2025-11-25T11:42:25.934286] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:42:25.935108] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:25.935241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:25.936952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:25.937577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:25.938126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:25.940822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:25.942410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:25.944108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:25.981333] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:25.993592] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:42:26.073901] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:26.115849] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 3.4s | Global ETA: 1h 0m 21s
[2025-11-25T11:42:26.116141] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:42:26.117009] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:26.117178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:26.122270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:26.123265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:26.124358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:42:26.125884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:26.141805] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -0.82% | Symbol ETA: 3m 13s | Global ETA: 1h 0m 21s
[2025-11-25T11:42:26.141961] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:42:26.142741] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:26.142832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:26.147694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:26.149742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:26.150334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:26.166128] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:26.229262] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.29%
[2025-11-25T11:42:26.229615] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:42:26.230477] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:26.307076] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:42:26.470325] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:42:26.486310] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:26.500128] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:42:26.559751] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 5.41% | Symbol ETA: 0.9s | Global ETA: 1h 0m 23s
[2025-11-25T11:42:26.559917] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:42:26.560802] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:26.560999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:26.562840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:26.563439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:26.563941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:26.566706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:26.568391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:42:26.570112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:26.578517] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:42:26.640979] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:26.671017] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:26.739377] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 3m 13s | Global ETA: 1h 0m 23s
[2025-11-25T11:42:26.739667] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:42:26.740534] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:26.740705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:26.745942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:26.747903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:26.748461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:26.751025] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:26.775633] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 2.8s | Global ETA: 1h 0m 24s
[2025-11-25T11:42:26.775914] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:42:26.776791] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:26.776931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:26.781819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:26.782721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:26.783774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:42:26.785238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:26.813010] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 1.66%
[2025-11-25T11:42:26.813350] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:42:26.814209] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:26.923848] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:42:27.090135] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:42:27.101532] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:27.124010] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:42:27.156833] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:42:27.169291] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -4.55% | Symbol ETA: 0.3s | Global ETA: 1h 0m 25s
[2025-11-25T11:42:27.266793] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:27.292120] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:27.327309] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:27.332593] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 3m 12s | Global ETA: 1h 0m 26s
[2025-11-25T11:42:27.332910] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:42:27.333787] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:27.333930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:27.338937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:27.340871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:27.341470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:27.346758] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -1.08%, Actual: 2.02%
[2025-11-25T11:42:27.391552] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 0.47%
[2025-11-25T11:42:27.391925] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:42:27.392809] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:27.427143] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 2.1s | Global ETA: 1h 0m 26s
[2025-11-25T11:42:27.525405] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 8.31%, Actual: 3.01%
[2025-11-25T11:42:27.598590] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.83%, Actual: 0.79%
[2025-11-25T11:42:27.690366] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:42:27.704143] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 0.46%, Actual: 3.08%
[2025-11-25T11:42:27.758734] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:42:27.769573] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 0.26%
[2025-11-25T11:42:27.868124] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:27.886415] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 2.75%, Actual: 3.32%
[2025-11-25T11:42:27.933298] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:27.938582] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.27% | Symbol ETA: 3m 11s | Global ETA: 1h 0m 28s
[2025-11-25T11:42:27.938919] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:42:27.939848] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:27.939993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:27.941097] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -1.07%, Actual: 0.33%
[2025-11-25T11:42:27.945373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:27.947707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:27.948381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:27.995331] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 2.01%
[2025-11-25T11:42:27.995530] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:42:27.996311] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:28.065052] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -0.81%, Actual: 0.72%
[2025-11-25T11:42:28.112943] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 0.44%
[2025-11-25T11:42:28.242227] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -2.15%, Actual: 2.67%
[2025-11-25T11:42:28.283927] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.47%, Actual: 0.84%
[2025-11-25T11:42:28.297293] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:42:28.342845] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:42:28.420153] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 5.50%, Actual: 4.92%
[2025-11-25T11:42:28.453969] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 0.08%
[2025-11-25T11:42:28.466879] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:28.515970] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:28.533087] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 3.05% | Symbol ETA: 3m 11s | Global ETA: 1h 0m 31s
[2025-11-25T11:42:28.533247] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:42:28.534147] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:28.534467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:28.539672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:28.541413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:28.541906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:28.582003] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -3.93%
[2025-11-25T11:42:28.582195] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:42:28.583007] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:28.601207] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -8.67%, Actual: 7.59%
[2025-11-25T11:42:28.622515] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 0.66%
[2025-11-25T11:42:28.776691] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 5.41%, Actual: 6.76%
[2025-11-25T11:42:28.790816] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.30%
[2025-11-25T11:42:28.877996] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:42:28.923576] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:42:28.947710] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -4.55%, Actual: 3.95%
[2025-11-25T11:42:28.947966] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 66.0190%
[2025-11-25T11:42:28.948220] [INFO ] [main      ] KORE: DISCARDED add_volume_pressure_into_close (score: 66.02%)
[2025-11-25T11:42:28.948351] [INFO ] [main      ] KORE: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:42:28.948450] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_volume_zscore']
[2025-11-25T11:42:28.948548] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:42:28.958582] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.05%
[2025-11-25T11:42:28.961725] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:28.962301] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:42:28.963235] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:28.963367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:28.965116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:28.965730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:28.966199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:28.968935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:28.970527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:28.972186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:29.046356] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:29.094635] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:29.112092] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.03% | Symbol ETA: 3m 10s | Global ETA: 1h 0m 33s
[2025-11-25T11:42:29.112321] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:42:29.113142] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:29.113280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:29.118053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:29.119849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:29.120396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:29.127907] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.31%
[2025-11-25T11:42:29.128157] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 48.8763%
[2025-11-25T11:42:29.128263] [INFO ] [main      ] GPJA: DISCARDED add_shelf_lag (score: 48.88%)
[2025-11-25T11:42:29.128325] [INFO ] [main      ] GPJA: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:42:29.128372] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_signed_carry_history_11']
[2025-11-25T11:42:29.128425] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:42:29.141937] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:29.142545] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:42:29.143430] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:29.143627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:29.148533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:29.149431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:29.150483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:42:29.152002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:29.156552] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -3.09%
[2025-11-25T11:42:29.156892] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:42:29.157778] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:29.321761] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:42:29.461955] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:42:29.491853] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:42:29.499367] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:29.500791] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:42:29.568818] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 5.6s | Global ETA: 1h 0m 35s
[2025-11-25T11:42:29.569143] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:42:29.570012] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:29.570159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:29.572002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:29.572609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:29.573114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:29.575969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:29.577685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:29.579389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:29.632607] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:29.660272] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:29.672141] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:29.695857] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.35% | Symbol ETA: 3m 10s | Global ETA: 1h 0m 36s
[2025-11-25T11:42:29.696164] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:42:29.697007] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:29.697165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:29.702014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:29.703851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:29.704405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:29.728372] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 7.2s | Global ETA: 1h 0m 36s
[2025-11-25T11:42:29.728689] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:42:29.729503] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:29.729770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:29.733035] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 5.27%
[2025-11-25T11:42:29.733359] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:42:29.734200] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:29.734666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:29.735553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:29.736617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:42:29.738112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:29.920512] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:42:30.044724] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:42:30.074509] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:42:30.075210] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:42:30.097455] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:30.177753] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 5.47% | Symbol ETA: 5.0s | Global ETA: 1h 0m 38s
[2025-11-25T11:42:30.177998] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:42:30.178869] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:30.179005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:30.180726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:30.181488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:30.181967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:30.184735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:30.186523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:30.188179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:30.219720] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:30.244935] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:30.258767] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:30.286998] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -5.11% | Symbol ETA: 3m 9s | Global ETA: 1h 0m 38s
[2025-11-25T11:42:30.287189] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:42:30.288130] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:30.288377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:30.293380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:30.295423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:30.296015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:30.313556] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.64% | Symbol ETA: 6.7s | Global ETA: 1h 0m 38s
[2025-11-25T11:42:30.313873] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:42:30.314711] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:30.314849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:30.319749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:30.320610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:30.321198] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -2.97%
[2025-11-25T11:42:30.321531] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:42:30.321690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:42:30.322396] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:30.323207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:30.553049] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:42:30.644366] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:42:30.661875] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:42:30.668380] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:42:30.724961] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:30.791676] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: 0.67% | Symbol ETA: 4.4s | Global ETA: 1h 0m 40s
[2025-11-25T11:42:30.791935] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:42:30.792762] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:30.792942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:30.794657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:30.795216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:30.795700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:30.798384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:30.800005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:30.801661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:30.812554] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:30.831450] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:30.841896] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:30.877867] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 3m 8s | Global ETA: 1h 0m 41s
[2025-11-25T11:42:30.899234] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.70% | Symbol ETA: 6.1s | Global ETA: 1h 0m 41s
[2025-11-25T11:42:30.899387] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:42:30.900168] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:30.900258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:30.905008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:30.905837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:30.906839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:42:30.907096] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -2.44%
[2025-11-25T11:42:30.907247] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:42:30.908076] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:30.908282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:31.050089] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 0.51%, Actual: 1.80%
[2025-11-25T11:42:31.137481] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:42:31.219223] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -0.82%, Actual: 1.05%
[2025-11-25T11:42:31.244621] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:42:31.251031] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:42:31.310812] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:31.381553] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 0.98% | Symbol ETA: 3.8s | Global ETA: 1h 0m 43s
[2025-11-25T11:42:31.381720] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:42:31.382504] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:31.382593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:31.384256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:31.384803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:31.385223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:31.388239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:31.389835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:31.391481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:31.391784] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.51%, Actual: 0.03%
[2025-11-25T11:42:31.413927] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:31.426452] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:31.482187] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.46% | Symbol ETA: 5.5s | Global ETA: 1h 0m 43s
[2025-11-25T11:42:31.482451] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:42:31.483287] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:31.483426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:31.488364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:31.489296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:31.490358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:42:31.490162] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 8.47%
[2025-11-25T11:42:31.491766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:31.562668] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.48%, Actual: 1.54%
[2025-11-25T11:42:31.664543] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.29%, Actual: 3.08%
[2025-11-25T11:42:31.734304] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:42:31.734789] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.27%, Actual: 1.74%
[2025-11-25T11:42:31.830066] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:42:31.838606] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.66%, Actual: 2.36%
[2025-11-25T11:42:31.903308] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:31.905874] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 3.05%, Actual: 1.54%
[2025-11-25T11:42:31.973312] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 2.38% | Symbol ETA: 3.2s | Global ETA: 1h 0m 45s
[2025-11-25T11:42:31.973608] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:42:31.974457] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:31.974588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:31.976326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:31.976917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:31.977404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:31.980084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:31.981692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:31.983375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:31.999989] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:32.010043] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 0.47%, Actual: 1.26%
[2025-11-25T11:42:32.067807] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 4.9s | Global ETA: 1h 0m 46s
[2025-11-25T11:42:32.068117] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:42:32.068960] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:32.069105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:32.073938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:32.074851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:32.075914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:42:32.076780] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.03%, Actual: 0.28%
[2025-11-25T11:42:32.077388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:32.202231] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 2.01%, Actual: 0.26%
[2025-11-25T11:42:32.269114] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.35%, Actual: 0.78%
[2025-11-25T11:42:32.334572] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:42:32.370582] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -3.93%, Actual: 3.27%
[2025-11-25T11:42:32.434960] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:42:32.437850] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -5.11%, Actual: 1.98%
[2025-11-25T11:42:32.506566] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:32.540003] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -3.09%, Actual: 5.90%
[2025-11-25T11:42:32.572893] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 2.6s | Global ETA: 1h 0m 48s
[2025-11-25T11:42:32.573042] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:42:32.573819] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:32.573894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:32.575520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:32.576035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:32.576438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:32.579141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:32.580671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:32.582273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:32.603688] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:32.609251] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 0.87%
[2025-11-25T11:42:32.609489] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 36.7253%
[2025-11-25T11:42:32.609604] [INFO ] [main      ] GSBD: DISCARDED add_atr_10 (score: 36.73%)
[2025-11-25T11:42:32.609676] [INFO ] [main      ] GSBD: Testing feature 4/53: add_atr_5
[2025-11-25T11:42:32.609751] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5']
[2025-11-25T11:42:32.609807] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:42:32.625920] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:32.626679] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:42:32.627815] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:32.627918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:32.634225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:32.636580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:32.637197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:32.671348] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 4.3s | Global ETA: 1h 0m 48s
[2025-11-25T11:42:32.671516] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:42:32.672299] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:32.672388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:32.677203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:32.678056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:32.679058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:42:32.680452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:32.716082] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 5.27%, Actual: 5.70%
[2025-11-25T11:42:32.890304] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -2.97%, Actual: 0.13%
[2025-11-25T11:42:32.921356] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:42:33.006685] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:42:33.019214] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:42:33.061288] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -2.44%, Actual: 1.10%
[2025-11-25T11:42:33.091620] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:33.156812] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 3.29% | Symbol ETA: 2.0s | Global ETA: 1h 0m 50s
[2025-11-25T11:42:33.157115] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:42:33.157936] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:33.158068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:33.159775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:33.160335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:33.160818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:33.163492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:33.165096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:33.166748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:33.175804] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:33.187405] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:33.228702] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 8.47%, Actual: 2.35%
[2025-11-25T11:42:33.229077] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 43.9222%
[2025-11-25T11:42:33.229205] [INFO ] [main      ] GTN: Baseline score (no features): 43.9222%
[2025-11-25T11:42:33.229319] [INFO ] [main      ] GTN: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:33.229422] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:42:33.229528] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:42:33.243339] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:33.244130] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 2m 11s | Global ETA: 1h 0m 51s
[2025-11-25T11:42:33.244118] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:42:33.244293] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:42:33.245098] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:33.245248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:33.245223] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:33.245413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:33.250066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:33.250383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:33.252374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:33.252963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:33.254616] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 3.7s | Global ETA: 1h 0m 51s
[2025-11-25T11:42:33.254938] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:42:33.255772] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:33.255911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:33.260742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:33.261634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:33.262722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:42:33.264178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:33.526874] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:42:33.590906] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:42:33.596158] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:42:33.605475] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:42:33.705236] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:33.763369] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:33.766118] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:33.773539] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -11.99% | Symbol ETA: 1.4s | Global ETA: 1h 0m 53s
[2025-11-25T11:42:33.773857] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:42:33.774772] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:33.774915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:33.776737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:33.777390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:33.777510] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:33.777917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:33.780903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:33.782621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:33.784426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:33.831581] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -3.66% | Symbol ETA: 5m 11s | Global ETA: 1h 0m 53s
[2025-11-25T11:42:33.831897] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:42:33.832814] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:33.832957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:33.834097] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 2m 10s | Global ETA: 1h 0m 53s
[2025-11-25T11:42:33.834245] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:42:33.835023] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:33.835104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:33.838293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:33.840120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:33.841929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:33.842444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:33.849451] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 3.2s | Global ETA: 1h 0m 53s
[2025-11-25T11:42:33.849791] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:42:33.850784] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:33.850963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:33.856490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:33.857591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:33.858912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:42:33.860508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:34.164120] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:42:34.179714] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:42:34.183574] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:42:34.222748] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:42:34.350043] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:34.352818] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:34.354495] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:34.411505] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:34.414990] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -1.32% | Symbol ETA: 5m 9s | Global ETA: 1h 0m 55s
[2025-11-25T11:42:34.415295] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:42:34.416135] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:34.416278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:34.419736] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -1.47% | Symbol ETA: 2m 9s | Global ETA: 1h 0m 55s
[2025-11-25T11:42:34.420032] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:42:34.420895] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:34.421033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:34.421148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:34.423202] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 9.97% | Symbol ETA: 0.8s | Global ETA: 1h 0m 55s
[2025-11-25T11:42:34.423490] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:42:34.424311] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:34.424446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:34.425771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:34.426168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:34.426763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:34.427258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:34.427596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:34.428169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:34.429937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:34.431548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:42:34.433210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:34.481600] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.43% | Symbol ETA: 2.6s | Global ETA: 1h 0m 56s
[2025-11-25T11:42:34.481895] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:42:34.482747] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:34.482890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:34.487820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:34.488730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:34.489813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:42:34.491293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:34.757278] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:42:34.764043] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:42:34.781492] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:42:34.856280] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:42:34.923451] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:34.948111] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:34.953353] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:34.988897] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 3.13% | Symbol ETA: 5m 6s | Global ETA: 1h 0m 58s
[2025-11-25T11:42:34.989067] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:42:34.989930] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:34.990107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:34.994909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:35.013851] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -0.74% | Symbol ETA: 2m 9s | Global ETA: 1h 0m 58s
[2025-11-25T11:42:35.014146] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:42:35.014992] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:35.015134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:35.019770] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -3.18% | Symbol ETA: 0.2s | Global ETA: 1h 0m 58s
[2025-11-25T11:42:35.019961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:35.021812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:35.022368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:35.028762] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:35.096361] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.20% | Symbol ETA: 2.0s | Global ETA: 1h 0m 58s
[2025-11-25T11:42:35.190810] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -1.41%, Actual: 2.02%
[2025-11-25T11:42:35.277696] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.66%, Actual: 0.79%
[2025-11-25T11:42:35.329102] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:42:35.360530] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 5.47%, Actual: 3.01%
[2025-11-25T11:42:35.363687] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:42:35.457582] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.64%, Actual: 0.26%
[2025-11-25T11:42:35.501378] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:35.533293] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 3.08%
[2025-11-25T11:42:35.535789] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:35.568968] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 4.32% | Symbol ETA: 5m 6s | Global ETA: 1h 1m 0s
[2025-11-25T11:42:35.569258] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:42:35.570041] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:35.570181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:35.575011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:35.600126] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 2m 8s | Global ETA: 1h 1m 0s
[2025-11-25T11:42:35.600420] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:42:35.601244] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:35.601381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:35.606251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:35.608144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:35.608720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:35.630026] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.70%, Actual: 0.33%
[2025-11-25T11:42:35.707182] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 0.98%, Actual: 3.32%
[2025-11-25T11:42:35.802746] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.46%, Actual: 0.44%
[2025-11-25T11:42:35.886495] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 2.38%, Actual: 0.72%
[2025-11-25T11:42:35.913140] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:42:35.946298] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:42:35.976517] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 0.84%
[2025-11-25T11:42:36.069010] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: -0.54%, Actual: 2.67%
[2025-11-25T11:42:36.083071] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:36.117041] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:36.149033] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -2.09% | Symbol ETA: 5m 5s | Global ETA: 1h 1m 3s
[2025-11-25T11:42:36.149294] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:42:36.150141] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:36.150284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:36.153060] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.81%, Actual: 0.08%
[2025-11-25T11:42:36.155148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:36.180518] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.22% | Symbol ETA: 2m 8s | Global ETA: 1h 1m 3s
[2025-11-25T11:42:36.180858] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:42:36.181694] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:36.181830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:36.186576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:36.188439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:36.189004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:36.243686] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 3.29%, Actual: 4.92%
[2025-11-25T11:42:36.326082] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.66%
[2025-11-25T11:42:36.435481] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -11.99%, Actual: 7.59%
[2025-11-25T11:42:36.498860] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:42:36.503711] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 0.30%
[2025-11-25T11:42:36.529803] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:42:36.608252] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 9.97%, Actual: 6.76%
[2025-11-25T11:42:36.668176] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:36.676028] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.05%
[2025-11-25T11:42:36.697615] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:36.734408] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -3.26% | Symbol ETA: 5m 5s | Global ETA: 1h 1m 5s
[2025-11-25T11:42:36.734721] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:42:36.735557] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:36.735717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:36.740668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:36.761569] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.52% | Symbol ETA: 2m 7s | Global ETA: 1h 1m 5s
[2025-11-25T11:42:36.761878] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:42:36.762713] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:36.762850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:36.767685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:36.769466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:36.770031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:36.776716] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.18%, Actual: 3.95%
[2025-11-25T11:42:36.776968] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 48.8827%
[2025-11-25T11:42:36.777097] [INFO ] [main      ] KORE: DISCARDED add_volume_zscore (score: 48.88%)
[2025-11-25T11:42:36.777159] [INFO ] [main      ] KORE: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:42:36.777209] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio', 'add_vwap_deviations']
[2025-11-25T11:42:36.777261] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T11:42:36.790292] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:36.790948] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 2
[2025-11-25T11:42:36.791826] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:36.791913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:36.793609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:36.794270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:36.794768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:36.797503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:36.799123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:36.804812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:36.848436] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.20%, Actual: 0.31%
[2025-11-25T11:42:36.848842] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 39.4926%
[2025-11-25T11:42:36.849019] [INFO ] [main      ] GPJA: DISCARDED add_signed_carry_history_11 (score: 39.49%)
[2025-11-25T11:42:36.849143] [INFO ] [main      ] GPJA: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:42:36.849250] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_sma_ratio']
[2025-11-25T11:42:36.849361] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:42:36.863194] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:36.863667] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:42:36.864492] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:36.864566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:36.869431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:36.870257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:36.871251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:42:36.872017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:37.092880] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:42:37.109836] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:42:37.163685] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-20
[2025-11-25T11:42:37.214589] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:42:37.268984] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:37.281936] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:37.337994] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.56% | Symbol ETA: 5m 6s | Global ETA: 1h 1m 8s
[2025-11-25T11:42:37.338298] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:42:37.339153] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:37.339314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:37.344347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:37.346698] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.86% | Symbol ETA: 2m 6s | Global ETA: 1h 1m 8s
[2025-11-25T11:42:37.346995] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:42:37.347143] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:37.347897] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:37.347971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:37.352720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:37.354589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:37.355178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:37.387196] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:37.418840] [INFO ] [main      ] KORE: Lookback Days: 2, Magnitude: -2.85% | Symbol ETA: 5.6s | Global ETA: 1h 1m 8s
[2025-11-25T11:42:37.419133] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 3
[2025-11-25T11:42:37.420076] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:37.420229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:37.422282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:37.422887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:37.423362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:37.426226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:37.427930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:37.434558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:37.454959] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 6.9s | Global ETA: 1h 1m 8s
[2025-11-25T11:42:37.455272] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:42:37.456132] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:37.456275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:37.461225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:37.462127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:37.463240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:42:37.464089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:37.702057] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:42:37.703068] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:42:37.795075] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-19
[2025-11-25T11:42:37.807558] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:42:37.877202] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:37.880577] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:37.941185] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.45% | Symbol ETA: 2m 6s | Global ETA: 1h 1m 10s
[2025-11-25T11:42:37.941456] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:42:37.942297] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:37.942434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:37.947336] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -1.98% | Symbol ETA: 5m 7s | Global ETA: 1h 1m 10s
[2025-11-25T11:42:37.947315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:37.947496] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:42:37.948290] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:37.948372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:37.949372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:37.949951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:37.953707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:37.971473] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:37.979353] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:38.040169] [INFO ] [main      ] KORE: Lookback Days: 3, Magnitude: 2.54% | Symbol ETA: 5.0s | Global ETA: 1h 1m 11s
[2025-11-25T11:42:38.040444] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 4
[2025-11-25T11:42:38.041278] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:38.041412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:38.043164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:38.043766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:38.044238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:38.046289] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.12% | Symbol ETA: 6.3s | Global ETA: 1h 1m 11s
[2025-11-25T11:42:38.046579] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:42:38.047281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:38.047477] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:38.047637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:38.049194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:38.052842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:38.053818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:38.054896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:42:38.055630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:38.055777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:38.291069] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:42:38.315121] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:42:38.420601] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:42:38.428208] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-18
[2025-11-25T11:42:38.466946] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:38.493338] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:38.543518] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 2m 5s | Global ETA: 1h 1m 13s
[2025-11-25T11:42:38.560077] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 0.54% | Symbol ETA: 5m 8s | Global ETA: 1h 1m 13s
[2025-11-25T11:42:38.560343] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:42:38.561177] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:38.561317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:38.566105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:38.604948] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:38.634545] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:38.672957] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 5.8s | Global ETA: 1h 1m 13s
[2025-11-25T11:42:38.673264] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:42:38.674151] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:38.674302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:38.679419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:38.680374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:38.681472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:42:38.682336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:38.708144] [INFO ] [main      ] KORE: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 4.5s | Global ETA: 1h 1m 13s
[2025-11-25T11:42:38.708494] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 5
[2025-11-25T11:42:38.709840] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:38.710034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:38.712670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:38.713758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:38.714345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:38.717451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:38.719234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:38.725503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:38.727537] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 0.69%, Actual: 1.80%
[2025-11-25T11:42:38.897896] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: 0.53%, Actual: 1.05%
[2025-11-25T11:42:38.913357] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:42:39.040157] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:42:39.068293] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -1.47%, Actual: 0.03%
[2025-11-25T11:42:39.082687] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:39.086064] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-17
[2025-11-25T11:42:39.146289] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 10.92% | Symbol ETA: 5m 7s | Global ETA: 1h 1m 15s
[2025-11-25T11:42:39.218178] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:39.239660] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 1.54%
[2025-11-25T11:42:39.271519] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:39.285865] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 5.2s | Global ETA: 1h 1m 16s
[2025-11-25T11:42:39.286164] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:42:39.287083] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:39.287229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:39.293073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:39.294080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:39.295190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:42:39.296078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:39.322580] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -3.66%, Actual: 3.08%
[2025-11-25T11:42:39.340006] [INFO ] [main      ] KORE: Lookback Days: 5, Magnitude: 0.95% | Symbol ETA: 3.8s | Global ETA: 1h 1m 16s
[2025-11-25T11:42:39.340277] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 6
[2025-11-25T11:42:39.341125] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:39.341260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:39.343011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:39.343601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:39.344093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:39.346805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:39.348426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:39.354237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:39.429418] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 1.74%
[2025-11-25T11:42:39.502568] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -1.32%, Actual: 2.36%
[2025-11-25T11:42:39.597007] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.22%, Actual: 1.54%
[2025-11-25T11:42:39.646444] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:42:39.672170] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 3.13%, Actual: 1.26%
[2025-11-25T11:42:39.694711] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-14
[2025-11-25T11:42:39.763179] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 0.28%
[2025-11-25T11:42:39.820332] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:39.841580] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 4.32%, Actual: 0.26%
[2025-11-25T11:42:39.863224] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:39.886045] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.78% | Symbol ETA: 4.6s | Global ETA: 1h 1m 18s
[2025-11-25T11:42:39.886343] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:42:39.887235] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:39.887385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:39.892474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:39.893392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:39.894513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:42:39.895379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:39.930067] [INFO ] [main      ] KORE: Lookback Days: 6, Magnitude: 2.56% | Symbol ETA: 3.1s | Global ETA: 1h 1m 18s
[2025-11-25T11:42:39.930322] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 7
[2025-11-25T11:42:39.930359] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.86%, Actual: 0.78%
[2025-11-25T11:42:39.931149] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:39.931298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:39.933034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:39.933621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:39.934146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:39.936863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:39.938491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:39.944211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:40.012194] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -2.09%, Actual: 3.27%
[2025-11-25T11:42:40.100324] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.45%, Actual: 1.98%
[2025-11-25T11:42:40.184428] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -3.26%, Actual: 5.90%
[2025-11-25T11:42:40.249050] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:42:40.273808] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 0.87%
[2025-11-25T11:42:40.274195] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 35.7678%
[2025-11-25T11:42:40.274356] [INFO ] [main      ] GSBD: DISCARDED add_atr_5 (score: 35.77%)
[2025-11-25T11:42:40.274473] [INFO ] [main      ] GSBD: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:42:40.274579] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment']
[2025-11-25T11:42:40.274702] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:42:40.287767] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:40.288461] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:42:40.289330] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-13
[2025-11-25T11:42:40.289390] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:40.289559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:40.294467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:40.295276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:40.359275] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.56%, Actual: 5.70%
[2025-11-25T11:42:40.425944] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:40.459552] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:40.490806] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.83% | Symbol ETA: 4.0s | Global ETA: 1h 1m 21s
[2025-11-25T11:42:40.491055] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:42:40.491890] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:40.492030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:40.497057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:40.497988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:40.499080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:42:40.499945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:40.525619] [INFO ] [main      ] KORE: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 2.5s | Global ETA: 1h 1m 21s
[2025-11-25T11:42:40.525945] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 8
[2025-11-25T11:42:40.526853] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:40.526991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:40.528878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:40.529067] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -1.98%, Actual: 0.13%
[2025-11-25T11:42:40.529518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:40.530075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:40.532960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:40.534761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:40.541115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:40.637440] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:42:40.697439] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 0.54%, Actual: 1.10%
[2025-11-25T11:42:40.806315] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:40.852663] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:42:40.868084] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 10.92%, Actual: 2.35%
[2025-11-25T11:42:40.868493] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 39.6655%
[2025-11-25T11:42:40.868624] [INFO ] [main      ] GTN: DISCARDED add_afternoon_v_morning_volatility_mix (score: 39.67%)
[2025-11-25T11:42:40.868763] [INFO ] [main      ] GTN: Testing feature 2/53: add_atr
[2025-11-25T11:42:40.868868] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T11:42:40.868974] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:42:40.872118] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.68% | Symbol ETA: 1m 37s | Global ETA: 1h 1m 22s
[2025-11-25T11:42:40.872378] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:42:40.873224] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:40.873311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:40.878111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:40.879004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:40.882603] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:40.883173] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:42:40.884098] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:40.884181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:40.883994] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-12
[2025-11-25T11:42:40.885922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:40.886520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:41.027223] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:41.054675] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:41.093473] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 3.4s | Global ETA: 1h 1m 23s
[2025-11-25T11:42:41.093621] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:42:41.094388] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:41.094462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:41.099557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:41.100749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:41.101838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:42:41.102692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:41.121317] [INFO ] [main      ] KORE: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 1.9s | Global ETA: 1h 1m 23s
[2025-11-25T11:42:41.121581] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 9
[2025-11-25T11:42:41.122441] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:41.122595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:41.124412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:41.125021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:41.125502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:41.128280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:41.129959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:41.136009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:41.216032] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:42:41.226192] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:42:41.386395] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:41.398692] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:41.449906] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.90% | Symbol ETA: 1m 37s | Global ETA: 1h 1m 25s
[2025-11-25T11:42:41.450046] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:42:41.450823] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:41.450912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:41.454978] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:42:41.455706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:41.456492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:41.465315] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -6.16% | Symbol ETA: 6m 35s | Global ETA: 1h 1m 25s
[2025-11-25T11:42:41.465428] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:42:41.466194] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:41.466271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:41.467953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:41.468442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:41.483262] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-11
[2025-11-25T11:42:41.631279] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:41.659709] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:41.697078] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.79% | Symbol ETA: 2.8s | Global ETA: 1h 1m 26s
[2025-11-25T11:42:41.697339] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:42:41.698171] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:41.698332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:41.703187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:41.704072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:41.705168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:42:41.706010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:41.727307] [INFO ] [main      ] KORE: Lookback Days: 9, Magnitude: -13.45% | Symbol ETA: 1.2s | Global ETA: 1h 1m 26s
[2025-11-25T11:42:41.727562] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 10
[2025-11-25T11:42:41.728384] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:41.728522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:41.730257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:41.730847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:41.731345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:41.734104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:41.735754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:41.741795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:41.798508] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:42:41.816527] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:42:41.969611] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:41.987392] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:42.031981] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.30% | Symbol ETA: 1m 36s | Global ETA: 1h 1m 27s
[2025-11-25T11:42:42.032280] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:42:42.033079] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:42.033224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:42.038087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:42.038982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:42.052299] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 1.20% | Symbol ETA: 6m 34s | Global ETA: 1h 1m 27s
[2025-11-25T11:42:42.052587] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:42:42.053416] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:42.053555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:42.055284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:42.055873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:42.055954] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:42:42.084804] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-10
[2025-11-25T11:42:42.228409] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:42.254409] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:42.293763] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 2.2s | Global ETA: 1h 1m 28s
[2025-11-25T11:42:42.294043] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:42:42.294879] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:42.295019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:42.299925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:42.300804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:42.301867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:42:42.302697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:42.322196] [INFO ] [main      ] KORE: Lookback Days: 10, Magnitude: 9.03% | Symbol ETA: 0.6s | Global ETA: 1h 1m 28s
[2025-11-25T11:42:42.322480] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 11
[2025-11-25T11:42:42.323341] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:42:42.323475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:42.325293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:42.325882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:42.326353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:42:42.329082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:42:42.330705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:42:42.336588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:42.376008] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:42:42.396764] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:42:42.543799] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:42.590249] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:42.606020] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -2.24% | Symbol ETA: 1m 35s | Global ETA: 1h 1m 30s
[2025-11-25T11:42:42.606301] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:42:42.607175] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:42.607320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:42.612124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:42.613028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:42.642100] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:42:42.656024] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 6m 34s | Global ETA: 1h 1m 30s
[2025-11-25T11:42:42.656339] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:42:42.657220] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:42.657364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:42.659185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:42.659832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:42.693206] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-07
[2025-11-25T11:42:42.825028] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:42.863868] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:42.890105] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 1.6s | Global ETA: 1h 1m 31s
[2025-11-25T11:42:42.933321] [INFO ] [main      ] KORE: Lookback Days: 11, Magnitude: -2.66% | Symbol ETA: 0.0s | Global ETA: 1h 1m 31s
[2025-11-25T11:42:42.953895] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:42:43.004438] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:42:43.074452] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.18%, Actual: 0.79%
[2025-11-25T11:42:43.106879] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -2.85%, Actual: 2.02%
[2025-11-25T11:42:43.126417] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:43.173943] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:43.189655] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.44% | Symbol ETA: 1m 35s | Global ETA: 1h 1m 32s
[2025-11-25T11:42:43.189954] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:42:43.190850] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:43.190995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:43.195879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:43.196807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:43.237704] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 5.90% | Symbol ETA: 6m 33s | Global ETA: 1h 1m 32s
[2025-11-25T11:42:43.237988] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:42:43.238820] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:43.238959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:43.240728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:43.241288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:43.260272] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.12%, Actual: 0.26%
[2025-11-25T11:42:43.275171] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 2.54%, Actual: 3.01%
[2025-11-25T11:42:43.445782] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 3.08%
[2025-11-25T11:42:43.457353] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 0.33%
[2025-11-25T11:42:43.544475] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:42:43.577588] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:42:43.613600] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 3.32%
[2025-11-25T11:42:43.647971] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.54%, Actual: 0.44%
[2025-11-25T11:42:43.727971] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:43.746518] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:43.784471] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: 2.56%, Actual: 0.72%
[2025-11-25T11:42:43.792092] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.43% | Symbol ETA: 1m 34s | Global ETA: 1h 1m 34s
[2025-11-25T11:42:43.792397] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:42:43.793278] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:43.793425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:43.798428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:43.799304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:43.811181] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.57% | Symbol ETA: 6m 33s | Global ETA: 1h 1m 35s
[2025-11-25T11:42:43.811493] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:42:43.812342] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:43.812479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:43.814210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:43.814805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:43.837967] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 0.84%
[2025-11-25T11:42:43.953660] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 2.67%
[2025-11-25T11:42:44.012443] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.83%, Actual: 0.08%
[2025-11-25T11:42:44.121787] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 4.92%
[2025-11-25T11:42:44.143547] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:42:44.158775] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:42:44.199837] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.66%
[2025-11-25T11:42:44.293143] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -13.45%, Actual: 7.59%
[2025-11-25T11:42:44.315597] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:44.350848] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:44.377549] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 1m 34s | Global ETA: 1h 1m 37s
[2025-11-25T11:42:44.377868] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:42:44.378724] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:44.378864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:44.383789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:44.384911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:44.396518] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 0.30%
[2025-11-25T11:42:44.414705] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -1.36% | Symbol ETA: 6m 32s | Global ETA: 1h 1m 37s
[2025-11-25T11:42:44.415003] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:42:44.415840] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:44.415975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:44.417730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:44.418300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:44.467831] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 9.03%, Actual: 6.76%
[2025-11-25T11:42:44.572279] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 0.05%
[2025-11-25T11:42:44.638509] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -2.66%, Actual: 3.95%
[2025-11-25T11:42:44.638789] [INFO ] [main      ] KORE: Magnitude Forecast Confidence: 38.0461%
[2025-11-25T11:42:44.639015] [INFO ] [main      ] KORE: DISCARDED add_vwap_deviations (score: 38.05%)
[2025-11-25T11:42:44.639128] [INFO ] [main      ] KORE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:42:44.639227] [INFO ] [main      ] KORE: Best accuracy: 74.09%
[2025-11-25T11:42:44.639327] [INFO ] [main      ] KORE: Best feature set (5 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:42:44.639426] [INFO ] [main      ] KORE: Improvement over baseline: 28.25%
[2025-11-25T11:42:44.639477] [INFO ] [main      ] KORE: Total time: 6.9 minutes
[2025-11-25T11:42:44.639568] [INFO ] [main      ] KORE: Average time per feature: 7.9 seconds
[2025-11-25T11:42:44.639678] [INFO ] [main      ] KORE: Average speed: 0.13 features/sec
[2025-11-25T11:42:44.727792] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:42:44.745541] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.09%, Actual: 0.31%
[2025-11-25T11:42:44.745943] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 38.4317%
[2025-11-25T11:42:44.746111] [INFO ] [main      ] GPJA: DISCARDED add_sma_ratio (score: 38.43%)
[2025-11-25T11:42:44.746237] [INFO ] [main      ] GPJA: Testing feature 45/53: add_true_range
[2025-11-25T11:42:44.746344] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_true_range']
[2025-11-25T11:42:44.746457] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:42:44.759759] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:42:44.761037] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:44.761627] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:42:44.762584] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:44.762745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:44.767893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:44.768862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:44.770081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:44.772426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:44.811926] [DEBUG] [METRICS   ] KORE: 2025-11-21:2025-11-24: Predicted: -2.08%, Actual: 2.02%
[2025-11-25T11:42:44.902087] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:44.928209] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:44.964570] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.18% | Symbol ETA: 1m 33s | Global ETA: 1h 1m 39s
[2025-11-25T11:42:44.964878] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:42:44.965768] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:44.965911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:44.970760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:44.971772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:44.983488] [DEBUG] [METRICS   ] KORE: 2025-11-20:2025-11-21: Predicted: 3.85%, Actual: 3.01%
[2025-11-25T11:42:44.993455] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.14% | Symbol ETA: 6m 31s | Global ETA: 1h 1m 39s
[2025-11-25T11:42:44.993784] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:42:44.994624] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:44.994776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:44.996574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:44.997203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:45.148207] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:42:45.159239] [DEBUG] [METRICS   ] KORE: 2025-11-19:2025-11-20: Predicted: -1.40%, Actual: 3.08%
[2025-11-25T11:42:45.311817] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:42:45.330070] [DEBUG] [METRICS   ] KORE: 2025-11-18:2025-11-19: Predicted: 3.14%, Actual: 3.32%
[2025-11-25T11:42:45.339732] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:45.349872] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:42:45.405779] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: 0.50% | Symbol ETA: 7.2s | Global ETA: 1h 1m 41s
[2025-11-25T11:42:45.405941] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:42:45.406729] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:45.406811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:45.411732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:45.412696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:45.413782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:45.415704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:45.482058] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:45.505894] [DEBUG] [METRICS   ] KORE: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 0.72%
[2025-11-25T11:42:45.523125] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:45.545933] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.80% | Symbol ETA: 1m 33s | Global ETA: 1h 1m 42s
[2025-11-25T11:42:45.546225] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:42:45.547141] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:45.547283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:45.552220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:45.553148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:45.586456] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 6m 31s | Global ETA: 1h 1m 42s
[2025-11-25T11:42:45.586768] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:42:45.587618] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:45.587793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:45.589539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:45.590118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:45.681572] [DEBUG] [METRICS   ] KORE: 2025-11-14:2025-11-17: Predicted: 1.86%, Actual: 2.67%
[2025-11-25T11:42:45.756989] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:42:45.853126] [DEBUG] [METRICS   ] KORE: 2025-11-13:2025-11-14: Predicted: 3.01%, Actual: 4.92%
[2025-11-25T11:42:45.894438] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:42:45.927908] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:45.954485] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:42:45.994419] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.05% | Symbol ETA: 6.4s | Global ETA: 1h 1m 44s
[2025-11-25T11:42:45.994733] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:42:45.995552] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:45.995720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:46.000603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:46.001496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:46.002556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:46.004438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:46.022072] [DEBUG] [METRICS   ] KORE: 2025-11-12:2025-11-13: Predicted: -8.13%, Actual: 7.59%
[2025-11-25T11:42:46.064472] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:46.126102] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.42% | Symbol ETA: 1m 32s | Global ETA: 1h 1m 44s
[2025-11-25T11:42:46.135239] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:46.192938] [DEBUG] [METRICS   ] KORE: 2025-11-11:2025-11-12: Predicted: 2.81%, Actual: 6.76%
[2025-11-25T11:42:46.199013] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 2.35% | Symbol ETA: 6m 30s | Global ETA: 1h 1m 45s
[2025-11-25T11:42:46.199247] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:42:46.200117] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:46.200260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:46.202054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:42:46.202657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:46.295796] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.68%, Actual: 1.80%
[2025-11-25T11:42:46.362722] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:42:46.363307] [DEBUG] [METRICS   ] KORE: 2025-11-10:2025-11-11: Predicted: -3.46%, Actual: 3.95%
[2025-11-25T11:42:46.363975] [INFO ] [LOCAL     ] Saved configuration for KORE: 5 features, 74.09% accuracy -> ./output/feature-sets/KORE.json
[2025-11-25T11:42:46.364791] [INFO ] [main      ] Progress: 7/31 symbols completed (22.6%). KORE finished in 7m 1s. ETA: 50m 49s. Rate: 0.47 symbols/min
[2025-11-25T11:42:46.367928] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:42:46.381283] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:46.382034] [INFO ] [main      ] AFB: Testing with 53 available features
[2025-11-25T11:42:46.382152] [INFO ] [main      ] AFB: Establishing baseline with no features...
[2025-11-25T11:42:46.382251] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:42:46.395534] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:46.396228] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:42:46.397206] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:46.476279] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.90%, Actual: 1.05%
[2025-11-25T11:42:46.539255] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:46.566722] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:42:46.606049] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.88% | Symbol ETA: 5.7s | Global ETA: 50m 50s
[2025-11-25T11:42:46.606317] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:42:46.607252] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:46.607401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:46.612988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:46.613871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:46.614950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:46.616857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:46.653147] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.30%, Actual: 0.03%
[2025-11-25T11:42:46.738816] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:42:46.743145] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:46.807125] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 7.40% | Symbol ETA: 6m 30s | Global ETA: 50m 50s
[2025-11-25T11:42:46.822593] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -2.24%, Actual: 1.54%
[2025-11-25T11:42:46.910061] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:46.965513] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.07%
[2025-11-25T11:42:46.965829] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:42:46.966668] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:46.969611] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:42:46.976200] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -6.16%, Actual: 3.08%
[2025-11-25T11:42:46.993964] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 1.74%
[2025-11-25T11:42:47.151823] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.20%, Actual: 2.36%
[2025-11-25T11:42:47.155213] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:47.165974] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.43%, Actual: 1.54%
[2025-11-25T11:42:47.221001] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 5.1s | Global ETA: 50m 52s
[2025-11-25T11:42:47.221282] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:42:47.222155] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:47.222299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:47.227347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:47.228270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:47.229368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:47.231305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:47.330400] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 1.26%
[2025-11-25T11:42:47.336538] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.14%, Actual: 0.28%
[2025-11-25T11:42:47.366398] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:42:47.502611] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 5.90%, Actual: 0.26%
[2025-11-25T11:42:47.508750] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.18%, Actual: 0.78%
[2025-11-25T11:42:47.538291] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:47.578280] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:42:47.597531] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39%
[2025-11-25T11:42:47.597911] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:42:47.598915] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:47.675142] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.57%, Actual: 3.27%
[2025-11-25T11:42:47.679346] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.80%, Actual: 1.98%
[2025-11-25T11:42:47.750437] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:47.815957] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.69% | Symbol ETA: 4.5s | Global ETA: 50m 54s
[2025-11-25T11:42:47.816257] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:42:47.817230] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:47.817393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:47.822516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:47.823440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:47.824539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:47.826614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:47.847427] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -1.36%, Actual: 5.90%
[2025-11-25T11:42:47.860512] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.42%, Actual: 0.87%
[2025-11-25T11:42:47.860793] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 47.8607%
[2025-11-25T11:42:47.861049] [INFO ] [main      ] GSBD: KEPT add_close_to_open_alignment (score: 47.86%)
[2025-11-25T11:42:47.861166] [INFO ] [main      ] GSBD: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:42:47.861264] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_composite_volatility_context']
[2025-11-25T11:42:47.861364] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:42:47.875061] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:47.875745] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:42:47.876837] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:47.876975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:47.882073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:47.883035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:42:47.883988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:47.945453] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:42:48.019810] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.14%, Actual: 5.70%
[2025-11-25T11:42:48.117205] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:48.183384] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.00%
[2025-11-25T11:42:48.183626] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:42:48.184767] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:48.185631] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:42:48.192328] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -0.80%, Actual: 0.13%
[2025-11-25T11:42:48.257913] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:42:48.363787] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 2.35%, Actual: 1.10%
[2025-11-25T11:42:48.367484] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:48.434628] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.70% | Symbol ETA: 3.9s | Global ETA: 50m 56s
[2025-11-25T11:42:48.434942] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:42:48.435822] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:48.435961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:48.440985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:48.441914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:48.442987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:48.444895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:48.447508] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:48.518383] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 0.89% | Symbol ETA: 1m 17s | Global ETA: 50m 56s
[2025-11-25T11:42:48.518662] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:42:48.519492] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:48.519623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:48.524432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:48.525312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:42:48.526222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:48.534843] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:42:48.536598] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 7.40%, Actual: 2.35%
[2025-11-25T11:42:48.537037] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 34.1496%
[2025-11-25T11:42:48.537211] [INFO ] [main      ] GTN: DISCARDED add_atr (score: 34.15%)
[2025-11-25T11:42:48.537328] [INFO ] [main      ] GTN: Testing feature 3/53: add_atr_10
[2025-11-25T11:42:48.537430] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_10']
[2025-11-25T11:42:48.537538] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:42:48.551191] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:48.551806] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:42:48.552754] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:48.552890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:48.554672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:48.555258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:48.714888] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:48.769685] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.09%
[2025-11-25T11:42:48.770007] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:42:48.770842] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:48.780842] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:42:48.872468] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:42:48.893168] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:42:48.949526] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:49.014996] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 3.3s | Global ETA: 50m 58s
[2025-11-25T11:42:49.015317] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:42:49.016163] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:49.016302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:49.021236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:49.022158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:49.023259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:49.025151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:49.043193] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:49.064996] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:49.110672] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.57% | Symbol ETA: 1m 16s | Global ETA: 50m 58s
[2025-11-25T11:42:49.110953] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:42:49.111738] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:49.111867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:49.116699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:49.117571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:42:49.118523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:49.130203] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -6.91% | Symbol ETA: 3m 17s | Global ETA: 50m 58s
[2025-11-25T11:42:49.130473] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:42:49.131301] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:49.131439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:49.131864] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:42:49.133218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:49.133815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:49.310522] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:49.366311] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:42:49.368955] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: 0.08%
[2025-11-25T11:42:49.369157] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:42:49.370180] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:49.458955] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:42:49.476904] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:42:49.535195] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:49.600499] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 2.6s | Global ETA: 50m 60s
[2025-11-25T11:42:49.600660] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:42:49.601408] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:49.601484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:49.606285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:49.607313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:49.608380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:49.610278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:49.629065] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:49.648764] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:49.697273] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.66% | Symbol ETA: 1m 16s | Global ETA: 51m 0s
[2025-11-25T11:42:49.697553] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:42:49.698374] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:49.698507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:49.703237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:49.704094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:42:49.704999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:49.713629] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 1.08% | Symbol ETA: 3m 16s | Global ETA: 51m 0s
[2025-11-25T11:42:49.713941] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:42:49.714776] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:49.714914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:49.716358] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:42:49.716629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:49.717240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:49.886679] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:49.942126] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.14%
[2025-11-25T11:42:49.942425] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:42:49.943253] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:49.950289] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:42:50.054394] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:42:50.059780] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:42:50.120294] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:50.186581] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 2.0s | Global ETA: 51m 2s
[2025-11-25T11:42:50.186895] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:42:50.187820] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:50.187959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:50.192853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:50.193802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:50.194854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:50.196776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:50.229620] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:50.233147] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:50.280930] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:42:50.296522] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -2.06% | Symbol ETA: 1m 15s | Global ETA: 51m 2s
[2025-11-25T11:42:50.296847] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:42:50.297773] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:50.297859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:50.298549] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 3m 16s | Global ETA: 51m 2s
[2025-11-25T11:42:50.298841] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:42:50.299600] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:50.299751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:50.301472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:50.302052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:50.302891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:50.304040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:42:50.305008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:50.451959] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:50.507676] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.19%
[2025-11-25T11:42:50.507984] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:42:50.508868] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:50.538543] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:42:50.644528] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:42:50.652574] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:42:50.709057] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:50.773998] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 1.4s | Global ETA: 51m 4s
[2025-11-25T11:42:50.821488] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:50.826342] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:50.851542] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:42:50.888088] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 4.93% | Symbol ETA: 3m 15s | Global ETA: 51m 4s
[2025-11-25T11:42:50.888386] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:42:50.889178] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:50.889317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:50.891087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:50.891686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:50.894148] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.66% | Symbol ETA: 1m 14s | Global ETA: 51m 4s
[2025-11-25T11:42:50.894301] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:42:50.895064] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:50.895138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:50.899945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:50.900743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:42:50.901550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:50.949501] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: 0.50%, Actual: 0.79%
[2025-11-25T11:42:51.020352] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:51.074512] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.81%
[2025-11-25T11:42:51.074807] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:42:51.075619] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:51.122210] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.05%, Actual: 0.26%
[2025-11-25T11:42:51.236087] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:42:51.294096] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.33%
[2025-11-25T11:42:51.304100] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:42:51.407997] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:51.416626] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:42:51.464332] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 0.44%
[2025-11-25T11:42:51.471853] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -2.61% | Symbol ETA: 3m 15s | Global ETA: 51m 6s
[2025-11-25T11:42:51.472139] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:42:51.472985] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:51.473126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:51.474897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:51.475457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:51.476744] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:51.548231] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.06% | Symbol ETA: 1m 14s | Global ETA: 51m 7s
[2025-11-25T11:42:51.548522] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:42:51.549415] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:51.549551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:51.554705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:51.555721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:42:51.557615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:51.590155] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:51.641227] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 0.84%
[2025-11-25T11:42:51.647176] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.85%
[2025-11-25T11:42:51.647518] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:42:51.648348] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:42:51.812304] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 0.08%
[2025-11-25T11:42:51.826211] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:42:51.908276] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:42:51.984242] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 0.66%
[2025-11-25T11:42:51.990715] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:42:51.997821] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:52.061873] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -4.60% | Symbol ETA: 3m 14s | Global ETA: 51m 8s
[2025-11-25T11:42:52.062167] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:42:52.063018] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:52.063155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:52.064916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:52.065502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:52.085791] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:52.156249] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: 0.57% | Symbol ETA: 1m 13s | Global ETA: 51m 9s
[2025-11-25T11:42:52.156460] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:42:52.157487] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:52.157637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:52.158128] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 0.30%
[2025-11-25T11:42:52.162903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:52.163571] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:52.163801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:42:52.164713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:52.220168] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.71%
[2025-11-25T11:42:52.328328] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.05%
[2025-11-25T11:42:52.389728] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.07%, Actual: 0.04%
[2025-11-25T11:42:52.410283] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:42:52.499733] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.31%
[2025-11-25T11:42:52.500073] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 43.7815%
[2025-11-25T11:42:52.500233] [INFO ] [main      ] GPJA: DISCARDED add_true_range (score: 43.78%)
[2025-11-25T11:42:52.500356] [INFO ] [main      ] GPJA: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:42:52.500461] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_vol_of_vol']
[2025-11-25T11:42:52.500577] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:42:52.508204] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:42:52.513766] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:52.514468] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:42:52.515389] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:52.515543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:52.523133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:52.524110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:52.525187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:52.526364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:52.563335] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:42:52.583932] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:52.649105] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 0.98% | Symbol ETA: 3m 13s | Global ETA: 51m 10s
[2025-11-25T11:42:52.649405] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:42:52.650291] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:52.650429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:52.652237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:52.652837] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:52.680106] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:52.737343] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.33%
[2025-11-25T11:42:52.744369] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.93% | Symbol ETA: 1m 13s | Global ETA: 51m 11s
[2025-11-25T11:42:52.744673] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:42:52.745487] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:52.745620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:52.750486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:52.751446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:42:52.752355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:52.868126] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:42:52.912213] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.02%
[2025-11-25T11:42:52.995988] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:42:53.041261] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:53.081355] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: 0.08%, Actual: 0.27%
[2025-11-25T11:42:53.088421] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:42:53.108418] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 6.5s | Global ETA: 51m 12s
[2025-11-25T11:42:53.108727] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:42:53.109595] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:53.109757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:53.114752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:53.115661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:53.116948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:53.118166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:53.167313] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:53.231481] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 3m 13s | Global ETA: 51m 12s
[2025-11-25T11:42:53.231747] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:42:53.232578] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:53.232736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:53.234475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:53.235068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:53.254143] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.14%, Actual: 0.27%
[2025-11-25T11:42:53.256242] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:53.319501] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -2.93% | Symbol ETA: 1m 12s | Global ETA: 51m 13s
[2025-11-25T11:42:53.319803] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:42:53.320601] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:53.320755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:53.325470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:53.326329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:42:53.327254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:53.424018] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 0.11%
[2025-11-25T11:42:53.458712] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:42:53.592404] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:42:53.595418] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 0.10%
[2025-11-25T11:42:53.631626] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:53.691061] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:42:53.700734] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.29% | Symbol ETA: 5.9s | Global ETA: 51m 14s
[2025-11-25T11:42:53.701051] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:42:53.701850] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:53.701994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:53.706947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:53.707977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:53.709074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:53.710263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:53.767753] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.85%, Actual: 0.07%
[2025-11-25T11:42:53.780758] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:53.848779] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 2.31% | Symbol ETA: 3m 12s | Global ETA: 51m 15s
[2025-11-25T11:42:53.848929] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:42:53.849751] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:53.849824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:53.851518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:42:53.852079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:53.880750] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:53.944479] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 1.01%
[2025-11-25T11:42:53.944955] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 34.4773%
[2025-11-25T11:42:53.945091] [INFO ] [main      ] AFB: Baseline score (no features): 34.4773%
[2025-11-25T11:42:53.945205] [INFO ] [main      ] AFB: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:53.945312] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:42:53.945421] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:42:53.959849] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.21% | Symbol ETA: 1m 11s | Global ETA: 51m 15s
[2025-11-25T11:42:53.961813] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:53.962478] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:42:53.963401] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:53.963477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:53.968412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:54.053950] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:42:54.153509] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 0.89%, Actual: 1.80%
[2025-11-25T11:42:54.202010] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:42:54.227828] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:54.296406] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.96% | Symbol ETA: 5.4s | Global ETA: 51m 16s
[2025-11-25T11:42:54.296701] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:42:54.297534] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:54.297722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:54.302600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:54.303496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:54.304568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:54.305776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:54.326674] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:42:54.329685] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.57%, Actual: 1.05%
[2025-11-25T11:42:54.374639] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:54.438964] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 9.74% | Symbol ETA: 3m 12s | Global ETA: 51m 17s
[2025-11-25T11:42:54.499157] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:54.501936] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.66%, Actual: 0.03%
[2025-11-25T11:42:54.559354] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 5m 16s | Global ETA: 51m 17s
[2025-11-25T11:42:54.559502] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:42:54.560273] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:54.560347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:54.565126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:54.609746] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -6.91%, Actual: 3.08%
[2025-11-25T11:42:54.648495] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:42:54.671382] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -2.06%, Actual: 1.54%
[2025-11-25T11:42:54.782321] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.08%, Actual: 2.36%
[2025-11-25T11:42:54.817795] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:54.841839] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 1.74%
[2025-11-25T11:42:54.885537] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.60% | Symbol ETA: 4.8s | Global ETA: 51m 18s
[2025-11-25T11:42:54.885840] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:42:54.886675] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:54.886815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:54.891624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:54.892473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:54.893501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:54.894637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:54.914372] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:42:54.959144] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.35%, Actual: 1.26%
[2025-11-25T11:42:55.017218] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.06%, Actual: 1.54%
[2025-11-25T11:42:55.092821] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:55.144411] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 4.93%, Actual: 0.26%
[2025-11-25T11:42:55.159291] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 5m 16s | Global ETA: 51m 19s
[2025-11-25T11:42:55.159613] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:42:55.160683] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:55.160881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:55.166020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:55.205713] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: 0.57%, Actual: 0.28%
[2025-11-25T11:42:55.336013] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -2.61%, Actual: 3.27%
[2025-11-25T11:42:55.338251] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:42:55.454298] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.93%, Actual: 0.78%
[2025-11-25T11:42:55.573610] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -4.60%, Actual: 5.90%
[2025-11-25T11:42:55.607362] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:55.630860] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:42:55.675618] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -2.93%, Actual: 1.98%
[2025-11-25T11:42:55.700231] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 4.4s | Global ETA: 51m 21s
[2025-11-25T11:42:55.700574] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:42:55.701714] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:55.701887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:55.708397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:55.709866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:55.711272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:55.712826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:55.824670] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 0.98%, Actual: 5.70%
[2025-11-25T11:42:55.869909] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:55.883175] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.87%
[2025-11-25T11:42:55.883628] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 44.6510%
[2025-11-25T11:42:55.883793] [INFO ] [main      ] GSBD: DISCARDED add_composite_volatility_context (score: 44.65%)
[2025-11-25T11:42:55.883906] [INFO ] [main      ] GSBD: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:42:55.884037] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios']
[2025-11-25T11:42:55.884178] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:42:55.901002] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:55.901901] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:42:55.903111] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:55.903303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:55.909531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:55.911076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:42:55.914046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:55.933800] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.34% | Symbol ETA: 5m 46s | Global ETA: 51m 22s
[2025-11-25T11:42:55.934128] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:42:55.935061] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:55.935212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:55.940402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:56.036854] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 0.13%
[2025-11-25T11:42:56.155885] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:42:56.229995] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 2.31%, Actual: 1.10%
[2025-11-25T11:42:56.286412] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:42:56.346070] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:42:56.350456] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:56.419611] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.29% | Symbol ETA: 3.8s | Global ETA: 51m 23s
[2025-11-25T11:42:56.420015] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:42:56.421360] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:56.421528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:56.425633] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 9.74%, Actual: 2.35%
[2025-11-25T11:42:56.426008] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 38.4465%
[2025-11-25T11:42:56.426166] [INFO ] [main      ] GTN: DISCARDED add_atr_10 (score: 38.45%)
[2025-11-25T11:42:56.426282] [INFO ] [main      ] GTN: Testing feature 4/53: add_atr_5
[2025-11-25T11:42:56.426388] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_5']
[2025-11-25T11:42:56.426495] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:42:56.428179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:56.429391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:56.430593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:56.431860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:56.440840] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:42:56.441407] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:42:56.442264] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:56.442337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:56.444050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:56.444958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:56.473509] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:56.535353] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:56.546619] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 2.49% | Symbol ETA: 1m 7s | Global ETA: 51m 24s
[2025-11-25T11:42:56.546797] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:42:56.547561] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:56.547628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:56.552961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:56.553761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:42:56.556048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:56.596966] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.47% | Symbol ETA: 5m 46s | Global ETA: 51m 24s
[2025-11-25T11:42:56.597131] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:42:56.597916] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:56.597990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:56.602977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:56.778882] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:42:56.790636] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:42:56.891722] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:42:56.943289] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:42:56.960225] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:42:56.962335] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:57.024897] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -6.16% | Symbol ETA: 2m 14s | Global ETA: 51m 25s
[2025-11-25T11:42:57.025197] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:42:57.026060] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:57.026197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:57.027975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:57.028537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:57.048834] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 3.1s | Global ETA: 51m 25s
[2025-11-25T11:42:57.049129] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:42:57.050029] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:57.050170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:57.055184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:57.056076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:57.057161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:57.058362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:57.061473] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:57.127318] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:57.130950] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.67% | Symbol ETA: 1m 6s | Global ETA: 51m 26s
[2025-11-25T11:42:57.131236] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:42:57.132191] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:57.132322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:57.137192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:57.138064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:42:57.140462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:57.187099] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.25% | Symbol ETA: 5m 39s | Global ETA: 51m 26s
[2025-11-25T11:42:57.187376] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:42:57.188256] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:57.188395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:57.193387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:57.373978] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:42:57.403022] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:42:57.477603] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:42:57.532841] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:42:57.543889] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:42:57.576091] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:57.609069] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 1.20% | Symbol ETA: 2m 14s | Global ETA: 51m 27s
[2025-11-25T11:42:57.609377] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:42:57.610245] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:57.610388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:57.612121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:57.612698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:57.643910] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.66% | Symbol ETA: 2.5s | Global ETA: 51m 28s
[2025-11-25T11:42:57.644215] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:42:57.645105] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:57.645251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:57.648912] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:57.651129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:57.652172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:57.653346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:57.654584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:57.705888] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:57.717943] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 1m 6s | Global ETA: 51m 28s
[2025-11-25T11:42:57.718208] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:42:57.719055] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:57.719185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:57.724120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:57.724986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:42:57.727360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:57.765169] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 5m 32s | Global ETA: 51m 28s
[2025-11-25T11:42:57.765461] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:42:57.766330] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:57.766468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:57.771400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:57.956287] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:42:58.004267] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:42:58.069156] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:42:58.118098] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:42:58.126095] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:42:58.173630] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:58.191891] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 2m 13s | Global ETA: 51m 29s
[2025-11-25T11:42:58.192174] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:42:58.193255] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:58.193477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:58.195683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:58.196461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:58.241412] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:58.241973] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.23% | Symbol ETA: 1.8s | Global ETA: 51m 30s
[2025-11-25T11:42:58.242243] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:42:58.243087] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:42:58.243229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:58.248108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:58.249195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:42:58.250428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:42:58.251611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:58.293520] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:42:58.310564] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -2.33% | Symbol ETA: 1m 5s | Global ETA: 51m 30s
[2025-11-25T11:42:58.310866] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:42:58.311697] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:58.311826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:58.316950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:58.317829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:42:58.320324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:58.354199] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 5m 28s | Global ETA: 51m 30s
[2025-11-25T11:42:58.354500] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:42:58.355345] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:58.355485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:58.360473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:58.543232] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:42:58.591704] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:42:58.657578] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:42:58.707230] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:42:58.710946] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:42:58.759899] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:42:58.775597] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 5.90% | Symbol ETA: 2m 12s | Global ETA: 51m 31s
[2025-11-25T11:42:58.775922] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:42:58.776777] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:58.776915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:58.778671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:58.779231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:58.824597] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 1.2s | Global ETA: 51m 32s
[2025-11-25T11:42:58.826750] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:58.878817] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:42:58.897327] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 1m 5s | Global ETA: 51m 32s
[2025-11-25T11:42:58.897613] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:42:58.898480] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:58.898615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:58.903559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:58.904558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:42:58.907223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:58.937669] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 5m 25s | Global ETA: 51m 32s
[2025-11-25T11:42:58.938009] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:42:58.938928] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:58.939081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:58.944746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:58.997203] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.19%, Actual: 0.79%
[2025-11-25T11:42:59.146716] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:42:59.166004] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.29%, Actual: 0.26%
[2025-11-25T11:42:59.256410] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:42:59.287994] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:42:59.319311] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:42:59.337905] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.96%, Actual: 0.33%
[2025-11-25T11:42:59.382893] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.57% | Symbol ETA: 2m 12s | Global ETA: 51m 33s
[2025-11-25T11:42:59.383060] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:42:59.383864] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:59.384080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:59.385863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:59.386418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:59.433313] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:59.464091] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:42:59.504923] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.01% | Symbol ETA: 1m 4s | Global ETA: 51m 34s
[2025-11-25T11:42:59.505205] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:42:59.506072] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:42:59.506205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:59.511185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:42:59.512158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:42:59.514529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:59.523028] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.73% | Symbol ETA: 5m 22s | Global ETA: 51m 34s
[2025-11-25T11:42:59.523301] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:42:59.524153] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:42:59.524292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:42:59.528555] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 0.44%
[2025-11-25T11:42:59.529194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:42:59.713404] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.53%, Actual: 0.84%
[2025-11-25T11:42:59.727316] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:42:59.862604] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:42:59.876115] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:42:59.884839] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.29%, Actual: 0.08%
[2025-11-25T11:42:59.897681] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:42:59.960971] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -1.36% | Symbol ETA: 2m 11s | Global ETA: 51m 35s
[2025-11-25T11:42:59.961246] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:42:59.962090] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:42:59.962227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:42:59.963974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:42:59.964533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:00.028564] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:00.057993] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 0.66%
[2025-11-25T11:43:00.073200] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:00.095883] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.93% | Symbol ETA: 1m 3s | Global ETA: 51m 36s
[2025-11-25T11:43:00.096154] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:43:00.096983] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:00.097129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:00.101894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:00.102750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:00.105059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:00.131143] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 5m 21s | Global ETA: 51m 36s
[2025-11-25T11:43:00.252476] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.66%, Actual: 0.30%
[2025-11-25T11:43:00.306731] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:43:00.311504] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T11:43:00.474725] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:00.478290] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:43:00.558305] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.14% | Symbol ETA: 2m 11s | Global ETA: 51m 38s
[2025-11-25T11:43:00.558450] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:43:00.559222] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:00.559308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:00.560988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:00.561480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:00.563447] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:43:00.599550] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 0.05%
[2025-11-25T11:43:00.697184] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:00.766414] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.17% | Symbol ETA: 1m 3s | Global ETA: 51m 38s
[2025-11-25T11:43:00.766768] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:43:00.767703] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:00.767853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:00.772935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:00.773939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:00.776439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:00.860377] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 0.33%
[2025-11-25T11:43:00.943842] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.31%
[2025-11-25T11:43:00.944275] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 35.8101%
[2025-11-25T11:43:00.944365] [INFO ] [main      ] GPJA: DISCARDED add_vol_of_vol (score: 35.81%)
[2025-11-25T11:43:00.944414] [INFO ] [main      ] GPJA: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:43:00.944450] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_volatility_decay_ratio']
[2025-11-25T11:43:00.944508] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:43:00.968575] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:00.971762] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:43:00.972597] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:00.972683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:00.980708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:00.981550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:00.982566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:43:00.983772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:01.009042] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:43:01.032782] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.47%, Actual: 0.02%
[2025-11-25T11:43:01.143702] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:43:01.196475] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:01.212872] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.27%
[2025-11-25T11:43:01.298990] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 2m 10s | Global ETA: 51m 40s
[2025-11-25T11:43:01.299163] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:43:01.300383] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:01.300460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:01.304469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:01.305184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:01.348378] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:43:01.408113] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 0.27%
[2025-11-25T11:43:01.417079] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:01.484158] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.32% | Symbol ETA: 1m 2s | Global ETA: 51m 41s
[2025-11-25T11:43:01.484429] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:43:01.485190] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:01.485263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:01.490201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:01.491799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:01.494701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:01.521387] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:01.582639] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.11%
[2025-11-25T11:43:01.590340] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: 0.01% | Symbol ETA: 6.7s | Global ETA: 51m 41s
[2025-11-25T11:43:01.590584] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:43:01.591426] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:01.591570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:01.596607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:01.597560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:01.598626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:43:01.599904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:01.661322] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:43:01.765358] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.10%
[2025-11-25T11:43:01.844426] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:01.876104] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:43:01.921862] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 2.35% | Symbol ETA: 2m 9s | Global ETA: 51m 42s
[2025-11-25T11:43:01.922016] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:43:01.922965] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:01.923050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:01.924776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:01.925301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:01.935269] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.73%, Actual: 0.07%
[2025-11-25T11:43:02.010259] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:43:02.103471] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 1.01%
[2025-11-25T11:43:02.103714] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 39.7680%
[2025-11-25T11:43:02.103781] [INFO ] [main      ] AFB: KEPT add_afternoon_v_morning_volatility_mix (score: 39.77%)
[2025-11-25T11:43:02.103829] [INFO ] [main      ] AFB: Testing feature 2/53: add_atr
[2025-11-25T11:43:02.103865] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T11:43:02.103911] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:43:02.117332] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:02.118019] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:43:02.118875] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:02.118948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:02.123697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:02.125455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:02.125529] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:02.125967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:02.188388] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:02.193804] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.55% | Symbol ETA: 1m 2s | Global ETA: 51m 43s
[2025-11-25T11:43:02.256399] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 6.2s | Global ETA: 51m 43s
[2025-11-25T11:43:02.256716] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:43:02.257616] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:02.257830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:02.263050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:02.264234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:02.265434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:43:02.266935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:02.291946] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:43:02.368299] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 2.49%, Actual: 1.80%
[2025-11-25T11:43:02.460726] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:43:02.466578] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:02.540888] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.67%, Actual: 1.05%
[2025-11-25T11:43:02.541011] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 7.40% | Symbol ETA: 2m 9s | Global ETA: 51m 44s
[2025-11-25T11:43:02.630635] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:02.691623] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 7m 1s | Global ETA: 51m 45s
[2025-11-25T11:43:02.691799] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:43:02.692544] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:02.692611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:02.697398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:02.699160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:02.699826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:02.713395] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.03%
[2025-11-25T11:43:02.713975] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -6.16%, Actual: 3.08%
[2025-11-25T11:43:02.755586] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:43:02.885098] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -2.33%, Actual: 1.54%
[2025-11-25T11:43:02.885589] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.20%, Actual: 2.36%
[2025-11-25T11:43:02.953982] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:03.022204] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.64% | Symbol ETA: 5.9s | Global ETA: 51m 46s
[2025-11-25T11:43:03.022508] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:43:03.023369] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:03.023513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:03.028411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:03.029362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:03.030431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:43:03.031771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:03.035444] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:43:03.056372] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 1.74%
[2025-11-25T11:43:03.061430] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 1.26%
[2025-11-25T11:43:03.206052] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:03.243409] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 5.90%, Actual: 0.26%
[2025-11-25T11:43:03.244559] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.01%, Actual: 1.54%
[2025-11-25T11:43:03.268503] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 7m 1s | Global ETA: 51m 47s
[2025-11-25T11:43:03.268770] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:43:03.269578] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:03.269723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:03.274519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:03.276351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:03.276922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:03.381835] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:43:03.418353] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.93%, Actual: 0.28%
[2025-11-25T11:43:03.421041] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.57%, Actual: 3.27%
[2025-11-25T11:43:03.551179] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:03.592082] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.17%, Actual: 0.78%
[2025-11-25T11:43:03.593694] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -1.36%, Actual: 5.90%
[2025-11-25T11:43:03.611183] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:43:03.616569] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 5.1s | Global ETA: 51m 48s
[2025-11-25T11:43:03.616748] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:43:03.617530] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:03.617599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:03.622481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:03.623453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:03.624527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:43:03.625770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:03.762995] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.14%, Actual: 5.70%
[2025-11-25T11:43:03.769044] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.32%, Actual: 1.98%
[2025-11-25T11:43:03.778199] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:03.838183] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 7m 0s | Global ETA: 51m 49s
[2025-11-25T11:43:03.838466] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:43:03.839280] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:03.839411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:03.844228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:03.846035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:03.846580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:03.932884] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -0.80%, Actual: 0.13%
[2025-11-25T11:43:03.940168] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.55%, Actual: 0.87%
[2025-11-25T11:43:03.940527] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 51.9572%
[2025-11-25T11:43:03.940739] [INFO ] [main      ] GSBD: KEPT add_day_shape_ratios (score: 51.96%)
[2025-11-25T11:43:03.940860] [INFO ] [main      ] GSBD: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:43:03.940969] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_directional_consistency']
[2025-11-25T11:43:03.941030] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:43:03.954632] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:03.955387] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:43:03.956259] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:03.956401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:03.961452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:03.962371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:03.964929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:03.971400] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:43:04.090414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:04.101962] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 2.35%, Actual: 1.10%
[2025-11-25T11:43:04.146110] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:04.181320] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:43:04.211903] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.68% | Symbol ETA: 4.3s | Global ETA: 51m 50s
[2025-11-25T11:43:04.212198] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:43:04.213080] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:04.213228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:04.218057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:04.218879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:04.220115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:43:04.221326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:04.271309] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 7.40%, Actual: 2.35%
[2025-11-25T11:43:04.271694] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 34.1496%
[2025-11-25T11:43:04.271856] [INFO ] [main      ] GTN: DISCARDED add_atr_5 (score: 34.15%)
[2025-11-25T11:43:04.271973] [INFO ] [main      ] GTN: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:43:04.272077] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment']
[2025-11-25T11:43:04.272182] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:43:04.285793] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:04.286401] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:43:04.287338] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:43:04.287476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:04.288269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:04.351382] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:04.411176] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 6m 60s | Global ETA: 51m 51s
[2025-11-25T11:43:04.411452] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:43:04.412231] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:04.412359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:04.417207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:04.419074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:04.419625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:04.462628] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:43:04.561365] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:43:04.623682] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:43:04.643444] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:04.713806] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 2.42% | Symbol ETA: 58.6s | Global ETA: 51m 52s
[2025-11-25T11:43:04.714102] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:43:04.714897] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:04.715035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:04.719823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:04.720702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:04.723082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:04.732949] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:04.759400] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:43:04.798782] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.79% | Symbol ETA: 3.7s | Global ETA: 51m 52s
[2025-11-25T11:43:04.799050] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:43:04.798884] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:04.799932] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:04.800077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:04.805118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:04.806038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:04.807133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:43:04.808415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:04.846306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:04.864463] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.52% | Symbol ETA: 1m 39s | Global ETA: 51m 52s
[2025-11-25T11:43:04.864785] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:43:04.865727] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:43:04.865874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:04.866707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:04.937701] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:05.001743] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 6m 59s | Global ETA: 51m 53s
[2025-11-25T11:43:05.002019] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:43:05.002976] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:05.003111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:05.008456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:05.010453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:05.011119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:05.185469] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:43:05.204552] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:43:05.226448] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:43:05.364014] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:05.367377] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:43:05.374330] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:05.408838] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:05.433771] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.54% | Symbol ETA: 57.7s | Global ETA: 51m 54s
[2025-11-25T11:43:05.433914] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:43:05.434666] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:05.434740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:05.438767] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 3.0s | Global ETA: 51m 54s
[2025-11-25T11:43:05.438930] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:43:05.439517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:05.439922] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:05.440007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:05.440347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:05.442614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:05.445140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:05.446005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:05.447133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:43:05.448390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:05.475818] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 3.03% | Symbol ETA: 1m 39s | Global ETA: 51m 54s
[2025-11-25T11:43:05.475984] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:43:05.476852] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:43:05.476925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:05.477690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:05.539016] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:05.571469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:05.599045] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 6m 58s | Global ETA: 51m 55s
[2025-11-25T11:43:05.599192] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:43:05.599959] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:05.600032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:05.604814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:05.606737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:05.607318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:05.791674] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:43:05.834753] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:43:05.909388] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:43:05.946700] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:43:05.960266] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:06.015872] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:06.025325] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 2.4s | Global ETA: 51m 56s
[2025-11-25T11:43:06.025588] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:43:06.026438] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:06.026580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:06.031471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:06.032368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:06.033444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:43:06.034681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:06.077782] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:06.081251] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -1.63% | Symbol ETA: 1m 38s | Global ETA: 51m 56s
[2025-11-25T11:43:06.081550] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:43:06.082431] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:43:06.082600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:06.083406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:06.119320] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:06.147362] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.91% | Symbol ETA: 56.9s | Global ETA: 51m 57s
[2025-11-25T11:43:06.147689] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:43:06.148510] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:06.148671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:06.153402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:06.154284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:06.156640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:06.179576] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 6m 58s | Global ETA: 51m 57s
[2025-11-25T11:43:06.179890] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:43:06.180719] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:06.180847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:06.185638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:06.187498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:06.188057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:06.276609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:06.390882] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:43:06.444969] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:43:06.526949] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:43:06.569506] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:06.619047] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:43:06.637969] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.26% | Symbol ETA: 1.7s | Global ETA: 51m 58s
[2025-11-25T11:43:06.638119] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:43:06.638905] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:06.638980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:06.643900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:06.644753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:06.645764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:43:06.645910] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:06.646974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:06.700599] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:06.711202] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 5.89% | Symbol ETA: 1m 38s | Global ETA: 51m 59s
[2025-11-25T11:43:06.711373] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:43:06.712199] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:43:06.712319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:06.713059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:06.760432] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.47% | Symbol ETA: 6m 57s | Global ETA: 51m 59s
[2025-11-25T11:43:06.760598] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:43:06.761402] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:06.761476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:06.766263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:06.768047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:06.768522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:06.790096] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:06.858763] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.81% | Symbol ETA: 56.1s | Global ETA: 51m 59s
[2025-11-25T11:43:06.859045] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:43:06.859900] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:06.860037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:06.864833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:06.865750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:06.868157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:06.988133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:06.998177] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:43:07.072638] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:43:07.104757] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:43:07.173031] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:07.237293] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 1.1s | Global ETA: 52m 0s
[2025-11-25T11:43:07.256774] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:07.274962] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:07.321508] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: 2.67% | Symbol ETA: 1m 37s | Global ETA: 52m 1s
[2025-11-25T11:43:07.321680] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:43:07.322493] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:43:07.322567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:07.323364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:07.326833] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:43:07.335376] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 6m 57s | Global ETA: 52m 1s
[2025-11-25T11:43:07.335533] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:43:07.336307] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:07.336381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:07.341170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:07.342970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:07.343468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:07.413362] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: 0.01%, Actual: 0.79%
[2025-11-25T11:43:07.496782] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:07.565152] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 55.4s | Global ETA: 52m 2s
[2025-11-25T11:43:07.565433] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:43:07.566459] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:07.566597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:07.571638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:07.572514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:07.574862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:07.589787] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 0.26%
[2025-11-25T11:43:07.697793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:07.709600] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:43:07.742743] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:43:07.763814] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.64%, Actual: 0.33%
[2025-11-25T11:43:07.886402] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:07.909855] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:07.936056] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 0.44%
[2025-11-25T11:43:07.948525] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.90% | Symbol ETA: 6m 56s | Global ETA: 52m 3s
[2025-11-25T11:43:07.973200] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -6.69% | Symbol ETA: 1m 37s | Global ETA: 52m 3s
[2025-11-25T11:43:07.973495] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:43:07.974334] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:43:07.974473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:07.975244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:08.038998] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:43:08.109369] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 0.84%
[2025-11-25T11:43:08.124692] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:43:08.208456] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:08.277601] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.97% | Symbol ETA: 54.7s | Global ETA: 52m 4s
[2025-11-25T11:43:08.277961] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:43:08.278808] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:08.278947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:08.281200] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.79%, Actual: 0.08%
[2025-11-25T11:43:08.283732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:08.284611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:08.287006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:08.297748] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 0.15%
[2025-11-25T11:43:08.312055] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:43:08.407149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:08.454670] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.66%
[2025-11-25T11:43:08.472403] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 0.33%
[2025-11-25T11:43:08.484514] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:08.545245] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 3.96% | Symbol ETA: 1m 36s | Global ETA: 52m 5s
[2025-11-25T11:43:08.545533] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:43:08.546387] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:43:08.546544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:08.547339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:08.632186] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.30%
[2025-11-25T11:43:08.663369] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.02%
[2025-11-25T11:43:08.746011] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:43:08.807127] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.26%, Actual: 0.05%
[2025-11-25T11:43:08.844394] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 0.27%
[2025-11-25T11:43:08.881298] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:43:08.917221] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:08.984305] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.31%
[2025-11-25T11:43:08.984693] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 37.6827%
[2025-11-25T11:43:08.984867] [INFO ] [main      ] GPJA: DISCARDED add_volatility_decay_ratio (score: 37.68%)
[2025-11-25T11:43:08.984990] [INFO ] [main      ] GPJA: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:43:08.985099] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:43:08.985239] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:43:08.985223] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.78% | Symbol ETA: 53.9s | Global ETA: 52m 6s
[2025-11-25T11:43:08.985543] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:43:08.986363] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:08.986502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:08.991305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:08.992184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:08.994587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:08.998594] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:08.999044] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:43:08.999929] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:43:09.000008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:09.005117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:09.005973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:09.007190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:09.009166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:09.009785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:43:09.011000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:43:09.013186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:09.035007] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:43:09.050357] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:09.112796] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 2.96% | Symbol ETA: 1m 35s | Global ETA: 52m 7s
[2025-11-25T11:43:09.113099] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:43:09.113943] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:43:09.114081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:09.114360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:09.115048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:09.214124] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.11%
[2025-11-25T11:43:09.365259] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:43:09.417513] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 0.10%
[2025-11-25T11:43:09.452718] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:43:09.453249] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:43:09.545980] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:09.588985] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:43:09.620994] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:09.622357] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:09.627270] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 6.5s | Global ETA: 52m 9s
[2025-11-25T11:43:09.627584] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:43:09.628468] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:43:09.628614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:09.633551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:09.634501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:09.635603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:09.637553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:09.638149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:43:09.639332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:43:09.641439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:09.682289] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 1.65% | Symbol ETA: 1m 35s | Global ETA: 52m 9s
[2025-11-25T11:43:09.682580] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:43:09.683409] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:43:09.683548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:09.684325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:09.690102] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.17% | Symbol ETA: 53.2s | Global ETA: 52m 9s
[2025-11-25T11:43:09.690384] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:43:09.691204] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:09.691346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:09.696116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:09.697055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:09.699382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:09.764330] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.90%, Actual: 1.01%
[2025-11-25T11:43:09.764566] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 44.3000%
[2025-11-25T11:43:09.764691] [INFO ] [main      ] AFB: KEPT add_atr (score: 44.30%)
[2025-11-25T11:43:09.764870] [INFO ] [main      ] AFB: Testing feature 3/53: add_atr_10
[2025-11-25T11:43:09.764991] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T11:43:09.765102] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:43:09.779017] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:09.779557] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:43:09.780488] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:09.780623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:09.785770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:09.787729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:09.788329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:09.788911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:09.821601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:09.988851] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:43:10.021069] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:43:10.149852] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:43:10.158966] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:43:10.161513] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:10.190998] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:10.231878] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.95% | Symbol ETA: 5.8s | Global ETA: 52m 11s
[2025-11-25T11:43:10.232182] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:43:10.233059] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:43:10.233205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:10.238367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:10.239319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:10.240422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:10.242636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:10.243245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:43:10.244491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:43:10.246692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:10.254467] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 7.36% | Symbol ETA: 1m 34s | Global ETA: 52m 11s
[2025-11-25T11:43:10.321779] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:10.327947] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:10.384536] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 3m 17s | Global ETA: 52m 11s
[2025-11-25T11:43:10.384725] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:43:10.385629] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:10.385781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:10.390787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:10.392662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:10.393217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:10.393769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:10.396285] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.33% | Symbol ETA: 52.5s | Global ETA: 52m 11s
[2025-11-25T11:43:10.396567] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:43:10.397409] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:10.397549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:10.402267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:10.403141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:10.405482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:10.432125] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.52%, Actual: 3.08%
[2025-11-25T11:43:10.524527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:10.600497] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 3.03%, Actual: 2.36%
[2025-11-25T11:43:10.611537] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:43:10.756344] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:43:10.769314] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -1.63%, Actual: 1.26%
[2025-11-25T11:43:10.784258] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:10.856032] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.71% | Symbol ETA: 5.2s | Global ETA: 52m 13s
[2025-11-25T11:43:10.856297] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:43:10.857202] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:43:10.857350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:10.862305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:10.863230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:10.864320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:10.866247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:10.866899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:43:10.868125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:43:10.868518] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:43:10.870271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:10.927702] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:10.939193] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 5.89%, Actual: 0.26%
[2025-11-25T11:43:10.992611] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 3m 16s | Global ETA: 52m 13s
[2025-11-25T11:43:10.992903] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:43:10.993788] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:10.993920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:10.998928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:11.000793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:11.001349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:11.001886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:11.041231] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:11.108894] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: 2.67%, Actual: 3.27%
[2025-11-25T11:43:11.112250] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 51.8s | Global ETA: 52m 14s
[2025-11-25T11:43:11.216883] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:43:11.276802] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -6.69%, Actual: 5.90%
[2025-11-25T11:43:11.282996] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 2.42%, Actual: 1.80%
[2025-11-25T11:43:11.343139] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:43:11.388563] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:11.443981] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 3.96%, Actual: 5.70%
[2025-11-25T11:43:11.454933] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.54%, Actual: 1.05%
[2025-11-25T11:43:11.458888] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 4.5s | Global ETA: 52m 15s
[2025-11-25T11:43:11.459174] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:43:11.460017] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:43:11.460160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:11.465183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:11.466373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:11.467857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:11.470393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:11.471153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:43:11.472638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:43:11.475420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:11.514418] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:11.580141] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 3m 16s | Global ETA: 52m 15s
[2025-11-25T11:43:11.580381] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:43:11.581209] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:11.581340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:11.586140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:11.587995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:11.588545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:11.589076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:11.614077] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 2.96%, Actual: 0.13%
[2025-11-25T11:43:11.630955] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.91%, Actual: 0.03%
[2025-11-25T11:43:11.782457] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 1.65%, Actual: 1.10%
[2025-11-25T11:43:11.803362] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.81%, Actual: 1.54%
[2025-11-25T11:43:11.829608] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:43:11.938796] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:43:11.955352] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 7.36%, Actual: 2.35%
[2025-11-25T11:43:11.955693] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 49.0119%
[2025-11-25T11:43:11.955860] [INFO ] [main      ] GTN: KEPT add_close_to_open_alignment (score: 49.01%)
[2025-11-25T11:43:11.955980] [INFO ] [main      ] GTN: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:43:11.956090] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_composite_volatility_context']
[2025-11-25T11:43:11.956198] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:43:11.969536] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:11.970281] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:43:11.971203] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:11.971340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:11.972217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:11.973196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:11.978661] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.28%, Actual: 1.74%
[2025-11-25T11:43:12.001119] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:12.072127] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 3.9s | Global ETA: 52m 17s
[2025-11-25T11:43:12.072400] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:43:12.073242] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:43:12.073385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:12.078235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:12.079135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:12.080131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:12.081997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:12.082558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:43:12.083739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:43:12.085830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:12.112909] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:12.168742] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.97%, Actual: 1.54%
[2025-11-25T11:43:12.176362] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 3m 15s | Global ETA: 52m 17s
[2025-11-25T11:43:12.176664] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:43:12.177523] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:12.177675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:12.182675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:12.184589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:12.185178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:12.185726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:12.312044] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:43:12.336103] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.78%, Actual: 0.28%
[2025-11-25T11:43:12.424089] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:43:12.479877] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:12.503693] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.17%, Actual: 0.78%
[2025-11-25T11:43:12.539477] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:43:12.544592] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.92% | Symbol ETA: 1m 17s | Global ETA: 52m 19s
[2025-11-25T11:43:12.544784] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:43:12.545587] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:12.545691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:12.546439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:12.547569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:12.600045] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:12.671322] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.33%, Actual: 1.98%
[2025-11-25T11:43:12.673120] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.06% | Symbol ETA: 3.3s | Global ETA: 52m 19s
[2025-11-25T11:43:12.673392] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:43:12.674312] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:43:12.674480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:12.679630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:12.680783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:12.682054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:12.684006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:12.684591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:43:12.685822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:43:12.688014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:12.722877] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:12.786685] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.08% | Symbol ETA: 3m 15s | Global ETA: 52m 19s
[2025-11-25T11:43:12.786966] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:43:12.787895] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:12.788038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:12.793329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:12.795305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:12.795895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:12.796430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:12.841016] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 0.87%
[2025-11-25T11:43:12.841419] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 45.2340%
[2025-11-25T11:43:12.841554] [INFO ] [main      ] GSBD: DISCARDED add_directional_consistency (score: 45.23%)
[2025-11-25T11:43:12.841685] [INFO ] [main      ] GSBD: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:43:12.841825] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_fullday_parkinson_range']
[2025-11-25T11:43:12.841939] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:43:12.855277] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:12.855834] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:43:12.856794] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:12.856938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:12.861975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:12.862914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:12.865413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:12.867235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:12.903338] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:43:13.045472] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:43:13.072872] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:13.139384] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -1.21% | Symbol ETA: 1m 17s | Global ETA: 52m 21s
[2025-11-25T11:43:13.139673] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:43:13.140527] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:13.140688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:13.141468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:13.142430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:13.155271] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:43:13.202882] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:43:13.216416] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:13.286105] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 2.7s | Global ETA: 52m 21s
[2025-11-25T11:43:13.286348] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:43:13.287233] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:43:13.287377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:13.292407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:13.293330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:13.294427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:13.296368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:13.296971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:43:13.298191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:43:13.300339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:13.328761] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:13.371707] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:13.390173] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 3m 14s | Global ETA: 52m 22s
[2025-11-25T11:43:13.390466] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:43:13.391302] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:13.391437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:13.396341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:13.398318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:13.398897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:13.399415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:13.441528] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 0.85% | Symbol ETA: 54.2s | Global ETA: 52m 22s
[2025-11-25T11:43:13.441844] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:43:13.442744] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:13.442878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:13.447712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:13.448571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:13.450929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:13.452618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:13.490027] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:43:13.637832] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:43:13.665258] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:13.732291] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -1.30% | Symbol ETA: 1m 16s | Global ETA: 52m 23s
[2025-11-25T11:43:13.732568] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:43:13.733432] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:13.733574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:13.734361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:13.735325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:13.743259] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:43:13.788567] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:43:13.806816] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:13.876126] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.85% | Symbol ETA: 2.1s | Global ETA: 52m 23s
[2025-11-25T11:43:13.876413] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:43:13.877280] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:43:13.877422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:13.882299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:13.883212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:13.884298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:13.886165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:13.886752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:43:13.887938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:43:13.890026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:13.920788] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:13.957702] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:13.984160] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 3m 13s | Global ETA: 52m 24s
[2025-11-25T11:43:13.984474] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:43:13.985406] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:13.985507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:13.990563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:13.992539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:13.993144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:13.993734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:14.027480] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -0.20% | Symbol ETA: 53.6s | Global ETA: 52m 24s
[2025-11-25T11:43:14.027769] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:43:14.029145] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:14.029282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:14.034149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:14.035029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:14.037441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:14.039182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:14.118880] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:43:14.230867] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:43:14.301317] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:14.348410] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:43:14.367344] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 4.99% | Symbol ETA: 1m 16s | Global ETA: 52m 25s
[2025-11-25T11:43:14.367667] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:43:14.368544] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:14.368745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:14.369585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:14.370548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:14.377839] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:43:14.401369] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:14.471368] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.60% | Symbol ETA: 1.5s | Global ETA: 52m 25s
[2025-11-25T11:43:14.471677] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:43:14.472514] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:43:14.472604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:14.477637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:14.478549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:14.479584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:14.481491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:14.482084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:43:14.483293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:43:14.485450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:14.527260] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:14.546941] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:14.588287] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.76% | Symbol ETA: 3m 13s | Global ETA: 52m 26s
[2025-11-25T11:43:14.588605] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:43:14.589543] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:14.589700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:14.594687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:14.596814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:14.597485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:14.598029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:14.616268] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.77% | Symbol ETA: 53.1s | Global ETA: 52m 26s
[2025-11-25T11:43:14.616566] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:43:14.617389] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:14.617531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:14.622520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:14.623427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:14.625946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:14.627772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:14.732431] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:43:14.825541] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:43:14.914927] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:14.944292] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:43:14.964918] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:43:14.981711] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.88% | Symbol ETA: 1m 15s | Global ETA: 52m 27s
[2025-11-25T11:43:14.981879] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:43:14.982818] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:14.982981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:14.983718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:14.984686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:14.998292] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:15.069714] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 0.9s | Global ETA: 52m 27s
[2025-11-25T11:43:15.120177] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:15.132684] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:15.181735] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 3m 12s | Global ETA: 52m 28s
[2025-11-25T11:43:15.182003] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:43:15.182839] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:15.182969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:15.187872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:15.189695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:15.190241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:43:15.190805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:15.201255] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.51% | Symbol ETA: 52.5s | Global ETA: 52m 28s
[2025-11-25T11:43:15.201552] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:43:15.202437] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:15.202582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:15.207414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:15.208297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:15.210624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:15.212329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:15.242194] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.36%, Actual: 0.79%
[2025-11-25T11:43:15.341249] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:43:15.416484] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.95%, Actual: 0.26%
[2025-11-25T11:43:15.531541] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:43:15.551828] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:15.552058] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:43:15.588324] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.71%, Actual: 0.33%
[2025-11-25T11:43:15.622679] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 1m 15s | Global ETA: 52m 29s
[2025-11-25T11:43:15.622979] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:43:15.623826] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:15.623963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:15.624741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:15.625697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:15.703355] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:15.720572] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:15.758102] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.44%
[2025-11-25T11:43:15.763835] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 3m 12s | Global ETA: 52m 30s
[2025-11-25T11:43:15.789726] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.70% | Symbol ETA: 51.9s | Global ETA: 52m 30s
[2025-11-25T11:43:15.790075] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:43:15.790930] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:15.791073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:15.795876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:15.796765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:15.799266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:15.801046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:15.929182] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.84%
[2025-11-25T11:43:15.934697] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.03%, Actual: 0.04%
[2025-11-25T11:43:15.979714] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:43:16.101601] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 0.08%
[2025-11-25T11:43:16.106141] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:43:16.138488] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:43:16.152626] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:16.216897] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: -2.32% | Symbol ETA: 1m 14s | Global ETA: 52m 31s
[2025-11-25T11:43:16.217069] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:43:16.217862] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:16.217937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:16.218624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:16.219530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:16.273746] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 0.66%
[2025-11-25T11:43:16.277006] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:43:16.305582] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:16.374163] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.95% | Symbol ETA: 51.3s | Global ETA: 52m 32s
[2025-11-25T11:43:16.374456] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:43:16.375318] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:16.375464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:16.380547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:16.381468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:16.383915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:16.385688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:16.446854] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:43:16.458484] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.85%, Actual: 0.30%
[2025-11-25T11:43:16.565015] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:43:16.634268] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 0.05%
[2025-11-25T11:43:16.639379] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.27%
[2025-11-25T11:43:16.722750] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:43:16.738064] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:16.802691] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.31%
[2025-11-25T11:43:16.803071] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 39.4212%
[2025-11-25T11:43:16.803234] [INFO ] [main      ] GPJA: DISCARDED add_volatility_state_percentiles (score: 39.42%)
[2025-11-25T11:43:16.803302] [INFO ] [main      ] GPJA: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:43:16.803098] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -3.21% | Symbol ETA: 1m 13s | Global ETA: 52m 33s
[2025-11-25T11:43:16.803388] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_volume_dispersion']
[2025-11-25T11:43:16.803455] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:43:16.803502] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:43:16.804326] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:16.804482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:16.805267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:16.806218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:16.810847] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.27%
[2025-11-25T11:43:16.850272] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:16.851061] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:43:16.851991] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:16.852130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:16.857102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:16.858077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:16.859151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:43:16.860592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:16.891350] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:16.959979] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 50.7s | Global ETA: 52m 34s
[2025-11-25T11:43:16.960120] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:43:16.960873] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:16.960947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:16.965732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:16.966509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:16.968846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:16.970490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:16.983688] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:43:17.145276] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:43:17.167175] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 0.10%
[2025-11-25T11:43:17.203331] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:43:17.308679] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:43:17.317565] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:17.341623] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:43:17.382868] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:17.383427] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 1.36% | Symbol ETA: 1m 13s | Global ETA: 52m 35s
[2025-11-25T11:43:17.383723] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:43:17.384557] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:17.384711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:17.385472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:17.386353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:17.456714] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 6.1s | Global ETA: 52m 35s
[2025-11-25T11:43:17.456868] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:43:17.457682] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:17.457760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:17.462747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:17.463572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:17.464598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:43:17.466086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:17.475738] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:17.514519] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:43:17.514783] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 36.6739%
[2025-11-25T11:43:17.514860] [INFO ] [main      ] AFB: DISCARDED add_atr_10 (score: 36.67%)
[2025-11-25T11:43:17.514959] [INFO ] [main      ] AFB: Testing feature 4/53: add_atr_5
[2025-11-25T11:43:17.515002] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5']
[2025-11-25T11:43:17.515047] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:43:17.528956] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:17.529530] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:43:17.530445] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:17.530521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:17.535483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:17.537347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:17.537870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:17.538278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:17.543854] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.61% | Symbol ETA: 50.1s | Global ETA: 52m 36s
[2025-11-25T11:43:17.544007] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:43:17.545260] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:17.545472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:17.550436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:17.551328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:17.553769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:17.555532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:17.731476] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:43:17.819141] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:43:17.879089] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:43:17.893901] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:43:17.903998] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:17.968325] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 3.89% | Symbol ETA: 1m 12s | Global ETA: 52m 37s
[2025-11-25T11:43:17.994389] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:18.048267] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:18.061828] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.20% | Symbol ETA: 5.5s | Global ETA: 52m 38s
[2025-11-25T11:43:18.062128] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:43:18.062978] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:18.063121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:18.068001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:18.068908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:18.069972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:43:18.071470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:18.085627] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:18.113931] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 2m 12s | Global ETA: 52m 38s
[2025-11-25T11:43:18.114263] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:43:18.115175] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:18.115322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:18.121831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:18.124694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:18.125294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:18.125977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:18.142379] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.92%, Actual: 3.08%
[2025-11-25T11:43:18.166174] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.03% | Symbol ETA: 49.5s | Global ETA: 52m 38s
[2025-11-25T11:43:18.166472] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:43:18.167865] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:18.168008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:18.173034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:18.174025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:18.177096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:18.179151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:18.315980] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -1.21%, Actual: 2.36%
[2025-11-25T11:43:18.420392] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:43:18.488516] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:43:18.488993] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -1.30%, Actual: 1.26%
[2025-11-25T11:43:18.522254] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:43:18.593129] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:18.660234] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.67% | Symbol ETA: 4.9s | Global ETA: 52m 40s
[2025-11-25T11:43:18.660520] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:43:18.660557] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 4.99%, Actual: 0.26%
[2025-11-25T11:43:18.661355] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:18.661509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:18.666345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:18.667325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:18.668396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:43:18.669908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:18.684028] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:18.689888] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:18.749729] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 2m 11s | Global ETA: 52m 40s
[2025-11-25T11:43:18.750020] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:43:18.750866] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:18.750997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:18.755863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:18.757748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:18.757633] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 49.0s | Global ETA: 52m 40s
[2025-11-25T11:43:18.758254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:18.758761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:18.832326] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.88%, Actual: 3.27%
[2025-11-25T11:43:18.927954] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 0.85%, Actual: 1.80%
[2025-11-25T11:43:19.005235] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -0.44%, Actual: 5.90%
[2025-11-25T11:43:19.009426] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:43:19.096260] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -0.20%, Actual: 1.05%
[2025-11-25T11:43:19.097135] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:43:19.178606] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: -2.32%, Actual: 5.70%
[2025-11-25T11:43:19.182000] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:19.248225] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 4.2s | Global ETA: 52m 42s
[2025-11-25T11:43:19.248385] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:43:19.249174] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:19.249257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:19.254798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:19.255772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:19.256869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:43:19.258428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:19.263873] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 0.03%
[2025-11-25T11:43:19.265572] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:19.326142] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 2m 11s | Global ETA: 52m 42s
[2025-11-25T11:43:19.326427] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:43:19.327261] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:19.327394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:19.332258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:19.334074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:19.334613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:19.335090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:19.352190] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -3.21%, Actual: 0.13%
[2025-11-25T11:43:19.431566] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.51%, Actual: 1.54%
[2025-11-25T11:43:19.526558] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 1.36%, Actual: 1.10%
[2025-11-25T11:43:19.599489] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:43:19.599700] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.70%, Actual: 1.74%
[2025-11-25T11:43:19.672114] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:43:19.700569] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 3.89%, Actual: 2.35%
[2025-11-25T11:43:19.700991] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 40.1942%
[2025-11-25T11:43:19.701123] [INFO ] [main      ] GTN: DISCARDED add_composite_volatility_context (score: 40.19%)
[2025-11-25T11:43:19.701245] [INFO ] [main      ] GTN: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:43:19.701351] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios']
[2025-11-25T11:43:19.701660] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:43:19.715896] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:19.716378] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:43:19.717267] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:19.717359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:19.718107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:19.720737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:19.769900] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.95%, Actual: 1.54%
[2025-11-25T11:43:19.770345] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:19.835591] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.54% | Symbol ETA: 3.6s | Global ETA: 52m 44s
[2025-11-25T11:43:19.835889] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:43:19.836720] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:19.836858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:19.841675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:19.842551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:19.843602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:43:19.844156] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:19.845129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:19.904811] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 2m 10s | Global ETA: 52m 44s
[2025-11-25T11:43:19.905078] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:43:19.905908] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:19.906039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:19.910831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:19.912671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:19.913218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:19.913725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:19.939725] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 0.28%
[2025-11-25T11:43:20.066360] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:43:20.114886] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.61%, Actual: 0.78%
[2025-11-25T11:43:20.184309] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:43:20.241757] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:20.254482] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:43:20.283379] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.03%, Actual: 1.98%
[2025-11-25T11:43:20.309121] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.23% | Symbol ETA: 1m 5s | Global ETA: 52m 45s
[2025-11-25T11:43:20.309430] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:43:20.310268] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:20.310410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:20.311183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:20.313562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:20.353659] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:20.419824] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.85% | Symbol ETA: 3.0s | Global ETA: 52m 46s
[2025-11-25T11:43:20.420131] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:43:20.421101] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:20.421243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:20.424958] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:20.426322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:20.427319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:20.428452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:43:20.430033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:20.452051] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.52%, Actual: 0.87%
[2025-11-25T11:43:20.452448] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 46.9111%
[2025-11-25T11:43:20.452559] [INFO ] [main      ] GSBD: DISCARDED add_fullday_parkinson_range (score: 46.91%)
[2025-11-25T11:43:20.452696] [INFO ] [main      ] GSBD: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:43:20.452803] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_fill_state']
[2025-11-25T11:43:20.452912] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:43:20.465982] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:20.466479] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:43:20.467400] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:20.467541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:20.472378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:20.473311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:20.475692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:20.488064] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 2m 10s | Global ETA: 52m 46s
[2025-11-25T11:43:20.488359] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:43:20.489230] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:20.489393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:20.494284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:20.496203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:20.496830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:20.497269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:20.520059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:20.649951] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:43:20.775138] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:43:20.824341] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:20.836238] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:43:20.861208] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:43:20.891694] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 1.54% | Symbol ETA: 1m 4s | Global ETA: 52m 47s
[2025-11-25T11:43:20.891990] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:43:20.892831] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:20.892975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:20.893746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:20.896136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:20.945241] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:21.011613] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 2.4s | Global ETA: 52m 48s
[2025-11-25T11:43:21.011922] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:43:21.012777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:21.012917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:21.012843] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:21.017736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:21.018610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:21.019698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:43:21.021182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:21.036213] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:21.076546] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 2m 9s | Global ETA: 52m 48s
[2025-11-25T11:43:21.076883] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:43:21.077856] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:21.077989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:21.083128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:21.085048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:21.085613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:21.086091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:21.110236] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.94% | Symbol ETA: 42.2s | Global ETA: 52m 48s
[2025-11-25T11:43:21.110537] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:43:21.111424] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:21.111570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:21.116606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:21.117567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:21.120008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:21.166719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:21.240332] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:43:21.363159] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:43:21.419285] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:21.433282] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:43:21.486315] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 1.21% | Symbol ETA: 1m 4s | Global ETA: 52m 49s
[2025-11-25T11:43:21.486613] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:43:21.487528] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:21.487687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:21.488506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:21.490925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:21.509325] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:43:21.533603] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:21.599431] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 1.18% | Symbol ETA: 1.8s | Global ETA: 52m 50s
[2025-11-25T11:43:21.599745] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:43:21.600584] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:21.600744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:21.605692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:21.606720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:21.606505] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:21.607792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:43:21.609305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:21.675855] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 2m 8s | Global ETA: 52m 50s
[2025-11-25T11:43:21.675978] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:43:21.676744] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:21.676819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:21.681604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:21.683396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:21.683985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:21.684107] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:21.684420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:21.759239] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 41.5s | Global ETA: 52m 50s
[2025-11-25T11:43:21.759452] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:43:21.760372] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:21.760519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:21.765887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:21.766885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:21.769628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:21.816036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:21.839364] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:43:21.959517] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:43:22.011444] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:22.023331] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:43:22.077895] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 1m 3s | Global ETA: 52m 51s
[2025-11-25T11:43:22.078066] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:43:22.078849] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:22.078935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:22.079622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:22.081975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:22.131261] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:22.175490] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:43:22.197714] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.40% | Symbol ETA: 1.2s | Global ETA: 52m 52s
[2025-11-25T11:43:22.198004] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:43:22.198885] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:22.199026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:22.199739] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:22.203836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:22.204754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:22.205826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:43:22.207325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:22.260080] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.47% | Symbol ETA: 2m 8s | Global ETA: 52m 52s
[2025-11-25T11:43:22.260347] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:43:22.261183] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:22.261316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:22.266178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:22.268018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:22.268573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:22.269043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:22.345674] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:22.418596] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 40.9s | Global ETA: 52m 52s
[2025-11-25T11:43:22.418906] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:43:22.419785] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:22.419928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:22.420432] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:43:22.424947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:22.425874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:22.428364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:22.474058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:22.552137] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:43:22.590024] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:22.619862] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:43:22.656813] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -3.09% | Symbol ETA: 1m 2s | Global ETA: 52m 53s
[2025-11-25T11:43:22.657128] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:43:22.657965] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:22.658105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:22.658880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:22.661291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:22.726107] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:22.788595] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:22.791199] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 0.7s | Global ETA: 52m 54s
[2025-11-25T11:43:22.821144] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:43:22.848508] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 2m 7s | Global ETA: 52m 54s
[2025-11-25T11:43:22.848682] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:43:22.849442] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:22.849517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:22.854285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:22.856070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:22.856730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:22.857245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:22.963711] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: 0.06%, Actual: 0.79%
[2025-11-25T11:43:22.998498] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:23.003447] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:43:23.071749] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.19% | Symbol ETA: 40.3s | Global ETA: 52m 55s
[2025-11-25T11:43:23.072026] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:43:23.072931] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:23.073071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:23.078123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:23.079033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:23.081558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:23.127190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:23.135409] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.20%, Actual: 0.26%
[2025-11-25T11:43:23.184893] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:23.191890] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:43:23.252127] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -5.21% | Symbol ETA: 1m 2s | Global ETA: 52m 55s
[2025-11-25T11:43:23.252301] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:43:23.253232] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:23.253372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:23.254107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:23.256531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:23.304120] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 0.33%
[2025-11-25T11:43:23.361797] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:23.423714] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.90% | Symbol ETA: 2m 7s | Global ETA: 52m 56s
[2025-11-25T11:43:23.471042] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:43:23.473980] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.54%, Actual: 0.44%
[2025-11-25T11:43:23.596611] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:43:23.598664] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:43:23.642155] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.54%, Actual: 0.84%
[2025-11-25T11:43:23.643087] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:23.717291] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -2.24% | Symbol ETA: 39.6s | Global ETA: 52m 57s
[2025-11-25T11:43:23.717636] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:43:23.721146] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:23.721309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:23.726446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:23.727379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:23.729892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:23.767048] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:23.769977] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 0.15%
[2025-11-25T11:43:23.774674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:23.814444] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.08%
[2025-11-25T11:43:23.832674] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 3.30% | Symbol ETA: 1m 1s | Global ETA: 52m 57s
[2025-11-25T11:43:23.832947] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:43:23.833789] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:23.833931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:23.834705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:23.837137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:23.942620] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 0.33%
[2025-11-25T11:43:23.986231] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 0.66%
[2025-11-25T11:43:24.114371] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:43:24.123334] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.02%
[2025-11-25T11:43:24.158877] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 1.18%, Actual: 0.30%
[2025-11-25T11:43:24.176175] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:43:24.283325] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:24.302175] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 0.27%
[2025-11-25T11:43:24.332059] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.40%, Actual: 0.05%
[2025-11-25T11:43:24.344514] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:24.353824] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.01% | Symbol ETA: 39.0s | Global ETA: 52m 59s
[2025-11-25T11:43:24.354081] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:43:24.354911] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:24.355063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:24.359824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:24.360706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:24.363041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:24.406861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:24.410400] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -2.43% | Symbol ETA: 1m 1s | Global ETA: 52m 59s
[2025-11-25T11:43:24.410727] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:43:24.411543] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:24.411698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:24.412483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:24.414899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:24.477535] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:43:24.503883] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.31%
[2025-11-25T11:43:24.504228] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 33.2888%
[2025-11-25T11:43:24.504396] [INFO ] [main      ] GPJA: DISCARDED add_volume_dispersion (score: 33.29%)
[2025-11-25T11:43:24.504521] [INFO ] [main      ] GPJA: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:43:24.504632] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_volume_flow_differentials']
[2025-11-25T11:43:24.504760] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:43:24.518159] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:24.518901] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:43:24.519850] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:24.519987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:24.524932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:24.525862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:24.526917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:43:24.530070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:24.649714] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.11%
[2025-11-25T11:43:24.747062] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:43:24.753540] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:43:24.821822] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 0.10%
[2025-11-25T11:43:24.878433] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:43:24.918565] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:24.923894] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:24.989132] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 1.18% | Symbol ETA: 60.0s | Global ETA: 53m 1s
[2025-11-25T11:43:24.989435] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:43:24.989773] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.84% | Symbol ETA: 38.3s | Global ETA: 53m 1s
[2025-11-25T11:43:24.990064] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:43:24.990371] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:43:24.990536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:24.990932] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:24.991009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:24.991323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:24.993795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:24.995749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:24.996431] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:43:24.996684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:24.999070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:25.042186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:25.051393] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:25.121115] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 5.9s | Global ETA: 53m 2s
[2025-11-25T11:43:25.121382] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:43:25.122225] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:25.122367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:25.127347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:25.128297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:25.129417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:43:25.132300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:25.172303] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.90%, Actual: 1.01%
[2025-11-25T11:43:25.172723] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 44.3000%
[2025-11-25T11:43:25.172912] [INFO ] [main      ] AFB: KEPT add_atr_5 (score: 44.30%)
[2025-11-25T11:43:25.173027] [INFO ] [main      ] AFB: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:43:25.173127] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T11:43:25.173227] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:43:25.187457] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:25.188222] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:43:25.189222] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:25.189362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:25.194482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:25.196459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:25.197061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:25.197534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:25.198385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:25.333250] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:43:25.389700] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:43:25.475117] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:43:25.501911] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:25.539485] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:43:25.561974] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:25.568012] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 6.56% | Symbol ETA: 59.4s | Global ETA: 53m 3s
[2025-11-25T11:43:25.632310] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.93% | Symbol ETA: 37.7s | Global ETA: 53m 3s
[2025-11-25T11:43:25.632462] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:43:25.633339] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:25.633450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:25.638439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:25.639419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:25.641970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:25.645155] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:25.686816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:25.709291] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:25.713493] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -1.20% | Symbol ETA: 5.2s | Global ETA: 53m 4s
[2025-11-25T11:43:25.713813] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:43:25.714670] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:25.714810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:25.719815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:25.720751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:25.721816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:43:25.724730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:25.738566] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.23%, Actual: 3.08%
[2025-11-25T11:43:25.772608] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 1m 37s | Global ETA: 53m 4s
[2025-11-25T11:43:25.772775] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:43:25.773561] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:25.773630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:25.778509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:25.780325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:25.780840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:25.781367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:25.782179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:25.906917] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.54%, Actual: 2.36%
[2025-11-25T11:43:26.046208] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:43:26.065536] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:43:26.075731] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 1.21%, Actual: 1.26%
[2025-11-25T11:43:26.121390] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:43:26.221971] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:26.236707] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:26.245749] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 0.26%
[2025-11-25T11:43:26.291706] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:26.296424] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.52% | Symbol ETA: 37.0s | Global ETA: 53m 6s
[2025-11-25T11:43:26.296578] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:43:26.297396] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:26.297491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:26.302568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:26.303465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:26.305948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:26.306554] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 4.6s | Global ETA: 53m 6s
[2025-11-25T11:43:26.306702] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:43:26.307486] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:26.307555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:26.312488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:26.313312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:26.314304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:43:26.317214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:26.349099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:26.353981] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 1m 37s | Global ETA: 53m 6s
[2025-11-25T11:43:26.354216] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:43:26.355053] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:26.355184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:26.360059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:26.361946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:26.362516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:26.362995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:26.363847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:26.414787] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -3.09%, Actual: 3.27%
[2025-11-25T11:43:26.584741] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -5.21%, Actual: 5.90%
[2025-11-25T11:43:26.662120] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:43:26.706586] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:43:26.712388] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:43:26.754925] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 3.30%, Actual: 5.70%
[2025-11-25T11:43:26.837031] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:26.882218] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:26.890258] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:26.906845] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 4.1s | Global ETA: 53m 8s
[2025-11-25T11:43:26.907152] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:43:26.908012] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:26.908153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:26.913448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:26.914568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:26.915629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:43:26.918568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:26.930801] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -2.43%, Actual: 0.13%
[2025-11-25T11:43:26.944101] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 1m 36s | Global ETA: 53m 8s
[2025-11-25T11:43:26.944312] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:43:26.945138] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:26.945222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:26.950018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:26.951834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:26.952345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:26.952825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:26.953613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:26.964007] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 36.4s | Global ETA: 53m 8s
[2025-11-25T11:43:27.103128] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 1.18%, Actual: 1.10%
[2025-11-25T11:43:27.134497] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.94%, Actual: 1.80%
[2025-11-25T11:43:27.257596] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:43:27.272553] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 6.56%, Actual: 2.35%
[2025-11-25T11:43:27.272918] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 55.0986%
[2025-11-25T11:43:27.273098] [INFO ] [main      ] GTN: KEPT add_day_shape_ratios (score: 55.10%)
[2025-11-25T11:43:27.273223] [INFO ] [main      ] GTN: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:43:27.273328] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_directional_consistency']
[2025-11-25T11:43:27.273440] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:43:27.287150] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:27.287773] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:43:27.288714] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:27.288798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:27.289600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:27.289985] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:43:27.292180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:27.304236] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -0.31%, Actual: 1.05%
[2025-11-25T11:43:27.418390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:27.440572] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:27.459005] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:27.475135] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 0.03%
[2025-11-25T11:43:27.511262] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -1.00% | Symbol ETA: 3.5s | Global ETA: 53m 10s
[2025-11-25T11:43:27.511556] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:43:27.512412] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:27.512557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:27.517610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:27.518583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:27.519704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:43:27.519949] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 1m 35s | Global ETA: 53m 10s
[2025-11-25T11:43:27.520336] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:43:27.521186] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:27.521317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:27.522963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:27.526189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:27.528101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:27.528676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:27.529142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:27.529964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:27.642828] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.19%, Actual: 1.54%
[2025-11-25T11:43:27.759857] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:43:27.811548] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -2.24%, Actual: 1.74%
[2025-11-25T11:43:27.865541] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:43:27.883105] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:43:27.931002] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:27.980812] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.01%, Actual: 1.54%
[2025-11-25T11:43:27.999564] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -6.49% | Symbol ETA: 55.1s | Global ETA: 53m 12s
[2025-11-25T11:43:27.999821] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:43:28.000632] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:28.000792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:28.001541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:28.003968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:28.034285] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:28.053322] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:28.094763] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 1m 35s | Global ETA: 53m 12s
[2025-11-25T11:43:28.095048] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:43:28.095875] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:28.096007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:28.100828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:28.102630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:28.103191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:28.103669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:28.104455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:28.121804] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 2.9s | Global ETA: 53m 12s
[2025-11-25T11:43:28.122102] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:43:28.122950] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:28.123093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:28.128476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:28.128592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:28.129383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:28.130394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:43:28.133312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:28.151324] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.84%, Actual: 0.28%
[2025-11-25T11:43:28.338353] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.93%, Actual: 0.78%
[2025-11-25T11:43:28.441555] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:43:28.469536] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:43:28.474233] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:43:28.514603] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.52%, Actual: 1.98%
[2025-11-25T11:43:28.609968] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:28.636449] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:28.644300] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:28.670062] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 1m 34s | Global ETA: 53m 14s
[2025-11-25T11:43:28.670274] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:43:28.671116] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:28.671247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:28.676047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:28.677900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:28.678447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:28.678927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:28.679740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:28.688749] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 0.87%
[2025-11-25T11:43:28.688992] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 50.3004%
[2025-11-25T11:43:28.689092] [INFO ] [main      ] GSBD: DISCARDED add_gap_fill_state (score: 50.30%)
[2025-11-25T11:43:28.689142] [INFO ] [main      ] GSBD: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:43:28.689181] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_morning_composite']
[2025-11-25T11:43:28.689225] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:43:28.703059] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:28.703544] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:43:28.703737] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 1.32% | Symbol ETA: 54.3s | Global ETA: 53m 14s
[2025-11-25T11:43:28.703876] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:43:28.704502] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:28.704592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:28.704617] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:28.704769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:28.705593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:28.708032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:28.709665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:28.710566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:28.713154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:28.714207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:28.714120] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 2.3s | Global ETA: 53m 14s
[2025-11-25T11:43:28.714448] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:43:28.715307] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:28.715457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:28.720636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:28.721583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:28.722714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:43:28.725778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:28.829973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:29.018035] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:43:29.066206] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:43:29.067127] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:43:29.166639] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:43:29.189115] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:29.239463] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:29.245671] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:29.249296] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 1m 34s | Global ETA: 53m 16s
[2025-11-25T11:43:29.249579] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:43:29.250353] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:29.250489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:29.255281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:29.257143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:29.257722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:29.258181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:29.258988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:29.307867] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.53% | Symbol ETA: 1.7s | Global ETA: 53m 16s
[2025-11-25T11:43:29.308176] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:43:29.309029] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:29.309178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:29.314247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:29.315141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:29.316216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:43:29.317096] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.50% | Symbol ETA: 40.1s | Global ETA: 53m 16s
[2025-11-25T11:43:29.317402] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:43:29.318271] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:29.318356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:29.319368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:29.323429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:29.324395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:29.326888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:29.328056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:29.335407] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:29.402793] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -1.09% | Symbol ETA: 53.6s | Global ETA: 53m 16s
[2025-11-25T11:43:29.403069] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:43:29.403907] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:29.404047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:29.404825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:29.407257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:29.529223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:29.596317] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:43:29.661800] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:43:29.682047] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:43:29.764975] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:29.825461] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 1m 33s | Global ETA: 53m 18s
[2025-11-25T11:43:29.825622] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:43:29.826529] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:29.826677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:29.831500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:29.831378] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:29.833286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:29.833857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:29.834315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:29.835122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:29.864917] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:43:29.869154] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:29.900400] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 1.1s | Global ETA: 53m 18s
[2025-11-25T11:43:29.900738] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:43:29.901583] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:29.901754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:29.906872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:29.907843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:29.908987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:43:29.912037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:29.944221] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 39.6s | Global ETA: 53m 18s
[2025-11-25T11:43:29.944370] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:43:29.945140] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:29.945215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:29.950118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:29.951190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:29.953870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:29.955115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:30.030934] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:30.096789] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 4.10% | Symbol ETA: 52.9s | Global ETA: 53m 19s
[2025-11-25T11:43:30.097064] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:43:30.097904] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:30.098044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:30.098821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:30.101214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:30.174516] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:43:30.223152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:30.256928] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:43:30.319513] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:43:30.342376] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:30.402558] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 1m 32s | Global ETA: 53m 20s
[2025-11-25T11:43:30.402868] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:43:30.403685] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:30.403815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:30.408621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:30.410458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:30.411018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:30.411475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:30.412273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:30.427227] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:30.494507] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:30.495251] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 0.5s | Global ETA: 53m 20s
[2025-11-25T11:43:30.556175] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:43:30.566484] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 38.9s | Global ETA: 53m 20s
[2025-11-25T11:43:30.566774] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:43:30.567616] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:30.567772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:30.572559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:30.573432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:30.575796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:30.576851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:30.666265] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.27%, Actual: 0.79%
[2025-11-25T11:43:30.721664] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:30.749818] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:43:30.788180] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -3.03% | Symbol ETA: 52.2s | Global ETA: 53m 21s
[2025-11-25T11:43:30.788446] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:43:30.789275] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:30.789418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:30.790213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:30.792615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:30.841302] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -1.20%, Actual: 0.26%
[2025-11-25T11:43:30.913097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:30.916793] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:43:30.919160] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:30.978794] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 1m 32s | Global ETA: 53m 22s
[2025-11-25T11:43:31.014337] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 0.33%
[2025-11-25T11:43:31.087888] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:31.152607] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:43:31.158709] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.53% | Symbol ETA: 38.3s | Global ETA: 53m 22s
[2025-11-25T11:43:31.159012] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:43:31.159886] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:31.160029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:31.164984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:31.165981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:31.168472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:31.169981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:31.183889] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 0.44%
[2025-11-25T11:43:31.248540] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:43:31.323992] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:43:31.353549] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -1.00%, Actual: 0.84%
[2025-11-25T11:43:31.415711] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:31.481678] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -5.01% | Symbol ETA: 51.5s | Global ETA: 53m 24s
[2025-11-25T11:43:31.481985] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:43:31.482816] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:31.482957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:31.483731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:31.486134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:31.492803] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:43:31.522985] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.08%
[2025-11-25T11:43:31.525604] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:43:31.608085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:31.661903] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:43:31.694575] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.66%
[2025-11-25T11:43:31.704728] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:31.777245] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 37.7s | Global ETA: 53m 25s
[2025-11-25T11:43:31.777398] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:43:31.778200] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:31.778445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:31.783483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:31.784391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:31.786904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:31.787982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:31.832836] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.27%
[2025-11-25T11:43:31.869039] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 0.30%
[2025-11-25T11:43:31.950414] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:43:32.009173] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:43:32.042959] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: 0.28%, Actual: 0.05%
[2025-11-25T11:43:32.116980] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:32.138909] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:43:32.180685] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:43:32.184074] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 3.09% | Symbol ETA: 50.8s | Global ETA: 53m 26s
[2025-11-25T11:43:32.184378] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:43:32.185265] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:32.185402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:32.186192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:32.188631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:32.214123] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 0.31%
[2025-11-25T11:43:32.214349] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 39.3635%
[2025-11-25T11:43:32.214432] [INFO ] [main      ] GPJA: DISCARDED add_volume_flow_differentials (score: 39.36%)
[2025-11-25T11:43:32.214481] [INFO ] [main      ] GPJA: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:43:32.214522] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_volume_pressure_into_close']
[2025-11-25T11:43:32.214582] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:43:32.228820] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:32.229362] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:43:32.230331] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:32.230471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:32.235448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:32.236361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:32.237488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:43:32.239257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:32.309118] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:32.309425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:32.349462] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:43:32.379464] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.25% | Symbol ETA: 37.0s | Global ETA: 53m 27s
[2025-11-25T11:43:32.379774] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:43:32.380637] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:32.380807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:32.385695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:32.386604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:32.389111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:32.390282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:32.518030] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:43:32.580790] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:43:32.643104] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:43:32.685777] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:43:32.685987] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 34.0054%
[2025-11-25T11:43:32.686045] [INFO ] [main      ] AFB: DISCARDED add_close_to_open_alignment (score: 34.01%)
[2025-11-25T11:43:32.686088] [INFO ] [main      ] AFB: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:43:32.686124] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T11:43:32.686164] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:43:32.699979] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:32.700411] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:43:32.701244] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:32.701319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:32.706108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:32.707926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:32.708408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:32.708826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:32.709702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:32.738992] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:43:32.750453] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:32.811148] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:32.820718] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.60% | Symbol ETA: 5.6s | Global ETA: 53m 28s
[2025-11-25T11:43:32.820958] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:43:32.821804] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:32.821944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:32.826804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:32.827739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:32.828813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:43:32.830598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:32.876755] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 3.34% | Symbol ETA: 50.1s | Global ETA: 53m 28s
[2025-11-25T11:43:32.876905] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:43:32.877684] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:32.877772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:32.878462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:32.880879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:32.915291] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:32.987121] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.24% | Symbol ETA: 36.4s | Global ETA: 53m 29s
[2025-11-25T11:43:32.987279] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:43:32.988109] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:32.988185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:32.993122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:32.994029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:32.996521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:32.997665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:33.001621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:33.047362] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:43:33.168865] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:43:33.215453] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:33.277897] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 1m 16s | Global ETA: 53m 30s
[2025-11-25T11:43:33.278189] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:43:33.279011] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:33.279142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:33.283951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:33.285778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:33.286321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:33.286803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:33.287768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:33.336628] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:43:33.337558] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:33.348699] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:43:33.403830] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.93% | Symbol ETA: 5.0s | Global ETA: 53m 30s
[2025-11-25T11:43:33.403988] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:43:33.404755] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:33.404842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:33.409627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:33.410600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:33.411672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:43:33.413405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:33.503711] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:33.526054] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:33.569483] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 1.19% | Symbol ETA: 49.4s | Global ETA: 53m 31s
[2025-11-25T11:43:33.569611] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:43:33.570373] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:33.570577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:33.571369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:33.573793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:33.599299] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.76% | Symbol ETA: 35.8s | Global ETA: 53m 31s
[2025-11-25T11:43:33.599603] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:43:33.600476] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:33.600622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:33.605786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:33.606865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:33.609525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:33.610766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:33.629296] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:43:33.692772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:33.752408] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:43:33.798093] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:33.860492] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.66% | Symbol ETA: 1m 15s | Global ETA: 53m 32s
[2025-11-25T11:43:33.860800] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:43:33.861603] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:33.861757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:33.866566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:33.868392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:33.868967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:33.869428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:33.870362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:33.923031] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:33.965211] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:43:33.991338] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.72% | Symbol ETA: 4.4s | Global ETA: 53m 32s
[2025-11-25T11:43:33.991663] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:43:33.992479] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:33.992625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:33.997511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:33.998494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:33.999605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:43:34.001466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:34.026223] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:43:34.144406] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:34.192078] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:34.206816] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:43:34.216345] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.59% | Symbol ETA: 35.2s | Global ETA: 53m 33s
[2025-11-25T11:43:34.216677] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:43:34.217570] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:34.217734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:34.223319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:34.224310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:34.226731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:34.227864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:34.258530] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 6.12% | Symbol ETA: 48.7s | Global ETA: 53m 33s
[2025-11-25T11:43:34.350400] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:43:34.375776] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:34.429187] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -6.49%, Actual: 3.08%
[2025-11-25T11:43:34.438189] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 1m 15s | Global ETA: 53m 34s
[2025-11-25T11:43:34.438473] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:43:34.439288] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:34.439422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:34.444257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:34.446092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:34.446664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:34.447145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:34.448097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:34.522749] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:34.575890] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:43:34.590132] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 3.8s | Global ETA: 53m 34s
[2025-11-25T11:43:34.590432] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:43:34.591286] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:34.591435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:34.595800] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.32%, Actual: 2.36%
[2025-11-25T11:43:34.596366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:34.597395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:34.598535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:43:34.602307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:34.752970] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:34.762197] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 1.26%
[2025-11-25T11:43:34.798152] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:43:34.822399] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.60% | Symbol ETA: 34.6s | Global ETA: 53m 35s
[2025-11-25T11:43:34.927799] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 4.10%, Actual: 0.26%
[2025-11-25T11:43:34.949948] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:43:34.972428] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:34.993788] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.50%, Actual: 1.80%
[2025-11-25T11:43:35.034740] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 1m 14s | Global ETA: 53m 36s
[2025-11-25T11:43:35.035024] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:43:35.035845] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:35.036007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:35.041198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:35.043124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:35.043729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:35.044205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:35.045194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:35.094450] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -3.03%, Actual: 3.27%
[2025-11-25T11:43:35.125633] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:35.167259] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 1.05%
[2025-11-25T11:43:35.195244] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.58% | Symbol ETA: 3.3s | Global ETA: 53m 36s
[2025-11-25T11:43:35.195552] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:43:35.196406] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:35.196552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:35.201772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:35.202783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:35.203867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:43:35.205789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:35.260763] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -5.01%, Actual: 5.90%
[2025-11-25T11:43:35.338135] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 0.03%
[2025-11-25T11:43:35.390192] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:43:35.427734] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 3.09%, Actual: 5.70%
[2025-11-25T11:43:35.510829] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 1.54%
[2025-11-25T11:43:35.554352] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:43:35.562383] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:35.593830] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 3.34%, Actual: 0.13%
[2025-11-25T11:43:35.624904] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 1m 14s | Global ETA: 53m 38s
[2025-11-25T11:43:35.625182] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:43:35.626014] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:35.626148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:35.631610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:35.633589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:35.634202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:35.634696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:35.635663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:35.685081] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 1.74%
[2025-11-25T11:43:35.729359] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:35.762232] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 1.19%, Actual: 1.10%
[2025-11-25T11:43:35.798749] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 2.7s | Global ETA: 53m 38s
[2025-11-25T11:43:35.799041] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:43:35.800010] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:35.800158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:35.805151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:35.806092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:35.807221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:43:35.809073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:35.856243] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.25%, Actual: 1.54%
[2025-11-25T11:43:35.930089] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 6.12%, Actual: 2.35%
[2025-11-25T11:43:35.930495] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 50.4683%
[2025-11-25T11:43:35.930631] [INFO ] [main      ] GTN: DISCARDED add_directional_consistency (score: 50.47%)
[2025-11-25T11:43:35.930760] [INFO ] [main      ] GTN: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:43:35.930865] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_fullday_parkinson_range']
[2025-11-25T11:43:35.930995] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:43:35.944632] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:35.945202] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:43:35.946314] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:35.946454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:35.947287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:35.949740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:35.951495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:35.981279] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:43:36.027448] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.24%, Actual: 0.28%
[2025-11-25T11:43:36.161795] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:43:36.199982] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.76%, Actual: 0.78%
[2025-11-25T11:43:36.215131] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:36.279105] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 1m 13s | Global ETA: 53m 40s
[2025-11-25T11:43:36.279384] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:43:36.280451] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:36.280617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:36.286253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:36.288442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:36.289074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:36.289554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:36.290272] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:43:36.290546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:36.339087] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:36.371243] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.59%, Actual: 1.98%
[2025-11-25T11:43:36.406866] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 2.1s | Global ETA: 53m 40s
[2025-11-25T11:43:36.407064] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:43:36.407869] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:36.408117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:36.413136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:36.414052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:36.415175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:43:36.416999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:36.460320] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:36.529110] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.66% | Symbol ETA: 52.9s | Global ETA: 53m 41s
[2025-11-25T11:43:36.529400] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:43:36.530256] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:36.530397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:36.531180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:36.533579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:36.535388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:36.548051] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 0.87%
[2025-11-25T11:43:36.548439] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 45.1180%
[2025-11-25T11:43:36.548618] [INFO ] [main      ] GSBD: DISCARDED add_gap_morning_composite (score: 45.12%)
[2025-11-25T11:43:36.548755] [INFO ] [main      ] GSBD: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:43:36.548863] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state']
[2025-11-25T11:43:36.548975] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:43:36.562348] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:36.562799] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:43:36.563657] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:36.563740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:36.568513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:36.569370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:36.571828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:36.627922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:36.632339] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:43:36.764714] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:43:36.806347] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:36.868734] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 1m 12s | Global ETA: 53m 42s
[2025-11-25T11:43:36.868878] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:43:36.869619] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:36.869709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:36.871704] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:43:36.874529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:36.876278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:36.877127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:36.877530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:36.878391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:36.947384] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:36.986813] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:43:37.021109] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.91% | Symbol ETA: 1.5s | Global ETA: 53m 43s
[2025-11-25T11:43:37.021263] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:43:37.022083] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:37.022176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:37.027286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:37.028281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:37.029372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:43:37.031249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:37.043291] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:37.111029] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -2.04% | Symbol ETA: 52.3s | Global ETA: 53m 43s
[2025-11-25T11:43:37.111319] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:43:37.112151] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:37.112291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:37.113065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:37.115484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:37.117249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:37.160242] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:37.226906] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:43:37.232141] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.99% | Symbol ETA: 35.3s | Global ETA: 53m 43s
[2025-11-25T11:43:37.232434] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:43:37.233285] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:37.233426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:37.238275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:37.239174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:37.241497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:37.298045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:37.377175] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:43:37.405925] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:37.454846] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:43:37.467781] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 1m 12s | Global ETA: 53m 44s
[2025-11-25T11:43:37.468051] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:43:37.468884] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:37.469017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:37.473810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:37.475539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:37.476117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:37.476581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:37.477537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:37.549159] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:37.617931] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.36% | Symbol ETA: 0.9s | Global ETA: 53m 45s
[2025-11-25T11:43:37.618236] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:43:37.619150] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:37.619294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:37.624366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:37.625271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:37.625172] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:37.626301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:43:37.628192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:37.646476] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:43:37.692509] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 51.7s | Global ETA: 53m 45s
[2025-11-25T11:43:37.692687] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:43:37.693457] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:37.693531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:37.694232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:37.696580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:37.698293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:37.818355] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:37.820783] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:43:37.888427] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.47% | Symbol ETA: 34.6s | Global ETA: 53m 46s
[2025-11-25T11:43:37.888757] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:43:37.889610] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:37.889764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:37.894553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:37.895380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:37.897707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:37.952735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:37.974611] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:43:38.020405] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:38.034591] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:43:38.083452] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 1m 11s | Global ETA: 53m 46s
[2025-11-25T11:43:38.083606] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:43:38.084493] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:38.084573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:38.089539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:38.091502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:38.092105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:38.092523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:43:38.093497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:38.147082] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:38.203392] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:38.211782] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 0.3s | Global ETA: 53m 47s
[2025-11-25T11:43:38.271315] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 1.10% | Symbol ETA: 51.1s | Global ETA: 53m 47s
[2025-11-25T11:43:38.271612] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:43:38.272409] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:38.272547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:38.273512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:38.275948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:38.277733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:38.293759] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:43:38.382116] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.60%, Actual: 0.79%
[2025-11-25T11:43:38.431936] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:43:38.469924] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:38.540438] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 33.9s | Global ETA: 53m 48s
[2025-11-25T11:43:38.540742] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:43:38.541568] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:38.541675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:38.546596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:38.547576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:38.550003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:38.565526] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.93%, Actual: 0.26%
[2025-11-25T11:43:38.600950] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:38.606257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:38.614997] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:43:38.661518] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.70% | Symbol ETA: 1m 11s | Global ETA: 53m 48s
[2025-11-25T11:43:38.742506] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.72%, Actual: 0.33%
[2025-11-25T11:43:38.784177] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:38.831486] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.37%, Actual: 0.04%
[2025-11-25T11:43:38.851734] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.59% | Symbol ETA: 50.5s | Global ETA: 53m 49s
[2025-11-25T11:43:38.851888] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:43:38.852634] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:38.852748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:38.853436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:38.855944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:38.857730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:38.919882] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.44%
[2025-11-25T11:43:38.951302] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:43:39.005135] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 0.15%
[2025-11-25T11:43:39.100096] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.58%, Actual: 0.84%
[2025-11-25T11:43:39.122086] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:39.177500] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 0.33%
[2025-11-25T11:43:39.191022] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.64% | Symbol ETA: 33.2s | Global ETA: 53m 50s
[2025-11-25T11:43:39.191315] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:43:39.192160] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:39.192302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:39.197117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:39.198037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:39.200384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:39.208107] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:43:39.255357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:39.278584] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.16%, Actual: 0.08%
[2025-11-25T11:43:39.346340] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 0.02%
[2025-11-25T11:43:39.382938] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:39.451472] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -4.77% | Symbol ETA: 50.0s | Global ETA: 53m 51s
[2025-11-25T11:43:39.451795] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:43:39.452687] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:39.452827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:39.453627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:39.455343] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.16%, Actual: 0.66%
[2025-11-25T11:43:39.456177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:39.458499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:39.519222] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.43%, Actual: 0.27%
[2025-11-25T11:43:39.592537] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:43:39.646626] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.91%, Actual: 0.30%
[2025-11-25T11:43:39.689221] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.27%
[2025-11-25T11:43:39.761885] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:39.799469] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:43:39.823511] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 0.05%
[2025-11-25T11:43:39.833104] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -1.16% | Symbol ETA: 32.6s | Global ETA: 53m 52s
[2025-11-25T11:43:39.833374] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:43:39.834202] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:39.834285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:39.839148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:39.840063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:39.842610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:39.858328] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 0.11%
[2025-11-25T11:43:39.900159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:39.971699] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:40.000249] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.03%, Actual: 0.31%
[2025-11-25T11:43:40.000682] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 41.8081%
[2025-11-25T11:43:40.000850] [INFO ] [main      ] GPJA: DISCARDED add_volume_pressure_into_close (score: 41.81%)
[2025-11-25T11:43:40.000975] [INFO ] [main      ] GPJA: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:43:40.001084] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_volume_zscore']
[2025-11-25T11:43:40.001197] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:43:40.015390] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:40.016013] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:43:40.016972] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:40.017145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:40.022520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:40.023484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:40.024606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:43:40.026442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:40.041949] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 49.4s | Global ETA: 53m 53s
[2025-11-25T11:43:40.042941] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:43:40.043460] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 0.10%
[2025-11-25T11:43:40.043873] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:40.044006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:40.044793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:40.047230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:40.049055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:40.217623] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 0.07%
[2025-11-25T11:43:40.255229] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:43:40.381081] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:43:40.389034] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.70%, Actual: 1.01%
[2025-11-25T11:43:40.389419] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 37.3164%
[2025-11-25T11:43:40.389585] [INFO ] [main      ] AFB: DISCARDED add_composite_volatility_context (score: 37.32%)
[2025-11-25T11:43:40.389725] [INFO ] [main      ] AFB: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:43:40.389823] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-25T11:43:40.389921] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:43:40.390624] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:43:40.404764] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:40.405449] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:43:40.406317] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:40.406393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:40.411260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:40.413104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:40.413592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:40.414078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:40.416459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:40.493003] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:40.553589] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:40.561611] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:40.565353] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.32% | Symbol ETA: 32.0s | Global ETA: 53m 55s
[2025-11-25T11:43:40.565671] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:43:40.566541] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:40.566696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:40.571929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:40.572912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:40.575470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:40.622163] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 5.6s | Global ETA: 53m 55s
[2025-11-25T11:43:40.622449] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:43:40.623291] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:40.623431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:40.627833] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 2.86% | Symbol ETA: 48.8s | Global ETA: 53m 55s
[2025-11-25T11:43:40.628128] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:43:40.628500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:40.629016] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:40.629168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:40.629481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:40.629951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:40.630602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:43:40.632384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:40.632635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:40.633007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:40.634154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:40.764084] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:43:40.941603] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:40.970420] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:43:40.971511] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:43:40.991271] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:43:41.008535] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 1m 4s | Global ETA: 53m 56s
[2025-11-25T11:43:41.008875] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:43:41.009872] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:41.010020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:41.015176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:41.017152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:41.017745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:41.018217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:41.020797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:41.137667] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:41.140080] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:41.165997] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:41.207625] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.56% | Symbol ETA: 31.3s | Global ETA: 53m 57s
[2025-11-25T11:43:41.207936] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:43:41.208775] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:41.208915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:41.213774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:41.214626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:41.214814] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.61% | Symbol ETA: 4.9s | Global ETA: 53m 57s
[2025-11-25T11:43:41.215125] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:43:41.216012] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:41.216153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:41.216984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:41.221174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:41.222206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:41.223360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:43:41.225239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:41.234123] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 0.80% | Symbol ETA: 48.2s | Global ETA: 53m 57s
[2025-11-25T11:43:41.234420] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:43:41.235303] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:41.235450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:41.236239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:41.238875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:41.240687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:41.270853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:41.367222] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:43:41.544523] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:41.566103] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:43:41.583041] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:43:41.604177] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:43:41.611926] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.41% | Symbol ETA: 1m 4s | Global ETA: 53m 58s
[2025-11-25T11:43:41.612199] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:43:41.613021] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:41.613160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:41.618002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:41.619762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:41.620306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:41.620795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:41.623278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:41.739498] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:41.753775] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:41.771468] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:41.808331] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.89% | Symbol ETA: 4.3s | Global ETA: 53m 59s
[2025-11-25T11:43:41.808611] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:43:41.809533] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:41.810219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:41.815473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:41.816366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:41.817444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:43:41.819172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:41.822111] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 6.02% | Symbol ETA: 47.6s | Global ETA: 53m 59s
[2025-11-25T11:43:41.842782] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.43% | Symbol ETA: 30.6s | Global ETA: 53m 59s
[2025-11-25T11:43:41.843082] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:43:41.844429] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:41.844569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:41.849470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:41.850369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:41.852755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:41.908450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:41.968052] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:43:41.995269] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.66%, Actual: 3.08%
[2025-11-25T11:43:42.140441] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:42.159696] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:43:42.168625] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -2.04%, Actual: 2.36%
[2025-11-25T11:43:42.203937] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 1m 3s | Global ETA: 54m 0s
[2025-11-25T11:43:42.204102] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:43:42.204872] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:42.205072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:42.209897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:42.211701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:42.212244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:42.212726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:42.215135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:42.245209] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:43:42.327386] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:42.348130] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 1.26%
[2025-11-25T11:43:42.393770] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.31% | Symbol ETA: 3.7s | Global ETA: 54m 1s
[2025-11-25T11:43:42.394066] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:43:42.394981] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:42.395125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:42.400104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:42.401104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:42.402216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:43:42.403989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:42.414071] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:42.483694] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.34% | Symbol ETA: 30.0s | Global ETA: 54m 1s
[2025-11-25T11:43:42.484079] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:43:42.485008] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:42.485155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:42.490187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:42.491300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:42.493835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:42.519193] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 0.26%
[2025-11-25T11:43:42.549177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:42.552960] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:43:42.691136] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.59%, Actual: 3.27%
[2025-11-25T11:43:42.722804] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:42.745638] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:43:42.789096] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 1m 3s | Global ETA: 54m 2s
[2025-11-25T11:43:42.789274] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:43:42.790075] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:42.790283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:42.795276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:42.797219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:42.797824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:42.798321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:42.800833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:42.863441] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -4.77%, Actual: 5.90%
[2025-11-25T11:43:42.894851] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:43:42.917004] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:42.983434] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 3.1s | Global ETA: 54m 3s
[2025-11-25T11:43:42.983602] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:43:42.984400] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:42.984618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:42.989619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:42.990580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:42.991688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:43:42.993451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:43.033378] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.01%, Actual: 5.70%
[2025-11-25T11:43:43.063036] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:43.130245] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.21% | Symbol ETA: 29.3s | Global ETA: 54m 3s
[2025-11-25T11:43:43.143441] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:43:43.216457] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 2.86%, Actual: 0.13%
[2025-11-25T11:43:43.299567] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.99%, Actual: 1.80%
[2025-11-25T11:43:43.315586] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:43.348332] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:43:43.379515] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 1m 2s | Global ETA: 54m 4s
[2025-11-25T11:43:43.379777] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:43:43.380593] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:43.380744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:43.385193] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 1.10%
[2025-11-25T11:43:43.385694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:43.387565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:43.388102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:43.388577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:43.391091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:43.465685] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.47%, Actual: 1.05%
[2025-11-25T11:43:43.516462] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:43.559010] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 6.02%, Actual: 2.35%
[2025-11-25T11:43:43.559484] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 42.2454%
[2025-11-25T11:43:43.559695] [INFO ] [main      ] GTN: DISCARDED add_fullday_parkinson_range (score: 42.25%)
[2025-11-25T11:43:43.559837] [INFO ] [main      ] GTN: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:43:43.559963] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_fill_state']
[2025-11-25T11:43:43.560076] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:43:43.574909] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:43.575566] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:43:43.576680] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:43.576841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:43.577745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:43.580405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:43.583148] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 2.5s | Global ETA: 54m 5s
[2025-11-25T11:43:43.583411] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:43:43.584250] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:43.584392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:43.589253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:43.590167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:43.591225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:43:43.592985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:43.627203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:43.633117] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 0.03%
[2025-11-25T11:43:43.734076] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:43:43.801265] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 1.54%
[2025-11-25T11:43:43.903964] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:43.931194] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:43:43.967157] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 1m 1s | Global ETA: 54m 6s
[2025-11-25T11:43:43.967408] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:43:43.968254] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:43.968394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:43.971815] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -1.16%, Actual: 1.74%
[2025-11-25T11:43:43.973207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:43.975025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:43.975575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:43.976059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:43.978514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:43.978521] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:43:44.100072] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:44.140957] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.32%, Actual: 1.54%
[2025-11-25T11:43:44.160114] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:44.166153] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 1.9s | Global ETA: 54m 7s
[2025-11-25T11:43:44.166396] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:43:44.167251] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:44.167392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:44.172241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:44.173130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:44.174183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:43:44.175971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:44.232586] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -11.14% | Symbol ETA: 42.4s | Global ETA: 54m 7s
[2025-11-25T11:43:44.232916] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:43:44.233785] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:44.233933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:44.234756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:44.237240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:44.281296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:44.310956] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.56%, Actual: 0.28%
[2025-11-25T11:43:44.320372] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:43:44.478544] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.43%, Actual: 0.78%
[2025-11-25T11:43:44.492908] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:44.514324] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:43:44.556629] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 1m 1s | Global ETA: 54m 8s
[2025-11-25T11:43:44.556952] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:43:44.557803] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:44.557936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:44.562801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:44.564599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:44.565207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:44.565600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:44.567987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:44.620463] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:43:44.646046] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.34%, Actual: 1.98%
[2025-11-25T11:43:44.682724] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:44.748175] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.43% | Symbol ETA: 1.3s | Global ETA: 54m 9s
[2025-11-25T11:43:44.748448] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:43:44.749289] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:44.749431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:44.754469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:44.755364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:44.756417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:43:44.758199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:44.789558] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:44.812419] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.87%
[2025-11-25T11:43:44.812719] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 53.8395%
[2025-11-25T11:43:44.812912] [INFO ] [main      ] GSBD: KEPT add_gap_resolution_state (score: 53.84%)
[2025-11-25T11:43:44.813031] [INFO ] [main      ] GSBD: Testing feature 13/53: add_gaps
[2025-11-25T11:43:44.813134] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_gaps']
[2025-11-25T11:43:44.813243] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:43:44.826359] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:44.826886] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:43:44.827864] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:44.828005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:44.832779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:44.833631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:44.836000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:44.860452] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 2.10% | Symbol ETA: 41.6s | Global ETA: 54m 9s
[2025-11-25T11:43:44.860772] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:43:44.861591] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:44.861747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:44.862521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:44.864965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:44.890017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:43:44.890850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:44.909338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:44.931333] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:43:45.092477] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:43:45.150957] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:45.213972] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 1m 0s | Global ETA: 54m 11s
[2025-11-25T11:43:45.214253] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:43:45.215107] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:45.215241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:45.220521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:45.222372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:45.222964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:45.223430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:45.225888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:45.226728] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:43:45.258530] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:43:45.262457] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:45.330200] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 0.7s | Global ETA: 54m 11s
[2025-11-25T11:43:45.330504] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:43:45.331366] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:45.331509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:45.336375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:45.337298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:45.338356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:43:45.340123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:45.394541] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:45.426042] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:45.467203] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.91% | Symbol ETA: 33.3s | Global ETA: 54m 11s
[2025-11-25T11:43:45.467486] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:43:45.468309] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:45.468449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:45.473264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:45.474133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:45.476452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:45.498869] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 40.9s | Global ETA: 54m 12s
[2025-11-25T11:43:45.499139] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:43:45.499983] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:45.500121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:45.500900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:45.503305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:45.532931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:43:45.534255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:45.546614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:45.572506] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:43:45.684366] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:43:45.745327] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:45.807115] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.70% | Symbol ETA: 59.7s | Global ETA: 54m 13s
[2025-11-25T11:43:45.807399] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:43:45.808263] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:45.808430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:45.813246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:45.815072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:45.815627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:45.816108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:45.818630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:45.855388] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:45.879270] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:43:45.884320] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:43:45.925035] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 0.2s | Global ETA: 54m 13s
[2025-11-25T11:43:46.052829] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:46.053223] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:46.100329] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.19%, Actual: 0.79%
[2025-11-25T11:43:46.124800] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 2.97% | Symbol ETA: 40.3s | Global ETA: 54m 14s
[2025-11-25T11:43:46.125055] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:43:46.125899] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:46.126040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:46.126398] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 32.7s | Global ETA: 54m 14s
[2025-11-25T11:43:46.126675] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:43:46.126824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:46.127691] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:46.127839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:46.129545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:46.132552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:46.133428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:46.135781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:46.160340] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:43:46.172198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:46.190766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:43:46.191862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:46.276131] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.61%, Actual: 0.26%
[2025-11-25T11:43:46.431099] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:46.452569] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 0.33%
[2025-11-25T11:43:46.506262] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -1.04% | Symbol ETA: 59.1s | Global ETA: 54m 15s
[2025-11-25T11:43:46.517224] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:43:46.527763] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:43:46.622109] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 0.44%
[2025-11-25T11:43:46.680870] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T11:43:46.685537] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:46.694804] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:46.756487] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.57% | Symbol ETA: 39.6s | Global ETA: 54m 16s
[2025-11-25T11:43:46.756776] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:43:46.757681] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:46.757820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:46.758577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:46.760994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:46.766898] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -1.71% | Symbol ETA: 32.1s | Global ETA: 54m 16s
[2025-11-25T11:43:46.767200] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:43:46.768039] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:46.768178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:46.772934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:46.773800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:46.776135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:46.796813] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 0.84%
[2025-11-25T11:43:46.803890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:46.832116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:43:46.832965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:46.855328] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.41%, Actual: 0.15%
[2025-11-25T11:43:46.972860] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.21%, Actual: 0.08%
[2025-11-25T11:43:47.033970] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.33%
[2025-11-25T11:43:47.142007] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.14%, Actual: 0.66%
[2025-11-25T11:43:47.150541] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:43:47.174081] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:43:47.205208] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 0.02%
[2025-11-25T11:43:47.311464] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 0.30%
[2025-11-25T11:43:47.320257] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:47.342897] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:47.375701] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 0.27%
[2025-11-25T11:43:47.392121] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -6.20% | Symbol ETA: 39.0s | Global ETA: 54m 18s
[2025-11-25T11:43:47.392382] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:43:47.393217] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:47.393374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:47.394155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:47.396572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:47.414253] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.22% | Symbol ETA: 31.4s | Global ETA: 54m 18s
[2025-11-25T11:43:47.414396] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:43:47.415158] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:47.415231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:47.419992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:47.421001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:47.423354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:47.440455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:47.477669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:43:47.478578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:47.480589] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 0.05%
[2025-11-25T11:43:47.550351] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.27%
[2025-11-25T11:43:47.650569] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 0.31%
[2025-11-25T11:43:47.650967] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 39.1683%
[2025-11-25T11:43:47.651135] [INFO ] [main      ] GPJA: DISCARDED add_volume_zscore (score: 39.17%)
[2025-11-25T11:43:47.651257] [INFO ] [main      ] GPJA: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:43:47.651366] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags', 'add_vwap_deviations']
[2025-11-25T11:43:47.651479] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T11:43:47.665486] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:47.666089] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 2
[2025-11-25T11:43:47.667080] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:47.667226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:47.672310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:47.673238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:47.674319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:43:47.680218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:47.722032] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.11%
[2025-11-25T11:43:47.780633] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:43:47.812834] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:43:47.893199] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.10%
[2025-11-25T11:43:47.950247] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:47.980955] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:48.019841] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 3.21% | Symbol ETA: 38.4s | Global ETA: 54m 20s
[2025-11-25T11:43:48.020177] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:43:48.021016] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:48.021159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:48.021936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:48.024373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:48.030492] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-20
[2025-11-25T11:43:48.051450] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -1.25% | Symbol ETA: 30.8s | Global ETA: 54m 20s
[2025-11-25T11:43:48.051770] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:43:48.052585] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:48.052737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:48.057548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:48.058423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:48.060788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:48.064497] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 0.07%
[2025-11-25T11:43:48.068317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:48.115913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:43:48.116827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:48.203107] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:48.239159] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -1.04%, Actual: 1.01%
[2025-11-25T11:43:48.239515] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 30.1416%
[2025-11-25T11:43:48.239689] [INFO ] [main      ] AFB: DISCARDED add_day_shape_ratios (score: 30.14%)
[2025-11-25T11:43:48.239802] [INFO ] [main      ] AFB: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:43:48.239907] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency']
[2025-11-25T11:43:48.240016] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:43:48.254475] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:48.255035] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:43:48.255972] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:48.256056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:48.261029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:48.262946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:48.263457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:48.263966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:48.271753] [INFO ] [main      ] GPJA: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 5.4s | Global ETA: 54m 21s
[2025-11-25T11:43:48.272030] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 3
[2025-11-25T11:43:48.272869] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:48.273009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:48.277879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:48.278760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:48.279836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:43:48.285691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:48.391535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:48.417118] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:43:48.457064] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:43:48.594041] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:48.624359] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:48.627857] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-19
[2025-11-25T11:43:48.663519] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 3.49% | Symbol ETA: 37.7s | Global ETA: 54m 22s
[2025-11-25T11:43:48.663705] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:43:48.664619] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:48.664783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:48.665500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:48.668029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:48.695009] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 0.84% | Symbol ETA: 30.1s | Global ETA: 54m 23s
[2025-11-25T11:43:48.695266] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:43:48.696101] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:48.696239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:48.700980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:48.701847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:48.704237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:48.712347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:48.728703] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:43:48.758785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:43:48.760026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:48.799794] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:48.868355] [INFO ] [main      ] GPJA: Lookback Days: 3, Magnitude: -0.82% | Symbol ETA: 4.8s | Global ETA: 54m 23s
[2025-11-25T11:43:48.868521] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 4
[2025-11-25T11:43:48.869294] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:48.869510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:48.874441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:48.875360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:48.876458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:43:48.882362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:48.897114] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:48.959598] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 56.8s | Global ETA: 54m 23s
[2025-11-25T11:43:48.959912] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:43:48.960741] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:48.960875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:48.965661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:48.967478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:48.968058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:48.968524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:49.064218] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:43:49.092199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:49.095748] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:43:49.225046] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-18
[2025-11-25T11:43:49.247102] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:49.262463] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:49.318284] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 3.22% | Symbol ETA: 37.1s | Global ETA: 54m 25s
[2025-11-25T11:43:49.318595] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:43:49.319476] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:49.319619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:49.320398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:49.322912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:43:49.333044] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.30% | Symbol ETA: 29.5s | Global ETA: 54m 25s
[2025-11-25T11:43:49.333318] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:43:49.334162] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:49.334305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:49.339127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:49.340019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:49.342353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:49.367591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:49.394042] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:49.396427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:43:49.397355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:49.429597] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:43:49.462585] [INFO ] [main      ] GPJA: Lookback Days: 4, Magnitude: -0.89% | Symbol ETA: 4.2s | Global ETA: 54m 25s
[2025-11-25T11:43:49.462895] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 5
[2025-11-25T11:43:49.463773] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:49.463916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:49.468869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:49.469773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:49.470835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:43:49.476704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:49.598818] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:49.659715] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 56.1s | Global ETA: 54m 26s
[2025-11-25T11:43:49.659995] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:43:49.660817] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:49.660949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:49.665784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:49.667620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:49.668197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:49.668603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:49.710763] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:43:49.746180] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:43:49.795198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:49.819693] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-17
[2025-11-25T11:43:49.879706] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:49.917444] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:49.946798] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 2.84% | Symbol ETA: 36.4s | Global ETA: 54m 27s
[2025-11-25T11:43:49.988712] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.24% | Symbol ETA: 28.8s | Global ETA: 54m 27s
[2025-11-25T11:43:49.989025] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:43:49.989859] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:49.989999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:49.990290] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:49.994735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:49.995607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:49.998020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:50.051976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:43:50.052891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:50.064126] [INFO ] [main      ] GPJA: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 3.6s | Global ETA: 54m 27s
[2025-11-25T11:43:50.064301] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 6
[2025-11-25T11:43:50.065288] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:50.065460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:50.071695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:50.073177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:50.074611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:43:50.081749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:50.116046] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -11.14%, Actual: 3.08%
[2025-11-25T11:43:50.136865] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:43:50.285120] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 2.10%, Actual: 2.36%
[2025-11-25T11:43:50.305891] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:50.367243] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 55.4s | Global ETA: 54m 28s
[2025-11-25T11:43:50.367532] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:43:50.368488] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:50.368635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:50.373630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:50.375720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:50.376322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:50.376774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:50.389022] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:43:50.426096] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-14
[2025-11-25T11:43:50.453476] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.83%, Actual: 1.26%
[2025-11-25T11:43:50.500084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:50.558070] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:50.622928] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 2.97%, Actual: 0.26%
[2025-11-25T11:43:50.628912] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.11% | Symbol ETA: 28.2s | Global ETA: 54m 29s
[2025-11-25T11:43:50.629218] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:43:50.630067] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:50.630209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:50.635021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:50.635920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:50.638296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:50.654583] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:50.691803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:43:50.692717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:50.723153] [INFO ] [main      ] GPJA: Lookback Days: 6, Magnitude: -0.41% | Symbol ETA: 3.1s | Global ETA: 54m 30s
[2025-11-25T11:43:50.723438] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 7
[2025-11-25T11:43:50.724291] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:50.724431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:50.729329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:50.730247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:50.731316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:43:50.737063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:50.794149] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.57%, Actual: 3.27%
[2025-11-25T11:43:50.839054] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:43:50.962933] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -6.20%, Actual: 5.90%
[2025-11-25T11:43:51.009273] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:51.031976] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:43:51.071253] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 54.7s | Global ETA: 54m 31s
[2025-11-25T11:43:51.071538] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:43:51.072348] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:51.072484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:51.077368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:51.078958] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-13
[2025-11-25T11:43:51.079265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:51.079943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:51.080435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:51.132357] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 3.21%, Actual: 5.70%
[2025-11-25T11:43:51.202473] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:51.202666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:51.246806] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:51.273265] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.43% | Symbol ETA: 27.5s | Global ETA: 54m 31s
[2025-11-25T11:43:51.299787] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 3.49%, Actual: 0.13%
[2025-11-25T11:43:51.312888] [INFO ] [main      ] GPJA: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 2.4s | Global ETA: 54m 32s
[2025-11-25T11:43:51.313190] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 8
[2025-11-25T11:43:51.314047] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:51.314186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:51.319042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:51.319971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:51.321057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:43:51.327087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:51.441566] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.91%, Actual: 1.80%
[2025-11-25T11:43:51.467595] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 3.22%, Actual: 1.10%
[2025-11-25T11:43:51.542537] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:43:51.610335] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -0.43%, Actual: 1.05%
[2025-11-25T11:43:51.636114] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 2.84%, Actual: 2.35%
[2025-11-25T11:43:51.636440] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 46.3867%
[2025-11-25T11:43:51.636597] [INFO ] [main      ] GTN: DISCARDED add_gap_fill_state (score: 46.39%)
[2025-11-25T11:43:51.636730] [INFO ] [main      ] GTN: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:43:51.636836] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_morning_composite']
[2025-11-25T11:43:51.636942] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:43:51.650295] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:51.650864] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:43:51.651791] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:51.651930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:51.652775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:51.655215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:51.656295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:51.665465] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-12
[2025-11-25T11:43:51.716105] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:51.776608] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.21% | Symbol ETA: 54.0s | Global ETA: 54m 33s
[2025-11-25T11:43:51.776792] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:43:51.777693] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:51.777823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:51.778807] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -1.71%, Actual: 0.03%
[2025-11-25T11:43:51.782685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:51.784422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:51.784948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:51.785421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:51.837332] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:51.904552] [INFO ] [main      ] GPJA: Lookback Days: 8, Magnitude: -0.63% | Symbol ETA: 1.8s | Global ETA: 54m 34s
[2025-11-25T11:43:51.904808] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 9
[2025-11-25T11:43:51.905623] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:51.905778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:51.910756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:51.911638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:51.911998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:51.912731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:43:51.918625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:51.948777] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.22%, Actual: 1.54%
[2025-11-25T11:43:51.998124] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:43:52.116614] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -1.25%, Actual: 1.74%
[2025-11-25T11:43:52.166028] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:52.233320] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.19% | Symbol ETA: 39.2s | Global ETA: 54m 35s
[2025-11-25T11:43:52.233599] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:43:52.234429] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:52.234568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:52.235336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:52.237818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:52.238895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:52.255220] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:43:52.259345] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-11
[2025-11-25T11:43:52.293608] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 0.84%, Actual: 1.54%
[2025-11-25T11:43:52.429495] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:52.437121] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:52.463364] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.30%, Actual: 0.28%
[2025-11-25T11:43:52.496380] [INFO ] [main      ] GPJA: Lookback Days: 9, Magnitude: 0.88% | Symbol ETA: 1.2s | Global ETA: 54m 36s
[2025-11-25T11:43:52.496544] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 10
[2025-11-25T11:43:52.497515] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:52.497673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:52.498838] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 53.3s | Global ETA: 54m 36s
[2025-11-25T11:43:52.499137] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:43:52.499982] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:52.500113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:52.502685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:52.503599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:52.504666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:43:52.504937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:52.506794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:52.507366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:52.507842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:52.510445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:52.581130] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:43:52.630747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:52.634281] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.24%, Actual: 0.78%
[2025-11-25T11:43:52.752345] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:52.803736] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.11%, Actual: 1.98%
[2025-11-25T11:43:52.819351] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 38.6s | Global ETA: 54m 37s
[2025-11-25T11:43:52.819673] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:43:52.820518] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:52.820683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:52.821440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:52.823862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:52.824938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:52.850122] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-10
[2025-11-25T11:43:52.972099] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:43:52.974254] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.43%, Actual: 0.87%
[2025-11-25T11:43:52.974618] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 45.6056%
[2025-11-25T11:43:52.974785] [INFO ] [main      ] GSBD: DISCARDED add_gaps (score: 45.61%)
[2025-11-25T11:43:52.974902] [INFO ] [main      ] GSBD: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:43:52.975006] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_intraday_skewness_proxies']
[2025-11-25T11:43:52.975116] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:43:52.988300] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:52.988892] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:43:52.989736] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:52.989810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:52.994493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:52.995307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:52.997628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:53.021791] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:53.052100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:43:53.053321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:53.087687] [INFO ] [main      ] GPJA: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 0.6s | Global ETA: 54m 38s
[2025-11-25T11:43:53.087926] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 11
[2025-11-25T11:43:53.088783] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:43:53.088942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:53.093764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:53.094622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:43:53.095738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:43:53.101517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:53.139573] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:53.166996] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:43:53.199942] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 52.6s | Global ETA: 54m 38s
[2025-11-25T11:43:53.200238] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:43:53.201137] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:53.201275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:53.206176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:53.208138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:53.208758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:53.209235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:53.329866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:53.337242] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:53.388258] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:43:53.406937] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -2.55% | Symbol ETA: 38.0s | Global ETA: 54m 39s
[2025-11-25T11:43:53.407116] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:43:53.407919] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:53.407996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:53.408800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:53.411190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:53.412197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:53.437942] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-07
[2025-11-25T11:43:53.555470] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:53.605746] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:53.627912] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.92% | Symbol ETA: 30.2s | Global ETA: 54m 39s
[2025-11-25T11:43:53.628230] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:43:53.629110] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:53.629253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:53.634096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:53.635069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:53.637514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:53.667903] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:43:53.671424] [INFO ] [main      ] GPJA: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 0.0s | Global ETA: 54m 40s
[2025-11-25T11:43:53.692836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:43:53.694336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:53.750478] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:43:53.842131] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.50%, Actual: 0.79%
[2025-11-25T11:43:53.844177] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:53.904386] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 51.9s | Global ETA: 54m 40s
[2025-11-25T11:43:53.904699] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:43:53.905507] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:53.905656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:53.910513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:53.912324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:53.912897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:53.913362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:53.925077] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:53.993050] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.38% | Symbol ETA: 37.4s | Global ETA: 54m 41s
[2025-11-25T11:43:53.993212] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:43:53.994127] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:53.994266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:53.994987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:53.997425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:53.998488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:54.010659] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.82%, Actual: 0.26%
[2025-11-25T11:43:54.035987] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:43:54.038307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:54.178824] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 0.33%
[2025-11-25T11:43:54.202543] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:54.274618] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.95% | Symbol ETA: 29.6s | Global ETA: 54m 42s
[2025-11-25T11:43:54.274906] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:43:54.275692] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:54.275826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:54.280743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:54.281598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:54.283949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:54.339795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:43:54.341467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:54.347774] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.44%
[2025-11-25T11:43:54.363612] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:43:54.380821] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:43:54.515231] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 0.84%
[2025-11-25T11:43:54.534715] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:54.550943] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:54.604028] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 36.9s | Global ETA: 54m 43s
[2025-11-25T11:43:54.604198] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:43:54.605000] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:54.605212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:54.606020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:54.608561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:54.609674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:54.610844] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 51.2s | Global ETA: 54m 43s
[2025-11-25T11:43:54.610990] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:43:54.611751] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:54.611826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:54.616618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:54.618399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:54.618911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:54.619310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:43:54.680068] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:43:54.683254] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 0.08%
[2025-11-25T11:43:54.739294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:54.849537] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 0.66%
[2025-11-25T11:43:54.850407] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:54.923735] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 29.0s | Global ETA: 54m 44s
[2025-11-25T11:43:54.923880] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:43:54.924627] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:54.924861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:54.929770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:54.930695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:54.933053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:54.988777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:43:54.990400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:55.009066] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:43:55.018358] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 0.30%
[2025-11-25T11:43:55.075695] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:43:55.178945] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:55.190595] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 0.05%
[2025-11-25T11:43:55.246129] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -1.74% | Symbol ETA: 36.3s | Global ETA: 54m 45s
[2025-11-25T11:43:55.246432] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:43:55.246672] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:55.247309] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:55.247462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:55.248254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:55.250698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:55.251802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:55.306165] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 50.5s | Global ETA: 54m 45s
[2025-11-25T11:43:55.331629] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:43:55.359638] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.31%
[2025-11-25T11:43:55.360008] [INFO ] [main      ] GPJA: Magnitude Forecast Confidence: 45.7182%
[2025-11-25T11:43:55.360173] [INFO ] [main      ] GPJA: DISCARDED add_vwap_deviations (score: 45.72%)
[2025-11-25T11:43:55.360293] [INFO ] [main      ] GPJA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:43:55.360401] [INFO ] [main      ] GPJA: Best accuracy: 53.36%
[2025-11-25T11:43:55.360504] [INFO ] [main      ] GPJA: Best feature set (3 features): ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags']
[2025-11-25T11:43:55.360607] [INFO ] [main      ] GPJA: Improvement over baseline: 10.78%
[2025-11-25T11:43:55.360755] [INFO ] [main      ] GPJA: Total time: 7.0 minutes
[2025-11-25T11:43:55.360858] [INFO ] [main      ] GPJA: Average time per feature: 7.9 seconds
[2025-11-25T11:43:55.360958] [INFO ] [main      ] GPJA: Average speed: 0.13 features/sec
[2025-11-25T11:43:55.475597] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:43:55.502716] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:55.530238] [DEBUG] [METRICS   ] GPJA: 2025-11-21:2025-11-24: Predicted: -0.43%, Actual: 0.79%
[2025-11-25T11:43:55.574148] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.65% | Symbol ETA: 28.4s | Global ETA: 54m 46s
[2025-11-25T11:43:55.574450] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:43:55.575872] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:55.576009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:55.581036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:55.581946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:55.584307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:55.598150] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:43:55.639094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:43:55.640503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:55.644385] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.15%
[2025-11-25T11:43:55.699471] [DEBUG] [METRICS   ] GPJA: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 0.26%
[2025-11-25T11:43:55.766638] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:55.814024] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.33%
[2025-11-25T11:43:55.832992] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.06% | Symbol ETA: 35.7s | Global ETA: 54m 47s
[2025-11-25T11:43:55.833281] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:43:55.834119] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:55.834261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:55.835032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:55.837455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:55.838515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:55.868675] [DEBUG] [METRICS   ] GPJA: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 0.33%
[2025-11-25T11:43:55.978156] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:43:55.983533] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 0.02%
[2025-11-25T11:43:56.039232] [DEBUG] [METRICS   ] GPJA: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 0.44%
[2025-11-25T11:43:56.146095] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:56.153671] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.27%
[2025-11-25T11:43:56.174998] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:43:56.207909] [DEBUG] [METRICS   ] GPJA: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 0.84%
[2025-11-25T11:43:56.217466] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 27.7s | Global ETA: 54m 48s
[2025-11-25T11:43:56.217773] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:43:56.218622] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:56.218778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:56.223666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:56.224510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:56.226903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:56.281907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:43:56.283291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:56.325316] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T11:43:56.345157] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:56.380778] [DEBUG] [METRICS   ] GPJA: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.08%
[2025-11-25T11:43:56.412440] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -0.60% | Symbol ETA: 35.1s | Global ETA: 54m 49s
[2025-11-25T11:43:56.412756] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:43:56.413573] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:56.413730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:56.414487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:56.416897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:56.417979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:56.493407] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.11%
[2025-11-25T11:43:56.550897] [DEBUG] [METRICS   ] GPJA: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 0.66%
[2025-11-25T11:43:56.621217] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:43:56.662356] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 0.10%
[2025-11-25T11:43:56.721833] [DEBUG] [METRICS   ] GPJA: 2025-11-12:2025-11-13: Predicted: 0.93%, Actual: 0.30%
[2025-11-25T11:43:56.755787] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:43:56.788674] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:43:56.831880] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.07%
[2025-11-25T11:43:56.861876] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.15% | Symbol ETA: 27.1s | Global ETA: 54m 51s
[2025-11-25T11:43:56.862177] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:43:56.863024] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:56.863165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:56.868002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:56.868883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:56.871220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:56.894932] [DEBUG] [METRICS   ] GPJA: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 0.05%
[2025-11-25T11:43:56.927974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:43:56.929379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:56.930837] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:56.998699] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 2.28% | Symbol ETA: 34.5s | Global ETA: 54m 51s
[2025-11-25T11:43:56.998988] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:43:56.999857] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:56.999999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:57.000816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:57.002345] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.78%, Actual: 1.01%
[2025-11-25T11:43:57.002745] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 36.3626%
[2025-11-25T11:43:57.002902] [INFO ] [main      ] AFB: DISCARDED add_directional_consistency (score: 36.36%)
[2025-11-25T11:43:57.003011] [INFO ] [main      ] AFB: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:43:57.003108] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range']
[2025-11-25T11:43:57.003210] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:43:57.003355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:43:57.004517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:57.016543] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:57.017165] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:43:57.018029] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:57.018113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:57.022985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:57.024780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:57.025267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:57.025684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:57.027309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:57.065360] [DEBUG] [METRICS   ] GPJA: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 0.31%
[2025-11-25T11:43:57.066061] [INFO ] [LOCAL     ] Saved configuration for GPJA: 3 features, 53.36% accuracy -> ./output/feature-sets/GPJA.json
[2025-11-25T11:43:57.069128] [INFO ] [main      ] Progress: 8/31 symbols completed (25.8%). GPJA finished in 7m 8s. ETA: 45m 60s. Rate: 0.50 symbols/min
[2025-11-25T11:43:57.072063] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:43:57.086223] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:57.086887] [INFO ] [main      ] CBU: Testing with 53 available features
[2025-11-25T11:43:57.087013] [INFO ] [main      ] CBU: Establishing baseline with no features...
[2025-11-25T11:43:57.087143] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:43:57.100561] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:57.101118] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:43:57.101999] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:43:57.267740] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:43:57.349565] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:43:57.367630] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:43:57.436051] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:43:57.443492] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:43:57.507884] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: 0.93% | Symbol ETA: 26.4s | Global ETA: 46m 1s
[2025-11-25T11:43:57.508159] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:43:57.509011] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:57.509151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:57.514031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:57.515096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:57.517527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:57.520373] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:57.536978] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:57.572957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:43:57.574575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:57.587262] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.50% | Symbol ETA: 33.9s | Global ETA: 46m 1s
[2025-11-25T11:43:57.599260] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 53.4s | Global ETA: 46m 1s
[2025-11-25T11:43:57.599517] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:43:57.600334] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:57.600466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:57.605268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:57.607098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:57.607658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:57.608121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:57.609795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:57.616139] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:57.725376] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -2.51%
[2025-11-25T11:43:57.725732] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:43:57.726569] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:43:57.759597] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.19%, Actual: 3.08%
[2025-11-25T11:43:57.909855] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:43:57.930055] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 0.05%, Actual: 2.36%
[2025-11-25T11:43:57.947326] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:43:58.066611] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:43:58.078514] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:43:58.104441] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -2.55%, Actual: 1.26%
[2025-11-25T11:43:58.118028] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:58.148993] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.91% | Symbol ETA: 25.8s | Global ETA: 46m 3s
[2025-11-25T11:43:58.149274] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:43:58.150114] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:58.150252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:58.155132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:58.156004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:58.158410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:58.179924] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.42% | Symbol ETA: 52.8s | Global ETA: 46m 3s
[2025-11-25T11:43:58.180103] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:43:58.180895] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:58.181109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:58.185993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:58.187900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:58.188480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:58.188955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:58.190627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:58.212564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:43:58.213971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:58.239051] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:43:58.279715] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.38%, Actual: 0.26%
[2025-11-25T11:43:58.345605] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 1.20%
[2025-11-25T11:43:58.345936] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:43:58.346805] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:43:58.450408] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 3.27%
[2025-11-25T11:43:58.534780] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:43:58.549588] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:43:58.620714] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -1.74%, Actual: 5.90%
[2025-11-25T11:43:58.687251] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:43:58.704972] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:58.716944] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:43:58.767141] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 52.3s | Global ETA: 46m 5s
[2025-11-25T11:43:58.767428] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:43:58.768269] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:58.768401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:58.773258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:58.775065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:58.775616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:58.776093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:58.777772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:58.788153] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.17% | Symbol ETA: 25.1s | Global ETA: 46m 5s
[2025-11-25T11:43:58.788435] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:43:58.789261] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:58.789402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:58.794207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:58.795065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:58.797442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:58.809789] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.06%, Actual: 5.70%
[2025-11-25T11:43:58.851330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:43:58.852660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:58.857464] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:43:58.962872] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.67%
[2025-11-25T11:43:58.963100] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:43:58.964055] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:43:58.988051] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -0.60%, Actual: 0.13%
[2025-11-25T11:43:59.130331] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:43:59.160455] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 2.28%, Actual: 1.10%
[2025-11-25T11:43:59.186739] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:43:59.301185] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:59.309086] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:43:59.332339] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.50%, Actual: 2.35%
[2025-11-25T11:43:59.332744] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 30.3567%
[2025-11-25T11:43:59.332925] [INFO ] [main      ] GTN: DISCARDED add_gap_morning_composite (score: 30.36%)
[2025-11-25T11:43:59.333045] [INFO ] [main      ] GTN: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:43:59.333155] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state']
[2025-11-25T11:43:59.333213] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:43:59.346553] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:43:59.347168] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:43:59.348041] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:59.348192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:59.349037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:59.351459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:43:59.354094] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:43:59.361879] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 51.7s | Global ETA: 46m 6s
[2025-11-25T11:43:59.362139] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:43:59.362969] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:59.363105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:59.367959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:59.369816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:59.370366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:59.370848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:59.372492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:59.411256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:59.427579] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 24.5s | Global ETA: 46m 7s
[2025-11-25T11:43:59.482566] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:43:59.590922] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.61%
[2025-11-25T11:43:59.591286] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:43:59.592139] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:43:59.595427] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.92%, Actual: 1.80%
[2025-11-25T11:43:59.711062] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:43:59.754163] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:43:59.762662] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.95%, Actual: 1.05%
[2025-11-25T11:43:59.880028] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:43:59.927316] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:43:59.931154] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:43:59.932979] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.03%
[2025-11-25T11:43:59.940570] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.26% | Symbol ETA: 51.1s | Global ETA: 46m 8s
[2025-11-25T11:43:59.940853] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:43:59.941688] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:43:59.941819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:43:59.946581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:43:59.948509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:43:59.949092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:43:59.949561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:43:59.951299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:43:59.994915] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -6.94% | Symbol ETA: 34.5s | Global ETA: 46m 8s
[2025-11-25T11:43:59.995186] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:43:59.996023] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:43:59.996186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:43:59.996979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:43:59.999459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:00.055200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:00.104466] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.65%, Actual: 1.54%
[2025-11-25T11:44:00.118830] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:00.224280] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 2.77%
[2025-11-25T11:44:00.224611] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:44:00.225496] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:44:00.274528] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 1.74%
[2025-11-25T11:44:00.296495] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:44:00.417248] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:44:00.472588] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:00.565203] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.15%, Actual: 1.54%
[2025-11-25T11:44:00.574693] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:44:00.579699] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.08% | Symbol ETA: 50.6s | Global ETA: 46m 10s
[2025-11-25T11:44:00.579845] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:44:00.580698] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:00.580772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:00.588627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:00.590545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:00.594089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:00.594499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:44:00.596123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:00.642223] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:00.782373] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: 0.93%, Actual: 0.28%
[2025-11-25T11:44:00.785929] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 2.76% | Symbol ETA: 34.4s | Global ETA: 46m 11s
[2025-11-25T11:44:00.786070] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:44:00.786854] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:00.786928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:00.787662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:00.793063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:00.796704] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:00.889848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:00.923909] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.12%
[2025-11-25T11:44:00.924100] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:44:00.924889] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:44:00.953726] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.91%, Actual: 0.78%
[2025-11-25T11:44:01.125080] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.17%, Actual: 1.98%
[2025-11-25T11:44:01.181866] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:44:01.230355] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:44:01.296192] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.87%
[2025-11-25T11:44:01.296415] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 39.7204%
[2025-11-25T11:44:01.296506] [INFO ] [main      ] GSBD: DISCARDED add_intraday_skewness_proxies (score: 39.72%)
[2025-11-25T11:44:01.296558] [INFO ] [main      ] GSBD: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:44:01.296596] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_intraday_volatility_percentile']
[2025-11-25T11:44:01.296638] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:44:01.317586] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:01.321058] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:44:01.321944] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:01.322020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:01.338751] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:44:01.341270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:01.342283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:01.346460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:01.401424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:01.433375] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:01.433694] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:01.486068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:01.497290] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 50.1s | Global ETA: 46m 13s
[2025-11-25T11:44:01.497565] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:44:01.498467] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:01.498615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:01.502775] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 1.93% | Symbol ETA: 33.7s | Global ETA: 46m 13s
[2025-11-25T11:44:01.502924] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:44:01.503687] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:01.503588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:01.503780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:01.504469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:01.505575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:01.506151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:01.506618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:44:01.506852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:01.508507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:01.519984] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:01.562397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:01.628551] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.40%
[2025-11-25T11:44:01.628968] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:44:01.629905] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:44:01.821690] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:44:01.856162] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:44:01.916848] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:44:01.994446] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:02.013634] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:44:02.041363] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:02.066631] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.79% | Symbol ETA: 29.3s | Global ETA: 46m 14s
[2025-11-25T11:44:02.066931] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:44:02.068397] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:02.068536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:02.073300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:02.074159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:02.076494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:02.095319] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:02.103369] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 49.5s | Global ETA: 46m 14s
[2025-11-25T11:44:02.103517] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:44:02.104281] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:02.104377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:02.109330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:02.111280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:02.111818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:02.112243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:44:02.113964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:02.132145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:02.163193] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 1.94% | Symbol ETA: 32.9s | Global ETA: 46m 15s
[2025-11-25T11:44:02.163449] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:44:02.164273] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:02.164384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:02.165145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:02.167750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:02.195553] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:02.224868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:02.226291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:02.304326] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 1.19%
[2025-11-25T11:44:02.304676] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:44:02.305538] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:44:02.472494] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:44:02.566269] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:44:02.570076] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:44:02.651012] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:02.665596] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:44:02.712333] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.63% | Symbol ETA: 48.8s | Global ETA: 46m 16s
[2025-11-25T11:44:02.712637] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:44:02.713470] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:02.713611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:02.718613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:02.720583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:02.721192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:02.721720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:44:02.723463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:02.738068] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:02.741888] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:02.806218] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 32.1s | Global ETA: 46m 16s
[2025-11-25T11:44:02.806515] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:44:02.807370] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:02.807501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:02.808270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:02.810662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:02.815183] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.71% | Symbol ETA: 28.6s | Global ETA: 46m 16s
[2025-11-25T11:44:02.815494] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:44:02.816373] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:02.816517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:02.821495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:02.822454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:02.824974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:02.837365] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:02.865747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:02.880952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:02.943235] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -0.19%
[2025-11-25T11:44:02.943635] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:44:02.944478] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:44:02.966609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:03.095334] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:44:03.209471] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:44:03.274178] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:03.285968] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:44:03.304019] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:44:03.335255] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 48.2s | Global ETA: 46m 18s
[2025-11-25T11:44:03.379958] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:03.462898] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:03.464825] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -6.42% | Symbol ETA: 31.4s | Global ETA: 46m 18s
[2025-11-25T11:44:03.464983] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:44:03.465774] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:03.465848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:03.466546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:03.468949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:03.473072] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:03.507836] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:44:03.523803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:03.546326] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 27.8s | Global ETA: 46m 18s
[2025-11-25T11:44:03.546473] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:44:03.547297] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:03.547537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:03.552365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:03.553269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:03.555811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:03.575256] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.13%
[2025-11-25T11:44:03.612992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:03.689702] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 0.15%
[2025-11-25T11:44:03.704327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:03.764159] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -2.51%, Actual: 0.27%
[2025-11-25T11:44:03.952403] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.33%
[2025-11-25T11:44:03.973205] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 1.20%, Actual: 2.79%
[2025-11-25T11:44:04.061620] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:44:04.208744] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:44:04.228955] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 0.02%
[2025-11-25T11:44:04.237436] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.67%, Actual: 1.15%
[2025-11-25T11:44:04.315817] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:04.390025] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 4.29% | Symbol ETA: 30.8s | Global ETA: 46m 21s
[2025-11-25T11:44:04.390196] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:44:04.391334] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:04.391433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:04.392212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:04.394701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:04.427736] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:04.445535] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 0.27%
[2025-11-25T11:44:04.449621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:04.498996] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.44% | Symbol ETA: 27.4s | Global ETA: 46m 21s
[2025-11-25T11:44:04.499150] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:44:04.499955] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:04.500044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:04.504828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:04.505882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:04.508311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:04.512759] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.61%, Actual: 1.48%
[2025-11-25T11:44:04.563306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:04.641163] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.27%
[2025-11-25T11:44:04.647814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:04.708561] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 2.77%, Actual: 1.08%
[2025-11-25T11:44:04.820286] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:44:04.823252] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.00%, Actual: 0.11%
[2025-11-25T11:44:04.901012] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.12%, Actual: 0.53%
[2025-11-25T11:44:04.993583] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.10%
[2025-11-25T11:44:04.994688] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:44:04.998411] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:05.067925] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -2.90% | Symbol ETA: 30.1s | Global ETA: 46m 23s
[2025-11-25T11:44:05.068203] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:44:05.069111] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:05.069246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:05.070027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:05.072586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:05.085136] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 2.44%
[2025-11-25T11:44:05.129252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:05.167329] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 0.07%
[2025-11-25T11:44:05.176903] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:05.247773] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 26.5s | Global ETA: 46m 23s
[2025-11-25T11:44:05.248039] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:44:05.248879] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:05.249018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:05.253825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:05.254695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:05.256156] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 1.19%, Actual: 0.25%
[2025-11-25T11:44:05.257117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:05.312880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:05.339434] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -1.03%, Actual: 1.01%
[2025-11-25T11:44:05.339842] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 39.3728%
[2025-11-25T11:44:05.340001] [INFO ] [main      ] AFB: DISCARDED add_fullday_parkinson_range (score: 39.37%)
[2025-11-25T11:44:05.340113] [INFO ] [main      ] AFB: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:44:05.340217] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state']
[2025-11-25T11:44:05.340333] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:44:05.353938] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:05.354500] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:44:05.355446] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:05.355588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:05.360541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:05.362543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:05.363120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:05.363629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:44:05.396850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:05.407181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:05.427395] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 1.01%
[2025-11-25T11:44:05.485407] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:44:05.598465] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.13%, Actual: 0.83%
[2025-11-25T11:44:05.598707] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 34.7163%
[2025-11-25T11:44:05.598946] [INFO ] [main      ] CBU: Baseline score (no features): 34.7163%
[2025-11-25T11:44:05.599059] [INFO ] [main      ] CBU: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:05.599165] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:44:05.599270] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:44:05.612659] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:05.613378] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:44:05.614297] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:44:05.614436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:05.619311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:05.663618] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:05.733327] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 4.61% | Symbol ETA: 29.4s | Global ETA: 46m 25s
[2025-11-25T11:44:05.733479] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:44:05.734328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:05.734443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:05.735170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:05.735759] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:44:05.737808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:05.749980] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:44:05.793514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:05.904378] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:05.920590] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:05.958779] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:44:05.974281] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.18% | Symbol ETA: 25.7s | Global ETA: 46m 25s
[2025-11-25T11:44:05.974421] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:44:05.975175] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:05.975274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:05.980032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:05.980983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:05.983332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:05.985759] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 45.5s | Global ETA: 46m 26s
[2025-11-25T11:44:05.986065] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:44:05.986931] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:05.987100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:05.991996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:05.994014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:05.994659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:05.995152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:44:06.037667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:06.041021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:06.122098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:06.130713] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:06.147574] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:44:06.246088] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -2.40% | Symbol ETA: 5m 35s | Global ETA: 46m 26s
[2025-11-25T11:44:06.246403] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:44:06.247263] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:44:06.247401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:06.252275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:06.321926] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:06.388835] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 5.19% | Symbol ETA: 28.7s | Global ETA: 46m 27s
[2025-11-25T11:44:06.398031] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:44:06.462294] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:44:06.561088] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -6.94%, Actual: 3.08%
[2025-11-25T11:44:06.570097] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:06.595376] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:44:06.632279] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:06.633915] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.38% | Symbol ETA: 44.9s | Global ETA: 46m 27s
[2025-11-25T11:44:06.634196] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:44:06.635035] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:06.635178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:06.640104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:06.641976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:06.642546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:06.643035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:44:06.686336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:06.701711] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 24.9s | Global ETA: 46m 28s
[2025-11-25T11:44:06.701997] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:44:06.702819] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:06.702960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:06.707792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:06.708695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:06.711033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:06.732426] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 2.76%, Actual: 2.36%
[2025-11-25T11:44:06.764587] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:06.765081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:06.846512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:06.872597] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 2.73% | Symbol ETA: 5m 32s | Global ETA: 46m 28s
[2025-11-25T11:44:06.872763] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:44:06.873504] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:44:06.873570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:06.878456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:06.901189] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 1.93%, Actual: 1.26%
[2025-11-25T11:44:07.045217] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:44:07.071414] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 1.94%, Actual: 0.26%
[2025-11-25T11:44:07.187279] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:44:07.221774] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:07.227113] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:44:07.243937] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 3.27%
[2025-11-25T11:44:07.288353] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 44.3s | Global ETA: 46m 29s
[2025-11-25T11:44:07.288503] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:44:07.289306] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:07.289399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:07.294481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:07.296326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:07.296858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:07.297306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:44:07.343813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:07.357879] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:07.398942] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:07.415323] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -6.42%, Actual: 5.90%
[2025-11-25T11:44:07.427529] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.51% | Symbol ETA: 24.1s | Global ETA: 46m 30s
[2025-11-25T11:44:07.427687] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:44:07.428477] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:07.428566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:07.433292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:07.434241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:07.436588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:07.491119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:07.513609] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.78% | Symbol ETA: 5m 34s | Global ETA: 46m 30s
[2025-11-25T11:44:07.513911] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:44:07.514827] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:44:07.514972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:07.520071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:07.574862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:07.586257] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 4.29%, Actual: 5.70%
[2025-11-25T11:44:07.687877] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:44:07.756515] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -2.90%, Actual: 0.13%
[2025-11-25T11:44:07.858034] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:07.863792] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:44:07.917178] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:44:07.922115] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 43.7s | Global ETA: 46m 31s
[2025-11-25T11:44:07.922419] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:44:07.923260] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:07.923406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:07.928298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:07.930157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:07.930779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:07.931251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:44:07.931533] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 4.61%, Actual: 1.10%
[2025-11-25T11:44:07.974158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:08.039602] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:08.087903] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:08.104853] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 5.19%, Actual: 2.35%
[2025-11-25T11:44:08.105167] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 41.2177%
[2025-11-25T11:44:08.105321] [INFO ] [main      ] GTN: DISCARDED add_gap_resolution_state (score: 41.22%)
[2025-11-25T11:44:08.105473] [INFO ] [main      ] GTN: Testing feature 13/53: add_gaps
[2025-11-25T11:44:08.105572] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gaps']
[2025-11-25T11:44:08.105689] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:44:08.120160] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:08.120738] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:44:08.121614] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:08.121766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:08.122562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:08.125170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:08.126108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:08.156879] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -2.14% | Symbol ETA: 5m 34s | Global ETA: 46m 32s
[2025-11-25T11:44:08.157203] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:44:08.158076] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:44:08.158217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:08.160523] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.15% | Symbol ETA: 23.3s | Global ETA: 46m 32s
[2025-11-25T11:44:08.160795] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:44:08.161620] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:08.161823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:08.163412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:08.166747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:08.167668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:08.170059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:08.225435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:08.308422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:08.352928] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:44:08.474091] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:44:08.511011] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:44:08.523764] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:08.588123] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 43.1s | Global ETA: 46m 33s
[2025-11-25T11:44:08.588429] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:44:08.589296] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:08.589437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:08.594266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:08.596152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:08.596755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:08.597255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:44:08.640250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:08.656760] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:44:08.657393] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:08.689576] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:08.726736] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -5.37% | Symbol ETA: 34.7s | Global ETA: 46m 33s
[2025-11-25T11:44:08.727041] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:44:08.727884] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:08.728016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:08.728773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:08.731158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:08.732056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:08.803593] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.78% | Symbol ETA: 5m 35s | Global ETA: 46m 34s
[2025-11-25T11:44:08.803968] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:44:08.804948] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:44:08.805108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:08.810270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:08.825512] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:08.894587] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 22.6s | Global ETA: 46m 34s
[2025-11-25T11:44:08.988299] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:44:09.064115] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.79%, Actual: 1.80%
[2025-11-25T11:44:09.073964] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:44:09.161498] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:09.165766] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:44:09.225447] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.08% | Symbol ETA: 42.4s | Global ETA: 46m 35s
[2025-11-25T11:44:09.225767] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:44:09.226666] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:09.226810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:09.231873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:09.232998] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.71%, Actual: 1.05%
[2025-11-25T11:44:09.233797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:09.234406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:09.234919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:44:09.243476] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:09.279018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:09.314247] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -0.69% | Symbol ETA: 34.0s | Global ETA: 46m 35s
[2025-11-25T11:44:09.314518] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:44:09.315341] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:09.315477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:09.316235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:09.318704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:09.319587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:09.345376] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:09.402373] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.03%
[2025-11-25T11:44:09.453604] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.22% | Symbol ETA: 5m 35s | Global ETA: 46m 35s
[2025-11-25T11:44:09.453944] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:44:09.454803] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:44:09.454942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:09.459820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:09.572716] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 1.54%
[2025-11-25T11:44:09.643814] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:44:09.658857] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:44:09.742112] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 1.74%
[2025-11-25T11:44:09.802167] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:44:09.820226] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:09.830114] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:09.883330] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 41.8s | Global ETA: 46m 37s
[2025-11-25T11:44:09.883505] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:44:09.884450] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:09.884593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:09.889927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:09.891947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:09.892547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:09.893048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:44:09.900802] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 0.86% | Symbol ETA: 33.4s | Global ETA: 46m 37s
[2025-11-25T11:44:09.901095] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:44:09.902363] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:09.902492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:09.903257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:09.905673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:09.906535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:09.910039] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.18%, Actual: 1.54%
[2025-11-25T11:44:09.936565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:09.974449] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:10.078757] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.42%, Actual: 0.28%
[2025-11-25T11:44:10.088878] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 5m 34s | Global ETA: 46m 37s
[2025-11-25T11:44:10.089189] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:44:10.090063] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:44:10.090206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:10.095686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:10.241084] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:44:10.246071] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.51%, Actual: 0.78%
[2025-11-25T11:44:10.284632] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:44:10.406400] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:10.413242] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.15%, Actual: 1.98%
[2025-11-25T11:44:10.458459] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:10.465374] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:44:10.475972] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 5.37% | Symbol ETA: 32.8s | Global ETA: 46m 38s
[2025-11-25T11:44:10.476232] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:44:10.477085] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:10.477216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:10.477980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:10.480785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:10.481676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:10.521284] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 41.1s | Global ETA: 46m 39s
[2025-11-25T11:44:10.521583] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:44:10.522417] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:10.522561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:10.527430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:10.529293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:10.529882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:10.530353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:44:10.573314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:10.579932] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.87%
[2025-11-25T11:44:10.580294] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 53.5979%
[2025-11-25T11:44:10.580459] [INFO ] [main      ] GSBD: DISCARDED add_intraday_volatility_percentile (score: 53.60%)
[2025-11-25T11:44:10.580579] [INFO ] [main      ] GSBD: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:44:10.580698] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_last_hour_momentum_mag']
[2025-11-25T11:44:10.580810] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:44:10.597133] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:10.597883] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:44:10.598818] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:10.598957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:10.603756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:10.604623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:10.607005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:10.653591] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:10.661969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:10.662858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:10.772910] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 5m 37s | Global ETA: 46m 39s
[2025-11-25T11:44:10.773079] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:44:10.774051] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:44:10.774200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:10.779310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:10.817664] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:44:10.917326] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:44:10.985806] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:10.998587] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:44:11.056629] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -5.76% | Symbol ETA: 32.2s | Global ETA: 46m 40s
[2025-11-25T11:44:11.057131] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:44:11.058123] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:11.058252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:11.059022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:11.061635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:11.062524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:11.087381] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:11.118518] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:44:11.149219] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.63% | Symbol ETA: 40.5s | Global ETA: 46m 40s
[2025-11-25T11:44:11.149524] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:44:11.150363] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:11.150511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:11.155412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:11.157264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:11.157784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:11.158251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:44:11.167133] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:11.200269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:11.237771] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.17% | Symbol ETA: 28.7s | Global ETA: 46m 41s
[2025-11-25T11:44:11.237916] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:44:11.238683] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:11.238770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:11.243475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:11.244446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:11.246827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:11.290272] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:11.301089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:11.301990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:11.399006] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 1.01% | Symbol ETA: 5m 35s | Global ETA: 46m 41s
[2025-11-25T11:44:11.399306] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:44:11.400152] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:44:11.400291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:11.400629] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:44:11.405180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:11.538580] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:44:11.568593] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:11.634907] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:44:11.639321] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -5.41% | Symbol ETA: 31.6s | Global ETA: 46m 42s
[2025-11-25T11:44:11.639598] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:44:11.640430] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:11.640561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:11.641315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:11.643772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:11.644683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:11.707618] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:11.748836] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:44:11.777162] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 39.8s | Global ETA: 46m 42s
[2025-11-25T11:44:11.802928] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:11.874103] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.35% | Symbol ETA: 28.0s | Global ETA: 46m 42s
[2025-11-25T11:44:11.874366] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:44:11.875194] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:11.875333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:11.880084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:11.881049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:11.883727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:11.923754] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:11.939512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:11.940468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:11.950620] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.07%, Actual: 0.04%
[2025-11-25T11:44:11.984631] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:44:12.036112] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.29% | Symbol ETA: 5m 34s | Global ETA: 46m 43s
[2025-11-25T11:44:12.128195] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 0.15%
[2025-11-25T11:44:12.154413] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:12.210603] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -2.40%, Actual: 0.27%
[2025-11-25T11:44:12.222977] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 2.85% | Symbol ETA: 31.0s | Global ETA: 46m 43s
[2025-11-25T11:44:12.223258] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:44:12.224086] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:12.224215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:12.225032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:12.227492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:12.228386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:12.287135] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:44:12.305294] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.33%
[2025-11-25T11:44:12.378552] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 2.73%, Actual: 2.79%
[2025-11-25T11:44:12.459255] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:12.484523] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.02%
[2025-11-25T11:44:12.532045] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 27.4s | Global ETA: 46m 44s
[2025-11-25T11:44:12.532283] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:44:12.533127] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:12.533268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:12.538265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:12.539187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:12.541713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:12.550296] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.78%, Actual: 1.15%
[2025-11-25T11:44:12.593389] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:44:12.621856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:12.622741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:12.663097] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T11:44:12.718570] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -2.14%, Actual: 1.48%
[2025-11-25T11:44:12.767063] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:12.835806] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 0.31% | Symbol ETA: 30.4s | Global ETA: 46m 45s
[2025-11-25T11:44:12.836067] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:44:12.836898] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:12.837051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:12.837826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:12.840274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:12.840436] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.27%
[2025-11-25T11:44:12.841241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:12.885872] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.78%, Actual: 1.08%
[2025-11-25T11:44:12.977207] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:44:13.016625] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.11%
[2025-11-25T11:44:13.053682] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 0.53%
[2025-11-25T11:44:13.152834] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:13.180290] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:44:13.191956] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.10%
[2025-11-25T11:44:13.221755] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: 0.74%, Actual: 2.44%
[2025-11-25T11:44:13.224633] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -2.23% | Symbol ETA: 26.8s | Global ETA: 46m 46s
[2025-11-25T11:44:13.224823] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:44:13.225638] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:13.225745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:13.231260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:13.232441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:13.235185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:13.291440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:13.292545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:13.351819] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:13.362528] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 0.07%
[2025-11-25T11:44:13.390013] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 0.25%
[2025-11-25T11:44:13.419861] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -0.91% | Symbol ETA: 29.8s | Global ETA: 46m 47s
[2025-11-25T11:44:13.420107] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:44:13.420935] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:13.421067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:13.421833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:13.424216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:13.425112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:13.530803] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.83%, Actual: 1.01%
[2025-11-25T11:44:13.531141] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 31.2391%
[2025-11-25T11:44:13.531299] [INFO ] [main      ] AFB: DISCARDED add_gap_fill_state (score: 31.24%)
[2025-11-25T11:44:13.531414] [INFO ] [main      ] AFB: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:44:13.531519] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite']
[2025-11-25T11:44:13.531627] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:44:13.545163] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:13.545876] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:44:13.546996] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:13.547158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:13.552227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:13.554086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:13.554680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:13.555263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:44:13.556279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:13.560621] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.01%, Actual: 1.01%
[2025-11-25T11:44:13.646797] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:44:13.731289] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.29%, Actual: 0.83%
[2025-11-25T11:44:13.731663] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 54.6414%
[2025-11-25T11:44:13.731793] [INFO ] [main      ] CBU: KEPT add_afternoon_v_morning_volatility_mix (score: 54.64%)
[2025-11-25T11:44:13.731905] [INFO ] [main      ] CBU: Testing feature 2/53: add_atr
[2025-11-25T11:44:13.732009] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T11:44:13.732115] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:44:13.745566] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:13.746141] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:44:13.747070] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:13.747211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:13.752071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:13.753954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:13.754524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:13.772683] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:44:13.823337] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:13.896839] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.61% | Symbol ETA: 26.2s | Global ETA: 46m 48s
[2025-11-25T11:44:13.896988] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:44:13.897100] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:44:13.897818] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:13.897896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:13.902796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:13.903593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:13.905958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:13.948768] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:13.965172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:13.966224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:14.017958] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.34% | Symbol ETA: 29.2s | Global ETA: 46m 49s
[2025-11-25T11:44:14.065328] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:14.092583] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:44:14.127100] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 39.6s | Global ETA: 46m 49s
[2025-11-25T11:44:14.127401] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:44:14.128247] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:14.128388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:14.133189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:14.135036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:14.135592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:14.136084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:44:14.137109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:14.193371] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -5.37%, Actual: 3.08%
[2025-11-25T11:44:14.264818] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:14.322401] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:44:14.363033] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 2.36%
[2025-11-25T11:44:14.376735] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.44% | Symbol ETA: 7m 0s | Global ETA: 46m 50s
[2025-11-25T11:44:14.376985] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:44:14.377855] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:14.377936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:14.383344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:14.385227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:14.385756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:14.473551] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:44:14.501280] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:14.533315] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 0.86%, Actual: 1.26%
[2025-11-25T11:44:14.574540] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.68% | Symbol ETA: 25.6s | Global ETA: 46m 50s
[2025-11-25T11:44:14.574880] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:44:14.575783] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:14.575924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:14.580933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:14.581866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:14.584353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:14.641834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:14.642861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:14.643437] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:14.702098] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 5.37%, Actual: 0.26%
[2025-11-25T11:44:14.705257] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 39.0s | Global ETA: 46m 51s
[2025-11-25T11:44:14.705563] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:44:14.706396] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:14.706542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:14.711321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:14.713143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:14.713717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:14.714185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:44:14.715185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:14.726672] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:44:14.870468] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -5.76%, Actual: 3.27%
[2025-11-25T11:44:14.897214] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:14.989859] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:44:15.006707] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 5.25% | Symbol ETA: 6m 60s | Global ETA: 46m 51s
[2025-11-25T11:44:15.006880] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:44:15.007880] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:15.007965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:15.012888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:15.014727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:15.015219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:15.038863] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -5.41%, Actual: 5.90%
[2025-11-25T11:44:15.053475] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:44:15.164511] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:15.207746] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 2.85%, Actual: 5.70%
[2025-11-25T11:44:15.223608] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:15.233876] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.26% | Symbol ETA: 24.9s | Global ETA: 46m 52s
[2025-11-25T11:44:15.234150] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:44:15.234999] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:15.235136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:15.240044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:15.240927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:15.244086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:15.285298] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 38.5s | Global ETA: 46m 52s
[2025-11-25T11:44:15.285597] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:44:15.286444] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:15.286592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:15.291423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:15.293263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:15.293843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:15.294323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:44:15.295274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:15.298538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:15.299359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:15.359965] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:44:15.376741] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 0.31%, Actual: 0.13%
[2025-11-25T11:44:15.532523] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:15.547134] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -0.91%, Actual: 1.10%
[2025-11-25T11:44:15.639360] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:44:15.646350] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:44:15.647011] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.97% | Symbol ETA: 6m 59s | Global ETA: 46m 53s
[2025-11-25T11:44:15.647312] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:44:15.648148] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:15.648231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:15.653072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:15.654913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:15.655410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:15.720402] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.34%, Actual: 2.35%
[2025-11-25T11:44:15.720684] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 51.0785%
[2025-11-25T11:44:15.720926] [INFO ] [main      ] GTN: DISCARDED add_gaps (score: 51.08%)
[2025-11-25T11:44:15.721039] [INFO ] [main      ] GTN: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:44:15.721143] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_skewness_proxies']
[2025-11-25T11:44:15.721246] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:44:15.735138] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:15.735776] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:44:15.736726] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:15.736860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:15.737701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:15.740165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:15.741539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:15.806132] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:15.814176] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:15.875615] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.13% | Symbol ETA: 37.9s | Global ETA: 46m 54s
[2025-11-25T11:44:15.875891] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:44:15.876730] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:15.876867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:15.877199] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.37% | Symbol ETA: 24.2s | Global ETA: 46m 54s
[2025-11-25T11:44:15.877551] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:44:15.878431] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:15.878603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:15.881867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:15.883683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:15.883748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:15.884339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:15.884593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:15.884842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:44:15.885887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:15.887091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:15.943100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:15.944051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:15.994039] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:44:16.085502] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:44:16.162277] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:16.226426] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:44:16.257323] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:16.274874] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.21% | Symbol ETA: 6m 59s | Global ETA: 46m 55s
[2025-11-25T11:44:16.275179] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:44:16.276038] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:16.276176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:16.281174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:16.283162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:16.283785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:16.292953] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:44:16.327821] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -9.80% | Symbol ETA: 28.2s | Global ETA: 46m 55s
[2025-11-25T11:44:16.328097] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:44:16.328960] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:16.329097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:16.329888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:16.332314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:16.333697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:16.398059] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:16.462033] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.23% | Symbol ETA: 37.3s | Global ETA: 46m 56s
[2025-11-25T11:44:16.462218] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:44:16.463182] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:16.463323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:16.468524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:16.470481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:16.471077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:16.471575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:44:16.472797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:16.475967] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:16.550569] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.60% | Symbol ETA: 23.6s | Global ETA: 46m 56s
[2025-11-25T11:44:16.550880] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:44:16.551774] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:16.551919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:16.558138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:16.559183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:16.561708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:16.619014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:16.620106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:16.623319] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:44:16.683469] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:44:16.791407] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:16.841140] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:44:16.855262] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:16.898772] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.46% | Symbol ETA: 6m 58s | Global ETA: 46m 57s
[2025-11-25T11:44:16.899073] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:44:16.900079] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:16.900232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:16.905971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:16.907973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:16.908535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:16.925399] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 4.03% | Symbol ETA: 27.6s | Global ETA: 46m 57s
[2025-11-25T11:44:16.925701] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:44:16.926509] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:16.926661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:16.927423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:16.929863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:16.931178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:16.973404] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:44:17.012736] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:17.077011] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 36.8s | Global ETA: 46m 57s
[2025-11-25T11:44:17.077337] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:44:17.078230] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:17.078375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:17.083431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:17.085442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:17.086057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:17.086546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:44:17.087593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:17.146070] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:17.217267] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 1.77% | Symbol ETA: 22.9s | Global ETA: 46m 58s
[2025-11-25T11:44:17.253420] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:44:17.278189] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:44:17.385506] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.17%, Actual: 1.80%
[2025-11-25T11:44:17.426471] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:17.435355] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:44:17.447213] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:17.518078] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -4.31% | Symbol ETA: 27.0s | Global ETA: 46m 59s
[2025-11-25T11:44:17.518349] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:44:17.519179] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:17.519310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:17.520079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:17.522530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:17.523850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:17.536799] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.52% | Symbol ETA: 6m 57s | Global ETA: 46m 59s
[2025-11-25T11:44:17.537128] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:44:17.537980] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:17.538130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:17.542964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:17.544842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:17.545415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:17.551935] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.35%, Actual: 1.05%
[2025-11-25T11:44:17.604934] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:17.666162] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 36.2s | Global ETA: 46m 59s
[2025-11-25T11:44:17.666304] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:44:17.667115] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:17.667328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:17.672190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:17.674009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:17.674570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:17.675053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:44:17.676065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:17.719909] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 0.03%
[2025-11-25T11:44:17.860994] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:44:17.887809] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -2.23%, Actual: 1.54%
[2025-11-25T11:44:17.899004] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:44:18.014743] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:44:18.031533] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:18.054415] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.61%, Actual: 1.74%
[2025-11-25T11:44:18.073739] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:18.104950] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 6.67% | Symbol ETA: 26.4s | Global ETA: 47m 0s
[2025-11-25T11:44:18.105235] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:44:18.106540] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:18.106700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:18.107490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:18.109978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:18.111343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:18.188223] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 6m 57s | Global ETA: 47m 1s
[2025-11-25T11:44:18.188529] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:44:18.189334] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:18.189475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:18.194512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:18.196456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:18.197084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:18.201880] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:18.222367] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.68%, Actual: 1.54%
[2025-11-25T11:44:18.265167] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 35.6s | Global ETA: 47m 1s
[2025-11-25T11:44:18.265445] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:44:18.266277] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:18.266420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:18.271352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:18.273180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:18.273757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:18.274222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:44:18.275238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:18.391506] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.26%, Actual: 0.28%
[2025-11-25T11:44:18.470951] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:44:18.546432] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:44:18.561881] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.37%, Actual: 0.78%
[2025-11-25T11:44:18.624543] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:44:18.650444] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:18.714953] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:18.725428] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -6.31% | Symbol ETA: 25.8s | Global ETA: 47m 2s
[2025-11-25T11:44:18.725744] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:44:18.726600] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:18.726758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:18.727544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:18.728844] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.60%, Actual: 1.98%
[2025-11-25T11:44:18.730150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:18.731506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:18.798129] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:18.824266] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.47% | Symbol ETA: 6m 56s | Global ETA: 47m 2s
[2025-11-25T11:44:18.824580] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:44:18.825445] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:18.825591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:18.830620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:18.832611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:18.833208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:18.859844] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 35.0s | Global ETA: 47m 3s
[2025-11-25T11:44:18.860142] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:44:18.861030] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:18.861181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:18.866403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:18.868371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:18.868987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:18.869481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:44:18.870556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:18.897575] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 1.77%, Actual: 0.87%
[2025-11-25T11:44:18.897932] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 48.7207%
[2025-11-25T11:44:18.898097] [INFO ] [main      ] GSBD: DISCARDED add_last_hour_momentum_mag (score: 48.72%)
[2025-11-25T11:44:18.898212] [INFO ] [main      ] GSBD: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:44:18.898315] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_late_day_volatility']
[2025-11-25T11:44:18.898424] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:44:19.082549] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:19.083280] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:44:19.084179] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:19.084249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:19.086800] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:44:19.089763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:19.090812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:19.093274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:19.150099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:19.152272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:19.178409] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:44:19.223083] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:44:19.266593] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:19.338954] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -0.71% | Symbol ETA: 25.2s | Global ETA: 47m 4s
[2025-11-25T11:44:19.339239] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:44:19.340107] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:19.340244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:19.341045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:19.343698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:19.345067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:19.349794] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:19.392107] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:19.452002] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 34.4s | Global ETA: 47m 4s
[2025-11-25T11:44:19.459528] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -0.55% | Symbol ETA: 6m 55s | Global ETA: 47m 4s
[2025-11-25T11:44:19.459857] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:44:19.460730] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:19.460873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:19.465864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:19.467902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:19.468421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:19.506925] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:44:19.625064] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T11:44:19.675861] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:19.689330] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:44:19.747146] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 2.11% | Symbol ETA: 24.7s | Global ETA: 47m 5s
[2025-11-25T11:44:19.747440] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:44:19.748270] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:19.748410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:19.753173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:19.754047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:19.756375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:19.794898] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.43%, Actual: 0.15%
[2025-11-25T11:44:19.811871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:19.813814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:19.823830] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:44:19.864840] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:19.932926] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.91% | Symbol ETA: 24.6s | Global ETA: 47m 6s
[2025-11-25T11:44:19.933198] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:44:19.934029] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:19.934160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:19.934939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:19.937355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:19.938707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:19.964467] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 0.33%
[2025-11-25T11:44:19.999938] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:20.108020] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -2.12% | Symbol ETA: 6m 55s | Global ETA: 47m 6s
[2025-11-25T11:44:20.138917] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.02%
[2025-11-25T11:44:20.153683] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:44:20.282505] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.44%, Actual: 0.27%
[2025-11-25T11:44:20.291975] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:44:20.317505] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.23%, Actual: 0.27%
[2025-11-25T11:44:20.323474] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:20.393991] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -2.43% | Symbol ETA: 24.0s | Global ETA: 47m 7s
[2025-11-25T11:44:20.394261] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:44:20.395087] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:20.395226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:20.400015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:20.400891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:20.403226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:20.453504] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 5.25%, Actual: 2.79%
[2025-11-25T11:44:20.458851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:20.460930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:20.463403] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:20.537543] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -0.49% | Symbol ETA: 24.0s | Global ETA: 47m 7s
[2025-11-25T11:44:20.537821] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:44:20.538704] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:20.538838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:20.539603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:20.542089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:20.543459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:20.575798] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:44:20.622389] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.97%, Actual: 1.15%
[2025-11-25T11:44:20.764411] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.11%
[2025-11-25T11:44:20.791486] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 1.48%
[2025-11-25T11:44:20.798578] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:44:20.885998] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:44:20.940291] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.10%
[2025-11-25T11:44:20.960107] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.46%, Actual: 1.08%
[2025-11-25T11:44:20.969206] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:21.040913] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.93% | Symbol ETA: 23.3s | Global ETA: 47m 9s
[2025-11-25T11:44:21.041186] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:44:21.042026] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:21.042163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:21.046991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:21.047890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:21.050231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:21.057560] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:21.114759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:21.116893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:21.119881] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:44:21.125801] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 1.08% | Symbol ETA: 23.4s | Global ETA: 47m 9s
[2025-11-25T11:44:21.126086] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:44:21.126953] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:21.127119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:21.127936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:21.128970] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.52%, Actual: 0.53%
[2025-11-25T11:44:21.130393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:21.131705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:21.296835] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.42%, Actual: 2.44%
[2025-11-25T11:44:21.296780] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:44:21.297102] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 32.2812%
[2025-11-25T11:44:21.297265] [INFO ] [main      ] AFB: DISCARDED add_gap_morning_composite (score: 32.28%)
[2025-11-25T11:44:21.297334] [INFO ] [main      ] AFB: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:44:21.297384] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_resolution_state']
[2025-11-25T11:44:21.297438] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:44:21.311572] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:21.312182] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:44:21.313163] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:21.313316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:21.318424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:21.320488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:21.321118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:21.321617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:21.377392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:21.464766] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:44:21.466135] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 0.25%
[2025-11-25T11:44:21.470752] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:44:21.634357] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 1.01%
[2025-11-25T11:44:21.634860] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:21.644043] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:21.705100] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.31% | Symbol ETA: 22.6s | Global ETA: 47m 11s
[2025-11-25T11:44:21.705398] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:44:21.706225] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:21.706362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:21.711195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:21.712098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:21.714451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:21.714584] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.09% | Symbol ETA: 22.8s | Global ETA: 47m 11s
[2025-11-25T11:44:21.733585] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:44:21.769475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:21.771381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:21.803552] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -2.12%, Actual: 0.83%
[2025-11-25T11:44:21.803966] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 49.5160%
[2025-11-25T11:44:21.804105] [INFO ] [main      ] CBU: DISCARDED add_atr (score: 49.52%)
[2025-11-25T11:44:21.804218] [INFO ] [main      ] CBU: Testing feature 3/53: add_atr_10
[2025-11-25T11:44:21.804321] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-25T11:44:21.804428] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:44:21.819442] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:21.820066] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:44:21.821153] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:21.821297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:21.826429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:21.828359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:44:21.829249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:21.893571] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -9.80%, Actual: 3.08%
[2025-11-25T11:44:21.910273] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:21.975044] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 34.9s | Global ETA: 47m 11s
[2025-11-25T11:44:21.975339] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:44:21.976198] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:21.976341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:21.981800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:21.983746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:21.984329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:21.984846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:22.042052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:22.072444] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 4.03%, Actual: 2.36%
[2025-11-25T11:44:22.126135] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:44:22.175096] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:44:22.251884] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -4.31%, Actual: 1.26%
[2025-11-25T11:44:22.308973] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:22.346976] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:22.383258] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.61% | Symbol ETA: 22.0s | Global ETA: 47m 13s
[2025-11-25T11:44:22.383424] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:44:22.384382] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:22.384528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:22.390247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:22.391498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:22.393448] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:44:22.394157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:22.429377] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 6.67%, Actual: 0.26%
[2025-11-25T11:44:22.450159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:22.452464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:22.460143] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -3.14% | Symbol ETA: 3m 28s | Global ETA: 47m 13s
[2025-11-25T11:44:22.460445] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:44:22.461297] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:22.461436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:22.466296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:22.469201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:44:22.470009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:22.568481] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:22.608772] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -6.31%, Actual: 3.27%
[2025-11-25T11:44:22.632324] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 34.2s | Global ETA: 47m 13s
[2025-11-25T11:44:22.632615] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:44:22.633456] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:22.633601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:22.638421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:22.640255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:22.640853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:22.641321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:22.696381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:22.788487] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -0.71%, Actual: 5.90%
[2025-11-25T11:44:22.790338] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:44:22.804008] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:44:22.958690] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:22.969360] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.91%, Actual: 5.70%
[2025-11-25T11:44:22.973104] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:23.029131] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.95% | Symbol ETA: 21.3s | Global ETA: 47m 15s
[2025-11-25T11:44:23.029432] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:44:23.030498] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:23.030683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:23.035830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:23.036770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:23.039211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:23.047893] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:44:23.081137] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 4.90% | Symbol ETA: 3m 27s | Global ETA: 47m 15s
[2025-11-25T11:44:23.081422] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:44:23.082254] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:23.082393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:23.087251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:23.089104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:44:23.089693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:23.094984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:23.097370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:23.142503] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -0.49%, Actual: 0.13%
[2025-11-25T11:44:23.218974] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:23.280513] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.20% | Symbol ETA: 33.5s | Global ETA: 47m 15s
[2025-11-25T11:44:23.280691] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:44:23.281585] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:23.281742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:23.286673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:23.288500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:23.289106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:23.289574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:23.311234] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 1.08%, Actual: 1.10%
[2025-11-25T11:44:23.345217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:23.426851] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:44:23.441198] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:44:23.482543] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.09%, Actual: 2.35%
[2025-11-25T11:44:23.482956] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 38.9822%
[2025-11-25T11:44:23.483107] [INFO ] [main      ] GTN: DISCARDED add_intraday_skewness_proxies (score: 38.98%)
[2025-11-25T11:44:23.483218] [INFO ] [main      ] GTN: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:44:23.483314] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile']
[2025-11-25T11:44:23.483412] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:44:23.497288] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:23.497946] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:44:23.498836] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:23.498919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:23.499662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:23.502092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:23.588734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:23.598411] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:23.611098] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:23.681414] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.06% | Symbol ETA: 20.7s | Global ETA: 47m 16s
[2025-11-25T11:44:23.681703] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:44:23.682512] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:23.682668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:23.687482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:23.688350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:23.690747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:23.692271] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:44:23.710184] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.93% | Symbol ETA: 3m 26s | Global ETA: 47m 16s
[2025-11-25T11:44:23.710480] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:44:23.711316] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:23.711456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:23.716320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:23.718251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:44:23.718868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:23.746674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:23.749022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:23.870325] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:23.932610] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:44:23.933007] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 32.9s | Global ETA: 47m 17s
[2025-11-25T11:44:23.933311] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:44:23.934173] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:23.934320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:23.940019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:23.942245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:23.942887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:23.943384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:23.999292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:24.058133] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:44:24.095086] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:44:24.106241] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:24.180541] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.05% | Symbol ETA: 27.2s | Global ETA: 47m 18s
[2025-11-25T11:44:24.180864] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:44:24.181853] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:24.182010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:24.182975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:24.185545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:24.229813] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:24.270236] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:24.276208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:24.340250] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -0.98% | Symbol ETA: 3m 26s | Global ETA: 47m 18s
[2025-11-25T11:44:24.340533] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:44:24.340891] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.43% | Symbol ETA: 20.0s | Global ETA: 47m 18s
[2025-11-25T11:44:24.341055] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:44:24.341312] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:24.341386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:24.341872] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:24.341953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:24.346239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:24.346956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:24.347921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:24.348060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:44:24.348617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:24.350384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:24.362685] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:44:24.406067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:24.408367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:24.540741] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:24.607193] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 32.2s | Global ETA: 47m 19s
[2025-11-25T11:44:24.607497] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:44:24.608412] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:24.608558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:24.613798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:24.615802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:24.616396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:24.616903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:24.624768] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:44:24.673264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:24.689994] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:44:24.758818] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:44:24.795472] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:24.858311] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:24.864264] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 1.10% | Symbol ETA: 26.5s | Global ETA: 47m 20s
[2025-11-25T11:44:24.864561] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:44:24.865427] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:24.865515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:24.866312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:24.868832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:24.926015] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:24.957208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:24.964923] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 3m 25s | Global ETA: 47m 20s
[2025-11-25T11:44:24.965210] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:44:24.966043] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:24.966182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:24.971013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:24.972845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:44:24.973397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:24.995102] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.24% | Symbol ETA: 19.4s | Global ETA: 47m 20s
[2025-11-25T11:44:24.995374] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:44:24.996219] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:24.996359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:25.001232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:25.002125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:25.004505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:25.029716] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:44:25.058557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:25.060565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:25.207141] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:25.271052] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 31.6s | Global ETA: 47m 21s
[2025-11-25T11:44:25.271199] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:44:25.271995] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:25.272082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:25.277310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:25.279573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:25.280208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:25.280730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:25.301363] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:44:25.331113] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:44:25.335700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:25.398488] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:44:25.470752] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:25.499516] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:25.538887] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -3.06% | Symbol ETA: 25.8s | Global ETA: 47m 22s
[2025-11-25T11:44:25.539036] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:44:25.539808] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:25.539883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:25.540556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:25.542926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:25.567283] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:25.604204] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.47% | Symbol ETA: 3m 24s | Global ETA: 47m 22s
[2025-11-25T11:44:25.604353] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:44:25.605144] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:25.605357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:25.610224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:25.612062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:44:25.612608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:25.627697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:25.636400] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 1.81% | Symbol ETA: 18.7s | Global ETA: 47m 22s
[2025-11-25T11:44:25.742575] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:44:25.807970] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 2.11%, Actual: 1.80%
[2025-11-25T11:44:25.915819] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:25.949963] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:44:25.966795] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:44:25.977274] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 30.9s | Global ETA: 47m 23s
[2025-11-25T11:44:25.977244] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.43%, Actual: 1.05%
[2025-11-25T11:44:25.977436] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:44:25.978418] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:25.978566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:25.983619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:25.985537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:25.986139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:25.986628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:26.044204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:26.118820] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:26.139633] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:26.147880] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.93%, Actual: 0.03%
[2025-11-25T11:44:26.209274] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 6.52% | Symbol ETA: 25.1s | Global ETA: 47m 24s
[2025-11-25T11:44:26.209553] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:44:26.210394] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:26.210527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:26.211285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:26.213910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:26.229161] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 3m 24s | Global ETA: 47m 24s
[2025-11-25T11:44:26.229428] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:44:26.230265] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:26.230405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:26.235330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:26.237467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:44:26.238040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:26.303720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:26.319142] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 1.54%
[2025-11-25T11:44:26.393285] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:44:26.491208] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 1.74%
[2025-11-25T11:44:26.571540] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:26.579685] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:44:26.635349] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 30.3s | Global ETA: 47m 25s
[2025-11-25T11:44:26.635676] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:44:26.636559] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:26.636725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:26.641639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:26.643688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:26.644326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:26.644828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:26.652353] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:44:26.662480] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.95%, Actual: 1.54%
[2025-11-25T11:44:26.700064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:26.749170] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:26.826370] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:26.834632] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.06%, Actual: 0.28%
[2025-11-25T11:44:26.855623] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 3m 23s | Global ETA: 47m 26s
[2025-11-25T11:44:26.855797] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:44:26.856536] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:26.856604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:26.861787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:26.863535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:44:26.864060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:26.893955] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -0.93% | Symbol ETA: 24.5s | Global ETA: 47m 26s
[2025-11-25T11:44:26.894110] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:44:26.894880] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:26.894955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:26.895629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:26.898153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:26.986401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:27.006062] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.43%, Actual: 0.78%
[2025-11-25T11:44:27.057004] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:44:27.176531] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.24%, Actual: 1.98%
[2025-11-25T11:44:27.214866] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:44:27.231467] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:27.295286] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.68% | Symbol ETA: 29.6s | Global ETA: 47m 27s
[2025-11-25T11:44:27.295552] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:44:27.296391] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:27.296531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:27.301520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:27.303385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:27.304020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:27.304552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:27.340228] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:44:27.352584] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 1.81%, Actual: 0.87%
[2025-11-25T11:44:27.352902] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 45.9729%
[2025-11-25T11:44:27.353072] [INFO ] [main      ] GSBD: DISCARDED add_late_day_volatility (score: 45.97%)
[2025-11-25T11:44:27.353191] [INFO ] [main      ] GSBD: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:44:27.353299] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_late_hour_microstructure']
[2025-11-25T11:44:27.353412] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:44:27.360231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:27.367394] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:27.368052] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:44:27.368965] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:27.369041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:27.373958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:27.374818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:27.377260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:27.391478] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:27.432179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:27.435128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:27.500946] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 3m 22s | Global ETA: 47m 27s
[2025-11-25T11:44:27.501097] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:44:27.501862] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:27.501936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:27.506715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:27.508505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:44:27.509001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:27.514381] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:27.583353] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -5.29% | Symbol ETA: 23.8s | Global ETA: 47m 28s
[2025-11-25T11:44:27.583508] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:44:27.584309] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:27.584386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:27.585134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:27.587709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:27.676737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:27.707263] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:44:27.775678] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:44:27.849764] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:44:27.878723] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:27.941254] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.98% | Symbol ETA: 28.9s | Global ETA: 47m 29s
[2025-11-25T11:44:27.946283] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:28.019859] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:28.019830] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 2.37% | Symbol ETA: 23.3s | Global ETA: 47m 29s
[2025-11-25T11:44:28.020141] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:44:28.021008] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:28.021147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:28.023408] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:44:28.025922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:28.026809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:28.029185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:28.084495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:28.087764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:28.113691] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T11:44:28.133418] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 3m 22s | Global ETA: 47m 29s
[2025-11-25T11:44:28.194775] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:28.262242] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.28% | Symbol ETA: 23.1s | Global ETA: 47m 30s
[2025-11-25T11:44:28.262528] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:44:28.263387] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:28.263519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:28.264327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:28.266729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:28.301263] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 0.15%
[2025-11-25T11:44:28.305891] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -3.14%, Actual: 0.27%
[2025-11-25T11:44:28.354129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:28.447230] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:44:28.474483] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 4.90%, Actual: 2.79%
[2025-11-25T11:44:28.477340] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.33%
[2025-11-25T11:44:28.615327] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:28.644116] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.93%, Actual: 1.15%
[2025-11-25T11:44:28.646869] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.36%, Actual: 0.02%
[2025-11-25T11:44:28.688570] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -3.00% | Symbol ETA: 22.7s | Global ETA: 47m 31s
[2025-11-25T11:44:28.688881] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:44:28.689724] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:28.689904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:28.694722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:28.695577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:28.695551] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:44:28.697987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:28.752194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:28.755075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:28.811883] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -0.98%, Actual: 1.48%
[2025-11-25T11:44:28.822584] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.27%
[2025-11-25T11:44:28.866760] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:28.933752] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 2.33% | Symbol ETA: 22.4s | Global ETA: 47m 31s
[2025-11-25T11:44:28.934044] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:44:28.934914] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:28.935053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:28.935860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:28.938446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:28.979873] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.60%, Actual: 1.08%
[2025-11-25T11:44:28.999116] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.27%
[2025-11-25T11:44:29.025906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:29.089044] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:44:29.147534] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.47%, Actual: 0.53%
[2025-11-25T11:44:29.181918] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 0.11%
[2025-11-25T11:44:29.256066] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:29.314018] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: 0.74%, Actual: 2.44%
[2025-11-25T11:44:29.329422] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.29% | Symbol ETA: 22.0s | Global ETA: 47m 33s
[2025-11-25T11:44:29.329750] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:44:29.330585] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:29.330744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:29.335462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:29.336330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:29.338696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:29.361956] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.10%
[2025-11-25T11:44:29.362848] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:44:29.393465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:29.396291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:29.479978] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.25%
[2025-11-25T11:44:29.534015] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:29.564744] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 0.07%
[2025-11-25T11:44:29.600526] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 21.7s | Global ETA: 47m 33s
[2025-11-25T11:44:29.600873] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:44:29.601714] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:29.601852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:29.602596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:29.605017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:29.647908] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.25%, Actual: 1.01%
[2025-11-25T11:44:29.687913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:29.727684] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:44:29.741074] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.98%, Actual: 1.01%
[2025-11-25T11:44:29.741633] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 32.1722%
[2025-11-25T11:44:29.741857] [INFO ] [main      ] AFB: DISCARDED add_gap_resolution_state (score: 32.17%)
[2025-11-25T11:44:29.741989] [INFO ] [main      ] AFB: Testing feature 13/53: add_gaps
[2025-11-25T11:44:29.742102] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps']
[2025-11-25T11:44:29.742231] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:44:29.759324] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:29.760498] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:44:29.761728] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:29.761883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:29.767302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:29.769704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:29.770493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:29.771041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:29.772040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:29.815614] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.39%, Actual: 0.83%
[2025-11-25T11:44:29.816050] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 41.8981%
[2025-11-25T11:44:29.816211] [INFO ] [main      ] CBU: DISCARDED add_atr_10 (score: 41.90%)
[2025-11-25T11:44:29.816331] [INFO ] [main      ] CBU: Testing feature 4/53: add_atr_5
[2025-11-25T11:44:29.816497] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5']
[2025-11-25T11:44:29.816606] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:44:29.830077] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:29.830798] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:44:29.831732] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:29.831868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:29.836706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:29.838583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:29.839170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:29.894904] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:29.967666] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.49% | Symbol ETA: 21.3s | Global ETA: 47m 34s
[2025-11-25T11:44:29.967959] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:44:29.968788] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:29.968926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:29.973713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:29.974550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:29.976901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:30.024901] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:44:30.031871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:30.034589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:30.135510] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:44:30.175200] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:44:30.194949] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:30.260807] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 2.79% | Symbol ETA: 21.1s | Global ETA: 47m 35s
[2025-11-25T11:44:30.312163] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:30.342875] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:30.368534] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:44:30.376017] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 33.7s | Global ETA: 47m 36s
[2025-11-25T11:44:30.376329] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:44:30.377255] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:30.377400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:30.382362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:30.384261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:30.384849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:30.385323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:30.386190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:30.430714] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.05%, Actual: 3.08%
[2025-11-25T11:44:30.454175] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.44% | Symbol ETA: 2m 16s | Global ETA: 47m 36s
[2025-11-25T11:44:30.454486] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:44:30.455336] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:30.455479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:30.460318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:30.462158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:30.462743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:30.541815] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:30.601970] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.10%, Actual: 2.36%
[2025-11-25T11:44:30.615876] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 20.7s | Global ETA: 47m 36s
[2025-11-25T11:44:30.616173] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:44:30.617040] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:30.617180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:30.622002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:30.622866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:30.625225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:30.680171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:30.683153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:30.729295] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:44:30.774527] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -3.06%, Actual: 1.26%
[2025-11-25T11:44:30.800498] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:44:30.899205] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:30.947064] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 6.52%, Actual: 0.26%
[2025-11-25T11:44:30.961858] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 33.0s | Global ETA: 47m 37s
[2025-11-25T11:44:30.962145] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:44:30.962991] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:30.963134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:30.968037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:30.969886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:30.970439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:30.970718] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:30.970928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:30.971767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:31.020460] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:44:31.078595] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 5.25% | Symbol ETA: 2m 16s | Global ETA: 47m 38s
[2025-11-25T11:44:31.078957] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:44:31.079806] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:31.079945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:31.084724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:31.086516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:31.087116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:31.118490] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -0.93%, Actual: 3.27%
[2025-11-25T11:44:31.187730] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:31.259984] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.43% | Symbol ETA: 20.0s | Global ETA: 47m 38s
[2025-11-25T11:44:31.260148] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:44:31.260942] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:31.261029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:31.265682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:31.266458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:31.268774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:31.290861] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -5.29%, Actual: 5.90%
[2025-11-25T11:44:31.312416] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:44:31.322264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:31.325014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:31.420396] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:44:31.462965] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.28%, Actual: 5.70%
[2025-11-25T11:44:31.481018] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:31.543608] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 32.3s | Global ETA: 47m 39s
[2025-11-25T11:44:31.543947] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:44:31.544795] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:31.544934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:31.549786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:31.551587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:31.552166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:31.552677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:31.553501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:31.589243] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:31.633237] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 2.33%, Actual: 0.13%
[2025-11-25T11:44:31.663623] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:44:31.698318] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.97% | Symbol ETA: 2m 15s | Global ETA: 47m 39s
[2025-11-25T11:44:31.698602] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:44:31.699437] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:31.699580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:31.704366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:31.706216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:31.706783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:31.824711] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 1.10%
[2025-11-25T11:44:31.831359] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:31.895285] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:44:31.902443] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -2.22% | Symbol ETA: 19.4s | Global ETA: 47m 40s
[2025-11-25T11:44:31.902742] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:44:31.903552] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:31.903710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:31.908480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:31.909346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:31.911709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:31.965923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:31.968671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:31.996088] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 2.79%, Actual: 2.35%
[2025-11-25T11:44:31.996479] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 35.4893%
[2025-11-25T11:44:31.996637] [INFO ] [main      ] GTN: DISCARDED add_intraday_volatility_percentile (score: 35.49%)
[2025-11-25T11:44:31.996770] [INFO ] [main      ] GTN: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:44:31.996870] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_last_hour_momentum_mag']
[2025-11-25T11:44:31.996978] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:44:32.010470] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:32.011202] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:44:32.012132] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:32.012264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:32.013083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:32.015500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:32.016293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:32.043940] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:44:32.067438] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:32.130362] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 31.7s | Global ETA: 47m 41s
[2025-11-25T11:44:32.130635] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:44:32.131501] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:32.131666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:32.136778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:32.138686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:32.139416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:32.139919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:32.140773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:32.217611] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:32.304210] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:44:32.329822] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.21% | Symbol ETA: 2m 15s | Global ETA: 47m 41s
[2025-11-25T11:44:32.330085] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:44:32.330932] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:32.331070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:32.335873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:32.337723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:32.338273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:32.356858] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:44:32.473671] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:32.481470] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:44:32.527670] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:32.544516] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.92% | Symbol ETA: 18.7s | Global ETA: 47m 42s
[2025-11-25T11:44:32.544826] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:44:32.545628] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:32.545783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:32.550528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:32.551396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:32.553736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:32.596039] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -5.39% | Symbol ETA: 26.3s | Global ETA: 47m 42s
[2025-11-25T11:44:32.596330] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:44:32.597203] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:32.597338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:32.598132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:32.600684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:32.601485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:32.607853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:32.610674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:32.653575] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:32.674123] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:44:32.716606] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.08% | Symbol ETA: 31.1s | Global ETA: 47m 42s
[2025-11-25T11:44:32.716943] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:44:32.717851] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:32.718005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:32.722923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:32.724886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:32.725497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:32.726000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:32.726869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:32.844238] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:32.947169] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:44:32.954384] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:44:32.957940] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.46% | Symbol ETA: 2m 14s | Global ETA: 47m 43s
[2025-11-25T11:44:32.958197] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:44:32.959044] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:32.959181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:32.963979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:32.965808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:32.966356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:33.068632] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:44:33.117086] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:33.131244] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:33.188779] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.82% | Symbol ETA: 18.1s | Global ETA: 47m 44s
[2025-11-25T11:44:33.189043] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:44:33.189872] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:33.190011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:33.194751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:33.195589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:33.197934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:33.215059] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -0.74% | Symbol ETA: 25.8s | Global ETA: 47m 44s
[2025-11-25T11:44:33.215365] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:44:33.216253] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:33.216389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:33.217242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:33.219783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:33.220548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:33.241085] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:33.251491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:33.254263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:33.302854] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 30.5s | Global ETA: 47m 44s
[2025-11-25T11:44:33.303023] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:44:33.303843] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:33.304064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:33.306478] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:44:33.308951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:33.310805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:33.311363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:33.311956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:33.312825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:33.474565] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:33.564865] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:44:33.583511] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.52% | Symbol ETA: 2m 13s | Global ETA: 47m 45s
[2025-11-25T11:44:33.583815] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:44:33.584631] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:33.584786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:33.589677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:33.591490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:33.591793] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:44:33.592057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:33.656907] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:44:33.742806] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:33.759333] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:33.812217] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -4.06% | Symbol ETA: 25.2s | Global ETA: 47m 46s
[2025-11-25T11:44:33.812505] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:44:33.813373] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:33.813507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:33.814312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:33.816812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:33.817607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:33.830852] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 17.4s | Global ETA: 47m 46s
[2025-11-25T11:44:33.830613] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:33.893497] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 29.9s | Global ETA: 47m 46s
[2025-11-25T11:44:33.893817] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:44:33.894712] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:33.894852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:33.903374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:33.905426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:33.906046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:33.906533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:33.907427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:33.956229] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:44:34.055449] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 2.37%, Actual: 1.80%
[2025-11-25T11:44:34.125701] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:34.184546] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:44:34.224286] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -3.00%, Actual: 1.05%
[2025-11-25T11:44:34.238172] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 2m 13s | Global ETA: 47m 47s
[2025-11-25T11:44:34.238333] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:44:34.239221] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:34.239360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:34.244451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:34.246355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:34.246930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:34.247481] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:44:34.368696] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:34.392510] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 0.03%
[2025-11-25T11:44:34.425818] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:34.436351] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 7.16% | Symbol ETA: 24.6s | Global ETA: 47m 47s
[2025-11-25T11:44:34.436661] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:44:34.437532] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:34.437682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:34.438451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:34.440954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:34.441748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:34.488243] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 29.3s | Global ETA: 47m 47s
[2025-11-25T11:44:34.488514] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:44:34.489350] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:34.489490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:34.494341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:34.496258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:34.496831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:34.497351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:34.498185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:34.562449] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.49%, Actual: 1.54%
[2025-11-25T11:44:34.588053] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:44:34.733294] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 1.74%
[2025-11-25T11:44:34.758235] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:34.804835] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:44:34.861585] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:44:34.875438] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.47% | Symbol ETA: 2m 12s | Global ETA: 47m 49s
[2025-11-25T11:44:34.875715] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:44:34.876474] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:34.876613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:34.881458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:34.883283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:34.883849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:34.901962] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.43%, Actual: 1.54%
[2025-11-25T11:44:34.985060] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:35.033144] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:35.053729] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 24.0s | Global ETA: 47m 49s
[2025-11-25T11:44:35.054020] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:44:35.054891] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:35.055048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:35.055880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:35.058411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:35.059213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:35.071003] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -2.22%, Actual: 0.28%
[2025-11-25T11:44:35.094752] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.70% | Symbol ETA: 28.7s | Global ETA: 47m 49s
[2025-11-25T11:44:35.095007] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:44:35.095833] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:35.095971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:35.100846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:35.102709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:35.103283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:35.103772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:44:35.104517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:35.223099] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:44:35.240439] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.92%, Actual: 0.78%
[2025-11-25T11:44:35.394532] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:35.409867] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.82%, Actual: 1.98%
[2025-11-25T11:44:35.420541] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:44:35.453410] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:44:35.502009] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -0.55% | Symbol ETA: 2m 11s | Global ETA: 47m 50s
[2025-11-25T11:44:35.502295] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:44:35.503077] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:35.503223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:35.508160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:35.510045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:35.510609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:35.579408] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.87%
[2025-11-25T11:44:35.579877] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 38.4377%
[2025-11-25T11:44:35.580048] [INFO ] [main      ] GSBD: DISCARDED add_late_hour_microstructure (score: 38.44%)
[2025-11-25T11:44:35.580165] [INFO ] [main      ] GSBD: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:44:35.580271] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_late_session_pressure']
[2025-11-25T11:44:35.580379] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:44:35.593736] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:35.594482] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:44:35.595416] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:35.595556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:35.600386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:35.601264] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:35.601309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:35.603742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:35.624999] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:35.659277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:35.660711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:35.670075] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -1.01% | Symbol ETA: 23.4s | Global ETA: 47m 51s
[2025-11-25T11:44:35.670363] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:44:35.671226] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:35.671362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:35.672144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:35.674624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:35.675428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:35.685510] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.62% | Symbol ETA: 28.1s | Global ETA: 47m 51s
[2025-11-25T11:44:35.849184] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:44:35.856176] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:44:35.996239] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:44:36.020465] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:36.027499] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 0.15%
[2025-11-25T11:44:36.041299] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:44:36.127307] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -2.12% | Symbol ETA: 2m 11s | Global ETA: 47m 52s
[2025-11-25T11:44:36.167226] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:36.201681] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 0.33%
[2025-11-25T11:44:36.226073] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:36.239890] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 2.52% | Symbol ETA: 21.3s | Global ETA: 47m 52s
[2025-11-25T11:44:36.240155] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:44:36.240987] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:36.241124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:36.245907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:36.246814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:36.249218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:36.293464] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.93% | Symbol ETA: 22.8s | Global ETA: 47m 53s
[2025-11-25T11:44:36.293737] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:44:36.294576] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:36.294681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:36.295437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:36.297972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:36.298208] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.44%, Actual: 0.27%
[2025-11-25T11:44:36.298747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:36.305386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:36.306554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:36.373197] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.02%
[2025-11-25T11:44:36.467926] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 5.25%, Actual: 2.79%
[2025-11-25T11:44:36.545699] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.27%
[2025-11-25T11:44:36.635796] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.97%, Actual: 1.15%
[2025-11-25T11:44:36.643588] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:44:36.661861] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:44:36.727149] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.27%
[2025-11-25T11:44:36.802434] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 1.48%
[2025-11-25T11:44:36.811539] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:36.837975] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:36.883480] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -2.89% | Symbol ETA: 20.7s | Global ETA: 47m 54s
[2025-11-25T11:44:36.883771] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:44:36.884596] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:36.884756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:36.891600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:36.892557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:36.894968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:36.903829] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 0.11%
[2025-11-25T11:44:36.906353] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 4.06% | Symbol ETA: 22.2s | Global ETA: 47m 54s
[2025-11-25T11:44:36.906620] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:44:36.907472] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:36.907607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:36.908355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:36.910745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:36.911485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:36.950349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:36.951495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:36.973251] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.46%, Actual: 1.08%
[2025-11-25T11:44:37.078137] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 0.10%
[2025-11-25T11:44:37.145232] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.52%, Actual: 0.53%
[2025-11-25T11:44:37.256139] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 0.07%
[2025-11-25T11:44:37.289607] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:44:37.295628] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:44:37.319418] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.42%, Actual: 2.44%
[2025-11-25T11:44:37.429010] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.62%, Actual: 1.01%
[2025-11-25T11:44:37.429404] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 39.0621%
[2025-11-25T11:44:37.429575] [INFO ] [main      ] AFB: DISCARDED add_gaps (score: 39.06%)
[2025-11-25T11:44:37.429708] [INFO ] [main      ] AFB: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:44:37.429819] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies']
[2025-11-25T11:44:37.429931] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:44:37.443980] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:37.444564] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:44:37.445522] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:37.445684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:37.450726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:37.452618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:37.453259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:37.453771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:37.455057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:37.459803] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:37.462294] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:37.487304] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 0.25%
[2025-11-25T11:44:37.526093] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -1.49% | Symbol ETA: 21.6s | Global ETA: 47m 56s
[2025-11-25T11:44:37.526382] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:44:37.527236] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:37.527373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:37.528181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:37.530574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:37.531332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:37.533793] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 20.1s | Global ETA: 47m 56s
[2025-11-25T11:44:37.533935] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:44:37.534690] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:37.534782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:37.539520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:37.540457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:37.542812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:37.597476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:37.598610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:37.657718] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 1.01%
[2025-11-25T11:44:37.797192] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:44:37.826129] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -2.12%, Actual: 0.83%
[2025-11-25T11:44:37.826474] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 49.5160%
[2025-11-25T11:44:37.826638] [INFO ] [main      ] CBU: DISCARDED add_atr_5 (score: 49.52%)
[2025-11-25T11:44:37.826774] [INFO ] [main      ] CBU: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:44:37.826878] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment']
[2025-11-25T11:44:37.826986] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:44:37.840497] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:37.841195] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:44:37.842127] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:37.842264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:37.847161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:37.848059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:37.881426] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:44:37.937210] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:44:37.969240] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:38.033745] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 28.4s | Global ETA: 47m 58s
[2025-11-25T11:44:38.034051] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:44:38.034882] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:38.035026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:38.040012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:38.041934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:38.042512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:38.043010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:38.044304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:38.055287] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:38.105535] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:38.123570] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 3.40% | Symbol ETA: 21.0s | Global ETA: 47m 58s
[2025-11-25T11:44:38.176506] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.88% | Symbol ETA: 19.4s | Global ETA: 47m 58s
[2025-11-25T11:44:38.176797] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:44:38.177632] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:38.177789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:38.182568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:38.183482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:38.185138] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:44:38.185877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:38.241924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:38.243210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:38.303314] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -5.39%, Actual: 3.08%
[2025-11-25T11:44:38.360340] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:38.391122] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:44:38.474515] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -3.11% | Symbol ETA: 1m 42s | Global ETA: 47m 59s
[2025-11-25T11:44:38.474819] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:44:38.475749] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:38.475888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:38.481217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:38.482198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:38.482246] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -0.74%, Actual: 2.36%
[2025-11-25T11:44:38.567681] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:38.585229] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:44:38.631878] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 27.8s | Global ETA: 47m 59s
[2025-11-25T11:44:38.632203] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:44:38.633079] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:38.633222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:38.638334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:38.640203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:38.640794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:38.641275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:38.642661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:38.665689] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -4.06%, Actual: 1.26%
[2025-11-25T11:44:38.757870] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:38.829471] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:44:38.830010] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 18.8s | Global ETA: 47m 60s
[2025-11-25T11:44:38.830284] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:44:38.831109] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:38.831249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:38.836035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:38.836903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:38.839279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:38.841892] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 7.16%, Actual: 0.26%
[2025-11-25T11:44:38.894361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:38.895493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:38.987967] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:44:38.998899] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:39.018841] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: 0.10%, Actual: 3.27%
[2025-11-25T11:44:39.108834] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 1.35% | Symbol ETA: 1m 41s | Global ETA: 48m 1s
[2025-11-25T11:44:39.109032] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:44:39.109889] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:39.110111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:39.115030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:39.115927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:39.162149] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:39.195106] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -1.01%, Actual: 5.90%
[2025-11-25T11:44:39.224999] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.07% | Symbol ETA: 27.2s | Global ETA: 48m 1s
[2025-11-25T11:44:39.225321] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:44:39.226204] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:39.226352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:39.231229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:39.233104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:39.233685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:39.234162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:39.235441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:39.235548] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:44:39.363941] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.93%, Actual: 5.70%
[2025-11-25T11:44:39.404321] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:39.457126] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:44:39.476390] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.50% | Symbol ETA: 18.1s | Global ETA: 48m 2s
[2025-11-25T11:44:39.476634] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:44:39.477471] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:39.477612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:39.482322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:39.483194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:39.485526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:39.537789] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 4.06%, Actual: 0.13%
[2025-11-25T11:44:39.540271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:39.541455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:39.583929] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:44:39.625881] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:39.710073] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -1.49%, Actual: 1.10%
[2025-11-25T11:44:39.734713] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -3.31% | Symbol ETA: 1m 41s | Global ETA: 48m 3s
[2025-11-25T11:44:39.735010] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:44:39.735888] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:39.736024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:39.740896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:39.741793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:39.777520] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:39.844027] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 26.7s | Global ETA: 48m 3s
[2025-11-25T11:44:39.844385] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:44:39.845672] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:39.845851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:39.853609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:39.856446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:39.857256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:39.857797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:39.859217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:39.878252] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:44:39.886254] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 3.40%, Actual: 2.35%
[2025-11-25T11:44:39.886721] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 32.1802%
[2025-11-25T11:44:39.886926] [INFO ] [main      ] GTN: DISCARDED add_last_hour_momentum_mag (score: 32.18%)
[2025-11-25T11:44:39.887100] [INFO ] [main      ] GTN: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:44:39.887244] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_late_day_volatility']
[2025-11-25T11:44:39.887391] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:44:39.905905] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:39.906451] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:44:39.907435] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:39.907570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:39.908387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:39.910893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:39.912983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:40.048185] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:40.091145] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:44:40.119559] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -2.71% | Symbol ETA: 17.5s | Global ETA: 48m 4s
[2025-11-25T11:44:40.119718] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:44:40.120470] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:40.120686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:40.125462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:40.126422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:40.128770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:40.184311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:40.185467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:40.211904] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:44:40.267369] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:44:40.276338] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:40.384885] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:40.394844] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 1m 40s | Global ETA: 48m 4s
[2025-11-25T11:44:40.395121] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:44:40.396049] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:40.396210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:40.401431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:40.402393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:40.448585] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.25% | Symbol ETA: 26.1s | Global ETA: 48m 5s
[2025-11-25T11:44:40.448903] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:44:40.449788] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:40.449928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:40.449859] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:40.454675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:40.456540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:40.457146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:40.457565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:40.458863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:40.527377] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:44:40.535688] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -6.11% | Symbol ETA: 23.4s | Global ETA: 48m 5s
[2025-11-25T11:44:40.536016] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:44:40.537119] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:40.537280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:40.538324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:40.541710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:40.544366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:40.698081] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:40.758369] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:44:40.768340] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.58% | Symbol ETA: 16.8s | Global ETA: 48m 6s
[2025-11-25T11:44:40.768490] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:44:40.769903] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:40.769975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:40.774662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:40.775621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:40.778062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:40.806012] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:44:40.833699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:40.835115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:40.904777] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:44:40.933051] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:40.976353] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:41.038958] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 25.5s | Global ETA: 48m 6s
[2025-11-25T11:44:41.039184] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 3.00% | Symbol ETA: 1m 39s | Global ETA: 48m 6s
[2025-11-25T11:44:41.039134] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:44:41.039356] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:44:41.040170] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:41.040265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:41.040325] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:41.040428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:41.045168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:41.046106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:41.046351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:41.048402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:41.048981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:41.049452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:41.050743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:41.084998] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:41.152885] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -0.49% | Symbol ETA: 22.7s | Global ETA: 48m 7s
[2025-11-25T11:44:41.153169] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:44:41.154019] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:41.154154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:41.154870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:41.157296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:41.159188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:41.169219] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:44:41.336633] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:41.388824] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:44:41.401275] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:44:41.407896] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.35% | Symbol ETA: 16.2s | Global ETA: 48m 7s
[2025-11-25T11:44:41.408199] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:44:41.409626] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:41.409787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:41.414516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:41.415374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:41.417740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:41.471932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:41.473082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:41.500670] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:44:41.573918] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:41.631370] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:41.636895] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 24.9s | Global ETA: 48m 8s
[2025-11-25T11:44:41.637059] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:44:41.637827] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:41.637903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:41.642635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:41.644406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:41.644908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:41.645304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:41.646506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:41.673151] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:41.739631] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -1.64% | Symbol ETA: 1m 39s | Global ETA: 48m 8s
[2025-11-25T11:44:41.739798] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:44:41.740062] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 1.17% | Symbol ETA: 22.0s | Global ETA: 48m 8s
[2025-11-25T11:44:41.740200] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:44:41.740561] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:41.740629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:41.740978] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:41.741055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:41.741904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:41.744329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:41.745424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:41.746215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:41.746251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:41.810786] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:44:41.985109] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:44:41.986317] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:42.057223] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.46% | Symbol ETA: 15.5s | Global ETA: 48m 9s
[2025-11-25T11:44:42.085048] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:44:42.087738] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:44:42.160422] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:42.223549] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.72% | Symbol ETA: 24.3s | Global ETA: 48m 10s
[2025-11-25T11:44:42.223820] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:44:42.224765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:42.224907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:42.229803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:42.231686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:42.232236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:42.232729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:42.233989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:42.243147] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 2.52%, Actual: 1.80%
[2025-11-25T11:44:42.263868] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:42.269028] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:42.337338] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.22% | Symbol ETA: 21.4s | Global ETA: 48m 10s
[2025-11-25T11:44:42.337638] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:44:42.338559] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:42.338720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:42.339566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:42.342124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:42.344307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:42.373293] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.52% | Symbol ETA: 1m 38s | Global ETA: 48m 10s
[2025-11-25T11:44:42.373554] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:44:42.374398] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:42.374537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:42.379482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:42.380422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:42.417906] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.89%, Actual: 1.05%
[2025-11-25T11:44:42.579790] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:44:42.601362] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.03%
[2025-11-25T11:44:42.705885] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:44:42.731032] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:44:42.752708] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:42.781538] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.88%, Actual: 1.54%
[2025-11-25T11:44:42.815956] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 23.7s | Global ETA: 48m 11s
[2025-11-25T11:44:42.816280] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:44:42.817220] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:42.817366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:42.822586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:42.824565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:42.825159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:42.825666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:44:42.826999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:42.884939] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:42.914731] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:42.954099] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.47% | Symbol ETA: 20.8s | Global ETA: 48m 12s
[2025-11-25T11:44:42.954400] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:44:42.955325] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:42.955460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:42.956250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:42.958925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:42.961031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:42.963683] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 1.74%
[2025-11-25T11:44:43.025130] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.29% | Symbol ETA: 1m 37s | Global ETA: 48m 12s
[2025-11-25T11:44:43.025422] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:44:43.026283] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:43.026422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:43.031276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:43.032174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:43.139761] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.50%, Actual: 1.54%
[2025-11-25T11:44:43.176267] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:44:43.306973] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:44:43.316811] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -2.71%, Actual: 0.28%
[2025-11-25T11:44:43.351782] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:43.374601] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:44:43.417844] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.72% | Symbol ETA: 23.1s | Global ETA: 48m 13s
[2025-11-25T11:44:43.478099] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:43.486738] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.58%, Actual: 0.78%
[2025-11-25T11:44:43.547546] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -4.88% | Symbol ETA: 20.2s | Global ETA: 48m 13s
[2025-11-25T11:44:43.547848] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:44:43.548697] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:43.548826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:43.549309] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:43.549576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:43.551978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:43.553879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:43.624605] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:44:43.656761] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.35%, Actual: 1.98%
[2025-11-25T11:44:43.659909] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 1m 37s | Global ETA: 48m 14s
[2025-11-25T11:44:43.660208] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:44:43.661070] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:43.661209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:43.665992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:43.666895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:43.815334] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 0.15%
[2025-11-25T11:44:43.825908] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.46%, Actual: 0.87%
[2025-11-25T11:44:43.826309] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 41.2703%
[2025-11-25T11:44:43.826471] [INFO ] [main      ] GSBD: DISCARDED add_late_session_pressure (score: 41.27%)
[2025-11-25T11:44:43.826590] [INFO ] [main      ] GSBD: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:44:43.826710] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_micro_gap_fill_velocity']
[2025-11-25T11:44:43.826821] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:44:43.840299] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:43.841174] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:44:43.842137] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:43.842281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:43.847230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:43.848175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:43.850599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:43.895962] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:44:43.905917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:44:43.908308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:44.002313] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:44:44.003346] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 0.33%
[2025-11-25T11:44:44.070771] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:44.139454] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 19.6s | Global ETA: 48m 15s
[2025-11-25T11:44:44.139768] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:44:44.140713] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:44.140869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:44.141816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:44.144758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:44.146864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:44.174272] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.02%
[2025-11-25T11:44:44.185979] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:44.257185] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:44:44.299370] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.69% | Symbol ETA: 1m 36s | Global ETA: 48m 16s
[2025-11-25T11:44:44.350892] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.27%
[2025-11-25T11:44:44.428386] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:44.471450] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -3.11%, Actual: 0.27%
[2025-11-25T11:44:44.489025] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:44:44.505181] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.66% | Symbol ETA: 20.3s | Global ETA: 48m 16s
[2025-11-25T11:44:44.505477] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:44:44.506554] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:44.506714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:44.511851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:44.512800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:44.515352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:44.523752] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:44:44.576758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:44:44.579234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:44.644389] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 1.35%, Actual: 2.79%
[2025-11-25T11:44:44.691230] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.11%
[2025-11-25T11:44:44.718839] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:44.785380] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 2.04% | Symbol ETA: 19.0s | Global ETA: 48m 17s
[2025-11-25T11:44:44.785529] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:44:44.786302] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:44.786395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:44.787202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:44.789751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:44.791714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:44.820225] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -3.31%, Actual: 1.15%
[2025-11-25T11:44:44.860123] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.72%, Actual: 0.10%
[2025-11-25T11:44:44.923326] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:44:44.992030] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 1.48%
[2025-11-25T11:44:45.039436] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.07%
[2025-11-25T11:44:45.094043] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:45.131077] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:44:45.164098] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 3.00%, Actual: 1.08%
[2025-11-25T11:44:45.169331] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -2.73% | Symbol ETA: 19.6s | Global ETA: 48m 18s
[2025-11-25T11:44:45.169625] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:44:45.170446] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:45.170586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:45.175328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:45.176244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:45.178718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:45.216452] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.72%, Actual: 1.01%
[2025-11-25T11:44:45.216888] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 34.6843%
[2025-11-25T11:44:45.217086] [INFO ] [main      ] AFB: DISCARDED add_intraday_skewness_proxies (score: 34.68%)
[2025-11-25T11:44:45.217212] [INFO ] [main      ] AFB: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:44:45.217322] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile']
[2025-11-25T11:44:45.217436] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:44:45.231422] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:45.232197] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:44:45.233156] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:45.233242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:45.234233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:44:45.236560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:45.238133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:45.239927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:45.240425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:45.240854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:45.302148] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:45.325028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:45.336223] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -1.64%, Actual: 0.53%
[2025-11-25T11:44:45.368363] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 18.4s | Global ETA: 48m 19s
[2025-11-25T11:44:45.368692] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:44:45.369525] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:45.369675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:45.370429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:45.373013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:44:45.375562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:45.507570] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 2.44%
[2025-11-25T11:44:45.577066] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:44:45.678289] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:44:45.681030] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 0.25%
[2025-11-25T11:44:45.714856] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:44:45.745712] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:45.821984] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.65% | Symbol ETA: 18.9s | Global ETA: 48m 20s
[2025-11-25T11:44:45.822270] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:44:45.823106] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:45.823250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:45.828080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:45.829003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:45.831353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:45.847776] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:45.850726] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 1.01%
[2025-11-25T11:44:45.883612] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:45.886301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:44:45.888743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:45.909120] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 27.2s | Global ETA: 48m 20s
[2025-11-25T11:44:45.909431] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:44:45.910262] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:45.910404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:45.915239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:45.917105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:45.917683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:45.918152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:45.950312] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 2.72% | Symbol ETA: 17.8s | Global ETA: 48m 20s
[2025-11-25T11:44:46.003496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:46.022052] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.69%, Actual: 0.83%
[2025-11-25T11:44:46.022390] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 45.9597%
[2025-11-25T11:44:46.022580] [INFO ] [main      ] CBU: DISCARDED add_close_to_open_alignment (score: 45.96%)
[2025-11-25T11:44:46.022714] [INFO ] [main      ] CBU: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:44:46.022768] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context']
[2025-11-25T11:44:46.022899] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:44:46.036578] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:46.037373] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:44:46.038367] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:46.038519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:46.043563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:44:46.044686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:46.122175] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -6.11%, Actual: 3.08%
[2025-11-25T11:44:46.234860] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:44:46.294414] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -0.49%, Actual: 2.36%
[2025-11-25T11:44:46.342817] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:44:46.388882] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:44:46.402314] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:46.465543] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 1.17%, Actual: 1.26%
[2025-11-25T11:44:46.478188] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -2.94% | Symbol ETA: 18.3s | Global ETA: 48m 22s
[2025-11-25T11:44:46.478482] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:44:46.479329] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:46.479472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:46.484247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:46.485136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:46.487501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:46.513611] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:46.543292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:44:46.545661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:46.567515] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:46.575861] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 26.5s | Global ETA: 48m 22s
[2025-11-25T11:44:46.576182] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:44:46.577220] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:46.577396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:46.582404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:46.584555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:46.585255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:46.585803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:46.639167] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.22%, Actual: 0.26%
[2025-11-25T11:44:46.677121] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -3.47% | Symbol ETA: 1m 23s | Global ETA: 48m 22s
[2025-11-25T11:44:46.677419] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:44:46.677796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:46.678291] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:46.678443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:46.683276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:44:46.684345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:46.809440] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.47%, Actual: 3.27%
[2025-11-25T11:44:46.880365] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:44:46.979450] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -4.88%, Actual: 5.90%
[2025-11-25T11:44:47.023797] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:44:47.032094] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:44:47.047834] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:47.123905] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 17.6s | Global ETA: 48m 24s
[2025-11-25T11:44:47.124180] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:44:47.125026] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:47.125166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:47.129940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:47.130829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:47.133188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:47.151858] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 0.89%, Actual: 5.70%
[2025-11-25T11:44:47.188979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:44:47.191240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:47.194005] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:47.200786] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:47.263548] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 25.9s | Global ETA: 48m 24s
[2025-11-25T11:44:47.263862] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:44:47.264687] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:47.264828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:47.269944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:47.271817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:47.272365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:47.272850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:47.307474] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 1.74% | Symbol ETA: 1m 22s | Global ETA: 48m 24s
[2025-11-25T11:44:47.307752] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:44:47.308696] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:47.308837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:47.314667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:44:47.315827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:47.324368] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 2.04%, Actual: 0.13%
[2025-11-25T11:44:47.355287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:47.495360] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 0.95%, Actual: 1.10%
[2025-11-25T11:44:47.536898] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:44:47.661752] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:44:47.671660] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 2.72%, Actual: 2.35%
[2025-11-25T11:44:47.672042] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 44.0344%
[2025-11-25T11:44:47.672215] [INFO ] [main      ] GTN: DISCARDED add_late_day_volatility (score: 44.03%)
[2025-11-25T11:44:47.672329] [INFO ] [main      ] GTN: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:44:47.672424] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_late_hour_microstructure']
[2025-11-25T11:44:47.672522] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:44:47.686315] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:47.687102] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:44:47.688046] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:47.688178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:47.688977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:47.691507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:47.691666] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:44:47.694311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:47.709263] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:47.787367] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.80% | Symbol ETA: 17.0s | Global ETA: 48m 26s
[2025-11-25T11:44:47.787518] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:44:47.788358] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:47.788453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:47.793468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:47.794350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:47.796834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:47.839582] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:47.852293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:44:47.854835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:47.859298] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:47.919103] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 25.2s | Global ETA: 48m 26s
[2025-11-25T11:44:47.919395] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:44:47.920224] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:47.920370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:47.925127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:47.926921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:47.927499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:47.927981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:47.949084] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 1m 22s | Global ETA: 48m 26s
[2025-11-25T11:44:47.949397] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:44:47.950283] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:47.950426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:47.955380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:44:47.956449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:48.011861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:48.075469] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:44:48.210368] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:44:48.247351] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:48.314502] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:44:48.317590] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.79% | Symbol ETA: 21.7s | Global ETA: 48m 27s
[2025-11-25T11:44:48.317884] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:44:48.318713] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:48.318847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:48.319582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:48.321999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:48.324752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:48.349158] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:44:48.384363] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:48.462757] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.89% | Symbol ETA: 16.3s | Global ETA: 48m 28s
[2025-11-25T11:44:48.463074] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:44:48.463955] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:48.464099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:48.469144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:48.470046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:48.472529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:48.486314] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:48.516967] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:48.528028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:44:48.530481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:48.577170] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.21% | Symbol ETA: 24.5s | Global ETA: 48m 28s
[2025-11-25T11:44:48.577477] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:44:48.578299] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:48.578449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:48.583246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:48.585065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:48.585615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:48.586096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:48.595941] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -3.51% | Symbol ETA: 1m 21s | Global ETA: 48m 28s
[2025-11-25T11:44:48.596236] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:44:48.597107] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:48.597256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:48.602386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:44:48.603472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:48.664977] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:44:48.669812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:48.840872] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:48.882163] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:44:48.916844] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 2.76% | Symbol ETA: 20.9s | Global ETA: 48m 29s
[2025-11-25T11:44:48.917181] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:44:48.918223] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:48.918377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:48.919207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:48.921895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:48.925379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:48.949872] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:44:49.005253] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:44:49.060789] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:49.118979] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:49.138550] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.85% | Symbol ETA: 15.6s | Global ETA: 48m 30s
[2025-11-25T11:44:49.138837] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:44:49.139700] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:49.139844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:49.144731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:49.145560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:49.148162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:49.177792] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:49.204980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:44:49.207479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:49.223347] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 1m 20s | Global ETA: 48m 30s
[2025-11-25T11:44:49.223666] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:44:49.224526] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:49.224682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:49.229506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:44:49.230536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:49.241393] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 23.8s | Global ETA: 48m 30s
[2025-11-25T11:44:49.241708] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:44:49.242516] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:49.242675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:49.247659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:49.249543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:49.250228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:49.250789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:49.272553] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:44:49.339841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:49.445525] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:49.519409] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -3.17% | Symbol ETA: 20.3s | Global ETA: 48m 31s
[2025-11-25T11:44:49.519744] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:44:49.520569] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:49.520718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:49.521415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:49.523828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:49.526559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:49.559496] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:44:49.575570] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:44:49.692343] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:44:49.745086] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:49.745150] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:49.825625] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.96% | Symbol ETA: 15.0s | Global ETA: 48m 32s
[2025-11-25T11:44:49.825825] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:44:49.826665] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:49.826751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:49.832359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:49.833203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:49.835928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:49.853197] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.55% | Symbol ETA: 1m 20s | Global ETA: 48m 32s
[2025-11-25T11:44:49.853488] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:44:49.854276] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:49.854415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:49.859270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:44:49.860363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:49.866146] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:49.874804] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:44:49.892094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:44:49.894545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:49.928822] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 23.1s | Global ETA: 48m 32s
[2025-11-25T11:44:49.928998] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:44:49.929921] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:49.930001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:49.934996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:49.936832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:49.937344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:49.937776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:50.024042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:50.045283] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:50.115602] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 4.90% | Symbol ETA: 19.7s | Global ETA: 48m 32s
[2025-11-25T11:44:50.115907] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:44:50.116755] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:50.116893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:50.117708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:50.120090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:50.122843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:50.200870] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:44:50.263450] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:44:50.369939] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:50.375120] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:44:50.435124] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:50.462408] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:44:50.476345] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.93% | Symbol ETA: 1m 19s | Global ETA: 48m 33s
[2025-11-25T11:44:50.476664] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:44:50.477552] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:50.477709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:50.482850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:44:50.483904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:50.509408] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.63% | Symbol ETA: 14.3s | Global ETA: 48m 34s
[2025-11-25T11:44:50.547134] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:50.606991] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 22.5s | Global ETA: 48m 34s
[2025-11-25T11:44:50.607313] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:44:50.608139] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:50.608286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:50.613424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:50.615576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:50.616137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:50.616602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:50.633427] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:50.686170] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.66%, Actual: 1.80%
[2025-11-25T11:44:50.699804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:50.701797] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -0.78% | Symbol ETA: 19.0s | Global ETA: 48m 34s
[2025-11-25T11:44:50.702091] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:44:50.702969] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:50.703103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:50.703891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:50.706325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:50.709243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:50.826035] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:44:50.863788] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.73%, Actual: 1.05%
[2025-11-25T11:44:51.011963] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:51.045850] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:44:51.075022] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.65%, Actual: 0.03%
[2025-11-25T11:44:51.087096] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:44:51.155674] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 1.52% | Symbol ETA: 1m 18s | Global ETA: 48m 35s
[2025-11-25T11:44:51.155862] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:44:51.157003] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:51.157133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:51.164218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:44:51.165780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:51.293373] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:51.300903] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:51.304597] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -2.94%, Actual: 1.54%
[2025-11-25T11:44:51.384588] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 21.8s | Global ETA: 48m 36s
[2025-11-25T11:44:51.384945] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:44:51.386005] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:51.386162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:51.391727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:51.394503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:51.395410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:51.395439] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -3.88% | Symbol ETA: 18.5s | Global ETA: 48m 36s
[2025-11-25T11:44:51.395638] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:44:51.396094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:44:51.397174] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:51.397355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:51.398581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:51.402453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:51.407125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:51.518562] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 1.74%
[2025-11-25T11:44:51.524853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:51.647879] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:44:51.784769] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.80%, Actual: 1.54%
[2025-11-25T11:44:51.846527] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:44:51.876998] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:51.972441] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:44:51.988129] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.89%, Actual: 0.28%
[2025-11-25T11:44:51.990878] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -1.07% | Symbol ETA: 1m 18s | Global ETA: 48m 38s
[2025-11-25T11:44:51.991183] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:44:51.992072] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:51.992188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:51.997114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:44:51.998196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:52.069594] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:52.148513] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 3.84% | Symbol ETA: 17.9s | Global ETA: 48m 38s
[2025-11-25T11:44:52.148825] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:44:52.149810] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:52.149973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:52.150855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:52.153536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:52.157170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:52.166474] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:52.180604] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.85%, Actual: 0.78%
[2025-11-25T11:44:52.233261] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 21.1s | Global ETA: 48m 38s
[2025-11-25T11:44:52.354949] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:44:52.378742] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.96%, Actual: 1.98%
[2025-11-25T11:44:52.429452] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:44:52.524255] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:44:52.529423] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:52.574590] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.63%, Actual: 0.87%
[2025-11-25T11:44:52.575117] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 41.6374%
[2025-11-25T11:44:52.575305] [INFO ] [main      ] GSBD: DISCARDED add_micro_gap_fill_velocity (score: 41.64%)
[2025-11-25T11:44:52.575447] [INFO ] [main      ] GSBD: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:44:52.575559] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:44:52.575684] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:44:52.590023] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:52.590667] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:44:52.591687] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:52.591829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:52.596850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:52.597877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:52.600450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:52.638297] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 1m 17s | Global ETA: 48m 40s
[2025-11-25T11:44:52.643621] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.15%
[2025-11-25T11:44:52.656808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:44:52.657857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:52.695604] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:52.763898] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 1.34% | Symbol ETA: 17.3s | Global ETA: 48m 40s
[2025-11-25T11:44:52.764048] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:44:52.764821] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:52.764934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:52.765681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:52.768202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:52.771118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:52.817899] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -3.47%, Actual: 0.27%
[2025-11-25T11:44:52.834248] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.33%
[2025-11-25T11:44:52.997051] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 1.74%, Actual: 2.79%
[2025-11-25T11:44:53.004714] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:44:53.021974] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 0.02%
[2025-11-25T11:44:53.115920] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:44:53.188540] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 1.15%
[2025-11-25T11:44:53.191524] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:53.216158] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.27%
[2025-11-25T11:44:53.266743] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.64% | Symbol ETA: 20.1s | Global ETA: 48m 41s
[2025-11-25T11:44:53.267061] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:44:53.267973] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:53.268118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:53.273282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:53.274321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:53.277393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:53.285084] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:53.339002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:44:53.340371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:53.353972] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 9.62% | Symbol ETA: 16.7s | Global ETA: 48m 42s
[2025-11-25T11:44:53.354252] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:44:53.355085] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:53.355216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:53.356079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:53.358503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:44:53.361291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:53.362113] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -3.51%, Actual: 1.48%
[2025-11-25T11:44:53.407937] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T11:44:53.551291] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 1.08%
[2025-11-25T11:44:53.584517] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.11%
[2025-11-25T11:44:53.681684] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:44:53.720895] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:44:53.727625] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.55%, Actual: 0.53%
[2025-11-25T11:44:53.761518] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 0.10%
[2025-11-25T11:44:53.857084] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:53.903300] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.93%, Actual: 2.44%
[2025-11-25T11:44:53.903911] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:53.930828] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.03% | Symbol ETA: 19.4s | Global ETA: 48m 43s
[2025-11-25T11:44:53.931128] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:44:53.932032] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:53.932172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:53.937274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:53.938448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:53.940334] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.07%
[2025-11-25T11:44:53.941211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:53.976344] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.31% | Symbol ETA: 16.0s | Global ETA: 48m 43s
[2025-11-25T11:44:53.999189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:44:54.000366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:54.073729] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 1.52%, Actual: 0.25%
[2025-11-25T11:44:54.112787] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.78%, Actual: 1.01%
[2025-11-25T11:44:54.113171] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 36.3626%
[2025-11-25T11:44:54.113340] [INFO ] [main      ] AFB: DISCARDED add_intraday_volatility_percentile (score: 36.36%)
[2025-11-25T11:44:54.113461] [INFO ] [main      ] AFB: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:44:54.113564] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_last_hour_momentum_mag']
[2025-11-25T11:44:54.113686] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:44:54.127388] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:54.128095] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:44:54.129029] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:54.129168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:54.134399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:54.136307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:54.136883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:54.137409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:54.138117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:54.159341] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.79%, Actual: 3.08%
[2025-11-25T11:44:54.249343] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 1.01%
[2025-11-25T11:44:54.344581] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 2.76%, Actual: 2.36%
[2025-11-25T11:44:54.366256] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:44:54.445889] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.83%
[2025-11-25T11:44:54.446337] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 39.0939%
[2025-11-25T11:44:54.446538] [INFO ] [main      ] CBU: DISCARDED add_composite_volatility_context (score: 39.09%)
[2025-11-25T11:44:54.446708] [INFO ] [main      ] CBU: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:44:54.446846] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios']
[2025-11-25T11:44:54.447011] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:44:54.460832] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:54.461431] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:44:54.462374] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:54.462515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:54.467444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:54.470051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:54.492566] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:44:54.514717] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -3.17%, Actual: 1.26%
[2025-11-25T11:44:54.555000] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:54.625964] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.19% | Symbol ETA: 18.7s | Global ETA: 48m 45s
[2025-11-25T11:44:54.626204] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:44:54.627572] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:54.627731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:54.632495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:54.633382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:54.635734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:54.661300] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:54.688859] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 4.90%, Actual: 0.26%
[2025-11-25T11:44:54.690909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:44:54.691843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:54.723507] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 27.3s | Global ETA: 48m 46s
[2025-11-25T11:44:54.723806] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:44:54.724631] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:54.724786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:54.729611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:54.731452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:54.732025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:54.732505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:54.733202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:54.808052] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:44:54.861716] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 3.27%
[2025-11-25T11:44:54.991853] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:55.025554] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:44:55.037304] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -3.88%, Actual: 5.90%
[2025-11-25T11:44:55.086544] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:44:55.111171] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: 1.20% | Symbol ETA: 1m 10s | Global ETA: 48m 47s
[2025-11-25T11:44:55.111474] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:44:55.112482] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:55.112637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:55.117944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:55.120740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:55.194018] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:55.208121] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 3.84%, Actual: 5.70%
[2025-11-25T11:44:55.258101] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:55.263961] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.72% | Symbol ETA: 18.0s | Global ETA: 48m 47s
[2025-11-25T11:44:55.264251] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:44:55.265084] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:55.265224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:55.270021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:55.270892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:55.273212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:55.322159] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 26.7s | Global ETA: 48m 47s
[2025-11-25T11:44:55.322432] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:44:55.323257] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:55.323398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:55.328231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:55.328446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:44:55.329278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:55.330219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:55.330807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:55.331275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:55.331975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:55.378947] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 1.34%, Actual: 0.13%
[2025-11-25T11:44:55.480697] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:44:55.548040] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 9.62%, Actual: 1.10%
[2025-11-25T11:44:55.652406] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:55.665761] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:44:55.668824] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:44:55.719052] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.31%, Actual: 2.35%
[2025-11-25T11:44:55.719405] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 38.5168%
[2025-11-25T11:44:55.719560] [INFO ] [main      ] GTN: DISCARDED add_late_hour_microstructure (score: 38.52%)
[2025-11-25T11:44:55.719684] [INFO ] [main      ] GTN: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:44:55.719784] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_late_session_pressure']
[2025-11-25T11:44:55.719881] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:44:55.734932] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:44:55.735772] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:44:55.736746] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:55.736884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:55.737764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:55.740263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:55.741513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:55.770337] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 1m 10s | Global ETA: 48m 49s
[2025-11-25T11:44:55.770619] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:44:55.771475] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:55.771610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:55.776794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:55.779677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:55.835759] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:55.838895] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:55.900509] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 26.1s | Global ETA: 48m 49s
[2025-11-25T11:44:55.900791] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:44:55.901689] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:55.901824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:55.906728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:55.906712] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 17.3s | Global ETA: 48m 49s
[2025-11-25T11:44:55.906986] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:44:55.907876] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:55.908015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:55.908535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:55.909118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:55.909586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:55.910272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:55.912800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:55.913723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:55.916095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:55.971709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:44:55.972534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:56.093369] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:44:56.131011] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:44:56.264172] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:44:56.275051] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:44:56.320992] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:44:56.321222] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:56.351557] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.82% | Symbol ETA: 20.7s | Global ETA: 48m 50s
[2025-11-25T11:44:56.351881] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:44:56.352754] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:56.352892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:56.353686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:56.356212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:56.357402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:56.438577] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.03% | Symbol ETA: 1m 9s | Global ETA: 48m 51s
[2025-11-25T11:44:56.438881] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:44:56.439732] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:56.439848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:56.444907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:56.447634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:56.449509] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:56.502659] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:56.512127] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 25.5s | Global ETA: 48m 51s
[2025-11-25T11:44:56.512285] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:44:56.513135] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:56.513210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:56.518137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:56.520113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:56.520729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:56.521200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:56.521842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:56.574891] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.44% | Symbol ETA: 16.7s | Global ETA: 48m 51s
[2025-11-25T11:44:56.575035] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:44:56.576387] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:56.576483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:56.581668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:56.582532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:56.584912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:56.639488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:44:56.640605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:56.706596] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:44:56.793626] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:44:56.864984] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:44:56.879479] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:44:56.951547] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 20.1s | Global ETA: 48m 52s
[2025-11-25T11:44:56.951850] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:44:56.952688] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:56.952825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:56.953613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:56.956039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:56.957202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:56.963217] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:56.990192] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:44:57.037218] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:57.078902] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: 0.40% | Symbol ETA: 1m 9s | Global ETA: 48m 52s
[2025-11-25T11:44:57.079198] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:44:57.080153] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:57.080292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:57.085255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:57.087871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:57.100215] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 24.9s | Global ETA: 48m 52s
[2025-11-25T11:44:57.100543] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:44:57.101411] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:57.101559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:57.106497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:57.108397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:57.108981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:57.109464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:57.110186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:57.165406] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:57.237216] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.53% | Symbol ETA: 16.0s | Global ETA: 48m 53s
[2025-11-25T11:44:57.237498] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:44:57.238327] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:57.238482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:57.243344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:57.244238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:57.246613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:57.303541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:44:57.304587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:57.309305] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:44:57.440968] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:44:57.464287] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:44:57.481839] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:44:57.555158] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 1.39% | Symbol ETA: 19.4s | Global ETA: 48m 54s
[2025-11-25T11:44:57.555453] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:44:57.556298] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:57.556380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:57.557201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:57.559591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:57.560718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:57.613020] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:57.638568] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:57.650687] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:44:57.700773] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 24.3s | Global ETA: 48m 54s
[2025-11-25T11:44:57.701097] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:44:57.701965] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:57.702106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:57.707156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:57.709181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:57.709821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:57.710323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:57.711055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:57.727809] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.90% | Symbol ETA: 1m 8s | Global ETA: 48m 54s
[2025-11-25T11:44:57.728093] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:44:57.728955] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:57.729037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:57.733902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:57.736396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:57.825252] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:57.897695] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.04% | Symbol ETA: 15.3s | Global ETA: 48m 55s
[2025-11-25T11:44:57.897991] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:44:57.898859] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:57.899003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:57.903982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:57.904943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:57.907416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:57.912548] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:44:57.961237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:44:57.962413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:58.063212] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:44:58.078928] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:44:58.094475] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:44:58.171890] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 1.99% | Symbol ETA: 18.9s | Global ETA: 48m 56s
[2025-11-25T11:44:58.172179] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:44:58.173059] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:58.173209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:58.174017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:58.176806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:58.178038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:58.239216] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:58.252929] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:58.307670] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 23.7s | Global ETA: 48m 56s
[2025-11-25T11:44:58.307975] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:44:58.308876] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:58.309018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:58.314012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:58.315622] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:44:58.316095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:58.316754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:58.317263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:58.318042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:58.364498] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 1m 7s | Global ETA: 48m 56s
[2025-11-25T11:44:58.364792] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:44:58.365575] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:58.365729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:58.370503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:58.373007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:58.492953] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:58.546979] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:44:58.565498] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.70% | Symbol ETA: 14.7s | Global ETA: 48m 57s
[2025-11-25T11:44:58.565820] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:44:58.566700] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:58.566842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:58.571787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:58.572666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:58.575141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:44:58.631182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:44:58.632303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:58.666565] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:44:58.716371] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:44:58.729237] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:44:58.797860] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -2.81% | Symbol ETA: 18.3s | Global ETA: 48m 57s
[2025-11-25T11:44:58.798159] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:44:58.799034] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:58.799172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:58.799956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:58.802363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:58.803518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:58.837156] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:58.887159] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:58.900261] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 23.1s | Global ETA: 48m 58s
[2025-11-25T11:44:58.900569] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:44:58.901398] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:58.901544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:58.906303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:58.908166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:58.908740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:58.909208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:58.909845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:58.985027] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:44:59.003604] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -2.16% | Symbol ETA: 1m 7s | Global ETA: 48m 58s
[2025-11-25T11:44:59.003917] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:44:59.004737] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:59.004865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:59.009744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:59.012220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:59.156392] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:44:59.174096] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:44:59.247332] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 2.41% | Symbol ETA: 14.0s | Global ETA: 48m 59s
[2025-11-25T11:44:59.251078] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:44:59.342548] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:44:59.380381] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:44:59.413679] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -3.26% | Symbol ETA: 17.7s | Global ETA: 48m 59s
[2025-11-25T11:44:59.413832] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:44:59.414714] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:44:59.414810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:44:59.415527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:59.418115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:44:59.419312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:59.421883] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:44:59.424225] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.64%, Actual: 1.80%
[2025-11-25T11:44:59.483389] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.67% | Symbol ETA: 22.5s | Global ETA: 48m 59s
[2025-11-25T11:44:59.483537] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:44:59.484306] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:44:59.484381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:59.489368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:44:59.491111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:44:59.491596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:44:59.492004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:44:59.492667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:59.551098] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:44:59.604952] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.03%, Actual: 1.05%
[2025-11-25T11:44:59.667968] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 2.00% | Symbol ETA: 1m 6s | Global ETA: 48m 60s
[2025-11-25T11:44:59.668218] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:44:59.669084] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:44:59.669232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:44:59.674067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:44:59.676546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:44:59.780665] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:44:59.794739] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.19%, Actual: 0.03%
[2025-11-25T11:44:59.838895] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:44:59.952101] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:44:59.968114] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.72%, Actual: 1.54%
[2025-11-25T11:45:00.008251] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:00.021042] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:45:00.023319] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.53% | Symbol ETA: 17.0s | Global ETA: 49m 1s
[2025-11-25T11:45:00.023629] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:45:00.024497] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:00.024657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:00.025439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:00.028003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:00.029222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:00.070035] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 21.9s | Global ETA: 49m 1s
[2025-11-25T11:45:00.166769] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.74%
[2025-11-25T11:45:00.201914] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:00.248454] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:45:00.337572] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.44%, Actual: 1.54%
[2025-11-25T11:45:00.337901] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -0.82% | Symbol ETA: 1m 5s | Global ETA: 49m 2s
[2025-11-25T11:45:00.338192] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:45:00.339079] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:00.339211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:00.344129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:00.346911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:00.392675] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:45:00.431250] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:45:00.566561] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.53%, Actual: 0.28%
[2025-11-25T11:45:00.614835] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:45:00.756931] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:45:00.758511] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:00.862963] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.04%, Actual: 0.78%
[2025-11-25T11:45:00.869912] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 1.77% | Symbol ETA: 16.5s | Global ETA: 49m 3s
[2025-11-25T11:45:00.870044] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:45:00.871231] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:00.871329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:00.875451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:00.882075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:00.886689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:00.938694] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:00.985276] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:45:01.055882] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 1.09% | Symbol ETA: 1m 5s | Global ETA: 49m 4s
[2025-11-25T11:45:01.155191] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.70%, Actual: 1.98%
[2025-11-25T11:45:01.241783] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: 1.20%, Actual: 0.27%
[2025-11-25T11:45:01.241922] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.27%
[2025-11-25T11:45:01.272793] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:45:01.335535] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 2.41%, Actual: 0.87%
[2025-11-25T11:45:01.335818] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 45.8923%
[2025-11-25T11:45:01.335931] [INFO ] [main      ] GSBD: DISCARDED add_morning_followthrough_mag_T0 (score: 45.89%)
[2025-11-25T11:45:01.335995] [INFO ] [main      ] GSBD: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:45:01.336044] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_morning_range_expansion']
[2025-11-25T11:45:01.336096] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:45:01.349821] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:01.350496] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:45:01.351392] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:01.351483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:01.357148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:01.358036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:01.360437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:01.418490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:01.419202] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 2.79%
[2025-11-25T11:45:01.422031] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:45:01.423235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:01.448182] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:01.549247] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 2.01% | Symbol ETA: 15.8s | Global ETA: 49m 5s
[2025-11-25T11:45:01.549397] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:45:01.550179] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:01.550253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:01.550968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:01.557071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:01.561227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:01.604901] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.00%, Actual: 0.11%
[2025-11-25T11:45:01.638613] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.03%, Actual: 1.15%
[2025-11-25T11:45:01.814124] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:45:01.828124] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: 0.40%, Actual: 1.48%
[2025-11-25T11:45:01.868671] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:45:01.952306] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:45:01.989934] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.67%, Actual: 0.07%
[2025-11-25T11:45:02.015127] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.90%, Actual: 1.08%
[2025-11-25T11:45:02.057880] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:02.129585] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:02.134442] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.74% | Symbol ETA: 20.0s | Global ETA: 49m 7s
[2025-11-25T11:45:02.134596] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:45:02.136403] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:02.136503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:02.144454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:02.145721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:02.149299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:02.193347] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:45:02.193687] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 31.1459%
[2025-11-25T11:45:02.193862] [INFO ] [main      ] AFB: DISCARDED add_last_hour_momentum_mag (score: 31.15%)
[2025-11-25T11:45:02.193985] [INFO ] [main      ] AFB: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:45:02.194094] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_late_day_volatility']
[2025-11-25T11:45:02.194206] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:45:02.200376] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 15.2s | Global ETA: 49m 7s
[2025-11-25T11:45:02.201472] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 0.53%
[2025-11-25T11:45:02.207683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:02.208424] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:02.209013] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:45:02.210014] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:02.210168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:02.212359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:02.215495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:02.217488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:02.218106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:02.218588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:45:02.220459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:02.375031] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.82%, Actual: 3.08%
[2025-11-25T11:45:02.387766] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -2.16%, Actual: 2.44%
[2025-11-25T11:45:02.558173] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 0.22%, Actual: 2.36%
[2025-11-25T11:45:02.567173] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 2.00%, Actual: 0.25%
[2025-11-25T11:45:02.582724] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:45:02.588279] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:45:02.735668] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 1.39%, Actual: 1.26%
[2025-11-25T11:45:02.737228] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -0.82%, Actual: 1.01%
[2025-11-25T11:45:02.763400] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:02.765987] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:02.831676] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 23.8s | Global ETA: 49m 9s
[2025-11-25T11:45:02.831981] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:45:02.832951] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:02.833109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:02.838451] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.50% | Symbol ETA: 18.9s | Global ETA: 49m 9s
[2025-11-25T11:45:02.838608] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:45:02.839394] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:02.839470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:02.839565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:02.841812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:02.842437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:02.842948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:45:02.844764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:02.844840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:02.846025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:02.849343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:02.904940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:02.909592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:02.910525] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 1.09%, Actual: 0.83%
[2025-11-25T11:45:02.910787] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 47.4382%
[2025-11-25T11:45:02.910892] [INFO ] [main      ] CBU: DISCARDED add_day_shape_ratios (score: 47.44%)
[2025-11-25T11:45:02.910943] [INFO ] [main      ] CBU: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:45:02.910981] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency']
[2025-11-25T11:45:02.911021] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:45:02.914869] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 1.99%, Actual: 0.26%
[2025-11-25T11:45:02.925506] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:02.926259] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:45:02.927325] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:02.927405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:02.932686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:45:03.064790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:03.088930] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -2.81%, Actual: 3.27%
[2025-11-25T11:45:03.185590] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:45:03.252159] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:45:03.260974] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -3.26%, Actual: 5.90%
[2025-11-25T11:45:03.351954] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:03.412917] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 23.0s | Global ETA: 49m 11s
[2025-11-25T11:45:03.413215] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:45:03.414064] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:03.414202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:03.419046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:03.420765] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:45:03.420879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:03.421463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:03.421960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:45:03.423816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:03.428149] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.53%, Actual: 5.70%
[2025-11-25T11:45:03.438449] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:03.519347] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.91% | Symbol ETA: 18.0s | Global ETA: 49m 11s
[2025-11-25T11:45:03.519632] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:45:03.520475] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:03.520559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:03.525390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:03.526329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:03.528938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:03.587405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:03.593693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:03.598423] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 1.77%, Actual: 0.13%
[2025-11-25T11:45:03.607677] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:03.722353] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.65% | Symbol ETA: 1m 2s | Global ETA: 49m 11s
[2025-11-25T11:45:03.722669] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:45:03.723532] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:03.723692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:03.729439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:45:03.760615] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:45:03.772145] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 2.01%, Actual: 1.10%
[2025-11-25T11:45:03.857630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:03.929818] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:03.942229] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: -0.09%, Actual: 2.35%
[2025-11-25T11:45:03.942574] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 36.0000%
[2025-11-25T11:45:03.942752] [INFO ] [main      ] GTN: DISCARDED add_late_session_pressure (score: 36.00%)
[2025-11-25T11:45:03.942877] [INFO ] [main      ] GTN: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:45:03.942984] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity']
[2025-11-25T11:45:03.943095] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:45:03.946817] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:45:03.957130] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:03.957976] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:45:03.959032] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:03.959175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:03.960011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:03.962473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:03.964677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:03.991302] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 22.3s | Global ETA: 49m 12s
[2025-11-25T11:45:03.991595] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:45:03.992866] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:03.993007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:03.997895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:03.999729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:04.000290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:04.000718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:45:04.002568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:04.121523] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:04.195772] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -2.45% | Symbol ETA: 17.2s | Global ETA: 49m 13s
[2025-11-25T11:45:04.196051] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:45:04.197904] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:04.198247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:04.200255] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:45:04.203676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:04.204572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:04.207167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:04.261319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:04.265733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:04.320324] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:45:04.343196] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:45:04.369492] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:04.479865] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 4.77% | Symbol ETA: 1m 1s | Global ETA: 49m 14s
[2025-11-25T11:45:04.480156] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:45:04.481002] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:04.481140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:04.485981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:45:04.492702] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:04.514524] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:04.568035] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -9.12% | Symbol ETA: 19.8s | Global ETA: 49m 14s
[2025-11-25T11:45:04.568338] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:45:04.569218] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:04.569360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:04.570140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:04.572549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:04.574698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:04.576349] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 21.7s | Global ETA: 49m 14s
[2025-11-25T11:45:04.576625] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:45:04.577505] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:04.577691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:04.582546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:04.584529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:04.585124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:04.585592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:45:04.587452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:04.607969] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:45:04.613818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:04.779424] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:04.854794] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 16.4s | Global ETA: 49m 15s
[2025-11-25T11:45:04.855071] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:45:04.855915] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:04.856046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:04.860847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:04.861699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:04.864073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:04.918211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:04.922937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:04.924827] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:45:04.947204] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:45:04.955414] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:45:05.095175] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:05.122247] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:05.128396] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:05.157300] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 21.1s | Global ETA: 49m 16s
[2025-11-25T11:45:05.157593] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:45:05.158495] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:05.158670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:05.163827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:05.166231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:05.166845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:05.167377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:45:05.169310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:05.198047] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 19.2s | Global ETA: 49m 16s
[2025-11-25T11:45:05.198342] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:45:05.199229] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:05.199371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:05.200153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:05.202559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:05.204795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:05.239474] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -3.29% | Symbol ETA: 59.8s | Global ETA: 49m 16s
[2025-11-25T11:45:05.239783] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:45:05.240551] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:05.240712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:05.245537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:45:05.266154] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:45:05.368216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:05.434924] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:05.508511] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.25% | Symbol ETA: 15.7s | Global ETA: 49m 17s
[2025-11-25T11:45:05.508850] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:45:05.509833] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:05.509969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:05.512915] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:45:05.515112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:05.516103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:05.518760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:05.562671] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:45:05.574567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:05.579311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:05.687898] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:05.712381] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:45:05.737412] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:05.749375] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 20.5s | Global ETA: 49m 17s
[2025-11-25T11:45:05.749693] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:45:05.750507] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:05.750664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:05.755580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:05.757451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:05.758024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:05.758490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:45:05.760465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:05.814413] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 3.46% | Symbol ETA: 18.6s | Global ETA: 49m 18s
[2025-11-25T11:45:05.814756] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:45:05.815587] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:05.815745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:05.816507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:05.819071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:05.821202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:05.881005] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:05.929899] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:45:05.992332] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.89% | Symbol ETA: 59.0s | Global ETA: 49m 18s
[2025-11-25T11:45:05.992490] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:45:05.993300] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:05.993375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:05.998230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:45:06.101759] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:06.103727] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:45:06.122097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:06.162128] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:45:06.175996] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.09% | Symbol ETA: 15.0s | Global ETA: 49m 19s
[2025-11-25T11:45:06.176271] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:45:06.177126] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:06.177260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:06.182031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:06.182920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:06.185265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:06.240143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:06.245212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:06.275949] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:06.334337] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:06.337376] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 20.0s | Global ETA: 49m 19s
[2025-11-25T11:45:06.337688] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:45:06.338518] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:06.338691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:06.343547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:06.345387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:06.345986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:06.346452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:45:06.348363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:06.408583] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 2.18% | Symbol ETA: 18.0s | Global ETA: 49m 19s
[2025-11-25T11:45:06.408932] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:45:06.409735] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:06.409870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:06.410616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:06.413117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:06.415216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:06.461424] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:45:06.585698] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:45:06.629857] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:06.686753] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:45:06.735391] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 1.39% | Symbol ETA: 58.2s | Global ETA: 49m 20s
[2025-11-25T11:45:06.735633] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:45:06.736475] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:06.736558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:06.741326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:45:06.753947] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:45:06.755637] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:06.829053] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.04% | Symbol ETA: 14.3s | Global ETA: 49m 20s
[2025-11-25T11:45:06.829217] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:45:06.830000] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:06.830203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:06.835008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:06.835906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:06.838346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:06.854105] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:06.867627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:06.893047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:06.897751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:06.914463] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.54% | Symbol ETA: 19.4s | Global ETA: 49m 21s
[2025-11-25T11:45:06.914750] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:45:06.915563] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:06.915755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:06.920545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:06.922360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:06.922933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:06.923402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:45:06.924772] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:06.925241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:06.998677] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.71% | Symbol ETA: 17.3s | Global ETA: 49m 21s
[2025-11-25T11:45:06.998840] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:45:06.999590] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:06.999688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:07.000375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:07.002862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:07.004979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:07.216695] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:45:07.237529] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:45:07.267433] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:45:07.345097] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:45:07.389247] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:07.425042] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:07.438488] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:07.497892] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -2.95% | Symbol ETA: 13.6s | Global ETA: 49m 22s
[2025-11-25T11:45:07.498172] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:45:07.498994] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:07.499125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:07.500111] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.63% | Symbol ETA: 18.8s | Global ETA: 49m 22s
[2025-11-25T11:45:07.500386] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:45:07.501220] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:07.501362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:07.501397] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.42% | Symbol ETA: 57.5s | Global ETA: 49m 22s
[2025-11-25T11:45:07.501673] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:45:07.502487] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:07.502628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:07.503934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:07.504814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:07.506222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:07.507242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:07.508113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:07.508378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:45:07.508608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:07.509022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:45:07.510853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:07.518223] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:07.562133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:07.566458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:07.592471] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -3.56% | Symbol ETA: 16.7s | Global ETA: 49m 23s
[2025-11-25T11:45:07.592796] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:45:07.593682] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:07.593818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:07.594567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:07.596991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:07.599140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:07.636448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:07.853751] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:45:07.908290] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:45:07.942487] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:45:07.988759] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:45:08.025480] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:08.078331] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:08.085923] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 18.2s | Global ETA: 49m 24s
[2025-11-25T11:45:08.116099] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:08.150830] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.98% | Symbol ETA: 12.9s | Global ETA: 49m 24s
[2025-11-25T11:45:08.165190] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:08.191271] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 0.96% | Symbol ETA: 16.1s | Global ETA: 49m 24s
[2025-11-25T11:45:08.191598] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:45:08.192599] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:08.192794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:08.193773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:08.196426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:08.198681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:08.258099] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:45:08.274248] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: 0.18% | Symbol ETA: 56.7s | Global ETA: 49m 25s
[2025-11-25T11:45:08.274559] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:45:08.275451] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:08.275598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:08.280729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:45:08.322436] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.74%, Actual: 1.80%
[2025-11-25T11:45:08.410364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:08.428878] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:45:08.495255] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.50%, Actual: 1.05%
[2025-11-25T11:45:08.547949] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:45:08.598617] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:45:08.664972] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.91%, Actual: 0.03%
[2025-11-25T11:45:08.727611] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:08.759545] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:45:08.767459] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:45:08.803631] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -1.64% | Symbol ETA: 15.5s | Global ETA: 49m 26s
[2025-11-25T11:45:08.803952] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:45:08.804796] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:08.804934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:08.805706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:08.808139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:08.810353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:08.834303] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -2.45%, Actual: 1.54%
[2025-11-25T11:45:08.936270] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.27%
[2025-11-25T11:45:08.944738] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:09.002081] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 1.74%
[2025-11-25T11:45:09.053579] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.48% | Symbol ETA: 55.9s | Global ETA: 49m 27s
[2025-11-25T11:45:09.053869] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:45:09.054718] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:09.054856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:09.059724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:45:09.105630] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:45:09.154796] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:45:09.170583] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.25%, Actual: 1.54%
[2025-11-25T11:45:09.182822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:09.275480] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:45:09.327513] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:09.339883] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.09%, Actual: 0.28%
[2025-11-25T11:45:09.401813] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 2.95% | Symbol ETA: 14.9s | Global ETA: 49m 28s
[2025-11-25T11:45:09.402108] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:45:09.402988] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:09.403134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:09.404108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:09.406629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:09.408916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:09.445497] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.10%
[2025-11-25T11:45:09.511778] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.04%, Actual: 0.78%
[2025-11-25T11:45:09.531445] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:45:09.615171] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 0.07%
[2025-11-25T11:45:09.684624] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -2.95%, Actual: 1.98%
[2025-11-25T11:45:09.705021] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:09.782562] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:45:09.800882] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:45:09.801150] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 34.2884%
[2025-11-25T11:45:09.801315] [INFO ] [main      ] AFB: DISCARDED add_late_day_volatility (score: 34.29%)
[2025-11-25T11:45:09.801433] [INFO ] [main      ] AFB: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:45:09.801538] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure']
[2025-11-25T11:45:09.801682] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:45:09.815453] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -1.02% | Symbol ETA: 55.2s | Global ETA: 49m 29s
[2025-11-25T11:45:09.815764] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:45:09.816599] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:09.816603] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:09.816813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:09.817392] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:45:09.818355] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:09.818495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:09.821629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:45:09.823359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:09.825163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:09.825675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:09.826091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:45:09.828746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:09.853690] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.98%, Actual: 0.87%
[2025-11-25T11:45:09.853953] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 47.6017%
[2025-11-25T11:45:09.854049] [INFO ] [main      ] GSBD: DISCARDED add_morning_range_expansion (score: 47.60%)
[2025-11-25T11:45:09.854109] [INFO ] [main      ] GSBD: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:45:09.854156] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_open_11_elasticity']
[2025-11-25T11:45:09.854208] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:45:09.867220] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:09.867878] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:45:09.868750] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:09.868936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:09.873739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:09.874595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:09.877083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:09.931223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:09.932503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:09.949713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:09.953600] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:10.029440] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 3.39% | Symbol ETA: 14.3s | Global ETA: 49m 30s
[2025-11-25T11:45:10.170878] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:45:10.204129] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -9.12%, Actual: 3.08%
[2025-11-25T11:45:10.275467] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:45:10.298936] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:45:10.341330] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:10.373869] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 2.36%
[2025-11-25T11:45:10.406820] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 21.0s | Global ETA: 49m 31s
[2025-11-25T11:45:10.407122] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:45:10.408015] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:10.408158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:10.413069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:10.414929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:10.415478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:10.415971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:45:10.418676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:10.445761] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:10.474372] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:10.518585] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.61% | Symbol ETA: 17.5s | Global ETA: 49m 31s
[2025-11-25T11:45:10.518890] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:45:10.519735] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:10.519873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:10.524911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:10.525836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:10.528387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:10.544350] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 3.46%, Actual: 1.26%
[2025-11-25T11:45:10.581920] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.16% | Symbol ETA: 54.4s | Global ETA: 49m 31s
[2025-11-25T11:45:10.585609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:10.586989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:10.723005] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 2.18%, Actual: 0.26%
[2025-11-25T11:45:10.760591] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:45:10.761044] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.65%, Actual: 0.27%
[2025-11-25T11:45:10.899405] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.71%, Actual: 3.27%
[2025-11-25T11:45:10.932597] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:10.936324] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 4.77%, Actual: 2.79%
[2025-11-25T11:45:10.939723] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:45:10.997403] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 20.4s | Global ETA: 49m 32s
[2025-11-25T11:45:10.997721] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:45:10.998743] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:10.998885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:11.004057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:11.006101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:11.006665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:11.007171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:45:11.009833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:11.076385] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -3.56%, Actual: 5.90%
[2025-11-25T11:45:11.109003] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -3.29%, Actual: 1.15%
[2025-11-25T11:45:11.116712] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:11.190102] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.88% | Symbol ETA: 16.9s | Global ETA: 49m 33s
[2025-11-25T11:45:11.190397] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:45:11.191288] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:11.191423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:11.196437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:11.197461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:11.199957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:11.247498] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 0.96%, Actual: 5.70%
[2025-11-25T11:45:11.256930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:11.258664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:11.282917] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.89%, Actual: 1.48%
[2025-11-25T11:45:11.347338] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:45:11.417735] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -1.64%, Actual: 0.13%
[2025-11-25T11:45:11.458871] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 1.39%, Actual: 1.08%
[2025-11-25T11:45:11.515364] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:11.583395] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.19% | Symbol ETA: 19.8s | Global ETA: 49m 34s
[2025-11-25T11:45:11.584261] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:45:11.585066] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:11.585205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:11.590159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:11.591817] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 2.95%, Actual: 1.10%
[2025-11-25T11:45:11.592034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:11.592605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:11.593095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:45:11.595755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:11.605297] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:45:11.635814] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.42%, Actual: 0.53%
[2025-11-25T11:45:11.772075] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 3.39%, Actual: 2.35%
[2025-11-25T11:45:11.772302] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 33.1885%
[2025-11-25T11:45:11.772392] [INFO ] [main      ] GTN: DISCARDED add_micro_gap_fill_velocity (score: 33.19%)
[2025-11-25T11:45:11.772441] [INFO ] [main      ] GTN: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:45:11.772479] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:45:11.772552] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:45:11.783062] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:11.788549] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:11.789064] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:45:11.789992] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:11.790067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:11.790832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:11.793262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:11.794041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:11.807607] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 2.44%
[2025-11-25T11:45:11.855542] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 16.3s | Global ETA: 49m 35s
[2025-11-25T11:45:11.855836] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:45:11.856631] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:11.856783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:11.861517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:11.862371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:11.864694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:11.919769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:11.921076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:11.940304] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:45:11.980694] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 0.25%
[2025-11-25T11:45:12.114997] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:12.139299] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:45:12.154705] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -1.02%, Actual: 1.01%
[2025-11-25T11:45:12.179301] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.31% | Symbol ETA: 19.2s | Global ETA: 49m 36s
[2025-11-25T11:45:12.179455] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:45:12.180290] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:12.180378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:12.185309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:12.187535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:12.188271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:12.188791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:45:12.191783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:12.255047] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:45:12.306630] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:12.325912] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.83%
[2025-11-25T11:45:12.326131] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 47.7940%
[2025-11-25T11:45:12.326222] [INFO ] [main      ] CBU: DISCARDED add_directional_consistency (score: 47.79%)
[2025-11-25T11:45:12.326270] [INFO ] [main      ] CBU: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:45:12.326307] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_fullday_parkinson_range']
[2025-11-25T11:45:12.326347] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:45:12.340404] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:12.341020] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:45:12.341877] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:12.341948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:12.346804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:45:12.348560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:12.374514] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -6.53% | Symbol ETA: 17.8s | Global ETA: 49m 36s
[2025-11-25T11:45:12.374680] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:45:12.375456] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:12.375544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:12.376272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:12.378686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:12.379445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:12.425214] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:12.500111] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -2.29% | Symbol ETA: 15.6s | Global ETA: 49m 37s
[2025-11-25T11:45:12.500390] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:45:12.501246] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:12.501381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:12.506359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:12.507371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:12.509939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:12.550934] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:45:12.568949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:12.570686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:12.701136] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:45:12.729939] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:12.736490] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:45:12.794481] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 18.6s | Global ETA: 49m 38s
[2025-11-25T11:45:12.794639] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:45:12.795446] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:12.795522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:12.800676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:12.802708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:12.803341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:12.803853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:45:12.806693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:12.876573] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:12.910338] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:12.936419] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:45:12.980201] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -1.88% | Symbol ETA: 17.3s | Global ETA: 49m 38s
[2025-11-25T11:45:12.980366] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:45:12.981285] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:12.981424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:12.982150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:12.984571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:12.985626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:12.990354] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -2.74% | Symbol ETA: 57.6s | Global ETA: 49m 38s
[2025-11-25T11:45:12.990676] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:45:12.991522] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:12.991677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:12.996487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:45:12.998451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:13.121022] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:13.158899] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:45:13.196244] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 14.9s | Global ETA: 49m 39s
[2025-11-25T11:45:13.196397] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:45:13.197241] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:13.197319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:13.202677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:13.203816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:13.206904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:13.270911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:13.272564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:13.327178] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:13.340229] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:45:13.343463] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:45:13.390335] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 18.0s | Global ETA: 49m 39s
[2025-11-25T11:45:13.390628] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:45:13.391457] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:13.391639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:13.396543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:13.398369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:13.398973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:13.399447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:45:13.402164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:13.512857] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:13.513063] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:13.581263] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.74% | Symbol ETA: 16.7s | Global ETA: 49m 40s
[2025-11-25T11:45:13.581550] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:45:13.582377] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:13.582515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:13.583284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:13.585705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:13.586568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:13.620695] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 3.00% | Symbol ETA: 56.9s | Global ETA: 49m 40s
[2025-11-25T11:45:13.620991] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:45:13.621912] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:13.622053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:13.624843] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:45:13.627179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:45:13.629140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:13.747688] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:45:13.803981] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:13.875673] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.69% | Symbol ETA: 14.3s | Global ETA: 49m 41s
[2025-11-25T11:45:13.875953] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:45:13.876811] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:13.876942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:13.881864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:13.882780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:13.885194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:13.919898] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:13.925902] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:45:13.945394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:13.947530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:13.984133] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 17.4s | Global ETA: 49m 41s
[2025-11-25T11:45:13.984429] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:45:13.985292] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:13.985436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:13.986238] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:45:13.990491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:13.992432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:13.993039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:13.993517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:45:13.996330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:14.097055] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:14.162455] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:14.163792] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 5.28% | Symbol ETA: 16.1s | Global ETA: 49m 42s
[2025-11-25T11:45:14.164088] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:45:14.164936] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:14.165076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:14.165845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:14.168264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:14.169080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:14.272012] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -0.85% | Symbol ETA: 56.3s | Global ETA: 49m 42s
[2025-11-25T11:45:14.272311] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:45:14.273222] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:14.273364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:14.278458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:45:14.280369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:14.300591] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:45:14.342968] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:45:14.468266] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:14.511110] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:45:14.516668] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:14.538330] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.09% | Symbol ETA: 13.6s | Global ETA: 49m 43s
[2025-11-25T11:45:14.538494] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:45:14.539313] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:14.539520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:14.544299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:14.545210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:14.547588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:14.581180] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 16.9s | Global ETA: 49m 43s
[2025-11-25T11:45:14.581492] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:45:14.582424] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:14.582569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:14.587583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:14.589510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:14.590104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:14.590698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:45:14.593467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:14.601734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:14.603102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:14.632392] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:45:14.682675] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:14.749960] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.37% | Symbol ETA: 15.5s | Global ETA: 49m 43s
[2025-11-25T11:45:14.750245] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:45:14.751090] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:14.751228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:14.751999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:14.754388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:14.755203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:14.819794] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:14.940627] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:45:14.942814] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:45:14.957455] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -2.37% | Symbol ETA: 55.7s | Global ETA: 49m 44s
[2025-11-25T11:45:14.957831] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:45:14.959068] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:14.959310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:14.966039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:45:14.968301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:15.097111] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:45:15.109763] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:15.117292] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:15.180094] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.88% | Symbol ETA: 12.9s | Global ETA: 49m 44s
[2025-11-25T11:45:15.180255] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:45:15.181183] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:15.181315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:15.184011] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.55% | Symbol ETA: 16.3s | Global ETA: 49m 44s
[2025-11-25T11:45:15.184270] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:45:15.185106] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:15.185249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:15.186212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:15.187127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:15.189527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:15.190563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:15.192745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:15.193415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:15.193932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:45:15.196846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:15.244223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:15.245496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:15.272398] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:15.336308] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:45:15.341242] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -2.87% | Symbol ETA: 14.9s | Global ETA: 49m 45s
[2025-11-25T11:45:15.341536] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:45:15.342369] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:15.342514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:15.343311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:15.345793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:15.346593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:15.518198] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:15.553098] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:45:15.587000] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:45:15.626412] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.81% | Symbol ETA: 55.1s | Global ETA: 49m 46s
[2025-11-25T11:45:15.626723] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:45:15.627557] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:15.627711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:15.632969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:45:15.634868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:15.685403] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:45:15.729856] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:15.760864] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:15.794789] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -1.00% | Symbol ETA: 15.7s | Global ETA: 49m 46s
[2025-11-25T11:45:15.831597] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.89% | Symbol ETA: 12.3s | Global ETA: 49m 46s
[2025-11-25T11:45:15.831955] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:45:15.833109] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:15.833266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:15.839845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:15.841046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:15.844188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:15.856614] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:15.904872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:15.906507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:15.923217] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.62% | Symbol ETA: 14.3s | Global ETA: 49m 47s
[2025-11-25T11:45:15.923417] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:45:15.924269] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:15.924408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:15.925179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:15.927627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:15.928479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:15.974251] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T11:45:15.993466] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:45:16.172596] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:16.206488] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 0.15%
[2025-11-25T11:45:16.249368] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:45:16.269398] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:45:16.282486] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 54.4s | Global ETA: 49m 48s
[2025-11-25T11:45:16.282799] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:45:16.283707] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:16.283848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:16.289318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:45:16.291431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:16.389514] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.19%, Actual: 0.33%
[2025-11-25T11:45:16.424511] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:16.439811] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:16.494858] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 1.58% | Symbol ETA: 11.6s | Global ETA: 49m 48s
[2025-11-25T11:45:16.507469] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -1.03% | Symbol ETA: 13.7s | Global ETA: 49m 48s
[2025-11-25T11:45:16.507712] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:45:16.508558] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:16.508715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:16.509461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:16.511899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:16.512720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:16.560156] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 0.02%
[2025-11-25T11:45:16.662934] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:45:16.668544] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.61%, Actual: 1.80%
[2025-11-25T11:45:16.734636] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.27%
[2025-11-25T11:45:16.836741] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 1.05%
[2025-11-25T11:45:16.841275] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:16.849811] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:45:16.921113] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.27%
[2025-11-25T11:45:16.956045] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 53.8s | Global ETA: 49m 50s
[2025-11-25T11:45:16.956362] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:45:16.957367] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:16.957524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:16.963533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:45:16.965847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:17.007583] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.03%
[2025-11-25T11:45:17.020801] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:17.088328] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -0.24% | Symbol ETA: 13.1s | Global ETA: 49m 50s
[2025-11-25T11:45:17.088612] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:45:17.089450] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:17.089588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:17.090362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:17.092812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:17.093670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:17.096971] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 0.11%
[2025-11-25T11:45:17.180295] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -2.29%, Actual: 1.54%
[2025-11-25T11:45:17.267325] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.10%
[2025-11-25T11:45:17.324867] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:45:17.355489] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 1.74%
[2025-11-25T11:45:17.443893] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.55%, Actual: 0.07%
[2025-11-25T11:45:17.459346] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:45:17.504578] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:17.531572] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.69%, Actual: 1.54%
[2025-11-25T11:45:17.618518] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -1.00%, Actual: 1.01%
[2025-11-25T11:45:17.619014] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 35.9097%
[2025-11-25T11:45:17.619223] [INFO ] [main      ] AFB: DISCARDED add_late_hour_microstructure (score: 35.91%)
[2025-11-25T11:45:17.619312] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.58% | Symbol ETA: 53.1s | Global ETA: 49m 51s
[2025-11-25T11:45:17.619369] [INFO ] [main      ] AFB: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:45:17.619555] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:45:17.619554] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_late_session_pressure']
[2025-11-25T11:45:17.619720] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:45:17.620742] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:17.621021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:17.628902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:45:17.631688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:17.634470] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:17.635268] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:45:17.636247] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:17.636405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:17.637462] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:17.641562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:17.643575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:17.644262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:17.644780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:17.646007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:17.703265] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.09%, Actual: 0.28%
[2025-11-25T11:45:17.704798] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 5.18% | Symbol ETA: 12.5s | Global ETA: 49m 52s
[2025-11-25T11:45:17.872444] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.88%, Actual: 0.78%
[2025-11-25T11:45:17.874368] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -6.53%, Actual: 3.08%
[2025-11-25T11:45:17.984723] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:45:18.016164] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:45:18.040172] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.89%, Actual: 1.98%
[2025-11-25T11:45:18.042693] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 2.36%
[2025-11-25T11:45:18.155604] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:18.190304] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:18.205824] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 1.58%, Actual: 0.87%
[2025-11-25T11:45:18.206100] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 45.7846%
[2025-11-25T11:45:18.206264] [INFO ] [main      ] GSBD: DISCARDED add_open_11_elasticity (score: 45.78%)
[2025-11-25T11:45:18.206372] [INFO ] [main      ] GSBD: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:45:18.206465] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_open_reversal_intensity']
[2025-11-25T11:45:18.206564] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:45:18.215028] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.74%, Actual: 1.26%
[2025-11-25T11:45:18.220062] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:18.220458] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:45:18.221527] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:18.221676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:18.226489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:18.227394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:18.229746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:18.255540] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 20.3s | Global ETA: 49m 53s
[2025-11-25T11:45:18.255828] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:45:18.256699] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:18.256838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:18.261824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:18.263764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:18.264479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:18.264975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:18.265206] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 52.4s | Global ETA: 49m 53s
[2025-11-25T11:45:18.265494] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:45:18.266071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:18.266558] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:18.266722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:18.271967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:45:18.273923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:18.285689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:18.287077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:18.390915] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 5.28%, Actual: 0.26%
[2025-11-25T11:45:18.562401] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.37%, Actual: 3.27%
[2025-11-25T11:45:18.614084] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:45:18.624829] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:45:18.628181] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:45:18.733335] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -2.87%, Actual: 5.90%
[2025-11-25T11:45:18.786984] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:18.793255] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:18.807207] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:18.849758] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 19.6s | Global ETA: 49m 55s
[2025-11-25T11:45:18.850059] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:45:18.850923] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:18.851154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:18.856114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:18.858050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:18.858668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:18.859179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:18.860299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:18.865799] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.20% | Symbol ETA: 16.3s | Global ETA: 49m 55s
[2025-11-25T11:45:18.866066] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:45:18.866914] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:18.867084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:18.871901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:18.872769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:18.875129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:18.904521] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.62%, Actual: 5.70%
[2025-11-25T11:45:18.919230] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 51.8s | Global ETA: 49m 55s
[2025-11-25T11:45:18.932765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:18.934297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:19.078863] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -1.03%, Actual: 0.13%
[2025-11-25T11:45:19.100431] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -2.74%, Actual: 0.27%
[2025-11-25T11:45:19.204564] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:45:19.249420] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 1.10%
[2025-11-25T11:45:19.276319] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 3.00%, Actual: 2.79%
[2025-11-25T11:45:19.292395] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:45:19.375347] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:19.421149] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 5.18%, Actual: 2.35%
[2025-11-25T11:45:19.421559] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 38.7528%
[2025-11-25T11:45:19.421684] [INFO ] [main      ] GTN: DISCARDED add_morning_followthrough_mag_T0 (score: 38.75%)
[2025-11-25T11:45:19.421814] [INFO ] [main      ] GTN: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:45:19.421925] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_morning_range_expansion']
[2025-11-25T11:45:19.422037] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:45:19.436327] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:19.436985] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:45:19.437970] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:19.438120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:19.438193] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 19.0s | Global ETA: 49m 57s
[2025-11-25T11:45:19.438357] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:45:19.438942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:19.439185] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:19.439285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:19.441848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:19.444194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:19.446045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:19.446216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:19.446606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:19.447140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:19.447544] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -0.85%, Actual: 1.15%
[2025-11-25T11:45:19.448324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:19.467089] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:19.538670] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 15.8s | Global ETA: 49m 57s
[2025-11-25T11:45:19.538828] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:45:19.539582] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:19.539682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:19.544506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:19.545475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:19.547916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:19.603426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:19.604976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:19.619246] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -2.37%, Actual: 1.48%
[2025-11-25T11:45:19.783625] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:45:19.792060] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:45:19.798152] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.81%, Actual: 1.08%
[2025-11-25T11:45:19.942164] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:45:19.950415] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:19.964697] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:19.975771] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.53%
[2025-11-25T11:45:20.013092] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 18.3s | Global ETA: 49m 58s
[2025-11-25T11:45:20.013396] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:45:20.014237] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:20.014377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:20.019307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:20.021129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:20.021707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:20.022184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:20.023291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:20.034432] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.41% | Symbol ETA: 16.7s | Global ETA: 49m 58s
[2025-11-25T11:45:20.034758] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:45:20.035604] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:20.035766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:20.036535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:20.039050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:20.043544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:20.114419] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:20.156049] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 2.44%
[2025-11-25T11:45:20.185295] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.56% | Symbol ETA: 15.1s | Global ETA: 49m 59s
[2025-11-25T11:45:20.185551] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:45:20.186374] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:20.186509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:20.191447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:20.192338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:20.194741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:20.250152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:20.251743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:20.334382] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.58%, Actual: 0.25%
[2025-11-25T11:45:20.362052] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:45:20.386774] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:45:20.508287] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 1.01%
[2025-11-25T11:45:20.532009] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:20.558940] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:20.593285] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:45:20.593758] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.60% | Symbol ETA: 17.7s | Global ETA: 50m 0s
[2025-11-25T11:45:20.593914] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:45:20.594679] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:20.594875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:20.599793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:20.601593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:20.602170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:20.602664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:20.603728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:20.627711] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 1.02% | Symbol ETA: 16.1s | Global ETA: 50m 0s
[2025-11-25T11:45:20.627858] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:45:20.628614] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:20.628699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:20.629389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:20.631739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:20.635909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:20.677618] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.68%, Actual: 0.83%
[2025-11-25T11:45:20.677863] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 43.9431%
[2025-11-25T11:45:20.677958] [INFO ] [main      ] CBU: DISCARDED add_fullday_parkinson_range (score: 43.94%)
[2025-11-25T11:45:20.678018] [INFO ] [main      ] CBU: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:45:20.678061] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state']
[2025-11-25T11:45:20.678107] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:45:20.691433] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:20.692076] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:45:20.692945] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:20.693024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:20.697838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:45:20.743220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:20.768800] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:20.841923] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -2.02% | Symbol ETA: 14.5s | Global ETA: 50m 1s
[2025-11-25T11:45:20.842174] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:45:20.843051] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:20.843155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:20.848210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:20.849074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:20.851749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:20.906090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:20.907562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:20.950886] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:45:20.980485] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:45:21.093837] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:45:21.125790] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:21.148286] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:21.187984] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.24% | Symbol ETA: 17.1s | Global ETA: 50m 2s
[2025-11-25T11:45:21.188268] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:45:21.189105] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:21.189247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:21.194022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:21.195815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:21.196415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:21.196907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:21.198003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:21.217770] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 15.4s | Global ETA: 50m 2s
[2025-11-25T11:45:21.218038] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:45:21.218865] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:21.219005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:21.219772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:21.222159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:21.226406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:21.246606] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:45:21.262273] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:21.373342] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.34% | Symbol ETA: 46.0s | Global ETA: 50m 2s
[2025-11-25T11:45:21.373517] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:45:21.374431] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:21.374572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:21.379543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:45:21.415886] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:21.423812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:21.487416] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.51% | Symbol ETA: 13.8s | Global ETA: 50m 3s
[2025-11-25T11:45:21.487740] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:45:21.488576] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:21.488728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:21.493548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:21.494435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:21.496779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:21.532722] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:45:21.552317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:21.553819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:21.561258] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:45:21.701843] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:21.730115] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:21.764969] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:45:21.764962] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 16.5s | Global ETA: 50m 3s
[2025-11-25T11:45:21.765276] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:45:21.766168] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:21.766313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:21.771195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:21.773084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:21.773697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:21.774175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:21.775233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:21.799008] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.01% | Symbol ETA: 14.8s | Global ETA: 50m 3s
[2025-11-25T11:45:21.799291] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:45:21.800120] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:21.800257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:21.801030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:21.803839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:21.808085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:21.900388] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:45:21.938009] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:22.049705] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 3.85% | Symbol ETA: 45.3s | Global ETA: 50m 4s
[2025-11-25T11:45:22.049965] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:45:22.050802] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:22.050938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:22.055836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:45:22.073695] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:22.098770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:22.115692] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:45:22.143809] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.18% | Symbol ETA: 13.1s | Global ETA: 50m 4s
[2025-11-25T11:45:22.144091] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:45:22.144914] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:22.145075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:22.148906] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:45:22.150041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:22.150959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:22.153389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:22.208690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:22.210101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:22.283156] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:22.316018] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:22.344185] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.52% | Symbol ETA: 15.9s | Global ETA: 50m 5s
[2025-11-25T11:45:22.344494] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:45:22.345347] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:22.345491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:22.350321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:22.352201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:22.352791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:22.353269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:22.354325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:22.384035] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: 0.57% | Symbol ETA: 14.2s | Global ETA: 50m 5s
[2025-11-25T11:45:22.384305] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:45:22.385173] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:22.385318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:22.386088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:22.388492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:22.392811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:22.436883] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:45:22.553692] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:45:22.609549] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:22.714037] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:45:22.728267] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.64% | Symbol ETA: 44.7s | Global ETA: 50m 6s
[2025-11-25T11:45:22.728561] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:45:22.729082] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:22.729384] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:22.729460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:22.734407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:45:22.735831] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:45:22.779774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:22.800093] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: 0.56% | Symbol ETA: 12.5s | Global ETA: 50m 6s
[2025-11-25T11:45:22.800364] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:45:22.801213] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:22.801345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:22.806303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:22.807196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:22.809567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:22.864703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:22.866204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:22.888486] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:22.905057] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:22.950591] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.67% | Symbol ETA: 15.4s | Global ETA: 50m 7s
[2025-11-25T11:45:22.950776] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:45:22.951536] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:22.951623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:22.956568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:22.958485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:22.959074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:22.959554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:45:22.960604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:22.974574] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -4.49% | Symbol ETA: 13.6s | Global ETA: 50m 7s
[2025-11-25T11:45:22.974807] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:45:22.975581] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:22.975707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:22.976417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:22.978823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:22.983059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:23.122154] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:45:23.208572] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:45:23.291321] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:23.306544] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:45:23.319802] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:45:23.378622] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:23.404216] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -0.10% | Symbol ETA: 44.0s | Global ETA: 50m 8s
[2025-11-25T11:45:23.404364] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:45:23.405153] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:23.405227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:23.410099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:45:23.449932] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.12% | Symbol ETA: 11.8s | Global ETA: 50m 8s
[2025-11-25T11:45:23.450100] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:45:23.450900] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:23.451105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:23.454051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:23.456017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:23.457073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:23.459749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:23.479872] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:23.495156] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:23.514754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:23.516431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:23.542275] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 14.8s | Global ETA: 50m 8s
[2025-11-25T11:45:23.564598] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.26% | Symbol ETA: 13.1s | Global ETA: 50m 9s
[2025-11-25T11:45:23.564827] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:45:23.565845] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:23.565983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:23.566968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:23.569409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:23.573742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:23.722305] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.01%, Actual: 0.04%
[2025-11-25T11:45:23.799630] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:45:23.872399] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:45:23.898202] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.15%
[2025-11-25T11:45:23.920015] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:45:23.972572] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:24.052331] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:24.073179] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 0.33%
[2025-11-25T11:45:24.083016] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 43.3s | Global ETA: 50m 10s
[2025-11-25T11:45:24.083322] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:45:24.084169] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:24.084309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:24.089207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:45:24.099616] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:24.128784] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.09% | Symbol ETA: 11.2s | Global ETA: 50m 10s
[2025-11-25T11:45:24.129056] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:45:24.129880] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:24.130010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:24.134234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:24.135551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:24.136424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:24.139081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:24.173935] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -2.53% | Symbol ETA: 12.5s | Global ETA: 50m 10s
[2025-11-25T11:45:24.174195] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:45:24.175060] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:24.175200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:24.175969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:24.178704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:24.183395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:24.194882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:24.196467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:24.249486] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.02%
[2025-11-25T11:45:24.419220] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.60%, Actual: 0.27%
[2025-11-25T11:45:24.478108] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:45:24.525608] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:45:24.544730] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:45:24.587396] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.24%, Actual: 0.27%
[2025-11-25T11:45:24.647888] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:24.699463] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:24.712850] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:24.754445] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.11%
[2025-11-25T11:45:24.755515] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -2.94% | Symbol ETA: 42.6s | Global ETA: 50m 12s
[2025-11-25T11:45:24.755812] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:45:24.756685] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:24.756820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:24.761682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:45:24.768187] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 2.01% | Symbol ETA: 11.9s | Global ETA: 50m 12s
[2025-11-25T11:45:24.768413] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:45:24.769256] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:24.769399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:24.770209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:24.772709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:24.777149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:24.783274] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 1.35% | Symbol ETA: 10.5s | Global ETA: 50m 12s
[2025-11-25T11:45:24.805312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:24.923156] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.10%
[2025-11-25T11:45:24.957456] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.20%, Actual: 1.80%
[2025-11-25T11:45:25.095398] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.67%, Actual: 0.07%
[2025-11-25T11:45:25.133624] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.22%, Actual: 1.05%
[2025-11-25T11:45:25.150900] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:45:25.157400] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:45:25.271102] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.68%, Actual: 1.01%
[2025-11-25T11:45:25.271367] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 40.8413%
[2025-11-25T11:45:25.271523] [INFO ] [main      ] AFB: DISCARDED add_late_session_pressure (score: 40.84%)
[2025-11-25T11:45:25.271586] [INFO ] [main      ] AFB: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:45:25.271637] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_micro_gap_fill_velocity']
[2025-11-25T11:45:25.271708] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:45:25.312258] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 0.03%
[2025-11-25T11:45:25.325024] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:25.336765] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:25.396784] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 3.91% | Symbol ETA: 11.3s | Global ETA: 50m 14s
[2025-11-25T11:45:25.448956] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 41.9s | Global ETA: 50m 14s
[2025-11-25T11:45:25.449109] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:45:25.450071] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:25.450152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:25.454884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:45:25.487802] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:25.489135] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:45:25.490731] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:25.490922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:25.494054] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -2.02%, Actual: 1.54%
[2025-11-25T11:45:25.497326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:25.499805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:25.500168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:25.501048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:25.501664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:25.504058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:25.585868] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.41%, Actual: 3.08%
[2025-11-25T11:45:25.674622] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 1.74%
[2025-11-25T11:45:25.755746] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.02%, Actual: 2.36%
[2025-11-25T11:45:25.839240] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:45:25.855491] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.18%, Actual: 1.54%
[2025-11-25T11:45:25.866751] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:45:25.924895] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 0.75%, Actual: 1.26%
[2025-11-25T11:45:26.008188] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:26.034981] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: 0.56%, Actual: 0.28%
[2025-11-25T11:45:26.050219] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:26.096454] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.01%, Actual: 0.26%
[2025-11-25T11:45:26.115563] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -1.12% | Symbol ETA: 41.3s | Global ETA: 50m 16s
[2025-11-25T11:45:26.115851] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:45:26.116689] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:26.116830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:26.121636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:45:26.125565] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 19.0s | Global ETA: 50m 16s
[2025-11-25T11:45:26.126017] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:45:26.126992] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:26.127162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:26.132381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:26.134326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:26.134984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:26.135479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:26.137661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:26.164101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:26.213929] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.12%, Actual: 0.78%
[2025-11-25T11:45:26.267095] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: 0.57%, Actual: 3.27%
[2025-11-25T11:45:26.388362] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.09%, Actual: 1.98%
[2025-11-25T11:45:26.475245] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -4.49%, Actual: 5.90%
[2025-11-25T11:45:26.503113] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:45:26.506506] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:45:26.568419] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 1.35%, Actual: 0.87%
[2025-11-25T11:45:26.568851] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 51.3646%
[2025-11-25T11:45:26.569009] [INFO ] [main      ] GSBD: DISCARDED add_open_reversal_intensity (score: 51.36%)
[2025-11-25T11:45:26.569119] [INFO ] [main      ] GSBD: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:26.569235] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:45:26.569342] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:45:26.582777] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:26.583565] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:45:26.584491] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:26.584623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:26.589460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:26.590297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:26.592608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:26.648190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:26.650294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:26.654411] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.26%, Actual: 5.70%
[2025-11-25T11:45:26.678618] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:26.695904] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:26.772626] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 18.4s | Global ETA: 50m 18s
[2025-11-25T11:45:26.773027] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:45:26.773984] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:26.774073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:26.779456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:26.781407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:26.781964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:26.782451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:26.784475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:26.792122] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.99% | Symbol ETA: 40.6s | Global ETA: 50m 18s
[2025-11-25T11:45:26.792456] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:45:26.793307] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:26.793479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:26.798280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:45:26.836697] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -2.53%, Actual: 0.13%
[2025-11-25T11:45:26.842778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:27.010419] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 2.01%, Actual: 1.10%
[2025-11-25T11:45:27.019804] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:45:27.142851] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:45:27.185743] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 3.91%, Actual: 2.35%
[2025-11-25T11:45:27.185976] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 37.7031%
[2025-11-25T11:45:27.186068] [INFO ] [main      ] GTN: DISCARDED add_morning_range_expansion (score: 37.70%)
[2025-11-25T11:45:27.186115] [INFO ] [main      ] GTN: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:45:27.186150] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_open_11_elasticity']
[2025-11-25T11:45:27.186191] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:45:27.186562] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:45:27.200411] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:27.201092] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:45:27.202009] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:27.202083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:27.203027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:27.205707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:27.206950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:27.210739] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:27.294345] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.20% | Symbol ETA: 16.2s | Global ETA: 50m 19s
[2025-11-25T11:45:27.294878] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:45:27.296055] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:27.296191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:27.301801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:27.302752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:27.305231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:27.329555] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:27.359297] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:27.363706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:27.366068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:27.402436] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.22% | Symbol ETA: 17.8s | Global ETA: 50m 20s
[2025-11-25T11:45:27.402675] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:45:27.403538] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:27.403621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:27.409005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:27.410874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:27.411389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:27.411818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:27.413788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:27.473066] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 39.9s | Global ETA: 50m 20s
[2025-11-25T11:45:27.564421] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:45:27.648785] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.34%, Actual: 0.27%
[2025-11-25T11:45:27.730688] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:45:27.741230] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:27.790765] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:45:27.814955] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.53% | Symbol ETA: 16.1s | Global ETA: 50m 21s
[2025-11-25T11:45:27.815296] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:45:27.816201] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:27.816366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:27.817337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:27.819193] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 3.85%, Actual: 2.79%
[2025-11-25T11:45:27.819824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:27.821110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:27.923954] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:27.974311] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:27.989403] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.64%, Actual: 1.15%
[2025-11-25T11:45:27.999765] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -0.94% | Symbol ETA: 15.4s | Global ETA: 50m 21s
[2025-11-25T11:45:28.000054] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:45:28.000964] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:28.001096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:28.006277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:28.007230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:28.010310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:28.047957] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 17.1s | Global ETA: 50m 21s
[2025-11-25T11:45:28.048389] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:45:28.049379] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:28.049548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:28.054926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:28.057103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:28.057801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:28.058349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:28.060659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:28.073119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:28.075630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:28.158555] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 1.48%
[2025-11-25T11:45:28.166925] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:45:28.327464] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 1.08%
[2025-11-25T11:45:28.343251] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:28.414601] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 2.91% | Symbol ETA: 15.4s | Global ETA: 50m 22s
[2025-11-25T11:45:28.414977] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:45:28.415882] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:28.416022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:28.416802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:28.419289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:28.420536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:28.423400] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:45:28.464352] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:45:28.499750] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -2.94%, Actual: 0.53%
[2025-11-25T11:45:28.605042] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:28.646270] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:28.671304] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 2.44%
[2025-11-25T11:45:28.678782] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.00% | Symbol ETA: 16.5s | Global ETA: 50m 23s
[2025-11-25T11:45:28.679215] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:45:28.680120] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:28.680271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:28.685422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:28.687532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:28.688186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:28.688736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:28.690788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:28.721245] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.01% | Symbol ETA: 14.7s | Global ETA: 50m 23s
[2025-11-25T11:45:28.721572] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:45:28.722465] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:28.722606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:28.727665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:28.728784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:28.731362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:28.762609] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:45:28.789229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:28.791517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:28.839961] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -1.12%, Actual: 0.25%
[2025-11-25T11:45:28.934579] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:29.007636] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 14.8s | Global ETA: 50m 24s
[2025-11-25T11:45:29.007975] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:45:29.008923] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:29.009066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:29.009087] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.99%, Actual: 1.01%
[2025-11-25T11:45:29.009951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:29.012491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:29.013852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:29.064217] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:45:29.154931] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:45:29.178701] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.83%
[2025-11-25T11:45:29.179046] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 29.5164%
[2025-11-25T11:45:29.179210] [INFO ] [main      ] CBU: DISCARDED add_gap_fill_state (score: 29.52%)
[2025-11-25T11:45:29.179327] [INFO ] [main      ] CBU: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:45:29.179429] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_morning_composite']
[2025-11-25T11:45:29.179536] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:45:29.193084] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:29.193810] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:45:29.194745] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:29.194882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:29.199790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:45:29.200897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:29.241843] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:29.317087] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 15.8s | Global ETA: 50m 25s
[2025-11-25T11:45:29.317551] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:45:29.318620] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:29.318847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:29.324272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:29.326390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:29.327093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:29.327680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:29.328609] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:29.330385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:29.388174] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:45:29.399927] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -2.38% | Symbol ETA: 14.0s | Global ETA: 50m 25s
[2025-11-25T11:45:29.400228] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:45:29.401062] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:29.401212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:29.406100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:29.406969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:29.409401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:29.466252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:29.468786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:29.542303] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:45:29.580858] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:29.651208] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 7.23% | Symbol ETA: 14.3s | Global ETA: 50m 26s
[2025-11-25T11:45:29.651708] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:45:29.652755] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:29.652892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:29.653685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:29.656095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:29.657379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:29.716308] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:29.721477] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:45:29.825327] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:45:29.830113] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -0.40% | Symbol ETA: 41.4s | Global ETA: 50m 27s
[2025-11-25T11:45:29.830437] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:45:29.831355] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:29.831499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:29.836341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:45:29.837449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:29.898668] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:29.969883] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 15.2s | Global ETA: 50m 27s
[2025-11-25T11:45:29.970303] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:45:29.971253] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:29.971400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:29.976529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:29.978588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:29.979207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:29.979718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:29.981823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:30.014077] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:30.014573] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:45:30.087576] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 13.3s | Global ETA: 50m 27s
[2025-11-25T11:45:30.087865] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:45:30.088902] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:30.089033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:30.093788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:30.094632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:30.097083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:30.152121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:30.154262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:30.180089] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:45:30.192896] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:30.262583] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.92% | Symbol ETA: 13.6s | Global ETA: 50m 28s
[2025-11-25T11:45:30.262962] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:45:30.263864] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:30.264009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:30.264870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:30.267414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:30.268846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:30.347765] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:30.351593] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:45:30.457113] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 1.67% | Symbol ETA: 40.8s | Global ETA: 50m 28s
[2025-11-25T11:45:30.457397] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:45:30.458248] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:30.458388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:30.463632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:45:30.464720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:30.520400] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:45:30.524886] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:30.593364] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.74% | Symbol ETA: 14.6s | Global ETA: 50m 29s
[2025-11-25T11:45:30.593756] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:45:30.594681] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:30.594822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:30.599771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:30.601624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:30.602293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:30.602791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:30.604807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:30.613879] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:45:30.693497] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:30.766467] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.78% | Symbol ETA: 12.5s | Global ETA: 50m 29s
[2025-11-25T11:45:30.766617] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:45:30.767427] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:30.767502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:30.772319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:30.773256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:30.775720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:30.788622] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:30.809121] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:45:30.831333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:30.833401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:30.858175] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 13.0s | Global ETA: 50m 30s
[2025-11-25T11:45:30.858448] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:45:30.859312] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:30.859478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:30.860292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:30.862724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:30.864123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:30.957699] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:45:30.983117] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:31.096366] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -3.02% | Symbol ETA: 40.1s | Global ETA: 50m 30s
[2025-11-25T11:45:31.096886] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:45:31.097721] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:31.097818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:31.103164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:45:31.104278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:31.150703] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:31.173190] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:45:31.214156] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:45:31.221750] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.73% | Symbol ETA: 13.9s | Global ETA: 50m 31s
[2025-11-25T11:45:31.221964] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:45:31.222850] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:31.222931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:31.228895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:31.231148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:31.231722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:31.232171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:45:31.234252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:31.344662] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:31.391995] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:31.415692] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.29% | Symbol ETA: 11.8s | Global ETA: 50m 31s
[2025-11-25T11:45:31.415847] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:45:31.416692] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:31.416770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:31.421945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:31.422846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:31.425323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:31.460442] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 3.13% | Symbol ETA: 12.4s | Global ETA: 50m 31s
[2025-11-25T11:45:31.460741] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:45:31.461593] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:31.461752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:31.462507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:31.464987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:31.466263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:31.468790] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:45:31.482426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:31.484533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:31.591765] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:45:31.672162] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:31.780348] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:31.787139] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -3.34% | Symbol ETA: 39.6s | Global ETA: 50m 32s
[2025-11-25T11:45:31.787310] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:45:31.788172] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:31.788248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:31.793482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:45:31.794614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:31.812449] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:45:31.853481] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:45:31.857744] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 13.3s | Global ETA: 50m 32s
[2025-11-25T11:45:31.982107] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:32.027236] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:32.046872] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:45:32.049202] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -1.68% | Symbol ETA: 11.8s | Global ETA: 50m 33s
[2025-11-25T11:45:32.049427] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:45:32.050300] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:32.050443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:32.051238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:32.053698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:32.054984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:32.099083] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.36% | Symbol ETA: 11.1s | Global ETA: 50m 33s
[2025-11-25T11:45:32.099233] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:45:32.100039] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:32.100115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:32.105011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:32.105829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:32.108323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:32.147284] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:45:32.162891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:32.164775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:32.245107] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 0.15%
[2025-11-25T11:45:32.315481] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:32.396140] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:45:32.421145] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 2.10% | Symbol ETA: 38.9s | Global ETA: 50m 34s
[2025-11-25T11:45:32.421423] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:45:32.421598] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 0.33%
[2025-11-25T11:45:32.422281] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:32.422359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:32.427142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:45:32.428237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:32.500956] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:45:32.567381] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:32.602441] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.02%
[2025-11-25T11:45:32.633604] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -0.99% | Symbol ETA: 11.2s | Global ETA: 50m 35s
[2025-11-25T11:45:32.633766] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:45:32.634523] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:32.634590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:32.635589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:32.638013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:32.639173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:32.674162] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:32.747752] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.11% | Symbol ETA: 10.4s | Global ETA: 50m 35s
[2025-11-25T11:45:32.747903] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:45:32.748728] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:32.748807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:32.753856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:32.754703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:32.757066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:32.772406] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:45:32.793736] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.00%, Actual: 0.27%
[2025-11-25T11:45:32.816548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:32.819540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:32.946996] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:32.978583] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 0.27%
[2025-11-25T11:45:32.990566] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:45:33.054816] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -3.01% | Symbol ETA: 38.3s | Global ETA: 50m 36s
[2025-11-25T11:45:33.054992] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:45:33.055769] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:33.055845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:33.060597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:45:33.061595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:33.158634] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:33.159061] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.11%
[2025-11-25T11:45:33.166966] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:45:33.224767] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.08% | Symbol ETA: 10.6s | Global ETA: 50m 36s
[2025-11-25T11:45:33.335784] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:33.339235] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 0.10%
[2025-11-25T11:45:33.393662] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.53%, Actual: 3.08%
[2025-11-25T11:45:33.394600] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:45:33.404597] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 1.78% | Symbol ETA: 9.8s | Global ETA: 50m 37s
[2025-11-25T11:45:33.518348] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.73%, Actual: 0.07%
[2025-11-25T11:45:33.564005] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:33.564572] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 2.91%, Actual: 2.36%
[2025-11-25T11:45:33.574932] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.20%, Actual: 1.80%
[2025-11-25T11:45:33.674960] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.28% | Symbol ETA: 37.6s | Global ETA: 50m 38s
[2025-11-25T11:45:33.675319] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:45:33.676172] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:33.676314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:33.685353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:45:33.686755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:33.694338] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.51%, Actual: 1.01%
[2025-11-25T11:45:33.694859] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 39.0895%
[2025-11-25T11:45:33.695028] [INFO ] [main      ] AFB: DISCARDED add_micro_gap_fill_velocity (score: 39.09%)
[2025-11-25T11:45:33.695150] [INFO ] [main      ] AFB: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:45:33.695259] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:45:33.695368] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:45:33.711139] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:33.711912] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:45:33.712957] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:33.713101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:33.718139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:33.720038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:33.720633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:33.721131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:33.721887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:33.739449] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 1.26%
[2025-11-25T11:45:33.750238] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -0.94%, Actual: 1.05%
[2025-11-25T11:45:33.914062] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 7.23%, Actual: 0.26%
[2025-11-25T11:45:33.927140] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.03%
[2025-11-25T11:45:34.032950] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:45:34.069551] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:45:34.088732] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.92%, Actual: 3.27%
[2025-11-25T11:45:34.102488] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -2.38%, Actual: 1.54%
[2025-11-25T11:45:34.206631] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:34.249262] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:34.259749] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 5.90%
[2025-11-25T11:45:34.272441] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 1.74%
[2025-11-25T11:45:34.317981] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 18.9s | Global ETA: 50m 39s
[2025-11-25T11:45:34.318391] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:45:34.319317] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:34.319460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:34.320694] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 37.0s | Global ETA: 50m 39s
[2025-11-25T11:45:34.321049] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:45:34.321977] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:34.322122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:34.324633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:34.326677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:34.327296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:34.327219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:45:34.327757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:34.328499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:34.328543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:34.432883] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 3.13%, Actual: 5.70%
[2025-11-25T11:45:34.442267] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.78%, Actual: 1.54%
[2025-11-25T11:45:34.610157] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -1.68%, Actual: 0.13%
[2025-11-25T11:45:34.611209] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.29%, Actual: 0.28%
[2025-11-25T11:45:34.685332] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:45:34.747250] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:45:34.783817] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.36%, Actual: 0.78%
[2025-11-25T11:45:34.801572] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -0.99%, Actual: 1.10%
[2025-11-25T11:45:34.865685] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:34.915509] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:34.933059] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 18.4s | Global ETA: 50m 41s
[2025-11-25T11:45:34.933308] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:45:34.934447] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:34.934758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:34.941595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:34.944067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:34.944827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:34.945357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:34.946268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:34.957471] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.11%, Actual: 1.98%
[2025-11-25T11:45:34.971056] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.08%, Actual: 2.35%
[2025-11-25T11:45:34.971292] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 36.9594%
[2025-11-25T11:45:34.971556] [INFO ] [main      ] GTN: DISCARDED add_open_11_elasticity (score: 36.96%)
[2025-11-25T11:45:34.971690] [INFO ] [main      ] GTN: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:45:34.971797] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_open_reversal_intensity']
[2025-11-25T11:45:34.971905] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:45:34.985589] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:34.986362] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:45:34.987327] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:34.987473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:34.988283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:34.990812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:34.992228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:35.025426] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 1.50% | Symbol ETA: 36.4s | Global ETA: 50m 41s
[2025-11-25T11:45:35.025716] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:45:35.026547] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:35.026699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:35.031488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:45:35.032541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:35.135396] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 1.78%, Actual: 0.87%
[2025-11-25T11:45:35.135639] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 48.0208%
[2025-11-25T11:45:35.135790] [INFO ] [main      ] GSBD: DISCARDED add_open_vs_close_liquidity_ratio (score: 48.02%)
[2025-11-25T11:45:35.135862] [INFO ] [main      ] GSBD: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:45:35.135915] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_open_vs_prev_range_position']
[2025-11-25T11:45:35.135969] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:45:35.151949] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:35.152694] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:45:35.153713] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:35.153877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:35.158846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:35.159769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:35.162219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:35.218132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:35.221586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:35.328623] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:45:35.341455] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:45:35.369516] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:45:35.512438] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:35.516297] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:35.536632] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:35.557444] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:45:35.581455] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 17.8s | Global ETA: 50m 43s
[2025-11-25T11:45:35.581866] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:45:35.582788] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:35.582921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:35.587081] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.94% | Symbol ETA: 15.2s | Global ETA: 50m 43s
[2025-11-25T11:45:35.587414] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:45:35.588157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:35.588302] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:35.588466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:35.589264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:35.590182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:35.590836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:35.591330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:35.591780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:35.592109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:35.593223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:35.645851] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -1.64% | Symbol ETA: 35.7s | Global ETA: 50m 43s
[2025-11-25T11:45:35.732968] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:35.807599] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 2.11% | Symbol ETA: 15.1s | Global ETA: 50m 44s
[2025-11-25T11:45:35.807785] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:45:35.808564] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:35.808666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:35.813365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:35.814315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:35.815254] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -0.40%, Actual: 0.27%
[2025-11-25T11:45:35.816681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:35.872361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:35.875381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:35.936717] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:45:35.957872] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:45:35.985198] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 1.67%, Actual: 2.79%
[2025-11-25T11:45:36.110307] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:36.146229] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:36.157084] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -3.02%, Actual: 1.15%
[2025-11-25T11:45:36.180493] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 14.6s | Global ETA: 50m 45s
[2025-11-25T11:45:36.180830] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:45:36.181732] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:36.181871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:36.182669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:36.185133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:36.186602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:36.212421] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 17.2s | Global ETA: 50m 45s
[2025-11-25T11:45:36.212815] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:45:36.213756] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:36.213899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:36.217515] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:45:36.218923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:36.220867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:36.221422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:36.221863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:36.222662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:36.328090] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -3.34%, Actual: 1.48%
[2025-11-25T11:45:36.389724] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:36.465713] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.36% | Symbol ETA: 14.5s | Global ETA: 50m 46s
[2025-11-25T11:45:36.466001] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:45:36.466850] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:36.466981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:36.471769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:36.472737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:36.475086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:36.519574] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 2.10%, Actual: 1.08%
[2025-11-25T11:45:36.531201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:36.534620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:36.537151] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:45:36.572270] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:45:36.692046] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -3.01%, Actual: 0.53%
[2025-11-25T11:45:36.710594] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:36.757329] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:36.779199] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 14.0s | Global ETA: 50m 47s
[2025-11-25T11:45:36.779523] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:45:36.780372] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:36.780515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:36.781285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:36.783694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:36.785128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:36.824014] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 16.6s | Global ETA: 50m 47s
[2025-11-25T11:45:36.824430] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:45:36.825427] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:36.825576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:36.831035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:36.833170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:36.833842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:36.834355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:36.835145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:36.862723] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.28%, Actual: 2.44%
[2025-11-25T11:45:36.871215] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:45:37.034309] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.25%
[2025-11-25T11:45:37.039282] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:37.112174] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 13.8s | Global ETA: 50m 47s
[2025-11-25T11:45:37.112333] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:45:37.113232] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:37.113367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:37.118128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:37.118989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:37.121295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:37.123183] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:45:37.175599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:37.178571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:37.200564] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:45:37.202263] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.50%, Actual: 1.01%
[2025-11-25T11:45:37.293445] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:37.361406] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 2.81% | Symbol ETA: 13.4s | Global ETA: 50m 48s
[2025-11-25T11:45:37.361752] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:45:37.362580] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:37.362737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:37.363527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:37.365977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:37.367444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:37.372686] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -1.64%, Actual: 0.83%
[2025-11-25T11:45:37.373056] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 43.6646%
[2025-11-25T11:45:37.373188] [INFO ] [main      ] CBU: DISCARDED add_gap_morning_composite (score: 43.66%)
[2025-11-25T11:45:37.373306] [INFO ] [main      ] CBU: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:45:37.373408] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state']
[2025-11-25T11:45:37.373515] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:45:37.382931] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:37.387114] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:37.387567] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:45:37.388463] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:37.388679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:37.393497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:37.446798] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 16.0s | Global ETA: 50m 48s
[2025-11-25T11:45:37.447237] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:45:37.448223] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:37.448368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:37.449588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:37.453412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:37.455382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:37.456008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:37.456501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:37.457311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:37.512101] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:45:37.679208] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:37.713459] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:45:37.753541] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.03% | Symbol ETA: 13.2s | Global ETA: 50m 49s
[2025-11-25T11:45:37.753707] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:45:37.754468] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:37.754662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:37.759470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:37.760347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:37.762665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:37.786036] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:45:37.817776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:37.820661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:37.822840] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:45:37.888506] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:37.956126] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -2.15% | Symbol ETA: 12.8s | Global ETA: 50m 50s
[2025-11-25T11:45:37.956434] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:45:37.957326] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:37.957475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:37.958261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:37.959573] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:37.960723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:37.962136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:38.010995] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:38.074104] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 36.7s | Global ETA: 50m 50s
[2025-11-25T11:45:38.074423] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:45:38.075278] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:38.075427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:38.080796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:38.083492] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 15.4s | Global ETA: 50m 50s
[2025-11-25T11:45:38.083917] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:45:38.085164] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:38.085395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:38.096044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:38.098833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:38.099523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:38.100285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:38.101127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:38.139419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:38.162588] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:45:38.324589] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:45:38.331733] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:38.405092] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 12.5s | Global ETA: 50m 51s
[2025-11-25T11:45:38.405358] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:45:38.406189] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:38.406320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:38.411157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:38.412025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:38.414342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:38.472742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:38.476034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:38.481851] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:45:38.497754] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:45:38.503308] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:38.585079] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -3.84% | Symbol ETA: 12.2s | Global ETA: 50m 52s
[2025-11-25T11:45:38.585408] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:45:38.586295] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:38.586438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:38.587258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:38.589769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:38.591201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:38.653272] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:38.690636] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:38.765223] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 14.7s | Global ETA: 50m 52s
[2025-11-25T11:45:38.765095] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 2.67% | Symbol ETA: 36.0s | Global ETA: 50m 52s
[2025-11-25T11:45:38.765439] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:45:38.765459] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:45:38.766368] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:38.766330] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:38.766518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:38.766499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:38.771312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:38.772059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:38.774510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:38.775298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:38.775870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:38.776755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:38.824920] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:45:38.831174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:38.944742] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:45:39.004207] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:39.092051] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.42% | Symbol ETA: 11.9s | Global ETA: 50m 53s
[2025-11-25T11:45:39.092296] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:45:39.093143] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:39.093275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:39.098089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:39.098992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:39.101341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:39.119037] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:39.155256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:39.158354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:39.173780] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:45:39.186635] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 2.41% | Symbol ETA: 11.6s | Global ETA: 50m 53s
[2025-11-25T11:45:39.186976] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:45:39.187867] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:39.188014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:39.188813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:39.191331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:39.192770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:39.193601] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:45:39.349385] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:39.364744] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:39.414443] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 14.1s | Global ETA: 50m 54s
[2025-11-25T11:45:39.414873] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:45:39.415814] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:39.415956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:39.421392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:39.423429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:39.424063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:39.424562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:45:39.425353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:39.475217] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -3.08% | Symbol ETA: 35.4s | Global ETA: 50m 54s
[2025-11-25T11:45:39.475371] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:45:39.476335] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:39.476417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:39.481380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:39.495610] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:45:39.531536] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:45:39.537458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:39.672314] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:39.705364] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:39.746876] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.71% | Symbol ETA: 11.2s | Global ETA: 50m 55s
[2025-11-25T11:45:39.747167] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:45:39.747987] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:39.748115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:39.752956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:39.753817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:39.756193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:39.773843] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -3.10% | Symbol ETA: 11.0s | Global ETA: 50m 55s
[2025-11-25T11:45:39.773995] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:45:39.774783] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:39.774857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:39.775576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:39.778166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:39.779531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:39.787347] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:45:39.810515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:39.813549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:39.897285] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:45:39.964303] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:40.028879] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.90% | Symbol ETA: 13.5s | Global ETA: 50m 56s
[2025-11-25T11:45:40.070784] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:40.121696] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:45:40.175567] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:45:40.187867] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -0.63% | Symbol ETA: 34.7s | Global ETA: 50m 56s
[2025-11-25T11:45:40.188153] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:45:40.189019] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:40.189162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:40.194585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:40.210518] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T11:45:40.253466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:40.291602] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:40.346928] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:40.358501] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 0.51% | Symbol ETA: 10.4s | Global ETA: 50m 57s
[2025-11-25T11:45:40.358775] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:45:40.359602] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:40.359759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:40.360518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:40.363058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:40.364468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:40.389052] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:45:40.420748] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.22% | Symbol ETA: 10.6s | Global ETA: 50m 57s
[2025-11-25T11:45:40.420922] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:45:40.421792] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:40.421875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:40.426790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:40.427672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:40.430018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:40.484477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:40.487528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:40.576293] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.33%
[2025-11-25T11:45:40.609593] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:45:40.722552] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:45:40.778157] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.02%
[2025-11-25T11:45:40.786765] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:40.829616] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:45:40.900980] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 1.12% | Symbol ETA: 34.1s | Global ETA: 50m 58s
[2025-11-25T11:45:40.901266] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:45:40.901699] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:40.902190] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:40.902309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:40.907281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:40.960718] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 0.27%
[2025-11-25T11:45:40.966551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:40.970680] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.19% | Symbol ETA: 9.8s | Global ETA: 50m 59s
[2025-11-25T11:45:41.006287] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:41.080172] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.75% | Symbol ETA: 9.9s | Global ETA: 50m 59s
[2025-11-25T11:45:41.080415] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:45:41.081251] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:41.081386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:41.086209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:41.087122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:41.089511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:41.145445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:41.145629] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 0.27%
[2025-11-25T11:45:41.148900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:41.149142] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.94%, Actual: 3.08%
[2025-11-25T11:45:41.305977] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:45:41.317317] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 2.36%
[2025-11-25T11:45:41.322499] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 0.11%
[2025-11-25T11:45:41.474356] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:41.489691] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:45:41.490265] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.83%, Actual: 1.26%
[2025-11-25T11:45:41.496601] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 0.10%
[2025-11-25T11:45:41.588766] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 33.3s | Global ETA: 51m 0s
[2025-11-25T11:45:41.589061] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:45:41.590007] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:41.590158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:41.595500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:41.652836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:41.662135] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:41.662803] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 2.81%, Actual: 0.26%
[2025-11-25T11:45:41.677921] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 0.07%
[2025-11-25T11:45:41.739904] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 1.29% | Symbol ETA: 9.3s | Global ETA: 51m 1s
[2025-11-25T11:45:41.837730] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -2.15%, Actual: 3.27%
[2025-11-25T11:45:41.849421] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.90%, Actual: 1.01%
[2025-11-25T11:45:41.849817] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 39.3954%
[2025-11-25T11:45:41.849978] [INFO ] [main      ] AFB: DISCARDED add_morning_followthrough_mag_T0 (score: 39.40%)
[2025-11-25T11:45:41.850116] [INFO ] [main      ] AFB: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:45:41.850224] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_morning_range_expansion']
[2025-11-25T11:45:41.850332] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:45:41.864515] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:41.865138] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:45:41.866125] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:41.866269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:41.871394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:41.873303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:41.873876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:41.874326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:41.878698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:41.913743] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 2.11%, Actual: 1.80%
[2025-11-25T11:45:42.010726] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:45:42.015549] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -3.84%, Actual: 5.90%
[2025-11-25T11:45:42.082182] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.36%, Actual: 1.05%
[2025-11-25T11:45:42.185688] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:42.196502] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 2.41%, Actual: 5.70%
[2025-11-25T11:45:42.217167] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:45:42.253239] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 0.03%
[2025-11-25T11:45:42.298275] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -2.90% | Symbol ETA: 32.6s | Global ETA: 51m 2s
[2025-11-25T11:45:42.298599] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:45:42.299477] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:42.299629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:42.304810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:42.360352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:42.377538] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -3.10%, Actual: 0.13%
[2025-11-25T11:45:42.386762] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:42.424370] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.03%, Actual: 1.54%
[2025-11-25T11:45:42.450308] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 17.3s | Global ETA: 51m 3s
[2025-11-25T11:45:42.450615] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:45:42.451457] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:42.451605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:42.456694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:42.458539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:42.459116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:42.459589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:42.463848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:42.560136] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 0.51%, Actual: 1.10%
[2025-11-25T11:45:42.599155] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 1.74%
[2025-11-25T11:45:42.702683] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:45:42.733546] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.19%, Actual: 2.35%
[2025-11-25T11:45:42.733952] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 39.0400%
[2025-11-25T11:45:42.734055] [INFO ] [main      ] GTN: DISCARDED add_open_reversal_intensity (score: 39.04%)
[2025-11-25T11:45:42.734178] [INFO ] [main      ] GTN: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:42.734289] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:45:42.734400] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:45:42.750588] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:42.751219] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:45:42.752208] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:42.752355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:42.753220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:42.756003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:42.757775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:42.773436] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.42%, Actual: 1.54%
[2025-11-25T11:45:42.808568] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:45:42.873994] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:42.952918] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.71%, Actual: 0.28%
[2025-11-25T11:45:42.980029] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:42.985761] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.74% | Symbol ETA: 31.9s | Global ETA: 51m 4s
[2025-11-25T11:45:42.986062] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:45:42.986937] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:42.987098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:42.991983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:43.044508] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.38% | Symbol ETA: 16.8s | Global ETA: 51m 5s
[2025-11-25T11:45:43.044844] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:45:43.045747] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:43.045895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:43.047083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:43.051216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:43.053234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:43.053851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:43.054331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:43.058796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:43.103774] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:45:43.129161] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.22%, Actual: 0.78%
[2025-11-25T11:45:43.275238] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:43.302342] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.75%, Actual: 1.98%
[2025-11-25T11:45:43.344894] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.52% | Symbol ETA: 14.4s | Global ETA: 51m 5s
[2025-11-25T11:45:43.345203] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:45:43.346046] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:43.346187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:43.346966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:43.349439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:43.351089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:43.389266] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:45:43.411350] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:45:43.476160] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 1.29%, Actual: 0.87%
[2025-11-25T11:45:43.476543] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 45.7007%
[2025-11-25T11:45:43.476697] [INFO ] [main      ] GSBD: DISCARDED add_open_vs_prev_range_position (score: 45.70%)
[2025-11-25T11:45:43.476816] [INFO ] [main      ] GSBD: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:45:43.476917] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_overnight_gap_amplitude']
[2025-11-25T11:45:43.477044] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:45:43.490383] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:43.490926] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:45:43.491860] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:43.491994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:43.497044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:43.497962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:43.500481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:43.556756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:43.557614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:43.559564] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:43.590001] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:43.658031] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 16.2s | Global ETA: 51m 6s
[2025-11-25T11:45:43.658345] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:45:43.659329] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:43.659473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:43.664597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:43.666723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:43.667377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:43.667928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:43.668229] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 31.2s | Global ETA: 51m 6s
[2025-11-25T11:45:43.668542] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:45:43.669392] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:45:43.669535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:43.672431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:43.674473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:43.693405] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:45:43.729721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:43.864209] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:43.933311] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 0.86% | Symbol ETA: 13.8s | Global ETA: 51m 7s
[2025-11-25T11:45:43.933625] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:45:43.934509] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:43.934599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:43.935394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:43.937953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:43.939510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:43.970239] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:45:44.036824] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:45:44.099925] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:45:44.218706] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:44.260957] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:44.307599] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.39% | Symbol ETA: 15.7s | Global ETA: 51m 8s
[2025-11-25T11:45:44.307808] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:45:44.308628] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:44.308749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:44.311831] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:44.314799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:44.316278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:44.319401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:44.337138] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 15.7s | Global ETA: 51m 8s
[2025-11-25T11:45:44.337500] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:45:44.338724] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:44.338901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:44.346122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:44.349563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:44.350502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:44.351106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:44.357856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:44.396674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:44.397973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:44.411300] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:45:44.456362] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -1.01% | Symbol ETA: 30.5s | Global ETA: 51m 9s
[2025-11-25T11:45:44.622333] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:44.695528] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -0.56%, Actual: 0.27%
[2025-11-25T11:45:44.709770] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 0.07% | Symbol ETA: 13.6s | Global ETA: 51m 9s
[2025-11-25T11:45:44.709984] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:45:44.711210] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:44.711380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:44.712194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:44.714773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:44.716519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:44.864173] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:45:44.880268] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:45:44.906741] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 2.67%, Actual: 2.79%
[2025-11-25T11:45:45.046932] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:45.060182] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:45.114353] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -3.08%, Actual: 1.15%
[2025-11-25T11:45:45.123515] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 14.9s | Global ETA: 51m 11s
[2025-11-25T11:45:45.123846] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:45:45.124822] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:45.124545] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:45:45.124915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:45.127088] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 15.3s | Global ETA: 51m 11s
[2025-11-25T11:45:45.127274] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:45:45.128303] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:45.128470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:45.130251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:45.131212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:45.133945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:45.133931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:45.136007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:45.136574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:45.137052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:45.141897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:45.194953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:45.195997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:45.294000] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -0.63%, Actual: 1.48%
[2025-11-25T11:45:45.320852] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:45.390199] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 2.69% | Symbol ETA: 13.0s | Global ETA: 51m 11s
[2025-11-25T11:45:45.390496] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:45:45.391343] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:45.391483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:45.392261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:45.394733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:45.396452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:45.464487] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 1.12%, Actual: 1.08%
[2025-11-25T11:45:45.511342] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:45:45.569057] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:45:45.635967] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.27%, Actual: 0.53%
[2025-11-25T11:45:45.696219] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:45.749448] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:45:45.753380] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:45.759316] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 14.6s | Global ETA: 51m 12s
[2025-11-25T11:45:45.759664] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:45:45.760457] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:45.760611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:45.765835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:45.767795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:45.768366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:45.768878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:45.773284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:45.805908] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -2.90%, Actual: 2.44%
[2025-11-25T11:45:45.827539] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -1.33% | Symbol ETA: 13.8s | Global ETA: 51m 13s
[2025-11-25T11:45:45.827894] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:45:45.828857] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:45.828995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:45.834103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:45.835036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:45.837995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:45.896280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:45.897141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:45.925561] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:45.977383] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.74%, Actual: 0.25%
[2025-11-25T11:45:45.993971] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -5.06% | Symbol ETA: 12.3s | Global ETA: 51m 13s
[2025-11-25T11:45:45.994271] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:45:45.995124] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:45.995266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:45.996055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:45.998530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:46.000202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:46.115475] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:45:46.146634] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 1.01%
[2025-11-25T11:45:46.252183] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:45:46.290157] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:46.316974] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -1.01%, Actual: 0.83%
[2025-11-25T11:45:46.317426] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 61.4133%
[2025-11-25T11:45:46.317677] [INFO ] [main      ] CBU: KEPT add_gap_resolution_state (score: 61.41%)
[2025-11-25T11:45:46.317800] [INFO ] [main      ] CBU: Testing feature 13/53: add_gaps
[2025-11-25T11:45:46.317907] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_gaps']
[2025-11-25T11:45:46.318015] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:45:46.332755] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:46.333348] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:45:46.334321] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:46.334462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:46.339553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:46.351132] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:45:46.352076] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 14.0s | Global ETA: 51m 14s
[2025-11-25T11:45:46.352372] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:45:46.353254] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:46.353396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:46.358411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:46.360259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:46.360862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:46.361326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:46.365580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:46.395398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:45:46.396338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:46.426436] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:46.499412] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.26% | Symbol ETA: 12.9s | Global ETA: 51m 14s
[2025-11-25T11:45:46.499741] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:45:46.500540] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:46.500692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:46.505691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:46.506615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:46.509140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:46.536185] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:46.566047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:46.566935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:46.604179] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -1.94% | Symbol ETA: 11.6s | Global ETA: 51m 15s
[2025-11-25T11:45:46.604489] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:45:46.605344] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:46.605483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:46.606263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:46.608716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:46.610340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:46.709819] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:45:46.732967] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:45:46.883284] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:46.904869] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:46.917539] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:45:46.945414] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 13.3s | Global ETA: 51m 16s
[2025-11-25T11:45:46.945550] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:45:46.946403] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:46.946479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:46.948069] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:45:46.951291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:46.953189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:46.953757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:46.954305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:46.960003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:47.020408] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: 1.03% | Symbol ETA: 36.0s | Global ETA: 51m 16s
[2025-11-25T11:45:47.020693] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:45:47.021505] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:47.021661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:47.026467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:47.095074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:45:47.095345] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:47.096682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:47.128665] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:47.168093] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -1.73% | Symbol ETA: 12.0s | Global ETA: 51m 16s
[2025-11-25T11:45:47.168366] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:45:47.169222] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:47.169357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:47.174154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:47.175037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:47.177420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:47.198448] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 3.15% | Symbol ETA: 11.0s | Global ETA: 51m 16s
[2025-11-25T11:45:47.198775] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:45:47.199675] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:47.199815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:47.200584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:47.203108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:47.204762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:47.231477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:47.232309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:47.305928] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:45:47.455264] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:45:47.476950] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:47.540012] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.67% | Symbol ETA: 12.7s | Global ETA: 51m 17s
[2025-11-25T11:45:47.540306] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:45:47.541178] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:47.541321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:47.546327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:47.548273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:47.548905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:47.549383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:45:47.553708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:47.572711] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:45:47.622774] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:45:47.636265] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:47.744803] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:47.753548] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 2.95% | Symbol ETA: 35.5s | Global ETA: 51m 18s
[2025-11-25T11:45:47.753680] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:45:47.754589] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:47.754716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:47.759737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:47.803183] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:47.818038] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.83% | Symbol ETA: 11.2s | Global ETA: 51m 18s
[2025-11-25T11:45:47.818259] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:45:47.818296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:45:47.819484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:47.820133] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:47.820680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:47.825488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:47.826365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:47.828774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:47.875605] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -1.04% | Symbol ETA: 10.3s | Global ETA: 51m 18s
[2025-11-25T11:45:47.875792] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:45:47.876581] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:47.876681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:47.877451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:47.880513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:47.882301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:47.883910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:47.884731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:47.917711] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:45:48.094109] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:48.156674] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 12.0s | Global ETA: 51m 19s
[2025-11-25T11:45:48.191164] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:45:48.222483] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:45:48.235126] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:45:48.336075] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.07%, Actual: 0.04%
[2025-11-25T11:45:48.371436] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:48.396570] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:48.408763] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:48.467508] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 10.5s | Global ETA: 51m 20s
[2025-11-25T11:45:48.467716] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:45:48.468491] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:48.468720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:48.473526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:48.474390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:48.476741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:48.486975] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.89% | Symbol ETA: 34.8s | Global ETA: 51m 20s
[2025-11-25T11:45:48.487324] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:45:48.488203] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:48.488343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:48.490236] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 0.70% | Symbol ETA: 9.7s | Global ETA: 51m 20s
[2025-11-25T11:45:48.490547] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:45:48.491466] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:48.491617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:48.492460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:48.493209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:48.495073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:45:48.496889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:48.510583] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 0.15%
[2025-11-25T11:45:48.531300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:48.532288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:48.549285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:45:48.550205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:48.681770] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 0.33%
[2025-11-25T11:45:48.837130] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:45:48.852329] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.02%
[2025-11-25T11:45:48.872373] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:45:48.889456] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:45:49.009952] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:49.022702] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:45:49.041321] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:49.057204] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:49.078466] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.37% | Symbol ETA: 9.1s | Global ETA: 51m 22s
[2025-11-25T11:45:49.113122] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.64% | Symbol ETA: 9.7s | Global ETA: 51m 22s
[2025-11-25T11:45:49.113265] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:45:49.114074] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:49.114150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:49.119017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:49.119981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:49.122342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:49.170054] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -0.62% | Symbol ETA: 34.1s | Global ETA: 51m 22s
[2025-11-25T11:45:49.170343] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:45:49.171191] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:49.171332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:49.176189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:49.176696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:49.177593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:49.195539] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 0.27%
[2025-11-25T11:45:49.231047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:45:49.231951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:49.250684] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.52%, Actual: 3.08%
[2025-11-25T11:45:49.365316] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.11%
[2025-11-25T11:45:49.421270] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 0.86%, Actual: 2.36%
[2025-11-25T11:45:49.515807] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:45:49.540169] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.10%
[2025-11-25T11:45:49.568420] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:45:49.613857] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 1.26%
[2025-11-25T11:45:49.687762] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:49.713229] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.67%, Actual: 0.07%
[2025-11-25T11:45:49.739053] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:49.760017] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.75% | Symbol ETA: 9.0s | Global ETA: 51m 24s
[2025-11-25T11:45:49.760290] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:45:49.761102] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:49.761234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:49.766164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:49.767086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:49.769546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:49.800570] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 2.69%, Actual: 0.26%
[2025-11-25T11:45:49.825245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:49.826314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:49.853298] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.19% | Symbol ETA: 33.3s | Global ETA: 51m 24s
[2025-11-25T11:45:49.853570] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:45:49.854423] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:49.854561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:49.859460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:49.892531] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.83%, Actual: 1.01%
[2025-11-25T11:45:49.892940] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 32.7938%
[2025-11-25T11:45:49.893060] [INFO ] [main      ] AFB: DISCARDED add_morning_range_expansion (score: 32.79%)
[2025-11-25T11:45:49.893184] [INFO ] [main      ] AFB: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:45:49.893312] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_11_elasticity']
[2025-11-25T11:45:49.893430] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:45:49.908062] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:49.908823] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:45:49.909923] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:49.910081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:49.915256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:49.915591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:45:49.916548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:49.917228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:49.917826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:49.918303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:49.919535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:49.992061] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -5.06%, Actual: 3.27%
[2025-11-25T11:45:50.166546] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -1.94%, Actual: 5.90%
[2025-11-25T11:45:50.174391] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:45:50.254713] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:45:50.270302] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:45:50.345014] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 3.15%, Actual: 5.70%
[2025-11-25T11:45:50.346972] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:50.418948] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 1.49% | Symbol ETA: 8.3s | Global ETA: 51m 26s
[2025-11-25T11:45:50.424247] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:50.447259] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:50.510188] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 16.4s | Global ETA: 51m 26s
[2025-11-25T11:45:50.510480] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:45:50.511339] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:50.511482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:50.515432] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -1.04%, Actual: 0.13%
[2025-11-25T11:45:50.516352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:50.518258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:50.518914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:50.519432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:50.520678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:50.536434] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.87% | Symbol ETA: 32.6s | Global ETA: 51m 26s
[2025-11-25T11:45:50.536749] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:45:50.537608] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:50.537760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:50.542596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:50.592314] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.39%, Actual: 1.80%
[2025-11-25T11:45:50.598408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:45:50.599393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:50.688228] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 1.10%
[2025-11-25T11:45:50.762151] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 1.05%
[2025-11-25T11:45:50.859099] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.37%, Actual: 2.35%
[2025-11-25T11:45:50.859474] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 37.0881%
[2025-11-25T11:45:50.859631] [INFO ] [main      ] GTN: DISCARDED add_open_vs_close_liquidity_ratio (score: 37.09%)
[2025-11-25T11:45:50.859772] [INFO ] [main      ] GTN: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:45:50.859880] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_open_vs_prev_range_position']
[2025-11-25T11:45:50.859988] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:45:50.873891] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:50.874373] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:45:50.874542] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:45:50.875449] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:50.875590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:50.876399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:50.878935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:50.881940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:50.932300] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -1.33%, Actual: 0.03%
[2025-11-25T11:45:50.939808] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:45:51.047849] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:51.104078] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.26%, Actual: 1.54%
[2025-11-25T11:45:51.110293] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:51.112201] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.42% | Symbol ETA: 15.8s | Global ETA: 51m 28s
[2025-11-25T11:45:51.112514] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:45:51.113386] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:51.113530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:51.118478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:51.120476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:51.121213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:51.121702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:51.123241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:51.220258] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -2.39% | Symbol ETA: 31.9s | Global ETA: 51m 28s
[2025-11-25T11:45:51.220421] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:45:51.221330] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:51.221469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:51.224374] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:45:51.226276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:51.276289] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -1.73%, Actual: 1.74%
[2025-11-25T11:45:51.280470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:45:51.281377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:51.394334] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:51.449310] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.83%, Actual: 1.54%
[2025-11-25T11:45:51.463865] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.99% | Symbol ETA: 14.1s | Global ETA: 51m 29s
[2025-11-25T11:45:51.464168] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:45:51.465011] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:51.465157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:51.465974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:51.468410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:51.471387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:51.475272] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:45:51.620729] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:45:51.627385] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.14%, Actual: 0.28%
[2025-11-25T11:45:51.650027] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:51.713013] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 15.2s | Global ETA: 51m 29s
[2025-11-25T11:45:51.713311] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:45:51.714186] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:51.714330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:51.719298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:51.721230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:51.721869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:51.722338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:51.723519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:51.789166] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:51.807717] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.64%, Actual: 0.78%
[2025-11-25T11:45:51.810356] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:45:51.900046] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -2.01% | Symbol ETA: 31.2s | Global ETA: 51m 30s
[2025-11-25T11:45:51.900348] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:45:51.901209] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:51.901347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:51.906414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:51.960882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:45:51.961830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:51.981831] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:51.990245] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.75%, Actual: 1.98%
[2025-11-25T11:45:52.053403] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 4.22% | Symbol ETA: 13.5s | Global ETA: 51m 30s
[2025-11-25T11:45:52.053722] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:45:52.054500] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:52.054663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:52.055422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:52.057878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:52.062872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:52.073542] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:45:52.168045] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 1.49%, Actual: 0.87%
[2025-11-25T11:45:52.168441] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 46.9807%
[2025-11-25T11:45:52.168611] [INFO ] [main      ] GSBD: DISCARDED add_overnight_gap_amplitude (score: 46.98%)
[2025-11-25T11:45:52.168773] [INFO ] [main      ] GSBD: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:45:52.168884] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_overnight_gap_mag']
[2025-11-25T11:45:52.169014] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:45:52.182924] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:52.183504] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:45:52.184449] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:52.184584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:52.189589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:52.190541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:52.193250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:52.244631] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:52.251679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:45:52.252900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:52.296825] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:45:52.305741] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 14.6s | Global ETA: 51m 31s
[2025-11-25T11:45:52.306053] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:45:52.306900] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:52.307070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:52.311988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:52.313825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:52.314398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:52.314894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:52.316071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:52.404340] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:45:52.474089] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:52.576883] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:52.586128] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 1.54% | Symbol ETA: 30.5s | Global ETA: 51m 32s
[2025-11-25T11:45:52.586400] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:45:52.587269] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:52.587408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:52.592237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:52.613972] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:45:52.647087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:45:52.648037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:52.650577] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 2.61% | Symbol ETA: 12.9s | Global ETA: 51m 32s
[2025-11-25T11:45:52.650899] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:45:52.651771] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:52.651910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:52.652696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:52.655142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:52.658267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:52.679055] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:45:52.798615] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:52.861783] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:52.881424] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.99% | Symbol ETA: 14.3s | Global ETA: 51m 33s
[2025-11-25T11:45:52.881714] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:45:52.882547] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:52.882715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:52.889141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:52.890252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:52.892715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:52.924993] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 14.0s | Global ETA: 51m 33s
[2025-11-25T11:45:52.925165] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:45:52.925950] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:52.926039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:52.930873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:52.932634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:52.933186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:52.933595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:52.934733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:52.953030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:45:52.954153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:52.991822] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:45:53.026232] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:45:53.159174] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:53.200619] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:53.268050] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 29.8s | Global ETA: 51m 34s
[2025-11-25T11:45:53.272557] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.10% | Symbol ETA: 12.4s | Global ETA: 51m 34s
[2025-11-25T11:45:53.272889] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:45:53.273776] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:53.273927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:53.274738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:53.277320] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:45:53.277309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:53.280430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:53.308458] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:45:53.436984] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: 1.03%, Actual: 0.27%
[2025-11-25T11:45:53.447969] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:53.479967] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:53.509782] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 13.4s | Global ETA: 51m 35s
[2025-11-25T11:45:53.510091] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:45:53.510932] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:53.511074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:53.515920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:53.517777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:53.518357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:53.518878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:53.520063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:53.554813] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -0.90% | Symbol ETA: 13.5s | Global ETA: 51m 35s
[2025-11-25T11:45:53.555099] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:45:53.555965] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:53.556101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:53.561166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:53.562106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:53.564579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:53.606743] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 2.95%, Actual: 2.79%
[2025-11-25T11:45:53.621494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:45:53.622574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:53.634870] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:45:53.775336] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.89%, Actual: 1.15%
[2025-11-25T11:45:53.811304] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:53.861301] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:45:53.880907] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -2.51% | Symbol ETA: 11.8s | Global ETA: 51m 36s
[2025-11-25T11:45:53.881056] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:45:53.881825] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:53.881899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:53.882590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:53.884999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:53.887979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:53.942916] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -0.62%, Actual: 1.48%
[2025-11-25T11:45:53.974188] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:45:54.035776] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:54.097517] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 12.8s | Global ETA: 51m 36s
[2025-11-25T11:45:54.097817] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:45:54.098673] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:54.098826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:54.103855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:54.105836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:54.106440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:54.106976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:54.108270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:54.111748] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 1.08%
[2025-11-25T11:45:54.145373] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:54.217290] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 12.8s | Global ETA: 51m 37s
[2025-11-25T11:45:54.217443] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:45:54.218230] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:54.218305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:54.223084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:54.223894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:54.226205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:54.235274] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:45:54.280593] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.87%, Actual: 0.53%
[2025-11-25T11:45:54.281881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:45:54.282793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:54.410805] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:54.450439] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -2.39%, Actual: 2.44%
[2025-11-25T11:45:54.460461] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:45:54.480097] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -1.24% | Symbol ETA: 11.2s | Global ETA: 51m 37s
[2025-11-25T11:45:54.480405] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:45:54.481283] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:54.481426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:54.482223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:54.484704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:54.487792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:54.620408] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -2.01%, Actual: 0.25%
[2025-11-25T11:45:54.625144] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:45:54.636389] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:54.698540] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 12.2s | Global ETA: 51m 38s
[2025-11-25T11:45:54.698837] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:45:54.699672] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:54.699809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:54.704607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:54.706442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:54.707058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:54.707554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:54.708803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:54.787311] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.54%, Actual: 1.01%
[2025-11-25T11:45:54.803970] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:54.848988] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:45:54.877606] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.77% | Symbol ETA: 12.1s | Global ETA: 51m 39s
[2025-11-25T11:45:54.877924] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:45:54.878813] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:54.878948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:54.884182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:54.885096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:54.887676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:54.946402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:45:54.947569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:54.953904] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.51%, Actual: 0.83%
[2025-11-25T11:45:54.954214] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 50.1910%
[2025-11-25T11:45:54.954346] [INFO ] [main      ] CBU: DISCARDED add_gaps (score: 50.19%)
[2025-11-25T11:45:54.954466] [INFO ] [main      ] CBU: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:45:54.954567] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_skewness_proxies']
[2025-11-25T11:45:54.954704] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:45:54.969090] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:54.969668] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:45:54.970582] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:54.970741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:54.975513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:55.020900] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:55.031592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:45:55.032952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:55.057087] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:45:55.089225] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 3.64% | Symbol ETA: 10.6s | Global ETA: 51m 39s
[2025-11-25T11:45:55.089540] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:45:55.090396] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:55.090562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:55.091358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:55.093867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:55.096958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:55.233878] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:55.297964] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 11.6s | Global ETA: 51m 40s
[2025-11-25T11:45:55.298123] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:45:55.298918] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:55.298996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:55.303983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:55.305166] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:45:55.305823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:55.306322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:55.306746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:45:55.308130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:55.373325] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:45:55.447694] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:45:55.483118] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:55.542658] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:55.557102] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 11.4s | Global ETA: 51m 41s
[2025-11-25T11:45:55.557388] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:45:55.558288] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:55.558426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:55.563493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:55.564402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:55.566957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:55.621018] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:55.625668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:45:55.626751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:55.655942] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:45:55.656377] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -3.78% | Symbol ETA: 32.1s | Global ETA: 51m 41s
[2025-11-25T11:45:55.656666] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:45:55.657513] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:55.657668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:55.662455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:55.690806] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -3.29% | Symbol ETA: 10.0s | Global ETA: 51m 41s
[2025-11-25T11:45:55.691104] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:45:55.691948] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:55.692089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:55.692876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:55.695329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:55.698385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:55.719628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:45:55.721108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:55.835158] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:55.897209] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 11.0s | Global ETA: 51m 41s
[2025-11-25T11:45:55.987903] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:45:56.046784] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:45:56.066773] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:45:56.071991] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:45:56.166629] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:56.218561] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:56.238771] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.31% | Symbol ETA: 10.8s | Global ETA: 51m 42s
[2025-11-25T11:45:56.238939] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:45:56.238872] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:56.239736] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:56.239811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:56.244083] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 0.15%
[2025-11-25T11:45:56.244840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:56.245714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:56.248102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:56.286046] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 9.4s | Global ETA: 51m 43s
[2025-11-25T11:45:56.286194] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:45:56.286973] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:56.287077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:56.287786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:56.290276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:45:56.293229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:56.304000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:45:56.305022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:56.348509] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 3.66% | Symbol ETA: 31.4s | Global ETA: 51m 43s
[2025-11-25T11:45:56.348821] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:45:56.349717] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:56.349872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:56.354838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:56.411523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:45:56.412954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:56.423965] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:45:56.602561] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:45:56.635804] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:45:56.658108] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:45:56.754452] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:45:56.775812] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.27%
[2025-11-25T11:45:56.803741] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:56.828870] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:56.872340] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 6.25% | Symbol ETA: 8.8s | Global ETA: 51m 44s
[2025-11-25T11:45:56.901341] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.75% | Symbol ETA: 10.1s | Global ETA: 51m 44s
[2025-11-25T11:45:56.901613] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:45:56.902455] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:56.902589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:56.907747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:56.908670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:56.911046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:56.927482] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:56.953676] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:45:56.967534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:45:56.968705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:57.044774] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.11% | Symbol ETA: 30.8s | Global ETA: 51m 45s
[2025-11-25T11:45:57.045252] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:45:57.046098] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:57.046235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:57.049290] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.99%, Actual: 3.08%
[2025-11-25T11:45:57.051437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:57.109191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:45:57.110914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:57.157323] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:45:57.226038] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 4.22%, Actual: 2.36%
[2025-11-25T11:45:57.316328] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:45:57.336302] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:45:57.394382] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 2.61%, Actual: 1.26%
[2025-11-25T11:45:57.450691] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:45:57.485845] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:45:57.508510] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:45:57.557064] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.69% | Symbol ETA: 9.4s | Global ETA: 51m 46s
[2025-11-25T11:45:57.557349] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:45:57.558191] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:57.558323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:57.563871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:57.564841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:57.565576] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.10%, Actual: 0.26%
[2025-11-25T11:45:57.567361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:57.622278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:45:57.622713] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:45:57.623415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:57.682153] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:45:57.682562] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 33.8050%
[2025-11-25T11:45:57.682756] [INFO ] [main      ] AFB: DISCARDED add_open_11_elasticity (score: 33.80%)
[2025-11-25T11:45:57.682887] [INFO ] [main      ] AFB: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:45:57.683001] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_reversal_intensity']
[2025-11-25T11:45:57.683112] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:45:57.698420] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:57.698889] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:45:57.699770] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:57.699847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:57.704997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:57.706831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:57.707345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:57.707876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:57.709228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:57.737497] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -2.51%, Actual: 3.27%
[2025-11-25T11:45:57.738889] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 30.1s | Global ETA: 51m 47s
[2025-11-25T11:45:57.739047] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:45:57.739832] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:57.739909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:57.744850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:57.805915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:45:57.807421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:57.910307] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -1.24%, Actual: 5.90%
[2025-11-25T11:45:57.974449] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:45:58.060500] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:45:58.086804] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 3.64%, Actual: 5.70%
[2025-11-25T11:45:58.160408] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:45:58.178713] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:45:58.239743] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:58.251747] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.93% | Symbol ETA: 8.7s | Global ETA: 51m 48s
[2025-11-25T11:45:58.252050] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:45:58.252941] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:58.253080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:58.258335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:58.258487] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -3.29%, Actual: 0.13%
[2025-11-25T11:45:58.259359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:58.261778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:58.303046] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 15.3s | Global ETA: 51m 48s
[2025-11-25T11:45:58.303349] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:45:58.304231] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:58.304377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:58.309588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:58.311620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:58.312225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:58.312701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:58.314265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:58.316710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:45:58.317823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:58.340314] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:45:58.431273] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 1.95%, Actual: 1.10%
[2025-11-25T11:45:58.451222] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.19% | Symbol ETA: 29.4s | Global ETA: 51m 49s
[2025-11-25T11:45:58.451503] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:45:58.452343] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:58.452483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:58.457356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:58.513210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:45:58.514657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:58.603794] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 6.25%, Actual: 2.35%
[2025-11-25T11:45:58.604190] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 39.9742%
[2025-11-25T11:45:58.604356] [INFO ] [main      ] GTN: DISCARDED add_open_vs_prev_range_position (score: 39.97%)
[2025-11-25T11:45:58.604474] [INFO ] [main      ] GTN: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:45:58.604581] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_overnight_gap_amplitude']
[2025-11-25T11:45:58.604702] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:45:58.618981] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:45:58.619664] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:45:58.620537] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:58.620628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:58.621520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:58.623977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:58.624804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:58.661593] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:45:58.662069] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:45:58.834666] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:45:58.843960] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:58.856168] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:45:58.908268] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.86% | Symbol ETA: 8.0s | Global ETA: 51m 50s
[2025-11-25T11:45:58.910363] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 14.7s | Global ETA: 51m 50s
[2025-11-25T11:45:58.910735] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:45:58.911934] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:58.912032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:58.917394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:58.919475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:58.920075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:58.920562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:58.921952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:58.982451] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:45:59.037803] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:45:59.090002] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.99%, Actual: 1.80%
[2025-11-25T11:45:59.158155] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.70% | Symbol ETA: 28.7s | Global ETA: 51m 51s
[2025-11-25T11:45:59.158468] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:45:59.159355] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:59.159496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:59.164537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:59.167726] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:45:59.221535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:45:59.223278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:59.238414] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.78% | Symbol ETA: 13.3s | Global ETA: 51m 51s
[2025-11-25T11:45:59.238778] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:45:59.239764] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:59.239897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:59.240699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:59.243393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:59.244201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:59.268085] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 1.05%
[2025-11-25T11:45:59.295769] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:45:59.447600] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 0.03%
[2025-11-25T11:45:59.470803] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:45:59.536947] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 14.1s | Global ETA: 51m 52s
[2025-11-25T11:45:59.537271] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:45:59.538105] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:45:59.538248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:59.543288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:45:59.545204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:45:59.545810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:45:59.546294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:45:59.547728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:59.568790] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:45:59.601660] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:45:59.684958] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.77%, Actual: 1.54%
[2025-11-25T11:45:59.739847] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:45:59.771852] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:45:59.840005] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 12.6s | Global ETA: 51m 53s
[2025-11-25T11:45:59.840308] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:45:59.841169] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:59.841310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:45:59.842105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:45:59.844506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:45:59.845268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:45:59.849325] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 28.0s | Global ETA: 51m 53s
[2025-11-25T11:45:59.849619] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:45:59.850450] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:45:59.850588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:45:59.855407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:45:59.859611] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 1.74%
[2025-11-25T11:45:59.899921] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:45:59.911033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:45:59.912364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:00.033385] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.31%, Actual: 1.54%
[2025-11-25T11:46:00.084900] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:00.147067] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.21% | Symbol ETA: 13.5s | Global ETA: 51m 54s
[2025-11-25T11:46:00.147425] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:46:00.148316] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:00.148460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:00.153591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:00.155481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:00.156073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:00.156559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:46:00.158048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:00.197640] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:46:00.210991] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.75%, Actual: 0.28%
[2025-11-25T11:46:00.267710] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:46:00.379227] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:00.386898] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.69%, Actual: 0.78%
[2025-11-25T11:46:00.442823] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:00.452284] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.47% | Symbol ETA: 12.0s | Global ETA: 51m 55s
[2025-11-25T11:46:00.452677] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:46:00.453904] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:00.454075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:00.455131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:00.457978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:00.458934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:00.509626] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:46:00.557377] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.56% | Symbol ETA: 27.3s | Global ETA: 51m 55s
[2025-11-25T11:46:00.557692] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:46:00.558542] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:00.558711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:00.558574] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.93%, Actual: 1.98%
[2025-11-25T11:46:00.563857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:00.619069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:46:00.620514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:00.719814] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:00.741105] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.86%, Actual: 0.87%
[2025-11-25T11:46:00.741323] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 46.8215%
[2025-11-25T11:46:00.741417] [INFO ] [main      ] GSBD: DISCARDED add_overnight_gap_mag (score: 46.82%)
[2025-11-25T11:46:00.741462] [INFO ] [main      ] GSBD: Testing feature 29/53: add_pct_change
[2025-11-25T11:46:00.741499] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_pct_change']
[2025-11-25T11:46:00.741539] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:46:00.768340] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:00.768897] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:46:00.773037] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:00.773158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:00.781528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:00.785871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:00.792303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:00.797799] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 12.9s | Global ETA: 51m 56s
[2025-11-25T11:46:00.797951] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:46:00.798733] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:00.798808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:00.803612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:00.805371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:00.805867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:00.806267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:46:00.807540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:00.911635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:00.920985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:00.973873] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:46:01.036354] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:46:01.236605] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:01.253553] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:46:01.314522] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.99% | Symbol ETA: 11.8s | Global ETA: 51m 57s
[2025-11-25T11:46:01.314849] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:46:01.315759] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:01.315897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:01.316716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:01.319202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:01.319994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:01.328721] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:01.439762] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.76% | Symbol ETA: 26.6s | Global ETA: 51m 57s
[2025-11-25T11:46:01.439935] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:46:01.440773] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:01.440863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:01.445801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:01.503540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:46:01.505260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:01.507471] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:46:01.544011] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:01.612192] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 12.4s | Global ETA: 51m 58s
[2025-11-25T11:46:01.612352] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:46:01.613282] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:01.613896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:01.619418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:01.621713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:01.622383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:01.622908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:46:01.624391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:01.674834] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:46:01.685522] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:01.773070] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 2.66% | Symbol ETA: 16.4s | Global ETA: 51m 58s
[2025-11-25T11:46:01.773237] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:46:01.774062] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:01.774139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:01.779066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:01.779924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:01.782395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:01.839247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:01.841598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:01.869321] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:46:02.015452] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:02.052013] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:02.078552] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:46:02.093501] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -2.87% | Symbol ETA: 11.2s | Global ETA: 51m 59s
[2025-11-25T11:46:02.093675] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:46:02.094510] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:02.094586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:02.095330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:02.097805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:02.098528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:02.174638] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 25.9s | Global ETA: 51m 60s
[2025-11-25T11:46:02.229974] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:46:02.292449] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:02.357588] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -3.78%, Actual: 0.27%
[2025-11-25T11:46:02.359305] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 11.8s | Global ETA: 52m 0s
[2025-11-25T11:46:02.359498] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:46:02.360700] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:02.360799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:02.368004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:02.370845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:02.371559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:02.372156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:46:02.374179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:02.413553] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:02.461929] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:46:02.493991] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.49% | Symbol ETA: 14.2s | Global ETA: 52m 0s
[2025-11-25T11:46:02.494270] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:46:02.495175] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:02.495272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:02.500514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:02.501598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:02.504171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:02.542818] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 3.66%, Actual: 2.79%
[2025-11-25T11:46:02.561181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:02.563659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:02.639178] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:02.709910] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -3.33% | Symbol ETA: 10.5s | Global ETA: 52m 1s
[2025-11-25T11:46:02.710096] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:46:02.710872] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:02.710947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:02.711638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:02.714489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:02.715192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:02.727095] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.11%, Actual: 1.15%
[2025-11-25T11:46:02.730461] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:46:02.914555] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:02.916135] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 1.48%
[2025-11-25T11:46:02.935187] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:46:02.976461] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 11.1s | Global ETA: 52m 2s
[2025-11-25T11:46:02.976609] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:46:02.977391] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:02.977469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:02.982331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:02.984111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:02.984590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:02.985005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:46:02.986422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:03.074586] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:46:03.104971] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 1.08%
[2025-11-25T11:46:03.112264] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:03.192571] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 13.0s | Global ETA: 52m 2s
[2025-11-25T11:46:03.192930] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:46:03.193777] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:03.193916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:03.199093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:03.199986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:03.202409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:03.250616] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:03.257812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:03.260133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:03.292039] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.70%, Actual: 0.53%
[2025-11-25T11:46:03.320729] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 3.86% | Symbol ETA: 9.8s | Global ETA: 52m 3s
[2025-11-25T11:46:03.320882] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:46:03.321743] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:03.321844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:03.322598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:03.325057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:03.325852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:03.329799] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:46:03.471187] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.87%, Actual: 2.44%
[2025-11-25T11:46:03.497856] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:03.559053] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.71% | Symbol ETA: 10.5s | Global ETA: 52m 4s
[2025-11-25T11:46:03.559347] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:46:03.560197] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:03.560338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:03.565142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:03.566986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:03.567567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:03.567994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:46:03.569268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:03.609638] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:46:03.645394] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.56%, Actual: 0.25%
[2025-11-25T11:46:03.670295] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:46:03.785538] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:03.821880] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.76%, Actual: 1.01%
[2025-11-25T11:46:03.840145] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:03.864481] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 12.0s | Global ETA: 52m 4s
[2025-11-25T11:46:03.864790] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:46:03.865619] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:03.865823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:03.870846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:03.871765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:03.874168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:03.907405] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 9.1s | Global ETA: 52m 5s
[2025-11-25T11:46:03.907711] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:46:03.908042] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:46:03.908489] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:03.908564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:03.909275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:03.911690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:03.912353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:03.930288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:03.932476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:03.997035] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.83%
[2025-11-25T11:46:03.997279] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 39.7421%
[2025-11-25T11:46:03.997387] [INFO ] [main      ] CBU: DISCARDED add_intraday_skewness_proxies (score: 39.74%)
[2025-11-25T11:46:03.997441] [INFO ] [main      ] CBU: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:46:03.997501] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile']
[2025-11-25T11:46:03.997543] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:46:04.014762] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:04.015454] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:46:04.016375] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:04.016451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:04.021483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:04.079324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:46:04.081374] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:04.142776] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 9.8s | Global ETA: 52m 5s
[2025-11-25T11:46:04.170342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:04.258531] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:46:04.291706] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:46:04.322492] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:46:04.429477] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:04.476389] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:04.495555] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:46:04.498896] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 8.4s | Global ETA: 52m 6s
[2025-11-25T11:46:04.499193] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:46:04.500137] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:04.500297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:04.501147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:04.503717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:04.504496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:04.526050] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:46:04.556833] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 11.1s | Global ETA: 52m 6s
[2025-11-25T11:46:04.557130] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:46:04.557973] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:04.558114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:04.562868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:04.563781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:04.566147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:04.621484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:04.623772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:04.667512] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:46:04.701092] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:04.819999] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.23% | Symbol ETA: 31.8s | Global ETA: 52m 7s
[2025-11-25T11:46:04.820514] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:46:04.821553] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:04.821736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:04.827317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:04.850084] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 0.02%
[2025-11-25T11:46:04.853316] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:46:04.883096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:46:04.970268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:04.970213] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:46:05.032690] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:05.037636] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.27%
[2025-11-25T11:46:05.100481] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 6.48% | Symbol ETA: 7.7s | Global ETA: 52m 8s
[2025-11-25T11:46:05.145630] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:05.221764] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 0.80% | Symbol ETA: 10.3s | Global ETA: 52m 8s
[2025-11-25T11:46:05.222039] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:46:05.222868] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:05.223004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:05.227820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:05.228712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:05.231086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:05.246171] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:46:05.272812] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.78%, Actual: 3.08%
[2025-11-25T11:46:05.286122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:05.288397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:05.314810] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:46:05.431866] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:46:05.444622] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 2.36%
[2025-11-25T11:46:05.488369] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:05.605978] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 3.18% | Symbol ETA: 30.9s | Global ETA: 52m 9s
[2025-11-25T11:46:05.606283] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:46:05.607199] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:05.607344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:05.612400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:05.614615] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:46:05.621313] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.47%, Actual: 1.26%
[2025-11-25T11:46:05.633219] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:46:05.667431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:46:05.753073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:05.793341] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.99%, Actual: 0.26%
[2025-11-25T11:46:05.801245] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.71%, Actual: 0.07%
[2025-11-25T11:46:05.801419] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:05.876865] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 9.5s | Global ETA: 52m 10s
[2025-11-25T11:46:05.877148] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:46:05.877977] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:05.878115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:05.882874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:05.883749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:05.886118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:05.941085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:05.943454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:05.963481] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -2.87%, Actual: 3.27%
[2025-11-25T11:46:06.000153] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:46:06.000595] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 33.9662%
[2025-11-25T11:46:06.000841] [INFO ] [main      ] AFB: DISCARDED add_open_reversal_intensity (score: 33.97%)
[2025-11-25T11:46:06.000973] [INFO ] [main      ] AFB: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:46:06.001085] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:46:06.001204] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:46:06.016899] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:06.017584] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:46:06.018727] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:06.018933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:06.024539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:06.026951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:06.027768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:06.028269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:46:06.029996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:06.097511] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:46:06.135009] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -3.33%, Actual: 5.90%
[2025-11-25T11:46:06.279561] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:06.284745] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:46:06.304460] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 3.86%, Actual: 5.70%
[2025-11-25T11:46:06.384330] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:46:06.393625] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -3.47% | Symbol ETA: 30.1s | Global ETA: 52m 12s
[2025-11-25T11:46:06.393814] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:46:06.394731] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:06.394825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:06.400052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:06.453749] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:06.457591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:46:06.473389] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -0.20%, Actual: 0.13%
[2025-11-25T11:46:06.529305] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.63% | Symbol ETA: 8.8s | Global ETA: 52m 12s
[2025-11-25T11:46:06.529572] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:46:06.530414] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:06.530553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:06.535323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:06.536200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:06.538797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:06.547247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:06.557965] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:06.592714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:06.595110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:06.621119] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 15.1s | Global ETA: 52m 12s
[2025-11-25T11:46:06.621304] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:46:06.622142] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:06.622373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:06.627922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:06.630170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:06.630757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:06.631256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:46:06.632900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:06.648291] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 1.10%
[2025-11-25T11:46:06.820918] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 6.48%, Actual: 2.35%
[2025-11-25T11:46:06.821258] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 44.0078%
[2025-11-25T11:46:06.821417] [INFO ] [main      ] GTN: DISCARDED add_overnight_gap_amplitude (score: 44.01%)
[2025-11-25T11:46:06.821525] [INFO ] [main      ] GTN: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:46:06.821624] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_overnight_gap_mag']
[2025-11-25T11:46:06.821780] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:46:06.835266] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:06.835717] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:46:06.836561] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:06.836671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:06.837537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:06.840051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:06.840896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:06.893106] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:46:06.933321] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:46:06.978099] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:46:07.068804] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:07.115608] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:07.154719] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:07.182116] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: 0.50% | Symbol ETA: 29.3s | Global ETA: 52m 14s
[2025-11-25T11:46:07.182437] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:46:07.183311] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:07.183457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:07.188676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:07.199730] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.31% | Symbol ETA: 8.1s | Global ETA: 52m 14s
[2025-11-25T11:46:07.200029] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:46:07.200910] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:07.201021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:07.200906] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:46:07.206799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:07.208141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:07.211476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:07.218393] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 14.5s | Global ETA: 52m 14s
[2025-11-25T11:46:07.218722] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:46:07.219577] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:07.219737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:07.224611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:07.226579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:07.227196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:07.227683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:46:07.229237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:07.245726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:46:07.273413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:07.276511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:07.332625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:07.375607] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:07.445225] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.56% | Symbol ETA: 13.1s | Global ETA: 52m 15s
[2025-11-25T11:46:07.445504] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:46:07.446322] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:07.446452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:07.447230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:07.449597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:07.450391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:07.579893] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:46:07.637542] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:46:07.681742] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:46:07.753428] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:07.807189] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:46:07.818185] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 13.9s | Global ETA: 52m 16s
[2025-11-25T11:46:07.818389] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:46:07.819615] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:07.819730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:07.819560] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:07.825425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:07.827478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:07.828127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:07.828639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:46:07.830285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:07.860392] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:07.898866] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.33% | Symbol ETA: 7.3s | Global ETA: 52m 16s
[2025-11-25T11:46:07.975923] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 28.5s | Global ETA: 52m 16s
[2025-11-25T11:46:07.976073] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:46:07.976864] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:07.976938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:07.980086] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:07.982197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:08.039715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:46:08.051561] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 12.5s | Global ETA: 52m 16s
[2025-11-25T11:46:08.051722] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:46:08.052493] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:08.052579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:08.053288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:08.055836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:08.056666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:08.079968] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 2.66%, Actual: 1.80%
[2025-11-25T11:46:08.128968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:08.199819] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:46:08.261056] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.49%, Actual: 1.05%
[2025-11-25T11:46:08.378574] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:08.399676] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:46:08.439944] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.03%
[2025-11-25T11:46:08.442585] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 13.3s | Global ETA: 52m 18s
[2025-11-25T11:46:08.442902] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:46:08.443767] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:08.443924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:08.448960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:08.450916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:08.451522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:08.452036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:46:08.453735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:08.477715] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:46:08.572971] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:08.612152] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 1.54%
[2025-11-25T11:46:08.641128] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 3.58% | Symbol ETA: 11.8s | Global ETA: 52m 18s
[2025-11-25T11:46:08.641410] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:46:08.642251] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:08.642394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:08.643211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:08.645795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:08.646825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:08.658061] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:08.772471] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 27.7s | Global ETA: 52m 19s
[2025-11-25T11:46:08.772807] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:46:08.773780] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:08.773932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:08.779821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:08.792540] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.85%, Actual: 1.74%
[2025-11-25T11:46:08.811159] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:46:08.837773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:46:08.929279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:08.977103] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 0.80%, Actual: 1.54%
[2025-11-25T11:46:08.985615] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:08.993581] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:46:09.048248] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.26% | Symbol ETA: 12.7s | Global ETA: 52m 19s
[2025-11-25T11:46:09.048731] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:46:09.049763] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:09.049890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:09.054693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:09.056728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:09.057482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:09.057968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:46:09.059496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:09.157512] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 0.28%
[2025-11-25T11:46:09.169686] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:09.239629] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.88% | Symbol ETA: 11.2s | Global ETA: 52m 20s
[2025-11-25T11:46:09.239916] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:46:09.240744] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:09.240872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:09.241611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:09.243999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:09.244839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:09.311202] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:46:09.335311] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.63%, Actual: 0.78%
[2025-11-25T11:46:09.408151] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:46:09.506531] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:09.508690] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.31%, Actual: 1.98%
[2025-11-25T11:46:09.579996] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:09.583232] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:46:09.616701] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -3.13% | Symbol ETA: 26.9s | Global ETA: 52m 21s
[2025-11-25T11:46:09.617005] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:46:09.617914] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:09.618052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:09.623118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:09.642912] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 12.1s | Global ETA: 52m 21s
[2025-11-25T11:46:09.643213] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:46:09.644124] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:09.644273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:09.649508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:09.651466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:09.652047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:09.652535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:46:09.654235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:09.679191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:46:09.680386] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.33%, Actual: 0.87%
[2025-11-25T11:46:09.680807] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 47.5836%
[2025-11-25T11:46:09.680978] [INFO ] [main      ] GSBD: DISCARDED add_pct_change (score: 47.58%)
[2025-11-25T11:46:09.681085] [INFO ] [main      ] GSBD: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:46:09.681188] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_preclose_acceleration_mag']
[2025-11-25T11:46:09.681309] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:46:09.694763] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:09.695311] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:46:09.696256] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:09.696404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:09.701774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:09.702702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:09.705081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:09.756087] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:09.763442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:09.764908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:09.769330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:09.823514] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: 1.47% | Symbol ETA: 10.6s | Global ETA: 52m 22s
[2025-11-25T11:46:09.823810] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:46:09.824608] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:09.824756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:09.825542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:09.827947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:09.828758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:10.016703] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:46:10.115238] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:46:10.149832] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:46:10.166622] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:46:10.194133] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:10.258008] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 11.5s | Global ETA: 52m 23s
[2025-11-25T11:46:10.258326] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:46:10.259214] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:10.259360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:10.264865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:10.266781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:10.267343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:10.267816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:46:10.269488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:10.286265] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:10.322456] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:10.336438] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:10.358305] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.25% | Symbol ETA: 13.1s | Global ETA: 52m 23s
[2025-11-25T11:46:10.358600] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:46:10.359491] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:10.359607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:10.364491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:10.365359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:10.367769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:10.403239] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -4.65% | Symbol ETA: 10.0s | Global ETA: 52m 23s
[2025-11-25T11:46:10.403517] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:46:10.404312] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:10.404420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:10.405151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:10.407522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:10.408321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:10.424546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:10.426034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:10.430136] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 26.1s | Global ETA: 52m 23s
[2025-11-25T11:46:10.430313] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:46:10.431144] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:10.431287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:10.436142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:10.492076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:46:10.579537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:10.620085] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:46:10.747421] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:46:10.769117] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:46:10.813697] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:10.875852] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 10.9s | Global ETA: 52m 25s
[2025-11-25T11:46:10.876152] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:46:10.876962] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:10.877133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:10.882135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:10.884042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:10.884727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:10.885336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:46:10.887306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:10.921792] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:10.925400] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:46:10.938738] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:10.991949] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 2.32% | Symbol ETA: 9.4s | Global ETA: 52m 25s
[2025-11-25T11:46:10.992213] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:46:10.993036] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:10.993168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:10.993973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:10.996490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:10.997371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:11.010680] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -2.33% | Symbol ETA: 12.4s | Global ETA: 52m 25s
[2025-11-25T11:46:11.010814] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:46:11.011573] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:11.011665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:11.016500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:11.017430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:11.019881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:11.077390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:11.078666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:11.097950] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:11.213176] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 3.12% | Symbol ETA: 25.3s | Global ETA: 52m 26s
[2025-11-25T11:46:11.213349] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:46:11.214153] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:11.214383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:11.220236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:11.275180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:46:11.275139] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:46:11.344110] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:46:11.359159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:11.421574] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:46:11.443634] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:11.507804] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 10.3s | Global ETA: 52m 26s
[2025-11-25T11:46:11.508124] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:46:11.509048] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:11.509195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:11.514225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:11.514838] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:11.516255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:11.516870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:11.517386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:46:11.519025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:11.583947] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 1.93% | Symbol ETA: 8.8s | Global ETA: 52m 27s
[2025-11-25T11:46:11.584208] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:46:11.585034] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:11.585165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:11.585935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:11.588344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:11.589156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:11.609053] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:11.695554] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.06% | Symbol ETA: 11.8s | Global ETA: 52m 27s
[2025-11-25T11:46:11.695882] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:46:11.696790] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:11.696935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:11.701878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:11.702954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:11.704379] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:46:11.705436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:11.762938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:11.764614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:11.879258] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:46:11.881291] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:11.933800] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:46:11.994555] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.53% | Symbol ETA: 24.5s | Global ETA: 52m 28s
[2025-11-25T11:46:12.052814] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:12.103700] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:12.112973] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 9.7s | Global ETA: 52m 28s
[2025-11-25T11:46:12.133788] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:46:12.165536] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.23%, Actual: 0.27%
[2025-11-25T11:46:12.169852] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 4.07% | Symbol ETA: 8.2s | Global ETA: 52m 28s
[2025-11-25T11:46:12.170001] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:46:12.170784] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:12.170862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:12.171558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:12.173989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:12.174755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:12.286897] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:46:12.302045] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:12.336983] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 3.18%, Actual: 2.79%
[2025-11-25T11:46:12.373312] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -2.27% | Symbol ETA: 11.1s | Global ETA: 52m 29s
[2025-11-25T11:46:12.373769] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:46:12.374763] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:12.374904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:12.379760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:12.380613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:12.382965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:12.438248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:12.439416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:12.463671] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.43%, Actual: 0.15%
[2025-11-25T11:46:12.511287] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -3.47%, Actual: 1.15%
[2025-11-25T11:46:12.551260] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:46:12.638882] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:46:12.688211] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: 0.50%, Actual: 1.48%
[2025-11-25T11:46:12.745078] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:12.794405] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:46:12.812462] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.89% | Symbol ETA: 7.6s | Global ETA: 52m 30s
[2025-11-25T11:46:12.818881] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:46:12.863790] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.18%, Actual: 1.08%
[2025-11-25T11:46:12.983337] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:12.986057] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.56%, Actual: 3.08%
[2025-11-25T11:46:12.996183] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 0.27%
[2025-11-25T11:46:13.041789] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.53%
[2025-11-25T11:46:13.060305] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.71% | Symbol ETA: 10.5s | Global ETA: 52m 31s
[2025-11-25T11:46:13.060559] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:46:13.061411] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:13.061552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:13.066350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:13.067248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:13.069614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:13.124831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:13.126046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:13.160813] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 2.36%
[2025-11-25T11:46:13.170450] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:46:13.217201] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -3.13%, Actual: 2.44%
[2025-11-25T11:46:13.331661] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 3.58%, Actual: 1.26%
[2025-11-25T11:46:13.343769] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:46:13.391455] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.35%, Actual: 0.25%
[2025-11-25T11:46:13.464046] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:46:13.501274] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.88%, Actual: 0.26%
[2025-11-25T11:46:13.513530] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:46:13.565232] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 3.12%, Actual: 1.01%
[2025-11-25T11:46:13.633805] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:13.672747] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: 1.47%, Actual: 3.27%
[2025-11-25T11:46:13.684320] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:46:13.703371] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.47% | Symbol ETA: 9.8s | Global ETA: 52m 33s
[2025-11-25T11:46:13.703636] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:46:13.704477] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:13.704615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:13.709459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:13.710322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:13.712716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:13.738233] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.53%, Actual: 0.83%
[2025-11-25T11:46:13.738631] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 47.6365%
[2025-11-25T11:46:13.738803] [INFO ] [main      ] CBU: DISCARDED add_intraday_volatility_percentile (score: 47.64%)
[2025-11-25T11:46:13.738919] [INFO ] [main      ] CBU: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:46:13.739021] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_last_hour_momentum_mag']
[2025-11-25T11:46:13.739154] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:46:13.753059] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:13.753689] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:46:13.754613] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:13.754770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:13.759877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:13.767877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:13.769045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:13.816904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:46:13.818017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:13.842634] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -4.65%, Actual: 5.90%
[2025-11-25T11:46:13.855195] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:46:13.855539] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 34.8041%
[2025-11-25T11:46:13.855711] [INFO ] [main      ] AFB: DISCARDED add_open_vs_close_liquidity_ratio (score: 34.80%)
[2025-11-25T11:46:13.855776] [INFO ] [main      ] AFB: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:46:13.855883] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_vs_prev_range_position']
[2025-11-25T11:46:13.855992] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:46:13.869465] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:13.870192] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:46:13.871138] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:13.871280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:13.876290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:13.878218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:13.878825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:13.879293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:46:13.882212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:14.013346] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 2.32%, Actual: 5.70%
[2025-11-25T11:46:14.112333] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:46:14.165250] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:46:14.186169] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 1.93%, Actual: 0.13%
[2025-11-25T11:46:14.222587] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:46:14.282250] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:14.338820] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:14.351570] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.95% | Symbol ETA: 9.1s | Global ETA: 52m 35s
[2025-11-25T11:46:14.351862] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:46:14.352696] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:14.352835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:14.357357] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 4.07%, Actual: 1.10%
[2025-11-25T11:46:14.357588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:14.358477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:14.360880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:14.392123] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:14.415602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:14.417122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:14.449724] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.73% | Symbol ETA: 30.3s | Global ETA: 52m 35s
[2025-11-25T11:46:14.450013] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:46:14.450877] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:14.451020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:14.455359] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 13.7s | Global ETA: 52m 35s
[2025-11-25T11:46:14.455678] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:46:14.455913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:14.456520] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:14.456596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:14.461539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:14.463579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:14.464150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:14.464619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:46:14.467599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:14.512610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:46:14.513748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:14.528032] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.89%, Actual: 2.35%
[2025-11-25T11:46:14.528389] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 34.6145%
[2025-11-25T11:46:14.528546] [INFO ] [main      ] GTN: DISCARDED add_overnight_gap_mag (score: 34.61%)
[2025-11-25T11:46:14.528683] [INFO ] [main      ] GTN: Testing feature 29/53: add_pct_change
[2025-11-25T11:46:14.528780] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_pct_change']
[2025-11-25T11:46:14.528879] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:46:14.542586] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:14.543281] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:46:14.544167] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:14.544299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:14.545093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:14.547585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:14.549760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:14.754437] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:46:14.814386] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:46:14.856334] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:46:14.892352] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:46:14.924511] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:14.983078] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:14.997861] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.76% | Symbol ETA: 8.4s | Global ETA: 52m 36s
[2025-11-25T11:46:14.998053] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:46:14.999777] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:14.999991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:15.005184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:15.006249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:15.009150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:15.028193] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:15.045810] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 13.2s | Global ETA: 52m 37s
[2025-11-25T11:46:15.046116] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:46:15.046966] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:15.047126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:15.051995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:15.053870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:15.054419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:15.054904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:46:15.057849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:15.059361] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:15.066522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:15.068051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:15.134725] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -10.01% | Symbol ETA: 11.9s | Global ETA: 52m 37s
[2025-11-25T11:46:15.135002] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:46:15.135857] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:15.135987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:15.136749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:15.139327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:15.139425] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 6.56% | Symbol ETA: 29.6s | Global ETA: 52m 37s
[2025-11-25T11:46:15.139741] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:46:15.140632] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:15.140792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:15.141466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:15.145715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:15.202084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:46:15.203159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:15.397320] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:46:15.441711] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:46:15.478751] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:46:15.548062] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:46:15.569076] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:15.631538] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.20% | Symbol ETA: 12.6s | Global ETA: 52m 38s
[2025-11-25T11:46:15.631815] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:46:15.632632] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:15.632789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:15.637584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:15.638039] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:15.639328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:15.639822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:15.640215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:46:15.643057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:15.647719] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:15.712195] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.94% | Symbol ETA: 7.8s | Global ETA: 52m 38s
[2025-11-25T11:46:15.712380] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:46:15.713764] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:15.713908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:15.719029] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:15.719007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:15.719949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:15.722424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:15.723788] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 3.07% | Symbol ETA: 11.3s | Global ETA: 52m 39s
[2025-11-25T11:46:15.724041] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:46:15.724866] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:15.724997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:15.725770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:15.728208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:15.730311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:15.778394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:15.779915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:15.830413] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.67% | Symbol ETA: 28.9s | Global ETA: 52m 39s
[2025-11-25T11:46:15.830736] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:46:15.831599] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:15.831771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:15.836782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:15.893470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:46:15.894285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:15.980379] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:46:16.067329] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:46:16.123616] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:46:16.147749] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:16.209571] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 12.0s | Global ETA: 52m 40s
[2025-11-25T11:46:16.209732] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:46:16.210471] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:16.210539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:16.215267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:16.217071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:16.217566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:16.217970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:46:16.220765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:16.235886] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:16.241210] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:46:16.301343] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:16.313145] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 10.7s | Global ETA: 52m 40s
[2025-11-25T11:46:16.313307] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:46:16.314119] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:16.314313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:16.315077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:16.317509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:16.319612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:16.374625] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 2.57% | Symbol ETA: 7.1s | Global ETA: 52m 40s
[2025-11-25T11:46:16.422305] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:16.533803] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: 0.55% | Symbol ETA: 28.2s | Global ETA: 52m 41s
[2025-11-25T11:46:16.534094] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:46:16.534931] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:16.535070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:16.540142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:16.548636] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.25%, Actual: 1.80%
[2025-11-25T11:46:16.558970] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:46:16.596309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:46:16.597150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:16.657364] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:46:16.718120] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.33%, Actual: 1.05%
[2025-11-25T11:46:16.726598] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:16.788118] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 11.4s | Global ETA: 52m 42s
[2025-11-25T11:46:16.788423] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:46:16.789250] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:16.789396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:16.794153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:16.795976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:16.796519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:16.797000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:46:16.799883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:16.825289] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:16.887133] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 0.03%
[2025-11-25T11:46:16.900717] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 1.76% | Symbol ETA: 10.1s | Global ETA: 52m 42s
[2025-11-25T11:46:16.901004] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:46:16.901870] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:16.902002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:16.902836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:16.905299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:16.907513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:16.939516] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:46:17.058220] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -2.27%, Actual: 1.54%
[2025-11-25T11:46:17.111150] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:17.136684] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:46:17.216552] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 27.5s | Global ETA: 52m 43s
[2025-11-25T11:46:17.216880] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:46:17.217778] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:17.217915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:17.222712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:17.234760] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 1.74%
[2025-11-25T11:46:17.244666] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:46:17.280969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:46:17.281878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:17.304345] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:17.368014] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 10.8s | Global ETA: 52m 43s
[2025-11-25T11:46:17.368246] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:46:17.369066] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:17.369207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:17.374015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:17.375832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:17.376401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:17.376890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:46:17.379756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:17.409011] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.47%, Actual: 1.54%
[2025-11-25T11:46:17.412512] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:17.487439] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 9.5s | Global ETA: 52m 44s
[2025-11-25T11:46:17.487741] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:46:17.488564] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:17.488714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:17.489463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:17.491886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:17.493990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:17.578289] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.95%, Actual: 0.28%
[2025-11-25T11:46:17.631604] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:46:17.716264] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:46:17.748229] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.76%, Actual: 0.78%
[2025-11-25T11:46:17.803850] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:17.831781] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:46:17.884727] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:17.911412] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 26.8s | Global ETA: 52m 45s
[2025-11-25T11:46:17.911727] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:46:17.912549] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:17.912706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:17.916355] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.94%, Actual: 1.98%
[2025-11-25T11:46:17.917487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:17.946038] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 10.2s | Global ETA: 52m 45s
[2025-11-25T11:46:17.946303] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:46:17.947161] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:17.947300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:17.952142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:17.953959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:17.954512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:17.954999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:46:17.957866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:17.971486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:46:17.972299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:18.000461] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:18.079736] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -5.99% | Symbol ETA: 9.0s | Global ETA: 52m 45s
[2025-11-25T11:46:18.079966] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:46:18.080798] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:18.080925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:18.081618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:18.084042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:18.086154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:18.087852] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 2.57%, Actual: 0.87%
[2025-11-25T11:46:18.088095] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 50.5161%
[2025-11-25T11:46:18.088264] [INFO ] [main      ] GSBD: DISCARDED add_preclose_acceleration_mag (score: 50.52%)
[2025-11-25T11:46:18.088383] [INFO ] [main      ] GSBD: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:46:18.088489] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_prev_1100_to_open']
[2025-11-25T11:46:18.088597] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:46:18.102288] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:18.102966] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:46:18.103950] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:18.104092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:18.109146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:18.110083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:18.112571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:18.168142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:18.169042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:18.299438] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:46:18.310636] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:46:18.430836] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:46:18.467951] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:18.486809] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:18.508527] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:46:18.530291] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 9.6s | Global ETA: 52m 47s
[2025-11-25T11:46:18.530556] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:46:18.531382] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:18.531528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:18.536400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:18.538271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:18.538837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:18.539301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:46:18.542191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:18.602667] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 26.1s | Global ETA: 52m 47s
[2025-11-25T11:46:18.602979] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:46:18.603819] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:18.603993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:18.604472] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:18.608929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:18.666758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:46:18.667826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:18.680623] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 2.40% | Symbol ETA: 8.4s | Global ETA: 52m 47s
[2025-11-25T11:46:18.680933] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:46:18.681811] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:18.681944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:18.682763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:18.682777] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:18.685371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:18.687810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:18.754834] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 2.09% | Symbol ETA: 12.0s | Global ETA: 52m 47s
[2025-11-25T11:46:18.755094] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:46:18.755936] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:18.756074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:18.760981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:18.761876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:18.764281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:18.820484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:18.821321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:18.881456] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:46:19.013401] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:46:19.037529] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:46:19.054230] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:19.116379] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.68% | Symbol ETA: 9.1s | Global ETA: 52m 48s
[2025-11-25T11:46:19.116691] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:46:19.117556] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:19.117709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:19.122529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:19.124340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:19.124908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:19.125385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:46:19.128309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:19.167735] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:46:19.184289] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:19.210734] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:19.286166] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 1.55% | Symbol ETA: 7.8s | Global ETA: 52m 49s
[2025-11-25T11:46:19.286441] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:46:19.287301] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:19.287460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:19.288233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:19.290678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:19.292779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:19.293196] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 25.4s | Global ETA: 52m 49s
[2025-11-25T11:46:19.293471] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:46:19.294311] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:19.294456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:19.299441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:19.337507] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:19.354353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:46:19.355172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:19.409532] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 11.4s | Global ETA: 52m 49s
[2025-11-25T11:46:19.409848] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:46:19.410707] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:19.410841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:19.415743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:19.416761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:19.419303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:19.469875] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:46:19.474875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:19.476003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:19.636337] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:46:19.639310] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:19.696784] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:46:19.701729] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.98% | Symbol ETA: 8.5s | Global ETA: 52m 50s
[2025-11-25T11:46:19.811696] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:19.814447] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:46:19.869743] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:19.872846] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T11:46:19.886446] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 3.02% | Symbol ETA: 7.2s | Global ETA: 52m 50s
[2025-11-25T11:46:19.886759] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:46:19.887677] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:19.887808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:19.888590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:19.891176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:19.893477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:19.980134] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 1.32% | Symbol ETA: 24.7s | Global ETA: 52m 51s
[2025-11-25T11:46:19.980291] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:46:19.981054] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:19.981129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:19.985479] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:19.985907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:20.042006] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 0.15%
[2025-11-25T11:46:20.052070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:46:20.053511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:20.056902] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 10.7s | Global ETA: 52m 51s
[2025-11-25T11:46:20.057228] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:46:20.058111] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:20.058250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:20.063063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:20.063985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:20.066315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:20.121968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:20.123000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:20.209109] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.33%
[2025-11-25T11:46:20.237873] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:46:20.377323] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.36%, Actual: 0.02%
[2025-11-25T11:46:20.408724] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:46:20.412843] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:20.469012] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:46:20.487898] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 7.42% | Symbol ETA: 6.6s | Global ETA: 52m 52s
[2025-11-25T11:46:20.546040] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.27%
[2025-11-25T11:46:20.588071] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:20.649082] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:20.661494] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -10.01%, Actual: 3.08%
[2025-11-25T11:46:20.694635] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.70% | Symbol ETA: 24.0s | Global ETA: 52m 53s
[2025-11-25T11:46:20.713580] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.27%
[2025-11-25T11:46:20.720933] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.29% | Symbol ETA: 10.1s | Global ETA: 52m 53s
[2025-11-25T11:46:20.721223] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:46:20.722053] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:20.722190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:20.727272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:20.728185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:20.730606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:20.786883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:20.787937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:20.834116] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 3.07%, Actual: 2.36%
[2025-11-25T11:46:20.869040] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.73%, Actual: 0.27%
[2025-11-25T11:46:20.881876] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 0.11%
[2025-11-25T11:46:21.004915] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 1.26%
[2025-11-25T11:46:21.038735] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 6.56%, Actual: 2.79%
[2025-11-25T11:46:21.048508] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.10%
[2025-11-25T11:46:21.125307] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:46:21.174753] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 1.76%, Actual: 0.26%
[2025-11-25T11:46:21.214764] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 0.07%
[2025-11-25T11:46:21.214636] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.67%, Actual: 1.15%
[2025-11-25T11:46:21.297664] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:21.344921] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.10%, Actual: 3.27%
[2025-11-25T11:46:21.367542] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -1.02% | Symbol ETA: 9.4s | Global ETA: 52m 55s
[2025-11-25T11:46:21.367709] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:46:21.368477] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:21.368558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:21.373294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:21.374121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:21.376529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:21.381138] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.98%, Actual: 1.01%
[2025-11-25T11:46:21.381307] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 32.1722%
[2025-11-25T11:46:21.381390] [INFO ] [main      ] AFB: DISCARDED add_open_vs_prev_range_position (score: 32.17%)
[2025-11-25T11:46:21.381438] [INFO ] [main      ] AFB: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:46:21.381475] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_overnight_gap_amplitude']
[2025-11-25T11:46:21.381515] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:46:21.387180] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: 0.55%, Actual: 1.48%
[2025-11-25T11:46:21.394758] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:21.395318] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:46:21.396172] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:21.396248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:21.401029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:21.402815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:21.403293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:21.403701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:21.404301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:21.439491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:21.440635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:21.516428] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -5.99%, Actual: 5.90%
[2025-11-25T11:46:21.559783] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -0.74%, Actual: 1.08%
[2025-11-25T11:46:21.685676] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 2.40%, Actual: 5.70%
[2025-11-25T11:46:21.733670] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.53%
[2025-11-25T11:46:21.738436] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:46:21.779307] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:46:21.856568] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 1.55%, Actual: 0.13%
[2025-11-25T11:46:21.906503] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 2.44%
[2025-11-25T11:46:21.949294] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:21.961966] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:22.018823] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.71% | Symbol ETA: 8.8s | Global ETA: 52m 57s
[2025-11-25T11:46:22.018968] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:46:22.019731] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:22.019810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:22.023427] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 13.2s | Global ETA: 52m 57s
[2025-11-25T11:46:22.023747] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:46:22.024533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:22.024572] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:22.024728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:22.025338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:22.027671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:22.028271] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 3.02%, Actual: 1.10%
[2025-11-25T11:46:22.029628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:22.031446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:22.032012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:22.032479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:22.033165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:22.077391] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.25%
[2025-11-25T11:46:22.083150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:22.084142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:22.199107] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 7.42%, Actual: 2.35%
[2025-11-25T11:46:22.199337] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 36.8962%
[2025-11-25T11:46:22.199430] [INFO ] [main      ] GTN: DISCARDED add_pct_change (score: 36.90%)
[2025-11-25T11:46:22.199478] [INFO ] [main      ] GTN: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:46:22.199517] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_preclose_acceleration_mag']
[2025-11-25T11:46:22.199558] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:46:22.214211] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:22.214834] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:46:22.215705] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:22.215776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:22.216481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:22.219032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:22.220180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:22.247752] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.32%, Actual: 1.01%
[2025-11-25T11:46:22.367216] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:46:22.419583] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.70%, Actual: 0.83%
[2025-11-25T11:46:22.420071] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 48.0543%
[2025-11-25T11:46:22.420256] [INFO ] [main      ] CBU: DISCARDED add_last_hour_momentum_mag (score: 48.05%)
[2025-11-25T11:46:22.420378] [INFO ] [main      ] CBU: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:46:22.420492] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_late_day_volatility']
[2025-11-25T11:46:22.420607] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:46:22.422192] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:46:22.434631] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:22.435335] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:46:22.436455] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:22.436848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:22.442338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:22.501470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:46:22.503930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:22.534128] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:22.564753] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:46:22.593659] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:22.594922] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 12.3s | Global ETA: 52m 58s
[2025-11-25T11:46:22.595283] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:46:22.596128] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:22.596269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:22.601089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:22.602929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:22.603489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:22.603988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:22.604743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:22.663357] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.68% | Symbol ETA: 8.1s | Global ETA: 52m 58s
[2025-11-25T11:46:22.663636] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:46:22.664473] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:22.664619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:22.669461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:22.670382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:22.672734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:22.726511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:22.727532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:22.735232] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:22.804653] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -9.91% | Symbol ETA: 11.4s | Global ETA: 52m 59s
[2025-11-25T11:46:22.804940] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:46:22.805790] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:22.805921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:22.806688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:22.809196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:22.810395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:22.850395] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:46:22.941800] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:46:23.042065] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:23.065606] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:46:23.111927] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:23.156880] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -3.72% | Symbol ETA: 26.0s | Global ETA: 52m 60s
[2025-11-25T11:46:23.157181] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:46:23.158089] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:23.158234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:23.160444] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:46:23.163360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:23.174343] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 11.7s | Global ETA: 52m 60s
[2025-11-25T11:46:23.174495] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:46:23.175280] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:23.175376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:23.180146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:23.181885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:23.182373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:23.182796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:23.183404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:23.219347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:46:23.221277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:23.244879] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:23.319056] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.67% | Symbol ETA: 7.5s | Global ETA: 53m 0s
[2025-11-25T11:46:23.319355] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:46:23.320284] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:23.320429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:23.325863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:23.326988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:23.329820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:23.334090] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:23.389020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:23.390254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:23.402507] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 10.8s | Global ETA: 53m 1s
[2025-11-25T11:46:23.402814] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:46:23.403635] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:23.403784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:23.404531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:23.406985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:23.408223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:23.516362] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:46:23.562185] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:46:23.683701] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:23.735139] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:23.738060] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:46:23.745058] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 11.0s | Global ETA: 53m 2s
[2025-11-25T11:46:23.745345] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:46:23.746185] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:23.746325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:23.750038] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:46:23.751168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:23.752988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:23.753538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:23.754018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:23.754725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:23.846062] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 1.43% | Symbol ETA: 25.2s | Global ETA: 53m 2s
[2025-11-25T11:46:23.846360] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:46:23.847227] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:23.847367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:23.852174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:23.907054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:46:23.909154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:23.913183] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:23.925215] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:23.988953] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.86% | Symbol ETA: 6.8s | Global ETA: 53m 2s
[2025-11-25T11:46:23.989268] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:46:23.990257] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:23.990422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:23.995985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:23.997190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:23.997683] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -1.39% | Symbol ETA: 10.2s | Global ETA: 53m 2s
[2025-11-25T11:46:23.997976] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:46:23.998866] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:23.998998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:23.999831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:24.000017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:24.002250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:24.003422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:24.059890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:24.061161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:24.089960] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:46:24.257748] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:24.263404] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:46:24.318068] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 10.4s | Global ETA: 53m 3s
[2025-11-25T11:46:24.318366] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:46:24.319190] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:24.319329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:24.324138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:24.325963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:24.326511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:24.326995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:24.327705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:24.358356] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:46:24.409986] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:46:24.447543] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:24.527850] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:24.568968] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -0.74% | Symbol ETA: 24.5s | Global ETA: 53m 4s
[2025-11-25T11:46:24.569281] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:46:24.570142] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:24.570227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:24.575267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:24.577312] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:24.594737] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 5.01% | Symbol ETA: 9.7s | Global ETA: 53m 4s
[2025-11-25T11:46:24.594906] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:46:24.595751] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:24.595903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:24.596620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:24.599175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:24.600302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:24.631499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:46:24.634012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:24.647038] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.65% | Symbol ETA: 6.2s | Global ETA: 53m 4s
[2025-11-25T11:46:24.662756] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:46:24.816708] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 2.09%, Actual: 1.80%
[2025-11-25T11:46:24.831392] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:24.891879] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 9.9s | Global ETA: 53m 5s
[2025-11-25T11:46:24.892129] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:46:24.892953] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:24.893093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:24.897950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:24.899775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:24.900321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:24.900814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:24.901479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:24.947580] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:46:24.982506] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:46:24.984003] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -0.01%, Actual: 1.05%
[2025-11-25T11:46:25.120634] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:25.154805] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.90%, Actual: 0.03%
[2025-11-25T11:46:25.156696] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:25.189434] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -2.34% | Symbol ETA: 9.1s | Global ETA: 53m 6s
[2025-11-25T11:46:25.189719] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:46:25.190536] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:25.190685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:25.191449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:25.193881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:25.195029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:25.240496] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:46:25.266447] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -0.88% | Symbol ETA: 23.8s | Global ETA: 53m 6s
[2025-11-25T11:46:25.266773] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:46:25.267630] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:25.267790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:25.272682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:25.325300] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.29%, Actual: 1.54%
[2025-11-25T11:46:25.330211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:46:25.332664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:25.411854] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:25.473676] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 9.3s | Global ETA: 53m 7s
[2025-11-25T11:46:25.473827] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:46:25.474580] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:25.474670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:25.479578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:25.481413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:25.481956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:25.482508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:25.483193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:25.496944] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -1.02%, Actual: 1.74%
[2025-11-25T11:46:25.539221] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:46:25.669132] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.71%, Actual: 1.54%
[2025-11-25T11:46:25.680751] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:46:25.714661] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:25.787368] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -1.30% | Symbol ETA: 8.5s | Global ETA: 53m 7s
[2025-11-25T11:46:25.787696] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:46:25.788572] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:25.788744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:25.789550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:25.792118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:25.793409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:25.824169] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:46:25.839573] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.68%, Actual: 0.28%
[2025-11-25T11:46:25.852713] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:25.962002] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 23.1s | Global ETA: 53m 8s
[2025-11-25T11:46:25.962296] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:46:25.963167] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:25.963327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:25.968302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:25.992707] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:26.015708] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.67%, Actual: 0.78%
[2025-11-25T11:46:26.023841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:46:26.025895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:26.054359] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 8.7s | Global ETA: 53m 8s
[2025-11-25T11:46:26.054687] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:46:26.055538] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:26.055707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:26.060572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:26.062469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:26.063077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:26.063488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:26.064173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:26.146044] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:46:26.200423] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.86%, Actual: 1.98%
[2025-11-25T11:46:26.316328] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:26.372220] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.65%, Actual: 0.87%
[2025-11-25T11:46:26.372456] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 42.0211%
[2025-11-25T11:46:26.372593] [INFO ] [main      ] GSBD: DISCARDED add_prev_1100_to_open (score: 42.02%)
[2025-11-25T11:46:26.372687] [INFO ] [main      ] GSBD: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:46:26.372742] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_prev_close_to_1100']
[2025-11-25T11:46:26.372792] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:46:26.375668] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:46:26.384490] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 2.37% | Symbol ETA: 7.9s | Global ETA: 53m 9s
[2025-11-25T11:46:26.384654] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:46:26.385491] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:26.385572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:26.385927] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:26.386406] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:46:26.386264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:26.387289] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:26.387488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:26.388917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:26.390118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:26.392290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:26.393148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:26.395503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:26.404531] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:46:26.451801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:26.452837] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:26.553490] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:26.576380] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:26.637485] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 8.1s | Global ETA: 53m 10s
[2025-11-25T11:46:26.637764] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:46:26.638580] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:26.638734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:26.643670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:26.645469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:26.646036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:26.646505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:46:26.647208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:26.659183] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 2.11% | Symbol ETA: 22.3s | Global ETA: 53m 10s
[2025-11-25T11:46:26.659494] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:46:26.660326] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:26.660470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:26.665373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:26.722449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:46:26.724732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:26.745413] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:46:26.794577] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:46:26.921035] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:26.966381] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:26.989988] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -0.99% | Symbol ETA: 7.3s | Global ETA: 53m 11s
[2025-11-25T11:46:26.990285] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:46:26.991185] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:26.991334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:26.992138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:26.994690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:26.996004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:26.997768] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:46:27.050827] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.60% | Symbol ETA: 11.6s | Global ETA: 53m 11s
[2025-11-25T11:46:27.051114] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:46:27.051996] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:27.052134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:27.057001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:27.058001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:27.060377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:27.072154] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:46:27.115866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:27.116852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:27.171794] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:27.232712] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 7.5s | Global ETA: 53m 12s
[2025-11-25T11:46:27.243972] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:27.343152] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:46:27.355555] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 21.6s | Global ETA: 53m 12s
[2025-11-25T11:46:27.355885] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:46:27.356790] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:27.356937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:27.362217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:27.406253] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.07%, Actual: 0.04%
[2025-11-25T11:46:27.420213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:46:27.422349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:27.455619] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:46:27.516968] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:27.581533] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:46:27.585444] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 0.80% | Symbol ETA: 6.7s | Global ETA: 53m 13s
[2025-11-25T11:46:27.585567] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:46:27.586371] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:27.586454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:27.587212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:27.589627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:27.590891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:27.628072] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:27.700938] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.51% | Symbol ETA: 10.9s | Global ETA: 53m 13s
[2025-11-25T11:46:27.701227] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:46:27.702073] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:27.702215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:27.706975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:27.707897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:27.710255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:27.765794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:27.766792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:27.766828] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:46:27.773898] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:46:27.936198] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:46:27.937243] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:46:27.944764] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:28.055276] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.87% | Symbol ETA: 20.9s | Global ETA: 53m 14s
[2025-11-25T11:46:28.055590] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:46:28.056438] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:28.056577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:28.061594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:28.109229] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:28.110087] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.27%
[2025-11-25T11:46:28.115914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:46:28.118089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:28.172193] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:46:28.177856] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 5.19% | Symbol ETA: 6.1s | Global ETA: 53m 14s
[2025-11-25T11:46:28.278676] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:46:28.348786] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:28.350141] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -9.91%, Actual: 3.08%
[2025-11-25T11:46:28.420986] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 10.4s | Global ETA: 53m 15s
[2025-11-25T11:46:28.421151] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:46:28.422046] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:28.422271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:28.427280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:28.428231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:28.430752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:28.448255] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:46:28.459886] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:46:28.488638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:28.490066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:28.522908] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 2.36%
[2025-11-25T11:46:28.619040] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:46:28.629153] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:28.700726] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -1.39%, Actual: 1.26%
[2025-11-25T11:46:28.744007] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.26% | Symbol ETA: 20.2s | Global ETA: 53m 16s
[2025-11-25T11:46:28.744181] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:46:28.745011] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:28.745228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:28.750364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:28.788121] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:46:28.805006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:46:28.807349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:28.845192] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:46:28.876773] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 5.01%, Actual: 0.26%
[2025-11-25T11:46:28.960924] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -1.03%, Actual: 1.01%
[2025-11-25T11:46:28.961201] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 39.2405%
[2025-11-25T11:46:28.961305] [INFO ] [main      ] AFB: DISCARDED add_overnight_gap_amplitude (score: 39.24%)
[2025-11-25T11:46:28.961354] [INFO ] [main      ] AFB: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:46:28.961391] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_overnight_gap_mag']
[2025-11-25T11:46:28.961433] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:46:29.021720] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:29.041317] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:29.042185] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:46:29.043253] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:29.043438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:29.048739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:29.050846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:29.051476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:29.051523] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -2.34%, Actual: 3.27%
[2025-11-25T11:46:29.052059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:29.052896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:29.096014] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.85% | Symbol ETA: 9.7s | Global ETA: 53m 17s
[2025-11-25T11:46:29.096159] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:46:29.097126] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:29.097377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:29.102800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:29.103942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:29.106436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:29.162233] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:46:29.165064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:29.166077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:29.223483] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -1.30%, Actual: 5.90%
[2025-11-25T11:46:29.328440] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:29.393239] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 2.37%, Actual: 5.70%
[2025-11-25T11:46:29.405290] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:46:29.436295] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -1.80% | Symbol ETA: 19.5s | Global ETA: 53m 18s
[2025-11-25T11:46:29.504588] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:46:29.565743] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -0.99%, Actual: 0.13%
[2025-11-25T11:46:29.579684] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:29.604256] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -3.72%, Actual: 0.27%
[2025-11-25T11:46:29.650970] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 12.5s | Global ETA: 53m 19s
[2025-11-25T11:46:29.651111] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:46:29.651901] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:29.651977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:29.656917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:29.658871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:29.659368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:29.659799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:29.660472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:29.672080] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:29.735200] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 1.10%
[2025-11-25T11:46:29.742321] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 9.0s | Global ETA: 53m 19s
[2025-11-25T11:46:29.742466] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:46:29.743410] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:29.743489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:29.748296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:29.749102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:29.751519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:29.806753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:29.807721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:29.834048] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 1.43%, Actual: 2.79%
[2025-11-25T11:46:29.961347] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 5.19%, Actual: 2.35%
[2025-11-25T11:46:29.961754] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 37.9481%
[2025-11-25T11:46:29.961909] [INFO ] [main      ] GTN: DISCARDED add_preclose_acceleration_mag (score: 37.95%)
[2025-11-25T11:46:29.962015] [INFO ] [main      ] GTN: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:46:29.962112] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_prev_1100_to_open']
[2025-11-25T11:46:29.962208] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:46:29.975497] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:29.976263] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:46:29.977224] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:29.977365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:29.978178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:29.980594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:29.981427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:30.014212] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -0.74%, Actual: 1.15%
[2025-11-25T11:46:30.022441] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:46:30.150790] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:46:30.190431] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -0.88%, Actual: 1.48%
[2025-11-25T11:46:30.195479] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:30.257552] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 11.9s | Global ETA: 53m 20s
[2025-11-25T11:46:30.257864] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:46:30.258697] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:30.258835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:30.263605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:30.265486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:30.266119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:30.266601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:30.267420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:30.319967] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:46:30.329978] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:30.390771] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.29%, Actual: 1.08%
[2025-11-25T11:46:30.402253] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.17% | Symbol ETA: 8.3s | Global ETA: 53m 21s
[2025-11-25T11:46:30.402550] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:46:30.403884] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:30.404030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:30.409068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:30.410023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:30.412486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:30.471112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:30.472238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:30.496984] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:30.564724] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 2.11%, Actual: 0.53%
[2025-11-25T11:46:30.571692] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -6.26% | Symbol ETA: 11.0s | Global ETA: 53m 21s
[2025-11-25T11:46:30.571978] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:46:30.572850] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:30.572983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:30.573780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:30.576183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:30.577008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:30.607911] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:46:30.734260] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: 0.80%, Actual: 2.44%
[2025-11-25T11:46:30.775634] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:30.824837] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:46:30.837723] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 11.2s | Global ETA: 53m 22s
[2025-11-25T11:46:30.838030] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:46:30.838874] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:30.839020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:30.844089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:30.845942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:30.846554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:30.847083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:30.847885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:30.903384] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.87%, Actual: 0.25%
[2025-11-25T11:46:30.917471] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:46:30.997449] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:31.069147] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.10% | Symbol ETA: 7.6s | Global ETA: 53m 23s
[2025-11-25T11:46:31.069449] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:46:31.070316] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:31.070459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:31.071369] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.26%, Actual: 1.01%
[2025-11-25T11:46:31.075365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:31.076315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:31.078801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:31.088032] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:31.134753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:31.135953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:31.156436] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -1.65% | Symbol ETA: 10.4s | Global ETA: 53m 23s
[2025-11-25T11:46:31.156743] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:46:31.157595] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:31.157751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:31.158505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:31.160934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:31.161757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:31.189619] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:46:31.239238] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -1.80%, Actual: 0.83%
[2025-11-25T11:46:31.239575] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 37.9538%
[2025-11-25T11:46:31.239758] [INFO ] [main      ] CBU: DISCARDED add_late_day_volatility (score: 37.95%)
[2025-11-25T11:46:31.239874] [INFO ] [main      ] CBU: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:46:31.239978] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_late_hour_microstructure']
[2025-11-25T11:46:31.240085] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:46:31.253370] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:31.254090] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:46:31.255021] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:31.255159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:31.260012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:31.316892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:46:31.319856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:31.360228] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:31.422029] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 10.6s | Global ETA: 53m 24s
[2025-11-25T11:46:31.422159] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:46:31.422922] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:31.422996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:31.427914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:31.429698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:31.430191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:31.430577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:31.431247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:31.488486] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:46:31.498605] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:46:31.661581] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:46:31.666060] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:31.669033] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:31.739874] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.72% | Symbol ETA: 9.8s | Global ETA: 53m 25s
[2025-11-25T11:46:31.740028] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:46:31.740815] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:31.740890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:31.741581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:31.743940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:31.744694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:31.746552] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.56% | Symbol ETA: 7.0s | Global ETA: 53m 25s
[2025-11-25T11:46:31.746721] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:46:31.747550] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:31.747664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:31.752850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:31.753743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:31.756258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:31.795183] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:46:31.814306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:31.815526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:31.873577] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:31.998002] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:32.028306] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -3.86% | Symbol ETA: 25.1s | Global ETA: 53m 25s
[2025-11-25T11:46:32.028622] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:46:32.029613] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:32.029781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:32.036014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:32.074497] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 10.1s | Global ETA: 53m 26s
[2025-11-25T11:46:32.074995] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:46:32.076298] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:32.076491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:32.083967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:32.087003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:32.087928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:32.088606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:32.089744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:32.106859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:46:32.111698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:32.222979] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:46:32.254174] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:46:32.474992] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:32.512208] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:32.516507] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:46:32.544412] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 7.16% | Symbol ETA: 9.5s | Global ETA: 53m 27s
[2025-11-25T11:46:32.544726] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:46:32.545568] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:32.545719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:32.546519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:32.549156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:32.550068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:32.585820] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.41% | Symbol ETA: 6.3s | Global ETA: 53m 27s
[2025-11-25T11:46:32.586108] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:46:32.587041] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:32.587190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:32.592472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:32.593519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:32.594625] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:46:32.596377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:32.652780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:32.654000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:32.710942] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:32.779892] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:32.782913] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 9.5s | Global ETA: 53m 28s
[2025-11-25T11:46:32.783430] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:46:32.784254] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:32.784401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:32.789408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:32.791367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:32.791981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:32.792465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:32.793226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:32.899114] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 1.45% | Symbol ETA: 24.7s | Global ETA: 53m 28s
[2025-11-25T11:46:32.899420] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:46:32.900283] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:32.900428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:32.905569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:32.917493] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:46:32.962675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:46:32.965876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:33.020739] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:46:33.095905] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:33.139734] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:46:33.163916] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -2.75% | Symbol ETA: 8.9s | Global ETA: 53m 29s
[2025-11-25T11:46:33.164165] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:46:33.164988] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:33.165119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:33.165875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:33.168293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:33.169092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:33.202876] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:33.274822] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 1.66% | Symbol ETA: 5.6s | Global ETA: 53m 29s
[2025-11-25T11:46:33.312231] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:33.317312] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:46:33.373743] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 8.9s | Global ETA: 53m 29s
[2025-11-25T11:46:33.374029] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:46:33.374868] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:33.375007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:33.380116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:33.381973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:33.382537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:33.383023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:33.383779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:33.448244] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.60%, Actual: 1.80%
[2025-11-25T11:46:33.490510] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:33.529309] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:46:33.611958] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.56% | Symbol ETA: 23.7s | Global ETA: 53m 30s
[2025-11-25T11:46:33.612111] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:46:33.612947] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:33.613037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:33.617932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:33.619462] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.51%, Actual: 1.05%
[2025-11-25T11:46:33.675183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:46:33.678502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:33.706374] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:33.730577] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:46:33.773953] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -2.92% | Symbol ETA: 8.2s | Global ETA: 53m 30s
[2025-11-25T11:46:33.774215] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:46:33.775070] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:33.775203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:33.775960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:33.778450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:33.779258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:33.791120] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.51%, Actual: 0.03%
[2025-11-25T11:46:33.909285] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:33.967421] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.85%, Actual: 1.54%
[2025-11-25T11:46:33.974285] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 8.3s | Global ETA: 53m 31s
[2025-11-25T11:46:33.974568] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:46:33.975504] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:33.975678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:33.981028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:33.982992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:33.983566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:33.984004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:33.984791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:34.027185] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:46:34.119334] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:46:34.144589] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 1.74%
[2025-11-25T11:46:34.203164] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:34.288122] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:34.316589] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.09% | Symbol ETA: 22.8s | Global ETA: 53m 32s
[2025-11-25T11:46:34.316905] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:46:34.317924] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:34.318083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:34.323077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:34.323220] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.17%, Actual: 1.54%
[2025-11-25T11:46:34.334680] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:46:34.355234] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.55% | Symbol ETA: 7.6s | Global ETA: 53m 32s
[2025-11-25T11:46:34.355522] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:46:34.356349] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:34.356482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:34.357262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:34.359692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:34.360476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:34.379216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:46:34.382614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:34.501905] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.10%, Actual: 0.28%
[2025-11-25T11:46:34.506584] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:34.568724] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 7.6s | Global ETA: 53m 33s
[2025-11-25T11:46:34.568886] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:46:34.569620] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:34.569707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:34.574467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:34.576248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:34.576891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:34.577378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:46:34.578167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:34.679157] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.56%, Actual: 0.78%
[2025-11-25T11:46:34.700348] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:46:34.746635] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:46:34.858342] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.41%, Actual: 1.98%
[2025-11-25T11:46:34.870259] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:34.919989] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:46:34.920426] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:34.937210] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 1.06% | Symbol ETA: 6.9s | Global ETA: 53m 34s
[2025-11-25T11:46:34.937491] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:46:34.938321] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:34.938452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:34.939209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:34.941581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:34.942399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:35.030675] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -1.65% | Symbol ETA: 21.9s | Global ETA: 53m 34s
[2025-11-25T11:46:35.031008] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:46:35.031882] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:35.032023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:35.035290] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 1.66%, Actual: 0.87%
[2025-11-25T11:46:35.035684] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 46.1002%
[2025-11-25T11:46:35.035875] [INFO ] [main      ] GSBD: DISCARDED add_prev_close_to_1100 (score: 46.10%)
[2025-11-25T11:46:35.036013] [INFO ] [main      ] GSBD: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:46:35.036128] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_prev_close_to_open']
[2025-11-25T11:46:35.036242] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:46:35.036924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:35.050210] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:35.050872] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:46:35.051892] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:35.051993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:35.057283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:35.058251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:35.060823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:35.088677] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:35.092851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:46:35.095858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:35.118063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:35.119238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:35.148582] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 7.0s | Global ETA: 53m 34s
[2025-11-25T11:46:35.281258] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:46:35.320560] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:46:35.445604] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:46:35.451335] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:35.460355] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:46:35.496970] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:46:35.518849] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -3.70% | Symbol ETA: 6.3s | Global ETA: 53m 35s
[2025-11-25T11:46:35.519128] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:46:35.519990] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:35.520125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:35.520944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:35.523415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:35.524280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:35.629878] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:35.638935] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:35.673478] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:46:35.701106] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.99% | Symbol ETA: 11.3s | Global ETA: 53m 36s
[2025-11-25T11:46:35.701401] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:46:35.702232] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:35.702374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:35.707144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:35.708055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:35.710403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:35.749118] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 21.2s | Global ETA: 53m 36s
[2025-11-25T11:46:35.749426] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:46:35.750295] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:35.750439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:35.755591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:35.765505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:35.766560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:35.812702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:46:35.815818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:35.846819] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:46:35.865068] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:46:36.035289] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:36.073573] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 0.27%
[2025-11-25T11:46:36.102911] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 7.12% | Symbol ETA: 5.7s | Global ETA: 53m 37s
[2025-11-25T11:46:36.117133] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:46:36.159779] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:46:36.244829] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:46:36.274428] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -6.26%, Actual: 3.08%
[2025-11-25T11:46:36.297888] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:36.332054] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:36.373338] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -0.90% | Symbol ETA: 10.7s | Global ETA: 53m 38s
[2025-11-25T11:46:36.373510] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:46:36.374386] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:36.374482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:36.379697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:36.380704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:36.383195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:36.417842] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:46:36.440007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:36.441166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:36.445878] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -1.65%, Actual: 2.36%
[2025-11-25T11:46:36.449361] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -2.20% | Symbol ETA: 20.4s | Global ETA: 53m 38s
[2025-11-25T11:46:36.449660] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:46:36.450517] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:36.450670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:36.455435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:36.510202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:46:36.513047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:36.587686] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:46:36.615941] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.72%, Actual: 1.26%
[2025-11-25T11:46:36.765465] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:46:36.782776] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 7.16%, Actual: 0.26%
[2025-11-25T11:46:36.786962] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:46:36.849315] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:46:36.941705] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:46:36.942145] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 34.6169%
[2025-11-25T11:46:36.942345] [INFO ] [main      ] AFB: DISCARDED add_overnight_gap_mag (score: 34.62%)
[2025-11-25T11:46:36.942502] [INFO ] [main      ] AFB: Testing feature 29/53: add_pct_change
[2025-11-25T11:46:36.942659] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_pct_change']
[2025-11-25T11:46:36.942776] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:46:36.951471] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -2.75%, Actual: 3.27%
[2025-11-25T11:46:36.955492] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:36.957033] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:36.957491] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:46:36.958385] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:36.958462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:36.963551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:36.965565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:36.966178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:36.966731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:36.969055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:37.023780] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:37.026519] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 10.0s | Global ETA: 53m 40s
[2025-11-25T11:46:37.026743] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:46:37.027573] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:37.027728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:37.032523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:37.033393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:37.035754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:37.091256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:37.092082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:37.122310] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -2.92%, Actual: 5.90%
[2025-11-25T11:46:37.140534] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 1.15% | Symbol ETA: 19.6s | Global ETA: 53m 40s
[2025-11-25T11:46:37.140856] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:46:37.141755] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:37.141926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:37.147054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:37.201846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:46:37.205042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:37.292567] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.55%, Actual: 5.70%
[2025-11-25T11:46:37.323663] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:46:37.438832] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:46:37.460212] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 1.06%, Actual: 0.13%
[2025-11-25T11:46:37.491480] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:37.552779] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:46:37.559590] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 12.3s | Global ETA: 53m 41s
[2025-11-25T11:46:37.559900] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:46:37.560736] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:37.560883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:37.565795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:37.567681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:37.568264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:37.568787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:37.570796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:37.610151] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:37.630063] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -3.70%, Actual: 1.10%
[2025-11-25T11:46:37.681839] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.77% | Symbol ETA: 9.4s | Global ETA: 53m 42s
[2025-11-25T11:46:37.681987] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:46:37.682774] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:37.682863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:37.687696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:37.688690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:37.691146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:37.722338] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:37.747523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:37.748637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:37.799251] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 7.12%, Actual: 2.35%
[2025-11-25T11:46:37.799568] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 40.3213%
[2025-11-25T11:46:37.799735] [INFO ] [main      ] GTN: DISCARDED add_prev_1100_to_open (score: 40.32%)
[2025-11-25T11:46:37.799844] [INFO ] [main      ] GTN: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:46:37.799944] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_prev_close_to_1100']
[2025-11-25T11:46:37.800042] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:46:37.813554] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:37.814079] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:46:37.815026] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:37.815156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:37.815946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:37.818389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:37.819251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:37.835105] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 18.9s | Global ETA: 53m 42s
[2025-11-25T11:46:37.835403] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:46:37.836276] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:37.836416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:37.841302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:37.899253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:46:37.902429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:37.919382] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:46:38.093626] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:46:38.094347] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:38.162155] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:46:38.163708] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 11.7s | Global ETA: 53m 43s
[2025-11-25T11:46:38.163858] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:46:38.164635] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:38.164901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:38.170084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:38.172135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:38.172786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:38.173308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:38.175502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:38.258192] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:46:38.268544] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:38.332381] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:38.340547] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 8.7s | Global ETA: 53m 44s
[2025-11-25T11:46:38.340872] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:46:38.341758] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:38.341921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:38.346947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:38.348068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:38.350565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:38.400607] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -9.12% | Symbol ETA: 10.6s | Global ETA: 53m 44s
[2025-11-25T11:46:38.400833] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:46:38.401599] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:38.401708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:38.402409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:38.404783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:38.405625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:38.406694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:38.407761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:38.440433] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:38.547246] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:46:38.557900] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.85% | Symbol ETA: 18.2s | Global ETA: 53m 44s
[2025-11-25T11:46:38.728426] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:38.735606] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -3.86%, Actual: 0.27%
[2025-11-25T11:46:38.745279] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:46:38.747294] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:46:38.799765] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 11.1s | Global ETA: 53m 45s
[2025-11-25T11:46:38.800075] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:46:38.800942] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:38.801102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:38.807491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:38.809616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:38.810282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:38.810786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:38.812798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:38.908518] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 1.45%, Actual: 2.79%
[2025-11-25T11:46:38.914558] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:38.919607] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:38.983239] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 0.76% | Symbol ETA: 10.0s | Global ETA: 53m 45s
[2025-11-25T11:46:38.983499] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:46:38.984373] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:38.984505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:38.985268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:38.987749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:38.988509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:38.990556] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.31% | Symbol ETA: 8.0s | Global ETA: 53m 45s
[2025-11-25T11:46:38.990755] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:46:38.991536] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:38.991618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:38.996410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:38.997293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:38.999663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:39.054926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:39.056029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:39.079502] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.56%, Actual: 1.15%
[2025-11-25T11:46:39.163107] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:46:39.253358] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.09%, Actual: 1.48%
[2025-11-25T11:46:39.331194] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:46:39.336617] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:39.405808] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 10.5s | Global ETA: 53m 47s
[2025-11-25T11:46:39.406098] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:46:39.406490] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:46:39.406966] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:39.407152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:39.412263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:39.414159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:39.414784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:39.415278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:39.417596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:39.429189] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -1.65%, Actual: 1.08%
[2025-11-25T11:46:39.501500] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:39.570076] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 1.22% | Symbol ETA: 9.4s | Global ETA: 53m 47s
[2025-11-25T11:46:39.570351] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:46:39.571183] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:39.571313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:39.572084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:39.574484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:39.575296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:39.579391] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:39.599969] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.53%
[2025-11-25T11:46:39.649350] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.75% | Symbol ETA: 7.4s | Global ETA: 53m 47s
[2025-11-25T11:46:39.649664] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:46:39.650479] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:39.650622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:39.655443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:39.656327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:39.658792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:39.714861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:39.715970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:39.761471] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:46:39.772608] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -2.20%, Actual: 2.44%
[2025-11-25T11:46:39.920902] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:46:39.933703] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:39.952993] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 1.15%, Actual: 0.25%
[2025-11-25T11:46:40.003599] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.17% | Symbol ETA: 9.9s | Global ETA: 53m 48s
[2025-11-25T11:46:40.003972] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:46:40.004858] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:40.004947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:40.009824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:40.011721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:40.012221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:40.012723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:40.014749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:40.058218] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:46:40.093846] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:40.149231] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 1.01%
[2025-11-25T11:46:40.162925] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 2.24% | Symbol ETA: 8.8s | Global ETA: 53m 49s
[2025-11-25T11:46:40.163177] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:46:40.164010] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:40.164142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:40.164902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:40.167325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:40.168140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:40.228666] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:40.300363] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.69% | Symbol ETA: 6.7s | Global ETA: 53m 49s
[2025-11-25T11:46:40.300553] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:46:40.301505] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:40.301663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:40.306742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:40.307735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:40.310159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:40.325911] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.85%, Actual: 0.83%
[2025-11-25T11:46:40.326293] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 48.3506%
[2025-11-25T11:46:40.326456] [INFO ] [main      ] CBU: DISCARDED add_late_hour_microstructure (score: 48.35%)
[2025-11-25T11:46:40.326571] [INFO ] [main      ] CBU: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:46:40.326688] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_late_session_pressure']
[2025-11-25T11:46:40.326795] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:46:40.340139] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:40.340857] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:46:40.341797] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:40.341936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:40.346792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:40.358772] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:46:40.365169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:40.366337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:40.403054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:46:40.404246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:40.512671] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:46:40.530567] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:40.601136] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 9.3s | Global ETA: 53m 50s
[2025-11-25T11:46:40.601432] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:46:40.602314] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:40.602457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:40.607390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:40.609310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:40.609912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:40.610381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:40.612415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:40.685245] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:40.703945] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:46:40.752611] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:46:40.754685] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -3.91% | Symbol ETA: 8.2s | Global ETA: 53m 50s
[2025-11-25T11:46:40.754854] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:46:40.755799] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:40.755882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:40.756666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:40.759113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:40.759904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:40.876611] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:40.929532] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:40.947045] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.93% | Symbol ETA: 6.1s | Global ETA: 53m 51s
[2025-11-25T11:46:40.947371] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:46:40.948215] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:40.948355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:40.953096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:40.953963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:40.956316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:40.959660] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:46:41.010325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:41.011173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:41.042617] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -0.65% | Symbol ETA: 23.5s | Global ETA: 53m 51s
[2025-11-25T11:46:41.042792] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:46:41.043568] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:41.043638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:41.048623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:41.105310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:46:41.106789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:41.110343] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:46:41.142268] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:41.220222] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 8.7s | Global ETA: 53m 52s
[2025-11-25T11:46:41.220527] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:46:41.221395] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:41.221480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:41.226392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:41.228385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:41.228905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:41.229388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:41.231433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:41.280774] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:41.346217] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:46:41.349866] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -2.02% | Symbol ETA: 7.7s | Global ETA: 53m 52s
[2025-11-25T11:46:41.350191] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:46:41.351076] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:41.351214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:41.352013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:41.354502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:41.355352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:41.447725] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:46:41.519802] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:41.586602] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:46:41.600324] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.86% | Symbol ETA: 5.4s | Global ETA: 53m 53s
[2025-11-25T11:46:41.622847] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:41.714702] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:46:41.736862] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 3.73% | Symbol ETA: 22.7s | Global ETA: 53m 53s
[2025-11-25T11:46:41.737053] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:46:41.737997] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:41.738149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:41.743160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:41.759898] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:41.772971] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.99%, Actual: 1.80%
[2025-11-25T11:46:41.799097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:46:41.800232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:41.828886] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 8.1s | Global ETA: 53m 54s
[2025-11-25T11:46:41.829038] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:46:41.830254] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:41.830470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:41.835382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:41.837374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:41.837984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:41.838470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:41.840513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:41.887636] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:41.944724] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 1.05%
[2025-11-25T11:46:41.955321] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.51% | Symbol ETA: 7.1s | Global ETA: 53m 54s
[2025-11-25T11:46:41.955474] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:46:41.956246] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:41.956320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:41.957059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:41.959382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:41.960122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:42.115113] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 0.03%
[2025-11-25T11:46:42.153563] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:46:42.181004] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:46:42.282639] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.77%, Actual: 1.54%
[2025-11-25T11:46:42.299927] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:46:42.349017] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:42.351795] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:42.416517] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 1.34% | Symbol ETA: 7.4s | Global ETA: 53m 55s
[2025-11-25T11:46:42.416804] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:46:42.417670] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:42.417806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:42.422552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:42.424364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:42.424935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:42.425400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:46:42.427412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:42.450603] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 1.74%
[2025-11-25T11:46:42.467201] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.24% | Symbol ETA: 22.1s | Global ETA: 53m 55s
[2025-11-25T11:46:42.467522] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:46:42.468363] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:42.468507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:42.470506] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:42.473317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:42.529362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:46:42.530850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:42.542635] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -1.31% | Symbol ETA: 6.5s | Global ETA: 53m 56s
[2025-11-25T11:46:42.542823] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:46:42.543698] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:42.543789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:42.544698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:42.547186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:42.548023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:42.621546] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.31%, Actual: 1.54%
[2025-11-25T11:46:42.791191] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:46:42.793487] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.75%, Actual: 0.28%
[2025-11-25T11:46:42.873062] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:46:42.892034] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:46:42.960363] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:42.965156] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.69%, Actual: 0.78%
[2025-11-25T11:46:43.029540] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -1.29% | Symbol ETA: 6.8s | Global ETA: 53m 57s
[2025-11-25T11:46:43.047360] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:43.065206] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:43.133267] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 3.69% | Symbol ETA: 5.9s | Global ETA: 53m 57s
[2025-11-25T11:46:43.133414] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:46:43.134178] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:43.134252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:43.134975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:43.137410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:46:43.138246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:43.139889] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.93%, Actual: 1.98%
[2025-11-25T11:46:43.170396] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.93% | Symbol ETA: 21.4s | Global ETA: 53m 57s
[2025-11-25T11:46:43.170544] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:46:43.171412] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:43.171503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:43.177636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:43.202431] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.12%, Actual: 0.04%
[2025-11-25T11:46:43.237197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:46:43.238450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:43.312198] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.86%, Actual: 0.87%
[2025-11-25T11:46:43.312602] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 46.8215%
[2025-11-25T11:46:43.312780] [INFO ] [main      ] GSBD: DISCARDED add_prev_close_to_open (score: 46.82%)
[2025-11-25T11:46:43.312897] [INFO ] [main      ] GSBD: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:46:43.313003] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_prior_day_tail_pressure']
[2025-11-25T11:46:43.313133] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:46:43.326904] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:43.327664] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:46:43.328568] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:43.328719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:43.333506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:43.334415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:43.336827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:43.369398] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.31%, Actual: 0.15%
[2025-11-25T11:46:43.392321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:43.395427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:43.484015] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:46:43.541506] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 0.33%
[2025-11-25T11:46:43.591974] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:46:43.658069] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:43.712244] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 0.02%
[2025-11-25T11:46:43.726513] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 7.62% | Symbol ETA: 5.3s | Global ETA: 53m 59s
[2025-11-25T11:46:43.742880] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:46:43.771224] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:43.882052] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.17%, Actual: 0.27%
[2025-11-25T11:46:43.887443] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 20.7s | Global ETA: 53m 59s
[2025-11-25T11:46:43.887764] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:46:43.888716] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:43.888871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:43.893783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:43.898909] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -9.12%, Actual: 3.08%
[2025-11-25T11:46:43.917450] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:43.949308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:46:43.950883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:43.992493] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.22% | Symbol ETA: 10.7s | Global ETA: 53m 60s
[2025-11-25T11:46:43.992811] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:46:43.993628] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:43.993782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:43.998662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:43.999576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:44.001949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:44.050252] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.27%
[2025-11-25T11:46:44.057081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:44.060252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:44.068452] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 0.76%, Actual: 2.36%
[2025-11-25T11:46:44.222074] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 0.11%
[2025-11-25T11:46:44.240245] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 1.22%, Actual: 1.26%
[2025-11-25T11:46:44.291494] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:46:44.390894] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.10%
[2025-11-25T11:46:44.412870] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 2.24%, Actual: 0.26%
[2025-11-25T11:46:44.417491] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:46:44.461438] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:44.565183] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 1.34%, Actual: 0.07%
[2025-11-25T11:46:44.573743] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.49% | Symbol ETA: 20.0s | Global ETA: 54m 1s
[2025-11-25T11:46:44.574044] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:46:44.574871] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:44.575012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:44.579855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:44.589934] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -3.91%, Actual: 3.27%
[2025-11-25T11:46:44.593545] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:44.635882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:46:44.637413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:44.669460] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 10.1s | Global ETA: 54m 2s
[2025-11-25T11:46:44.669607] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:46:44.670406] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:44.670482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:44.675299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:44.676333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:44.678758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:44.734808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:44.738059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:44.740815] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -1.29%, Actual: 1.01%
[2025-11-25T11:46:44.741199] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 41.5144%
[2025-11-25T11:46:44.741367] [INFO ] [main      ] AFB: DISCARDED add_pct_change (score: 41.51%)
[2025-11-25T11:46:44.741474] [INFO ] [main      ] AFB: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:46:44.741579] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag']
[2025-11-25T11:46:44.741710] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:46:44.756033] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:44.756652] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:46:44.757588] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:44.757748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:44.762668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:44.764304] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -2.02%, Actual: 5.90%
[2025-11-25T11:46:44.764538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:44.765153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:44.765620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:44.766759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:44.938202] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.51%, Actual: 5.70%
[2025-11-25T11:46:44.976583] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:46:45.079275] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:46:45.113269] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -1.31%, Actual: 0.13%
[2025-11-25T11:46:45.135951] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:46:45.149163] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:45.251204] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:45.263063] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -2.82% | Symbol ETA: 19.3s | Global ETA: 54m 3s
[2025-11-25T11:46:45.263250] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:46:45.264370] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:45.264532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:45.270171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:45.289721] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 3.69%, Actual: 1.10%
[2025-11-25T11:46:45.327501] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 9.4s | Global ETA: 54m 4s
[2025-11-25T11:46:45.327825] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:46:45.328722] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:45.328863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:45.332576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:46:45.333933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:45.333836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:45.334829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:45.337314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:45.378805] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:45.393134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:45.396405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:45.454047] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 12.5s | Global ETA: 54m 4s
[2025-11-25T11:46:45.454349] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:46:45.455269] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:45.455420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:45.460836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:45.462895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:45.463498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:45.464023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:45.464610] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 7.62%, Actual: 2.35%
[2025-11-25T11:46:45.465006] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 37.7960%
[2025-11-25T11:46:45.465159] [INFO ] [main      ] GTN: DISCARDED add_prev_close_to_1100 (score: 37.80%)
[2025-11-25T11:46:45.465195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:45.465277] [INFO ] [main      ] GTN: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:46:45.465379] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_prev_close_to_open']
[2025-11-25T11:46:45.465481] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:46:45.479429] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:45.480198] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:46:45.481131] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:45.481267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:45.482060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:45.484524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:45.485287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:45.681962] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:46:45.760224] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:46:45.812359] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:46:45.829722] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:46:45.850811] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:45.949257] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:45.962753] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.79% | Symbol ETA: 18.6s | Global ETA: 54m 5s
[2025-11-25T11:46:45.963038] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:46:45.963886] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:45.964030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:45.968901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:45.980784] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:46.000789] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:46.023349] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.58% | Symbol ETA: 8.8s | Global ETA: 54m 6s
[2025-11-25T11:46:46.023347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:46:46.023505] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:46:46.024500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:46.025062] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:46.025139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:46.030243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:46.031173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:46.033705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:46.042310] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 11.3s | Global ETA: 54m 6s
[2025-11-25T11:46:46.042594] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:46:46.043431] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:46.043572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:46.048469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:46.050275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:46.050845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:46.051314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:46.052383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:46.071306] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.56% | Symbol ETA: 10.1s | Global ETA: 54m 6s
[2025-11-25T11:46:46.071579] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:46:46.072424] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:46.072558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:46.073349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:46.075906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:46.076737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:46.091985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:46.095045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:46.363886] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:46:46.394690] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:46:46.434444] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:46:46.479733] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:46:46.534165] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:46.566426] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:46.612030] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:46.628038] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 10.6s | Global ETA: 54m 7s
[2025-11-25T11:46:46.628301] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:46:46.629139] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:46.629280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:46.634076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:46.635891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:46.636440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:46.636925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:46.638002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:46.644717] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 17.9s | Global ETA: 54m 7s
[2025-11-25T11:46:46.645039] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:46:46.645896] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:46.646038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:46.650874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:46.674805] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:46.681016] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 9.6s | Global ETA: 54m 8s
[2025-11-25T11:46:46.681322] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:46:46.682184] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:46.682321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:46.683096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:46.685533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:46.686359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:46.705681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:46:46.707257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:46.754090] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 8.2s | Global ETA: 54m 8s
[2025-11-25T11:46:46.754276] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:46:46.755337] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:46.755491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:46.761072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:46.762206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:46.764808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:46.822919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:46.826435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:46.975862] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:46:47.032409] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:46:47.053118] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:46:47.156999] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:47.202581] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:46:47.207342] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:47.223399] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:47.223760] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 9.9s | Global ETA: 54m 9s
[2025-11-25T11:46:47.224158] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:46:47.225203] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:47.225361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:47.230924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:47.233406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:47.234164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:47.234726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:47.235897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:47.276427] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 3.58% | Symbol ETA: 9.0s | Global ETA: 54m 9s
[2025-11-25T11:46:47.276713] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:46:47.277583] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:47.277742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:47.278527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:47.281102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:47.281993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:47.333347] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 17.2s | Global ETA: 54m 9s
[2025-11-25T11:46:47.389430] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:47.465872] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.21% | Symbol ETA: 7.5s | Global ETA: 54m 10s
[2025-11-25T11:46:47.466162] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:46:47.467128] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:47.467270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:47.472233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:47.473162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:47.475707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:47.503809] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -0.65%, Actual: 0.27%
[2025-11-25T11:46:47.533664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:47.537282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:47.577833] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:46:47.635404] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:46:47.671748] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 3.73%, Actual: 2.79%
[2025-11-25T11:46:47.744358] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:47.805092] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 9.2s | Global ETA: 54m 11s
[2025-11-25T11:46:47.805387] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:46:47.806206] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:47.806346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:47.811191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:47.813025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:47.813574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:47.814059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:47.815136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:47.815243] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:47.841854] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.24%, Actual: 1.15%
[2025-11-25T11:46:47.884664] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.88% | Symbol ETA: 8.4s | Global ETA: 54m 11s
[2025-11-25T11:46:47.884949] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:46:47.885833] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:47.885966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:47.886743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:47.889267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:47.890095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:47.903221] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:46:48.012189] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.93%, Actual: 1.48%
[2025-11-25T11:46:48.094150] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:48.162394] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:46:48.170260] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.29% | Symbol ETA: 6.8s | Global ETA: 54m 12s
[2025-11-25T11:46:48.170391] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:46:48.171207] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:48.171291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:48.176011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:48.176823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:48.179164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:48.212238] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.33%, Actual: 1.08%
[2025-11-25T11:46:48.233946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:48.236814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:48.266323] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:46:48.336000] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:48.382960] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.49%, Actual: 0.53%
[2025-11-25T11:46:48.397105] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 8.6s | Global ETA: 54m 12s
[2025-11-25T11:46:48.397415] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:46:48.398279] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:48.398421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:48.403362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:48.405207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:48.405779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:48.406250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:48.407381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:48.451029] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:48.524040] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: 1.47% | Symbol ETA: 7.8s | Global ETA: 54m 13s
[2025-11-25T11:46:48.524296] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:46:48.525138] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:48.525294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:48.526082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:48.528584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:48.529447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:48.555113] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -2.82%, Actual: 2.44%
[2025-11-25T11:46:48.581598] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:46:48.725234] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 0.25%
[2025-11-25T11:46:48.750522] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:48.750359] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:46:48.823223] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.62% | Symbol ETA: 6.1s | Global ETA: 54m 14s
[2025-11-25T11:46:48.823520] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:46:48.824346] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:48.824487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:48.829320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:48.830181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:48.832547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:48.872843] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:46:48.886903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:48.889845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:48.901679] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 1.01%
[2025-11-25T11:46:48.922592] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:48.984183] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 8.0s | Global ETA: 54m 14s
[2025-11-25T11:46:48.984470] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:46:48.985329] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:48.985468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:48.990305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:48.992127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:48.992695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:48.993162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:48.994245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:49.046819] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:49.076375] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.17%, Actual: 0.83%
[2025-11-25T11:46:49.076813] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 56.8223%
[2025-11-25T11:46:49.076918] [INFO ] [main      ] CBU: DISCARDED add_late_session_pressure (score: 56.82%)
[2025-11-25T11:46:49.077066] [INFO ] [main      ] CBU: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:46:49.077188] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_micro_gap_fill_velocity']
[2025-11-25T11:46:49.077295] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:46:49.093526] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:49.094222] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:46:49.095398] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:49.095553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:49.102681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:49.114591] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -4.65% | Symbol ETA: 7.2s | Global ETA: 54m 14s
[2025-11-25T11:46:49.114897] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:46:49.115766] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:49.115896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:49.116659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:49.119193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:49.120033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:49.163485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:46:49.165861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:49.241338] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:46:49.336212] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:46:49.414765] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:49.461959] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:46:49.487195] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.43% | Symbol ETA: 5.4s | Global ETA: 54m 16s
[2025-11-25T11:46:49.487490] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:46:49.488986] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:49.489148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:49.494222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:49.495220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:49.497902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:49.507384] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:49.520382] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:46:49.554980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:49.558396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:49.569132] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 7.4s | Global ETA: 54m 16s
[2025-11-25T11:46:49.569352] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:46:49.570182] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:49.570321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:49.575232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:49.577120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:49.577714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:49.578179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:49.579278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:49.634344] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:49.690931] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:49.705148] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 2.32% | Symbol ETA: 6.6s | Global ETA: 54m 16s
[2025-11-25T11:46:49.705438] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:46:49.706282] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:49.706415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:49.707231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:49.709705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:49.710507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:49.811876] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -2.77% | Symbol ETA: 21.7s | Global ETA: 54m 17s
[2025-11-25T11:46:49.812168] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:46:49.813046] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:49.813214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:49.818284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:49.875387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:46:49.877762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:49.910320] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:46:49.919960] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:46:50.058985] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:46:50.085035] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:50.093919] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:50.156249] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 6.8s | Global ETA: 54m 17s
[2025-11-25T11:46:50.156393] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:46:50.157162] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:50.157237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:50.159039] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 4.8s | Global ETA: 54m 18s
[2025-11-25T11:46:50.162090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:50.164043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:50.164598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:50.165087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:46:50.166201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:50.220145] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:46:50.241760] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:50.314311] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 1.93% | Symbol ETA: 6.0s | Global ETA: 54m 18s
[2025-11-25T11:46:50.314607] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:46:50.315507] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:50.315660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:50.316429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:50.319061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:50.319927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:50.330148] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.22%, Actual: 1.80%
[2025-11-25T11:46:50.398044] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:50.499064] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 1.05%
[2025-11-25T11:46:50.503954] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:46:50.516237] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 2.46% | Symbol ETA: 20.9s | Global ETA: 54m 19s
[2025-11-25T11:46:50.516527] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:46:50.517419] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:50.517557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:50.522407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:50.581204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:46:50.584036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:50.667419] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.03%
[2025-11-25T11:46:50.673561] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:46:50.674715] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:50.734491] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 6.2s | Global ETA: 54m 19s
[2025-11-25T11:46:50.836946] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.58%, Actual: 1.54%
[2025-11-25T11:46:50.853768] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:50.904793] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:46:50.924032] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 4.07% | Symbol ETA: 5.4s | Global ETA: 54m 20s
[2025-11-25T11:46:50.924340] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:46:50.925210] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:50.925348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:50.926168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:50.928750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:46:50.929719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:50.933603] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:46:51.011445] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 1.74%
[2025-11-25T11:46:51.071307] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:46:51.114730] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:51.182101] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.21%, Actual: 1.54%
[2025-11-25T11:46:51.237855] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:46:51.245263] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.85% | Symbol ETA: 20.2s | Global ETA: 54m 21s
[2025-11-25T11:46:51.245568] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:46:51.246434] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:51.246579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:51.251810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:51.285555] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:46:51.309004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:46:51.311454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:51.353931] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.29%, Actual: 0.28%
[2025-11-25T11:46:51.409480] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:46:51.466000] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:51.527457] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.62%, Actual: 0.78%
[2025-11-25T11:46:51.537744] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.89% | Symbol ETA: 4.8s | Global ETA: 54m 21s
[2025-11-25T11:46:51.584799] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.27%
[2025-11-25T11:46:51.659276] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:46:51.710076] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.43%, Actual: 1.98%
[2025-11-25T11:46:51.717298] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.56%, Actual: 3.08%
[2025-11-25T11:46:51.755328] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:46:51.831606] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:51.887939] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 0.87%
[2025-11-25T11:46:51.888368] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 38.9557%
[2025-11-25T11:46:51.888534] [INFO ] [main      ] GSBD: DISCARDED add_prior_day_tail_pressure (score: 38.96%)
[2025-11-25T11:46:51.888666] [INFO ] [main      ] GSBD: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:46:51.888773] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_prior_mag_lag']
[2025-11-25T11:46:51.888883] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:46:51.899388] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 2.36%
[2025-11-25T11:46:51.902889] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:51.903461] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:46:51.904387] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:51.904530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:51.909527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:51.910474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:51.912987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:51.926162] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:46:51.952244] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 19.5s | Global ETA: 54m 23s
[2025-11-25T11:46:51.952538] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:46:51.953445] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:51.953589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:51.958780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:51.970413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:46:51.972515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:52.016222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:46:52.018700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:52.076830] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 3.58%, Actual: 1.26%
[2025-11-25T11:46:52.093928] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:46:52.256466] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.88%, Actual: 0.26%
[2025-11-25T11:46:52.264315] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:46:52.323020] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:46:52.366565] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:46:52.433072] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: 1.47%, Actual: 3.27%
[2025-11-25T11:46:52.434085] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:46:52.434326] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 34.0054%
[2025-11-25T11:46:52.434455] [INFO ] [main      ] AFB: DISCARDED add_preclose_acceleration_mag (score: 34.01%)
[2025-11-25T11:46:52.434518] [INFO ] [main      ] AFB: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:46:52.434568] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prev_1100_to_open']
[2025-11-25T11:46:52.434620] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:46:52.448101] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:52.448708] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:46:52.449614] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:52.449774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:52.454595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:52.456458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:52.457055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:52.457553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:52.458353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:52.499779] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:52.537695] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:52.576130] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.77% | Symbol ETA: 10.6s | Global ETA: 54m 24s
[2025-11-25T11:46:52.576414] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:46:52.577271] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:52.577417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:52.582717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:52.583629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:52.586130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:52.613095] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -4.65%, Actual: 5.90%
[2025-11-25T11:46:52.643730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:46:52.645811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:52.653819] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -0.69% | Symbol ETA: 18.8s | Global ETA: 54m 25s
[2025-11-25T11:46:52.654119] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:46:52.655023] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:52.655166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:52.660207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:52.715147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:46:52.717378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:52.793937] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 2.32%, Actual: 5.70%
[2025-11-25T11:46:52.804698] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:46:52.973956] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 1.93%, Actual: 0.13%
[2025-11-25T11:46:52.977213] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:53.005350] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:46:53.042757] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 11.0s | Global ETA: 54m 26s
[2025-11-25T11:46:53.043066] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:46:53.043941] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:53.044045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:53.049013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:53.051047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:53.051568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:53.052099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:53.052880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:53.075585] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:46:53.155783] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 4.07%, Actual: 1.10%
[2025-11-25T11:46:53.177757] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:53.252155] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:53.253487] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -3.15% | Symbol ETA: 9.9s | Global ETA: 54m 26s
[2025-11-25T11:46:53.253676] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:46:53.254454] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:53.254555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:53.259479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:53.260467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:53.262992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:53.319129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:46:53.321006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:53.334553] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.89%, Actual: 2.35%
[2025-11-25T11:46:53.334982] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 34.6145%
[2025-11-25T11:46:53.335150] [INFO ] [main      ] GTN: DISCARDED add_prev_close_to_open (score: 34.61%)
[2025-11-25T11:46:53.335264] [INFO ] [main      ] GTN: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:46:53.335366] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_prior_day_tail_pressure']
[2025-11-25T11:46:53.335469] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:46:53.350439] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:53.351061] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:46:53.352072] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:53.352226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:53.353183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:53.355936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:53.359120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:53.370817] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 2.19% | Symbol ETA: 18.0s | Global ETA: 54m 27s
[2025-11-25T11:46:53.370983] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:46:53.371756] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:53.371977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:53.376904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:53.406432] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:46:53.432601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:46:53.434838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:53.579499] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:53.642748] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 10.4s | Global ETA: 54m 28s
[2025-11-25T11:46:53.643041] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:46:53.643881] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:53.644025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:53.648948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:53.650809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:53.651368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:53.651856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:53.652581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:53.665667] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:46:53.714955] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:46:53.775968] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:46:53.836201] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:53.892728] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:53.910768] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.10% | Symbol ETA: 9.2s | Global ETA: 54m 28s
[2025-11-25T11:46:53.911065] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:46:53.911912] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:53.912053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:53.916851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:53.917756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:53.920077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:53.944998] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:53.966580] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -6.61% | Symbol ETA: 10.1s | Global ETA: 54m 28s
[2025-11-25T11:46:53.966897] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:46:53.967794] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:53.967930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:53.968807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:53.971458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:53.974520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:53.975800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:46:53.977835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:54.001285] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:46:54.066446] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.45% | Symbol ETA: 17.3s | Global ETA: 54m 29s
[2025-11-25T11:46:54.066759] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:46:54.067626] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:54.067787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:54.073278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:54.137359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:46:54.139993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:54.177195] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:54.243441] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 9.8s | Global ETA: 54m 29s
[2025-11-25T11:46:54.243755] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:46:54.244612] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:54.244770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:54.249974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:54.252378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:54.253168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:54.253716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:54.254553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:54.330399] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:46:54.331516] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:46:54.481864] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:46:54.504867] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:54.507062] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:54.579148] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 9.4s | Global ETA: 54m 30s
[2025-11-25T11:46:54.579300] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:46:54.580577] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:54.580686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:54.581436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:54.582577] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.52% | Symbol ETA: 8.6s | Global ETA: 54m 30s
[2025-11-25T11:46:54.582801] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:46:54.583703] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:54.583906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:54.583849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:54.586774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:54.588960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:54.590065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:54.592617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:54.606790] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:46:54.650507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:46:54.652782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:54.653811] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:54.771074] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -1.76% | Symbol ETA: 16.6s | Global ETA: 54m 31s
[2025-11-25T11:46:54.771235] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:46:54.772021] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:54.772252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:54.777214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:54.790553] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:54.832619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:46:54.835111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:54.852198] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 9.2s | Global ETA: 54m 31s
[2025-11-25T11:46:54.852466] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:46:54.853318] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:54.853461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:54.858359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:54.860305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:54.860915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:54.861386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:54.862152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:54.954915] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:46:54.999908] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:46:55.135439] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:55.171834] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:55.174850] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:46:55.201684] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:46:55.212414] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 8.9s | Global ETA: 54m 32s
[2025-11-25T11:46:55.212753] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:46:55.213757] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:55.213897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:55.214730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:55.217620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:55.220902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:55.245311] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.22% | Symbol ETA: 7.9s | Global ETA: 54m 32s
[2025-11-25T11:46:55.245608] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:46:55.246427] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:55.246567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:55.251420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:55.252300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:55.254612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:55.310509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:46:55.312545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:55.343252] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:55.371253] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:55.446079] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 8.6s | Global ETA: 54m 33s
[2025-11-25T11:46:55.446438] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:46:55.448016] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:55.448267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:55.453260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:55.455176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:55.455762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:55.456227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:55.457059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:55.461535] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 2.12% | Symbol ETA: 15.9s | Global ETA: 54m 33s
[2025-11-25T11:46:55.461850] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:46:55.462693] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:55.462835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:55.467682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:55.522776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:46:55.524924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:55.562639] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:46:55.656717] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:46:55.735635] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:46:55.803871] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:46:55.807007] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 4.44% | Symbol ETA: 8.2s | Global ETA: 54m 34s
[2025-11-25T11:46:55.807303] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:46:55.808139] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:55.808289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:55.809102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:55.811496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:55.814316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:55.828139] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:55.869265] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:46:55.901316] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.18% | Symbol ETA: 7.2s | Global ETA: 54m 34s
[2025-11-25T11:46:55.901608] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:46:55.902492] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:55.902635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:55.908091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:55.909047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:55.911548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:55.968984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:46:55.970851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:55.976985] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:56.037687] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 8.0s | Global ETA: 54m 34s
[2025-11-25T11:46:56.037989] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:46:56.038823] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:56.038963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:56.040482] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:56.043852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:56.045873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:56.046446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:56.046939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:56.047734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:56.157002] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:46:56.160612] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 1.22% | Symbol ETA: 15.2s | Global ETA: 54m 35s
[2025-11-25T11:46:56.321021] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:46:56.328000] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:46:56.336504] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -2.77%, Actual: 0.27%
[2025-11-25T11:46:56.391798] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:46:56.400017] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: 0.85% | Symbol ETA: 7.6s | Global ETA: 54m 35s
[2025-11-25T11:46:56.400298] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:46:56.401127] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:56.401258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:56.402030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:56.404424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:56.407225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:56.506192] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:56.512547] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 2.46%, Actual: 2.79%
[2025-11-25T11:46:56.564716] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:56.579996] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.70% | Symbol ETA: 6.5s | Global ETA: 54m 36s
[2025-11-25T11:46:56.580268] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:46:56.581106] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:56.581248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:56.586259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:56.587178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:56.589541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:56.626071] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 7.4s | Global ETA: 54m 36s
[2025-11-25T11:46:56.626379] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:46:56.627287] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:56.627437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:56.632337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:56.634274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:56.634853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:56.635324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:56.636075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:56.643882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:46:56.645609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:56.686777] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.85%, Actual: 1.15%
[2025-11-25T11:46:56.759637] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:46:56.858500] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 1.48%
[2025-11-25T11:46:56.934731] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:46:56.977452] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:46:56.981288] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:46:57.006863] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -4.84% | Symbol ETA: 7.0s | Global ETA: 54m 37s
[2025-11-25T11:46:57.007300] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:46:57.008134] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:57.008267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:57.009039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:57.011428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:57.014299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:57.029022] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 1.08%
[2025-11-25T11:46:57.149935] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:57.150239] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:57.201817] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 2.19%, Actual: 0.53%
[2025-11-25T11:46:57.213027] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 6.8s | Global ETA: 54m 38s
[2025-11-25T11:46:57.213314] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:46:57.214172] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:57.214321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:57.219369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:57.221207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:57.221799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:57.222270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:57.222382] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.50% | Symbol ETA: 5.9s | Global ETA: 54m 38s
[2025-11-25T11:46:57.222542] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:46:57.223098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:57.223317] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:57.223526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:57.228357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:57.229245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:57.231590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:57.286620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:46:57.288357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:57.366808] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:46:57.374806] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.45%, Actual: 2.44%
[2025-11-25T11:46:57.546027] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -1.76%, Actual: 0.25%
[2025-11-25T11:46:57.546717] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:46:57.569219] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:46:57.619936] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 6.56% | Symbol ETA: 6.4s | Global ETA: 54m 39s
[2025-11-25T11:46:57.620218] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:46:57.621078] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:57.621212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:57.622072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:57.624541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:57.625725] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:46:57.627626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:57.716234] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 2.12%, Actual: 1.01%
[2025-11-25T11:46:57.742468] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:57.794328] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:57.804212] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 6.2s | Global ETA: 54m 39s
[2025-11-25T11:46:57.804524] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:46:57.805373] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:57.805521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:57.810438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:46:57.812387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:46:57.813033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:46:57.813506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:46:57.814197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:57.867470] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.63% | Symbol ETA: 5.2s | Global ETA: 54m 40s
[2025-11-25T11:46:57.867615] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:46:57.868387] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:46:57.868476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:57.873244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:57.874217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:57.876601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:57.886396] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 1.22%, Actual: 0.83%
[2025-11-25T11:46:57.886795] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 40.5355%
[2025-11-25T11:46:57.886961] [INFO ] [main      ] CBU: DISCARDED add_micro_gap_fill_velocity (score: 40.54%)
[2025-11-25T11:46:57.887103] [INFO ] [main      ] CBU: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:46:57.887209] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:46:57.887317] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:46:57.901032] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:46:57.901797] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:46:57.902744] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:57.902884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:57.907874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:57.931339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:46:57.933214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:57.965117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:46:57.966241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:57.987342] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:46:58.161474] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:46:58.167330] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:46:58.240030] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -0.40% | Symbol ETA: 5.8s | Global ETA: 54m 41s
[2025-11-25T11:46:58.240340] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:46:58.241245] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:58.241382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:58.242177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:58.244626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:58.247547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:58.275236] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:46:58.319821] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:46:58.341392] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:58.404319] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 5.6s | Global ETA: 54m 41s
[2025-11-25T11:46:58.450734] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:58.495349] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:46:58.522518] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 4.5s | Global ETA: 54m 42s
[2025-11-25T11:46:58.580434] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:46:58.606017] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.45% | Symbol ETA: 20.4s | Global ETA: 54m 42s
[2025-11-25T11:46:58.606187] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:46:58.606112] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:46:58.606962] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:58.607050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:58.612009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:58.669131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:46:58.670009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:58.693137] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.77%, Actual: 1.80%
[2025-11-25T11:46:58.754564] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:46:58.782038] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:46:58.854191] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 2.18% | Symbol ETA: 5.1s | Global ETA: 54m 43s
[2025-11-25T11:46:58.854472] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:46:58.855336] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:58.855471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:46:58.856247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:46:58.858856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:46:58.861841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:58.862401] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -3.15%, Actual: 1.05%
[2025-11-25T11:46:58.927237] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 0.33%
[2025-11-25T11:46:59.014008] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:46:59.033461] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 0.03%
[2025-11-25T11:46:59.101906] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:46:59.187681] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:46:59.201955] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.52%, Actual: 1.54%
[2025-11-25T11:46:59.219160] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:46:59.275157] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.27%
[2025-11-25T11:46:59.297794] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 0.78% | Symbol ETA: 19.7s | Global ETA: 54m 44s
[2025-11-25T11:46:59.298088] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:46:59.298929] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:59.299069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:59.303872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:46:59.360588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:46:59.361797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:46:59.371992] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 1.74%
[2025-11-25T11:46:59.396606] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:46:59.448294] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:46:59.465379] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 8.39% | Symbol ETA: 4.5s | Global ETA: 54m 44s
[2025-11-25T11:46:59.541993] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.18%, Actual: 1.54%
[2025-11-25T11:46:59.623287] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:46:59.639150] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -6.61%, Actual: 3.08%
[2025-11-25T11:46:59.706259] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:46:59.713765] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.70%, Actual: 0.28%
[2025-11-25T11:46:59.800631] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:46:59.815715] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 2.36%
[2025-11-25T11:46:59.881713] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:46:59.884703] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.50%, Actual: 0.78%
[2025-11-25T11:46:59.973549] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:46:59.993081] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.16% | Symbol ETA: 19.0s | Global ETA: 54m 46s
[2025-11-25T11:46:59.993390] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:46:59.994246] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:46:59.994392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:46:59.998218] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -1.08%, Actual: 1.26%
[2025-11-25T11:46:59.999255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:00.056090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:47:00.057114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:00.057170] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.63%, Actual: 1.98%
[2025-11-25T11:47:00.150215] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:47:00.150624] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 33.6134%
[2025-11-25T11:47:00.150810] [INFO ] [main      ] AFB: DISCARDED add_prev_1100_to_open (score: 33.61%)
[2025-11-25T11:47:00.150927] [INFO ] [main      ] AFB: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:47:00.151035] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prev_close_to_1100']
[2025-11-25T11:47:00.151165] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:47:00.166896] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:00.167491] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:47:00.168839] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:00.168984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:00.174163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:00.176292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:00.177064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:00.177554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:47:00.178323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:00.182909] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 4.44%, Actual: 0.26%
[2025-11-25T11:47:00.233971] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 0.87%
[2025-11-25T11:47:00.234200] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 45.6610%
[2025-11-25T11:47:00.234419] [INFO ] [main      ] GSBD: DISCARDED add_prior_mag_lag (score: 45.66%)
[2025-11-25T11:47:00.234537] [INFO ] [main      ] GSBD: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:47:00.234655] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_range_overlap_v_prior_day']
[2025-11-25T11:47:00.234766] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:47:00.247800] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:00.248547] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:47:00.249550] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:00.249715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:00.254613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:00.255717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:00.258117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:00.313553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:00.316352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:00.365351] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 3.27%
[2025-11-25T11:47:00.403924] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:47:00.525838] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:47:00.547096] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -4.84%, Actual: 5.90%
[2025-11-25T11:47:00.575588] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:00.659756] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:47:00.686222] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -2.98% | Symbol ETA: 18.3s | Global ETA: 54m 48s
[2025-11-25T11:47:00.686527] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:47:00.687416] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:00.687562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:00.692446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:00.697762] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:00.727184] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 6.56%, Actual: 5.70%
[2025-11-25T11:47:00.749097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:47:00.750276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:00.761265] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 10.6s | Global ETA: 54m 48s
[2025-11-25T11:47:00.761547] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:47:00.762393] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:00.762534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:00.767386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:00.769207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:00.769809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:00.770213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:47:00.770957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:00.826931] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:00.898982] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.26% | Symbol ETA: 9.9s | Global ETA: 54m 48s
[2025-11-25T11:47:00.899237] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:47:00.900489] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:00.900627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:00.905444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:00.906261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:00.909158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:00.909976] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -0.40%, Actual: 0.13%
[2025-11-25T11:47:00.976998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:00.979776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:01.091588] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 2.18%, Actual: 1.10%
[2025-11-25T11:47:01.118448] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:47:01.265095] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:47:01.371667] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:01.389527] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 8.39%, Actual: 2.35%
[2025-11-25T11:47:01.389770] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 42.4481%
[2025-11-25T11:47:01.389890] [INFO ] [main      ] GTN: DISCARDED add_prior_day_tail_pressure (score: 42.45%)
[2025-11-25T11:47:01.389951] [INFO ] [main      ] GTN: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:47:01.389998] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_prior_mag_lag']
[2025-11-25T11:47:01.390048] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:47:01.412867] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:01.413597] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:47:01.414618] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:01.417744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:01.418841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:01.424805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:01.427060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:01.435583] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.38% | Symbol ETA: 10.3s | Global ETA: 54m 50s
[2025-11-25T11:47:01.436079] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:47:01.436965] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:01.437122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:01.442100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:01.444005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:01.444573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:01.445065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:47:01.445833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:01.465852] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:47:01.563974] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:01.640888] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:01.675543] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -1.08% | Symbol ETA: 17.9s | Global ETA: 54m 51s
[2025-11-25T11:47:01.675859] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:47:01.676708] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:01.676848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:01.681755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:01.715583] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -2.21% | Symbol ETA: 9.9s | Global ETA: 54m 51s
[2025-11-25T11:47:01.715759] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:47:01.716531] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:01.716605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:01.721813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:01.722617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:01.725030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:01.740182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:47:01.741271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:01.782539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:01.786055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:01.882208] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:47:02.034453] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:47:02.057594] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:02.129916] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.37% | Symbol ETA: 10.7s | Global ETA: 54m 52s
[2025-11-25T11:47:02.130192] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:47:02.131087] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:02.131229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:02.132039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:02.134491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:02.136253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:02.142695] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:47:02.152274] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:47:02.214724] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:02.280018] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 10.2s | Global ETA: 54m 52s
[2025-11-25T11:47:02.280521] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:47:02.281661] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:02.281803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:02.287158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:02.289223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:02.289814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:02.290284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:47:02.291075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:02.327407] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:02.328384] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:02.401766] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 9.1s | Global ETA: 54m 53s
[2025-11-25T11:47:02.402045] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:47:02.403263] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:02.403402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:02.408261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:02.409129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:02.411483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:02.445408] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 1.27% | Symbol ETA: 17.1s | Global ETA: 54m 53s
[2025-11-25T11:47:02.445739] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:47:02.446627] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:02.446793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:02.452140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:02.467525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:02.470040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:02.490364] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:47:02.511404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:47:02.512771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:02.647498] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:47:02.661511] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:02.735037] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 2.45% | Symbol ETA: 9.5s | Global ETA: 54m 54s
[2025-11-25T11:47:02.735297] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:47:02.736154] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:02.736292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:02.737101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:02.739534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:02.741260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:02.808255] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:47:02.821976] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:02.882472] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:47:02.888167] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 9.3s | Global ETA: 54m 54s
[2025-11-25T11:47:02.888458] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:47:02.889273] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:02.889372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:02.894466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:02.896388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:02.896991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:02.897478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:47:02.898217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:02.977558] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:03.047357] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -0.94% | Symbol ETA: 8.3s | Global ETA: 54m 55s
[2025-11-25T11:47:03.047660] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:47:03.048922] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:03.049058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:03.053910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:03.054797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:03.057184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:03.062166] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:03.087528] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:47:03.112904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:03.115798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:03.171604] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.94% | Symbol ETA: 16.4s | Global ETA: 54m 55s
[2025-11-25T11:47:03.171799] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:47:03.172747] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:03.172839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:03.178700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:03.233077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:47:03.234131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:03.248555] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:47:03.263132] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:03.337693] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 2.15% | Symbol ETA: 8.8s | Global ETA: 54m 55s
[2025-11-25T11:47:03.337994] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:47:03.339008] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:03.339160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:03.340001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:03.342455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:03.344255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:03.421255] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:03.458693] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:47:03.483129] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.21% | Symbol ETA: 8.5s | Global ETA: 54m 56s
[2025-11-25T11:47:03.483417] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:47:03.484277] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:03.484432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:03.489313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:03.491184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:03.491752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:03.492219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:47:03.492959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:03.606161] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:47:03.648229] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:03.693102] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:47:03.721172] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.49% | Symbol ETA: 7.5s | Global ETA: 54m 56s
[2025-11-25T11:47:03.721443] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:47:03.722313] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:03.722457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:03.727624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:03.728600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:03.731063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:03.788896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:03.791729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:03.793973] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:03.857359] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:47:03.886970] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:03.910055] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.47% | Symbol ETA: 15.6s | Global ETA: 54m 57s
[2025-11-25T11:47:03.910361] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:47:03.911283] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:03.911432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:03.916846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:03.959211] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 5.26% | Symbol ETA: 8.1s | Global ETA: 54m 57s
[2025-11-25T11:47:03.959518] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:47:03.960365] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:03.960508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:03.961281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:03.963786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:03.965469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:03.974418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:47:03.975749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:04.054847] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:04.119256] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 7.9s | Global ETA: 54m 58s
[2025-11-25T11:47:04.119549] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:47:04.120521] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:04.120707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:04.126118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:04.129012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:04.129909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:04.130360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:47:04.131199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:04.156658] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:47:04.316532] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:47:04.341314] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:04.350639] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:47:04.415827] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 0.98% | Symbol ETA: 6.8s | Global ETA: 54m 58s
[2025-11-25T11:47:04.416002] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:47:04.416815] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:04.417061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:04.422020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:04.423136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:04.425628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:04.481294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:04.484247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:04.496031] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:04.510807] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:47:04.535366] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:04.571509] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: 1.44% | Symbol ETA: 7.4s | Global ETA: 54m 59s
[2025-11-25T11:47:04.571832] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:47:04.572713] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:04.572859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:04.573736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:04.576439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:04.578334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:04.648180] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 2.15% | Symbol ETA: 14.8s | Global ETA: 54m 59s
[2025-11-25T11:47:04.648485] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:47:04.649282] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:04.649422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:04.654264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:04.697762] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:04.708315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:47:04.709313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:04.763359] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 7.2s | Global ETA: 54m 59s
[2025-11-25T11:47:04.763682] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:47:04.764587] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:04.764748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:04.769993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:04.772191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:04.772883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:04.773363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:47:04.774108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:04.828365] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:47:04.938916] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:47:05.000586] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:05.071328] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.67% | Symbol ETA: 6.1s | Global ETA: 55m 0s
[2025-11-25T11:47:05.071630] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:47:05.072512] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:05.072686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:05.074746] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:47:05.077722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:05.078837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:05.081277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:05.111309] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:05.121251] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:47:05.136706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:05.139607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:05.184751] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -4.78% | Symbol ETA: 6.8s | Global ETA: 55m 1s
[2025-11-25T11:47:05.185050] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:47:05.185914] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:05.186052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:05.186839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:05.189321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:05.191120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:05.257851] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:05.291924] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:05.355925] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.54% | Symbol ETA: 6.5s | Global ETA: 55m 1s
[2025-11-25T11:47:05.356210] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:47:05.357097] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:05.357233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:05.362326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:05.364356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:05.364937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:05.365405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:47:05.366104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:05.373714] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.87% | Symbol ETA: 14.1s | Global ETA: 55m 1s
[2025-11-25T11:47:05.485462] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:47:05.533321] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:47:05.559180] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.45%, Actual: 0.27%
[2025-11-25T11:47:05.656201] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:05.704592] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:05.716173] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:47:05.726835] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.97% | Symbol ETA: 5.4s | Global ETA: 55m 2s
[2025-11-25T11:47:05.727137] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:47:05.728004] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:05.728146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:05.732979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:05.733923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:05.736321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:05.741495] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 2.79%
[2025-11-25T11:47:05.776195] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 4.54% | Symbol ETA: 6.1s | Global ETA: 55m 2s
[2025-11-25T11:47:05.776500] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:47:05.777377] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:05.777526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:05.778300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:05.780767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:05.782450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:05.790751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:05.793670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:05.890668] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:05.927921] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.16%, Actual: 1.15%
[2025-11-25T11:47:05.953809] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 5.9s | Global ETA: 55m 3s
[2025-11-25T11:47:05.954103] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:47:05.954980] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:05.955121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:05.960267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:05.962248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:05.962862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:05.963384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:47:05.964167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:06.100464] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -2.98%, Actual: 1.48%
[2025-11-25T11:47:06.127631] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:47:06.130130] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:47:06.295007] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -1.08%, Actual: 1.08%
[2025-11-25T11:47:06.297259] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:06.299693] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:06.326292] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:47:06.365512] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -4.00% | Symbol ETA: 5.5s | Global ETA: 55m 4s
[2025-11-25T11:47:06.365825] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:47:06.366718] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:06.366858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:06.367679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:06.370124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:06.370894] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -2.94% | Symbol ETA: 4.7s | Global ETA: 55m 4s
[2025-11-25T11:47:06.371191] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:47:06.371843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:06.371981] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:06.372057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:06.376951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:06.377849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:06.380203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:06.433601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:06.436031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:06.465710] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 1.27%, Actual: 0.53%
[2025-11-25T11:47:06.498549] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:06.559012] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 5.2s | Global ETA: 55m 5s
[2025-11-25T11:47:06.642411] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.94%, Actual: 2.44%
[2025-11-25T11:47:06.710522] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:47:06.732925] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:47:06.774447] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:47:06.831217] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.47%, Actual: 0.25%
[2025-11-25T11:47:06.880090] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:06.906837] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 0.15%
[2025-11-25T11:47:06.945484] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:06.947912] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 4.9s | Global ETA: 55m 6s
[2025-11-25T11:47:06.948067] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:47:06.948879] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:06.949115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:06.949888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:06.952290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:06.953988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:07.004176] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 2.15%, Actual: 1.01%
[2025-11-25T11:47:07.016861] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 4.1s | Global ETA: 55m 6s
[2025-11-25T11:47:07.093299] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:47:07.174327] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.87%, Actual: 0.83%
[2025-11-25T11:47:07.174771] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 50.3366%
[2025-11-25T11:47:07.174885] [INFO ] [main      ] CBU: DISCARDED add_morning_followthrough_mag_T0 (score: 50.34%)
[2025-11-25T11:47:07.175007] [INFO ] [main      ] CBU: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:47:07.175135] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_morning_range_expansion']
[2025-11-25T11:47:07.175250] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:47:07.188726] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.26%, Actual: 1.80%
[2025-11-25T11:47:07.189089] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:07.189701] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:47:07.190536] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:07.190611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:07.195371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:07.250821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:47:07.255501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:07.282038] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:47:07.298003] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:47:07.360306] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.21%, Actual: 1.05%
[2025-11-25T11:47:07.451455] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.27%
[2025-11-25T11:47:07.475498] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:07.536875] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.16%, Actual: 0.03%
[2025-11-25T11:47:07.545268] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 6.64% | Symbol ETA: 4.3s | Global ETA: 55m 7s
[2025-11-25T11:47:07.591052] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:47:07.622597] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 0.27%
[2025-11-25T11:47:07.716743] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.37%, Actual: 3.08%
[2025-11-25T11:47:07.718896] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -0.94%, Actual: 1.54%
[2025-11-25T11:47:07.760717] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:07.807899] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:47:07.874032] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.33% | Symbol ETA: 19.9s | Global ETA: 55m 8s
[2025-11-25T11:47:07.874178] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:47:07.874939] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:07.875015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:07.879777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:07.887787] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 2.45%, Actual: 2.36%
[2025-11-25T11:47:07.893276] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 1.74%
[2025-11-25T11:47:07.934954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:47:07.939378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:07.981786] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.10%
[2025-11-25T11:47:08.055963] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 2.15%, Actual: 1.26%
[2025-11-25T11:47:08.067929] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 0.98%, Actual: 1.54%
[2025-11-25T11:47:08.150265] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:47:08.227234] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 5.26%, Actual: 0.26%
[2025-11-25T11:47:08.247576] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.67%, Actual: 0.28%
[2025-11-25T11:47:08.276702] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:47:08.343187] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:47:08.343483] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 33.2542%
[2025-11-25T11:47:08.343588] [INFO ] [main      ] AFB: DISCARDED add_prev_close_to_1100 (score: 33.25%)
[2025-11-25T11:47:08.343718] [INFO ] [main      ] AFB: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:47:08.343816] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prev_close_to_open']
[2025-11-25T11:47:08.343916] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:47:08.359925] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:08.360606] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:47:08.361573] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:08.361669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:08.367050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:08.368994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:08.369553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:08.369965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:47:08.370730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:08.409071] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: 1.44%, Actual: 3.27%
[2025-11-25T11:47:08.432159] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.97%, Actual: 0.78%
[2025-11-25T11:47:08.454192] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:08.567433] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 3.44% | Symbol ETA: 19.2s | Global ETA: 55m 10s
[2025-11-25T11:47:08.567553] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:47:08.568315] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:08.568465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:08.573294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:08.578135] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -4.78%, Actual: 5.90%
[2025-11-25T11:47:08.604509] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -2.94%, Actual: 1.98%
[2025-11-25T11:47:08.628634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:47:08.633138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:08.723269] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:47:08.752112] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 4.54%, Actual: 5.70%
[2025-11-25T11:47:08.777288] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 0.87%
[2025-11-25T11:47:08.777698] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 43.1184%
[2025-11-25T11:47:08.777864] [INFO ] [main      ] GSBD: DISCARDED add_range_overlap_v_prior_day (score: 43.12%)
[2025-11-25T11:47:08.777984] [INFO ] [main      ] GSBD: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:47:08.778088] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_range_volume_efficiency']
[2025-11-25T11:47:08.778195] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:47:08.792107] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:08.792937] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:47:08.793894] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:08.794033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:08.799050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:08.799975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:08.802400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:08.858509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:08.861127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:08.894320] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:08.935415] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -4.00%, Actual: 0.13%
[2025-11-25T11:47:08.957210] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 10.5s | Global ETA: 55m 12s
[2025-11-25T11:47:08.957441] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:47:08.958279] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:08.958421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:08.963283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:08.965150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:08.965723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:08.966193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:47:08.966955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:08.976103] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:47:09.104793] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 1.10%
[2025-11-25T11:47:09.146361] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:09.206043] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:47:09.258296] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.51% | Symbol ETA: 18.5s | Global ETA: 55m 12s
[2025-11-25T11:47:09.258586] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:47:09.259410] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:09.259550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:09.264385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:09.287002] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 6.64%, Actual: 2.35%
[2025-11-25T11:47:09.287396] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 40.2560%
[2025-11-25T11:47:09.287548] [INFO ] [main      ] GTN: DISCARDED add_prior_mag_lag (score: 40.26%)
[2025-11-25T11:47:09.287680] [INFO ] [main      ] GTN: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:47:09.287777] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_range_overlap_v_prior_day']
[2025-11-25T11:47:09.287875] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:47:09.301328] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:09.301901] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:47:09.302828] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:09.302960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:09.303760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:09.303814] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:47:09.306211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:09.308764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:09.320271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:47:09.324834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:09.375878] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:09.447292] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.83% | Symbol ETA: 9.7s | Global ETA: 55m 13s
[2025-11-25T11:47:09.447577] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:47:09.448431] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:09.448572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:09.453356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:09.454230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:09.456567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:09.471919] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:09.511801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:09.514314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:09.533292] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 9.8s | Global ETA: 55m 13s
[2025-11-25T11:47:09.533582] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:47:09.534350] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:09.534495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:09.539366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:09.541197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:09.541773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:09.542246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:47:09.542999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:09.665533] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:47:09.667439] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:47:09.835320] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:09.840523] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:09.853638] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:47:09.882888] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:47:09.917402] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -9.47% | Symbol ETA: 9.4s | Global ETA: 55m 14s
[2025-11-25T11:47:09.917718] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:47:09.918560] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:09.918714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:09.919456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:09.921888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:09.924324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:09.948713] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -4.25% | Symbol ETA: 17.8s | Global ETA: 55m 14s
[2025-11-25T11:47:09.949020] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:47:09.949865] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:09.950005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:09.954832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:10.010405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:47:10.015231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:10.024938] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:10.053258] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:10.096242] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.99% | Symbol ETA: 9.0s | Global ETA: 55m 15s
[2025-11-25T11:47:10.096521] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:47:10.097397] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:10.097541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:10.102463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:10.103373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:10.105753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:10.114472] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 9.2s | Global ETA: 55m 15s
[2025-11-25T11:47:10.114797] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:47:10.115621] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:10.115777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:10.120591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:10.122447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:10.123032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:10.123509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:47:10.124258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:10.161010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:10.163564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:10.268789] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:47:10.355335] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:47:10.456612] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:10.462861] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:47:10.507507] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:47:10.524339] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:10.524680] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 1.55% | Symbol ETA: 8.7s | Global ETA: 55m 16s
[2025-11-25T11:47:10.524961] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:47:10.525794] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:10.525924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:10.526684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:10.529169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:10.531605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:10.632579] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.78% | Symbol ETA: 17.2s | Global ETA: 55m 16s
[2025-11-25T11:47:10.632883] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:47:10.633443] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:10.633718] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:10.633867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:10.638744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:10.683052] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:10.694307] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 8.6s | Global ETA: 55m 17s
[2025-11-25T11:47:10.694479] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:47:10.694454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:47:10.695264] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:10.695354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:10.698895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:10.700153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:10.702085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:10.702676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:10.703145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:47:10.703912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:10.755739] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 8.4s | Global ETA: 55m 17s
[2025-11-25T11:47:10.756031] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:47:10.756862] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:10.757000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:10.761864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:10.762771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:10.765150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:10.820008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:10.822344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:10.872250] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:47:11.036847] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:47:11.042325] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:47:11.055382] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:11.124279] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 8.1s | Global ETA: 55m 18s
[2025-11-25T11:47:11.124557] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:47:11.125382] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:11.125512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:11.126275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:11.128712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:11.131160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:11.161937] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:47:11.206030] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:11.219397] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:11.283541] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 8.0s | Global ETA: 55m 18s
[2025-11-25T11:47:11.283832] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:47:11.284694] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:11.284834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:11.289786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:11.291769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:11.292346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:11.292859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:47:11.293633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:11.313616] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 16.5s | Global ETA: 55m 18s
[2025-11-25T11:47:11.313962] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:47:11.314796] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:11.314935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:11.319793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:11.332375] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:11.375062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:47:11.379443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:11.402795] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.37% | Symbol ETA: 7.7s | Global ETA: 55m 19s
[2025-11-25T11:47:11.402949] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:47:11.403727] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:11.403980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:11.408843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:11.409763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:11.412149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:11.467447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:11.469966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:11.496165] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:47:11.636118] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:47:11.666317] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:11.716815] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:47:11.733412] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 6.54% | Symbol ETA: 7.5s | Global ETA: 55m 20s
[2025-11-25T11:47:11.733722] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:47:11.734531] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:11.734681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:11.735426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:11.737897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:11.740361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:11.820856] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:11.821364] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:47:11.885997] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:11.890183] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 7.5s | Global ETA: 55m 20s
[2025-11-25T11:47:11.890484] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:47:11.891336] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:11.891483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:11.896563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:11.898551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:11.899151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:11.899661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:47:11.900446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:11.991299] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:11.996040] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.13% | Symbol ETA: 15.8s | Global ETA: 55m 20s
[2025-11-25T11:47:11.996330] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:47:11.997188] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:11.997331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:12.002159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:12.056307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:47:12.060661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:12.062777] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.48% | Symbol ETA: 7.1s | Global ETA: 55m 20s
[2025-11-25T11:47:12.063070] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:47:12.063892] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:12.064039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:12.068911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:12.069891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:12.072338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:12.089583] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:47:12.127307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:12.129888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:12.245372] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:47:12.259237] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:12.326540] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -0.78% | Symbol ETA: 6.9s | Global ETA: 55m 21s
[2025-11-25T11:47:12.326843] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:47:12.327685] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:12.327831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:12.328677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:12.331196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:12.333769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:12.397331] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:47:12.423703] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:12.470029] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:47:12.486191] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 6.9s | Global ETA: 55m 22s
[2025-11-25T11:47:12.486424] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:47:12.487314] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:12.487460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:12.492559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:12.494536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:12.495140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:12.495578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:47:12.496344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:12.566856] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:12.643206] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:12.679033] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.19% | Symbol ETA: 15.1s | Global ETA: 55m 22s
[2025-11-25T11:47:12.679328] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:47:12.680163] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:12.680306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:12.685458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:12.705035] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:47:12.712987] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.99% | Symbol ETA: 6.4s | Global ETA: 55m 22s
[2025-11-25T11:47:12.713283] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:47:12.714135] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:12.714278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:12.719248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:12.720251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:12.722670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:12.741067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:47:12.745724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:12.778600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:12.781181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:12.838776] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:47:12.874462] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:12.942102] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -4.09% | Symbol ETA: 6.3s | Global ETA: 55m 23s
[2025-11-25T11:47:12.942390] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:47:12.943219] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:12.943349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:12.944119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:12.946492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:12.948989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:13.010948] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:13.074304] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 6.3s | Global ETA: 55m 23s
[2025-11-25T11:47:13.074588] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:47:13.075479] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:13.075624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:13.080740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:13.082745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:13.083330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:13.083839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:47:13.084627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:13.089851] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:47:13.127434] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:47:13.269898] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:13.288145] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:47:13.300773] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:13.371021] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.40% | Symbol ETA: 5.8s | Global ETA: 55m 24s
[2025-11-25T11:47:13.371279] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:47:13.372137] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:13.372277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:13.377124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:13.378019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:13.380369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:13.384219] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -1.00% | Symbol ETA: 14.4s | Global ETA: 55m 24s
[2025-11-25T11:47:13.384499] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:47:13.385330] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:13.385473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:13.390520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:13.434740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:13.437431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:13.445389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:47:13.448458] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:47:13.450056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:13.457871] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:13.525257] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 5.6s | Global ETA: 55m 25s
[2025-11-25T11:47:13.525552] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:47:13.526376] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:13.526507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:13.527287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:13.529684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:13.532072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:13.623368] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:13.685463] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 5.7s | Global ETA: 55m 25s
[2025-11-25T11:47:13.685626] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:47:13.686539] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:13.686699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:13.691936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:13.693962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:13.694542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:13.695036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:47:13.695818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:13.776889] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:47:13.794871] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:47:13.870314] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:47:13.948851] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:13.966244] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:14.019161] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.41% | Symbol ETA: 5.1s | Global ETA: 55m 26s
[2025-11-25T11:47:14.019448] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:47:14.020250] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:14.020394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:14.025298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:14.026187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:14.028593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:14.039679] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:14.046099] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:47:14.076920] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 13.7s | Global ETA: 55m 26s
[2025-11-25T11:47:14.082861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:14.085206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:14.107106] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 0.29% | Symbol ETA: 5.0s | Global ETA: 55m 26s
[2025-11-25T11:47:14.107255] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:47:14.108022] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:14.108097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:14.108796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:14.111143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:14.113488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:14.215081] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:14.248362] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.33%, Actual: 0.27%
[2025-11-25T11:47:14.275026] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 5.1s | Global ETA: 55m 27s
[2025-11-25T11:47:14.419220] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 3.44%, Actual: 2.79%
[2025-11-25T11:47:14.433337] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:47:14.444211] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:47:14.452139] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:47:14.588957] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.51%, Actual: 1.15%
[2025-11-25T11:47:14.603889] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:14.612468] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:47:14.623785] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:14.673759] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.00% | Symbol ETA: 4.5s | Global ETA: 55m 28s
[2025-11-25T11:47:14.673905] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:47:14.674731] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:14.674951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:14.679972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:14.680931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:14.683377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:14.690796] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 2.41% | Symbol ETA: 4.4s | Global ETA: 55m 28s
[2025-11-25T11:47:14.691032] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:47:14.691869] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:14.692007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:14.692788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:14.695174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:14.697590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:14.737563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:14.739914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:14.767752] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -4.25%, Actual: 1.48%
[2025-11-25T11:47:14.781620] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:47:14.941236] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.78%, Actual: 1.08%
[2025-11-25T11:47:14.950485] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:47:15.080215] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:47:15.102357] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:47:15.118202] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.53%
[2025-11-25T11:47:15.118990] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 0.27%
[2025-11-25T11:47:15.275102] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:15.297631] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:47:15.305015] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:15.319575] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.13%, Actual: 2.44%
[2025-11-25T11:47:15.341752] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 5.75% | Symbol ETA: 3.8s | Global ETA: 55m 30s
[2025-11-25T11:47:15.374625] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 1.43% | Symbol ETA: 3.8s | Global ETA: 55m 30s
[2025-11-25T11:47:15.468288] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:47:15.492110] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 0.25%
[2025-11-25T11:47:15.513960] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -9.47%, Actual: 3.08%
[2025-11-25T11:47:15.546082] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.83%, Actual: 1.80%
[2025-11-25T11:47:15.636740] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:47:15.662495] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -1.00%, Actual: 1.01%
[2025-11-25T11:47:15.689188] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.55%, Actual: 2.36%
[2025-11-25T11:47:15.718146] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.99%, Actual: 1.05%
[2025-11-25T11:47:15.804907] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:47:15.843349] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.83%
[2025-11-25T11:47:15.843753] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 54.4653%
[2025-11-25T11:47:15.843915] [INFO ] [main      ] CBU: DISCARDED add_morning_range_expansion (score: 54.47%)
[2025-11-25T11:47:15.844037] [INFO ] [main      ] CBU: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:47:15.844161] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_open_11_elasticity']
[2025-11-25T11:47:15.844270] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:47:15.857569] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:15.858139] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:47:15.859081] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:15.859164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:15.859066] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.49%, Actual: 1.26%
[2025-11-25T11:47:15.864001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:15.889208] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.03%
[2025-11-25T11:47:15.920439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:47:15.921828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:15.974145] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:47:15.974510] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 34.6169%
[2025-11-25T11:47:15.974686] [INFO ] [main      ] AFB: DISCARDED add_prev_close_to_open (score: 34.62%)
[2025-11-25T11:47:15.974804] [INFO ] [main      ] AFB: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:47:15.974910] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prior_day_tail_pressure']
[2025-11-25T11:47:15.975028] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:47:15.988447] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:15.989159] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:47:15.990096] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:15.990235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:15.995092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:15.996910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:15.997431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:15.997856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:47:16.000583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:16.032420] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 6.54%, Actual: 0.26%
[2025-11-25T11:47:16.058742] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.37%, Actual: 1.54%
[2025-11-25T11:47:16.203071] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 3.27%
[2025-11-25T11:47:16.228497] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.48%, Actual: 1.74%
[2025-11-25T11:47:16.267989] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:47:16.336955] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:47:16.371917] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -4.09%, Actual: 5.90%
[2025-11-25T11:47:16.398762] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.99%, Actual: 1.54%
[2025-11-25T11:47:16.437676] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:16.510336] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:16.542219] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 5.70%
[2025-11-25T11:47:16.545899] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -2.36% | Symbol ETA: 18.0s | Global ETA: 55m 33s
[2025-11-25T11:47:16.546195] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:47:16.547007] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:16.547160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:16.551955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:16.574705] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.40%, Actual: 0.28%
[2025-11-25T11:47:16.575263] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 9.7s | Global ETA: 55m 33s
[2025-11-25T11:47:16.575558] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:47:16.576412] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:16.576557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:16.581408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:16.583225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:16.583803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:16.584272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:47:16.586996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:16.607826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:47:16.609409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:16.712893] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 0.13%
[2025-11-25T11:47:16.753672] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.41%, Actual: 0.78%
[2025-11-25T11:47:16.881792] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 2.41%, Actual: 1.10%
[2025-11-25T11:47:16.926044] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:47:16.925981] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.00%, Actual: 1.98%
[2025-11-25T11:47:16.947038] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:47:17.051164] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 5.75%, Actual: 2.35%
[2025-11-25T11:47:17.051507] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 37.1793%
[2025-11-25T11:47:17.051682] [INFO ] [main      ] GTN: DISCARDED add_range_overlap_v_prior_day (score: 37.18%)
[2025-11-25T11:47:17.051794] [INFO ] [main      ] GTN: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:47:17.051890] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_range_volume_efficiency']
[2025-11-25T11:47:17.051987] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:47:17.065782] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:17.066213] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:47:17.067083] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:17.067157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:17.067882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:17.070235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:17.072402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:17.095658] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:17.101139] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 1.43%, Actual: 0.87%
[2025-11-25T11:47:17.101434] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 48.8173%
[2025-11-25T11:47:17.101604] [INFO ] [main      ] GSBD: DISCARDED add_range_volume_efficiency (score: 48.82%)
[2025-11-25T11:47:17.101812] [INFO ] [main      ] GSBD: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:47:17.101944] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:47:17.102061] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:47:17.115604] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:17.116292] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:17.116267] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:47:17.117378] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:17.117528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:17.122811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:17.123817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:17.126418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:17.158964] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.41% | Symbol ETA: 9.1s | Global ETA: 55m 35s
[2025-11-25T11:47:17.159113] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:47:17.159891] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:17.159983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:17.164723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:17.166636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:17.167252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:17.167744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:47:17.170511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:17.184977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:17.189445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:17.223011] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: -0.20% | Symbol ETA: 17.3s | Global ETA: 55m 35s
[2025-11-25T11:47:17.223171] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:47:17.223963] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:17.224038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:17.228929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:17.284980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:47:17.286544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:17.409412] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:47:17.531069] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:47:17.537865] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:47:17.579598] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:17.628253] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:47:17.647550] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.72% | Symbol ETA: 8.7s | Global ETA: 55m 37s
[2025-11-25T11:47:17.647862] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:47:17.648746] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:17.648884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:17.649671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:17.652082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:17.654301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:17.712854] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:17.716380] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:17.780113] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 8.6s | Global ETA: 55m 37s
[2025-11-25T11:47:17.780274] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:47:17.781203] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:17.781345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:17.786244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:17.788132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:17.788706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:17.789200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:47:17.791912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:17.793500] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.92% | Symbol ETA: 9.5s | Global ETA: 55m 37s
[2025-11-25T11:47:17.793672] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:47:17.795306] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:17.795413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:17.798051] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:17.800470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:17.801502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:17.804001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:17.863348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:17.868094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:17.906528] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.08% | Symbol ETA: 16.6s | Global ETA: 55m 37s
[2025-11-25T11:47:17.906863] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:47:17.907869] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:17.908029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:17.913215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:17.970015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:47:17.971696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:17.993064] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:47:18.131430] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:47:18.163123] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:18.215354] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:47:18.230865] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -2.17% | Symbol ETA: 8.1s | Global ETA: 55m 38s
[2025-11-25T11:47:18.231162] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:47:18.232114] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:18.232256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:18.233102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:18.235679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:18.238157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:18.303109] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:18.319797] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:47:18.371271] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.43% | Symbol ETA: 8.0s | Global ETA: 55m 39s
[2025-11-25T11:47:18.371412] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:47:18.372182] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:18.372258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:18.377038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:18.378902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:18.379392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:18.379815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:47:18.382598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:18.394727] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:18.467780] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 8.8s | Global ETA: 55m 39s
[2025-11-25T11:47:18.467926] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:47:18.468687] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:18.468774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:18.473482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:18.474447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:18.476800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:18.495660] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:18.532800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:18.537113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:18.597809] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:47:18.604387] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.67% | Symbol ETA: 15.9s | Global ETA: 55m 39s
[2025-11-25T11:47:18.604686] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:47:18.605557] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:18.605719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:18.610802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:18.668471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:47:18.670181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:18.723390] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:47:18.770249] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:18.840102] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 7.6s | Global ETA: 55m 40s
[2025-11-25T11:47:18.840376] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:47:18.841200] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:18.841331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:18.842098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:18.844487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:18.846672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:18.875463] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:47:18.898729] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:18.962139] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 7.4s | Global ETA: 55m 40s
[2025-11-25T11:47:18.962417] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:47:18.963274] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:18.963419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:18.968387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:18.970343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:18.970983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:18.971463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:47:18.974213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:19.028336] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:47:19.048747] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:19.120934] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.10% | Symbol ETA: 8.1s | Global ETA: 55m 41s
[2025-11-25T11:47:19.121077] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:47:19.121847] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:19.121921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:19.126554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:19.127563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:19.129939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:19.184826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:19.186840] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:47:19.189063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:19.197907] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:19.301729] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.93% | Symbol ETA: 15.3s | Global ETA: 55m 41s
[2025-11-25T11:47:19.302029] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:47:19.302916] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:19.303058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:19.307979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:19.313905] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:47:19.356621] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:19.363756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:47:19.365217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:19.423514] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.28% | Symbol ETA: 7.0s | Global ETA: 55m 42s
[2025-11-25T11:47:19.423813] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:47:19.424618] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:19.424827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:19.425566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:19.428046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:19.430252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:19.485433] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:19.538817] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:47:19.549325] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6.8s | Global ETA: 55m 42s
[2025-11-25T11:47:19.549477] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:47:19.550263] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:19.550339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:19.555175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:19.556946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:19.557468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:19.557921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:47:19.560547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:19.710857] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:47:19.716685] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:19.774767] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:47:19.792804] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.34% | Symbol ETA: 7.4s | Global ETA: 55m 43s
[2025-11-25T11:47:19.793118] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:47:19.794051] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:19.794226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:19.799381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:19.800398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:19.802998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:19.861735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:19.866248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:19.898352] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:47:19.901311] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:19.944718] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:20.007390] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 14.6s | Global ETA: 55m 43s
[2025-11-25T11:47:20.007748] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:47:20.008814] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:20.008958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:20.011286] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 6.4s | Global ETA: 55m 43s
[2025-11-25T11:47:20.011560] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:47:20.012382] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:20.012513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:20.013287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:20.014256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:20.015683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:20.017879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:20.067890] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:20.076504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:47:20.078257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:20.131409] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 6.2s | Global ETA: 55m 44s
[2025-11-25T11:47:20.131725] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:47:20.132606] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:20.132764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:20.137584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:20.139518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:20.140103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:20.140583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:47:20.143402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:20.227937] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:47:20.361490] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:47:20.400978] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:20.427068] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:47:20.473103] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 6.7s | Global ETA: 55m 45s
[2025-11-25T11:47:20.473393] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:47:20.474233] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:20.474374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:20.479369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:20.480263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:20.482706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:20.484007] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:47:20.534292] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:20.537444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:20.541526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:20.601867] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -3.87% | Symbol ETA: 5.8s | Global ETA: 55m 45s
[2025-11-25T11:47:20.602155] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:47:20.603017] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:20.603152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:20.603942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:20.603898] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:20.606423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:20.608763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:20.656994] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:20.711339] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 13.9s | Global ETA: 55m 45s
[2025-11-25T11:47:20.711489] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:47:20.712321] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:20.712398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:20.717482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:20.720309] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 5.6s | Global ETA: 55m 45s
[2025-11-25T11:47:20.720515] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:47:20.721334] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:20.721476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:20.726351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:20.728223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:20.728804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:20.729281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:47:20.732024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:20.773314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:47:20.774714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:20.885262] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:47:20.952879] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:47:21.057740] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:21.082083] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:47:21.117763] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:47:21.126261] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:21.131096] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.36% | Symbol ETA: 6.1s | Global ETA: 55m 47s
[2025-11-25T11:47:21.131406] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:47:21.132317] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:21.132461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:21.137420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:21.138395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:21.140864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:21.192893] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 0.81% | Symbol ETA: 5.2s | Global ETA: 55m 47s
[2025-11-25T11:47:21.193214] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:47:21.194088] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:21.194248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:21.195050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:21.196388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:21.197498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:21.199704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:21.200969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:21.257626] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:21.288589] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:21.321362] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 5.0s | Global ETA: 55m 47s
[2025-11-25T11:47:21.321667] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:47:21.322477] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:21.322619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:21.327460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:21.329275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:21.329850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:21.330317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:47:21.333051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:21.393843] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 13.2s | Global ETA: 55m 47s
[2025-11-25T11:47:21.394145] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:47:21.395070] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:21.395241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:21.400247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:21.455380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:47:21.457117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:21.549573] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:47:21.549709] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:47:21.677723] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:47:21.721833] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:21.726629] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:21.793283] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 1.42% | Symbol ETA: 4.6s | Global ETA: 55m 48s
[2025-11-25T11:47:21.793486] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.08% | Symbol ETA: 5.4s | Global ETA: 55m 48s
[2025-11-25T11:47:21.793441] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:47:21.793745] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:47:21.794480] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:21.794575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:21.794608] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:21.794778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:21.795296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:21.801028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:21.801283] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:47:21.801612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:21.802662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:21.803290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:21.805157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:21.850198] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:21.859886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:21.864123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:21.914810] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.98% | Symbol ETA: 4.4s | Global ETA: 55m 49s
[2025-11-25T11:47:21.972758] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:22.076962] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -2.04% | Symbol ETA: 12.5s | Global ETA: 55m 49s
[2025-11-25T11:47:22.077273] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:47:22.078114] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:22.078252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:22.083033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:22.088520] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.03%, Actual: 0.04%
[2025-11-25T11:47:22.136957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:47:22.138338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:22.148326] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:47:22.203003] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:47:22.265718] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.41%, Actual: 0.15%
[2025-11-25T11:47:22.318704] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:22.373780] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:22.385089] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 4.0s | Global ETA: 55m 50s
[2025-11-25T11:47:22.385351] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:47:22.386191] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:22.386323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:22.387101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:22.389539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:22.391767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:22.441485] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 0.33%
[2025-11-25T11:47:22.444554] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.67% | Symbol ETA: 4.7s | Global ETA: 55m 50s
[2025-11-25T11:47:22.444753] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:47:22.446162] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:22.446299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:22.451210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:22.452099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:22.454489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:22.480472] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:47:22.509596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:22.513751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:22.619539] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.02%
[2025-11-25T11:47:22.661480] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:22.734779] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:47:22.769687] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 11.8s | Global ETA: 55m 51s
[2025-11-25T11:47:22.796919] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.27%
[2025-11-25T11:47:22.853672] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:47:22.903928] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:22.949800] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -2.36%, Actual: 0.27%
[2025-11-25T11:47:22.972351] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T11:47:22.975340] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.58% | Symbol ETA: 3.5s | Global ETA: 55m 52s
[2025-11-25T11:47:23.022432] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:23.091999] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -2.63% | Symbol ETA: 4.0s | Global ETA: 55m 52s
[2025-11-25T11:47:23.092289] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:47:23.093599] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:23.093768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:23.098533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:23.099413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:23.101736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:23.125746] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: -0.20%, Actual: 2.79%
[2025-11-25T11:47:23.144425] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.11%
[2025-11-25T11:47:23.154660] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.72%, Actual: 3.08%
[2025-11-25T11:47:23.156100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:23.160270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:23.299663] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.08%, Actual: 1.15%
[2025-11-25T11:47:23.314613] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.10%
[2025-11-25T11:47:23.330569] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -2.17%, Actual: 2.36%
[2025-11-25T11:47:23.469136] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.67%, Actual: 1.48%
[2025-11-25T11:47:23.483286] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.72%, Actual: 0.07%
[2025-11-25T11:47:23.502571] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 1.26%
[2025-11-25T11:47:23.518498] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:47:23.637105] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 1.08%
[2025-11-25T11:47:23.651156] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.98%, Actual: 1.01%
[2025-11-25T11:47:23.651479] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 37.0852%
[2025-11-25T11:47:23.651639] [INFO ] [main      ] AFB: DISCARDED add_prior_day_tail_pressure (score: 37.09%)
[2025-11-25T11:47:23.651775] [INFO ] [main      ] AFB: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:47:23.651881] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prior_mag_lag']
[2025-11-25T11:47:23.651989] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:47:23.665289] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:23.666001] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:47:23.666920] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:23.667091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:23.671968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:23.673817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:23.674303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:23.674801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:23.676394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:23.678245] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.28%, Actual: 0.26%
[2025-11-25T11:47:23.691581] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:23.765146] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 3.4s | Global ETA: 55m 54s
[2025-11-25T11:47:23.805869] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.53%
[2025-11-25T11:47:23.849312] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 3.27%
[2025-11-25T11:47:23.937733] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.92%, Actual: 1.80%
[2025-11-25T11:47:23.974436] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: 0.39%, Actual: 2.44%
[2025-11-25T11:47:24.011173] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:47:24.020214] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -3.87%, Actual: 5.90%
[2025-11-25T11:47:24.109599] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.15%, Actual: 1.05%
[2025-11-25T11:47:24.143509] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.67%, Actual: 0.25%
[2025-11-25T11:47:24.179893] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:24.192190] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 0.81%, Actual: 5.70%
[2025-11-25T11:47:24.245049] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 9.3s | Global ETA: 55m 55s
[2025-11-25T11:47:24.245214] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:47:24.245984] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:24.246183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:24.250989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:24.252803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:24.253351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:24.253841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:24.255429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:24.281838] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 0.03%
[2025-11-25T11:47:24.323410] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -2.04%, Actual: 1.01%
[2025-11-25T11:47:24.367685] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 1.42%, Actual: 0.13%
[2025-11-25T11:47:24.453385] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.34%, Actual: 1.54%
[2025-11-25T11:47:24.505189] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.85%, Actual: 0.83%
[2025-11-25T11:47:24.505592] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 48.4090%
[2025-11-25T11:47:24.505779] [INFO ] [main      ] CBU: DISCARDED add_open_11_elasticity (score: 48.41%)
[2025-11-25T11:47:24.505903] [INFO ] [main      ] CBU: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:47:24.506016] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_open_reversal_intensity']
[2025-11-25T11:47:24.506130] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:47:24.519770] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:24.520491] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:47:24.521429] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:24.521570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:24.526661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:24.539967] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 0.29%, Actual: 1.10%
[2025-11-25T11:47:24.582801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:47:24.584240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:24.590739] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:47:24.622138] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.09%, Actual: 1.74%
[2025-11-25T11:47:24.711062] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.58%, Actual: 2.35%
[2025-11-25T11:47:24.711281] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 34.6314%
[2025-11-25T11:47:24.711370] [INFO ] [main      ] GTN: DISCARDED add_range_volume_efficiency (score: 34.63%)
[2025-11-25T11:47:24.711420] [INFO ] [main      ] GTN: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:47:24.711458] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:47:24.711519] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:47:24.725147] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:24.725815] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:47:24.726676] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:24.726764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:24.727527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:24.729933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:24.734017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:24.757251] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:24.791912] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.36%, Actual: 1.54%
[2025-11-25T11:47:24.819955] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 8.7s | Global ETA: 55m 57s
[2025-11-25T11:47:24.820104] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:47:24.820861] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:24.820961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:24.825705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:24.827671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:24.828222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:24.828709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:24.830288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:24.925769] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:47:24.961770] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.08%, Actual: 0.28%
[2025-11-25T11:47:25.079479] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:47:25.096093] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:25.129886] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.67%, Actual: 0.78%
[2025-11-25T11:47:25.164800] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:47:25.209574] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -4.61% | Symbol ETA: 17.1s | Global ETA: 55m 58s
[2025-11-25T11:47:25.209889] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:47:25.210725] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:25.210867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:25.215682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:25.250143] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:25.271737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:47:25.273208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:25.299275] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -2.63%, Actual: 1.98%
[2025-11-25T11:47:25.318175] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -9.77% | Symbol ETA: 8.4s | Global ETA: 55m 59s
[2025-11-25T11:47:25.318455] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:47:25.319316] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:25.319448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:25.320223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:25.322611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:25.326590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:25.333286] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:25.398343] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 8.1s | Global ETA: 55m 59s
[2025-11-25T11:47:25.398663] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:47:25.399521] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:25.399680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:25.404558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:25.406474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:25.407211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:25.407716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:25.409327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:25.469862] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.49%, Actual: 0.87%
[2025-11-25T11:47:25.470269] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 52.9965%
[2025-11-25T11:47:25.470444] [INFO ] [main      ] GSBD: DISCARDED add_range_volume_efficiency_refinements (score: 53.00%)
[2025-11-25T11:47:25.470563] [INFO ] [main      ] GSBD: Testing feature 39/53: add_regime
[2025-11-25T11:47:25.470690] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_regime']
[2025-11-25T11:47:25.470808] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:47:25.483954] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:25.484688] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:47:25.485599] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:25.485758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:25.490751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:25.491685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:25.494250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:25.550124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:25.566992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:25.615418] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:47:25.665396] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:47:25.744814] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:47:25.786681] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:25.834486] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:25.898899] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 3.47% | Symbol ETA: 16.4s | Global ETA: 56m 0s
[2025-11-25T11:47:25.899195] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:47:25.900076] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:25.900218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:25.902739] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 1.19% | Symbol ETA: 7.8s | Global ETA: 56m 0s
[2025-11-25T11:47:25.903029] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:47:25.903872] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:25.904003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:25.904777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:25.905282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:25.907225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:25.907384] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:47:25.911199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:25.913634] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:25.963176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:47:25.964817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:25.977504] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 7.5s | Global ETA: 56m 0s
[2025-11-25T11:47:25.977831] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:47:25.978695] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:25.978833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:25.983670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:25.985508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:25.986077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:25.986551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:25.988226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:26.079633] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:26.155237] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.85% | Symbol ETA: 9.1s | Global ETA: 56m 1s
[2025-11-25T11:47:26.155512] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:47:26.156370] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:26.156513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:26.161507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:26.162419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:26.164920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:26.221176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:26.237327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:26.254952] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:47:26.313571] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:47:26.328510] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:47:26.423745] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:26.492117] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 4.44% | Symbol ETA: 7.2s | Global ETA: 56m 2s
[2025-11-25T11:47:26.492285] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:47:26.493182] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:26.493313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:26.494040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:26.496047] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:26.496478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:26.497841] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:26.500439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:26.559036] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 7.0s | Global ETA: 56m 2s
[2025-11-25T11:47:26.559352] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:47:26.560193] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:26.560333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:26.565173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:26.566987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:26.567569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:26.568053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:26.569637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:26.577587] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:47:26.609196] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.31% | Symbol ETA: 15.8s | Global ETA: 56m 2s
[2025-11-25T11:47:26.609361] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:47:26.610299] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:26.610444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:26.615565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:26.672116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:47:26.673750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:26.748315] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:26.822337] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 8.4s | Global ETA: 56m 3s
[2025-11-25T11:47:26.822617] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:47:26.823494] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:26.823633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:26.828550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:26.829484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:26.831981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:26.845609] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:47:26.887878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:26.902967] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:47:26.904595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:27.013713] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:27.036890] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:47:27.070754] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:27.081459] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 2.26% | Symbol ETA: 6.6s | Global ETA: 56m 4s
[2025-11-25T11:47:27.081727] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:47:27.082547] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:27.082695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:27.083448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:27.085838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:27.089778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:27.133537] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.07% | Symbol ETA: 6.4s | Global ETA: 56m 4s
[2025-11-25T11:47:27.133838] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:47:27.134668] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:27.134825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:27.139774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:27.141555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:27.142120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:27.142589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:27.144179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:27.212717] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:27.242507] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:47:27.324232] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -2.72% | Symbol ETA: 15.1s | Global ETA: 56m 4s
[2025-11-25T11:47:27.324531] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:47:27.325421] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:27.325564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:27.330707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:27.387516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:47:27.389165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:27.410554] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:27.434988] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:47:27.478867] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:47:27.485630] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 7.8s | Global ETA: 56m 5s
[2025-11-25T11:47:27.485944] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:47:27.486790] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:27.486928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:27.491766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:27.492623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:27.495039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:27.549938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:27.565724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:27.604557] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:27.646113] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:27.672695] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.81% | Symbol ETA: 6.1s | Global ETA: 56m 5s
[2025-11-25T11:47:27.672981] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:47:27.673808] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:27.673941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:27.674709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:27.677121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:27.681183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:27.708583] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 5.8s | Global ETA: 56m 5s
[2025-11-25T11:47:27.708907] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:47:27.709780] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:27.709921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:27.714756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:27.716558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:27.717163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:27.717638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:27.719304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:27.736305] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:47:27.902752] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:47:27.909638] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:28.018914] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -1.31% | Symbol ETA: 14.4s | Global ETA: 56m 6s
[2025-11-25T11:47:28.019071] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:47:28.019851] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:28.019925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:28.024785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:28.026533] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:47:28.055009] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:47:28.072910] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:28.081385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:47:28.083129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:28.146781] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.92% | Symbol ETA: 7.1s | Global ETA: 56m 7s
[2025-11-25T11:47:28.146924] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:47:28.147744] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:28.147946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:28.152982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:28.153892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:28.156331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:28.198788] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:28.212551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:28.225380] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:28.229285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:28.269090] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -1.13% | Symbol ETA: 5.5s | Global ETA: 56m 7s
[2025-11-25T11:47:28.269318] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:47:28.270188] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:28.270328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:28.271159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:28.273668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:28.277746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:28.289703] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.63% | Symbol ETA: 5.2s | Global ETA: 56m 7s
[2025-11-25T11:47:28.290019] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:47:28.290874] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:28.291015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:28.295827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:28.297770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:28.298326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:28.298821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:28.300447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:28.430529] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:47:28.580096] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:47:28.610423] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:28.633146] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:47:28.648056] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:47:28.718159] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 13.7s | Global ETA: 56m 8s
[2025-11-25T11:47:28.718445] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:47:28.719228] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:28.719367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:28.724205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:28.755369] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:28.779479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:47:28.781213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:28.805277] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:28.816107] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:28.830832] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.61% | Symbol ETA: 6.4s | Global ETA: 56m 9s
[2025-11-25T11:47:28.831136] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:47:28.832016] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:28.832159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:28.837229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:28.838111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:28.840584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:28.873067] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: -1.28% | Symbol ETA: 4.9s | Global ETA: 56m 9s
[2025-11-25T11:47:28.873342] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:47:28.874177] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:28.874309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:28.875074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:28.877915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:28.878414] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.67% | Symbol ETA: 4.6s | Global ETA: 56m 9s
[2025-11-25T11:47:28.878736] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:47:28.879555] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:28.879709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:28.881896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:28.884546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:28.886399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:28.886961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:28.887484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:47:28.889039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:28.895704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:28.911584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:29.128071] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:47:29.231087] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:47:29.235041] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:47:29.255302] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:47:29.299662] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:29.402924] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:29.406837] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 13.0s | Global ETA: 56m 10s
[2025-11-25T11:47:29.407178] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:47:29.408105] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:29.408250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:29.411813] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:29.413339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:29.426229] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:29.465445] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -1.07% | Symbol ETA: 4.1s | Global ETA: 56m 11s
[2025-11-25T11:47:29.470008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:47:29.471835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:29.482921] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 1.33% | Symbol ETA: 4.3s | Global ETA: 56m 11s
[2025-11-25T11:47:29.483266] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:47:29.484567] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:29.484721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:29.485499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:29.488816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:29.493231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:29.501480] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.68% | Symbol ETA: 5.8s | Global ETA: 56m 11s
[2025-11-25T11:47:29.501784] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:47:29.502602] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:29.502760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:29.507534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:29.508452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:29.510842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:29.566105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:29.582161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:29.635672] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:47:29.808254] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.43%, Actual: 0.15%
[2025-11-25T11:47:29.825414] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:47:29.844352] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:47:29.928595] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:47:29.983096] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 0.33%
[2025-11-25T11:47:30.001833] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:30.021459] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:30.090569] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 2.64% | Symbol ETA: 3.7s | Global ETA: 56m 12s
[2025-11-25T11:47:30.090866] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:47:30.091738] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:30.091870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:30.092625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:30.095220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:30.098810] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:30.099352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:30.120823] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -1.43% | Symbol ETA: 12.3s | Global ETA: 56m 12s
[2025-11-25T11:47:30.121128] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:47:30.122385] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:30.122531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:30.128099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:30.160164] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 0.02%
[2025-11-25T11:47:30.173621] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.57% | Symbol ETA: 5.1s | Global ETA: 56m 13s
[2025-11-25T11:47:30.173782] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:47:30.174524] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:30.174592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:30.179310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:30.180267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:30.182740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:30.183921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:47:30.185687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:30.236845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:30.252471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:30.336164] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 0.27%
[2025-11-25T11:47:30.449490] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:47:30.505338] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.27%
[2025-11-25T11:47:30.533266] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:47:30.591000] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:47:30.619792] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:30.675134] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 0.11%
[2025-11-25T11:47:30.687041] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.13% | Symbol ETA: 3.1s | Global ETA: 56m 14s
[2025-11-25T11:47:30.714960] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:30.764662] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:30.829190] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 11.6s | Global ETA: 56m 14s
[2025-11-25T11:47:30.829501] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:47:30.830364] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:30.830505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:30.835285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:30.839252] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.95% | Symbol ETA: 4.4s | Global ETA: 56m 14s
[2025-11-25T11:47:30.839545] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:47:30.840393] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:30.840540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:30.845505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:30.846402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:30.847442] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.63%, Actual: 0.10%
[2025-11-25T11:47:30.848874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:30.857369] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -9.77%, Actual: 3.08%
[2025-11-25T11:47:30.889770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:47:30.891420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:30.905229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:30.922631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:31.023101] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.67%, Actual: 0.07%
[2025-11-25T11:47:31.025426] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.19%, Actual: 2.36%
[2025-11-25T11:47:31.192461] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 4.44%, Actual: 1.26%
[2025-11-25T11:47:31.197583] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -1.07%, Actual: 1.01%
[2025-11-25T11:47:31.197989] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 40.2236%
[2025-11-25T11:47:31.198154] [INFO ] [main      ] AFB: DISCARDED add_prior_mag_lag (score: 40.22%)
[2025-11-25T11:47:31.198275] [INFO ] [main      ] AFB: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:47:31.198382] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_range_overlap_v_prior_day']
[2025-11-25T11:47:31.198492] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:47:31.233840] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:47:31.287822] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:47:31.309589] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:31.310573] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:47:31.311920] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:31.312078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:31.317587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:31.319699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:31.320317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:31.320848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:31.323394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:31.362686] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 2.26%, Actual: 0.26%
[2025-11-25T11:47:31.403054] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:31.477389] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:31.516125] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 10.9s | Global ETA: 56m 16s
[2025-11-25T11:47:31.536384] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.81%, Actual: 3.27%
[2025-11-25T11:47:31.553424] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.55% | Symbol ETA: 3.8s | Global ETA: 56m 17s
[2025-11-25T11:47:31.553576] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:47:31.554363] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:31.554469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:31.559560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:31.560447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:31.563044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:31.617784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:31.633569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:31.676659] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:47:31.696258] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -4.61%, Actual: 0.27%
[2025-11-25T11:47:31.708621] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -1.13%, Actual: 5.90%
[2025-11-25T11:47:31.857962] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:31.881794] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: -1.28%, Actual: 5.70%
[2025-11-25T11:47:31.898743] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 3.47%, Actual: 2.79%
[2025-11-25T11:47:31.924539] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 9.2s | Global ETA: 56m 18s
[2025-11-25T11:47:31.924852] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:47:31.925740] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:31.925881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:31.930987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:31.932833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:31.933415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:31.933927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:31.936496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:31.984119] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:47:32.063171] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 1.33%, Actual: 0.13%
[2025-11-25T11:47:32.069635] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.31%, Actual: 1.15%
[2025-11-25T11:47:32.157414] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:32.231411] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 1.20% | Symbol ETA: 3.1s | Global ETA: 56m 18s
[2025-11-25T11:47:32.238264] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -2.72%, Actual: 1.48%
[2025-11-25T11:47:32.240560] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 2.64%, Actual: 1.10%
[2025-11-25T11:47:32.288533] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:47:32.402722] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.85%, Actual: 1.80%
[2025-11-25T11:47:32.407672] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -1.31%, Actual: 1.08%
[2025-11-25T11:47:32.419816] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.13%, Actual: 2.35%
[2025-11-25T11:47:32.420168] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 34.5582%
[2025-11-25T11:47:32.420344] [INFO ] [main      ] GTN: DISCARDED add_range_volume_efficiency_refinements (score: 34.56%)
[2025-11-25T11:47:32.420487] [INFO ] [main      ] GTN: Testing feature 39/53: add_regime
[2025-11-25T11:47:32.420587] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_regime']
[2025-11-25T11:47:32.420705] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:47:32.434844] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:32.435339] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:47:32.436262] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:32.436339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:32.437155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:32.439699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:32.456404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:32.464946] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:32.530369] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 8.5s | Global ETA: 56m 19s
[2025-11-25T11:47:32.530659] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:47:32.531488] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:32.531631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:32.537088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:32.539017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:32.539636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:32.540168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:32.542612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:32.575082] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 1.05%
[2025-11-25T11:47:32.578442] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 0.53%
[2025-11-25T11:47:32.747343] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.51%, Actual: 0.03%
[2025-11-25T11:47:32.749284] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: 0.35%, Actual: 2.44%
[2025-11-25T11:47:32.816270] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:47:32.899925] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:47:32.917671] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.92%, Actual: 1.54%
[2025-11-25T11:47:32.919483] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -1.43%, Actual: 0.25%
[2025-11-25T11:47:32.993731] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:33.065923] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -4.25% | Symbol ETA: 8.5s | Global ETA: 56m 21s
[2025-11-25T11:47:33.066067] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:47:33.066847] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:33.066921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:33.067606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:33.069980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:33.076405] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:33.085415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:33.087535] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 1.74%
[2025-11-25T11:47:33.103345] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 1.01%
[2025-11-25T11:47:33.140582] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 7.9s | Global ETA: 56m 21s
[2025-11-25T11:47:33.140794] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:47:33.141839] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:33.141928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:33.147045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:33.148934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:33.149435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:33.149945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:33.152333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:33.260527] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.68%, Actual: 1.54%
[2025-11-25T11:47:33.271805] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.41%, Actual: 0.83%
[2025-11-25T11:47:33.272108] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 47.9313%
[2025-11-25T11:47:33.272273] [INFO ] [main      ] CBU: DISCARDED add_open_reversal_intensity (score: 47.93%)
[2025-11-25T11:47:33.272403] [INFO ] [main      ] CBU: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:47:33.272510] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:47:33.272619] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:47:33.286059] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:33.286770] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:47:33.287736] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:33.287874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:33.292804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:33.349187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:47:33.350857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:33.426632] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:47:33.434708] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.57%, Actual: 0.28%
[2025-11-25T11:47:33.509469] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:47:33.596918] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:33.607274] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.95%, Actual: 0.78%
[2025-11-25T11:47:33.671445] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 1.38% | Symbol ETA: 7.8s | Global ETA: 56m 23s
[2025-11-25T11:47:33.671589] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:47:33.672358] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:33.672433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:33.673130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:33.675451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:33.682241] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:33.691117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:33.693520] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:47:33.744524] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 7.3s | Global ETA: 56m 23s
[2025-11-25T11:47:33.744698] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:47:33.745695] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:33.745859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:33.750982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:33.752866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:33.753418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:33.753911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:33.756262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:33.787701] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.55%, Actual: 1.98%
[2025-11-25T11:47:33.866078] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:33.958952] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 1.20%, Actual: 0.87%
[2025-11-25T11:47:33.959307] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 43.1073%
[2025-11-25T11:47:33.959464] [INFO ] [main      ] GSBD: DISCARDED add_regime (score: 43.11%)
[2025-11-25T11:47:33.959579] [INFO ] [main      ] GSBD: Testing feature 40/53: add_regime_flags
[2025-11-25T11:47:33.959698] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_regime_flags']
[2025-11-25T11:47:33.959809] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:47:33.972767] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:33.973460] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:47:33.974373] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:33.974513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:33.977476] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.14% | Symbol ETA: 16.4s | Global ETA: 56m 23s
[2025-11-25T11:47:33.977803] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:47:33.978706] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:33.978850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:33.979438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:33.980275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:33.982671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:33.983992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:34.036823] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:47:34.038666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:34.039960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:34.041446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:47:34.043188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:34.097383] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:47:34.208570] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:34.275410] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:34.283383] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -1.98% | Symbol ETA: 7.2s | Global ETA: 56m 24s
[2025-11-25T11:47:34.283688] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:47:34.284492] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:34.284626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:34.285390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:34.287890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:34.303950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:34.338772] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.21% | Symbol ETA: 6.7s | Global ETA: 56m 25s
[2025-11-25T11:47:34.339076] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:47:34.339997] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:34.340143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:34.345257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:34.347454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:34.348048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:34.348562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:34.351189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:34.393155] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:47:34.399910] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:47:34.564595] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:34.569543] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:34.637600] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.72% | Symbol ETA: 8.8s | Global ETA: 56m 25s
[2025-11-25T11:47:34.637962] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:47:34.639407] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:34.639551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:34.644512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:34.645574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:34.648026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:34.650991] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:47:34.677362] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 2.81% | Symbol ETA: 15.8s | Global ETA: 56m 25s
[2025-11-25T11:47:34.677509] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:47:34.678308] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:34.678389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:34.683172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:34.704335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:34.705677] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:47:34.705898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:34.739216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:47:34.740884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:34.822359] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:34.886662] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:34.896356] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 5.90% | Symbol ETA: 6.5s | Global ETA: 56m 26s
[2025-11-25T11:47:34.896671] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:47:34.901303] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:34.901528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:34.902457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:34.905422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:34.922940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:34.953118] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6.1s | Global ETA: 56m 26s
[2025-11-25T11:47:34.953438] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:47:34.954373] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:34.954519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:34.960062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:34.962291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:34.962962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:34.963495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:34.965918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:35.052781] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:47:35.082837] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:47:35.224894] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:35.253853] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:35.273424] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:47:35.296192] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.67% | Symbol ETA: 8.1s | Global ETA: 56m 27s
[2025-11-25T11:47:35.296480] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:47:35.297909] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:35.298046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:35.302910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:35.303821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:35.306232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:35.323613] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:47:35.362507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:35.363779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:35.377201] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 15.1s | Global ETA: 56m 28s
[2025-11-25T11:47:35.377527] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:47:35.378427] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:35.378574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:35.383619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:35.442538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:47:35.444826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:35.451316] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:35.503608] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:35.525096] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -3.07% | Symbol ETA: 5.9s | Global ETA: 56m 28s
[2025-11-25T11:47:35.525389] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:47:35.526232] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:35.526366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:35.527147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:35.529569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:35.545342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:35.567179] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 5.5s | Global ETA: 56m 28s
[2025-11-25T11:47:35.567367] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:47:35.568179] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:35.568396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:35.573932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:35.576040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:35.576618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:35.577161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:35.579737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:35.703292] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:47:35.802095] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:47:35.873574] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:35.889515] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:47:35.923520] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:47:35.948839] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 7.4s | Global ETA: 56m 29s
[2025-11-25T11:47:35.949134] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:47:35.950026] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:35.950176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:35.955243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:35.956187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:35.958697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:35.981595] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:36.013635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:36.015100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:36.060170] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:36.095663] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:36.096926] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -3.55% | Symbol ETA: 14.4s | Global ETA: 56m 30s
[2025-11-25T11:47:36.097259] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:47:36.098118] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:36.098285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:36.103105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:36.134036] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -6.36% | Symbol ETA: 5.3s | Global ETA: 56m 30s
[2025-11-25T11:47:36.134321] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:47:36.135168] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:36.135329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:36.136106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:36.138560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:36.154356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:36.157895] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 4.9s | Global ETA: 56m 30s
[2025-11-25T11:47:36.158049] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:47:36.158870] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:36.158969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:36.159847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:47:36.161701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:36.163741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:36.165485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:36.165987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:36.166387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:36.168715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:36.356017] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:47:36.498211] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:47:36.511659] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:47:36.525090] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:36.525916] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:47:36.596278] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.31% | Symbol ETA: 6.8s | Global ETA: 56m 31s
[2025-11-25T11:47:36.596575] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:47:36.597452] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:36.597592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:36.602360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:36.603251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:36.605593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:36.659696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:36.661105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:36.669987] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:36.687418] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:36.695600] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:36.741664] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 4.07% | Symbol ETA: 4.7s | Global ETA: 56m 31s
[2025-11-25T11:47:36.741919] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:47:36.742746] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:36.742877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:36.743618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:36.746007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:36.751091] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 4.3s | Global ETA: 56m 31s
[2025-11-25T11:47:36.751411] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:47:36.752289] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:36.752434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:36.757510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:36.759512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:36.760112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:36.760598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:47:36.761490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:36.763210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:36.801959] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 13.7s | Global ETA: 56m 32s
[2025-11-25T11:47:36.802271] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:47:36.803165] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:36.803310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:36.808394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:36.864880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:47:36.866632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:36.997057] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:47:37.103048] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:47:37.122074] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:47:37.166539] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:37.206868] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:47:37.238748] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 6.1s | Global ETA: 56m 33s
[2025-11-25T11:47:37.238897] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:47:37.239634] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:37.239742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:37.244447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:37.245434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:37.247836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:37.275834] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:37.300991] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:37.316245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:37.317935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:37.347798] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 5.64% | Symbol ETA: 4.1s | Global ETA: 56m 33s
[2025-11-25T11:47:37.348077] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:47:37.348939] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:37.349069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:37.349897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:37.352361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:37.363850] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 3.7s | Global ETA: 56m 33s
[2025-11-25T11:47:37.368210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:37.380305] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:37.488711] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 13.0s | Global ETA: 56m 34s
[2025-11-25T11:47:37.489000] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:47:37.489870] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:37.490011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:37.495144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:37.546419] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:47:37.553123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:47:37.555351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:37.658075] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:47:37.712862] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:47:37.719974] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.15%
[2025-11-25T11:47:37.829558] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:37.885626] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:37.889135] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.33%
[2025-11-25T11:47:37.901368] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 5.4s | Global ETA: 56m 35s
[2025-11-25T11:47:37.901668] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:47:37.901959] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:47:37.902487] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:37.902562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:37.907336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:37.908213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:37.910539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:37.957724] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -1.58% | Symbol ETA: 3.5s | Global ETA: 56m 35s
[2025-11-25T11:47:37.958008] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:47:37.958866] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:37.958997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:37.959783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:37.962163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:37.965436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:37.966718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:37.977941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:38.058311] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 0.02%
[2025-11-25T11:47:38.074730] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:38.185060] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.37% | Symbol ETA: 12.3s | Global ETA: 56m 36s
[2025-11-25T11:47:38.185349] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:47:38.186192] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:38.186333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:38.191213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:38.227932] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.27%
[2025-11-25T11:47:38.246773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:47:38.248478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:38.320933] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:47:38.325090] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:47:38.399976] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T11:47:38.494151] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:38.496721] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:38.568212] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 4.8s | Global ETA: 56m 37s
[2025-11-25T11:47:38.568497] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:47:38.569402] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:38.569548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:38.569922] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 8.99% | Symbol ETA: 2.8s | Global ETA: 56m 37s
[2025-11-25T11:47:38.570749] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.11%
[2025-11-25T11:47:38.574517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:38.575461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:38.577961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:38.595729] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:47:38.634344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:38.635818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:38.740598] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 0.10%
[2025-11-25T11:47:38.743805] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -4.25%, Actual: 3.08%
[2025-11-25T11:47:38.771777] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:38.881172] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 11.6s | Global ETA: 56m 38s
[2025-11-25T11:47:38.881458] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:47:38.882304] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:38.882444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:38.887390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:38.912509] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.07%
[2025-11-25T11:47:38.919243] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.38%, Actual: 2.36%
[2025-11-25T11:47:38.943478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:47:38.945258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:39.037265] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:47:39.082376] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.78%, Actual: 1.01%
[2025-11-25T11:47:39.082802] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 36.3626%
[2025-11-25T11:47:39.082968] [INFO ] [main      ] AFB: DISCARDED add_range_overlap_v_prior_day (score: 36.36%)
[2025-11-25T11:47:39.083086] [INFO ] [main      ] AFB: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:47:39.083191] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_range_volume_efficiency']
[2025-11-25T11:47:39.083303] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:47:39.091600] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -1.98%, Actual: 1.26%
[2025-11-25T11:47:39.097424] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:39.097899] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:47:39.098978] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:39.099052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:39.104043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:39.105819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:39.106302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:39.106705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:39.109002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:39.209394] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:39.264879] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 5.90%, Actual: 0.26%
[2025-11-25T11:47:39.281053] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.41% | Symbol ETA: 4.2s | Global ETA: 56m 39s
[2025-11-25T11:47:39.281206] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:47:39.282525] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:39.282602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:39.287670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:39.288502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:39.290910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:39.293554] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:47:39.347173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:39.348397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:39.440897] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -3.07%, Actual: 3.27%
[2025-11-25T11:47:39.445714] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:47:39.463592] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:39.574804] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -1.07% | Symbol ETA: 10.9s | Global ETA: 56m 40s
[2025-11-25T11:47:39.575108] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:47:39.576019] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:39.576162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:39.581263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:39.615576] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -6.36%, Actual: 5.90%
[2025-11-25T11:47:39.621122] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:39.639599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:47:39.641631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:39.686447] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 8.8s | Global ETA: 56m 40s
[2025-11-25T11:47:39.686769] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:47:39.687625] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:39.687783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:39.693215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:39.693105] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:47:39.695120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:39.695776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:39.696321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:39.698729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:39.786727] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 4.07%, Actual: 5.70%
[2025-11-25T11:47:39.862115] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:39.933606] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.13% | Symbol ETA: 3.5s | Global ETA: 56m 41s
[2025-11-25T11:47:39.933973] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:47:39.934821] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:39.934990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:39.940056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:39.941089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:39.943467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:39.957627] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 5.64%, Actual: 0.13%
[2025-11-25T11:47:39.999616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:40.001196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:40.014235] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:47:40.108293] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:47:40.142891] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -1.58%, Actual: 1.10%
[2025-11-25T11:47:40.267527] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:40.311103] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:40.390761] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 8.7s | Global ETA: 56m 42s
[2025-11-25T11:47:40.390944] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:47:40.391974] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:40.392109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:40.398361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:40.401067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:40.401880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:40.402428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:40.402425] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 8.99%, Actual: 2.35%
[2025-11-25T11:47:40.402937] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 49.4606%
[2025-11-25T11:47:40.403176] [INFO ] [main      ] GTN: DISCARDED add_regime (score: 49.46%)
[2025-11-25T11:47:40.403343] [INFO ] [main      ] GTN: Testing feature 40/53: add_regime_flags
[2025-11-25T11:47:40.403493] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_regime_flags']
[2025-11-25T11:47:40.403673] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:47:40.405069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:40.421398] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:40.422020] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:47:40.422602] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 10.2s | Global ETA: 56m 42s
[2025-11-25T11:47:40.423539] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:40.423727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:40.423900] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:47:40.424753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:40.428068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:40.429698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:40.691252] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.14%, Actual: 0.27%
[2025-11-25T11:47:40.700734] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:40.790930] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 2.8s | Global ETA: 56m 43s
[2025-11-25T11:47:40.931705] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 2.81%, Actual: 2.79%
[2025-11-25T11:47:40.935441] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:47:40.959668] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:47:41.055960] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.72%, Actual: 1.80%
[2025-11-25T11:47:41.174247] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:41.176108] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:41.195918] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 1.15%
[2025-11-25T11:47:41.237653] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 8.5s | Global ETA: 56m 44s
[2025-11-25T11:47:41.237829] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:47:41.238754] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:41.238893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:41.244404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:41.246237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:41.246842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:41.247363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:41.249529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:41.249634] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -10.25% | Symbol ETA: 10.1s | Global ETA: 56m 44s
[2025-11-25T11:47:41.249976] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:47:41.251143] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:41.251315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:41.252401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:41.255719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:41.257292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:41.281350] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.67%, Actual: 1.05%
[2025-11-25T11:47:41.377197] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -3.55%, Actual: 1.48%
[2025-11-25T11:47:41.454176] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 0.03%
[2025-11-25T11:47:41.571247] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 1.08%
[2025-11-25T11:47:41.587825] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:47:41.624247] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:47:41.637407] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 1.54%
[2025-11-25T11:47:41.759431] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:41.760319] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 0.53%
[2025-11-25T11:47:41.797810] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:41.809967] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 1.74%
[2025-11-25T11:47:41.823201] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.20% | Symbol ETA: 7.6s | Global ETA: 56m 46s
[2025-11-25T11:47:41.823504] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:47:41.824332] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:41.824477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:41.829385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:41.831224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:41.831836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:41.832309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:41.834462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:41.868257] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 3.65% | Symbol ETA: 8.4s | Global ETA: 56m 46s
[2025-11-25T11:47:41.868576] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:47:41.869433] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:41.869585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:41.870356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:41.873339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:41.874938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:41.950847] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.37%, Actual: 2.44%
[2025-11-25T11:47:41.980392] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 1.54%
[2025-11-25T11:47:42.129451] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.25%
[2025-11-25T11:47:42.147504] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 0.28%
[2025-11-25T11:47:42.171101] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:47:42.290859] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:47:42.301815] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 1.01%
[2025-11-25T11:47:42.314867] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.41%, Actual: 0.78%
[2025-11-25T11:47:42.339353] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:42.400473] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.25% | Symbol ETA: 6.8s | Global ETA: 56m 48s
[2025-11-25T11:47:42.400823] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:47:42.401675] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:42.401814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:42.406724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:42.408596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:42.409172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:42.409696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:42.411843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:42.470830] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:42.479548] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.14%, Actual: 0.83%
[2025-11-25T11:47:42.479960] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 44.4513%
[2025-11-25T11:47:42.480119] [INFO ] [main      ] CBU: DISCARDED add_open_vs_close_liquidity_ratio (score: 44.45%)
[2025-11-25T11:47:42.480234] [INFO ] [main      ] CBU: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:47:42.480342] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_open_vs_prev_range_position']
[2025-11-25T11:47:42.480462] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:47:42.483256] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.13%, Actual: 1.98%
[2025-11-25T11:47:42.494420] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:42.495101] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:47:42.496049] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:42.496233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:42.501373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:42.543952] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 7.6s | Global ETA: 56m 48s
[2025-11-25T11:47:42.544233] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:47:42.545129] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:42.545280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:42.546117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:42.548769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:42.550000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:42.559471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:47:42.563065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:42.660170] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.73%, Actual: 0.87%
[2025-11-25T11:47:42.660545] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 43.3417%
[2025-11-25T11:47:42.660686] [INFO ] [main      ] GSBD: DISCARDED add_regime_flags (score: 43.34%)
[2025-11-25T11:47:42.660804] [INFO ] [main      ] GSBD: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:42.660911] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:47:42.661024] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:47:42.673891] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:42.674556] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:47:42.675494] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:47:42.675637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:42.680539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:42.681469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:42.683946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:42.739928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:42.741971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:42.742567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:42.743705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:42.745390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:42.746533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:42.747330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:42.753285] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:47:42.906728] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:47:42.920159] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:47:42.923868] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:42.985434] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 6.1s | Global ETA: 56m 49s
[2025-11-25T11:47:42.985741] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:47:42.986586] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:42.986748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:42.991859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:42.993786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:42.994290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:42.994810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:42.997027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:43.085965] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:43.086852] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:47:43.159320] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.30% | Symbol ETA: 6.8s | Global ETA: 56m 50s
[2025-11-25T11:47:43.159623] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:47:43.160620] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:43.160796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:43.161676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:43.162380] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:43.164276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:43.165568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:43.263865] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:43.279514] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -2.60% | Symbol ETA: 17.0s | Global ETA: 56m 50s
[2025-11-25T11:47:43.279826] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:47:43.280600] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:43.280747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:43.285603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:43.342113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:47:43.342311] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:47:43.345665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:43.347194] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.22% | Symbol ETA: 8.7s | Global ETA: 56m 50s
[2025-11-25T11:47:43.347463] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:47:43.348302] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:47:43.348446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:43.353230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:43.354137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:43.356537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:43.412527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:43.414740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:43.415269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:43.416475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:43.418213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:43.419311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:43.420128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:43.513964] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:43.532237] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:47:43.576032] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.4s | Global ETA: 56m 51s
[2025-11-25T11:47:43.576329] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:47:43.577182] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:43.577321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:43.582429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:43.584332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:43.584925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:43.585414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:43.587635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:43.693935] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:47:43.710395] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:43.756071] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:47:43.781279] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -4.91% | Symbol ETA: 6.0s | Global ETA: 56m 52s
[2025-11-25T11:47:43.781612] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:47:43.782557] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:43.782719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:43.783530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:43.786432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:43.787764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:43.866869] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:43.922563] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:43.934431] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:47:43.979597] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 1.99% | Symbol ETA: 15.9s | Global ETA: 56m 52s
[2025-11-25T11:47:43.979928] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:47:43.980770] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:43.980901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:43.985793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:44.000842] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.43% | Symbol ETA: 7.9s | Global ETA: 56m 52s
[2025-11-25T11:47:44.001006] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:47:44.001963] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:47:44.002109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:44.006984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:44.007897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:44.010222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:44.043184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:47:44.046605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:44.065784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:44.067896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:44.068476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:44.069630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:44.071321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:44.072433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:44.073221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:44.106326] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:44.143967] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:47:44.167854] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 4.8s | Global ETA: 56m 53s
[2025-11-25T11:47:44.168161] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:47:44.169001] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:44.169143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:44.173963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:44.175831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:44.176379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:44.176873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:44.179026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:44.323759] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:44.392983] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:47:44.394780] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -2.62% | Symbol ETA: 5.3s | Global ETA: 56m 53s
[2025-11-25T11:47:44.395086] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:47:44.395946] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:44.396107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:44.396920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:44.399538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:44.400767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:44.411738] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:47:44.522309] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:47:44.563543] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:44.579955] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:44.658753] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.37% | Symbol ETA: 7.2s | Global ETA: 56m 54s
[2025-11-25T11:47:44.659045] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:47:44.659888] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:47:44.660028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:44.664851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:44.665757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:44.668132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:44.676779] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.47% | Symbol ETA: 15.0s | Global ETA: 56m 54s
[2025-11-25T11:47:44.677089] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:47:44.677919] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:44.678050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:44.682873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:44.695214] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:44.723885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:44.726308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:44.726917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:44.728295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:44.730203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:44.731349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:44.732145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:44.739025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:47:44.742266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:44.757154] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:47:44.762621] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 4.1s | Global ETA: 56m 54s
[2025-11-25T11:47:44.762963] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:47:44.763834] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:44.763977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:44.769116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:44.771236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:44.771847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:44.772416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:47:44.774690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:44.935187] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:45.005424] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: -0.46% | Symbol ETA: 4.6s | Global ETA: 56m 55s
[2025-11-25T11:47:45.005738] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:47:45.006685] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:45.006830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:45.007670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:45.010171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:45.011442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:45.076165] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:47:45.083135] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:47:45.115285] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:47:45.255513] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:45.269883] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:45.287333] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:45.347885] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 3.5s | Global ETA: 56m 56s
[2025-11-25T11:47:45.361105] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 6.6s | Global ETA: 56m 56s
[2025-11-25T11:47:45.361412] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:47:45.362302] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:47:45.362449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:45.367591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:45.368796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:45.370034] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:47:45.371318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:45.371878] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -2.07% | Symbol ETA: 14.3s | Global ETA: 56m 56s
[2025-11-25T11:47:45.372184] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:47:45.373032] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:45.373165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:45.378023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:45.428877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:45.431308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:45.432258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:45.432741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:47:45.433815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:45.436130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:45.436171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:45.437858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:45.438825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:45.579536] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:45.581081] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:47:45.657737] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 0.69% | Symbol ETA: 4.0s | Global ETA: 56m 57s
[2025-11-25T11:47:45.658059] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:47:45.658987] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:45.659130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:45.659932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:45.662411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:45.663630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:45.756511] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.48%, Actual: 0.15%
[2025-11-25T11:47:45.773749] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:47:45.789851] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:47:45.939605] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:47:45.944147] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:45.961280] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:46.018222] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:47:46.040539] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 6.0s | Global ETA: 56m 58s
[2025-11-25T11:47:46.040843] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:47:46.041666] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:47:46.041808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:46.046569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:46.047472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:46.049840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:46.055116] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 13.5s | Global ETA: 56m 58s
[2025-11-25T11:47:46.055401] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:47:46.056232] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:46.056366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:46.061253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:46.104674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:46.106905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:46.107545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:46.108700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:46.110498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:46.111615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:46.111525] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.20%, Actual: 0.02%
[2025-11-25T11:47:46.112340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:46.116391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:47:46.119586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:46.196421] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:46.266426] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -2.19% | Symbol ETA: 3.3s | Global ETA: 56m 59s
[2025-11-25T11:47:46.266734] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:47:46.267718] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:46.267861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:46.268769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:46.271302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:46.272573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:46.285224] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.27%
[2025-11-25T11:47:46.459022] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:47:46.465047] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:47:46.472487] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:47:46.631579] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:47:46.632472] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:46.634196] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.11%
[2025-11-25T11:47:46.647485] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:46.710211] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.84% | Symbol ETA: 5.3s | Global ETA: 57m 0s
[2025-11-25T11:47:46.710525] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:47:46.711397] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:47:46.711541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:46.716353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:46.717398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:46.719850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:46.758503] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 12.8s | Global ETA: 57m 0s
[2025-11-25T11:47:46.758787] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:47:46.759591] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:46.759691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:46.764763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:46.774970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:46.777159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:46.777967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:46.779091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:46.780903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:46.782026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:46.782795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:46.806465] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:47:46.807031] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:46.820412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:47:46.823628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:46.876411] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 6.69% | Symbol ETA: 2.7s | Global ETA: 57m 1s
[2025-11-25T11:47:46.981172] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:47:47.046224] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -10.25%, Actual: 3.08%
[2025-11-25T11:47:47.125997] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:47:47.153620] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:47:47.154054] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 31.6693%
[2025-11-25T11:47:47.154235] [INFO ] [main      ] AFB: DISCARDED add_range_volume_efficiency (score: 31.67%)
[2025-11-25T11:47:47.154360] [INFO ] [main      ] AFB: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:47:47.154470] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:47:47.154585] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:47:47.168543] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:47.169310] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:47:47.170269] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:47.170413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:47.172663] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:47:47.175636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:47.177469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:47.177983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:47.178390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:47.182378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:47.216549] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 3.65%, Actual: 2.36%
[2025-11-25T11:47:47.297954] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:47.348168] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:47.375257] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 4.6s | Global ETA: 57m 2s
[2025-11-25T11:47:47.375562] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:47:47.376418] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:47:47.376574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:47.381476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:47.382514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:47.384986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:47.385493] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 1.26%
[2025-11-25T11:47:47.439508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:47.441850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:47.442552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:47.443730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:47.445529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:47.446701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:47.447491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:47.462943] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.36% | Symbol ETA: 12.1s | Global ETA: 57m 2s
[2025-11-25T11:47:47.463250] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:47:47.464275] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:47.464438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:47.469984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:47.521390] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:47:47.526439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:47:47.530048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:47.555464] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.30%, Actual: 0.26%
[2025-11-25T11:47:47.693278] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:47.726749] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -4.91%, Actual: 3.27%
[2025-11-25T11:47:47.757426] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 8.6s | Global ETA: 57m 3s
[2025-11-25T11:47:47.757756] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:47:47.758631] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:47.758793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:47.764582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:47.766708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:47.767423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:47.767934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:47.772290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:47.812657] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:47:47.886565] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:47:47.900861] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -2.62%, Actual: 5.90%
[2025-11-25T11:47:47.979799] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:48.059500] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.39% | Symbol ETA: 4.0s | Global ETA: 57m 4s
[2025-11-25T11:47:48.059798] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:47:48.060613] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:47:48.060775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:48.065535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:48.066396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:48.067311] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:48.068785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:48.076771] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: -0.46%, Actual: 5.70%
[2025-11-25T11:47:48.120716] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:47:48.122329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:48.124199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:48.124842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:48.125961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:48.127726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:48.128827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:48.129574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:48.181038] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.89% | Symbol ETA: 11.4s | Global ETA: 57m 4s
[2025-11-25T11:47:48.181323] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:47:48.182108] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:48.182238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:48.186995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:48.242961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:47:48.246220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:48.254524] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 0.69%, Actual: 0.13%
[2025-11-25T11:47:48.294115] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:48.359329] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 8.0s | Global ETA: 57m 5s
[2025-11-25T11:47:48.359581] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:47:48.360460] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:48.360605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:48.365711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:48.367670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:48.368229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:48.368768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:48.372768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:48.447530] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -2.19%, Actual: 1.10%
[2025-11-25T11:47:48.488844] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:47:48.602129] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:47:48.618503] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 6.69%, Actual: 2.35%
[2025-11-25T11:47:48.618852] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 33.3633%
[2025-11-25T11:47:48.619025] [INFO ] [main      ] GTN: DISCARDED add_regime_flags (score: 33.36%)
[2025-11-25T11:47:48.619145] [INFO ] [main      ] GTN: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:48.619250] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:47:48.619385] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:47:48.632552] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:48.633150] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:47:48.634068] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:47:48.634226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:48.635023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:48.637455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:48.639355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:48.639959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:48.641087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:48.642806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:48.643943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:48.644722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:48.660020] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:48.724194] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:47:48.737762] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.31% | Symbol ETA: 3.3s | Global ETA: 57m 6s
[2025-11-25T11:47:48.738006] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:47:48.738867] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:47:48.739008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:48.743826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:48.744706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:48.747050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:48.778454] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:48.801924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:48.803941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:48.804519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:48.805659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:48.807352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:48.808454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:48.809147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:48.891749] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 10.7s | Global ETA: 57m 6s
[2025-11-25T11:47:48.891900] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:47:48.892690] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:48.892766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:48.897702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:48.899369] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:48.953117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:47:48.956330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:48.964627] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 7.5s | Global ETA: 57m 7s
[2025-11-25T11:47:48.964797] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:47:48.965572] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:48.965663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:48.970773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:48.972899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:48.973460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:48.973895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:48.977920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:48.985125] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:47:49.150060] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:47:49.156710] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:49.232925] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -11.98% | Symbol ETA: 7.9s | Global ETA: 57m 7s
[2025-11-25T11:47:49.233209] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:47:49.234072] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:47:49.234215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:49.235000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:49.238041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:49.240197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:49.240892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:49.242152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:49.244143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:49.245769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:49.246742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:49.308091] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:47:49.321211] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:49.322813] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:47:49.396810] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.75% | Symbol ETA: 2.6s | Global ETA: 57m 8s
[2025-11-25T11:47:49.486611] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:49.492755] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:49.554799] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 6.8s | Global ETA: 57m 8s
[2025-11-25T11:47:49.555066] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:47:49.555896] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:49.556035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:49.561050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:49.563057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:49.563630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:49.564127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:49.567735] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.22%, Actual: 1.80%
[2025-11-25T11:47:49.568323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:49.599747] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 9.9s | Global ETA: 57m 8s
[2025-11-25T11:47:49.606607] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:47:49.737334] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.43%, Actual: 1.05%
[2025-11-25T11:47:49.779006] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -2.60%, Actual: 0.27%
[2025-11-25T11:47:49.781737] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:49.863163] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 7.4s | Global ETA: 57m 9s
[2025-11-25T11:47:49.863463] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:47:49.864391] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:47:49.864540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:49.865358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:49.867976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:49.869926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:49.870525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:49.871735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:49.873513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:49.874744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:49.875532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:49.907818] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 0.03%
[2025-11-25T11:47:49.914521] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:47:49.956970] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 1.99%, Actual: 2.79%
[2025-11-25T11:47:50.077898] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -0.58%, Actual: 1.54%
[2025-11-25T11:47:50.095672] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:50.133766] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.47%, Actual: 1.15%
[2025-11-25T11:47:50.159842] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.23% | Symbol ETA: 6.3s | Global ETA: 57m 10s
[2025-11-25T11:47:50.159992] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:47:50.160784] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:50.160861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:50.165831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:50.167632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:50.168144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:50.168542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:50.172491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:50.225546] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:47:50.246217] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 1.74%
[2025-11-25T11:47:50.305886] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -2.07%, Actual: 1.48%
[2025-11-25T11:47:50.394063] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:50.414965] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.84%, Actual: 1.54%
[2025-11-25T11:47:50.471619] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 0.68% | Symbol ETA: 6.8s | Global ETA: 57m 11s
[2025-11-25T11:47:50.471900] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:47:50.472764] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:47:50.472907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:50.473683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:50.476094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:50.476890] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 1.08%
[2025-11-25T11:47:50.477968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:50.478554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:50.479698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:50.481400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:50.482538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:50.483321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:50.517632] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:47:50.584885] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 0.28%
[2025-11-25T11:47:50.651443] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.16%, Actual: 0.53%
[2025-11-25T11:47:50.691022] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:50.754377] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.39%, Actual: 0.78%
[2025-11-25T11:47:50.756042] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5.7s | Global ETA: 57m 12s
[2025-11-25T11:47:50.756357] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:47:50.757284] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:50.757441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:50.763133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:50.765251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:50.765851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:50.766329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:50.770938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:50.823236] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:47:50.829510] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.36%, Actual: 2.44%
[2025-11-25T11:47:50.925880] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.31%, Actual: 1.98%
[2025-11-25T11:47:50.995075] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:51.010315] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 0.25%
[2025-11-25T11:47:51.075613] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 2.05% | Symbol ETA: 6.1s | Global ETA: 57m 13s
[2025-11-25T11:47:51.075923] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:47:51.076775] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:47:51.076918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:51.077709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:51.080119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:51.082165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:51.082942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:51.084062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:51.085767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:51.086911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:51.087707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:51.101629] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.75%, Actual: 0.87%
[2025-11-25T11:47:51.101918] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 43.6008%
[2025-11-25T11:47:51.102075] [INFO ] [main      ] GSBD: DISCARDED add_return_volume_nonlinearity_proxies (score: 43.60%)
[2025-11-25T11:47:51.102193] [INFO ] [main      ] GSBD: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:47:51.102297] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_shelf_lag']
[2025-11-25T11:47:51.102430] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:47:51.116113] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:51.116680] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:47:51.117595] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:51.117753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:51.122885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:51.123782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:51.126372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:51.126899] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:47:51.182872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:51.184478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:51.192270] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.34%, Actual: 1.01%
[2025-11-25T11:47:51.300737] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:51.363625] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 5.1s | Global ETA: 57m 13s
[2025-11-25T11:47:51.363903] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:47:51.364940] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:51.365081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:51.369324] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.45%, Actual: 0.83%
[2025-11-25T11:47:51.369705] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 39.9305%
[2025-11-25T11:47:51.369816] [INFO ] [main      ] CBU: DISCARDED add_open_vs_prev_range_position (score: 39.93%)
[2025-11-25T11:47:51.369930] [INFO ] [main      ] CBU: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:47:51.370038] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_overnight_gap_amplitude']
[2025-11-25T11:47:51.370148] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:47:51.370150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:51.372150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:51.372936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:51.373423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:51.378315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:51.384278] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:51.384771] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:47:51.385668] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:51.385746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:51.390737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:51.432547] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:47:51.447617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:47:51.448433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:51.523532] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:47:51.603130] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:51.680800] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -2.11% | Symbol ETA: 5.5s | Global ETA: 57m 14s
[2025-11-25T11:47:51.681079] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:47:51.681905] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:47:51.682134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:51.682938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:51.685363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:51.687247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:51.687851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:51.688980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:51.690697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:51.691837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:51.692593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:51.695353] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:51.732821] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:47:51.799999] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:47:51.843396] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 8.8s | Global ETA: 57m 15s
[2025-11-25T11:47:51.843695] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:47:51.844471] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:51.844616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:51.849471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:51.850373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:51.852784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:51.908880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:51.909995] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:51.910569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:51.975210] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.54% | Symbol ETA: 4.5s | Global ETA: 57m 15s
[2025-11-25T11:47:51.975525] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:47:51.975415] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:51.976351] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:51.976442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:51.981782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:51.983732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:51.984316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:51.984819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:51.988981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:52.032174] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:47:52.086326] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.53% | Symbol ETA: 15.2s | Global ETA: 57m 16s
[2025-11-25T11:47:52.086497] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:47:52.087438] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:52.087572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:52.092407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:52.147754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:47:52.148758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:52.203081] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:52.248510] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:47:52.280244] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -1.14% | Symbol ETA: 4.9s | Global ETA: 57m 16s
[2025-11-25T11:47:52.280379] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:47:52.281152] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:47:52.281228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:52.281930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:52.284283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:52.286048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:52.286546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:52.287623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:52.289268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:52.290316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:52.291110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:52.340826] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:47:52.418530] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:52.485733] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:47:52.517491] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:52.566381] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -0.52% | Symbol ETA: 8.1s | Global ETA: 57m 17s
[2025-11-25T11:47:52.566722] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:47:52.567665] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:52.567817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:52.572804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:52.573728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:52.576243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:52.581364] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.65% | Symbol ETA: 3.9s | Global ETA: 57m 17s
[2025-11-25T11:47:52.581673] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:47:52.582531] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:52.582691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:52.587711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:52.589683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:52.590277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:52.590786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:47:52.594868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:52.631140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:52.631866] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:47:52.632880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:52.653242] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:52.762113] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 4.01% | Symbol ETA: 14.4s | Global ETA: 57m 17s
[2025-11-25T11:47:52.762399] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:47:52.763259] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:52.763390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:52.768294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:52.802118] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:52.823338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:47:52.824101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:52.878311] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 4.95% | Symbol ETA: 4.3s | Global ETA: 57m 18s
[2025-11-25T11:47:52.878588] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:47:52.879388] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:47:52.879531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:52.880294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:52.882723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:52.884543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:52.885150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:52.886282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:52.888030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:52.889177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:52.889965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:52.953150] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:47:52.970402] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:47:53.131700] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:53.138574] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:53.163477] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:47:53.194230] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.74% | Symbol ETA: 3.3s | Global ETA: 57m 19s
[2025-11-25T11:47:53.229898] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:47:53.286520] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -1.36% | Symbol ETA: 7.3s | Global ETA: 57m 19s
[2025-11-25T11:47:53.286830] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:47:53.287712] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:53.287851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:53.292691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:53.293562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:53.296523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:53.336561] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:53.352227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:53.353839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:53.374730] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.12%, Actual: 0.04%
[2025-11-25T11:47:53.401801] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:53.445401] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.95% | Symbol ETA: 13.7s | Global ETA: 57m 19s
[2025-11-25T11:47:53.445636] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:47:53.446467] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:53.446598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:53.451471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:53.479100] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 2.80% | Symbol ETA: 3.7s | Global ETA: 57m 20s
[2025-11-25T11:47:53.479365] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:47:53.480198] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:47:53.480341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:53.481127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:53.483567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:53.485417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:53.486045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:53.487201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:53.488956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:53.490123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:53.490927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:53.507130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:47:53.507941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:53.549014] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.15%
[2025-11-25T11:47:53.705511] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:47:53.752088] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.33%
[2025-11-25T11:47:53.833444] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:47:53.848610] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:47:53.903248] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:53.936000] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:47:54.006840] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:54.017980] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:54.051429] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: 1.03% | Symbol ETA: 6.7s | Global ETA: 57m 21s
[2025-11-25T11:47:54.051746] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:47:54.052593] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:54.052777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:54.057705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:54.058601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:54.061018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:54.086035] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -3.31% | Symbol ETA: 3.1s | Global ETA: 57m 21s
[2025-11-25T11:47:54.086276] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:47:54.087178] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:47:54.087326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:54.088149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:54.090635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:54.092515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:47:54.093142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:47:54.094504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:47:54.096453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:47:54.097851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:47:54.098684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:54.113001] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.23%, Actual: 0.27%
[2025-11-25T11:47:54.117425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:54.119088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:54.130771] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.93% | Symbol ETA: 13.0s | Global ETA: 57m 21s
[2025-11-25T11:47:54.131216] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:47:54.132081] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:54.132209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:54.137269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:54.193086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:47:54.193887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:54.293395] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T11:47:54.450248] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:47:54.464280] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:47:54.477756] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.11%
[2025-11-25T11:47:54.539377] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:47:54.622385] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:54.636623] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:54.656770] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.10%
[2025-11-25T11:47:54.698664] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 3.26% | Symbol ETA: 2.5s | Global ETA: 57m 23s
[2025-11-25T11:47:54.709158] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:54.785317] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 1.26% | Symbol ETA: 5.9s | Global ETA: 57m 23s
[2025-11-25T11:47:54.785458] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:47:54.786351] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:54.786467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:54.791502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:54.792387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:54.794815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:54.816617] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -1.71% | Symbol ETA: 12.3s | Global ETA: 57m 23s
[2025-11-25T11:47:54.816892] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:47:54.817748] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:54.817877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:54.822668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:54.829762] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.65%, Actual: 0.07%
[2025-11-25T11:47:54.850316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:54.852155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:54.868931] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -11.98%, Actual: 3.08%
[2025-11-25T11:47:54.877624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:47:54.878421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:55.001762] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.74%, Actual: 1.01%
[2025-11-25T11:47:55.002169] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 33.6279%
[2025-11-25T11:47:55.002333] [INFO ] [main      ] AFB: DISCARDED add_range_volume_efficiency_refinements (score: 33.63%)
[2025-11-25T11:47:55.002452] [INFO ] [main      ] AFB: Testing feature 39/53: add_regime
[2025-11-25T11:47:55.002560] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_regime']
[2025-11-25T11:47:55.002689] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:47:55.016002] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:55.016714] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:47:55.017659] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:55.017799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:55.022711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:55.024534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:55.025105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:55.025577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:55.039451] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 0.41%, Actual: 2.36%
[2025-11-25T11:47:55.044638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:55.192852] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:47:55.212228] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 0.68%, Actual: 1.26%
[2025-11-25T11:47:55.227629] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:47:55.362916] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:55.382137] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 2.05%, Actual: 0.26%
[2025-11-25T11:47:55.384046] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:47:55.403287] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:55.508942] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.59% | Symbol ETA: 5.2s | Global ETA: 57m 25s
[2025-11-25T11:47:55.509085] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:47:55.509847] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:55.509935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:55.510826] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 11.6s | Global ETA: 57m 25s
[2025-11-25T11:47:55.510964] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:47:55.511726] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:55.511812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:55.514860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:55.515696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:55.516801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:55.518028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:55.554187] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -2.11%, Actual: 3.27%
[2025-11-25T11:47:55.555183] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:55.572251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:47:55.573119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:55.573136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:55.574780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:55.622294] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 8.3s | Global ETA: 57m 26s
[2025-11-25T11:47:55.622597] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:47:55.623387] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:55.623528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:55.628531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:55.630400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:55.630981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:55.631450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:55.650607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:55.725293] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -1.14%, Actual: 5.90%
[2025-11-25T11:47:55.895456] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 4.95%, Actual: 5.70%
[2025-11-25T11:47:55.911582] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:47:55.915716] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:47:55.986681] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:47:56.066601] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 2.80%, Actual: 0.13%
[2025-11-25T11:47:56.080737] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:56.086113] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:56.156441] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:56.187522] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.80% | Symbol ETA: 10.9s | Global ETA: 57m 27s
[2025-11-25T11:47:56.187834] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:47:56.188666] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:56.188797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:56.193679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:56.224344] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 7.7s | Global ETA: 57m 27s
[2025-11-25T11:47:56.224658] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:47:56.225479] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:56.225565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:56.230517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:56.231805] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.18% | Symbol ETA: 4.5s | Global ETA: 57m 27s
[2025-11-25T11:47:56.231965] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:47:56.232353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:56.232896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:56.232918] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:56.233095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:56.233289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:56.238094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:56.239022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:56.239473] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -3.31%, Actual: 1.10%
[2025-11-25T11:47:56.241381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:56.249712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:47:56.250480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:56.252546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:56.295693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:56.297278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:56.417814] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 3.26%, Actual: 2.35%
[2025-11-25T11:47:56.418134] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 37.4762%
[2025-11-25T11:47:56.418270] [INFO ] [main      ] GTN: DISCARDED add_return_volume_nonlinearity_proxies (score: 37.48%)
[2025-11-25T11:47:56.418357] [INFO ] [main      ] GTN: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:47:56.418428] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_shelf_lag']
[2025-11-25T11:47:56.418498] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:47:56.434804] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:47:56.435296] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:47:56.436198] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:56.436403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:56.437262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:56.439817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:56.441409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:56.594329] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:47:56.598400] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:47:56.638869] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:47:56.763116] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:56.772360] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:56.787631] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:47:56.808126] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:56.828310] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 7.1s | Global ETA: 57m 29s
[2025-11-25T11:47:56.828603] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:47:56.829434] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:56.829575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:56.834387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:56.836308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:56.836878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:56.837373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:56.856345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:56.877970] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -1.36% | Symbol ETA: 10.3s | Global ETA: 57m 29s
[2025-11-25T11:47:56.878240] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:47:56.879097] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:56.879228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:56.883991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:56.938562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:47:56.939427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:56.953459] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.35% | Symbol ETA: 3.7s | Global ETA: 57m 30s
[2025-11-25T11:47:56.953765] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:47:56.954586] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:56.954751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:56.955228] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:47:56.959511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:56.960407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:56.962768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:57.017146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:57.018797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:57.100311] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.38% | Symbol ETA: 8.1s | Global ETA: 57m 30s
[2025-11-25T11:47:57.100612] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:47:57.101458] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:57.101599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:57.102370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:57.104798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:57.106289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:57.196102] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:47:57.303421] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:47:57.359054] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:47:57.368791] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:57.435500] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 6.5s | Global ETA: 57m 31s
[2025-11-25T11:47:57.435802] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:47:57.436616] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:57.436824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:57.441699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:57.443507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:57.444070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:57.444538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:57.446841] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:47:57.463330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:57.479570] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:57.529952] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:47:57.593254] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 9.6s | Global ETA: 57m 31s
[2025-11-25T11:47:57.593508] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:47:57.594376] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:57.594509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:57.599516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:57.626615] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:47:57.655823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:47:57.656614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:57.675014] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.05% | Symbol ETA: 3.0s | Global ETA: 57m 32s
[2025-11-25T11:47:57.675157] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:47:57.675939] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:57.676013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:57.680764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:57.681584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:57.683889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:47:57.738501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:57.740231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:57.774124] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 3.96% | Symbol ETA: 7.4s | Global ETA: 57m 32s
[2025-11-25T11:47:57.774434] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:47:57.775301] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:57.775443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:57.776263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:57.778916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:57.780447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:57.802384] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:47:57.973303] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:58.005439] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:47:58.037926] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 5.9s | Global ETA: 57m 33s
[2025-11-25T11:47:58.038209] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:47:58.039035] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:58.039179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:58.044020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:58.045866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:58.046352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:58.046844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:58.065934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:58.080255] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:47:58.127668] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:47:58.200176] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:58.252793] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:47:58.295175] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:47:58.319542] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 8.9s | Global ETA: 57m 33s
[2025-11-25T11:47:58.399995] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.68% | Symbol ETA: 2.3s | Global ETA: 57m 34s
[2025-11-25T11:47:58.408871] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:47:58.440513] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 1.92% | Symbol ETA: 6.8s | Global ETA: 57m 34s
[2025-11-25T11:47:58.440805] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:47:58.441564] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:58.441738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:58.442471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:58.444856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:58.446307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:58.498429] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.53%, Actual: 0.27%
[2025-11-25T11:47:58.574379] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 0.15%, Actual: 1.80%
[2025-11-25T11:47:58.579198] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:47:58.646159] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 5.3s | Global ETA: 57m 34s
[2025-11-25T11:47:58.646412] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:47:58.647337] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:58.647486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:58.652443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:58.654363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:58.654957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:58.655443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:58.675232] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 4.01%, Actual: 2.79%
[2025-11-25T11:47:58.675313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:58.749509] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 1.05%
[2025-11-25T11:47:58.786309] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:47:58.855950] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.95%, Actual: 1.15%
[2025-11-25T11:47:58.920937] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -1.36%, Actual: 0.03%
[2025-11-25T11:47:58.955934] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:47:59.028242] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:47:59.031522] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.93%, Actual: 1.48%
[2025-11-25T11:47:59.088794] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: 1.03%, Actual: 1.54%
[2025-11-25T11:47:59.097877] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: -3.48% | Symbol ETA: 6.1s | Global ETA: 57m 36s
[2025-11-25T11:47:59.098150] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:47:59.098985] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:59.099126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:59.099914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:59.102324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:59.103846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:59.198783] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:47:59.261707] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 1.26%, Actual: 1.74%
[2025-11-25T11:47:59.263356] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 4.7s | Global ETA: 57m 36s
[2025-11-25T11:47:59.263636] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:47:59.264451] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:59.264595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:59.264601] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -1.71%, Actual: 1.08%
[2025-11-25T11:47:59.269535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:59.271370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:59.271940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:59.272404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:59.292164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:59.432012] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.59%, Actual: 1.54%
[2025-11-25T11:47:59.440726] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 0.53%
[2025-11-25T11:47:59.447933] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:47:59.600190] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.18%, Actual: 0.28%
[2025-11-25T11:47:59.615177] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 2.44%
[2025-11-25T11:47:59.629194] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:47:59.631400] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:47:59.768038] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.35%, Actual: 0.78%
[2025-11-25T11:47:59.779304] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -2.55% | Symbol ETA: 5.4s | Global ETA: 57m 38s
[2025-11-25T11:47:59.779579] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:47:59.780494] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:47:59.780655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:47:59.781437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:47:59.784018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:47:59.785591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:59.802933] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:47:59.804822] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -1.36%, Actual: 0.25%
[2025-11-25T11:47:59.868918] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.89% | Symbol ETA: 4.1s | Global ETA: 57m 38s
[2025-11-25T11:47:59.869202] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:47:59.870043] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:47:59.870182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:47:59.875015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:47:59.876786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:47:59.877387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:47:59.877876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:47:59.897715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:47:59.936789] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.05%, Actual: 1.98%
[2025-11-25T11:48:00.008760] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 1.01%
[2025-11-25T11:48:00.105936] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.68%, Actual: 0.87%
[2025-11-25T11:48:00.106348] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 47.5007%
[2025-11-25T11:48:00.106513] [INFO ] [main      ] GSBD: DISCARDED add_shelf_lag (score: 47.50%)
[2025-11-25T11:48:00.106631] [INFO ] [main      ] GSBD: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:48:00.106755] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_signed_carry_history_11']
[2025-11-25T11:48:00.106868] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:48:00.119929] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:00.120518] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:48:00.121429] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:00.121570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:00.126396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:00.127327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:00.129719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:00.140709] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:48:00.183845] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.83%
[2025-11-25T11:48:00.184066] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 38.2794%
[2025-11-25T11:48:00.184164] [INFO ] [main      ] CBU: DISCARDED add_overnight_gap_amplitude (score: 38.28%)
[2025-11-25T11:48:00.184212] [INFO ] [main      ] CBU: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:48:00.184251] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_overnight_gap_mag']
[2025-11-25T11:48:00.184314] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:48:00.185490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:00.187225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:00.197744] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:00.198186] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:48:00.199068] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:00.199141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:00.204092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:00.257493] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:48:00.260732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:48:00.261630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:00.317756] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:00.426596] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:00.470904] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -3.30% | Symbol ETA: 4.8s | Global ETA: 57m 40s
[2025-11-25T11:48:00.471199] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:48:00.472077] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:00.472220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:00.473032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:00.475498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:00.477094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:00.490851] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 3.5s | Global ETA: 57m 40s
[2025-11-25T11:48:00.491156] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:48:00.492011] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:00.492152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:00.497002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:00.498945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:00.499497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:00.499986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:48:00.519020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:00.526168] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:48:00.603237] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:48:00.695183] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:00.770302] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.63% | Symbol ETA: 8.0s | Global ETA: 57m 41s
[2025-11-25T11:48:00.770446] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:48:00.771235] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:00.771309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:00.776054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:00.777048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:00.779413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:00.781417] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:00.834753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:00.836307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:00.836884] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:48:00.855190] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:48:00.890314] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -3.66% | Symbol ETA: 14.4s | Global ETA: 57m 41s
[2025-11-25T11:48:00.890611] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:48:00.891407] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:00.891537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:00.896350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:00.958319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:48:00.959447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:01.022371] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:01.037458] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:01.101595] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 2.9s | Global ETA: 57m 41s
[2025-11-25T11:48:01.168767] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 8.30% | Symbol ETA: 4.1s | Global ETA: 57m 42s
[2025-11-25T11:48:01.169065] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:48:01.169944] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:01.170084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:01.170831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:01.173350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:01.174942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:01.313577] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:48:01.447568] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T11:48:01.496910] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:48:01.527357] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:01.601836] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -2.06% | Symbol ETA: 8.1s | Global ETA: 57m 43s
[2025-11-25T11:48:01.602081] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:48:01.602925] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:01.603063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:01.607923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:01.608847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:01.611241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:01.667560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:01.669565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:01.672523] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:01.694780] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:48:01.754957] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 0.15%
[2025-11-25T11:48:01.803753] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 2.17% | Symbol ETA: 14.6s | Global ETA: 57m 43s
[2025-11-25T11:48:01.803910] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:48:01.804732] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:01.804812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:01.810273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:01.873750] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:01.933138] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 0.33%
[2025-11-25T11:48:01.936357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:48:01.937489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:02.045918] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -1.70% | Symbol ETA: 3.5s | Global ETA: 57m 44s
[2025-11-25T11:48:02.046066] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:48:02.046847] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:02.046922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:02.047618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:02.049967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:02.051405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:02.055428] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:48:02.131594] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.02%
[2025-11-25T11:48:02.225036] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:02.283078] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:48:02.299437] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 7.2s | Global ETA: 57m 45s
[2025-11-25T11:48:02.299575] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:48:02.299988] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: 0.09%, Actual: 0.27%
[2025-11-25T11:48:02.300360] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:02.300437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:02.305363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:02.306302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:02.308753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:02.366469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:02.368242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:02.394359] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:48:02.457181] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:02.474805] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.27%
[2025-11-25T11:48:02.566137] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -3.27% | Symbol ETA: 13.7s | Global ETA: 57m 46s
[2025-11-25T11:48:02.566256] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:02.566441] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:48:02.567387] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:02.567533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:02.572535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:02.628266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:48:02.629238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:02.644002] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.11%
[2025-11-25T11:48:02.709037] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 3.98% | Symbol ETA: 2.8s | Global ETA: 57m 46s
[2025-11-25T11:48:02.709331] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:48:02.710164] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:02.710297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:02.711060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:02.712103] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:48:02.713438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:02.714961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:02.812383] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 0.10%
[2025-11-25T11:48:02.886600] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:02.964616] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -0.87% | Symbol ETA: 6.4s | Global ETA: 57m 47s
[2025-11-25T11:48:02.964820] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:48:02.965940] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:02.966138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:02.972244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:02.973469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:02.976129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:02.981892] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.38%, Actual: 0.07%
[2025-11-25T11:48:02.982637] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:48:03.031513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:03.033209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:03.055946] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:48:03.152422] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.57%, Actual: 1.01%
[2025-11-25T11:48:03.152810] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 28.2439%
[2025-11-25T11:48:03.152993] [INFO ] [main      ] AFB: DISCARDED add_regime (score: 28.24%)
[2025-11-25T11:48:03.153113] [INFO ] [main      ] AFB: Testing feature 40/53: add_regime_flags
[2025-11-25T11:48:03.153223] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_regime_flags']
[2025-11-25T11:48:03.153337] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:48:03.159345] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:03.167553] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:03.168167] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:48:03.169138] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:03.169286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:03.174737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:03.176755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:03.177374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:03.177877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:03.179060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:03.225270] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:03.277286] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.07% | Symbol ETA: 12.8s | Global ETA: 57m 48s
[2025-11-25T11:48:03.277592] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:48:03.278476] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:03.278620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:03.283580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:03.341414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:48:03.342611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:03.363712] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 5.54% | Symbol ETA: 2.1s | Global ETA: 57m 48s
[2025-11-25T11:48:03.410295] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:48:03.533883] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:48:03.535941] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.38%, Actual: 3.08%
[2025-11-25T11:48:03.581982] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:03.655173] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.87% | Symbol ETA: 5.7s | Global ETA: 57m 49s
[2025-11-25T11:48:03.655473] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:48:03.656318] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:03.656459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:03.661270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:03.662150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:03.664521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:03.704766] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:48:03.705927] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:03.706115] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 3.96%, Actual: 2.36%
[2025-11-25T11:48:03.719330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:03.721001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:03.770180] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 8.1s | Global ETA: 57m 49s
[2025-11-25T11:48:03.770482] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:48:03.771384] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:03.771522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:03.776466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:03.778382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:03.778958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:03.779447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:03.780543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:03.875703] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 1.92%, Actual: 1.26%
[2025-11-25T11:48:03.877567] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:03.988098] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -1.09% | Symbol ETA: 12.0s | Global ETA: 57m 50s
[2025-11-25T11:48:03.988400] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:48:03.989286] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:03.989429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:03.994445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:04.044751] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: -3.48%, Actual: 0.26%
[2025-11-25T11:48:04.050151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:48:04.051143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:04.057904] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:48:04.125961] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:48:04.213845] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -2.55%, Actual: 3.27%
[2025-11-25T11:48:04.227807] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:04.300139] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:04.300856] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.62% | Symbol ETA: 4.9s | Global ETA: 57m 51s
[2025-11-25T11:48:04.301001] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:48:04.301765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:04.301838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:04.306604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:04.307423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:04.309728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:04.364306] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 7.5s | Global ETA: 57m 51s
[2025-11-25T11:48:04.364597] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:48:04.364608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:04.365403] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:04.365562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:04.366236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:04.370690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:04.372890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:04.373497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:04.374009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:04.375131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:04.382290] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -3.30%, Actual: 5.90%
[2025-11-25T11:48:04.394675] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:48:04.551433] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 8.30%, Actual: 5.70%
[2025-11-25T11:48:04.566523] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:04.678558] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -1.17% | Symbol ETA: 11.1s | Global ETA: 57m 52s
[2025-11-25T11:48:04.678897] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:48:04.679803] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:04.679946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:04.685298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:04.701796] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:48:04.719814] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:48:04.720373] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -1.70%, Actual: 0.13%
[2025-11-25T11:48:04.744043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:48:04.745252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:04.872568] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:04.889714] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 3.98%, Actual: 1.10%
[2025-11-25T11:48:04.892012] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:04.944933] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.50% | Symbol ETA: 4.2s | Global ETA: 57m 53s
[2025-11-25T11:48:04.945234] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:48:04.946251] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:04.946392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:04.951232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:04.952176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:04.954525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:04.955534] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.30% | Symbol ETA: 6.9s | Global ETA: 57m 53s
[2025-11-25T11:48:04.955861] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:48:04.956717] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:04.956857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:04.961782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:04.963743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:04.964348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:04.964853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:04.965969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:05.007602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:05.009187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:05.058909] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 5.54%, Actual: 2.35%
[2025-11-25T11:48:05.059249] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 43.5511%
[2025-11-25T11:48:05.059402] [INFO ] [main      ] GTN: DISCARDED add_shelf_lag (score: 43.55%)
[2025-11-25T11:48:05.059467] [INFO ] [main      ] GTN: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:48:05.059564] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_signed_carry_history_11']
[2025-11-25T11:48:05.059681] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:48:05.074067] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:05.074595] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:48:05.075506] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:05.075639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:05.076444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:05.078907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:05.080402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:05.100802] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:48:05.276073] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:05.309995] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:48:05.349476] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:48:05.390118] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 10.4s | Global ETA: 57m 54s
[2025-11-25T11:48:05.390432] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:48:05.391365] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:05.391511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:05.396525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:05.418516] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:48:05.455881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:48:05.457097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:05.483357] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:05.524988] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:05.546957] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 6.3s | Global ETA: 57m 54s
[2025-11-25T11:48:05.547278] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:48:05.548117] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:05.548201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:05.553076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:05.554973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:05.555479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:05.555984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:05.557124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:05.587871] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:05.599762] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 3.22% | Symbol ETA: 3.5s | Global ETA: 57m 54s
[2025-11-25T11:48:05.600067] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:48:05.601005] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:05.601159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:05.606114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:05.607123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:05.609592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:05.658399] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -6.64% | Symbol ETA: 7.3s | Global ETA: 57m 55s
[2025-11-25T11:48:05.658680] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:48:05.659505] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:05.659653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:05.660403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:05.662837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:05.664342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:05.664347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:05.666028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:05.807303] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:48:05.899059] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:48:05.985247] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:06.002508] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:48:06.003333] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:48:06.069508] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:06.095618] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -1.79% | Symbol ETA: 9.6s | Global ETA: 57m 56s
[2025-11-25T11:48:06.095951] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:48:06.096856] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:06.097000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:06.102432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:06.131597] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.29% | Symbol ETA: 5.7s | Global ETA: 57m 56s
[2025-11-25T11:48:06.131913] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:48:06.132779] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:06.132924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:06.137946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:06.139888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:06.140468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:06.140979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:06.142104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:06.160349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:48:06.161548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:06.173387] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:06.175390] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:06.243861] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 3.93% | Symbol ETA: 6.7s | Global ETA: 57m 56s
[2025-11-25T11:48:06.244147] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:48:06.244987] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:06.245117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:06.245875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:06.248422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:06.249938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:06.251456] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.81% | Symbol ETA: 2.8s | Global ETA: 57m 56s
[2025-11-25T11:48:06.251773] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:48:06.252635] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:06.252798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:06.257897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:06.258813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:06.261334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:06.318072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:06.319886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:06.484922] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:48:06.505086] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:48:06.588165] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:48:06.658379] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:06.672097] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:48:06.679454] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:06.719209] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.07% | Symbol ETA: 5.1s | Global ETA: 57m 58s
[2025-11-25T11:48:06.719511] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:48:06.720355] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:06.720499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:06.725306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:06.727190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:06.727792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:06.728285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:06.729441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:06.757176] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:06.793247] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 2.63% | Symbol ETA: 8.9s | Global ETA: 57m 58s
[2025-11-25T11:48:06.793524] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:48:06.794459] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:06.794605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:06.799827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:06.827173] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -2.01% | Symbol ETA: 6.1s | Global ETA: 57m 58s
[2025-11-25T11:48:06.827471] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:48:06.828305] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:06.828438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:06.829226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:06.831606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:06.833106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:06.850350] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:06.857189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:48:06.858281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:06.925926] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.51% | Symbol ETA: 2.1s | Global ETA: 57m 58s
[2025-11-25T11:48:07.066905] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:48:07.103876] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.63%, Actual: 1.80%
[2025-11-25T11:48:07.171975] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:48:07.209519] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:48:07.235881] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:07.271224] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.06%, Actual: 1.05%
[2025-11-25T11:48:07.296428] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 4.5s | Global ETA: 57m 59s
[2025-11-25T11:48:07.296587] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:48:07.297511] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:07.297669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:07.302503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:07.304326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:07.304906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:07.305385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:07.306479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:07.342299] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:07.381326] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:07.410497] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 2.72% | Symbol ETA: 5.6s | Global ETA: 57m 60s
[2025-11-25T11:48:07.410816] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:48:07.411624] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:07.411772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:07.412512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:07.414937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:07.416501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:07.447411] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 0.03%
[2025-11-25T11:48:07.490978] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 1.24% | Symbol ETA: 8.2s | Global ETA: 57m 60s
[2025-11-25T11:48:07.623627] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -0.87%, Actual: 1.54%
[2025-11-25T11:48:07.646040] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:48:07.666166] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -3.66%, Actual: 0.27%
[2025-11-25T11:48:07.754746] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:48:07.799317] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.87%, Actual: 1.74%
[2025-11-25T11:48:07.815808] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:07.842901] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 2.17%, Actual: 2.79%
[2025-11-25T11:48:07.876732] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 3.9s | Global ETA: 58m 1s
[2025-11-25T11:48:07.876999] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:48:07.877854] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:07.878000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:07.882821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:07.884666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:07.885228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:07.885733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:07.886817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:07.923634] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:07.974745] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.62%, Actual: 1.54%
[2025-11-25T11:48:07.992858] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 5.0s | Global ETA: 58m 1s
[2025-11-25T11:48:07.993146] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:48:07.994001] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:07.994158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:07.994931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:07.997363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:07.998905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:08.016203] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -3.27%, Actual: 1.15%
[2025-11-25T11:48:08.151949] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.50%, Actual: 0.28%
[2025-11-25T11:48:08.190631] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.07%, Actual: 1.48%
[2025-11-25T11:48:08.227840] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:48:08.326082] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 3.22%, Actual: 0.78%
[2025-11-25T11:48:08.339494] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:48:08.369053] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -1.09%, Actual: 1.08%
[2025-11-25T11:48:08.409763] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:08.471072] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 3.3s | Global ETA: 58m 3s
[2025-11-25T11:48:08.471372] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:48:08.472219] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:08.472361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:08.477304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:08.479330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:08.479943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:08.480432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:08.481542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:08.500708] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.81%, Actual: 1.98%
[2025-11-25T11:48:08.525434] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:08.546824] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -1.17%, Actual: 0.53%
[2025-11-25T11:48:08.595597] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -6.91% | Symbol ETA: 4.4s | Global ETA: 58m 3s
[2025-11-25T11:48:08.595903] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:48:08.596745] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:08.596882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:08.597692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:08.600102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:08.601592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:08.680615] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.51%, Actual: 0.87%
[2025-11-25T11:48:08.680872] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 50.7735%
[2025-11-25T11:48:08.680986] [INFO ] [main      ] GSBD: DISCARDED add_signed_carry_history_11 (score: 50.77%)
[2025-11-25T11:48:08.681065] [INFO ] [main      ] GSBD: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:48:08.681122] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_sma_ratio']
[2025-11-25T11:48:08.681177] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:48:08.694613] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:08.695210] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:48:08.696729] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:08.696877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:08.701947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:08.703163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:08.705671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:08.726604] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 2.44%
[2025-11-25T11:48:08.765491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:08.766580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:08.833081] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:48:08.895129] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -1.79%, Actual: 0.25%
[2025-11-25T11:48:08.947272] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:48:09.022268] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:09.064082] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 2.63%, Actual: 1.01%
[2025-11-25T11:48:09.083842] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 2.7s | Global ETA: 58m 4s
[2025-11-25T11:48:09.109796] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:48:09.115703] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:09.184310] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 3.8s | Global ETA: 58m 5s
[2025-11-25T11:48:09.184579] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:48:09.185403] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:09.185536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:09.186291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:09.188738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:09.190221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:09.232964] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 1.24%, Actual: 0.83%
[2025-11-25T11:48:09.233359] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 42.3757%
[2025-11-25T11:48:09.233521] [INFO ] [main      ] CBU: DISCARDED add_overnight_gap_mag (score: 42.38%)
[2025-11-25T11:48:09.233637] [INFO ] [main      ] CBU: Testing feature 29/53: add_pct_change
[2025-11-25T11:48:09.233760] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_pct_change']
[2025-11-25T11:48:09.233868] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:48:09.247217] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:09.247859] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:48:09.248747] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:09.248819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:09.253616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:09.259255] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T11:48:09.279031] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:09.308850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:48:09.311010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:09.350069] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.86% | Symbol ETA: 7.7s | Global ETA: 58m 5s
[2025-11-25T11:48:09.350225] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:48:09.351006] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:09.351170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:09.357664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:09.359113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:09.362563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:09.430725] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 0.15%
[2025-11-25T11:48:09.444829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:09.446008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:09.538150] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:48:09.601862] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 0.33%
[2025-11-25T11:48:09.650882] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:48:09.716447] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:09.770479] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 0.02%
[2025-11-25T11:48:09.785933] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:48:09.787703] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 3.2s | Global ETA: 58m 6s
[2025-11-25T11:48:09.787856] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:48:09.788712] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:09.788790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:09.789499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:09.791968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:09.793520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:09.824632] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:09.938360] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 0.27%
[2025-11-25T11:48:09.942523] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -2.24% | Symbol ETA: 14.0s | Global ETA: 58m 7s
[2025-11-25T11:48:09.942843] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:48:09.943706] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:09.943847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:09.948799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:09.958214] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:10.007687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:48:10.010271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:10.028607] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.23% | Symbol ETA: 7.1s | Global ETA: 58m 7s
[2025-11-25T11:48:10.028778] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:48:10.029546] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:10.029615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:10.034503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:10.035555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:10.038050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:10.093352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:10.094545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:10.107179] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.27%
[2025-11-25T11:48:10.236125] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:48:10.276703] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.11%
[2025-11-25T11:48:10.372935] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:48:10.413881] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:10.434126] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:48:10.445593] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.10%
[2025-11-25T11:48:10.484453] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 2.68% | Symbol ETA: 2.7s | Global ETA: 58m 8s
[2025-11-25T11:48:10.484761] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:48:10.485708] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:10.485845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:10.486628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:10.489185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:10.490731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:10.549496] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:10.609287] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:10.613194] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.07%
[2025-11-25T11:48:10.669073] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 13.4s | Global ETA: 58m 9s
[2025-11-25T11:48:10.669381] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:48:10.670254] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:10.670396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:10.675377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:10.681222] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.10% | Symbol ETA: 6.4s | Global ETA: 58m 9s
[2025-11-25T11:48:10.681527] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:48:10.682907] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:10.683065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:10.687896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:10.688833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:10.691156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:10.732744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:48:10.735144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:10.746977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:10.747980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:10.782694] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.85%, Actual: 1.01%
[2025-11-25T11:48:10.783010] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 34.0064%
[2025-11-25T11:48:10.783177] [INFO ] [main      ] AFB: DISCARDED add_regime_flags (score: 34.01%)
[2025-11-25T11:48:10.783295] [INFO ] [main      ] AFB: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:48:10.783401] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:48:10.783534] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:48:10.796954] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:10.797661] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:48:10.798555] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:10.798718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:10.803590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:10.805408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:10.805924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:10.806327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:10.806789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:10.807833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:48:10.809425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:10.810465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:48:10.811161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:10.838693] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:48:11.007119] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:11.074600] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 5.81% | Symbol ETA: 2.1s | Global ETA: 58m 10s
[2025-11-25T11:48:11.080037] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:48:11.087121] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:48:11.148291] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:48:11.243146] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -6.64%, Actual: 3.08%
[2025-11-25T11:48:11.250879] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:11.256220] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:11.315018] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:11.325974] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.86% | Symbol ETA: 5.7s | Global ETA: 58m 11s
[2025-11-25T11:48:11.326274] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:48:11.327140] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:11.327281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:11.332122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:11.333008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:11.335370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:11.371560] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -3.26% | Symbol ETA: 12.7s | Global ETA: 58m 11s
[2025-11-25T11:48:11.371894] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:48:11.372772] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:11.372922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:11.378094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:11.384192] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 7.6s | Global ETA: 58m 11s
[2025-11-25T11:48:11.384488] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:48:11.385318] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:11.385465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:11.390320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:11.390588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:11.391539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:11.392140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:11.392731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:11.393199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:11.393721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:11.394812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:48:11.396471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:11.397584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:48:11.398347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:11.410461] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 3.93%, Actual: 2.36%
[2025-11-25T11:48:11.433737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:48:11.435943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:11.582753] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -2.01%, Actual: 1.26%
[2025-11-25T11:48:11.734781] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:48:11.736234] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:48:11.750626] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 2.72%, Actual: 0.26%
[2025-11-25T11:48:11.785506] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:48:11.903439] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:11.905690] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:11.920665] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 3.27%
[2025-11-25T11:48:11.958703] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:11.974775] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 5.1s | Global ETA: 58m 13s
[2025-11-25T11:48:11.975060] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:48:11.975204] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 7.0s | Global ETA: 58m 13s
[2025-11-25T11:48:11.975478] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:48:11.975912] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:11.976001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:11.976317] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:11.976423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:11.980713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:11.981299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:11.981503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:11.983249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:11.983760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:11.983876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:11.984196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:11.984722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:11.985829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:48:11.987530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:11.988736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:48:11.989411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:12.038552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:12.039622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:12.078364] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -2.02% | Symbol ETA: 12.0s | Global ETA: 58m 13s
[2025-11-25T11:48:12.078517] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:48:12.079308] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:12.079384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:12.084423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:12.089901] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -6.91%, Actual: 5.90%
[2025-11-25T11:48:12.140618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:48:12.142907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:12.258629] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 5.70%
[2025-11-25T11:48:12.326563] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:48:12.375369] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:48:12.425356] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.13%
[2025-11-25T11:48:12.494615] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:12.500851] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:48:12.547637] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:12.563975] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 6.4s | Global ETA: 58m 14s
[2025-11-25T11:48:12.564275] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:48:12.565158] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:12.565304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:12.570180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:12.572033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:12.572567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:12.573028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:12.573524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:12.574631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:48:12.576331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:12.577445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:48:12.578179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:12.593225] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 2.68%, Actual: 1.10%
[2025-11-25T11:48:12.617610] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.05% | Symbol ETA: 4.4s | Global ETA: 58m 15s
[2025-11-25T11:48:12.617936] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:48:12.619346] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:12.619457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:12.624283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:12.625192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:12.627565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:12.679136] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:12.682171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:12.683442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:12.764353] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 5.81%, Actual: 2.35%
[2025-11-25T11:48:12.764725] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 36.7010%
[2025-11-25T11:48:12.764878] [INFO ] [main      ] GTN: DISCARDED add_signed_carry_history_11 (score: 36.70%)
[2025-11-25T11:48:12.764983] [INFO ] [main      ] GTN: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:48:12.765079] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_sma_ratio']
[2025-11-25T11:48:12.765176] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:48:12.778737] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:12.779383] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:48:12.780249] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:12.780322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:12.781049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:12.783527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:12.784419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:12.797707] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -1.29% | Symbol ETA: 11.3s | Global ETA: 58m 15s
[2025-11-25T11:48:12.797853] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:48:12.798629] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:12.798749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:12.803731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:12.858921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:48:12.861056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:12.920831] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:48:13.082634] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:48:13.093476] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:13.129518] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:48:13.163816] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 5.8s | Global ETA: 58m 16s
[2025-11-25T11:48:13.164114] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:48:13.164999] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:13.165150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:13.170174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:13.172094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:13.172689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:13.173204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:13.173749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:13.174875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:48:13.176608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:13.177845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:48:13.178609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:13.206359] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:48:13.253146] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:13.305275] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:13.324161] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.63% | Symbol ETA: 3.8s | Global ETA: 58m 17s
[2025-11-25T11:48:13.324466] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:48:13.325312] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:13.325456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:13.330347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:13.331298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:13.333699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:13.374658] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:13.379336] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.55% | Symbol ETA: 7.0s | Global ETA: 58m 17s
[2025-11-25T11:48:13.379667] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:48:13.380721] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:13.380865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:13.381766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:13.384866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:13.385956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:13.388840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:13.390024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:13.489730] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -1.07% | Symbol ETA: 10.6s | Global ETA: 58m 17s
[2025-11-25T11:48:13.490022] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:48:13.490870] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:13.491008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:13.495863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:13.523886] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:48:13.551086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:48:13.553522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:13.701422] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:13.730506] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:48:13.734210] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:48:13.773615] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 5.3s | Global ETA: 58m 18s
[2025-11-25T11:48:13.773951] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:48:13.774869] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:13.775022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:13.780241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:13.782393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:13.783063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:13.783560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:13.784110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:13.785367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:48:13.787213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:13.788432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:48:13.789236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:13.901551] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:13.903221] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:48:13.904316] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:13.971168] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.84% | Symbol ETA: 3.1s | Global ETA: 58m 18s
[2025-11-25T11:48:13.971437] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:48:13.971846] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 6.4s | Global ETA: 58m 18s
[2025-11-25T11:48:13.972127] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:48:13.972274] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:13.972350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:13.973036] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:13.973163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:13.973912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:13.976289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:13.977088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:13.977206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:13.978031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:13.980358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:14.034846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:14.036040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:14.074427] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:14.137995] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:48:14.193571] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.65% | Symbol ETA: 9.9s | Global ETA: 58m 19s
[2025-11-25T11:48:14.193755] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:48:14.194689] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:14.194825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:14.199850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:14.259132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:48:14.261499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:14.312613] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:14.322515] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:48:14.373919] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:48:14.383311] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 4.7s | Global ETA: 58m 20s
[2025-11-25T11:48:14.383619] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:48:14.384470] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:14.384617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:14.390053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:14.392083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:14.392703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:14.393198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:14.393760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:14.394914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:48:14.396678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:14.397868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:48:14.398664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:14.493234] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:14.542055] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:14.560892] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 5.8s | Global ETA: 58m 20s
[2025-11-25T11:48:14.561173] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:48:14.562006] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:14.562144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:14.562901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:14.565292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:14.566161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:14.611179] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.45% | Symbol ETA: 2.5s | Global ETA: 58m 20s
[2025-11-25T11:48:14.611442] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:48:14.612220] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:14.612358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:14.613687] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:48:14.617260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:14.618071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:14.620480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:14.674855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:14.675856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:14.747975] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:48:14.787460] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:14.904796] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 1.76% | Symbol ETA: 9.2s | Global ETA: 58m 21s
[2025-11-25T11:48:14.905080] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:48:14.905931] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:14.906070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:14.907996] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:48:14.911204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:14.919637] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:14.967246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:48:14.969791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:14.989427] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 4.1s | Global ETA: 58m 21s
[2025-11-25T11:48:14.989743] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:48:14.990575] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:14.990741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:14.995601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:14.997516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:14.998115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:14.998609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:14.999170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:15.000309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:48:15.002047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:15.003244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:48:15.004038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:15.015518] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:48:15.079883] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:15.147890] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 4.37% | Symbol ETA: 5.2s | Global ETA: 58m 22s
[2025-11-25T11:48:15.148151] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:48:15.149012] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:15.149153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:15.149995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:15.152455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:15.153344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:15.184583] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:15.253500] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.93% | Symbol ETA: 1.8s | Global ETA: 58m 22s
[2025-11-25T11:48:15.309341] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:48:15.347251] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:48:15.424536] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.86%, Actual: 1.80%
[2025-11-25T11:48:15.479803] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:15.506851] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:48:15.516836] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:15.586105] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.64% | Symbol ETA: 3.5s | Global ETA: 58m 23s
[2025-11-25T11:48:15.586381] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:48:15.587308] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:15.587448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:15.592286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:15.592833] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.23%, Actual: 1.05%
[2025-11-25T11:48:15.594204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:15.594790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:15.595256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:15.595776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:15.596865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:48:15.598541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:15.599691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:48:15.600435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:15.602310] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 2.22% | Symbol ETA: 8.5s | Global ETA: 58m 23s
[2025-11-25T11:48:15.602467] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:48:15.603332] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:15.603409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:15.608424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:15.663806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:48:15.666157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:15.677427] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:15.748704] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.56% | Symbol ETA: 4.6s | Global ETA: 58m 24s
[2025-11-25T11:48:15.748824] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:48:15.749612] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:15.749709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:15.750410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:15.752929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:15.753734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:15.760919] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 0.03%
[2025-11-25T11:48:15.933361] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.86%, Actual: 1.54%
[2025-11-25T11:48:15.949090] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:48:16.014392] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:48:16.102733] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.60%, Actual: 1.74%
[2025-11-25T11:48:16.126762] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:16.199147] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 2.9s | Global ETA: 58m 25s
[2025-11-25T11:48:16.199290] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:48:16.200048] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:16.200123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:16.205108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:16.206960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:16.207512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:16.207940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:16.208374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:48:16.209445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:48:16.211194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:16.211849] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:48:16.212358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:48:16.213159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:16.260482] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:16.304366] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.05%, Actual: 1.54%
[2025-11-25T11:48:16.384312] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -1.21% | Symbol ETA: 7.8s | Global ETA: 58m 25s
[2025-11-25T11:48:16.393301] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:16.461018] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -2.42% | Symbol ETA: 4.1s | Global ETA: 58m 26s
[2025-11-25T11:48:16.461171] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:48:16.461954] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:16.462029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:16.462756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:16.465252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:16.466081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:16.479104] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 0.28%
[2025-11-25T11:48:16.552251] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -2.24%, Actual: 0.27%
[2025-11-25T11:48:16.580005] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:48:16.650920] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.84%, Actual: 0.78%
[2025-11-25T11:48:16.720191] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 2.79%
[2025-11-25T11:48:16.752333] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:16.813922] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:48:16.822127] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.45%, Actual: 1.98%
[2025-11-25T11:48:16.822968] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -1.15% | Symbol ETA: 2.3s | Global ETA: 58m 27s
[2025-11-25T11:48:16.888460] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -3.26%, Actual: 1.15%
[2025-11-25T11:48:16.984990] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:16.992059] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.93%, Actual: 0.87%
[2025-11-25T11:48:16.992271] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 59.7023%
[2025-11-25T11:48:16.992394] [INFO ] [main      ] GSBD: KEPT add_sma_ratio (score: 59.70%)
[2025-11-25T11:48:16.992440] [INFO ] [main      ] GSBD: Testing feature 45/53: add_true_range
[2025-11-25T11:48:16.992477] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_sma_ratio', 'add_true_range']
[2025-11-25T11:48:16.992517] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:48:16.997734] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.12%, Actual: 0.04%
[2025-11-25T11:48:17.006163] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:17.006849] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:48:17.007735] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:17.007809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:17.012553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:17.013376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:17.015704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:17.056443] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: -0.37% | Symbol ETA: 3.4s | Global ETA: 58m 27s
[2025-11-25T11:48:17.056597] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:48:17.057418] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:17.057494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:17.057336] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -2.02%, Actual: 1.48%
[2025-11-25T11:48:17.058206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:17.060593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:17.061483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:17.071295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:17.072227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:17.074124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:17.172015] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 0.15%
[2025-11-25T11:48:17.227003] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -1.29%, Actual: 1.08%
[2025-11-25T11:48:17.347635] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 0.33%
[2025-11-25T11:48:17.395309] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -1.07%, Actual: 0.53%
[2025-11-25T11:48:17.416793] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:48:17.421049] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:48:17.526298] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 0.02%
[2025-11-25T11:48:17.563162] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.65%, Actual: 2.44%
[2025-11-25T11:48:17.589360] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:17.600926] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:17.656989] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 1.42% | Symbol ETA: 2.8s | Global ETA: 58m 29s
[2025-11-25T11:48:17.657181] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:48:17.657983] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:17.658059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:17.658791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:17.661220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:17.662123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:17.673746] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.23% | Symbol ETA: 7.5s | Global ETA: 58m 29s
[2025-11-25T11:48:17.673894] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:48:17.674637] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:17.674736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:17.679514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:17.680399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:17.682729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:17.699112] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 0.27%
[2025-11-25T11:48:17.732736] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 1.76%, Actual: 0.25%
[2025-11-25T11:48:17.738238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:17.739313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:17.741216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:17.868817] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.12%, Actual: 0.27%
[2025-11-25T11:48:17.900285] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 2.22%, Actual: 1.01%
[2025-11-25T11:48:18.004324] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:48:18.037047] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.11%
[2025-11-25T11:48:18.069528] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -1.21%, Actual: 0.83%
[2025-11-25T11:48:18.069935] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 43.0095%
[2025-11-25T11:48:18.070103] [INFO ] [main      ] CBU: DISCARDED add_pct_change (score: 43.01%)
[2025-11-25T11:48:18.070223] [INFO ] [main      ] CBU: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:48:18.070329] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_preclose_acceleration_mag']
[2025-11-25T11:48:18.070437] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:48:18.084071] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:18.084886] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:48:18.085854] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:18.085939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:18.088047] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:48:18.091025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:18.147087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:18.148570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:18.177622] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:18.206378] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.10%
[2025-11-25T11:48:18.244233] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -1.28% | Symbol ETA: 2.2s | Global ETA: 58m 31s
[2025-11-25T11:48:18.244383] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:48:18.245177] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:18.245269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:18.246023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:18.248571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:18.249426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:18.257879] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:18.331215] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 6.8s | Global ETA: 58m 31s
[2025-11-25T11:48:18.331362] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:48:18.332138] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:18.332212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:18.337353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:18.338205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:18.340569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:18.377757] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 0.07%
[2025-11-25T11:48:18.397822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:18.398906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:18.400791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:18.493737] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:48:18.547677] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -1.15%, Actual: 1.01%
[2025-11-25T11:48:18.547881] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 37.5373%
[2025-11-25T11:48:18.547972] [INFO ] [main      ] AFB: DISCARDED add_return_volume_nonlinearity_proxies (score: 37.54%)
[2025-11-25T11:48:18.548021] [INFO ] [main      ] AFB: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:48:18.548057] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_shelf_lag']
[2025-11-25T11:48:18.548098] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:48:18.561992] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:18.562544] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:48:18.563386] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:18.563476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:18.568320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:18.570242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:18.570782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:18.571199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:18.572321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:18.600101] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:48:18.668496] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:18.741304] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:48:18.779150] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:18.783481] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -2.69% | Symbol ETA: 13.3s | Global ETA: 58m 32s
[2025-11-25T11:48:18.783785] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:48:18.784614] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:18.784817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:18.789762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:18.845874] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.91% | Symbol ETA: 1.6s | Global ETA: 58m 32s
[2025-11-25T11:48:18.845773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:18.847176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:18.910556] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:18.919953] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:48:18.982502] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.70% | Symbol ETA: 6.1s | Global ETA: 58m 33s
[2025-11-25T11:48:18.982669] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:48:18.983460] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:18.983703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:18.988540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:18.989422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:18.991834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:19.020512] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.55%, Actual: 3.08%
[2025-11-25T11:48:19.046106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:19.046982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:19.048809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:19.094953] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:19.181197] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:48:19.191919] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 0.16%, Actual: 2.36%
[2025-11-25T11:48:19.231865] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 8.1s | Global ETA: 58m 34s
[2025-11-25T11:48:19.232017] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:48:19.232842] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:19.232921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:19.237863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:19.239774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:19.240287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:19.240729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:19.241846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:19.349729] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:19.364757] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.21%, Actual: 1.26%
[2025-11-25T11:48:19.391925] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:48:19.458611] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 4.70% | Symbol ETA: 12.5s | Global ETA: 58m 34s
[2025-11-25T11:48:19.458779] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:48:19.459528] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:19.459596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:19.464366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:19.519098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:19.520400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:19.536093] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 4.37%, Actual: 0.26%
[2025-11-25T11:48:19.565556] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:19.589150] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:48:19.638628] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.28% | Symbol ETA: 5.5s | Global ETA: 58m 35s
[2025-11-25T11:48:19.638793] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:48:19.639572] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:19.639667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:19.644537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:19.645391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:19.647795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:19.704056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:19.705138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:19.707129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:19.711287] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.56%, Actual: 3.27%
[2025-11-25T11:48:19.762799] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:19.859932] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:48:19.881517] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -2.42%, Actual: 5.90%
[2025-11-25T11:48:19.896928] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 7.4s | Global ETA: 58m 35s
[2025-11-25T11:48:19.897095] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:48:19.897881] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:19.897958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:19.902772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:19.904518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:19.905024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:19.905437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:19.906675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:20.029374] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:20.048785] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:48:20.054182] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: -0.37%, Actual: 5.70%
[2025-11-25T11:48:20.140831] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 11.8s | Global ETA: 58m 36s
[2025-11-25T11:48:20.141136] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:48:20.141989] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:20.142131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:20.146939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:20.201849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:20.203188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:20.219500] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:20.227613] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 1.42%, Actual: 0.13%
[2025-11-25T11:48:20.251009] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:48:20.290416] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 4.8s | Global ETA: 58m 37s
[2025-11-25T11:48:20.290562] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:48:20.291321] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:20.291396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:20.296147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:20.297175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:20.299520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:20.353631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:20.354858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:20.356826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:20.398719] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -1.28%, Actual: 1.10%
[2025-11-25T11:48:20.425091] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:20.539536] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:48:20.557261] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 6.7s | Global ETA: 58m 37s
[2025-11-25T11:48:20.557577] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:48:20.558445] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:20.558595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:20.563472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:20.565302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:20.565892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:20.566371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:20.567396] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.91%, Actual: 2.35%
[2025-11-25T11:48:20.567538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:20.567621] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 30.9972%
[2025-11-25T11:48:20.567752] [INFO ] [main      ] GTN: DISCARDED add_sma_ratio (score: 31.00%)
[2025-11-25T11:48:20.567816] [INFO ] [main      ] GTN: Testing feature 45/53: add_true_range
[2025-11-25T11:48:20.567865] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_true_range']
[2025-11-25T11:48:20.567919] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:48:20.581589] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:20.582089] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:48:20.582993] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:20.583175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:20.584030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:20.586570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:20.588545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:20.699066] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:48:20.711040] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:20.821714] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -2.57% | Symbol ETA: 11.1s | Global ETA: 58m 38s
[2025-11-25T11:48:20.821855] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:48:20.822589] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:20.822674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:20.827477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:20.872348] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:20.882930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:20.884235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:20.915553] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:48:20.937147] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:48:20.944823] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.29% | Symbol ETA: 4.1s | Global ETA: 58m 39s
[2025-11-25T11:48:20.945117] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:48:20.946088] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:20.946232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:20.951339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:20.952276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:20.954790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:21.010897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:21.011986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:21.013977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:21.092955] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:21.112588] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:21.180048] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -9.28% | Symbol ETA: 6.8s | Global ETA: 58m 39s
[2025-11-25T11:48:21.180333] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:48:21.181182] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:21.181314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:21.182107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:21.184708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:21.186588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:21.223491] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:48:21.225479] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 6.1s | Global ETA: 58m 39s
[2025-11-25T11:48:21.225625] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:48:21.226404] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:21.226478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:21.231249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:21.232987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:21.233460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:21.233863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:21.234928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:21.360361] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:48:21.392820] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:21.499736] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -2.36% | Symbol ETA: 10.4s | Global ETA: 58m 40s
[2025-11-25T11:48:21.500018] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:48:21.500853] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:21.500990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:21.505813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:21.533934] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:21.534412] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:48:21.560910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:21.562124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:21.571759] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:48:21.607457] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.70% | Symbol ETA: 3.5s | Global ETA: 58m 40s
[2025-11-25T11:48:21.607798] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:48:21.609402] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:21.609550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:21.614683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:21.615630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:21.618206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:21.675205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:21.676463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:21.678502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:21.707519] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:21.743603] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:21.777182] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -2.64% | Symbol ETA: 6.2s | Global ETA: 58m 41s
[2025-11-25T11:48:21.777480] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:48:21.778371] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:21.778536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:21.779416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:21.782133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:21.784225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:21.877926] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.25% | Symbol ETA: 5.4s | Global ETA: 58m 41s
[2025-11-25T11:48:21.878069] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:48:21.878830] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:21.878905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:21.883687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:21.885407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:21.885901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:21.886294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:21.887434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:21.921673] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:48:22.037309] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:48:22.093240] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:22.134682] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:48:22.202220] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 9.8s | Global ETA: 58m 42s
[2025-11-25T11:48:22.202532] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:48:22.203374] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:22.203517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:22.208379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:22.211929] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:22.226542] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:48:22.263710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:22.265223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:22.283373] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.62% | Symbol ETA: 2.8s | Global ETA: 58m 42s
[2025-11-25T11:48:22.283704] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:48:22.285082] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:22.285230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:22.290279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:22.291290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:22.293749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:22.306889] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:22.348255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:22.349478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:22.351403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:22.375184] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.63% | Symbol ETA: 5.6s | Global ETA: 58m 43s
[2025-11-25T11:48:22.375462] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:48:22.376279] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:22.376414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:22.377235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:22.379631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:22.381445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:22.406339] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:22.543067] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 4.7s | Global ETA: 58m 43s
[2025-11-25T11:48:22.543352] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:48:22.544191] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:22.544330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:22.549174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:22.551005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:22.551553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:22.552031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:22.553174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:22.609757] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:48:22.694061] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:48:22.722489] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:48:22.780847] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:22.867684] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:22.891361] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.53% | Symbol ETA: 9.1s | Global ETA: 58m 44s
[2025-11-25T11:48:22.891660] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:48:22.892517] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:22.892680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:22.894241] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:22.897602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:22.900712] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:48:22.939879] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.38% | Symbol ETA: 2.2s | Global ETA: 58m 44s
[2025-11-25T11:48:22.940177] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:48:22.941178] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:22.941334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:22.946460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:22.947787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:22.950362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:22.954930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:22.956328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:22.965267] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.40% | Symbol ETA: 5.0s | Global ETA: 58m 44s
[2025-11-25T11:48:22.965552] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:48:22.966370] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:22.966504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:22.967285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:22.969762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:22.971517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:23.007827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:23.009025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:23.011028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:23.069752] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:23.201148] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.22% | Symbol ETA: 4.1s | Global ETA: 58m 45s
[2025-11-25T11:48:23.201289] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:48:23.202063] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:23.202139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:23.206983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:23.208840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:23.209317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:23.209727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:23.210815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:23.300483] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:48:23.320373] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:48:23.356400] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:48:23.472931] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:23.504184] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:23.534624] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:23.562131] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:48:23.575109] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -3.41% | Symbol ETA: 4.4s | Global ETA: 58m 46s
[2025-11-25T11:48:23.575256] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:48:23.576054] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:23.576129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:23.576855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:23.579436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:23.581494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:23.584099] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.49% | Symbol ETA: 8.4s | Global ETA: 58m 46s
[2025-11-25T11:48:23.584314] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:48:23.585407] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:23.586228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:23.592104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:23.608879] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 1.5s | Global ETA: 58m 46s
[2025-11-25T11:48:23.648460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:23.650122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:23.747577] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:23.790795] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.23%, Actual: 1.80%
[2025-11-25T11:48:23.883568] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 3.4s | Global ETA: 58m 47s
[2025-11-25T11:48:23.883881] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:48:23.884719] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:23.884860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:23.890119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:23.892030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:23.892597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:23.893104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:23.894330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:23.930371] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:48:23.968369] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.94%, Actual: 1.05%
[2025-11-25T11:48:24.000461] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:48:24.102756] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:24.148242] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.70%, Actual: 0.03%
[2025-11-25T11:48:24.169906] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -4.01% | Symbol ETA: 3.8s | Global ETA: 58m 48s
[2025-11-25T11:48:24.170053] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:48:24.170913] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:24.170990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:24.171906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:24.171921] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:24.174479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:24.176660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:24.275151] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:48:24.296689] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 2.62% | Symbol ETA: 7.7s | Global ETA: 58m 48s
[2025-11-25T11:48:24.296889] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:48:24.297750] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:24.297890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:24.302779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:24.327192] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.28%, Actual: 1.54%
[2025-11-25T11:48:24.357538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:48:24.358717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:24.463453] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:24.497249] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 1.74%
[2025-11-25T11:48:24.519431] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:48:24.629059] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 2.8s | Global ETA: 58m 49s
[2025-11-25T11:48:24.629213] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:48:24.630081] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:24.630294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:24.635878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:24.638335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:24.639163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:24.639715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:48:24.641154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:24.673790] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.29%, Actual: 1.54%
[2025-11-25T11:48:24.689594] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:24.711837] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:48:24.757658] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 2.32% | Symbol ETA: 3.2s | Global ETA: 58m 49s
[2025-11-25T11:48:24.757807] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:48:24.758580] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:24.758666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:24.759375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:24.761735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:24.763470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:24.856484] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.70%, Actual: 0.28%
[2025-11-25T11:48:24.914164] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:24.988816] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:48:25.025187] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 1.47% | Symbol ETA: 7.0s | Global ETA: 58m 50s
[2025-11-25T11:48:25.027099] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.62%, Actual: 0.78%
[2025-11-25T11:48:25.105582] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:48:25.165209] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:25.193839] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -2.69%, Actual: 0.27%
[2025-11-25T11:48:25.198242] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.38%, Actual: 1.98%
[2025-11-25T11:48:25.275709] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:25.296217] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 2.1s | Global ETA: 58m 51s
[2025-11-25T11:48:25.343663] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 2.78% | Symbol ETA: 2.6s | Global ETA: 58m 51s
[2025-11-25T11:48:25.343807] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:48:25.344564] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:25.344633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:25.345430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:25.347896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:25.349892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:25.362889] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 4.70%, Actual: 2.79%
[2025-11-25T11:48:25.393258] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.45%, Actual: 0.87%
[2025-11-25T11:48:25.393487] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 43.3245%
[2025-11-25T11:48:25.393544] [INFO ] [main      ] GSBD: DISCARDED add_true_range (score: 43.32%)
[2025-11-25T11:48:25.393586] [INFO ] [main      ] GSBD: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:48:25.393623] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_sma_ratio', 'add_vol_of_vol']
[2025-11-25T11:48:25.393683] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:48:25.406659] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:25.407091] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:48:25.407943] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:25.408028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:25.412988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:25.413911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:25.416383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:25.472107] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.19%, Actual: 0.04%
[2025-11-25T11:48:25.473098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:25.474151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:25.475341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:25.532810] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -0.51%, Actual: 1.15%
[2025-11-25T11:48:25.644696] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.15%
[2025-11-25T11:48:25.698780] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:48:25.702309] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -2.57%, Actual: 1.48%
[2025-11-25T11:48:25.817709] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 0.33%
[2025-11-25T11:48:25.824895] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:48:25.868848] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:25.870273] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -2.36%, Actual: 1.08%
[2025-11-25T11:48:25.935972] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -2.15% | Symbol ETA: 2.0s | Global ETA: 58m 53s
[2025-11-25T11:48:25.936118] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:48:25.936882] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:25.936956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:25.937678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:25.940003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:25.941887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:25.997916] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:25.999780] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.02%
[2025-11-25T11:48:26.040306] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.53%
[2025-11-25T11:48:26.071672] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.55% | Symbol ETA: 7.3s | Global ETA: 58m 53s
[2025-11-25T11:48:26.071815] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:48:26.072552] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:26.072621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:26.077384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:26.078248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:26.080635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:26.136889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:26.137949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:26.139118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:26.174220] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.27%
[2025-11-25T11:48:26.210735] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 2.44%
[2025-11-25T11:48:26.282390] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:48:26.345183] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 0.27%
[2025-11-25T11:48:26.380979] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.49%, Actual: 0.25%
[2025-11-25T11:48:26.455075] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:26.496090] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:48:26.526143] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.22%, Actual: 0.11%
[2025-11-25T11:48:26.526621] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 8.79% | Symbol ETA: 1.4s | Global ETA: 58m 55s
[2025-11-25T11:48:26.551073] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 2.62%, Actual: 1.01%
[2025-11-25T11:48:26.671567] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:26.700179] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.10%
[2025-11-25T11:48:26.705013] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -9.28%, Actual: 3.08%
[2025-11-25T11:48:26.723125] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 0.83%
[2025-11-25T11:48:26.723514] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 42.3055%
[2025-11-25T11:48:26.723694] [INFO ] [main      ] CBU: DISCARDED add_preclose_acceleration_mag (score: 42.31%)
[2025-11-25T11:48:26.723813] [INFO ] [main      ] CBU: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:48:26.723918] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_prev_1100_to_open']
[2025-11-25T11:48:26.724025] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:48:26.737618] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:26.738402] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:48:26.739380] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:26.739527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:26.744493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:26.747742] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.66% | Symbol ETA: 6.7s | Global ETA: 58m 55s
[2025-11-25T11:48:26.748040] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:48:26.748905] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:26.749046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:26.753998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:26.754969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:26.757419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:26.800551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:48:26.801736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:26.813355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:26.814374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:26.815547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:26.881563] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -2.64%, Actual: 2.36%
[2025-11-25T11:48:26.893789] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.48%, Actual: 0.07%
[2025-11-25T11:48:27.055035] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.63%, Actual: 1.26%
[2025-11-25T11:48:27.068113] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.78%, Actual: 1.01%
[2025-11-25T11:48:27.068336] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 40.7363%
[2025-11-25T11:48:27.068432] [INFO ] [main      ] AFB: DISCARDED add_shelf_lag (score: 40.74%)
[2025-11-25T11:48:27.068480] [INFO ] [main      ] AFB: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:48:27.068519] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11']
[2025-11-25T11:48:27.068560] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:48:27.082828] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:27.083445] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:48:27.084316] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:27.084395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:27.089351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:27.091311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:27.091831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:27.092257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:27.093803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:27.147097] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:48:27.160681] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:48:27.236915] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.40%, Actual: 0.26%
[2025-11-25T11:48:27.327866] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:27.341622] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:27.416984] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 6.0s | Global ETA: 58m 57s
[2025-11-25T11:48:27.417157] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:48:27.418179] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:27.418330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:27.421681] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -3.41%, Actual: 3.27%
[2025-11-25T11:48:27.423520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:27.424636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:27.427173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:27.442229] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.95% | Symbol ETA: 12.7s | Global ETA: 58m 57s
[2025-11-25T11:48:27.442550] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:48:27.443456] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:27.443620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:27.448934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:27.450088] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:48:27.490434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:27.491597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:27.492888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:27.524530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:48:27.526131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:27.628724] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -4.01%, Actual: 5.90%
[2025-11-25T11:48:27.642150] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:27.730394] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 7.8s | Global ETA: 58m 58s
[2025-11-25T11:48:27.730753] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:48:27.731913] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:27.732086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:27.738743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:27.741485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:27.742363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:27.743082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:27.745197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:27.860155] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 2.32%, Actual: 5.70%
[2025-11-25T11:48:27.947207] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:48:28.047452] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:48:28.106075] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 2.78%, Actual: 0.13%
[2025-11-25T11:48:28.189512] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:28.250822] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:48:28.264745] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -0.87% | Symbol ETA: 5.6s | Global ETA: 58m 60s
[2025-11-25T11:48:28.264898] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:48:28.265723] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:28.265799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:28.270674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:28.271530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:28.273885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:28.314446] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -2.15%, Actual: 1.10%
[2025-11-25T11:48:28.323049] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:28.328633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:28.329723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:28.330917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:28.477504] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 2.90% | Symbol ETA: 13.3s | Global ETA: 59m 0s
[2025-11-25T11:48:28.477874] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:48:28.479091] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:28.479279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:28.486550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:28.497808] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:28.519384] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 8.79%, Actual: 2.35%
[2025-11-25T11:48:28.519662] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 43.2255%
[2025-11-25T11:48:28.519775] [INFO ] [main      ] GTN: DISCARDED add_true_range (score: 43.23%)
[2025-11-25T11:48:28.519831] [INFO ] [main      ] GTN: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:48:28.519874] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_vol_of_vol']
[2025-11-25T11:48:28.519922] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:48:28.534042] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:28.534669] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:48:28.535513] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:28.535586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:28.536325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:28.538869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:28.540110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:28.549030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:48:28.550066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:28.563277] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 7.9s | Global ETA: 59m 0s
[2025-11-25T11:48:28.563487] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:48:28.564314] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:28.564458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:28.569346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:28.571219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:28.571826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:28.572305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:28.573937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:28.673216] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:48:28.842527] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:28.898722] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:48:28.914999] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 4.8s | Global ETA: 59m 1s
[2025-11-25T11:48:28.915137] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:48:28.915909] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:28.915984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:28.918904] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:48:28.920738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:28.921535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:28.923921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:28.967314] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:48:28.978174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:28.979076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:28.980215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:29.077373] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:29.089486] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:29.145986] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:29.147033] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -6.27% | Symbol ETA: 6.7s | Global ETA: 59m 2s
[2025-11-25T11:48:29.147189] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:48:29.147987] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:29.148063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:29.148819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:29.151301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:29.152587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:29.153946] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 6.9s | Global ETA: 59m 2s
[2025-11-25T11:48:29.154088] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:48:29.154844] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:29.154919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:29.159751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:29.161479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:29.161979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:29.162379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:29.163969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:29.262665] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.24% | Symbol ETA: 12.2s | Global ETA: 59m 2s
[2025-11-25T11:48:29.262961] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:48:29.263849] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:29.264004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:29.269147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:29.320911] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:48:29.327360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:48:29.328523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:29.495955] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:29.501894] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:48:29.511625] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:48:29.568564] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.11% | Symbol ETA: 4.1s | Global ETA: 59m 3s
[2025-11-25T11:48:29.568723] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:48:29.569490] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:29.569566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:29.574574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:29.575414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:29.577831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:29.632916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:29.633850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:29.634998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:29.678170] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:29.687441] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:29.687509] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:48:29.753969] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 6.0s | Global ETA: 59m 4s
[2025-11-25T11:48:29.754120] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:48:29.754947] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:29.755026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:29.758694] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 3.94% | Symbol ETA: 6.1s | Global ETA: 59m 4s
[2025-11-25T11:48:29.758841] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:48:29.759607] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:29.759698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:29.760200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:29.760408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:29.762300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:29.762837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:29.763088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:29.763239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:29.764290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:29.764618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:29.862443] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:29.974265] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -2.09% | Symbol ETA: 11.2s | Global ETA: 59m 4s
[2025-11-25T11:48:29.974568] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:48:29.975568] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:29.975774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:29.980984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:29.989394] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:48:30.037000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:48:30.038131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:30.118161] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:48:30.125598] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:48:30.166022] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:30.243353] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.64% | Symbol ETA: 3.4s | Global ETA: 59m 5s
[2025-11-25T11:48:30.243507] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:48:30.244346] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:30.244428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:30.249681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:30.250889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:30.253521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:30.300271] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:30.301134] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:30.310897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:30.312012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:30.313220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:30.369524] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 5.3s | Global ETA: 59m 6s
[2025-11-25T11:48:30.369691] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:48:30.370399] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -1.57% | Symbol ETA: 5.5s | Global ETA: 59m 6s
[2025-11-25T11:48:30.370493] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:30.370552] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:48:30.370567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:30.371320] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:30.371394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:30.372094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:30.374420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:30.375473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:30.375599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:30.377555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:30.378056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:30.378456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:30.379839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:30.392179] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:48:30.564572] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:30.673394] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 10.3s | Global ETA: 59m 6s
[2025-11-25T11:48:30.673556] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:48:30.674332] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:30.674441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:30.679219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:30.697220] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:48:30.728303] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:48:30.735571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:48:30.736673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:30.747519] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:48:30.869402] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:30.906087] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:30.925833] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:30.943036] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.24% | Symbol ETA: 2.7s | Global ETA: 59m 7s
[2025-11-25T11:48:30.943317] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:48:30.944173] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:30.944313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:30.950098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:30.951084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:30.953680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:30.978874] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.45% | Symbol ETA: 4.9s | Global ETA: 59m 7s
[2025-11-25T11:48:30.979026] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:48:30.979911] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:30.979987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:30.980735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:30.983206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:30.984425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:30.992874] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.08% | Symbol ETA: 4.6s | Global ETA: 59m 7s
[2025-11-25T11:48:30.993022] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:48:30.993812] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:30.993891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:30.999410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:31.001443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:31.001956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:31.002366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:31.003749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:31.010246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:31.011343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:31.012556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:31.090912] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:48:31.265544] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:31.340898] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:48:31.366739] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:48:31.373205] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:48:31.376301] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 9.4s | Global ETA: 59m 9s
[2025-11-25T11:48:31.376470] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:48:31.377263] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:31.377338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:31.382565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:31.436351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:48:31.437117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:31.517617] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:31.545674] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:31.547266] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:31.588978] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -4.74% | Symbol ETA: 4.3s | Global ETA: 59m 9s
[2025-11-25T11:48:31.589125] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:48:31.589926] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:31.590000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:31.590731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:31.593213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:31.594914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:31.613392] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 4.0s | Global ETA: 59m 9s
[2025-11-25T11:48:31.613546] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:48:31.614331] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:31.614406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:31.619297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:31.621138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:31.621621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:31.622102] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -2.85% | Symbol ETA: 2.0s | Global ETA: 59m 9s
[2025-11-25T11:48:31.622265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:31.622296] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:48:31.623170] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:31.623312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:31.623601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:31.628434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:31.629351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:31.631826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:31.689256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:31.690432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:31.691690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:31.786377] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:48:31.969794] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:48:31.972284] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:31.979525] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:48:32.042056] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:48:32.084110] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.45% | Symbol ETA: 8.6s | Global ETA: 59m 11s
[2025-11-25T11:48:32.084428] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:48:32.085286] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:32.085426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:32.090815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:32.144023] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:32.145413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:48:32.146539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:32.212609] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -1.34% | Symbol ETA: 3.7s | Global ETA: 59m 11s
[2025-11-25T11:48:32.212900] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:48:32.213743] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:32.213872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:32.214632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:32.215817] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:32.217091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:32.218346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:32.221771] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:32.288894] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 3.3s | Global ETA: 59m 11s
[2025-11-25T11:48:32.289221] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:48:32.289364] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 1.3s | Global ETA: 59m 11s
[2025-11-25T11:48:32.290108] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:32.290265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:32.295283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:32.297452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:32.298082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:32.298575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:32.300073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:32.462783] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.55%, Actual: 1.80%
[2025-11-25T11:48:32.504908] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:48:32.557509] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:48:32.637242] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.66%, Actual: 1.05%
[2025-11-25T11:48:32.664578] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:48:32.674617] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:32.724835] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:32.782946] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 7.9s | Global ETA: 59m 13s
[2025-11-25T11:48:32.783217] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:48:32.784051] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:32.784190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:32.789039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:32.792726] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 4.01% | Symbol ETA: 3.1s | Global ETA: 59m 13s
[2025-11-25T11:48:32.793027] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:48:32.793864] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:32.793996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:32.794760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:32.797192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:32.798408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:32.809292] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 0.03%
[2025-11-25T11:48:32.833557] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:32.843704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:48:32.844557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:32.896305] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 1.08% | Symbol ETA: 2.7s | Global ETA: 59m 13s
[2025-11-25T11:48:32.896448] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:48:32.897243] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:32.897316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:32.902059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:32.903820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:32.904291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:32.904701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:48:32.906033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:32.982788] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -0.87%, Actual: 1.54%
[2025-11-25T11:48:33.134555] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:48:33.152004] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 1.74%
[2025-11-25T11:48:33.183347] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:48:33.245487] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:48:33.303764] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:33.321880] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.11%, Actual: 1.54%
[2025-11-25T11:48:33.351933] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:33.370765] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 2.4s | Global ETA: 59m 14s
[2025-11-25T11:48:33.371025] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:48:33.371853] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:33.371984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:33.372750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:33.375148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:33.376368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:33.416553] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:33.462494] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 1.50% | Symbol ETA: 7.1s | Global ETA: 59m 14s
[2025-11-25T11:48:33.462770] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:48:33.463589] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:33.463747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:33.468585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:33.479059] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -1.28% | Symbol ETA: 2.0s | Global ETA: 59m 15s
[2025-11-25T11:48:33.491441] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.64%, Actual: 0.28%
[2025-11-25T11:48:33.522923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:48:33.523852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:33.653512] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:48:33.667397] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 0.78%
[2025-11-25T11:48:33.715416] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:48:33.829116] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 0.15%
[2025-11-25T11:48:33.840071] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -2.85%, Actual: 1.98%
[2025-11-25T11:48:33.869288] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:48:33.884874] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:33.952171] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -1.33% | Symbol ETA: 1.8s | Global ETA: 59m 16s
[2025-11-25T11:48:33.952472] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:48:33.953328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:33.953460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:33.954230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:33.956636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:33.958291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:34.003686] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 0.33%
[2025-11-25T11:48:34.015218] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.23%, Actual: 0.87%
[2025-11-25T11:48:34.015697] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 43.0031%
[2025-11-25T11:48:34.016109] [INFO ] [main      ] GSBD: DISCARDED add_vol_of_vol (score: 43.00%)
[2025-11-25T11:48:34.016268] [INFO ] [main      ] GSBD: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:48:34.016417] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_sma_ratio', 'add_volatility_decay_ratio']
[2025-11-25T11:48:34.016573] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:48:34.040161] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:34.064197] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:34.064957] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:48:34.065928] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:34.066072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:34.071051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:34.071986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:34.074613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:34.131757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:34.132849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:34.134103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:34.148011] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.20% | Symbol ETA: 6.3s | Global ETA: 59m 16s
[2025-11-25T11:48:34.178815] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.02%
[2025-11-25T11:48:34.307080] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:48:34.317403] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.95%, Actual: 0.27%
[2025-11-25T11:48:34.349288] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.27%
[2025-11-25T11:48:34.477184] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:34.477203] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:48:34.486188] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 2.90%, Actual: 2.79%
[2025-11-25T11:48:34.522550] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.27%
[2025-11-25T11:48:34.544959] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 5.21% | Symbol ETA: 1.2s | Global ETA: 59m 18s
[2025-11-25T11:48:34.648485] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:34.655046] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.24%, Actual: 1.15%
[2025-11-25T11:48:34.696075] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.11%
[2025-11-25T11:48:34.719732] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -6.27%, Actual: 3.08%
[2025-11-25T11:48:34.724045] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 2.97% | Symbol ETA: 7.1s | Global ETA: 59m 18s
[2025-11-25T11:48:34.724255] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:48:34.725107] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:34.725247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:34.730019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:34.730886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:34.733239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:34.789705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:34.790749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:34.791990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:34.823582] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -2.09%, Actual: 1.48%
[2025-11-25T11:48:34.867718] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.10%
[2025-11-25T11:48:34.889276] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 3.94%, Actual: 2.36%
[2025-11-25T11:48:34.992356] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -0.31%, Actual: 1.08%
[2025-11-25T11:48:35.040778] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 1.08%, Actual: 0.07%
[2025-11-25T11:48:35.057543] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -1.57%, Actual: 1.26%
[2025-11-25T11:48:35.133987] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:48:35.161812] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 0.53%
[2025-11-25T11:48:35.214918] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -1.28%, Actual: 1.01%
[2025-11-25T11:48:35.215273] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 39.6367%
[2025-11-25T11:48:35.215455] [INFO ] [main      ] AFB: DISCARDED add_signed_carry_history_11 (score: 39.64%)
[2025-11-25T11:48:35.215583] [INFO ] [main      ] AFB: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:48:35.215728] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_sma_ratio']
[2025-11-25T11:48:35.215840] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:48:35.228574] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.45%, Actual: 0.26%
[2025-11-25T11:48:35.229739] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:35.230306] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:48:35.231213] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:35.231359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:35.236407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:35.238372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:35.238998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:35.239481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:35.240284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:35.304920] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:35.334598] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.45%, Actual: 2.44%
[2025-11-25T11:48:35.381057] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -2.17% | Symbol ETA: 6.4s | Global ETA: 59m 20s
[2025-11-25T11:48:35.381355] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:48:35.382303] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:35.382445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:35.387796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:35.388866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:35.391579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:35.402057] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -4.74%, Actual: 3.27%
[2025-11-25T11:48:35.451224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:35.452382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:35.453691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:35.506397] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.46%, Actual: 0.25%
[2025-11-25T11:48:35.572052] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -1.34%, Actual: 5.90%
[2025-11-25T11:48:35.587706] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:48:35.702848] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.50%, Actual: 1.01%
[2025-11-25T11:48:35.742050] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 4.01%, Actual: 5.70%
[2025-11-25T11:48:35.760041] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:35.799952] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:48:35.825479] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 7.1s | Global ETA: 59m 21s
[2025-11-25T11:48:35.825626] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:48:35.826407] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:35.826482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:35.831300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:35.833203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:35.833733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:35.834131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:35.834829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:35.906407] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.20%, Actual: 0.83%
[2025-11-25T11:48:35.906690] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 48.3959%
[2025-11-25T11:48:35.906825] [INFO ] [main      ] CBU: DISCARDED add_prev_1100_to_open (score: 48.40%)
[2025-11-25T11:48:35.906887] [INFO ] [main      ] CBU: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:48:35.906945] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_prev_close_to_1100']
[2025-11-25T11:48:35.907068] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:48:35.923626] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:35.924427] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:48:35.925588] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:35.925719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:35.927332] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.13%
[2025-11-25T11:48:35.931805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:35.971076] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:36.000055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:48:36.001284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:36.043451] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 5.7s | Global ETA: 59m 22s
[2025-11-25T11:48:36.043597] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:48:36.044351] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:36.044427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:36.049557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:36.050548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:36.052929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:36.099603] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -1.33%, Actual: 1.10%
[2025-11-25T11:48:36.108029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:36.109032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:36.110239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:36.184259] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:48:36.267998] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 5.21%, Actual: 2.35%
[2025-11-25T11:48:36.268223] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 47.7414%
[2025-11-25T11:48:36.268306] [INFO ] [main      ] GTN: DISCARDED add_vol_of_vol (score: 47.74%)
[2025-11-25T11:48:36.268355] [INFO ] [main      ] GTN: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:48:36.268391] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_volatility_decay_ratio']
[2025-11-25T11:48:36.268431] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:48:36.281949] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:36.282463] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:48:36.283326] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:36.283401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:36.284131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:36.286481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:36.287862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:36.345089] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:48:36.358279] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:36.421341] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 6.5s | Global ETA: 59m 23s
[2025-11-25T11:48:36.421486] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:48:36.422287] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:36.422382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:36.427220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:36.429077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:36.429571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:36.429990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:36.430693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:36.452934] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:48:36.516665] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:36.624036] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:48:36.624974] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:36.629608] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.92% | Symbol ETA: 12.6s | Global ETA: 59m 24s
[2025-11-25T11:48:36.629852] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:48:36.630763] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:36.630904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:36.636150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:36.692021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:48:36.693142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:36.696934] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.13% | Symbol ETA: 5.1s | Global ETA: 59m 24s
[2025-11-25T11:48:36.697112] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:48:36.697909] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:36.697984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:36.702769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:36.703675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:36.706028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:36.761207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:36.762237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:36.763434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:36.792524] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:36.797753] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:48:36.859524] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.71% | Symbol ETA: 6.2s | Global ETA: 59m 24s
[2025-11-25T11:48:36.859689] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:48:36.860435] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:36.860510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:36.861211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:36.863545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:36.864788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:36.970828] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:37.034110] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.29% | Symbol ETA: 5.9s | Global ETA: 59m 25s
[2025-11-25T11:48:37.034256] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:48:37.035024] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:37.035118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:37.039987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:37.041660] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:48:37.041999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:37.042596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:37.043063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:37.043851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:37.109198] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:48:37.209350] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:48:37.214955] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:37.288328] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:37.325548] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 2.71% | Symbol ETA: 11.8s | Global ETA: 59m 26s
[2025-11-25T11:48:37.325716] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:48:37.326496] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:37.326585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:37.331525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:37.362346] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 4.4s | Global ETA: 59m 26s
[2025-11-25T11:48:37.362491] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:48:37.363285] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:37.363361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:37.368177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:37.368995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:37.371283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:37.380134] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:37.387766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:48:37.388962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:37.406522] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:48:37.426717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:37.427763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:37.429021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:37.450270] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 0.74% | Symbol ETA: 5.7s | Global ETA: 59m 26s
[2025-11-25T11:48:37.450423] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:48:37.451228] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:37.451309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:37.452041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:37.454421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:37.455680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:37.583207] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:37.651701] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 5.3s | Global ETA: 59m 27s
[2025-11-25T11:48:37.651857] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:48:37.652808] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:37.652907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:37.659323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:37.661859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:37.662576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:37.663002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:37.663767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:37.754983] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:48:37.783717] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:48:37.797127] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:48:37.934866] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:37.964043] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:37.965935] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:38.028300] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:48:38.033948] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 5.1s | Global ETA: 59m 28s
[2025-11-25T11:48:38.034097] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:48:38.034872] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:38.034947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:38.035627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:38.038099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:38.039349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:38.040545] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.44% | Symbol ETA: 3.8s | Global ETA: 59m 28s
[2025-11-25T11:48:38.040777] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:48:38.041672] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:38.041814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:38.047302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:38.048598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:38.051238] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.26% | Symbol ETA: 11.2s | Global ETA: 59m 28s
[2025-11-25T11:48:38.051406] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:48:38.051872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:38.052251] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:38.052345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:38.057455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:38.109405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:38.110435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:38.111820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:38.114911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:48:38.116016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:38.202582] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:38.264748] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 4.7s | Global ETA: 59m 28s
[2025-11-25T11:48:38.264887] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:48:38.265699] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:38.265808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:38.271052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:38.272811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:38.273477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:38.273891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:38.274767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:38.381391] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:48:38.466330] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:48:38.468784] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:48:38.551440] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:38.616921] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:48:38.619508] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 7.08% | Symbol ETA: 4.5s | Global ETA: 59m 29s
[2025-11-25T11:48:38.619665] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:48:38.620422] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:38.620511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:38.621222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:38.623559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:38.625167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:38.639319] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:38.652099] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:38.717126] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -1.45% | Symbol ETA: 3.1s | Global ETA: 59m 30s
[2025-11-25T11:48:38.717486] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:48:38.718967] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:38.719112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:38.724704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:38.725976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:38.728753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:38.769564] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -0.65% | Symbol ETA: 10.5s | Global ETA: 59m 30s
[2025-11-25T11:48:38.769726] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:48:38.770497] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:38.770579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:38.775377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:38.788259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:38.789399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:38.790683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:38.794487] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:38.833234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:48:38.834295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:38.856837] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 4.1s | Global ETA: 59m 30s
[2025-11-25T11:48:38.856949] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:48:38.857741] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:38.857814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:38.862814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:38.864846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:38.865328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:38.865744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:38.866630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:38.968259] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:48:39.138013] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:39.152287] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:48:39.187222] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:48:39.207082] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -1.76% | Symbol ETA: 3.9s | Global ETA: 59m 31s
[2025-11-25T11:48:39.207707] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:48:39.209031] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:39.209177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:39.210048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:39.212592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:39.214429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:39.218416] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:48:39.330318] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:39.366126] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:39.395969] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:39.402745] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.41% | Symbol ETA: 2.5s | Global ETA: 59m 32s
[2025-11-25T11:48:39.402899] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:48:39.404323] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:39.404409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:39.410130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:39.411473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:39.414631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:39.456197] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 3.5s | Global ETA: 59m 32s
[2025-11-25T11:48:39.456486] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:48:39.457338] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:39.457480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:39.462366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:39.464220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:39.464790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:39.465253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:39.466023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:39.471796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:39.473074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:39.473205] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -1.34% | Symbol ETA: 9.8s | Global ETA: 59m 32s
[2025-11-25T11:48:39.473482] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:48:39.474324] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:39.474466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:39.474456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:39.479306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:39.534117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:48:39.534996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:39.593397] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:48:39.782138] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:39.806039] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:48:39.834076] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:48:39.848809] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -1.46% | Symbol ETA: 3.4s | Global ETA: 59m 33s
[2025-11-25T11:48:39.848957] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:48:39.849717] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:39.849810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:39.850502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:39.852856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:39.854265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:39.874225] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:48:39.987752] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:40.006663] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:40.044298] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:40.052939] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 2.9s | Global ETA: 59m 33s
[2025-11-25T11:48:40.053093] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:48:40.053852] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:40.053927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:40.058698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:40.060431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:40.060928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:40.061322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:40.062001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:40.081658] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -4.26% | Symbol ETA: 1.8s | Global ETA: 59m 34s
[2025-11-25T11:48:40.081851] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:48:40.083516] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:40.083624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:40.089346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:40.090313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:40.092772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:40.151931] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 1.45% | Symbol ETA: 9.0s | Global ETA: 59m 34s
[2025-11-25T11:48:40.152085] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:48:40.152917] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:40.152844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:40.153022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:40.153910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:40.155209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:40.158209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:40.212013] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:48:40.215691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:48:40.216675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:40.384803] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:40.402161] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:48:40.454792] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 2.8s | Global ETA: 59m 35s
[2025-11-25T11:48:40.455036] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:48:40.455887] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:40.456028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:40.456817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:40.459326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:40.460666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:40.526271] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:48:40.572621] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:48:40.574913] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:40.635427] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.63% | Symbol ETA: 2.3s | Global ETA: 59m 35s
[2025-11-25T11:48:40.635574] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:48:40.636324] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:40.636398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:40.641182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:40.642941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:40.643415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:40.643827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:40.644489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:40.709150] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:40.747314] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:40.781696] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.48% | Symbol ETA: 1.1s | Global ETA: 59m 36s
[2025-11-25T11:48:40.809868] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:48:40.853811] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.38% | Symbol ETA: 8.3s | Global ETA: 59m 36s
[2025-11-25T11:48:40.853959] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:48:40.854721] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:40.854796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:40.859526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:40.915010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:48:40.915814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:40.952885] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 2.97%, Actual: 1.80%
[2025-11-25T11:48:40.982776] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:40.983670] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:48:41.051806] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -2.75% | Symbol ETA: 2.2s | Global ETA: 59m 36s
[2025-11-25T11:48:41.052105] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:48:41.052962] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:41.053104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:41.053909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:41.056348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:41.057716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:41.123155] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.17%, Actual: 1.05%
[2025-11-25T11:48:41.152789] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:41.220062] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.94% | Symbol ETA: 1.7s | Global ETA: 59m 37s
[2025-11-25T11:48:41.255310] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:48:41.295357] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.03%
[2025-11-25T11:48:41.390550] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.05%, Actual: 0.04%
[2025-11-25T11:48:41.398753] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:48:41.421528] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:41.472752] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.13%, Actual: 1.54%
[2025-11-25T11:48:41.528582] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 7.6s | Global ETA: 59m 38s
[2025-11-25T11:48:41.528751] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:48:41.529503] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:41.529578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:41.534294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:41.559348] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 0.15%
[2025-11-25T11:48:41.571318] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:41.588293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:48:41.589089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:41.636634] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 0.80% | Symbol ETA: 1.6s | Global ETA: 59m 38s
[2025-11-25T11:48:41.636914] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:48:41.637760] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:41.637900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:41.638671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:41.641103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:41.642386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:41.646901] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 1.74%
[2025-11-25T11:48:41.729463] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 0.33%
[2025-11-25T11:48:41.822103] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.44%, Actual: 1.54%
[2025-11-25T11:48:41.902614] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.02%
[2025-11-25T11:48:41.924871] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:48:41.984528] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:48:42.000059] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -1.45%, Actual: 0.28%
[2025-11-25T11:48:42.073166] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.27%
[2025-11-25T11:48:42.092677] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:42.155467] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:42.178241] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.41%, Actual: 0.78%
[2025-11-25T11:48:42.203757] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 1.09% | Symbol ETA: 6.9s | Global ETA: 59m 40s
[2025-11-25T11:48:42.203905] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:48:42.204675] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:42.204748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:42.209477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:42.222403] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.54% | Symbol ETA: 1.0s | Global ETA: 59m 40s
[2025-11-25T11:48:42.243589] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.14%, Actual: 0.27%
[2025-11-25T11:48:42.263620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:48:42.264559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:42.359250] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -4.26%, Actual: 1.98%
[2025-11-25T11:48:42.394060] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.71%, Actual: 3.08%
[2025-11-25T11:48:42.414000] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:48:42.546685] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 0.87%
[2025-11-25T11:48:42.546929] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 48.8284%
[2025-11-25T11:48:42.547055] [INFO ] [main      ] GSBD: DISCARDED add_volatility_decay_ratio (score: 48.83%)
[2025-11-25T11:48:42.547108] [INFO ] [main      ] GSBD: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:48:42.547150] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_sma_ratio', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:48:42.547192] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:48:42.560362] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:42.561055] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:48:42.561914] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:42.561984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:42.567082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:42.567993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:42.570508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:42.579957] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 2.36%
[2025-11-25T11:48:42.586543] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 0.10%
[2025-11-25T11:48:42.627275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:42.628261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:42.630122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:42.630747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:42.631952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:42.634114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:42.642819] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:48:42.750564] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 1.26%
[2025-11-25T11:48:42.758767] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 0.07%
[2025-11-25T11:48:42.836842] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:42.923615] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 7.08%, Actual: 0.26%
[2025-11-25T11:48:42.932681] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.94%, Actual: 1.01%
[2025-11-25T11:48:42.932891] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 43.1053%
[2025-11-25T11:48:42.932980] [INFO ] [main      ] AFB: DISCARDED add_sma_ratio (score: 43.11%)
[2025-11-25T11:48:42.933029] [INFO ] [main      ] AFB: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:48:42.933069] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_vol_of_vol']
[2025-11-25T11:48:42.933109] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:48:42.946793] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:42.947384] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:48:42.948274] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:42.948348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:42.951861] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.51% | Symbol ETA: 6.2s | Global ETA: 59m 42s
[2025-11-25T11:48:42.953186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:42.954996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:42.955477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:42.955899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:42.956998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:42.978303] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:48:43.100288] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -1.76%, Actual: 3.27%
[2025-11-25T11:48:43.130016] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.92%, Actual: 0.27%
[2025-11-25T11:48:43.147407] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:43.223236] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.09% | Symbol ETA: 6.9s | Global ETA: 59m 43s
[2025-11-25T11:48:43.223512] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:48:43.224367] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:43.224452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:43.229263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:43.230164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:43.232571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:43.271748] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 5.90%
[2025-11-25T11:48:43.289876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:43.291205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:43.293266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:43.293844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:43.295131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:43.296341] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:48:43.297538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:43.302763] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 2.71%, Actual: 2.79%
[2025-11-25T11:48:43.445478] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 5.70%
[2025-11-25T11:48:43.465834] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:43.475740] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.26%, Actual: 1.15%
[2025-11-25T11:48:43.529524] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 6.5s | Global ETA: 59m 43s
[2025-11-25T11:48:43.529830] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:48:43.530663] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:43.530803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:43.535576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:43.537405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:43.537981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:43.538454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:43.539638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:43.621832] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -2.75%, Actual: 0.13%
[2025-11-25T11:48:43.652106] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 1.48%
[2025-11-25T11:48:43.657252] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:48:43.801219] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 1.10%
[2025-11-25T11:48:43.826937] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -1.34%, Actual: 1.08%
[2025-11-25T11:48:43.839039] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:43.880422] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:48:43.918544] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.25% | Symbol ETA: 6.3s | Global ETA: 59m 45s
[2025-11-25T11:48:43.918866] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:48:43.919700] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:43.919842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:43.925084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:43.926006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:43.928596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:43.971279] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.54%, Actual: 2.35%
[2025-11-25T11:48:43.971634] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 32.2087%
[2025-11-25T11:48:43.971846] [INFO ] [main      ] GTN: DISCARDED add_volatility_decay_ratio (score: 32.21%)
[2025-11-25T11:48:43.971964] [INFO ] [main      ] GTN: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:48:43.972068] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:48:43.972181] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:48:43.985596] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:43.986205] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:48:43.986689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:43.987133] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:43.987211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:43.987990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:43.988015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:43.990138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:43.990402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:43.990804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:43.992065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:43.992189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:43.992829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:43.994033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:43.994428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:43.996066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:43.999484] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 1.45%, Actual: 0.53%
[2025-11-25T11:48:44.048787] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:44.111697] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.42% | Symbol ETA: 5.9s | Global ETA: 59m 45s
[2025-11-25T11:48:44.111863] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:48:44.112616] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:44.112726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:44.118017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:44.119860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:44.120408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:44.120927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:44.122087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:44.190870] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.38%, Actual: 2.44%
[2025-11-25T11:48:44.340020] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:48:44.352156] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:48:44.362865] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.25%
[2025-11-25T11:48:44.462392] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:48:44.510954] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:44.530413] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:44.540746] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.09%, Actual: 1.01%
[2025-11-25T11:48:44.583263] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -10.82% | Symbol ETA: 6.2s | Global ETA: 59m 46s
[2025-11-25T11:48:44.583556] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:48:44.584392] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:44.584535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:44.585307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:44.587820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:44.589705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:44.590279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:44.591455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:44.593584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:44.611270] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.86% | Symbol ETA: 5.7s | Global ETA: 59m 47s
[2025-11-25T11:48:44.611549] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:48:44.612405] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:44.612549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:44.617568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:44.618477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:44.620950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:44.632729] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:44.679488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:44.680667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:44.682805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:44.683508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:44.684734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:44.686935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:44.695533] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 5.3s | Global ETA: 59m 47s
[2025-11-25T11:48:44.695701] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:48:44.696496] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:44.696726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:44.701521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:44.703374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:44.703978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:44.704440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:44.705595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:44.714367] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.51%, Actual: 0.83%
[2025-11-25T11:48:44.714710] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 56.0285%
[2025-11-25T11:48:44.714875] [INFO ] [main      ] CBU: DISCARDED add_prev_close_to_1100 (score: 56.03%)
[2025-11-25T11:48:44.714998] [INFO ] [main      ] CBU: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:48:44.715094] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_prev_close_to_open']
[2025-11-25T11:48:44.715192] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:48:44.728706] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:44.729270] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:48:44.730218] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:44.730348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:44.735281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:44.792508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:48:44.793422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:44.936411] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:48:45.043244] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:48:45.047211] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:48:45.106339] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:45.144257] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:48:45.179326] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 3.41% | Symbol ETA: 5.6s | Global ETA: 59m 48s
[2025-11-25T11:48:45.179618] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:48:45.180407] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:45.180548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:45.181313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:45.183740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:45.185610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:45.186195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:45.187404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:45.189490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:45.211325] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:45.222860] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:45.272987] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.43% | Symbol ETA: 4.7s | Global ETA: 59m 48s
[2025-11-25T11:48:45.273280] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:48:45.274130] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:45.274271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:45.279351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:45.281374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:45.281880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:45.282345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:45.283611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:45.306559] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 5.0s | Global ETA: 59m 49s
[2025-11-25T11:48:45.306893] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:48:45.307862] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:45.308018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:45.313348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:45.314544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:45.317117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:45.318790] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:45.373218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:45.374344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:45.376351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:45.377073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:45.378267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:45.380358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:45.428401] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -3.66% | Symbol ETA: 11.8s | Global ETA: 59m 49s
[2025-11-25T11:48:45.428687] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:48:45.429489] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:45.429622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:45.434480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:45.489318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:48:45.490145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:45.560633] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:48:45.619721] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:48:45.732806] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:48:45.749306] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:45.787749] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:45.824901] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 5.1s | Global ETA: 59m 50s
[2025-11-25T11:48:45.825205] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:48:45.826079] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:45.826223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:45.827004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:45.829151] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:48:45.829536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:45.831473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:45.832092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:45.833329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:45.835658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:45.849290] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 4.1s | Global ETA: 59m 50s
[2025-11-25T11:48:45.849435] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:48:45.850189] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:45.850265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:45.855040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:45.856943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:45.857514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:45.858013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:45.859154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:45.914478] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:45.994627] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.75% | Symbol ETA: 4.3s | Global ETA: 59m 51s
[2025-11-25T11:48:45.994950] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:48:45.996479] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:45.996624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:46.000369] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:46.001965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:46.002907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:46.005451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:46.062508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:46.063605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:46.065517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:46.066090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:46.067317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:46.069443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:46.112888] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 2.17% | Symbol ETA: 11.0s | Global ETA: 59m 51s
[2025-11-25T11:48:46.113173] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:48:46.114086] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:46.114230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:46.119265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:46.175692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:48:46.176639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:46.178496] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:48:46.195707] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:48:46.365886] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:46.370727] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:46.428746] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:48:46.433038] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: 59m 52s
[2025-11-25T11:48:46.433256] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:48:46.434097] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:46.434236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:46.438730] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 9.13% | Symbol ETA: 4.5s | Global ETA: 59m 52s
[2025-11-25T11:48:46.438879] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:48:46.439102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:46.439635] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:46.439731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:46.440414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:46.441008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:46.441553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:46.442041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:46.442779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:46.443185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:46.444526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:46.445056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:46.446174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:46.448393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:46.537126] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:48:46.605404] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:46.684884] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.19% | Symbol ETA: 3.7s | Global ETA: 59m 53s
[2025-11-25T11:48:46.685181] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:48:46.686106] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:46.686253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:46.691211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:46.692196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:46.694848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:46.712975] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:46.752318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:46.753374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:46.755256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:46.755935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:46.757244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:46.759627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:46.780413] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:48:46.786506] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:48:46.824617] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -3.27% | Symbol ETA: 10.4s | Global ETA: 59m 53s
[2025-11-25T11:48:46.824802] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:48:46.825601] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:46.825693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:46.830558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:46.887176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:48:46.888127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:46.948013] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:46.955380] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:47.009248] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 3.0s | Global ETA: 59m 53s
[2025-11-25T11:48:47.009396] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:48:47.010165] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:47.010241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:47.015027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:47.016764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:47.017297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:47.017712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:47.018795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:47.030802] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -3.14% | Symbol ETA: 3.9s | Global ETA: 59m 54s
[2025-11-25T11:48:47.031029] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:48:47.031848] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:47.031992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:47.032777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:47.035242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:47.037132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:47.037741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:47.038998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:47.041187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:47.104967] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:48:47.241427] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:48:47.276515] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:47.354321] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -2.20% | Symbol ETA: 3.0s | Global ETA: 59m 54s
[2025-11-25T11:48:47.354608] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:48:47.355445] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:47.355533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:47.360339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:47.361237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:47.363710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:47.363943] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:48:47.383054] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:48:47.417947] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:47.419086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:47.420084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:47.421962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:47.422472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:47.423587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:47.425677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:47.531615] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.07% | Symbol ETA: 9.7s | Global ETA: 59m 55s
[2025-11-25T11:48:47.531781] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:48:47.532396] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:47.532548] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:47.532618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:47.537811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:47.553453] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:47.593089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:48:47.593240] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.52% | Symbol ETA: 2.4s | Global ETA: 59m 55s
[2025-11-25T11:48:47.593392] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:48:47.593992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:47.594149] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:47.594225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:47.598984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:47.600721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:47.601196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:47.601590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:47.602686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:47.627278] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -3.73% | Symbol ETA: 3.2s | Global ETA: 59m 55s
[2025-11-25T11:48:47.627515] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:48:47.628359] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:47.628502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:47.629295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:47.631733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:47.633571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:47.634166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:47.635355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:47.637514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:47.785570] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:48:47.931494] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:48:47.936364] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:48:47.962460] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:47.975415] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:48:48.038610] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.36% | Symbol ETA: 2.3s | Global ETA: 59m 56s
[2025-11-25T11:48:48.038786] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:48:48.039546] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:48.039619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:48.044443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:48.045268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:48.047807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:48.100124] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:48.103119] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:48.105613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:48.106668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:48.108577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:48.109082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:48.110206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:48.112262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:48.147791] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:48.163941] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.65% | Symbol ETA: 1.8s | Global ETA: 59m 57s
[2025-11-25T11:48:48.164091] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:48:48.164843] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:48.164918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:48.169661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:48.171378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:48.171883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:48.172273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:48.173341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:48.209022] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -1.09% | Symbol ETA: 9.0s | Global ETA: 59m 57s
[2025-11-25T11:48:48.209174] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:48:48.209984] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:48.210062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:48.215262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:48.221241] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 2.27% | Symbol ETA: 2.6s | Global ETA: 59m 57s
[2025-11-25T11:48:48.221503] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:48:48.222366] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:48.222508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:48.223296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:48.225779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:48.227703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:48.228308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:48.229511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:48.231669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:48.273321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:48:48.274299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:48.457688] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:48:48.510811] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:48:48.578793] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:48:48.629129] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:48:48.629339] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:48.678806] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:48.707187] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -2.12% | Symbol ETA: 1.6s | Global ETA: 59m 58s
[2025-11-25T11:48:48.707453] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:48:48.708357] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:48:48.708505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:48.713516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:48.714421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:48.716851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:48.739970] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.65% | Symbol ETA: 1.2s | Global ETA: 59m 58s
[2025-11-25T11:48:48.751316] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:48.771879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:48.772911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:48.774835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:48.775397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:48.776593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:48.778972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:48.814909] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:48.828023] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -1.90% | Symbol ETA: 2.0s | Global ETA: 59m 59s
[2025-11-25T11:48:48.828270] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:48:48.829125] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:48.829274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:48.830063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:48.832511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:48.835724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:48.836308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:48.838246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:48.841448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:48.912736] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.05%, Actual: 0.04%
[2025-11-25T11:48:48.934921] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -1.17% | Symbol ETA: 8.3s | Global ETA: 59m 59s
[2025-11-25T11:48:48.935079] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:48:48.935894] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:48.935973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:48.941230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:48.999157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:48:49.000169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:49.081220] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 0.15%
[2025-11-25T11:48:49.132782] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:48:49.191624] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:48:49.251097] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.33%
[2025-11-25T11:48:49.304413] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:49.342144] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:48:49.358177] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:49.383714] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.35% | Symbol ETA: 0.9s | Global ETA: 1h 0m 0s
[2025-11-25T11:48:49.421892] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.02%
[2025-11-25T11:48:49.429934] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -3.06% | Symbol ETA: 1.4s | Global ETA: 1h 0m 0s
[2025-11-25T11:48:49.430238] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:48:49.431077] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:49.431216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:49.432039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:49.434437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:49.436264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:49.436859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:49.438057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:49.440201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:49.509931] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:49.553942] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.09%, Actual: 1.80%
[2025-11-25T11:48:49.591460] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 0.27%
[2025-11-25T11:48:49.628337] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 7.6s | Global ETA: 1h 0m 1s
[2025-11-25T11:48:49.628625] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:48:49.629478] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:49.629613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:49.634714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:49.695680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:48:49.697077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:49.725262] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.25%, Actual: 1.05%
[2025-11-25T11:48:49.762318] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T11:48:49.775868] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:48:49.897867] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.86%, Actual: 0.03%
[2025-11-25T11:48:49.936690] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.11%
[2025-11-25T11:48:49.944433] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:50.016475] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 7.10% | Symbol ETA: 0.8s | Global ETA: 1h 0m 2s
[2025-11-25T11:48:50.057052] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:48:50.065992] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -0.78%, Actual: 1.54%
[2025-11-25T11:48:50.110933] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.10%
[2025-11-25T11:48:50.187230] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -10.82%, Actual: 3.08%
[2025-11-25T11:48:50.232278] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.75%, Actual: 1.74%
[2025-11-25T11:48:50.234134] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:50.283415] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.65%, Actual: 0.07%
[2025-11-25T11:48:50.344443] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -1.79% | Symbol ETA: 6.9s | Global ETA: 1h 0m 3s
[2025-11-25T11:48:50.344749] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:48:50.345582] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:50.345737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:50.350769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:50.368246] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 3.41%, Actual: 2.36%
[2025-11-25T11:48:50.398623] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.19%, Actual: 1.54%
[2025-11-25T11:48:50.406963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:48:50.408097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:50.453836] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 1.01%
[2025-11-25T11:48:50.454214] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 33.9289%
[2025-11-25T11:48:50.454419] [INFO ] [main      ] AFB: DISCARDED add_vol_of_vol (score: 33.93%)
[2025-11-25T11:48:50.454540] [INFO ] [main      ] AFB: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:48:50.454661] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volatility_decay_ratio']
[2025-11-25T11:48:50.454771] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:48:50.468163] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:50.468720] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:48:50.469622] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:50.469779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:50.474567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:50.476426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:50.476998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:50.477514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:50.478745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:50.537044] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 1.26%
[2025-11-25T11:48:50.567636] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -2.20%, Actual: 0.28%
[2025-11-25T11:48:50.704164] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 9.13%, Actual: 0.26%
[2025-11-25T11:48:50.735663] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.36%, Actual: 0.78%
[2025-11-25T11:48:50.767086] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:48:50.816011] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:48:50.873613] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -3.14%, Actual: 3.27%
[2025-11-25T11:48:50.904316] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -2.12%, Actual: 1.98%
[2025-11-25T11:48:50.940783] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:50.987212] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:51.042613] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -3.73%, Actual: 5.90%
[2025-11-25T11:48:51.050999] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 6.2s | Global ETA: 1h 0m 5s
[2025-11-25T11:48:51.051279] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:48:51.052188] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:51.052334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:51.054044] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 2.63% | Symbol ETA: 6.2s | Global ETA: 1h 0m 5s
[2025-11-25T11:48:51.054356] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:48:51.055278] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:51.055415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:51.057362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:51.059306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:51.059907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:51.060400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:51.060804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:51.061630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:51.072668] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 0.87%
[2025-11-25T11:48:51.073023] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 48.0843%
[2025-11-25T11:48:51.073184] [INFO ] [main      ] GSBD: DISCARDED add_volatility_state_percentiles (score: 48.08%)
[2025-11-25T11:48:51.073306] [INFO ] [main      ] GSBD: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:48:51.073422] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_sma_ratio', 'add_volume_dispersion']
[2025-11-25T11:48:51.073532] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:48:51.086514] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:51.087084] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:48:51.088009] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:51.088150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:51.092961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:51.093853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:51.096195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:51.117404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:48:51.118445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:51.152415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:51.153598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:51.155156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:51.210193] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 2.27%, Actual: 5.70%
[2025-11-25T11:48:51.377885] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -1.90%, Actual: 0.13%
[2025-11-25T11:48:51.410767] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:48:51.468700] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:48:51.491010] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:48:51.546265] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -3.06%, Actual: 1.10%
[2025-11-25T11:48:51.585392] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:51.647459] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 5.7s | Global ETA: 1h 0m 7s
[2025-11-25T11:48:51.647767] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:48:51.648518] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:51.648620] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:51.648818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:51.653845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:51.655757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:51.656270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:51.656777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:51.658120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:51.662529] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:51.714290] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 7.10%, Actual: 2.35%
[2025-11-25T11:48:51.714622] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 38.3790%
[2025-11-25T11:48:51.714840] [INFO ] [main      ] GTN: DISCARDED add_volatility_state_percentiles (score: 38.38%)
[2025-11-25T11:48:51.714961] [INFO ] [main      ] GTN: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:48:51.715070] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_volume_dispersion']
[2025-11-25T11:48:51.715180] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:48:51.729787] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:51.730484] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:48:51.731422] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:51.731564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:51.732364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:51.734811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:51.735523] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.84% | Symbol ETA: 6.5s | Global ETA: 1h 0m 7s
[2025-11-25T11:48:51.735708] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:48:51.736427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:51.736634] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:51.736846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:51.741756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:51.742695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:51.745126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:51.758220] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 1.24% | Symbol ETA: 5.5s | Global ETA: 1h 0m 7s
[2025-11-25T11:48:51.801964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:51.803155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:51.804745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:51.928318] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -3.66%, Actual: 0.27%
[2025-11-25T11:48:52.000556] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:48:52.074409] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:48:52.096111] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 2.17%, Actual: 2.79%
[2025-11-25T11:48:52.143274] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:48:52.169550] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:52.232766] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 5.1s | Global ETA: 1h 0m 8s
[2025-11-25T11:48:52.233057] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:48:52.233946] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:52.234094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:52.239203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:52.241074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:52.241661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:52.242148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:52.242521] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:52.243395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:52.263395] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -3.27%, Actual: 1.15%
[2025-11-25T11:48:52.309495] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.32% | Symbol ETA: 5.9s | Global ETA: 1h 0m 9s
[2025-11-25T11:48:52.309820] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:48:52.310671] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:52.310808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:52.311577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:52.312994] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:52.313997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:52.315488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:52.385363] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -2.10% | Symbol ETA: 5.9s | Global ETA: 1h 0m 9s
[2025-11-25T11:48:52.385697] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:48:52.386513] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:52.386671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:52.392036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:52.392973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:52.395355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:52.451582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:52.452825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:52.454463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:52.456637] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.07%, Actual: 1.48%
[2025-11-25T11:48:52.584764] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:48:52.629185] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -1.09%, Actual: 1.08%
[2025-11-25T11:48:52.651832] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:48:52.759311] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:52.796508] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:48:52.797798] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -1.17%, Actual: 0.53%
[2025-11-25T11:48:52.821401] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 4.5s | Global ETA: 1h 0m 10s
[2025-11-25T11:48:52.821719] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:48:52.821577] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:52.822511] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:52.822606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:52.827672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:52.829575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:52.830154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:52.830632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:52.831882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:52.889077] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 2.42% | Symbol ETA: 5.3s | Global ETA: 1h 0m 10s
[2025-11-25T11:48:52.889371] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:48:52.890207] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:52.890346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:52.891152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:52.893591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:52.895075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:52.965418] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 2.44%
[2025-11-25T11:48:52.992363] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:53.067390] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -1.07% | Symbol ETA: 5.3s | Global ETA: 1h 0m 11s
[2025-11-25T11:48:53.067702] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:48:53.068524] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:53.068686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:53.073545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:53.074420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:53.076768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:53.130834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:53.131918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:53.132751] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -1.79%, Actual: 0.25%
[2025-11-25T11:48:53.133410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:53.171121] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:48:53.231559] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:48:53.299165] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 2.63%, Actual: 1.01%
[2025-11-25T11:48:53.341115] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:53.399111] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:53.403278] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 3.9s | Global ETA: 1h 0m 12s
[2025-11-25T11:48:53.403556] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:48:53.404434] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:53.404582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:53.409695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:53.411536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:53.412120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:53.412626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:53.413964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:53.466015] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:48:53.466308] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -2.66% | Symbol ETA: 4.7s | Global ETA: 1h 0m 12s
[2025-11-25T11:48:53.466596] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:48:53.466687] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 1.24%, Actual: 0.83%
[2025-11-25T11:48:53.466926] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 42.3757%
[2025-11-25T11:48:53.467072] [INFO ] [main      ] CBU: DISCARDED add_prev_close_to_open (score: 42.38%)
[2025-11-25T11:48:53.467141] [INFO ] [main      ] CBU: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:48:53.467188] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_prior_day_tail_pressure']
[2025-11-25T11:48:53.467239] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:48:53.467405] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:53.467481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:53.468269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:53.470670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:53.472170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:53.480601] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:53.481260] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:48:53.482146] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:53.482325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:53.487185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:53.546494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:48:53.549739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:53.636210] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:53.709920] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.02% | Symbol ETA: 4.6s | Global ETA: 1h 0m 13s
[2025-11-25T11:48:53.710225] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:48:53.711095] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:53.711245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:53.716449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:53.717409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:53.720033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:53.761717] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:48:53.777103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:53.778331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:53.780088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:53.812909] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:48:53.895319] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:48:53.934001] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:53.983191] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:53.996549] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.3s | Global ETA: 1h 0m 14s
[2025-11-25T11:48:53.996867] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:48:53.997772] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:53.997916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:54.003163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:54.005146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:54.005744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:54.006199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:54.007523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:54.051219] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.11% | Symbol ETA: 4.1s | Global ETA: 1h 0m 14s
[2025-11-25T11:48:54.051501] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:48:54.052324] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:54.052465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:54.053252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:54.055747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:54.057290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:54.066034] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:54.154411] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:48:54.186833] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: 0.76% | Symbol ETA: 11.4s | Global ETA: 1h 0m 14s
[2025-11-25T11:48:54.187167] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:48:54.188016] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:54.188150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:54.193214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:54.251402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:48:54.254956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:54.335634] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:54.353592] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:48:54.396161] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:48:54.411902] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.06% | Symbol ETA: 4.0s | Global ETA: 1h 0m 15s
[2025-11-25T11:48:54.412060] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:48:54.412940] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:54.413017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:54.418066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:54.419138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:54.422064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:54.480826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:54.482129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:54.483740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:54.526629] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:54.564194] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:54.588495] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 2.7s | Global ETA: 1h 0m 15s
[2025-11-25T11:48:54.588682] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:48:54.589451] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:54.589703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:54.594813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:54.596721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:54.597324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:54.597837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:54.599065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:54.607858] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:48:54.630977] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 3.5s | Global ETA: 1h 0m 15s
[2025-11-25T11:48:54.631271] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:48:54.632112] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:54.632256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:54.633029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:54.635422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:54.636994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:54.783636] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:54.838112] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:48:54.901420] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 10.7s | Global ETA: 1h 0m 16s
[2025-11-25T11:48:54.901709] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:48:54.902536] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:54.902683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:54.907515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:54.944105] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:48:54.962979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:48:54.966002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:54.975614] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:48:55.016742] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:55.091983] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 0.59% | Symbol ETA: 3.4s | Global ETA: 1h 0m 17s
[2025-11-25T11:48:55.092273] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:48:55.093237] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:55.093399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:55.098363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:55.099267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:55.101659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:55.112837] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:55.143349] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:55.159046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:55.160116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:55.161748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:55.174713] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 2.2s | Global ETA: 1h 0m 17s
[2025-11-25T11:48:55.175035] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:48:55.175894] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:55.176034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:55.180912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:55.182749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:55.183303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:55.183799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:55.185001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:55.210330] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -2.07% | Symbol ETA: 3.0s | Global ETA: 1h 0m 17s
[2025-11-25T11:48:55.210659] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:48:55.211474] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:55.211616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:55.212390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:55.214823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:55.216256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:55.302809] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:48:55.472471] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:55.518187] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:48:55.521392] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:48:55.552802] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:48:55.588122] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.68% | Symbol ETA: 10.0s | Global ETA: 1h 0m 18s
[2025-11-25T11:48:55.588423] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:48:55.589279] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:55.589413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:55.594202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:55.649725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:48:55.652800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:55.690852] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:55.695835] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:55.722452] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:55.751547] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.68% | Symbol ETA: 1.6s | Global ETA: 1h 0m 19s
[2025-11-25T11:48:55.751715] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:48:55.752491] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:48:55.752719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:55.757506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:55.759387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:55.759961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:55.760433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:48:55.761632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:55.770414] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.89% | Symbol ETA: 2.7s | Global ETA: 1h 0m 19s
[2025-11-25T11:48:55.770761] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:48:55.771613] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:55.771778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:55.776993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:55.777933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:55.780448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:55.788693] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 2.4s | Global ETA: 1h 0m 19s
[2025-11-25T11:48:55.788845] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:48:55.789591] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:55.789677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:55.790363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:55.792747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:55.794148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:55.838226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:55.839365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:55.841034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:55.992622] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:48:56.097977] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:48:56.131834] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:48:56.161488] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:48:56.197900] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:48:56.265505] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:56.273730] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -2.87% | Symbol ETA: 9.2s | Global ETA: 1h 0m 20s
[2025-11-25T11:48:56.274010] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:48:56.274837] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:56.274968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:56.279793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:56.304467] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:56.325705] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -1.04% | Symbol ETA: 1.0s | Global ETA: 1h 0m 20s
[2025-11-25T11:48:56.334867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:48:56.338075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:56.374834] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:56.375875] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 1.8s | Global ETA: 1h 0m 20s
[2025-11-25T11:48:56.376173] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:48:56.377078] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:56.377222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:56.378020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:56.380514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:56.382054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:56.446629] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.37% | Symbol ETA: 2.1s | Global ETA: 1h 0m 21s
[2025-11-25T11:48:56.446821] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:48:56.447628] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:56.447752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:56.452779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:56.453623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:56.455954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:56.495568] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T11:48:56.510673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:56.511858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:56.513431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:56.663707] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.15%
[2025-11-25T11:48:56.673018] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:48:56.726926] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:48:56.831699] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.33%
[2025-11-25T11:48:56.840450] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:48:56.872788] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:48:56.896229] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:56.951337] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 8.5s | Global ETA: 1h 0m 22s
[2025-11-25T11:48:56.951615] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:48:56.952444] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:56.952576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:56.957433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:56.962575] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 4.10% | Symbol ETA: 1.2s | Global ETA: 1h 0m 22s
[2025-11-25T11:48:56.962919] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:48:56.963779] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:56.963921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:56.964705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:56.967145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:56.968635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:57.001158] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:48:57.012598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:48:57.015800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:57.044395] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:57.116156] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.74% | Symbol ETA: 1.4s | Global ETA: 1h 0m 23s
[2025-11-25T11:48:57.116449] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:48:57.117323] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:57.117471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:57.122435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:57.123338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:57.125754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:57.169904] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 0.27%
[2025-11-25T11:48:57.180909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:57.182068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:48:57.183619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:57.306697] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:48:57.338305] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T11:48:57.352285] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:48:57.474223] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:57.506438] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.11%
[2025-11-25T11:48:57.522078] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:48:57.525263] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:48:57.540990] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 5.18% | Symbol ETA: 0.6s | Global ETA: 1h 0m 24s
[2025-11-25T11:48:57.631299] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -1.46% | Symbol ETA: 7.8s | Global ETA: 1h 0m 24s
[2025-11-25T11:48:57.631593] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:48:57.632447] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:57.632579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:57.637412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:57.674821] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.10%
[2025-11-25T11:48:57.692762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:48:57.695505] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:48:57.695956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:57.712034] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.32%, Actual: 3.08%
[2025-11-25T11:48:57.767027] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 0.7s | Global ETA: 1h 0m 24s
[2025-11-25T11:48:57.845608] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 0.07%
[2025-11-25T11:48:57.881192] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 2.42%, Actual: 2.36%
[2025-11-25T11:48:57.936495] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.84%, Actual: 1.80%
[2025-11-25T11:48:58.016711] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -1.04%, Actual: 1.01%
[2025-11-25T11:48:58.017122] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 27.1899%
[2025-11-25T11:48:58.017297] [INFO ] [main      ] AFB: DISCARDED add_volatility_decay_ratio (score: 27.19%)
[2025-11-25T11:48:58.017416] [INFO ] [main      ] AFB: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:48:58.017524] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:48:58.017664] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:48:58.031232] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:58.031964] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:48:58.033000] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:48:58.033158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:58.034181] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:48:58.038332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:58.040188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:58.040701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:58.041130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:58.041568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:58.042777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:58.044869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:58.050104] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -2.66%, Actual: 1.26%
[2025-11-25T11:48:58.107334] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.10%, Actual: 1.05%
[2025-11-25T11:48:58.200693] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:48:58.219244] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.11%, Actual: 0.26%
[2025-11-25T11:48:58.280415] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -1.07%, Actual: 0.03%
[2025-11-25T11:48:58.315298] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.54% | Symbol ETA: 7.1s | Global ETA: 1h 0m 26s
[2025-11-25T11:48:58.315583] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:48:58.316408] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:58.316542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:58.321416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:58.375769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:48:58.378601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:58.383974] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:48:58.391979] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 3.27%
[2025-11-25T11:48:58.454248] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.02%, Actual: 1.54%
[2025-11-25T11:48:58.564116] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:58.567462] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 5.90%
[2025-11-25T11:48:58.629851] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 6.2s | Global ETA: 1h 0m 27s
[2025-11-25T11:48:58.629999] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:48:58.630761] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:48:58.630838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:58.635569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:58.637533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:58.638111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:58.638620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:58.639209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:58.640386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:58.642486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:58.660191] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 1.74%
[2025-11-25T11:48:58.714803] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:48:58.736367] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 5.70%
[2025-11-25T11:48:58.843499] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 1.54%
[2025-11-25T11:48:58.884331] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:48:58.912847] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -0.33%, Actual: 0.13%
[2025-11-25T11:48:58.981923] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:48:58.996377] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 6.4s | Global ETA: 1h 0m 28s
[2025-11-25T11:48:58.996670] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:48:58.997506] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:58.997655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:59.002530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:59.024474] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.89%, Actual: 0.28%
[2025-11-25T11:48:59.057484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:48:59.060307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:59.081243] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 4.10%, Actual: 1.10%
[2025-11-25T11:48:59.151303] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:48:59.205957] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.37%, Actual: 0.78%
[2025-11-25T11:48:59.216856] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 5.5s | Global ETA: 1h 0m 29s
[2025-11-25T11:48:59.217165] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:48:59.218011] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:48:59.218163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:59.223042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:59.224873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:59.225439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:59.225939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:59.226445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:59.227682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:59.229887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:59.249816] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 5.18%, Actual: 2.35%
[2025-11-25T11:48:59.250186] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 34.3892%
[2025-11-25T11:48:59.250347] [INFO ] [main      ] GTN: DISCARDED add_volume_dispersion (score: 34.39%)
[2025-11-25T11:48:59.250467] [INFO ] [main      ] GTN: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:48:59.250572] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_volume_flow_differentials']
[2025-11-25T11:48:59.250696] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:48:59.264132] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:59.264894] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:48:59.265799] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:59.265873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:59.266582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:59.269058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:48:59.271973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:59.378747] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.74%, Actual: 1.98%
[2025-11-25T11:48:59.395386] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:48:59.548144] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.26%, Actual: 0.87%
[2025-11-25T11:48:59.548366] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 38.7605%
[2025-11-25T11:48:59.548477] [INFO ] [main      ] GSBD: DISCARDED add_volume_dispersion (score: 38.76%)
[2025-11-25T11:48:59.548527] [INFO ] [main      ] GSBD: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:48:59.548564] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_sma_ratio', 'add_volume_flow_differentials']
[2025-11-25T11:48:59.548606] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:48:59.561555] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:48:59.562183] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:48:59.563049] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:48:59.563123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:59.563983] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:48:59.567940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:59.568781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:59.571165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:59.577756] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:48:59.609520] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:48:59.627456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:48:59.628614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:48:59.631607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:59.679127] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -0.79% | Symbol ETA: 5.7s | Global ETA: 1h 0m 30s
[2025-11-25T11:48:59.679291] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:48:59.680060] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:59.680188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:59.685100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:48:59.740411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:48:59.743323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:59.755000] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:48:59.779816] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:48:59.822087] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.29% | Symbol ETA: 5.0s | Global ETA: 1h 0m 30s
[2025-11-25T11:48:59.822407] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:48:59.823288] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:48:59.823435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:48:59.829423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:48:59.831620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:48:59.832270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:48:59.832802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:48:59.833315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:48:59.834485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:48:59.836589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:59.850245] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.94% | Symbol ETA: 5.7s | Global ETA: 1h 0m 30s
[2025-11-25T11:48:59.850549] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:48:59.851396] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:48:59.851560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:48:59.852340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:48:59.854778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:48:59.857597] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:48:59.978588] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:49:00.089582] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:49:00.160566] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:00.198462] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:49:00.259776] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:00.313243] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.27% | Symbol ETA: 7.3s | Global ETA: 1h 0m 32s
[2025-11-25T11:49:00.313444] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:49:00.314480] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:00.314608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:00.324509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:00.328057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:00.334751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:00.357577] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:49:00.415472] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:00.423983] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 5.0s | Global ETA: 1h 0m 32s
[2025-11-25T11:49:00.451880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:00.456177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:00.462288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:00.487454] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 2.48% | Symbol ETA: 5.4s | Global ETA: 1h 0m 32s
[2025-11-25T11:49:00.487762] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:49:00.488592] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:00.488753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:00.489503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:00.491932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:00.494733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:00.705290] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:00.707844] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: 0.76%, Actual: 0.27%
[2025-11-25T11:49:00.797140] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.31% | Symbol ETA: 5.0s | Global ETA: 1h 0m 33s
[2025-11-25T11:49:00.797411] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:49:00.798242] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:00.798376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:00.803162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:00.804987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:00.805548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:00.806029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:00.806527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:49:00.807744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:49:00.809836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:00.818296] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:49:00.831063] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:49:00.941627] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 2.79%
[2025-11-25T11:49:00.992092] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:01.001755] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:01.100499] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -1.56% | Symbol ETA: 4.7s | Global ETA: 1h 0m 34s
[2025-11-25T11:49:01.100655] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:49:01.101420] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:01.101494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:01.101490] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -2.45% | Symbol ETA: 6.7s | Global ETA: 1h 0m 34s
[2025-11-25T11:49:01.101615] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:49:01.102200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:01.102374] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:01.102444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:01.104528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:01.107112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:01.107278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:01.107941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:01.110211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:01.159517] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:49:01.161583] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.68%, Actual: 1.15%
[2025-11-25T11:49:01.164756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:01.165550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:01.168275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:01.331018] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -2.87%, Actual: 1.48%
[2025-11-25T11:49:01.342923] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:01.413412] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 4.2s | Global ETA: 1h 0m 35s
[2025-11-25T11:49:01.413721] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:49:01.414673] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:01.414818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:01.420313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:01.422360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:01.423120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:01.423739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:01.424360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:49:01.425590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:49:01.427887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:01.464948] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:49:01.503753] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:49:01.506753] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.10%, Actual: 1.08%
[2025-11-25T11:49:01.639581] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:01.671930] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:01.681425] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 0.53%
[2025-11-25T11:49:01.711859] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 6.00% | Symbol ETA: 4.1s | Global ETA: 1h 0m 36s
[2025-11-25T11:49:01.712168] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:49:01.713041] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:01.713181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:01.713981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:01.716396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:01.719290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:01.745985] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.40% | Symbol ETA: 5.6s | Global ETA: 1h 0m 36s
[2025-11-25T11:49:01.746258] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:49:01.747114] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:01.747274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:01.752090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:01.752977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:01.755307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:01.784004] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:49:01.810996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:01.811912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:01.814628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:01.852084] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.54%, Actual: 2.44%
[2025-11-25T11:49:01.962560] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:02.020108] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 0.25%
[2025-11-25T11:49:02.028305] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 3.5s | Global ETA: 1h 0m 37s
[2025-11-25T11:49:02.028449] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:49:02.029203] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:02.029279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:02.033957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:02.035699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:02.036183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:02.036574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:02.037032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:49:02.038108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:49:02.040109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:02.084777] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:49:02.148407] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:49:02.187969] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -0.79%, Actual: 1.01%
[2025-11-25T11:49:02.254275] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:02.315843] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:02.327232] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 3.5s | Global ETA: 1h 0m 37s
[2025-11-25T11:49:02.327386] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:49:02.328179] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:02.328253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:02.328976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:02.331329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:02.334128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:02.357320] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 0.83%
[2025-11-25T11:49:02.357639] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 36.0920%
[2025-11-25T11:49:02.357817] [INFO ] [main      ] CBU: DISCARDED add_prior_day_tail_pressure (score: 36.09%)
[2025-11-25T11:49:02.357932] [INFO ] [main      ] CBU: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:49:02.358035] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_prior_mag_lag']
[2025-11-25T11:49:02.358143] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:49:02.371776] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:02.372500] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:49:02.373464] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:02.373619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:02.378534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:02.381035] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:49:02.390821] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -0.82% | Symbol ETA: 4.8s | Global ETA: 1h 0m 38s
[2025-11-25T11:49:02.390971] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:49:02.391748] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:02.391822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:02.396534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:02.397419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:02.399765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:02.434684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:49:02.436390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:02.455515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:02.456602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:02.459563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:02.558821] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:02.624709] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 2.8s | Global ETA: 1h 0m 38s
[2025-11-25T11:49:02.624869] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:49:02.625729] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:02.625810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:02.630874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:02.632713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:02.633221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:02.633631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:02.634123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:49:02.635251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:49:02.637391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:02.674700] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:49:02.779767] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:49:02.798488] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:49:02.841813] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:02.912875] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -5.16% | Symbol ETA: 2.9s | Global ETA: 1h 0m 39s
[2025-11-25T11:49:02.913151] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:49:02.914011] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:02.914153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:02.914947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:02.917410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:02.920266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:02.951306] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:02.966679] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:02.981621] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:49:03.040853] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 4.0s | Global ETA: 1h 0m 40s
[2025-11-25T11:49:03.040999] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:49:03.041755] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:03.041939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:03.046677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:03.047556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:03.049873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:03.064808] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -0.77% | Symbol ETA: 10.9s | Global ETA: 1h 0m 40s
[2025-11-25T11:49:03.064959] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:49:03.065746] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:03.065819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:03.070586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:03.104701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:03.105510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:03.108232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:03.126532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:49:03.128441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:03.153886] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:03.218060] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.47% | Symbol ETA: 2.1s | Global ETA: 1h 0m 40s
[2025-11-25T11:49:03.218371] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:49:03.219217] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:03.219358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:03.224166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:03.226047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:03.226609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:03.227115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:03.227616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:49:03.228788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:49:03.230866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:03.257987] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:49:03.428097] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:03.447219] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:49:03.466748] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:49:03.498512] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 3.86% | Symbol ETA: 2.3s | Global ETA: 1h 0m 41s
[2025-11-25T11:49:03.498697] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:49:03.499495] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:03.499741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:03.500499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:03.502950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:03.505749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:03.570637] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:49:03.617639] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:03.652750] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:03.693700] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 2.10% | Symbol ETA: 3.3s | Global ETA: 1h 0m 41s
[2025-11-25T11:49:03.693837] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:49:03.694617] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:03.694832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:03.699598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:03.700449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:03.702816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:03.743214] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:03.758797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:03.759783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:03.762669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:03.777137] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 10.3s | Global ETA: 1h 0m 42s
[2025-11-25T11:49:03.777458] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:49:03.778395] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:03.778547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:03.783786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:03.810229] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.56% | Symbol ETA: 1.4s | Global ETA: 1h 0m 42s
[2025-11-25T11:49:03.810473] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:49:03.811308] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:03.811466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:03.816350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:03.818212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:03.819010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:03.819489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:03.820017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:49:03.821942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:49:03.824170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:03.842622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:49:03.844540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:03.859454] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:49:04.045969] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:04.102703] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:49:04.119148] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 3.66% | Symbol ETA: 1.7s | Global ETA: 1h 0m 43s
[2025-11-25T11:49:04.119515] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:49:04.120372] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:04.120516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:04.121304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:04.124134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:04.127311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:04.169129] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:49:04.197116] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:49:04.271157] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:04.341720] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:04.345239] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: 1.12% | Symbol ETA: 2.6s | Global ETA: 1h 0m 43s
[2025-11-25T11:49:04.345520] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:49:04.346344] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:04.346478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:04.351309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:04.352188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:04.354540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:04.368607] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:04.407070] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -1.00% | Symbol ETA: 0.8s | Global ETA: 1h 0m 43s
[2025-11-25T11:49:04.410103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:04.411097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:04.413990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:04.474869] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:49:04.480087] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -0.75% | Symbol ETA: 9.6s | Global ETA: 1h 0m 44s
[2025-11-25T11:49:04.480364] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:49:04.481202] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:04.481366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:04.486224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:04.541928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:49:04.543610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:04.579862] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.02%, Actual: 0.04%
[2025-11-25T11:49:04.644658] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:04.713682] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -1.50% | Symbol ETA: 1.1s | Global ETA: 1h 0m 44s
[2025-11-25T11:49:04.713837] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:49:04.714583] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:04.714671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:04.715358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:04.717690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:04.720417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:04.754030] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:49:04.757725] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:49:04.881637] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:49:04.924834] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 0.33%
[2025-11-25T11:49:04.926052] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:04.999241] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.24% | Symbol ETA: 1.9s | Global ETA: 1h 0m 45s
[2025-11-25T11:49:04.999389] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:49:05.000163] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:05.000239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:05.004955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:05.005932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:05.008206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:05.051436] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:05.058416] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:49:05.062227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:05.063296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:05.066119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:05.096366] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 0.02%
[2025-11-25T11:49:05.163410] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -2.90% | Symbol ETA: 8.9s | Global ETA: 1h 0m 46s
[2025-11-25T11:49:05.163558] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:49:05.164318] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:05.164392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:05.169112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:05.224903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:49:05.226939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:05.227385] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:05.270068] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 0.27%
[2025-11-25T11:49:05.295479] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 1.63% | Symbol ETA: 0.5s | Global ETA: 1h 0m 46s
[2025-11-25T11:49:05.402297] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:49:05.444133] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.27%
[2025-11-25T11:49:05.465851] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.94%, Actual: 3.08%
[2025-11-25T11:49:05.570017] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:49:05.570242] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:05.615004] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.11%
[2025-11-25T11:49:05.634787] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 2.48%, Actual: 2.36%
[2025-11-25T11:49:05.642870] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.68% | Symbol ETA: 1.2s | Global ETA: 1h 0m 47s
[2025-11-25T11:49:05.643016] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:49:05.643784] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:05.643858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:05.648531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:05.649326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:05.651554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:05.704762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:05.705529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:05.708210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:05.739491] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:05.803213] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -1.56%, Actual: 1.26%
[2025-11-25T11:49:05.804388] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 0.10%
[2025-11-25T11:49:05.852190] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.67% | Symbol ETA: 8.2s | Global ETA: 1h 0m 48s
[2025-11-25T11:49:05.852342] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:49:05.853120] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:05.853194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:05.858106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:05.918276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:49:05.920135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:05.975497] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 0.07%
[2025-11-25T11:49:05.989224] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 6.00%, Actual: 0.26%
[2025-11-25T11:49:06.042530] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:49:06.146575] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -1.00%, Actual: 1.01%
[2025-11-25T11:49:06.146845] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 38.7288%
[2025-11-25T11:49:06.146947] [INFO ] [main      ] AFB: DISCARDED add_volatility_state_percentiles (score: 38.73%)
[2025-11-25T11:49:06.147003] [INFO ] [main      ] AFB: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:49:06.147081] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volume_dispersion']
[2025-11-25T11:49:06.147123] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:49:06.161447] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:06.161927] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:49:06.162858] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:06.162936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:06.163304] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 3.27%
[2025-11-25T11:49:06.168031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:06.169879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:06.170406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:06.170841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:49:06.172238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:06.210440] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:06.280067] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:49:06.282944] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 0.5s | Global ETA: 1h 0m 49s
[2025-11-25T11:49:06.337963] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -5.16%, Actual: 5.90%
[2025-11-25T11:49:06.453778] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:06.453909] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.27%, Actual: 1.80%
[2025-11-25T11:49:06.511544] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 3.86%, Actual: 5.70%
[2025-11-25T11:49:06.538130] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:49:06.564104] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 7.5s | Global ETA: 1h 0m 50s
[2025-11-25T11:49:06.564251] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:49:06.565020] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:06.565093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:06.570023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:06.621461] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.45%, Actual: 1.05%
[2025-11-25T11:49:06.624275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:49:06.626436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:06.690046] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 3.66%, Actual: 0.13%
[2025-11-25T11:49:06.707611] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:06.771144] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 6.2s | Global ETA: 1h 0m 50s
[2025-11-25T11:49:06.771298] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:49:06.772070] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:06.772146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:06.776862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:06.778620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:06.779130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:06.779530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:49:06.780855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:06.791711] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.40%, Actual: 0.03%
[2025-11-25T11:49:06.871392] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -1.50%, Actual: 1.10%
[2025-11-25T11:49:06.957857] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -0.82%, Actual: 1.54%
[2025-11-25T11:49:06.985448] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:49:07.053373] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 1.63%, Actual: 2.35%
[2025-11-25T11:49:07.053793] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 46.6496%
[2025-11-25T11:49:07.053956] [INFO ] [main      ] GTN: DISCARDED add_volume_flow_differentials (score: 46.65%)
[2025-11-25T11:49:07.054124] [INFO ] [main      ] GTN: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:49:07.054233] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_volume_pressure_into_close']
[2025-11-25T11:49:07.054343] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:49:07.068298] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:07.069077] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:49:07.070040] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:07.070183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:07.071001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:07.073457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:07.075338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:07.120093] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:49:07.123102] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 1.74%
[2025-11-25T11:49:07.160766] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:07.279967] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.63% | Symbol ETA: 6.8s | Global ETA: 1h 0m 52s
[2025-11-25T11:49:07.280267] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:49:07.281122] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:07.281263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:07.286326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:07.290196] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 2.10%, Actual: 1.54%
[2025-11-25T11:49:07.291990] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:07.342788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:49:07.344873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:07.355569] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 5.5s | Global ETA: 1h 0m 52s
[2025-11-25T11:49:07.355910] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:49:07.356799] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:07.356940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:07.362175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:07.364364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:07.365005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:07.365486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:49:07.366957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:07.418432] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:49:07.455852] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: 1.12%, Actual: 0.28%
[2025-11-25T11:49:07.588823] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:07.621212] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 0.78%
[2025-11-25T11:49:07.657848] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -8.48% | Symbol ETA: 5.6s | Global ETA: 1h 0m 53s
[2025-11-25T11:49:07.658020] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:49:07.658836] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:07.658924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:07.659665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:07.662098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:07.664027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:07.688048] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:49:07.708906] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:49:07.786591] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.68%, Actual: 1.98%
[2025-11-25T11:49:07.857501] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:07.881031] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:07.943957] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 4.8s | Global ETA: 1h 0m 54s
[2025-11-25T11:49:07.944248] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:49:07.945107] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:07.945249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:07.950334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:07.951634] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 0.87%
[2025-11-25T11:49:07.951889] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 40.3061%
[2025-11-25T11:49:07.952041] [INFO ] [main      ] GSBD: DISCARDED add_volume_flow_differentials (score: 40.31%)
[2025-11-25T11:49:07.952147] [INFO ] [main      ] GSBD: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:49:07.952241] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_sma_ratio', 'add_volume_pressure_into_close']
[2025-11-25T11:49:07.952362] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:49:07.952508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:07.953177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:07.953695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:49:07.955167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:07.965163] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:07.965682] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:49:07.966560] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:07.966709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:07.969209] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 6.1s | Global ETA: 1h 0m 54s
[2025-11-25T11:49:07.969525] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:49:07.970400] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:07.970544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:07.971547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:07.972377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:07.974686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:07.975592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:08.001262] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:49:08.029588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:08.030110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:49:08.030449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:08.031981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:08.032187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:08.178195] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:08.254530] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: 1.57% | Symbol ETA: 5.1s | Global ETA: 1h 0m 55s
[2025-11-25T11:49:08.254868] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:49:08.255811] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:08.255955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:08.256747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:08.259253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:08.261169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:08.313545] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:49:08.366270] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:49:08.373671] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:49:08.497978] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:08.540770] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:08.550175] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:08.561430] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 4.3s | Global ETA: 1h 0m 55s
[2025-11-25T11:49:08.561754] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:49:08.562579] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:08.562733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:08.567601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:08.569489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:08.570081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:08.570593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:49:08.572054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:08.613092] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:49:08.618664] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.46% | Symbol ETA: 6.2s | Global ETA: 1h 0m 56s
[2025-11-25T11:49:08.618893] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:49:08.620091] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:08.620228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:08.625346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:08.626310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:08.628845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:08.667901] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 2.41% | Symbol ETA: 5.4s | Global ETA: 1h 0m 56s
[2025-11-25T11:49:08.668054] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:49:08.668850] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:08.668924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:08.674018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:08.685769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:08.686840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:08.688781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:08.729034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:49:08.730906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:08.788845] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:08.861180] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -1.56% | Symbol ETA: 4.5s | Global ETA: 1h 0m 56s
[2025-11-25T11:49:08.861469] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:49:08.862393] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:08.862538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:08.863371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:08.865886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:08.867792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:08.929731] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:49:09.063286] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:49:09.084612] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:49:09.125595] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:09.189819] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 3.7s | Global ETA: 1h 0m 57s
[2025-11-25T11:49:09.190111] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:49:09.191007] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:09.191151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:09.196043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:09.198086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:09.198691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:09.199170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:49:09.200625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:09.220886] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:49:09.241942] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:09.257870] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:09.319172] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -1.89% | Symbol ETA: 5.7s | Global ETA: 1h 0m 58s
[2025-11-25T11:49:09.319458] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:49:09.320343] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:09.320476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:09.325375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:09.326311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:09.328853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:09.373610] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 4.7s | Global ETA: 1h 0m 58s
[2025-11-25T11:49:09.385026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:09.386112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:09.387981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:09.410944] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:09.479581] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.74% | Symbol ETA: 3.9s | Global ETA: 1h 0m 58s
[2025-11-25T11:49:09.479880] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:49:09.480738] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:09.480881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:09.481663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:09.484050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:09.485813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:09.543934] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -0.77%, Actual: 0.27%
[2025-11-25T11:49:09.552511] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:49:09.725283] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 2.79%
[2025-11-25T11:49:09.728800] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:49:09.740895] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:09.804091] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 3.1s | Global ETA: 1h 0m 59s
[2025-11-25T11:49:09.804264] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:49:09.805105] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:09.805341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:09.810471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:09.812539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:09.813187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:09.813713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:49:09.815188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:09.824916] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:49:09.900516] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:09.924288] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -0.75%, Actual: 1.15%
[2025-11-25T11:49:09.974893] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.33% | Symbol ETA: 5.0s | Global ETA: 1h 0m 59s
[2025-11-25T11:49:09.975044] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:49:09.975843] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:09.975919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:09.980883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:09.981889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:09.984347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:09.995710] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:10.040943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:10.042102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:10.043910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:10.066233] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -4.39% | Symbol ETA: 3.3s | Global ETA: 1h 0m 60s
[2025-11-25T11:49:10.066545] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:49:10.067500] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:10.067674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:10.068514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:10.071111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:10.073130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:10.112469] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -2.90%, Actual: 1.48%
[2025-11-25T11:49:10.178622] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:49:10.291721] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.67%, Actual: 1.08%
[2025-11-25T11:49:10.356900] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:10.386862] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:49:10.414975] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:49:10.420365] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 2.5s | Global ETA: 1h 1m 1s
[2025-11-25T11:49:10.420529] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:49:10.421390] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:10.421485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:10.426592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:10.428684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:10.429268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:10.429805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:49:10.431297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:10.488083] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -1.25%, Actual: 0.53%
[2025-11-25T11:49:10.559480] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:10.587372] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:10.633831] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.11% | Symbol ETA: 4.3s | Global ETA: 1h 1m 1s
[2025-11-25T11:49:10.634112] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:49:10.634956] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:10.635095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:10.640038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:10.641074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:10.643543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:10.655619] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -3.36% | Symbol ETA: 2.7s | Global ETA: 1h 1m 1s
[2025-11-25T11:49:10.655929] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:49:10.656773] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:10.656912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:10.657815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:10.657674] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 2.44%
[2025-11-25T11:49:10.660458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:10.662340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:10.698915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:10.700087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:10.701909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:10.786276] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:49:10.827045] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 0.25%
[2025-11-25T11:49:10.972877] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:10.998169] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 2.41%, Actual: 1.01%
[2025-11-25T11:49:11.007958] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:49:11.037356] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 1.9s | Global ETA: 1h 1m 3s
[2025-11-25T11:49:11.037628] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:49:11.038481] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:11.038628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:11.044279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:11.044979] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:49:11.046321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:11.047154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:11.047639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:49:11.049108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:11.173288] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.68%, Actual: 0.83%
[2025-11-25T11:49:11.173675] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 44.1269%
[2025-11-25T11:49:11.173841] [INFO ] [main      ] CBU: DISCARDED add_prior_mag_lag (score: 44.13%)
[2025-11-25T11:49:11.173959] [INFO ] [main      ] CBU: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:49:11.174066] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_range_overlap_v_prior_day']
[2025-11-25T11:49:11.174174] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:49:11.180097] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:11.187768] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:11.188531] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:49:11.189500] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:11.189658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:11.194571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:11.213746] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:11.248589] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.68% | Symbol ETA: 2.1s | Global ETA: 1h 1m 3s
[2025-11-25T11:49:11.248758] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:49:11.249609] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:11.249704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:11.250435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:11.251384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:49:11.252937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:11.254170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:11.254709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:11.288278] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 3.7s | Global ETA: 1h 1m 3s
[2025-11-25T11:49:11.288428] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:49:11.289197] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:11.289272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:11.293989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:11.294819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:11.297143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:11.351455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:11.352474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:11.354230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:11.398607] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:49:11.577635] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:11.595723] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:49:11.597716] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:49:11.640830] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 1.3s | Global ETA: 1h 1m 4s
[2025-11-25T11:49:11.641127] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:49:11.642015] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:11.642162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:11.647372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:11.649267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:11.649881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:11.650377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:49:11.651868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:11.694664] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:49:11.766463] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:11.774241] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:11.835661] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 3.16% | Symbol ETA: 1.5s | Global ETA: 1h 1m 5s
[2025-11-25T11:49:11.835959] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:49:11.836795] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:11.836936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:11.837757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:11.840231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:11.842077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:11.864318] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:11.889079] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -0.89% | Symbol ETA: 10.6s | Global ETA: 1h 1m 5s
[2025-11-25T11:49:11.889379] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:49:11.890253] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:11.890396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:11.895229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:11.936437] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.44% | Symbol ETA: 3.0s | Global ETA: 1h 1m 5s
[2025-11-25T11:49:11.936723] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:49:11.937540] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:11.937693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:11.942412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:11.943291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:11.945629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:11.950619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:49:11.953517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:11.999854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:12.000816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:12.002544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:12.003048] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:49:12.178896] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:49:12.183769] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:12.249873] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 0.7s | Global ETA: 1h 1m 6s
[2025-11-25T11:49:12.294289] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:49:12.348799] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:12.353440] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:49:12.416916] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 2.78% | Symbol ETA: 0.9s | Global ETA: 1h 1m 6s
[2025-11-25T11:49:12.417238] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:49:12.418103] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:12.418248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:12.419049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:12.421560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:12.423393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:12.438075] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.04%
[2025-11-25T11:49:12.467841] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:12.527026] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:12.578941] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 3.77% | Symbol ETA: 9.8s | Global ETA: 1h 1m 7s
[2025-11-25T11:49:12.579215] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:49:12.580082] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:12.580222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:12.585142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:12.602068] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 2.3s | Global ETA: 1h 1m 7s
[2025-11-25T11:49:12.602349] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:49:12.603243] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:12.603390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:12.608296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:12.609316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:12.610993] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.15%
[2025-11-25T11:49:12.611774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:12.640701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:49:12.643540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:12.667278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:12.668471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:12.670361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:12.778227] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:49:12.784022] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:49:12.950019] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:12.956301] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.02%
[2025-11-25T11:49:12.981416] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:49:13.011993] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:49:13.018384] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 5.03% | Symbol ETA: 0.3s | Global ETA: 1h 1m 8s
[2025-11-25T11:49:13.125222] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.27%
[2025-11-25T11:49:13.151365] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:13.181708] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:13.243924] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.48%, Actual: 3.08%
[2025-11-25T11:49:13.254854] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 2.95% | Symbol ETA: 1.7s | Global ETA: 1h 1m 9s
[2025-11-25T11:49:13.255128] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:49:13.255985] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:13.256123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:13.261002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:13.262180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:13.264583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:13.264630] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.51% | Symbol ETA: 9.1s | Global ETA: 1h 1m 9s
[2025-11-25T11:49:13.265130] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:49:13.265968] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:13.266108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:13.271503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:13.297503] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:49:13.320800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:13.321979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:13.323806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:13.327037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:49:13.329952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:13.412893] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.57%, Actual: 2.36%
[2025-11-25T11:49:13.470871] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:49:13.582892] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -1.56%, Actual: 1.26%
[2025-11-25T11:49:13.640351] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:49:13.667858] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:49:13.691511] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:49:13.751680] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.74%, Actual: 0.26%
[2025-11-25T11:49:13.812490] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:49:13.841046] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:13.867381] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:13.915535] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.95% | Symbol ETA: 1.0s | Global ETA: 1h 1m 11s
[2025-11-25T11:49:13.915821] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:49:13.916668] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:13.916800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:13.921672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:13.921863] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -4.39%, Actual: 3.27%
[2025-11-25T11:49:13.922516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:13.924914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:13.979842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:13.980850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:13.982379] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.01%
[2025-11-25T11:49:13.982616] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 34.0054%
[2025-11-25T11:49:13.982579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:13.982756] [INFO ] [main      ] AFB: DISCARDED add_volume_dispersion (score: 34.01%)
[2025-11-25T11:49:13.982828] [INFO ] [main      ] AFB: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:49:13.982881] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volume_flow_differentials']
[2025-11-25T11:49:13.982934] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:49:13.986493] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.83% | Symbol ETA: 8.5s | Global ETA: 1h 1m 11s
[2025-11-25T11:49:13.986759] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:49:13.987822] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:13.987947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:13.993529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:13.996523] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:13.996927] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:49:13.997855] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:13.997930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:14.002748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:14.004550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:14.005066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:14.005477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:14.008217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:14.052303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:49:14.055765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:14.091925] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -3.36%, Actual: 5.90%
[2025-11-25T11:49:14.269248] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.68%, Actual: 5.70%
[2025-11-25T11:49:14.331631] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:49:14.353584] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:49:14.407866] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:49:14.437777] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 3.16%, Actual: 0.13%
[2025-11-25T11:49:14.504760] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:14.525160] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:14.578096] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.40% | Symbol ETA: 0.3s | Global ETA: 1h 1m 13s
[2025-11-25T11:49:14.578404] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:14.590871] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 5.8s | Global ETA: 1h 1m 13s
[2025-11-25T11:49:14.591155] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:49:14.592011] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:14.592150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:14.597002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:14.598994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:14.599572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:14.600082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:14.602967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:14.608049] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 2.78%, Actual: 1.10%
[2025-11-25T11:49:14.691277] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 7.8s | Global ETA: 1h 1m 13s
[2025-11-25T11:49:14.691581] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:49:14.692440] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:14.692582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:14.697516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:14.750738] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.46%, Actual: 1.80%
[2025-11-25T11:49:14.752682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:49:14.755618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:14.776945] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 5.03%, Actual: 2.35%
[2025-11-25T11:49:14.777337] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 42.0504%
[2025-11-25T11:49:14.777442] [INFO ] [main      ] GTN: DISCARDED add_volume_pressure_into_close (score: 42.05%)
[2025-11-25T11:49:14.777567] [INFO ] [main      ] GTN: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:49:14.777686] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_volume_zscore']
[2025-11-25T11:49:14.777795] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:49:14.791031] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:14.791595] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:49:14.792507] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:14.792671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:14.793447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:14.795902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:14.797741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:14.919579] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -1.89%, Actual: 1.05%
[2025-11-25T11:49:14.946084] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:49:15.098170] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:49:15.106273] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 0.03%
[2025-11-25T11:49:15.117156] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:15.143045] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:49:15.183464] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 5.2s | Global ETA: 1h 1m 14s
[2025-11-25T11:49:15.183811] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:49:15.184710] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:15.184853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:15.190054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:15.192169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:15.192824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:15.193312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:15.196263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:15.267055] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:15.276484] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.11%, Actual: 1.54%
[2025-11-25T11:49:15.311426] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:15.375384] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.07% | Symbol ETA: 7.1s | Global ETA: 1h 1m 15s
[2025-11-25T11:49:15.375702] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:49:15.376535] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:15.376690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:15.379913] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -7.00% | Symbol ETA: 5.4s | Global ETA: 1h 1m 15s
[2025-11-25T11:49:15.380205] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:49:15.381037] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:15.381180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:15.381490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:15.381965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:15.384369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:15.386120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:15.435579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:49:15.438586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:15.470944] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: -0.28%, Actual: 1.74%
[2025-11-25T11:49:15.542600] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:49:15.639414] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.44%, Actual: 1.54%
[2025-11-25T11:49:15.715056] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:15.727866] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:49:15.778966] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:49:15.779824] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 4.6s | Global ETA: 1h 1m 16s
[2025-11-25T11:49:15.780118] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:49:15.780915] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:15.781053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:15.785893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:15.787776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:15.788335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:15.788833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:15.791555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:15.807059] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 0.28%
[2025-11-25T11:49:15.898871] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:15.949344] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:15.968382] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -0.66% | Symbol ETA: 4.9s | Global ETA: 1h 1m 17s
[2025-11-25T11:49:15.968702] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:49:15.969485] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:15.969635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:15.970428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:15.972966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:15.974445] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 2.95%, Actual: 0.78%
[2025-11-25T11:49:15.974798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:16.060070] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.24% | Symbol ETA: 6.4s | Global ETA: 1h 1m 17s
[2025-11-25T11:49:16.060379] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:49:16.061225] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:16.061366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:16.066206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:16.120743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:49:16.123748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:16.138137] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:49:16.141843] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.95%, Actual: 1.98%
[2025-11-25T11:49:16.307706] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:16.312869] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 0.87%
[2025-11-25T11:49:16.313281] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 49.0275%
[2025-11-25T11:49:16.313450] [INFO ] [main      ] GSBD: DISCARDED add_volume_pressure_into_close (score: 49.03%)
[2025-11-25T11:49:16.313577] [INFO ] [main      ] GSBD: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:49:16.313728] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_sma_ratio', 'add_volume_zscore']
[2025-11-25T11:49:16.313841] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:49:16.319861] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:49:16.328062] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:16.328547] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:49:16.329423] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:16.329501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:16.334572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:16.335758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:16.338326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:16.370588] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 4.0s | Global ETA: 1h 1m 18s
[2025-11-25T11:49:16.370894] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:49:16.371753] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:16.371892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:16.376987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:16.378893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:16.379466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:16.380007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:16.382915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:16.395178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:16.396395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:16.398261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:16.470068] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:49:16.495431] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:16.564740] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -0.77% | Symbol ETA: 4.3s | Global ETA: 1h 1m 18s
[2025-11-25T11:49:16.564892] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:49:16.565687] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:16.565774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:16.566471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:16.568955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:16.571059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:16.640718] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:16.723394] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:49:16.745442] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:49:16.749885] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 5.7s | Global ETA: 1h 1m 19s
[2025-11-25T11:49:16.750193] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:49:16.751071] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:16.751216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:16.756121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:16.810543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:49:16.813504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:16.893892] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:16.910403] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:49:16.916415] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:16.957756] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 3.4s | Global ETA: 1h 1m 20s
[2025-11-25T11:49:16.958049] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:49:16.958914] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:16.959053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:16.964296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:16.966446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:16.967116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:16.967608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:16.970606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:16.990486] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.28% | Symbol ETA: 6.1s | Global ETA: 1h 1m 20s
[2025-11-25T11:49:16.990782] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:49:16.991601] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:16.991753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:16.996524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:16.997412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:16.999773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:17.054906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:17.055807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:17.057551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:17.087394] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:17.155292] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:49:17.156086] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 4.63% | Symbol ETA: 3.7s | Global ETA: 1h 1m 20s
[2025-11-25T11:49:17.156368] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:49:17.157231] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:17.157376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:17.158109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:17.160564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:17.162364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:17.316555] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:49:17.326211] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:17.395292] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:49:17.441625] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 1.88% | Symbol ETA: 5.0s | Global ETA: 1h 1m 21s
[2025-11-25T11:49:17.441799] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:49:17.442590] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:17.442712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:17.447602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:17.488303] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:17.502706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:49:17.505707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:17.511204] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:49:17.551359] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 2.8s | Global ETA: 1h 1m 21s
[2025-11-25T11:49:17.551677] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:49:17.552533] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:17.552696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:17.557738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:17.559672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:17.560239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:17.560745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:17.563572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:17.567099] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:17.640356] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -2.35% | Symbol ETA: 5.4s | Global ETA: 1h 1m 22s
[2025-11-25T11:49:17.640682] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:49:17.641501] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:17.641662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:17.646595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:17.647772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:17.650206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:17.696747] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:17.704972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:17.706174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:17.707983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:17.766600] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -4.93% | Symbol ETA: 3.1s | Global ETA: 1h 1m 22s
[2025-11-25T11:49:17.766924] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:49:17.767819] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:17.767960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:17.768743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:17.771156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:17.772877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:17.845984] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:49:17.921202] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:49:18.016831] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:18.048076] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:49:18.092506] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:18.120344] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:49:18.130243] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.91% | Symbol ETA: 4.3s | Global ETA: 1h 1m 23s
[2025-11-25T11:49:18.156444] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 2.3s | Global ETA: 1h 1m 23s
[2025-11-25T11:49:18.156758] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:49:18.157613] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:18.157819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:18.162610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:18.164493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:18.165067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:18.165535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:18.168336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:18.217659] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:18.292572] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 4.7s | Global ETA: 1h 1m 23s
[2025-11-25T11:49:18.292877] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:49:18.293038] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:18.293687] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:18.293830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:18.298632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:18.299580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:18.301984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:18.357614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:18.358719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:18.360473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:18.362993] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -0.89%, Actual: 0.27%
[2025-11-25T11:49:18.366024] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -4.87% | Symbol ETA: 2.5s | Global ETA: 1h 1m 24s
[2025-11-25T11:49:18.366131] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:49:18.366900] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:18.367073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:18.367901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:18.370305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:18.372061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:18.510706] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:49:18.532561] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 3.77%, Actual: 2.79%
[2025-11-25T11:49:18.680789] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:18.700599] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:49:18.713955] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.51%, Actual: 1.15%
[2025-11-25T11:49:18.717240] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:49:18.743982] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.58% | Symbol ETA: 1.7s | Global ETA: 1h 1m 25s
[2025-11-25T11:49:18.744130] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:49:18.744891] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:18.744966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:18.749761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:18.751470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:18.751974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:18.752369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:18.755032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:18.869735] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:18.889361] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:18.890263] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.83%, Actual: 1.48%
[2025-11-25T11:49:18.942214] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.98% | Symbol ETA: 4.1s | Global ETA: 1h 1m 25s
[2025-11-25T11:49:18.942489] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:49:18.943329] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:18.943463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:18.948385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:18.949255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:18.951598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:18.957373] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 1.00% | Symbol ETA: 1.9s | Global ETA: 1h 1m 25s
[2025-11-25T11:49:18.957702] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:49:18.958527] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:18.958707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:18.959472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:18.961894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:18.963632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:19.007474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:19.008785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:19.010621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:19.075995] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.08%, Actual: 1.08%
[2025-11-25T11:49:19.094020] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:49:19.245373] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.53%
[2025-11-25T11:49:19.262841] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:19.318639] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:49:19.325346] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.71% | Symbol ETA: 1.1s | Global ETA: 1h 1m 26s
[2025-11-25T11:49:19.325620] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:49:19.326437] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:19.326580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:19.331439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:19.333257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:19.333826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:19.334290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:49:19.337023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:19.356400] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:49:19.414931] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.24%, Actual: 2.44%
[2025-11-25T11:49:19.494874] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:19.526480] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:19.563021] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 3.17% | Symbol ETA: 1.3s | Global ETA: 1h 1m 27s
[2025-11-25T11:49:19.563309] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:49:19.564143] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:19.564286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:19.565058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:19.567514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:19.569275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:19.583942] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.25%
[2025-11-25T11:49:19.598976] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.63% | Symbol ETA: 3.4s | Global ETA: 1h 1m 27s
[2025-11-25T11:49:19.599260] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:49:19.600096] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:19.600227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:19.605047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:19.605943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:19.608369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:19.662733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:19.663667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:19.665411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:19.675168] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:49:19.758817] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.88%, Actual: 1.01%
[2025-11-25T11:49:19.851351] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:19.914947] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 0.5s | Global ETA: 1h 1m 28s
[2025-11-25T11:49:19.914778] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:49:19.931083] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.91%, Actual: 0.83%
[2025-11-25T11:49:19.931348] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 47.2107%
[2025-11-25T11:49:19.931515] [INFO ] [main      ] CBU: DISCARDED add_range_overlap_v_prior_day (score: 47.21%)
[2025-11-25T11:49:19.931660] [INFO ] [main      ] CBU: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:49:19.931785] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_range_volume_efficiency']
[2025-11-25T11:49:19.931911] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:49:19.945277] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:19.945906] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:49:19.946780] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:19.946863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:19.951594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:20.005906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:49:20.008137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:20.012160] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:49:20.087471] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:20.091208] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:49:20.155031] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: -1.57% | Symbol ETA: 0.7s | Global ETA: 1h 1m 29s
[2025-11-25T11:49:20.155337] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:49:20.156199] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:20.156340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:20.157359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:20.160274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:20.162397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:20.203180] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:20.281437] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.57% | Symbol ETA: 2.8s | Global ETA: 1h 1m 29s
[2025-11-25T11:49:20.281926] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:49:20.282942] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:20.283079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:20.288877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:20.289895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:20.292758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:20.304716] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 0.15%
[2025-11-25T11:49:20.350690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:20.351944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:20.353904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:20.353863] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:49:20.513093] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:49:20.559713] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:20.566331] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.33%
[2025-11-25T11:49:20.720477] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -2.71% | Symbol ETA: 10.9s | Global ETA: 1h 1m 30s
[2025-11-25T11:49:20.720873] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:49:20.722142] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:20.722326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:20.730106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:20.739282] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:20.756000] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:49:20.794357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:49:20.797505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:20.818802] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.02%
[2025-11-25T11:49:20.828868] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 1.98% | Symbol ETA: 0.2s | Global ETA: 1h 1m 31s
[2025-11-25T11:49:21.008184] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:21.076195] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -7.00%, Actual: 3.08%
[2025-11-25T11:49:21.097104] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: -0.57% | Symbol ETA: 2.2s | Global ETA: 1h 1m 31s
[2025-11-25T11:49:21.097296] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:49:21.097405] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:49:21.098361] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:21.098457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:21.104631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:21.105931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:21.109168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:21.171741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:21.172924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:21.174863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:21.250840] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:49:21.295625] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 2.36%
[2025-11-25T11:49:21.370829] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.27%
[2025-11-25T11:49:21.439989] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:21.482229] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 1.26%
[2025-11-25T11:49:21.555888] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 2.23% | Symbol ETA: 10.3s | Global ETA: 1h 1m 33s
[2025-11-25T11:49:21.556190] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:49:21.557124] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:21.557273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:21.562466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:21.572704] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:49:21.574438] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.11%
[2025-11-25T11:49:21.621795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:49:21.624540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:21.664923] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 4.63%, Actual: 0.26%
[2025-11-25T11:49:21.762068] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.10%
[2025-11-25T11:49:21.771483] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:21.859374] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -4.93%, Actual: 3.27%
[2025-11-25T11:49:21.862903] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.55% | Symbol ETA: 1.5s | Global ETA: 1h 1m 34s
[2025-11-25T11:49:21.863238] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:49:21.864370] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:21.864535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:21.870506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:21.871624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:21.874973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:21.936426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:21.937896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:21.939955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:21.944633] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.71%, Actual: 0.07%
[2025-11-25T11:49:21.986382] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:49:22.032516] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -4.87%, Actual: 5.90%
[2025-11-25T11:49:22.126301] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.83%, Actual: 1.01%
[2025-11-25T11:49:22.126708] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 39.4405%
[2025-11-25T11:49:22.126873] [INFO ] [main      ] AFB: DISCARDED add_volume_flow_differentials (score: 39.44%)
[2025-11-25T11:49:22.126992] [INFO ] [main      ] AFB: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:49:22.127127] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volume_pressure_into_close']
[2025-11-25T11:49:22.127240] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:49:22.141122] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:22.141655] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:49:22.142558] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:22.142719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:22.147554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:22.149451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:22.150067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:22.150546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:22.152334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:22.160043] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:22.203633] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 1.00%, Actual: 5.70%
[2025-11-25T11:49:22.269838] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: 1.38% | Symbol ETA: 9.3s | Global ETA: 1h 1m 35s
[2025-11-25T11:49:22.270152] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:49:22.271041] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:22.271187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:22.276030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:22.331092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:49:22.333760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:22.382539] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 3.17%, Actual: 0.13%
[2025-11-25T11:49:22.397401] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:49:22.504065] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:49:22.553407] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: -1.57%, Actual: 1.10%
[2025-11-25T11:49:22.568029] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:22.640614] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.68% | Symbol ETA: 0.9s | Global ETA: 1h 1m 36s
[2025-11-25T11:49:22.640913] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:49:22.641769] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:49:22.641854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:22.647079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:22.648008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:22.650441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:22.682289] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:22.688091] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:49:22.704996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:22.706035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:22.707825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:22.725589] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 1.98%, Actual: 2.35%
[2025-11-25T11:49:22.726061] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 42.5858%
[2025-11-25T11:49:22.726231] [INFO ] [main      ] GTN: DISCARDED add_volume_zscore (score: 42.59%)
[2025-11-25T11:49:22.726348] [INFO ] [main      ] GTN: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:49:22.726454] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios', 'add_vwap_deviations']
[2025-11-25T11:49:22.726564] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T11:49:22.740535] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:22.741303] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 2
[2025-11-25T11:49:22.742254] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:22.742393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:22.743198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:22.745668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:22.748581] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 5.8s | Global ETA: 1h 1m 36s
[2025-11-25T11:49:22.748881] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:49:22.750103] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:22.750248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:22.751950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:22.755697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:22.757866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:22.758672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:22.759142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:22.760845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:22.877512] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:22.991385] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 8.5s | Global ETA: 1h 1m 37s
[2025-11-25T11:49:22.991703] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:49:22.992551] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:22.992717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:22.998316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:23.056027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:49:23.057177] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:49:23.058618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:23.088978] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-20
[2025-11-25T11:49:23.135460] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:49:23.228883] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:23.256920] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:23.300439] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: 0.63% | Symbol ETA: 0.2s | Global ETA: 1h 1m 38s
[2025-11-25T11:49:23.306813] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:23.326841] [INFO ] [main      ] GTN: Lookback Days: 2, Magnitude: -4.86% | Symbol ETA: 5.3s | Global ETA: 1h 1m 38s
[2025-11-25T11:49:23.327022] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 3
[2025-11-25T11:49:23.327834] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:23.327945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:23.328624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:23.331039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:23.337268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:23.369286] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 5.2s | Global ETA: 1h 1m 38s
[2025-11-25T11:49:23.369524] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:49:23.370351] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:23.370488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:23.375361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:23.377373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:23.377953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:23.378419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:23.380210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:23.410714] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:49:23.474311] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.28%, Actual: 1.80%
[2025-11-25T11:49:23.589806] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:23.651736] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.35%, Actual: 1.05%
[2025-11-25T11:49:23.686565] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-19
[2025-11-25T11:49:23.705971] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -1.98% | Symbol ETA: 7.7s | Global ETA: 1h 1m 39s
[2025-11-25T11:49:23.706518] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:49:23.707552] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:23.707742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:23.713062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:23.727573] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:49:23.780632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:49:23.784508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:23.829543] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.03%
[2025-11-25T11:49:23.876215] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:23.906780] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:23.952336] [INFO ] [main      ] GTN: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 4.8s | Global ETA: 1h 1m 40s
[2025-11-25T11:49:23.952658] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 4
[2025-11-25T11:49:23.953730] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:23.953872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:23.954667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:23.957393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:23.964013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:23.976249] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 4.6s | Global ETA: 1h 1m 40s
[2025-11-25T11:49:23.976537] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:49:23.977635] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:23.977841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:23.983281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:23.985177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:23.985758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:23.986251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:23.988397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:24.007342] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.98%, Actual: 1.54%
[2025-11-25T11:49:24.158295] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:49:24.180565] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.63%, Actual: 1.74%
[2025-11-25T11:49:24.334905] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-18
[2025-11-25T11:49:24.347248] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:24.353142] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:49:24.363289] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.57%, Actual: 1.54%
[2025-11-25T11:49:24.468443] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 1.36% | Symbol ETA: 6.9s | Global ETA: 1h 1m 41s
[2025-11-25T11:49:24.468613] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:49:24.469385] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:24.469604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:24.474422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:24.519047] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:24.528991] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:24.529936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:49:24.532345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:24.534177] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 0.28%
[2025-11-25T11:49:24.590134] [INFO ] [main      ] GTN: Lookback Days: 4, Magnitude: -2.15% | Symbol ETA: 4.3s | Global ETA: 1h 1m 41s
[2025-11-25T11:49:24.590418] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 5
[2025-11-25T11:49:24.591250] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:24.591387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:24.592152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:24.593569] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 4.0s | Global ETA: 1h 1m 42s
[2025-11-25T11:49:24.593812] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:49:24.594523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:24.594663] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:24.594815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:24.600423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:24.600953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:24.602411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:24.603010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:24.603477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:24.605377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:24.705759] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.55%, Actual: 0.78%
[2025-11-25T11:49:24.875079] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.68%, Actual: 1.98%
[2025-11-25T11:49:24.876261] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:49:24.946506] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:49:24.948663] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-17
[2025-11-25T11:49:25.048353] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:25.060317] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.63%, Actual: 0.87%
[2025-11-25T11:49:25.060671] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 62.1026%
[2025-11-25T11:49:25.060832] [INFO ] [main      ] GSBD: KEPT add_volume_zscore (score: 62.10%)
[2025-11-25T11:49:25.060957] [INFO ] [main      ] GSBD: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:49:25.061056] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_sma_ratio', 'add_volume_zscore', 'add_vwap_deviations']
[2025-11-25T11:49:25.061161] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T11:49:25.074505] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:25.075063] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 2
[2025-11-25T11:49:25.075927] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:25.076060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:25.080918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:25.081811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:25.084226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:25.133401] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:25.136588] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:25.139463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:25.140467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:25.142248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:25.147944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:25.155210] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 6.1s | Global ETA: 1h 1m 43s
[2025-11-25T11:49:25.155484] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:49:25.156314] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:25.156454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:25.161262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:25.199245] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.21% | Symbol ETA: 3.4s | Global ETA: 1h 1m 43s
[2025-11-25T11:49:25.199411] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:49:25.200391] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:25.200542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:25.202171] [INFO ] [main      ] GTN: Lookback Days: 5, Magnitude: 3.39% | Symbol ETA: 3.7s | Global ETA: 1h 1m 43s
[2025-11-25T11:49:25.202463] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 6
[2025-11-25T11:49:25.203309] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:25.203449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:25.204226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:25.205638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:25.206631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:25.207611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:25.208158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:25.208582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:25.210255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:25.212672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:25.216054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:49:25.218312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:25.490170] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-20
[2025-11-25T11:49:25.555228] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:49:25.561387] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:49:25.581979] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-14
[2025-11-25T11:49:25.660354] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:25.726441] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:25.732122] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:25.738007] [INFO ] [main      ] GSBD: Lookback Days: 2, Magnitude: 1.73% | Symbol ETA: 6.0s | Global ETA: 1h 1m 45s
[2025-11-25T11:49:25.738288] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 3
[2025-11-25T11:49:25.739164] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:25.739311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:25.744292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:25.745229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:25.747660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:25.772927] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:25.790017] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.8s | Global ETA: 1h 1m 45s
[2025-11-25T11:49:25.790309] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:49:25.791197] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:25.791345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:25.796496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:25.798472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:25.799063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:25.799549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:25.801316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:25.803375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:25.804763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:25.806667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:25.813122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:25.838604] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 5.4s | Global ETA: 1h 1m 45s
[2025-11-25T11:49:25.838917] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:49:25.839760] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:25.839926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:25.843365] [INFO ] [main      ] GTN: Lookback Days: 6, Magnitude: -4.64% | Symbol ETA: 3.1s | Global ETA: 1h 1m 45s
[2025-11-25T11:49:25.843696] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 7
[2025-11-25T11:49:25.844689] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:25.844850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:25.844849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:25.845625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:25.848267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:25.854438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:25.900929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:49:25.903406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:26.142100] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:49:26.189351] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-19
[2025-11-25T11:49:26.220187] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-13
[2025-11-25T11:49:26.245368] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:49:26.311394] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:26.370056] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:26.375683] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 2.1s | Global ETA: 1h 1m 47s
[2025-11-25T11:49:26.375983] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:49:26.376841] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:26.377004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:26.382003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:26.383946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:26.384532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:26.385032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:26.386765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:26.400574] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:26.417898] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:26.447311] [INFO ] [main      ] GSBD: Lookback Days: 3, Magnitude: -2.23% | Symbol ETA: 5.5s | Global ETA: 1h 1m 47s
[2025-11-25T11:49:26.447593] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 4
[2025-11-25T11:49:26.448461] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:26.448594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:26.453491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:26.454595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:26.457148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:26.471881] [INFO ] [main      ] GTN: Lookback Days: 7, Magnitude: -2.99% | Symbol ETA: 2.5s | Global ETA: 1h 1m 47s
[2025-11-25T11:49:26.472186] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 8
[2025-11-25T11:49:26.473059] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:26.473197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:26.473993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:26.476443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:26.482542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:26.512580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:26.513911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:26.516299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:26.522436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:26.528315] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -0.50% | Symbol ETA: 4.6s | Global ETA: 1h 1m 47s
[2025-11-25T11:49:26.528596] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:49:26.529430] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:26.529570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:26.534380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:26.589730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:49:26.592414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:26.742830] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:49:26.846668] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-12
[2025-11-25T11:49:26.901175] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-18
[2025-11-25T11:49:26.918398] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:26.939793] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:49:26.983854] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 1.5s | Global ETA: 1h 1m 48s
[2025-11-25T11:49:26.984164] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:49:26.985061] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:26.985203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:26.990343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:26.992445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:26.993080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:26.993597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:26.995402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:27.031398] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:27.104865] [INFO ] [main      ] GTN: Lookback Days: 8, Magnitude: 0.60% | Symbol ETA: 1.9s | Global ETA: 1h 1m 49s
[2025-11-25T11:49:27.105324] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 9
[2025-11-25T11:49:27.106176] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:27.106356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:27.107189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:27.107530] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:27.109613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:27.111496] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:27.115948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:27.187510] [INFO ] [main      ] GSBD: Lookback Days: 4, Magnitude: 0.30% | Symbol ETA: 4.9s | Global ETA: 1h 1m 49s
[2025-11-25T11:49:27.187807] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 5
[2025-11-25T11:49:27.188619] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:27.188809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:27.193545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:27.194406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:27.196780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:27.219676] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 3.9s | Global ETA: 1h 1m 49s
[2025-11-25T11:49:27.251285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:27.252188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:27.253899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:27.260074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:27.341769] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:49:27.394703] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -2.71%, Actual: 0.27%
[2025-11-25T11:49:27.516079] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:27.531684] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-11
[2025-11-25T11:49:27.568251] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 2.23%, Actual: 2.79%
[2025-11-25T11:49:27.580655] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 0.9s | Global ETA: 1h 1m 50s
[2025-11-25T11:49:27.580831] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:49:27.581785] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:27.581956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:27.586888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:27.588809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:27.589390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:27.589914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:27.591584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:27.619049] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-17
[2025-11-25T11:49:27.723953] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:27.762578] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: 1.38%, Actual: 1.15%
[2025-11-25T11:49:27.789149] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:27.795163] [INFO ] [main      ] GTN: Lookback Days: 9, Magnitude: 2.81% | Symbol ETA: 1.3s | Global ETA: 1h 1m 51s
[2025-11-25T11:49:27.795462] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 10
[2025-11-25T11:49:27.796324] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:27.796407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:27.797214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:27.799712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:27.806310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:27.865386] [INFO ] [main      ] GSBD: Lookback Days: 5, Magnitude: -1.90% | Symbol ETA: 4.2s | Global ETA: 1h 1m 51s
[2025-11-25T11:49:27.865691] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 6
[2025-11-25T11:49:27.866503] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:27.866655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:27.871498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:27.872365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:27.874769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:27.929366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:27.930362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:27.932092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:27.934281] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.76%, Actual: 1.48%
[2025-11-25T11:49:27.937820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:27.958869] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:49:28.107753] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -1.98%, Actual: 1.08%
[2025-11-25T11:49:28.143697] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:28.172339] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-10
[2025-11-25T11:49:28.208375] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.80% | Symbol ETA: 0.3s | Global ETA: 1h 1m 52s
[2025-11-25T11:49:28.282334] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 1.36%, Actual: 0.53%
[2025-11-25T11:49:28.285124] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-14
[2025-11-25T11:49:28.348360] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:28.390854] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T11:49:28.419826] [INFO ] [main      ] GTN: Lookback Days: 10, Magnitude: 1.67% | Symbol ETA: 0.6s | Global ETA: 1h 1m 53s
[2025-11-25T11:49:28.420136] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 11
[2025-11-25T11:49:28.421009] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:28.421338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:28.422320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:28.424776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:28.430904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:28.455196] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 2.44%
[2025-11-25T11:49:28.456663] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:28.532242] [INFO ] [main      ] GSBD: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 3.5s | Global ETA: 1h 1m 53s
[2025-11-25T11:49:28.532501] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 7
[2025-11-25T11:49:28.533320] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:28.533452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:28.538323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:28.539218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:28.541544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:28.570403] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.15%
[2025-11-25T11:49:28.597259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:28.598240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:28.599981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:28.605816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:28.629953] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 0.25%
[2025-11-25T11:49:28.749914] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.33%
[2025-11-25T11:49:28.787767] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-07
[2025-11-25T11:49:28.803298] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 1.01%
[2025-11-25T11:49:28.927347] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.02%
[2025-11-25T11:49:28.947380] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-13
[2025-11-25T11:49:28.959445] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:28.973009] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 0.83%
[2025-11-25T11:49:28.973329] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 39.8794%
[2025-11-25T11:49:28.973493] [INFO ] [main      ] CBU: DISCARDED add_range_volume_efficiency (score: 39.88%)
[2025-11-25T11:49:28.973557] [INFO ] [main      ] CBU: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:49:28.973676] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:49:28.973785] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:49:28.987246] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:28.987857] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:49:28.988834] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:28.988974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:28.993867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:29.027689] [INFO ] [main      ] GTN: Lookback Days: 11, Magnitude: 4.53% | Symbol ETA: 0.0s | Global ETA: 1h 1m 54s
[2025-11-25T11:49:29.050600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:49:29.055142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:29.104680] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.27%
[2025-11-25T11:49:29.119986] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:29.197772] [INFO ] [main      ] GSBD: Lookback Days: 7, Magnitude: 1.98% | Symbol ETA: 2.7s | Global ETA: 1h 1m 55s
[2025-11-25T11:49:29.198034] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 8
[2025-11-25T11:49:29.198941] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:29.199087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:29.203589] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -4.86%, Actual: 3.08%
[2025-11-25T11:49:29.203969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:29.204967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:29.207421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:29.263415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:29.264572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:29.266438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:29.272251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:29.276119] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T11:49:29.377103] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 2.36%
[2025-11-25T11:49:29.412098] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:49:29.448391] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.11%
[2025-11-25T11:49:29.549058] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: -2.15%, Actual: 1.26%
[2025-11-25T11:49:29.594713] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:29.620593] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-12
[2025-11-25T11:49:29.625023] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.59%, Actual: 0.10%
[2025-11-25T11:49:29.707499] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -3.43% | Symbol ETA: 10.1s | Global ETA: 1h 1m 56s
[2025-11-25T11:49:29.707818] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:49:29.708693] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:29.708834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:29.713983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:29.719159] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: 3.39%, Actual: 0.26%
[2025-11-25T11:49:29.771589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:49:29.776179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:29.796907] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:29.819725] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.40%, Actual: 0.07%
[2025-11-25T11:49:29.875093] [INFO ] [main      ] GSBD: Lookback Days: 8, Magnitude: 1.15% | Symbol ETA: 2.1s | Global ETA: 1h 1m 57s
[2025-11-25T11:49:29.875368] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 9
[2025-11-25T11:49:29.876218] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:29.876349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:29.881264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:29.882161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:29.884509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:29.894479] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -4.64%, Actual: 3.27%
[2025-11-25T11:49:29.940324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:29.941696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:29.943616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:29.949430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:30.001419] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.80%, Actual: 1.01%
[2025-11-25T11:49:30.001870] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 30.9423%
[2025-11-25T11:49:30.002070] [INFO ] [main      ] AFB: DISCARDED add_volume_pressure_into_close (score: 30.94%)
[2025-11-25T11:49:30.002189] [INFO ] [main      ] AFB: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:49:30.002297] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volume_zscore']
[2025-11-25T11:49:30.002409] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:49:30.017512] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:30.018180] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:49:30.019176] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:30.019320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:30.024400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:30.026318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:30.026855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:30.027395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:30.029213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:30.067368] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -2.99%, Actual: 5.90%
[2025-11-25T11:49:30.127396] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:49:30.244296] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 5.70%
[2025-11-25T11:49:30.289689] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-11
[2025-11-25T11:49:30.315160] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:30.381557] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:49:30.416222] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: 2.81%, Actual: 0.13%
[2025-11-25T11:49:30.446284] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 5.63% | Symbol ETA: 9.5s | Global ETA: 1h 1m 58s
[2025-11-25T11:49:30.446630] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:49:30.447730] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:30.447823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:30.453155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:30.459398] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:30.509689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:49:30.514212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:30.534049] [INFO ] [main      ] GSBD: Lookback Days: 9, Magnitude: 1.99% | Symbol ETA: 1.4s | Global ETA: 1h 1m 59s
[2025-11-25T11:49:30.534298] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 10
[2025-11-25T11:49:30.535137] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:30.535268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:30.540075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:30.540937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:30.543296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:30.556416] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:30.588360] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 1.67%, Actual: 1.10%
[2025-11-25T11:49:30.597506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:30.598427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:30.600157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:30.605893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:30.622483] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 5.6s | Global ETA: 1h 1m 59s
[2025-11-25T11:49:30.622680] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:49:30.623484] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:30.623739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:30.628872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:30.630950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:30.631559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:30.632098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:30.633955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:30.760601] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 4.53%, Actual: 2.35%
[2025-11-25T11:49:30.760997] [INFO ] [main      ] GTN: Magnitude Forecast Confidence: 43.5617%
[2025-11-25T11:49:30.761161] [INFO ] [main      ] GTN: DISCARDED add_vwap_deviations (score: 43.56%)
[2025-11-25T11:49:30.761278] [INFO ] [main      ] GTN: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:49:30.761383] [INFO ] [main      ] GTN: Best accuracy: 55.10%
[2025-11-25T11:49:30.761488] [INFO ] [main      ] GTN: Best feature set (2 features): ['add_close_to_open_alignment', 'add_day_shape_ratios']
[2025-11-25T11:49:30.761590] [INFO ] [main      ] GTN: Improvement over baseline: 11.18%
[2025-11-25T11:49:30.761708] [INFO ] [main      ] GTN: Total time: 7.0 minutes
[2025-11-25T11:49:30.761808] [INFO ] [main      ] GTN: Average time per feature: 7.9 seconds
[2025-11-25T11:49:30.761909] [INFO ] [main      ] GTN: Average speed: 0.13 features/sec
[2025-11-25T11:49:30.859811] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:49:30.932497] [DEBUG] [METRICS   ] GTN: 2025-11-21:2025-11-24: Predicted: -8.23%, Actual: 3.08%
[2025-11-25T11:49:30.943513] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-10
[2025-11-25T11:49:30.986307] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:49:31.030858] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:31.106944] [DEBUG] [METRICS   ] GTN: 2025-11-20:2025-11-21: Predicted: 1.54%, Actual: 2.36%
[2025-11-25T11:49:31.112865] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:31.144899] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.37% | Symbol ETA: 8.7s | Global ETA: 1h 2m 0s
[2025-11-25T11:49:31.145054] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:49:31.145895] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:31.145972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:31.151130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:31.156987] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:31.186092] [INFO ] [main      ] GSBD: Lookback Days: 10, Magnitude: -3.66% | Symbol ETA: 0.7s | Global ETA: 1h 2m 0s
[2025-11-25T11:49:31.186334] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 11
[2025-11-25T11:49:31.187185] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:31.187318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:31.192152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:49:31.193022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:49:31.195354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:31.206558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:49:31.210842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:31.219491] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 5.0s | Global ETA: 1h 2m 1s
[2025-11-25T11:49:31.219788] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:49:31.220620] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:31.220790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:31.225835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:31.227765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:31.228343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:31.228861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:31.230577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:31.248543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:49:31.249472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:31.251241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:31.256807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:31.280187] [DEBUG] [METRICS   ] GTN: 2025-11-19:2025-11-20: Predicted: 1.21%, Actual: 1.26%
[2025-11-25T11:49:31.451430] [DEBUG] [METRICS   ] GTN: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 0.26%
[2025-11-25T11:49:31.573920] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:49:31.575970] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:49:31.591447] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-07
[2025-11-25T11:49:31.625510] [DEBUG] [METRICS   ] GTN: 2025-11-17:2025-11-18: Predicted: -3.09%, Actual: 3.27%
[2025-11-25T11:49:31.750326] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:31.751403] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:31.762075] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:31.817098] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 4.4s | Global ETA: 1h 2m 2s
[2025-11-25T11:49:31.817398] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:49:31.818279] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:31.818422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:31.819125] [DEBUG] [METRICS   ] GTN: 2025-11-14:2025-11-17: Predicted: -5.21%, Actual: 5.90%
[2025-11-25T11:49:31.823418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:31.825365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:31.825959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:31.826452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:31.828222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:31.836140] [INFO ] [main      ] GSBD: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 0.0s | Global ETA: 1h 2m 2s
[2025-11-25T11:49:31.865423] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.19% | Symbol ETA: 8.0s | Global ETA: 1h 2m 2s
[2025-11-25T11:49:31.865749] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:49:31.866676] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:31.866818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:31.871908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:31.926587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:49:31.931111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:31.994745] [DEBUG] [METRICS   ] GTN: 2025-11-13:2025-11-14: Predicted: 3.30%, Actual: 5.70%
[2025-11-25T11:49:32.007183] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.73%, Actual: 1.80%
[2025-11-25T11:49:32.168805] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:49:32.170358] [DEBUG] [METRICS   ] GTN: 2025-11-12:2025-11-13: Predicted: -2.43%, Actual: 0.13%
[2025-11-25T11:49:32.175360] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.23%, Actual: 1.05%
[2025-11-25T11:49:32.277394] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:49:32.338593] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:32.340834] [DEBUG] [METRICS   ] GTN: 2025-11-11:2025-11-12: Predicted: 1.18%, Actual: 1.10%
[2025-11-25T11:49:32.347464] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 0.03%
[2025-11-25T11:49:32.400016] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 3.7s | Global ETA: 1h 2m 4s
[2025-11-25T11:49:32.400307] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:49:32.401142] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:32.401280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:32.406070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:32.407925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:32.408480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:32.408977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:32.410635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:32.462202] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:32.519492] [DEBUG] [METRICS   ] GTN: 2025-11-10:2025-11-11: Predicted: 6.56%, Actual: 2.35%
[2025-11-25T11:49:32.520218] [INFO ] [LOCAL     ] Saved configuration for GTN: 2 features, 55.10% accuracy -> ./output/feature-sets/GTN.json
[2025-11-25T11:49:32.522606] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.90%, Actual: 1.54%
[2025-11-25T11:49:32.522890] [INFO ] [main      ] Progress: 9/31 symbols completed (29.0%). GTN finished in 7m 7s. ETA: 52m 47s. Rate: 0.42 symbols/min
[2025-11-25T11:49:32.529943] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:49:32.543789] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:32.544618] [INFO ] [main      ] LVS: Testing with 53 available features
[2025-11-25T11:49:32.544841] [INFO ] [main      ] LVS: Establishing baseline with no features...
[2025-11-25T11:49:32.544955] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:49:32.558366] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:32.558963] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:49:32.559875] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:32.569828] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 1.10% | Symbol ETA: 7.2s | Global ETA: 52m 47s
[2025-11-25T11:49:32.570085] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:49:32.570920] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:32.571080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:32.575920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:32.631377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:49:32.635773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:32.698347] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 1.74%
[2025-11-25T11:49:32.758589] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:49:32.874515] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.98%, Actual: 1.54%
[2025-11-25T11:49:32.912882] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:49:32.935371] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:32.979248] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:49:32.997878] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 3.1s | Global ETA: 52m 48s
[2025-11-25T11:49:32.998178] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:49:32.999011] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:32.999153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:33.003981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:33.005829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:33.006393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:33.006896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:33.008704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:33.049665] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: 1.15%, Actual: 0.28%
[2025-11-25T11:49:33.097536] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:33.151671] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:33.209886] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.97%
[2025-11-25T11:49:33.210253] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:49:33.211188] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:33.226890] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.99%, Actual: 0.78%
[2025-11-25T11:49:33.259788] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.57% | Symbol ETA: 6.5s | Global ETA: 52m 48s
[2025-11-25T11:49:33.260072] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:49:33.260909] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:33.261048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:33.265855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:33.320709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:49:33.325187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:33.354668] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:49:33.420054] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.66%, Actual: 1.98%
[2025-11-25T11:49:33.526997] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:33.557575] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:49:33.592441] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: -0.12%, Actual: 0.87%
[2025-11-25T11:49:33.592732] [INFO ] [main      ] GSBD: Magnitude Forecast Confidence: 44.6793%
[2025-11-25T11:49:33.592937] [INFO ] [main      ] GSBD: DISCARDED add_vwap_deviations (score: 44.68%)
[2025-11-25T11:49:33.593031] [INFO ] [main      ] GSBD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:49:33.593135] [INFO ] [main      ] GSBD: Best accuracy: 62.10%
[2025-11-25T11:49:33.593231] [INFO ] [main      ] GSBD: Best feature set (6 features): ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state', 'add_sma_ratio', 'add_volume_zscore']
[2025-11-25T11:49:33.593328] [INFO ] [main      ] GSBD: Improvement over baseline: 18.73%
[2025-11-25T11:49:33.593377] [INFO ] [main      ] GSBD: Total time: 7.4 minutes
[2025-11-25T11:49:33.593463] [INFO ] [main      ] GSBD: Average time per feature: 8.4 seconds
[2025-11-25T11:49:33.593553] [INFO ] [main      ] GSBD: Average speed: 0.12 features/sec
[2025-11-25T11:49:33.604208] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.5s | Global ETA: 52m 49s
[2025-11-25T11:49:33.604378] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:49:33.605163] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:33.605385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:33.610432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:33.612391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:33.612990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:33.613475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:33.615213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:33.688406] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:49:33.725660] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:33.777295] [DEBUG] [METRICS   ] GSBD: 2025-11-21:2025-11-24: Predicted: 1.28%, Actual: 1.80%
[2025-11-25T11:49:33.831943] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -0.23%
[2025-11-25T11:49:33.832289] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:49:33.833137] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:33.870660] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:33.951664] [DEBUG] [METRICS   ] GSBD: 2025-11-20:2025-11-21: Predicted: -2.35%, Actual: 1.05%
[2025-11-25T11:49:33.958627] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:49:33.987000] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.82% | Symbol ETA: 5.8s | Global ETA: 52m 50s
[2025-11-25T11:49:33.987353] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:49:33.988380] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:33.988526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:33.993706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:34.052187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:49:34.056939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:34.131219] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:34.131516] [DEBUG] [METRICS   ] GSBD: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.03%
[2025-11-25T11:49:34.176754] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:49:34.197111] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 1.9s | Global ETA: 52m 51s
[2025-11-25T11:49:34.197561] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:49:34.198614] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:34.198829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:34.203891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:34.205819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:34.206378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:34.206891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:34.208604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:34.323847] [DEBUG] [METRICS   ] GSBD: 2025-11-18:2025-11-19: Predicted: -1.98%, Actual: 1.54%
[2025-11-25T11:49:34.363220] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:34.423574] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:49:34.469922] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 3.04%
[2025-11-25T11:49:34.470284] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:49:34.471172] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:34.519485] [DEBUG] [METRICS   ] GSBD: 2025-11-17:2025-11-18: Predicted: 0.63%, Actual: 1.74%
[2025-11-25T11:49:34.559679] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:49:34.602042] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:34.708337] [DEBUG] [METRICS   ] GSBD: 2025-11-14:2025-11-17: Predicted: 1.57%, Actual: 1.54%
[2025-11-25T11:49:34.716429] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 5.1s | Global ETA: 52m 52s
[2025-11-25T11:49:34.716728] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:49:34.717589] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:34.717752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:34.723601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:34.740490] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:34.782740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:49:34.787467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:34.803771] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.51% | Symbol ETA: 1.4s | Global ETA: 52m 52s
[2025-11-25T11:49:34.804078] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:49:34.804920] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:34.805062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:34.808143] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:49:34.811319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:34.813543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:34.814155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:34.814666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:34.816310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:34.878715] [DEBUG] [METRICS   ] GSBD: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 0.28%
[2025-11-25T11:49:34.978283] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:35.049376] [DEBUG] [METRICS   ] GSBD: 2025-11-12:2025-11-13: Predicted: 1.55%, Actual: 0.78%
[2025-11-25T11:49:35.087405] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -4.82%
[2025-11-25T11:49:35.087747] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:49:35.088622] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:35.141337] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:49:35.162787] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:49:35.219932] [DEBUG] [METRICS   ] GSBD: 2025-11-11:2025-11-12: Predicted: -3.68%, Actual: 1.98%
[2025-11-25T11:49:35.308842] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:35.334802] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:35.392054] [DEBUG] [METRICS   ] GSBD: 2025-11-10:2025-11-11: Predicted: 0.63%, Actual: 0.87%
[2025-11-25T11:49:35.392809] [INFO ] [LOCAL     ] Saved configuration for GSBD: 6 features, 62.10% accuracy -> ./output/feature-sets/GSBD.json
[2025-11-25T11:49:35.393876] [INFO ] [main      ] Progress: 10/31 symbols completed (32.3%). GSBD finished in 7m 33s. ETA: 45m 26s. Rate: 0.46 symbols/min
[2025-11-25T11:49:35.396856] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:49:35.397489] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 0.8s | Global ETA: 45m 26s
[2025-11-25T11:49:35.397808] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:49:35.398695] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:35.398837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:35.403959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:35.406032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:35.406612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:35.407175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:49:35.408898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:35.410677] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:35.411406] [INFO ] [main      ] RVTY: Testing with 53 available features
[2025-11-25T11:49:35.411464] [INFO ] [main      ] RVTY: Establishing baseline with no features...
[2025-11-25T11:49:35.411503] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:49:35.419871] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -0.80% | Symbol ETA: 4.4s | Global ETA: 45m 26s
[2025-11-25T11:49:35.420027] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:49:35.420804] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:35.420878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:35.423971] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:35.424437] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:49:35.425271] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:35.425615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:35.425590] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:49:35.482910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:49:35.487563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:35.593752] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:35.697135] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.95%
[2025-11-25T11:49:35.697447] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:49:35.698318] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:35.767789] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:49:35.817441] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:49:35.845761] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:49:35.938890] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:35.991173] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:36.022059] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:36.034890] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:49:36.052923] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 0.2s | Global ETA: 45m 28s
[2025-11-25T11:49:36.054632] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 2.84%
[2025-11-25T11:49:36.055027] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:49:36.055855] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:36.137895] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 2.11% | Symbol ETA: 3.7s | Global ETA: 45m 28s
[2025-11-25T11:49:36.202927] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:36.226390] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:49:36.305702] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.52%
[2025-11-25T11:49:36.306107] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:49:36.306961] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:36.315024] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -3.43%, Actual: 0.27%
[2025-11-25T11:49:36.403137] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:49:36.414084] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 0.15%
[2025-11-25T11:49:36.493858] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 5.63%, Actual: 2.79%
[2025-11-25T11:49:36.578517] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:36.598176] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 0.33%
[2025-11-25T11:49:36.642803] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:49:36.672064] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.37%, Actual: 1.15%
[2025-11-25T11:49:36.694823] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.82%
[2025-11-25T11:49:36.695227] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:49:36.696089] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:36.768723] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 0.02%
[2025-11-25T11:49:36.810919] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:36.850791] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.19%, Actual: 1.48%
[2025-11-25T11:49:36.913093] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: 1.27%
[2025-11-25T11:49:36.913482] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:49:36.914324] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:36.942044] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 0.27%
[2025-11-25T11:49:37.022176] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 1.10%, Actual: 1.08%
[2025-11-25T11:49:37.094499] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:49:37.119709] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T11:49:37.198260] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.57%, Actual: 0.53%
[2025-11-25T11:49:37.249186] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:49:37.265626] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:37.289200] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.11%
[2025-11-25T11:49:37.374149] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.82%, Actual: 2.44%
[2025-11-25T11:49:37.377126] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.30%
[2025-11-25T11:49:37.377472] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:49:37.378292] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:37.416320] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:37.459767] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.51%, Actual: 0.10%
[2025-11-25T11:49:37.520031] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -3.70%
[2025-11-25T11:49:37.520409] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:49:37.521289] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:37.552089] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.92%, Actual: 0.25%
[2025-11-25T11:49:37.632142] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.07%
[2025-11-25T11:49:37.717583] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:49:37.732555] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -0.80%, Actual: 1.01%
[2025-11-25T11:49:37.803474] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 1.01%
[2025-11-25T11:49:37.803825] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 37.5405%
[2025-11-25T11:49:37.803982] [INFO ] [main      ] AFB: DISCARDED add_volume_zscore (score: 37.54%)
[2025-11-25T11:49:37.804096] [INFO ] [main      ] AFB: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:49:37.804205] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_vwap_deviations']
[2025-11-25T11:49:37.804313] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T11:49:37.849510] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:37.850309] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 2
[2025-11-25T11:49:37.851272] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:37.851414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:37.856397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:37.858673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:37.859361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:37.859881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:37.860378] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:49:37.865969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:37.897624] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:37.908910] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 2.11%, Actual: 0.83%
[2025-11-25T11:49:37.909289] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 55.3568%
[2025-11-25T11:49:37.909398] [INFO ] [main      ] CBU: DISCARDED add_range_volume_efficiency_refinements (score: 55.36%)
[2025-11-25T11:49:37.909523] [INFO ] [main      ] CBU: Testing feature 39/53: add_regime
[2025-11-25T11:49:37.909630] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_regime']
[2025-11-25T11:49:37.909750] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:49:37.923225] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:37.923822] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:49:37.924763] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:37.924905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:37.930412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:37.991119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:49:38.009343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:38.010584] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -1.22%
[2025-11-25T11:49:38.010921] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:49:38.011764] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:38.029723] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:38.137330] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -1.50%
[2025-11-25T11:49:38.137673] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:49:38.138507] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:38.227266] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-20
[2025-11-25T11:49:38.363001] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:49:38.368897] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:49:38.398538] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:38.462188] [INFO ] [main      ] AFB: Lookback Days: 2, Magnitude: -0.14% | Symbol ETA: 5.5s | Global ETA: 45m 33s
[2025-11-25T11:49:38.462478] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 3
[2025-11-25T11:49:38.463370] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:38.463511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:38.468481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:38.470411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:38.470990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:38.471471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:38.477276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:38.479670] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:49:38.534000] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:38.555851] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:38.650268] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 3.32%
[2025-11-25T11:49:38.650587] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:49:38.651416] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:38.651562] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:38.675710] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -4.49% | Symbol ETA: 10.1s | Global ETA: 45m 33s
[2025-11-25T11:49:38.675881] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:49:38.676894] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:38.676984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:38.683851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:38.756913] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -3.49%
[2025-11-25T11:49:38.762047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:49:38.779779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:38.820012] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-19
[2025-11-25T11:49:38.930599] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.97%, Actual: 2.07%
[2025-11-25T11:49:38.995633] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:38.996372] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:49:39.059955] [INFO ] [main      ] AFB: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 4.8s | Global ETA: 45m 34s
[2025-11-25T11:49:39.060092] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 4
[2025-11-25T11:49:39.060891] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:39.060967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:39.065852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:39.067755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:39.068251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:39.068677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:39.074621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:39.101190] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 2.19%
[2025-11-25T11:49:39.158029] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:49:39.169593] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:39.274202] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 3.04%, Actual: 0.51%
[2025-11-25T11:49:39.289408] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.97%
[2025-11-25T11:49:39.289740] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:49:39.290561] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:39.337954] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:39.431127] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-18
[2025-11-25T11:49:39.445836] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -4.82%, Actual: 0.26%
[2025-11-25T11:49:39.451899] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 3.01% | Symbol ETA: 9.4s | Global ETA: 45m 35s
[2025-11-25T11:49:39.452192] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:49:39.453040] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:39.453208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:39.458247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:39.513877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:49:39.530144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:39.601833] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:39.615025] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.95%, Actual: 1.82%
[2025-11-25T11:49:39.646408] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:49:39.665427] [INFO ] [main      ] AFB: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 4.2s | Global ETA: 45m 35s
[2025-11-25T11:49:39.665735] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 5
[2025-11-25T11:49:39.666573] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:39.666730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:39.671759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:39.673633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:39.674216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:39.674872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:39.680821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:39.784476] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.52%, Actual: 0.32%
[2025-11-25T11:49:39.818031] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:39.868090] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:49:39.933412] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.08%
[2025-11-25T11:49:39.933789] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:49:39.934685] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:39.954707] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: 1.27%, Actual: 0.38%
[2025-11-25T11:49:40.024032] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-17
[2025-11-25T11:49:40.037431] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:40.130367] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -3.70%, Actual: 2.15%
[2025-11-25T11:49:40.150563] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -3.74% | Symbol ETA: 8.5s | Global ETA: 45m 36s
[2025-11-25T11:49:40.150880] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:49:40.151722] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:40.151863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:40.156699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:40.197381] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:40.212055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:49:40.227888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:40.262660] [INFO ] [main      ] AFB: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 3.6s | Global ETA: 45m 37s
[2025-11-25T11:49:40.262952] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 6
[2025-11-25T11:49:40.263778] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:40.263920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:40.268899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:40.270841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:40.271410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:40.271911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:40.278014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:40.280766] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:49:40.299224] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -1.50%, Actual: 0.72%
[2025-11-25T11:49:40.453832] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:40.469229] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -3.49%, Actual: 1.07%
[2025-11-25T11:49:40.469597] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 37.2112%
[2025-11-25T11:49:40.469740] [INFO ] [main      ] LVS: Baseline score (no features): 37.2112%
[2025-11-25T11:49:40.469855] [INFO ] [main      ] LVS: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:40.469958] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:49:40.470060] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:49:40.483474] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:40.484211] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:49:40.485164] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:40.485321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:40.490224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:40.566218] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:49:40.567431] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 3.49%
[2025-11-25T11:49:40.567843] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:49:40.568738] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:40.626249] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-14
[2025-11-25T11:49:40.738279] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:40.797424] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:40.828638] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:49:40.858396] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 7.7s | Global ETA: 45m 38s
[2025-11-25T11:49:40.858767] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:49:40.859823] [INFO ] [main      ] AFB: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 3.0s | Global ETA: 45m 38s
[2025-11-25T11:49:40.859903] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:40.860087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:40.860047] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 7
[2025-11-25T11:49:40.860966] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:40.861114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:40.865731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:40.865933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:40.867829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:40.868415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:40.868906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:40.874544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:40.913560] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:49:40.924851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:49:40.941826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:40.997327] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:41.085352] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:41.106057] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.44% | Symbol ETA: 5m 29s | Global ETA: 45m 38s
[2025-11-25T11:49:41.106354] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:49:41.107226] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:41.107373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:41.112337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:41.197534] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 3.39%
[2025-11-25T11:49:41.197952] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:49:41.198822] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:41.213193] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-13
[2025-11-25T11:49:41.292087] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:49:41.382661] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:41.444085] [INFO ] [main      ] AFB: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.4s | Global ETA: 45m 39s
[2025-11-25T11:49:41.444344] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 8
[2025-11-25T11:49:41.445178] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:41.445319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:41.450163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:41.450749] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:49:41.451994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:41.452550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:41.453035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:41.458813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:41.468870] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:41.542729] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:49:41.583027] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 1.19% | Symbol ETA: 7.0s | Global ETA: 45m 39s
[2025-11-25T11:49:41.583199] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:49:41.584008] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:41.584237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:41.589296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:41.621294] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:41.647365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:49:41.664383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:41.716658] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:41.734519] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.79% | Symbol ETA: 5m 30s | Global ETA: 45m 40s
[2025-11-25T11:49:41.734836] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:49:41.735758] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:41.735921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:41.741036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:41.802621] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-12
[2025-11-25T11:49:41.830293] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 0.86%
[2025-11-25T11:49:41.973993] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:42.001594] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 2.84%, Actual: 2.67%
[2025-11-25T11:49:42.022224] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:49:42.035076] [INFO ] [main      ] AFB: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 1.8s | Global ETA: 45m 40s
[2025-11-25T11:49:42.035378] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 9
[2025-11-25T11:49:42.036212] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:42.036353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:42.041185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:42.043130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:42.043699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:42.044167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:42.050027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:42.088354] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:49:42.172670] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.82%, Actual: 3.10%
[2025-11-25T11:49:42.200397] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:42.257091] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:42.310177] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.65% | Symbol ETA: 6.2s | Global ETA: 45m 41s
[2025-11-25T11:49:42.310504] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:49:42.311399] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:42.311549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:42.316877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:42.340034] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.30%, Actual: 1.78%
[2025-11-25T11:49:42.364785] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 4.50% | Symbol ETA: 5m 30s | Global ETA: 45m 41s
[2025-11-25T11:49:42.365083] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:49:42.366020] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:42.366166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:42.371222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:42.373939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:49:42.389093] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-11
[2025-11-25T11:49:42.391459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:42.511939] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -1.22%, Actual: 1.72%
[2025-11-25T11:49:42.560271] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:42.622005] [INFO ] [main      ] AFB: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 1.2s | Global ETA: 45m 42s
[2025-11-25T11:49:42.622285] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 10
[2025-11-25T11:49:42.623118] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:42.623285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:42.628208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:42.630093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:42.630670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:42.631139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:42.636932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:42.683598] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 3.32%, Actual: 1.43%
[2025-11-25T11:49:42.718494] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:49:42.770764] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:49:42.854168] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.97%, Actual: 0.07%
[2025-11-25T11:49:42.891933] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:42.958425] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:42.988704] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-10
[2025-11-25T11:49:43.003773] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -3.46% | Symbol ETA: 5m 31s | Global ETA: 45m 42s
[2025-11-25T11:49:43.004080] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:49:43.004949] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:43.005089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:43.010148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:43.028205] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.08%, Actual: 3.34%
[2025-11-25T11:49:43.077354] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 5.5s | Global ETA: 45m 43s
[2025-11-25T11:49:43.077654] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:49:43.078503] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:43.078684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:43.083787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:43.139015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:49:43.155490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:43.168155] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:43.196549] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 3.49%, Actual: 0.34%
[2025-11-25T11:49:43.229158] [INFO ] [main      ] AFB: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 0.6s | Global ETA: 45m 43s
[2025-11-25T11:49:43.229430] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 11
[2025-11-25T11:49:43.230258] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:49:43.230401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:43.235169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:43.236967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:43.237512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:49:43.237962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:49:43.243475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:43.355289] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:49:43.365021] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 3.39%, Actual: 1.43%
[2025-11-25T11:49:43.505588] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:49:43.525109] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:43.534423] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 0.86%, Actual: 1.66%
[2025-11-25T11:49:43.534781] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 46.8907%
[2025-11-25T11:49:43.534901] [INFO ] [main      ] RVTY: Baseline score (no features): 46.8907%
[2025-11-25T11:49:43.535000] [INFO ] [main      ] RVTY: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:43.535092] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:49:43.535193] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:49:43.548874] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:43.549436] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:49:43.550338] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:43.550467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:43.555354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:43.582456] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-07
[2025-11-25T11:49:43.631449] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.94% | Symbol ETA: 5m 30s | Global ETA: 45m 44s
[2025-11-25T11:49:43.631765] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:49:43.632602] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:43.632765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:43.637766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:43.675351] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:43.757724] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:43.794902] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 4.8s | Global ETA: 45m 44s
[2025-11-25T11:49:43.795241] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:49:43.796454] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:43.796656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:43.802978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:43.821132] [INFO ] [main      ] AFB: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 0.0s | Global ETA: 45m 44s
[2025-11-25T11:49:43.870066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:49:43.886491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:43.913133] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:49:43.985268] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:49:43.996832] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.14%, Actual: 0.04%
[2025-11-25T11:49:44.095687] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:44.157856] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:44.170149] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.15%
[2025-11-25T11:49:44.223250] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 2.23% | Symbol ETA: 5m 56s | Global ETA: 45m 45s
[2025-11-25T11:49:44.223759] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:49:44.224598] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:44.224757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:44.230192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:44.231733] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:49:44.275244] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.78% | Symbol ETA: 5m 31s | Global ETA: 45m 45s
[2025-11-25T11:49:44.275523] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:49:44.276378] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:44.276523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:44.281763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:44.348946] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 0.33%
[2025-11-25T11:49:44.405815] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:44.519721] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.45% | Symbol ETA: 4.0s | Global ETA: 45m 46s
[2025-11-25T11:49:44.519992] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:49:44.520830] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:44.520969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:44.523166] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 0.02%
[2025-11-25T11:49:44.525826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:44.581253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:49:44.589733] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:49:44.597256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:44.628490] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:49:44.693861] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.27%
[2025-11-25T11:49:44.762569] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:44.805471] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:44.865796] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T11:49:44.881547] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.32% | Symbol ETA: 5m 52s | Global ETA: 45m 46s
[2025-11-25T11:49:44.881805] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:49:44.882681] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:44.882813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:44.887913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:44.912515] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 5m 31s | Global ETA: 45m 46s
[2025-11-25T11:49:44.912850] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:49:44.913728] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:44.913868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:44.918983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:44.940193] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:49:45.036067] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.11%
[2025-11-25T11:49:45.110337] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:45.205965] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-25T11:49:45.230198] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -1.94% | Symbol ETA: 3.3s | Global ETA: 45m 47s
[2025-11-25T11:49:45.251274] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:49:45.261549] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:49:45.383141] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 0.07%
[2025-11-25T11:49:45.402334] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -4.49%, Actual: 0.27%
[2025-11-25T11:49:45.428991] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:45.436334] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:45.543120] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.37% | Symbol ETA: 5m 30s | Global ETA: 45m 48s
[2025-11-25T11:49:45.543455] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:49:45.544561] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:45.544663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:45.545310] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.51% | Symbol ETA: 5m 51s | Global ETA: 45m 48s
[2025-11-25T11:49:45.545587] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:49:45.546424] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:45.546521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:45.549844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:45.551629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:45.554966] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 1.01%
[2025-11-25T11:49:45.555212] [INFO ] [main      ] AFB: Magnitude Forecast Confidence: 31.6041%
[2025-11-25T11:49:45.555332] [INFO ] [main      ] AFB: DISCARDED add_vwap_deviations (score: 31.60%)
[2025-11-25T11:49:45.555400] [INFO ] [main      ] AFB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:49:45.555455] [INFO ] [main      ] AFB: Best accuracy: 44.30%
[2025-11-25T11:49:45.555502] [INFO ] [main      ] AFB: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5']
[2025-11-25T11:49:45.555548] [INFO ] [main      ] AFB: Improvement over baseline: 9.82%
[2025-11-25T11:49:45.555612] [INFO ] [main      ] AFB: Total time: 6.9 minutes
[2025-11-25T11:49:45.555674] [INFO ] [main      ] AFB: Average time per feature: 7.9 seconds
[2025-11-25T11:49:45.555720] [INFO ] [main      ] AFB: Average speed: 0.13 features/sec
[2025-11-25T11:49:45.575276] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 3.01%, Actual: 2.79%
[2025-11-25T11:49:45.729155] [DEBUG] [METRICS   ] AFB: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.04%
[2025-11-25T11:49:45.746150] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -3.74%, Actual: 1.15%
[2025-11-25T11:49:45.898949] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:49:45.899211] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:49:45.903379] [DEBUG] [METRICS   ] AFB: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 0.15%
[2025-11-25T11:49:45.919811] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: 0.93%, Actual: 1.48%
[2025-11-25T11:49:46.077890] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:46.081344] [DEBUG] [METRICS   ] AFB: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 0.33%
[2025-11-25T11:49:46.095720] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 1.19%, Actual: 1.08%
[2025-11-25T11:49:46.101946] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:46.201138] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.21% | Symbol ETA: 5m 31s | Global ETA: 45m 49s
[2025-11-25T11:49:46.201443] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:49:46.202310] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:46.202451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:46.207292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:46.216939] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -0.90% | Symbol ETA: 5m 51s | Global ETA: 45m 49s
[2025-11-25T11:49:46.217240] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:49:46.218065] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:46.218205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:46.223075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:46.253817] [DEBUG] [METRICS   ] AFB: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.02%
[2025-11-25T11:49:46.267427] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.65%, Actual: 0.53%
[2025-11-25T11:49:46.425000] [DEBUG] [METRICS   ] AFB: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 0.27%
[2025-11-25T11:49:46.455939] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 2.44%
[2025-11-25T11:49:46.563838] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:49:46.565241] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:49:46.594693] [DEBUG] [METRICS   ] AFB: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.27%
[2025-11-25T11:49:46.629028] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.08%, Actual: 0.25%
[2025-11-25T11:49:46.731719] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:46.739755] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:46.763511] [DEBUG] [METRICS   ] AFB: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.11%
[2025-11-25T11:49:46.797985] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.45%, Actual: 1.01%
[2025-11-25T11:49:46.845560] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 3.58% | Symbol ETA: 5m 46s | Global ETA: 45m 50s
[2025-11-25T11:49:46.845857] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:49:46.846174] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.85% | Symbol ETA: 5m 31s | Global ETA: 45m 50s
[2025-11-25T11:49:46.846686] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:46.846823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:46.851548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:46.934057] [DEBUG] [METRICS   ] AFB: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 0.10%
[2025-11-25T11:49:46.969123] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -1.94%, Actual: 0.83%
[2025-11-25T11:49:46.969473] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 45.9404%
[2025-11-25T11:49:46.969681] [INFO ] [main      ] CBU: DISCARDED add_regime (score: 45.94%)
[2025-11-25T11:49:46.969806] [INFO ] [main      ] CBU: Testing feature 40/53: add_regime_flags
[2025-11-25T11:49:46.969915] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_regime_flags']
[2025-11-25T11:49:46.970027] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:49:46.984378] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:46.985016] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:49:46.986044] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:46.986190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:46.991319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:47.021941] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.44%, Actual: 2.07%
[2025-11-25T11:49:47.049054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:47.050348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:47.110044] [DEBUG] [METRICS   ] AFB: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.07%
[2025-11-25T11:49:47.190410] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:49:47.197865] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.79%, Actual: 2.19%
[2025-11-25T11:49:47.282083] [DEBUG] [METRICS   ] AFB: 2025-11-10:2025-11-11: Predicted: -0.90%, Actual: 1.01%
[2025-11-25T11:49:47.282786] [INFO ] [LOCAL     ] Saved configuration for AFB: 4 features, 44.30% accuracy -> ./output/feature-sets/AFB.json
[2025-11-25T11:49:47.283671] [INFO ] [main      ] Progress: 11/31 symbols completed (35.5%). AFB finished in 7m 1s. ETA: 39m 42s. Rate: 0.50 symbols/min
[2025-11-25T11:49:47.287262] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:49:47.300810] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:47.301425] [INFO ] [main      ] CBL: Testing with 53 available features
[2025-11-25T11:49:47.301581] [INFO ] [main      ] CBL: Establishing baseline with no features...
[2025-11-25T11:49:47.301710] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:49:47.314834] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:47.315559] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:49:47.316479] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:47.361965] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:47.367976] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 4.50%, Actual: 0.51%
[2025-11-25T11:49:47.439009] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:49:47.474245] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.11% | Symbol ETA: 5m 43s | Global ETA: 39m 42s
[2025-11-25T11:49:47.474497] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:49:47.475378] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:47.475519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:47.480634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:47.536354] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -3.46%, Actual: 0.26%
[2025-11-25T11:49:47.660466] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:49:47.670121] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:47.705213] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.94%, Actual: 1.82%
[2025-11-25T11:49:47.783621] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.77% | Symbol ETA: 10.2s | Global ETA: 39m 43s
[2025-11-25T11:49:47.783804] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:49:47.784727] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:47.784865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:47.789860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:47.825097] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:49:47.843306] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:47.846336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:47.847607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:47.873805] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.78%, Actual: 0.32%
[2025-11-25T11:49:47.921239] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.84%
[2025-11-25T11:49:47.921597] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:49:47.922437] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:48.013049] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:48.059576] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -0.87%, Actual: 0.38%
[2025-11-25T11:49:48.125531] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 2.51% | Symbol ETA: 5m 42s | Global ETA: 39m 44s
[2025-11-25T11:49:48.125810] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:49:48.126666] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:48.126792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:48.131808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:48.195340] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:49:48.233046] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.37%, Actual: 2.15%
[2025-11-25T11:49:48.277045] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:49:48.368396] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:48.404457] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.21%, Actual: 0.72%
[2025-11-25T11:49:48.453380] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:48.476268] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:49:48.478338] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 3.12% | Symbol ETA: 9.0s | Global ETA: 39m 44s
[2025-11-25T11:49:48.478518] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:49:48.479311] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:48.479536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:48.484561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:48.533300] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.39%
[2025-11-25T11:49:48.533529] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:49:48.534339] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:48.539960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:48.541168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:48.578177] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.85%, Actual: 1.07%
[2025-11-25T11:49:48.578620] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 43.8522%
[2025-11-25T11:49:48.578848] [INFO ] [main      ] LVS: KEPT add_afternoon_v_morning_volatility_mix (score: 43.85%)
[2025-11-25T11:49:48.578987] [INFO ] [main      ] LVS: Testing feature 2/53: add_atr
[2025-11-25T11:49:48.579118] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T11:49:48.579252] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:49:48.596750] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:48.597682] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:49:48.598983] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:48.599150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:48.606174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:48.608448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:48.609132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:48.656797] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:48.769379] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.87% | Symbol ETA: 5m 41s | Global ETA: 39m 45s
[2025-11-25T11:49:48.769687] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:49:48.770513] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:48.770660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:48.775588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:48.884780] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:49:48.888042] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:49:49.012296] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:49:49.057697] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:49.068294] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:49.126865] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:49:49.146318] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 2.11%
[2025-11-25T11:49:49.146548] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:49:49.147555] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:49.169585] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.30% | Symbol ETA: 8.1s | Global ETA: 39m 46s
[2025-11-25T11:49:49.169769] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:49:49.170536] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:49.170622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:49.175474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:49.190129] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:49.232884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:49.234264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:49.302398] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:49.306158] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -1.71% | Symbol ETA: 6m 60s | Global ETA: 39m 46s
[2025-11-25T11:49:49.306378] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:49:49.307249] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:49.307424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:49.313012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:49.314897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:49.315571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:49.414947] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 4.84% | Symbol ETA: 5m 40s | Global ETA: 39m 46s
[2025-11-25T11:49:49.415227] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:49:49.416097] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:49.416229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:49.421228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:49.565786] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:49:49.584491] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:49:49.658853] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:49:49.742947] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:49.758360] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:49.763163] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:49:49.822901] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.60%
[2025-11-25T11:49:49.823137] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:49:49.824008] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:49.830386] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:49.867821] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.46% | Symbol ETA: 7.3s | Global ETA: 39m 47s
[2025-11-25T11:49:49.868111] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:49:49.868967] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:49.869111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:49.874012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:49.929615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:49.930921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:49.932587] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:49.943036] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.54% | Symbol ETA: 6m 59s | Global ETA: 39m 47s
[2025-11-25T11:49:49.943344] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:49:49.944201] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:49.944339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:49.949269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:49.951120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:49.951709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:50.045928] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.83% | Symbol ETA: 5m 38s | Global ETA: 39m 47s
[2025-11-25T11:49:50.171995] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:49:50.217468] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 2.23%, Actual: 2.67%
[2025-11-25T11:49:50.277691] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:49:50.290668] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:49:50.342495] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:50.387205] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.32%, Actual: 3.10%
[2025-11-25T11:49:50.418159] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.14%
[2025-11-25T11:49:50.418346] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:49:50.419161] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:50.448577] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:50.459032] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:50.556444] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.56% | Symbol ETA: 6.6s | Global ETA: 39m 48s
[2025-11-25T11:49:50.556770] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:49:50.557672] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:50.557810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:50.557990] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.51%, Actual: 1.78%
[2025-11-25T11:49:50.562716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:50.566032] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.48% | Symbol ETA: 6m 58s | Global ETA: 39m 48s
[2025-11-25T11:49:50.566180] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:49:50.566945] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:50.567046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:50.571875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:50.573738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:50.574219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:50.619024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:50.620516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:50.728966] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -0.90%, Actual: 1.72%
[2025-11-25T11:49:50.760175] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:49:50.899069] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 3.58%, Actual: 1.43%
[2025-11-25T11:49:50.913727] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:49:50.930966] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:50.963142] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:49:51.007845] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.33%
[2025-11-25T11:49:51.008164] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:49:51.009015] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:51.071483] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.11%, Actual: 0.07%
[2025-11-25T11:49:51.082799] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:51.136054] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:51.187842] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.33% | Symbol ETA: 6m 57s | Global ETA: 39m 49s
[2025-11-25T11:49:51.188105] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:49:51.188938] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:51.189075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:51.194676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:51.196497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:51.197031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:51.240786] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 2.51%, Actual: 3.34%
[2025-11-25T11:49:51.245151] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 5.9s | Global ETA: 39m 49s
[2025-11-25T11:49:51.245456] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:49:51.246313] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:51.246455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:51.251522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:51.305933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:51.307486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:51.344490] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:49:51.410282] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.87%, Actual: 0.34%
[2025-11-25T11:49:51.512810] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:51.533962] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:49:51.582114] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 4.84%, Actual: 1.43%
[2025-11-25T11:49:51.589361] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.99%
[2025-11-25T11:49:51.589743] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:49:51.590563] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:51.652441] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:49:51.704193] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:51.775891] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.83%, Actual: 1.66%
[2025-11-25T11:49:51.776288] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 45.9482%
[2025-11-25T11:49:51.776421] [INFO ] [main      ] RVTY: DISCARDED add_afternoon_v_morning_volatility_mix (score: 45.95%)
[2025-11-25T11:49:51.776543] [INFO ] [main      ] RVTY: Testing feature 2/53: add_atr
[2025-11-25T11:49:51.776671] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T11:49:51.776776] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:49:51.789872] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:51.790305] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:49:51.791207] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:49:51.791280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:51.793001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:51.793510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:51.813326] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 6m 57s | Global ETA: 39m 50s
[2025-11-25T11:49:51.813478] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:49:51.814255] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:51.814484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:51.819616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:51.821970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:51.822541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:51.828450] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:51.932894] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:49:51.943408] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -2.28% | Symbol ETA: 5.1s | Global ETA: 39m 51s
[2025-11-25T11:49:51.943555] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:49:51.944331] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:51.944406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:51.949388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:52.006068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:52.007802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:52.101005] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:52.160493] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:49:52.161742] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:49:52.177936] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.62%
[2025-11-25T11:49:52.178303] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:49:52.179149] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:52.329003] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:52.344542] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:52.349627] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:49:52.438404] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 6m 56s | Global ETA: 39m 51s
[2025-11-25T11:49:52.438728] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:49:52.439571] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:52.439725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:52.444788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:52.446719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:52.447315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:52.464417] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 2.07% | Symbol ETA: 7m 6s | Global ETA: 39m 52s
[2025-11-25T11:49:52.464724] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:49:52.465526] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:49:52.465677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:52.467377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:52.467952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:52.517025] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:49:52.521212] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:52.630593] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 4.4s | Global ETA: 39m 52s
[2025-11-25T11:49:52.630919] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:49:52.631768] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:52.631851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:52.636731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:52.687894] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:52.692268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:52.693811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:52.763564] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.63%
[2025-11-25T11:49:52.763810] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:49:52.764773] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:49:52.803314] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:49:52.804798] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:49:52.969631] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:52.973829] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:53.038348] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:49:53.077653] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -0.43% | Symbol ETA: 6m 55s | Global ETA: 39m 53s
[2025-11-25T11:49:53.077939] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:49:53.078777] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:53.078919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:53.083742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:53.084903] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.48% | Symbol ETA: 7m 5s | Global ETA: 39m 53s
[2025-11-25T11:49:53.085184] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:49:53.085674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:53.086006] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:49:53.086078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:53.086242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:53.087844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:53.088414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:53.102838] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:49:53.209920] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:53.272121] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:53.319259] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.83% | Symbol ETA: 3.7s | Global ETA: 39m 53s
[2025-11-25T11:49:53.319560] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:49:53.320387] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:53.320533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:53.325398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:53.347162] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.76%
[2025-11-25T11:49:53.380763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:53.382071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:53.423426] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:49:53.427198] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:49:53.518030] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.84%, Actual: 0.73%
[2025-11-25T11:49:53.590068] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:53.600291] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:53.687522] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 1.00%
[2025-11-25T11:49:53.702657] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 0.60% | Symbol ETA: 7m 5s | Global ETA: 39m 54s
[2025-11-25T11:49:53.702926] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:49:53.703791] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:49:53.703939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:53.705614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:53.706186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:53.710197] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: 0.58% | Symbol ETA: 6m 55s | Global ETA: 39m 54s
[2025-11-25T11:49:53.710514] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:49:53.711415] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:53.711565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:53.716670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:53.718612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:53.719187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:53.726496] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:49:53.857844] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 2.11%, Actual: 1.32%
[2025-11-25T11:49:53.900560] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:54.016568] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.82% | Symbol ETA: 3.0s | Global ETA: 39m 54s
[2025-11-25T11:49:54.029908] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 0.51%
[2025-11-25T11:49:54.041926] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:49:54.063458] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:49:54.195110] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.77%, Actual: 0.27%
[2025-11-25T11:49:54.204906] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 0.45%
[2025-11-25T11:49:54.211290] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:54.238225] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:54.332493] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -2.87% | Symbol ETA: 7m 4s | Global ETA: 39m 55s
[2025-11-25T11:49:54.332776] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:49:54.333576] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:49:54.333720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:54.335413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:54.336032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:54.347561] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.39% | Symbol ETA: 6m 54s | Global ETA: 39m 55s
[2025-11-25T11:49:54.347865] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:49:54.348755] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:54.348892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:54.353924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:54.355837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:54.356454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:54.374447] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 3.12%, Actual: 2.79%
[2025-11-25T11:49:54.382081] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.33%, Actual: 0.11%
[2025-11-25T11:49:54.547446] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.30%, Actual: 1.15%
[2025-11-25T11:49:54.554056] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.99%, Actual: 2.40%
[2025-11-25T11:49:54.672898] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:49:54.700304] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:49:54.721890] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 1.48%
[2025-11-25T11:49:54.724400] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.62%, Actual: 1.03%
[2025-11-25T11:49:54.841329] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:54.872270] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:54.894503] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.56%, Actual: 1.08%
[2025-11-25T11:49:54.898587] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 0.72%
[2025-11-25T11:49:54.956431] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 2.27% | Symbol ETA: 7m 3s | Global ETA: 39m 56s
[2025-11-25T11:49:54.956738] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:49:54.957582] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:49:54.957726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:54.959454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:54.960040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:54.972185] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 6m 54s | Global ETA: 39m 56s
[2025-11-25T11:49:55.068116] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.76%, Actual: 1.79%
[2025-11-25T11:49:55.068347] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.53%
[2025-11-25T11:49:55.068517] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 59.3834%
[2025-11-25T11:49:55.068689] [INFO ] [main      ] CBL: Baseline score (no features): 59.3834%
[2025-11-25T11:49:55.068803] [INFO ] [main      ] CBL: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:55.068907] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:49:55.069012] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:49:55.082571] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:55.083099] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:49:55.084104] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:55.084242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:55.089123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:55.146672] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -1.71%, Actual: 2.07%
[2025-11-25T11:49:55.243001] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -2.28%, Actual: 2.44%
[2025-11-25T11:49:55.302325] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:49:55.319507] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.54%, Actual: 2.19%
[2025-11-25T11:49:55.416376] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.25%
[2025-11-25T11:49:55.432424] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:49:55.477188] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:55.492776] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.48%, Actual: 0.51%
[2025-11-25T11:49:55.591230] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.77% | Symbol ETA: 7m 3s | Global ETA: 39m 57s
[2025-11-25T11:49:55.591527] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:49:55.591824] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 1.01%
[2025-11-25T11:49:55.592341] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:49:55.592413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:55.594227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:55.594777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:55.613993] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:55.664491] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.33%, Actual: 0.26%
[2025-11-25T11:49:55.697142] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 5m 25s | Global ETA: 39m 57s
[2025-11-25T11:49:55.697436] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:49:55.698283] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:55.698426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:55.703532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:55.768087] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.82%, Actual: 0.83%
[2025-11-25T11:49:55.768479] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 56.9490%
[2025-11-25T11:49:55.768715] [INFO ] [main      ] CBU: DISCARDED add_regime_flags (score: 56.95%)
[2025-11-25T11:49:55.768854] [INFO ] [main      ] CBU: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:49:55.768967] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:49:55.769085] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:49:55.783162] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:55.783732] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:49:55.784600] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:55.784768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:55.789865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:55.838693] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.68%, Actual: 1.82%
[2025-11-25T11:49:55.846148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:55.848261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:55.848877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:55.850065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:55.851830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:49:55.853030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:49:55.853882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:55.938841] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:49:56.011216] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: -0.04%, Actual: 0.32%
[2025-11-25T11:49:56.068589] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:49:56.106863] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:56.181599] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -0.43%, Actual: 0.38%
[2025-11-25T11:49:56.212444] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:49:56.220889] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 7m 2s | Global ETA: 39m 58s
[2025-11-25T11:49:56.221040] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:49:56.221836] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:49:56.221909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:56.223679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:56.224339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:56.244946] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:56.325714] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 5m 28s | Global ETA: 39m 59s
[2025-11-25T11:49:56.326013] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:49:56.326866] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:56.326947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:56.331818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:56.351929] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 2.15%
[2025-11-25T11:49:56.398022] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:56.522125] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.39%, Actual: 0.72%
[2025-11-25T11:49:56.534275] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.35% | Symbol ETA: 9.4s | Global ETA: 39m 59s
[2025-11-25T11:49:56.534575] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:49:56.535443] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:56.535594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:56.540627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:56.571212] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:49:56.598035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:56.600380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:56.601002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:56.602166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:56.603934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:49:56.605120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:49:56.605928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:56.673278] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:49:56.690965] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 1.07%
[2025-11-25T11:49:56.691311] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 38.6418%
[2025-11-25T11:49:56.691446] [INFO ] [main      ] LVS: DISCARDED add_atr (score: 38.64%)
[2025-11-25T11:49:56.691565] [INFO ] [main      ] LVS: Testing feature 3/53: add_atr_10
[2025-11-25T11:49:56.691682] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-25T11:49:56.691789] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:49:56.705416] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:56.705969] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:49:56.707151] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:56.707288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:56.712165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:56.714039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:56.714601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:56.739463] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:56.842035] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:56.850152] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.42% | Symbol ETA: 7m 2s | Global ETA: 39m 60s
[2025-11-25T11:49:56.850436] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:49:56.851304] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:49:56.851434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:56.853157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:56.853786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:56.921038] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.92% | Symbol ETA: 5m 23s | Global ETA: 39m 60s
[2025-11-25T11:49:56.921390] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:49:56.922269] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:56.922420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:56.927418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:56.957683] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:49:57.055270] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:49:57.135056] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:57.205074] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:49:57.231737] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:49:57.253439] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 4.06% | Symbol ETA: 8.5s | Global ETA: 40m 0s
[2025-11-25T11:49:57.253745] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:49:57.254507] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:57.254664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:57.259685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:57.279018] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:49:57.317060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:57.319107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:57.319769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:57.320932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:57.322685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:49:57.323888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:49:57.324684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:57.349547] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 3m 29s | Global ETA: 40m 0s
[2025-11-25T11:49:57.349874] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:49:57.350840] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:57.350983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:57.356225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:57.358193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:57.358804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:57.386444] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:49:57.456579] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:57.504129] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 3.04% | Symbol ETA: 7m 1s | Global ETA: 40m 1s
[2025-11-25T11:49:57.504410] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:49:57.505259] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:49:57.505406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:57.507199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:49:57.507813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:57.538466] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 5m 23s | Global ETA: 40m 1s
[2025-11-25T11:49:57.538770] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:49:57.539604] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:57.539759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:57.544600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:57.673162] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:49:57.713448] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:49:57.846232] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:57.863048] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:49:57.886011] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:49:57.886720] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:49:57.968223] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.30% | Symbol ETA: 7.7s | Global ETA: 40m 2s
[2025-11-25T11:49:57.968370] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:49:57.969303] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:57.969394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:57.974177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:57.997314] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 3m 28s | Global ETA: 40m 2s
[2025-11-25T11:49:57.997484] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:49:57.998433] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:57.998580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:58.003435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:58.005306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:58.005921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:58.030501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:58.032378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:58.033037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:58.033625] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:49:58.034164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:58.035900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:49:58.037061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:49:58.037858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:58.055941] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:58.139033] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.25% | Symbol ETA: 5m 21s | Global ETA: 40m 2s
[2025-11-25T11:49:58.139351] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:49:58.140337] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:58.140487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:58.145966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:58.146374] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -1.07% | Symbol ETA: 7m 0s | Global ETA: 40m 2s
[2025-11-25T11:49:58.317448] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 2.07%, Actual: 2.67%
[2025-11-25T11:49:58.360288] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:49:58.384326] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:49:58.488674] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:49:58.501324] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.48%, Actual: 3.10%
[2025-11-25T11:49:58.538662] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:49:58.558613] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:58.652944] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.83% | Symbol ETA: 3m 27s | Global ETA: 40m 3s
[2025-11-25T11:49:58.653237] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:49:58.654133] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:58.654273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:58.659321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:58.661261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:58.661882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:58.664814] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:49:58.672249] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 1.78%
[2025-11-25T11:49:58.682585] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: 0.29% | Symbol ETA: 7.0s | Global ETA: 40m 3s
[2025-11-25T11:49:58.682912] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:49:58.683775] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:58.683918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:58.689123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:58.745119] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.84% | Symbol ETA: 5m 20s | Global ETA: 40m 3s
[2025-11-25T11:49:58.745406] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:49:58.745964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:58.746237] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:58.746388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:58.748084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:58.748703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:58.749897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:58.751237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:58.751658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:49:58.752864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:49:58.753582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:58.854922] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -2.87%, Actual: 1.72%
[2025-11-25T11:49:59.009676] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:49:59.023995] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 2.27%, Actual: 1.43%
[2025-11-25T11:49:59.086906] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:49:59.100673] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:49:59.193572] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:49:59.196330] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.77%, Actual: 0.07%
[2025-11-25T11:49:59.257734] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:49:59.274451] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:59.313865] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.11% | Symbol ETA: 3m 27s | Global ETA: 40m 4s
[2025-11-25T11:49:59.314147] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:49:59.315098] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:59.315251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:59.321008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:59.323830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:59.324485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:59.342940] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.63% | Symbol ETA: 5m 18s | Global ETA: 40m 4s
[2025-11-25T11:49:59.343231] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:49:59.344140] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:59.344280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:59.349210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:59.369096] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 3.34%
[2025-11-25T11:49:59.406104] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 6.3s | Global ETA: 40m 4s
[2025-11-25T11:49:59.406237] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:49:59.407098] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:49:59.407177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:59.412146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:49:59.469350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:59.471202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:59.471727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:49:59.472886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:49:59.474717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:49:59.475866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:49:59.476676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:59.542661] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.42%, Actual: 0.34%
[2025-11-25T11:49:59.684485] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:49:59.695499] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:49:59.713109] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 3.04%, Actual: 1.43%
[2025-11-25T11:49:59.828869] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:49:59.866886] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:49:59.867494] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:49:59.887700] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -1.07%, Actual: 1.66%
[2025-11-25T11:49:59.888048] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 42.0130%
[2025-11-25T11:49:59.888202] [INFO ] [main      ] RVTY: DISCARDED add_atr (score: 42.01%)
[2025-11-25T11:49:59.888310] [INFO ] [main      ] RVTY: Testing feature 3/53: add_atr_10
[2025-11-25T11:49:59.888405] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_10']
[2025-11-25T11:49:59.888504] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:49:59.901386] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:49:59.901863] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:49:59.902742] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:49:59.902924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:59.904693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:59.905266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:59.944572] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.42% | Symbol ETA: 5m 17s | Global ETA: 40m 5s
[2025-11-25T11:49:59.944877] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:49:59.945755] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:49:59.945890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:59.950815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:49:59.979482] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.28% | Symbol ETA: 3m 26s | Global ETA: 40m 5s
[2025-11-25T11:49:59.979811] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:49:59.980704] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:49:59.980844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:49:59.985808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:49:59.987829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:49:59.988401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:00.002507] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:00.137962] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.92% | Symbol ETA: 5.5s | Global ETA: 40m 5s
[2025-11-25T11:50:00.138378] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:50:00.139549] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:50:00.139714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:00.145350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:00.202266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:00.204184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:00.204788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:50:00.205971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:50:00.207785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:50:00.208948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:50:00.209736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:00.364467] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:50:00.479833] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:50:00.490772] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:50:00.593739] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:00.698053] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:00.714064] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 1.20% | Symbol ETA: 3m 30s | Global ETA: 40m 7s
[2025-11-25T11:50:00.714223] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:50:00.715027] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:00.715104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:00.716865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:00.717410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:00.761594] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:00.822558] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:50:00.827714] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.65% | Symbol ETA: 3m 26s | Global ETA: 40m 7s
[2025-11-25T11:50:00.827868] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:50:00.828616] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:00.828704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:00.834612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:00.839475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:00.839983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:00.864566] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.07% | Symbol ETA: 5m 35s | Global ETA: 40m 7s
[2025-11-25T11:50:00.864734] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:50:00.865486] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:00.865559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:00.870296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:00.997500] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:01.120140] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: 0.86% | Symbol ETA: 4.9s | Global ETA: 40m 7s
[2025-11-25T11:50:01.120287] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:50:01.121123] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:50:01.121204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:01.126131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:01.182540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:01.184877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:01.185603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:50:01.186734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:50:01.188413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:50:01.189562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:50:01.190278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:01.192185] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:50:01.226535] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:50:01.233521] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:50:01.379189] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:01.422712] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:01.475327] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:01.490467] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -1.50% | Symbol ETA: 3m 25s | Global ETA: 40m 8s
[2025-11-25T11:50:01.490786] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:50:01.491669] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:01.491805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:01.497339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:01.499636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:01.500291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:01.541593] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:50:01.544272] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.60% | Symbol ETA: 3m 29s | Global ETA: 40m 8s
[2025-11-25T11:50:01.544566] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:50:01.545439] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:01.545583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:01.547434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:01.548061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:01.588911] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 5m 38s | Global ETA: 40m 8s
[2025-11-25T11:50:01.728937] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:01.859407] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:50:01.871187] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: -0.35%, Actual: 0.73%
[2025-11-25T11:50:01.881795] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 4.2s | Global ETA: 40m 9s
[2025-11-25T11:50:01.881984] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:50:01.883284] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:50:01.883424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:01.890256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:01.894484] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:50:01.956794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:01.959508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:01.960178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:50:01.961549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:50:01.963527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:50:01.964604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:50:01.965504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:02.053583] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:02.081499] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:02.136203] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.46%, Actual: 1.00%
[2025-11-25T11:50:02.171185] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: 2.49% | Symbol ETA: 3m 24s | Global ETA: 40m 9s
[2025-11-25T11:50:02.171482] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:50:02.172399] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:02.172549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:02.177832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:02.180234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:02.180863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:02.218253] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.04% | Symbol ETA: 3m 28s | Global ETA: 40m 9s
[2025-11-25T11:50:02.218627] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:50:02.220125] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:02.220303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:02.222937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:02.223798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:02.304516] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.92%, Actual: 1.32%
[2025-11-25T11:50:02.332209] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:50:02.474665] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 0.51%
[2025-11-25T11:50:02.510670] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:02.534392] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:50:02.595928] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:50:02.636867] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 1.06% | Symbol ETA: 3.4s | Global ETA: 40m 10s
[2025-11-25T11:50:02.637072] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:50:02.638217] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:50:02.638370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:02.644059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:02.644607] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 0.45%
[2025-11-25T11:50:02.700137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:02.702264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:02.702966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:50:02.704182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:50:02.705945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:50:02.707121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:50:02.707932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:02.719604] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:02.774422] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:02.816223] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.84%, Actual: 0.11%
[2025-11-25T11:50:02.826157] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.66% | Symbol ETA: 3m 23s | Global ETA: 40m 10s
[2025-11-25T11:50:02.826428] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:50:02.827294] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:02.827428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:02.832607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:02.834486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:02.835058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:02.891390] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -1.70% | Symbol ETA: 3m 27s | Global ETA: 40m 11s
[2025-11-25T11:50:02.891745] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:50:02.892619] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:02.892834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:02.894620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:02.895306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:02.984414] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.63%, Actual: 2.40%
[2025-11-25T11:50:03.054345] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:50:03.156490] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.42%, Actual: 1.03%
[2025-11-25T11:50:03.175200] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:50:03.225534] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:03.238242] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:50:03.327583] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.07%, Actual: 0.72%
[2025-11-25T11:50:03.344402] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:03.349449] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 2.6s | Global ETA: 40m 11s
[2025-11-25T11:50:03.414969] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:03.449606] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 2.22% | Symbol ETA: 3m 23s | Global ETA: 40m 12s
[2025-11-25T11:50:03.505188] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.52%, Actual: 1.79%
[2025-11-25T11:50:03.505559] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 46.5973%
[2025-11-25T11:50:03.505707] [INFO ] [main      ] CBL: DISCARDED add_afternoon_v_morning_volatility_mix (score: 46.60%)
[2025-11-25T11:50:03.505812] [INFO ] [main      ] CBL: Testing feature 2/53: add_atr
[2025-11-25T11:50:03.505919] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T11:50:03.506037] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:50:03.519897] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:03.520624] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:50:03.521593] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:03.521753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:03.523566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:50:03.524180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:03.525677] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.35%, Actual: 0.27%
[2025-11-25T11:50:03.529717] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 4.14% | Symbol ETA: 3m 26s | Global ETA: 40m 12s
[2025-11-25T11:50:03.530036] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:50:03.530951] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:03.531093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:03.532832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:03.533403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:03.620731] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -0.22%, Actual: 2.07%
[2025-11-25T11:50:03.700768] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 4.06%, Actual: 2.79%
[2025-11-25T11:50:03.793673] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 2.19%
[2025-11-25T11:50:03.870851] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:50:03.874566] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:50:03.882460] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.30%, Actual: 1.15%
[2025-11-25T11:50:03.967563] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 0.51%
[2025-11-25T11:50:04.045613] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:04.048332] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:04.060697] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: 0.29%, Actual: 1.48%
[2025-11-25T11:50:04.129721] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 7m 16s | Global ETA: 40m 13s
[2025-11-25T11:50:04.130286] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:50:04.131351] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:04.131490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:04.133452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:50:04.134051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:04.144161] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.11%, Actual: 0.26%
[2025-11-25T11:50:04.173976] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.15% | Symbol ETA: 3m 26s | Global ETA: 40m 13s
[2025-11-25T11:50:04.174345] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:50:04.175314] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:04.175454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:04.177211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:04.177860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:04.241448] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -0.01%, Actual: 1.08%
[2025-11-25T11:50:04.329878] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.28%, Actual: 1.82%
[2025-11-25T11:50:04.420997] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.92%, Actual: 0.53%
[2025-11-25T11:50:04.501788] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:50:04.509367] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.65%, Actual: 0.32%
[2025-11-25T11:50:04.526983] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:50:04.596106] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 2.44%
[2025-11-25T11:50:04.680014] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:04.683824] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -1.50%, Actual: 0.38%
[2025-11-25T11:50:04.706369] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:04.762795] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.75% | Symbol ETA: 7m 15s | Global ETA: 40m 14s
[2025-11-25T11:50:04.763079] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:50:04.763960] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:04.764098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:04.765902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:50:04.766486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:04.776501] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 0.25%
[2025-11-25T11:50:04.823625] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: -0.83% | Symbol ETA: 3m 25s | Global ETA: 40m 14s
[2025-11-25T11:50:04.823852] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:50:04.824611] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:04.824709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:04.826340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:04.826903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:04.859660] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: 2.49%, Actual: 2.15%
[2025-11-25T11:50:04.950968] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.06%, Actual: 1.01%
[2025-11-25T11:50:05.036242] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.66%, Actual: 0.72%
[2025-11-25T11:50:05.120160] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:50:05.126192] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.31%, Actual: 0.83%
[2025-11-25T11:50:05.126607] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 38.3135%
[2025-11-25T11:50:05.126796] [INFO ] [main      ] CBU: DISCARDED add_return_volume_nonlinearity_proxies (score: 38.31%)
[2025-11-25T11:50:05.126921] [INFO ] [main      ] CBU: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:50:05.127051] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_shelf_lag']
[2025-11-25T11:50:05.127214] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:50:05.142309] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:05.142937] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:50:05.143887] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:05.144031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:05.149070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:05.171571] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:50:05.206351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:50:05.208008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:05.216626] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 2.22%, Actual: 1.07%
[2025-11-25T11:50:05.216869] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 36.0088%
[2025-11-25T11:50:05.216958] [INFO ] [main      ] LVS: DISCARDED add_atr_10 (score: 36.01%)
[2025-11-25T11:50:05.217031] [INFO ] [main      ] LVS: Testing feature 4/53: add_atr_5
[2025-11-25T11:50:05.217076] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5']
[2025-11-25T11:50:05.217118] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:50:05.230934] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:05.231563] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:50:05.232491] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:05.232568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:05.237496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:05.239362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:05.239882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:05.298333] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:05.343123] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:05.379894] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.54% | Symbol ETA: 7m 15s | Global ETA: 40m 15s
[2025-11-25T11:50:05.380173] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:50:05.381058] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:05.381200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:05.383118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:50:05.383784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:05.458128] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.47% | Symbol ETA: 3m 24s | Global ETA: 40m 15s
[2025-11-25T11:50:05.458405] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:50:05.459237] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:05.459375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:05.461079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:05.461658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:05.552431] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:50:05.598513] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:50:05.724493] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:05.727173] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:50:05.770047] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:05.797264] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:50:05.882524] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -1.71% | Symbol ETA: 2m 25s | Global ETA: 40m 16s
[2025-11-25T11:50:05.882837] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:50:05.883715] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:05.883848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:05.888966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:05.890972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:05.891537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:05.894404] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:05.957460] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -2.77% | Symbol ETA: 9.8s | Global ETA: 40m 16s
[2025-11-25T11:50:05.957784] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:50:05.958612] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:05.958773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:05.963283] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:05.963558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:05.974233] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.76% | Symbol ETA: 7m 14s | Global ETA: 40m 16s
[2025-11-25T11:50:05.974503] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:50:05.975388] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:05.975542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:05.977354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:50:05.977899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:06.020024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:50:06.021686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:06.076129] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 4.26% | Symbol ETA: 3m 23s | Global ETA: 40m 16s
[2025-11-25T11:50:06.076410] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:50:06.077264] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:06.077406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:06.079106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:06.079688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:06.241697] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:50:06.325621] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:50:06.362625] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:50:06.415157] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:50:06.430288] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:06.499103] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:06.531722] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:06.548074] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.54% | Symbol ETA: 2m 25s | Global ETA: 40m 17s
[2025-11-25T11:50:06.548366] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:50:06.549225] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:06.549362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:06.554299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:06.556369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:06.556987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:06.579066] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 7m 13s | Global ETA: 40m 17s
[2025-11-25T11:50:06.579369] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:50:06.580221] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:06.580359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:06.582099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:50:06.582690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:06.593309] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:06.704556] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 3m 23s | Global ETA: 40m 17s
[2025-11-25T11:50:06.763587] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 1.19% | Symbol ETA: 9.0s | Global ETA: 40m 18s
[2025-11-25T11:50:06.763751] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:50:06.764524] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:06.764614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:06.769384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:06.824437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:50:06.825793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:06.873677] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 1.20%, Actual: 2.67%
[2025-11-25T11:50:06.919812] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:50:06.923131] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:50:07.049719] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.60%, Actual: 3.10%
[2025-11-25T11:50:07.094150] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:07.103987] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:07.167785] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:50:07.171877] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 7m 13s | Global ETA: 40m 18s
[2025-11-25T11:50:07.172035] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:50:07.172823] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:07.172895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:07.174528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:50:07.175089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:07.213791] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.48% | Symbol ETA: 2m 24s | Global ETA: 40m 18s
[2025-11-25T11:50:07.213941] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:50:07.214709] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:07.214803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:07.219627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:07.221413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:07.222083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:07.223528] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.04%, Actual: 1.78%
[2025-11-25T11:50:07.355090] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:07.395733] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -1.70%, Actual: 1.72%
[2025-11-25T11:50:07.518968] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:50:07.571013] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:50:07.571865] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 4.14%, Actual: 1.43%
[2025-11-25T11:50:07.628304] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -5.79% | Symbol ETA: 8.3s | Global ETA: 40m 19s
[2025-11-25T11:50:07.628670] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:50:07.629855] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:07.630021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:07.636579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:07.700805] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:07.712066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:50:07.714210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:07.753073] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.15%, Actual: 0.07%
[2025-11-25T11:50:07.769411] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:07.784637] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 7m 12s | Global ETA: 40m 19s
[2025-11-25T11:50:07.784964] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:50:07.785870] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:07.786009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:07.787855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:50:07.788532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:07.916239] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.33% | Symbol ETA: 2m 23s | Global ETA: 40m 20s
[2025-11-25T11:50:07.916530] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:50:07.917604] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:07.917767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:07.923512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:07.925843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:07.926520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:07.978747] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: -0.83%, Actual: 3.34%
[2025-11-25T11:50:08.172569] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:50:08.246909] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.47%, Actual: 0.34%
[2025-11-25T11:50:08.251529] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:50:08.407525] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:08.418321] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:50:08.485811] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:08.500718] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 4.26%, Actual: 1.43%
[2025-11-25T11:50:08.589587] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -1.35% | Symbol ETA: 7m 12s | Global ETA: 40m 21s
[2025-11-25T11:50:08.590063] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:50:08.591497] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:08.591710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:08.594521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:50:08.595473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:08.664384] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:08.705490] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.64% | Symbol ETA: 7.9s | Global ETA: 40m 21s
[2025-11-25T11:50:08.705760] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:50:08.706995] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:08.707123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:08.713934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:08.752878] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 1.66%
[2025-11-25T11:50:08.753189] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 43.2770%
[2025-11-25T11:50:08.753324] [INFO ] [main      ] RVTY: DISCARDED add_atr_10 (score: 43.28%)
[2025-11-25T11:50:08.753401] [INFO ] [main      ] RVTY: Testing feature 4/53: add_atr_5
[2025-11-25T11:50:08.753464] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_5']
[2025-11-25T11:50:08.753530] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:50:08.779593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:50:08.781263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:08.785746] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:08.786591] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:50:08.788112] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:08.788254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:08.791021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:08.791909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:08.805355] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 2m 23s | Global ETA: 40m 21s
[2025-11-25T11:50:08.805550] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:50:08.806827] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:08.806930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:08.814054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:08.816434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:08.817254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:09.045625] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:50:09.149465] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:50:09.180813] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:50:09.190018] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:50:09.270266] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:09.332722] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:09.350990] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.91% | Symbol ETA: 7m 11s | Global ETA: 40m 22s
[2025-11-25T11:50:09.351449] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:50:09.352321] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:09.352845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:09.355166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:50:09.355766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:09.363362] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:09.371493] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:09.490610] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 2m 22s | Global ETA: 40m 23s
[2025-11-25T11:50:09.490904] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:50:09.491792] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:09.491928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:09.497612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:09.499608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:09.500188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:09.500857] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 2.07% | Symbol ETA: 2m 31s | Global ETA: 40m 23s
[2025-11-25T11:50:09.501157] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:50:09.502091] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:09.502237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:09.504098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:09.504750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:09.570690] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 1.77% | Symbol ETA: 6.9s | Global ETA: 40m 23s
[2025-11-25T11:50:09.570838] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:50:09.571583] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:09.571671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:09.576437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:09.632015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:50:09.633485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:09.702406] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:50:09.855741] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:50:09.868538] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:50:09.894544] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:09.977279] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.06% | Symbol ETA: 7m 10s | Global ETA: 40m 23s
[2025-11-25T11:50:09.992272] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:50:10.035688] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:10.048410] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:10.147990] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -0.43% | Symbol ETA: 2m 21s | Global ETA: 40m 24s
[2025-11-25T11:50:10.148270] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:50:10.149138] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:10.149271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:10.153767] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.24%, Actual: 0.73%
[2025-11-25T11:50:10.154376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:10.156312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:10.156899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:10.166905] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.48% | Symbol ETA: 2m 30s | Global ETA: 40m 24s
[2025-11-25T11:50:10.167245] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:50:10.168112] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:10.168255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:10.170034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:10.170679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:10.171476] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:10.324735] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 1.00%
[2025-11-25T11:50:10.405020] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 6.0s | Global ETA: 40m 24s
[2025-11-25T11:50:10.405328] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:50:10.406246] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:10.406391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:10.411865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:10.471387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:50:10.473130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:10.503352] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.54%, Actual: 1.32%
[2025-11-25T11:50:10.510279] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:50:10.515592] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:50:10.679829] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.76%, Actual: 0.51%
[2025-11-25T11:50:10.686065] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:10.687176] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:10.799360] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: 0.58% | Symbol ETA: 2m 21s | Global ETA: 40m 25s
[2025-11-25T11:50:10.799711] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:50:10.799847] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 0.60% | Symbol ETA: 2m 29s | Global ETA: 40m 25s
[2025-11-25T11:50:10.800153] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:50:10.800860] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:10.800971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:10.801008] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:10.801154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:10.802837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:10.803430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:10.807488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:10.809973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:10.810675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:10.836369] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:50:10.857785] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 0.45%
[2025-11-25T11:50:11.016100] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:11.050227] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:50:11.143180] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:50:11.182901] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:50:11.234374] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 2.40%
[2025-11-25T11:50:11.247605] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.29% | Symbol ETA: 5.1s | Global ETA: 40m 26s
[2025-11-25T11:50:11.247924] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:50:11.248827] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:11.248975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:11.253900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:11.308939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:50:11.310565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:11.317314] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:11.353996] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:11.413065] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -1.35%, Actual: 1.03%
[2025-11-25T11:50:11.434503] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -2.87% | Symbol ETA: 2m 29s | Global ETA: 40m 26s
[2025-11-25T11:50:11.434815] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:50:11.435666] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:11.435802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:11.437527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:11.438131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:11.458799] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.39% | Symbol ETA: 2m 20s | Global ETA: 40m 26s
[2025-11-25T11:50:11.459104] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:50:11.459994] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:11.460127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:11.465104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:11.467211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:11.467825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:11.584659] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.91%, Actual: 0.72%
[2025-11-25T11:50:11.653192] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:50:11.753543] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.06%, Actual: 1.79%
[2025-11-25T11:50:11.753953] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 56.8218%
[2025-11-25T11:50:11.754114] [INFO ] [main      ] CBL: DISCARDED add_atr (score: 56.82%)
[2025-11-25T11:50:11.754230] [INFO ] [main      ] CBL: Testing feature 3/53: add_atr_10
[2025-11-25T11:50:11.754335] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_10']
[2025-11-25T11:50:11.754446] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:50:11.768484] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:11.769228] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:50:11.770174] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:11.770313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:11.772100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:11.772712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:11.774543] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:50:11.809458] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:50:11.831359] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:11.945924] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:11.983272] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:12.059484] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 2.27% | Symbol ETA: 2m 28s | Global ETA: 40m 27s
[2025-11-25T11:50:12.059632] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:50:12.060417] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:12.060677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:12.062368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:12.062966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:12.068829] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 1.33% | Symbol ETA: 4.2s | Global ETA: 40m 27s
[2025-11-25T11:50:12.069120] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:50:12.070241] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:12.070405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:12.075752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:12.097354] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 2m 19s | Global ETA: 40m 27s
[2025-11-25T11:50:12.133282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:50:12.134968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:12.138726] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:50:12.283440] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -1.71%, Actual: 2.07%
[2025-11-25T11:50:12.313978] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:12.394957] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 3m 32s | Global ETA: 40m 28s
[2025-11-25T11:50:12.395125] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:50:12.396103] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:12.396250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:12.398055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:12.398677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:12.399241] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:50:12.475281] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.54%, Actual: 2.19%
[2025-11-25T11:50:12.501236] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:50:12.570157] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:12.676111] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.48%, Actual: 0.51%
[2025-11-25T11:50:12.681752] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:12.685994] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.77% | Symbol ETA: 2m 27s | Global ETA: 40m 28s
[2025-11-25T11:50:12.686309] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:50:12.687189] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:12.687329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:12.689075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:12.689700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:12.745711] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:50:12.867805] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.33%, Actual: 0.26%
[2025-11-25T11:50:12.919525] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:12.921963] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -1.14% | Symbol ETA: 3.4s | Global ETA: 40m 29s
[2025-11-25T11:50:12.922279] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:50:12.923172] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:12.923322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:12.928433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:12.988093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:50:12.989842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:12.998591] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 3m 31s | Global ETA: 40m 29s
[2025-11-25T11:50:12.998795] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:50:12.999639] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:12.999747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:13.001741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:13.002374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:13.030843] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:50:13.088901] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.68%, Actual: 1.82%
[2025-11-25T11:50:13.204433] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:13.262097] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: -0.04%, Actual: 0.32%
[2025-11-25T11:50:13.321905] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 2m 27s | Global ETA: 40m 29s
[2025-11-25T11:50:13.322099] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:50:13.323001] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:13.323241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:13.325079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:13.325734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:13.347997] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:50:13.349089] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:50:13.438984] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -0.43%, Actual: 0.38%
[2025-11-25T11:50:13.518566] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:13.527499] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:13.595802] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.54% | Symbol ETA: 3m 30s | Global ETA: 40m 30s
[2025-11-25T11:50:13.596086] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:50:13.596884] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:13.597060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:13.598828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:13.599413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:13.611853] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 2.15%
[2025-11-25T11:50:13.671210] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:50:13.759550] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 2.5s | Global ETA: 40m 30s
[2025-11-25T11:50:13.789253] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.39%, Actual: 0.72%
[2025-11-25T11:50:13.842770] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:13.937534] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -2.77%, Actual: 0.27%
[2025-11-25T11:50:13.953050] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:50:13.955097] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.42% | Symbol ETA: 2m 26s | Global ETA: 40m 31s
[2025-11-25T11:50:13.955262] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:50:13.956043] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:13.956268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:13.958041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:13.958670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:13.964460] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 1.07%
[2025-11-25T11:50:13.964758] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 38.6418%
[2025-11-25T11:50:13.964917] [INFO ] [main      ] LVS: DISCARDED add_atr_5 (score: 38.64%)
[2025-11-25T11:50:13.965028] [INFO ] [main      ] LVS: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:50:13.965122] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment']
[2025-11-25T11:50:13.965221] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:50:13.978830] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:13.979591] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:50:13.980516] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:13.980664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:13.985535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:13.986436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:14.114770] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 1.19%, Actual: 2.79%
[2025-11-25T11:50:14.133043] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:14.214339] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.31% | Symbol ETA: 3m 30s | Global ETA: 40m 31s
[2025-11-25T11:50:14.214603] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:50:14.215438] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:14.215574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:14.217315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:14.217895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:14.290272] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -5.79%, Actual: 1.15%
[2025-11-25T11:50:14.302002] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:50:14.330829] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:50:14.474756] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 1.48%
[2025-11-25T11:50:14.484799] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:14.506116] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:14.567193] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:50:14.603116] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 3.04% | Symbol ETA: 2m 25s | Global ETA: 40m 32s
[2025-11-25T11:50:14.603266] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:50:14.604067] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:14.604142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:14.605867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:14.606406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:14.615303] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.77% | Symbol ETA: 1m 51s | Global ETA: 40m 32s
[2025-11-25T11:50:14.615455] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:50:14.616354] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:14.616485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:14.621507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:14.622403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:14.650825] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 1.77%, Actual: 1.08%
[2025-11-25T11:50:14.756082] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:14.830117] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 0.53%
[2025-11-25T11:50:14.835982] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 3m 29s | Global ETA: 40m 32s
[2025-11-25T11:50:14.836469] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:50:14.837594] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:14.837764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:14.839573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:14.840202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:14.965151] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:50:14.975890] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:50:15.010822] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.29%, Actual: 2.44%
[2025-11-25T11:50:15.143456] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:15.159470] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:15.191776] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:50:15.192882] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 1.33%, Actual: 0.25%
[2025-11-25T11:50:15.257926] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -1.07% | Symbol ETA: 2m 25s | Global ETA: 40m 33s
[2025-11-25T11:50:15.270865] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.61% | Symbol ETA: 1m 50s | Global ETA: 40m 33s
[2025-11-25T11:50:15.271298] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:50:15.272136] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:15.272268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:15.277326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:15.278227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:15.367873] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:15.374452] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -1.14%, Actual: 1.01%
[2025-11-25T11:50:15.434004] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 2.07%, Actual: 2.67%
[2025-11-25T11:50:15.447213] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 3m 29s | Global ETA: 40m 33s
[2025-11-25T11:50:15.447552] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:50:15.448485] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:15.448659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:15.450464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:15.451148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:15.587792] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 0.83%
[2025-11-25T11:50:15.588285] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 41.2466%
[2025-11-25T11:50:15.588517] [INFO ] [main      ] CBU: DISCARDED add_shelf_lag (score: 41.25%)
[2025-11-25T11:50:15.588672] [INFO ] [main      ] CBU: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:50:15.588789] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_signed_carry_history_11']
[2025-11-25T11:50:15.588941] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:50:15.603024] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.48%, Actual: 3.10%
[2025-11-25T11:50:15.605552] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:15.606107] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:50:15.607330] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:15.607425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:15.612599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:15.619396] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:50:15.671539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:50:15.673307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:15.771570] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 1.78%
[2025-11-25T11:50:15.787787] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:15.808748] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:50:15.893559] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 3.49% | Symbol ETA: 1m 49s | Global ETA: 40m 34s
[2025-11-25T11:50:15.893851] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:50:15.894677] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:15.894807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:15.899778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:15.900672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:15.942305] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -2.87%, Actual: 1.72%
[2025-11-25T11:50:16.010811] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:16.022988] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:50:16.097992] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.51% | Symbol ETA: 3m 28s | Global ETA: 40m 35s
[2025-11-25T11:50:16.098314] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:50:16.099260] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:16.099407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:16.101311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:16.101971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:16.113712] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 2.27%, Actual: 1.43%
[2025-11-25T11:50:16.201347] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:16.245805] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:50:16.285687] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.77%, Actual: 0.07%
[2025-11-25T11:50:16.323418] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.56% | Symbol ETA: 8.9s | Global ETA: 40m 35s
[2025-11-25T11:50:16.323599] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:50:16.324703] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:16.324884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:16.330370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:16.389613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:50:16.391598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:16.418130] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:16.470706] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:50:16.480923] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 3.34%
[2025-11-25T11:50:16.527104] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.41% | Symbol ETA: 1m 49s | Global ETA: 40m 35s
[2025-11-25T11:50:16.527371] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:50:16.528264] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:16.528401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:16.533378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:16.534320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:16.645449] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:16.652803] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.42%, Actual: 0.34%
[2025-11-25T11:50:16.723601] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 3m 27s | Global ETA: 40m 36s
[2025-11-25T11:50:16.723965] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:50:16.724830] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:16.724968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:16.726705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:16.727327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:16.780607] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:50:16.826690] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 3.04%, Actual: 1.43%
[2025-11-25T11:50:16.879254] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:50:16.959260] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:16.996061] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -1.07%, Actual: 1.66%
[2025-11-25T11:50:16.996437] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 42.0130%
[2025-11-25T11:50:16.996595] [INFO ] [main      ] RVTY: DISCARDED add_atr_5 (score: 42.01%)
[2025-11-25T11:50:16.996729] [INFO ] [main      ] RVTY: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:50:16.996834] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment']
[2025-11-25T11:50:16.996940] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:50:17.010160] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:17.010845] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:50:17.011841] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:17.011976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:17.012774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:17.050056] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:17.078308] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:50:17.080892] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 8.4s | Global ETA: 40m 36s
[2025-11-25T11:50:17.081075] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:50:17.081907] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:17.081997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:17.087147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:17.148084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:50:17.149979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:17.161754] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.56% | Symbol ETA: 1m 48s | Global ETA: 40m 36s
[2025-11-25T11:50:17.162039] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:50:17.162869] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:17.163005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:17.167998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:17.168971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:17.252765] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:17.331443] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.39% | Symbol ETA: 3m 27s | Global ETA: 40m 37s
[2025-11-25T11:50:17.331744] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:50:17.332567] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:17.332721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:17.334428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:17.335026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:17.351722] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:50:17.509830] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:50:17.527448] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:17.528755] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:50:17.658051] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 0.78% | Symbol ETA: 1m 45s | Global ETA: 40m 37s
[2025-11-25T11:50:17.658571] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:50:17.659690] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:17.659829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:17.660617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:17.693978] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:17.699900] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:50:17.703811] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:17.813051] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -3.60% | Symbol ETA: 7.6s | Global ETA: 40m 38s
[2025-11-25T11:50:17.813360] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:50:17.813733] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: -1.23% | Symbol ETA: 1m 48s | Global ETA: 40m 38s
[2025-11-25T11:50:17.813891] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:50:17.814196] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:17.814466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:17.814883] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:17.814961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:17.819978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:17.820122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:17.821100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:17.879141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:50:17.881238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:17.883585] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:17.963982] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.65% | Symbol ETA: 3m 26s | Global ETA: 40m 38s
[2025-11-25T11:50:18.041765] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:50:18.145112] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.83%, Actual: 0.73%
[2025-11-25T11:50:18.160767] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:50:18.234372] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:18.249491] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:50:18.328463] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 1.00%
[2025-11-25T11:50:18.346596] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:18.357458] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 1m 44s | Global ETA: 40m 39s
[2025-11-25T11:50:18.357769] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:50:18.358904] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:18.359046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:18.359869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:18.429101] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:18.451518] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.11% | Symbol ETA: 1m 47s | Global ETA: 40m 39s
[2025-11-25T11:50:18.451815] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:50:18.452633] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:18.452784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:18.457763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:18.458739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:18.504852] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.54%, Actual: 1.32%
[2025-11-25T11:50:18.547088] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -0.47% | Symbol ETA: 6.9s | Global ETA: 40m 39s
[2025-11-25T11:50:18.547265] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:50:18.548231] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:18.548378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:18.553677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:18.612201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:50:18.614031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:18.680415] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.31%, Actual: 0.51%
[2025-11-25T11:50:18.718064] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:50:18.809363] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:50:18.858636] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.45%
[2025-11-25T11:50:18.885287] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:18.974463] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:50:18.980101] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:18.995001] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 3.23% | Symbol ETA: 1m 44s | Global ETA: 40m 40s
[2025-11-25T11:50:18.995303] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:50:18.996163] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:18.996301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:18.997104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:19.089994] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.10% | Symbol ETA: 1m 46s | Global ETA: 40m 40s
[2025-11-25T11:50:19.090303] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:50:19.091234] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:19.091369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:19.096830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:19.098039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:19.108122] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.81%, Actual: 0.11%
[2025-11-25T11:50:19.155817] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:19.270502] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 1.68% | Symbol ETA: 6.2s | Global ETA: 40m 40s
[2025-11-25T11:50:19.270825] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:50:19.271804] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:19.271959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:19.277339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:19.287396] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.51%, Actual: 2.40%
[2025-11-25T11:50:19.342674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:50:19.344437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:19.389162] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:50:19.448882] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:50:19.467238] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.30%, Actual: 1.03%
[2025-11-25T11:50:19.559738] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:19.625149] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:19.642458] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.39%, Actual: 0.72%
[2025-11-25T11:50:19.674536] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.96% | Symbol ETA: 1m 43s | Global ETA: 40m 41s
[2025-11-25T11:50:19.674695] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:50:19.675479] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:19.675550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:19.676263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:19.716567] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:50:19.737853] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.84% | Symbol ETA: 1m 46s | Global ETA: 40m 41s
[2025-11-25T11:50:19.738008] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:50:19.738941] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:19.739078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:19.744584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:19.745492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:19.822501] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.65%, Actual: 1.79%
[2025-11-25T11:50:19.822785] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 52.3059%
[2025-11-25T11:50:19.823056] [INFO ] [main      ] CBL: DISCARDED add_atr_10 (score: 52.31%)
[2025-11-25T11:50:19.823182] [INFO ] [main      ] CBL: Testing feature 4/53: add_atr_5
[2025-11-25T11:50:19.823296] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_5']
[2025-11-25T11:50:19.823408] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:50:19.836911] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:19.837753] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:50:19.838698] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:19.838834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:19.840613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:19.841363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:19.889682] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:20.003933] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -2.33% | Symbol ETA: 5.4s | Global ETA: 40m 42s
[2025-11-25T11:50:20.004233] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:50:20.005056] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:20.005202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:20.010704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:20.018447] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:50:20.070499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:50:20.072448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:20.097445] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:50:20.187159] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:20.193611] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:50:20.272142] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:20.299189] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 1.69% | Symbol ETA: 1m 42s | Global ETA: 40m 42s
[2025-11-25T11:50:20.299356] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:50:20.300433] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:20.300713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:20.301489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:20.374164] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:20.378528] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.99% | Symbol ETA: 1m 45s | Global ETA: 40m 42s
[2025-11-25T11:50:20.421374] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:50:20.456395] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 2m 17s | Global ETA: 40m 42s
[2025-11-25T11:50:20.456550] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:50:20.457412] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:20.457503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:20.459222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:20.459781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:20.559086] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.77%, Actual: 2.07%
[2025-11-25T11:50:20.593487] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:20.652568] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:50:20.711460] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.37% | Symbol ETA: 4.7s | Global ETA: 40m 43s
[2025-11-25T11:50:20.711737] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:50:20.712596] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:20.712754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:20.718467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:20.737288] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.61%, Actual: 2.19%
[2025-11-25T11:50:20.776902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:50:20.778910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:20.813452] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:50:20.832359] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:20.919299] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 3.49%, Actual: 0.51%
[2025-11-25T11:50:20.949264] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.46% | Symbol ETA: 1m 42s | Global ETA: 40m 43s
[2025-11-25T11:50:20.949535] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:50:20.950418] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:20.950562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:20.951397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:20.990634] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:21.070356] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.75% | Symbol ETA: 2m 17s | Global ETA: 40m 44s
[2025-11-25T11:50:21.070683] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:50:21.071556] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:21.071718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:21.073481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:21.074083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:21.097560] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.41%, Actual: 0.26%
[2025-11-25T11:50:21.151539] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:50:21.269093] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.56%, Actual: 1.82%
[2025-11-25T11:50:21.301510] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:50:21.341420] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:21.435733] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:50:21.440080] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: -1.23%, Actual: 0.32%
[2025-11-25T11:50:21.470531] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.15% | Symbol ETA: 4.0s | Global ETA: 40m 44s
[2025-11-25T11:50:21.470714] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:50:21.471559] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:21.471629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:21.476836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:21.480009] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:21.539570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:50:21.541682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:21.598512] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.68% | Symbol ETA: 1m 41s | Global ETA: 40m 45s
[2025-11-25T11:50:21.598830] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:50:21.599723] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:21.599862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:21.600703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:21.610426] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:21.623442] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.11%, Actual: 0.38%
[2025-11-25T11:50:21.693140] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.54% | Symbol ETA: 2m 16s | Global ETA: 40m 45s
[2025-11-25T11:50:21.693445] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:50:21.694314] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:21.694458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:21.696230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:21.696829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:21.797977] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.10%, Actual: 2.15%
[2025-11-25T11:50:21.941286] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:50:21.962565] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:50:21.972354] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.84%, Actual: 0.72%
[2025-11-25T11:50:22.048804] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:50:22.113337] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:22.138335] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:22.142452] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.99%, Actual: 1.07%
[2025-11-25T11:50:22.142843] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 38.2160%
[2025-11-25T11:50:22.142997] [INFO ] [main      ] LVS: DISCARDED add_close_to_open_alignment (score: 38.22%)
[2025-11-25T11:50:22.143112] [INFO ] [main      ] LVS: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:50:22.143211] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context']
[2025-11-25T11:50:22.143316] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:50:22.157575] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:22.158316] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:50:22.159231] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:22.159359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:22.164228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:22.165294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:22.223682] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:22.227955] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 1.39% | Symbol ETA: 3.2s | Global ETA: 40m 46s
[2025-11-25T11:50:22.228127] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:50:22.229064] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:22.229209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:22.234180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:22.253852] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.68% | Symbol ETA: 1m 40s | Global ETA: 40m 46s
[2025-11-25T11:50:22.254020] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:50:22.254887] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:22.254975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:22.255785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:22.289133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:50:22.290963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:22.303790] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.76% | Symbol ETA: 2m 15s | Global ETA: 40m 46s
[2025-11-25T11:50:22.304142] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:50:22.305158] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:22.305299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:22.307130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:22.307739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:22.504429] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:50:22.611718] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:50:22.672438] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:50:22.674257] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:22.709458] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:50:22.783948] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.01% | Symbol ETA: 1m 23s | Global ETA: 40m 47s
[2025-11-25T11:50:22.784221] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:50:22.785091] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:22.785227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:22.788147] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:22.790129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:22.791171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:22.857820] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:22.887717] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:22.909185] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 2.80% | Symbol ETA: 1m 40s | Global ETA: 40m 47s
[2025-11-25T11:50:22.909502] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:50:22.910399] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:22.910542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:22.911355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:22.936234] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 2m 15s | Global ETA: 40m 47s
[2025-11-25T11:50:22.936542] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:50:22.937408] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:22.937549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:22.939322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:22.939915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:23.001942] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 2.5s | Global ETA: 40m 47s
[2025-11-25T11:50:23.131400] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:50:23.177702] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.56%, Actual: 0.27%
[2025-11-25T11:50:23.268466] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:50:23.283965] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:50:23.300504] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:23.353617] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 0.22%, Actual: 2.79%
[2025-11-25T11:50:23.409805] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.37% | Symbol ETA: 1m 22s | Global ETA: 40m 48s
[2025-11-25T11:50:23.410082] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:50:23.410921] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:23.411064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:23.415947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:23.416994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:23.446329] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:23.456703] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:23.531260] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -3.60%, Actual: 1.15%
[2025-11-25T11:50:23.537415] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 2m 14s | Global ETA: 40m 48s
[2025-11-25T11:50:23.537711] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:50:23.538629] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:23.538792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:23.540603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:23.541238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:23.559488] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 1m 39s | Global ETA: 40m 48s
[2025-11-25T11:50:23.708030] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -0.47%, Actual: 1.48%
[2025-11-25T11:50:23.737584] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 0.78%, Actual: 2.67%
[2025-11-25T11:50:23.762761] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:50:23.887032] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 1.68%, Actual: 1.08%
[2025-11-25T11:50:23.891381] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:50:23.915589] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 3.10%
[2025-11-25T11:50:23.939176] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:24.049559] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.68% | Symbol ETA: 1m 21s | Global ETA: 40m 49s
[2025-11-25T11:50:24.049850] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:50:24.050725] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:24.050854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:24.055680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:24.056759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:24.063700] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -2.33%, Actual: 0.53%
[2025-11-25T11:50:24.065681] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:24.096157] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 3.23%, Actual: 1.78%
[2025-11-25T11:50:24.145531] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 2m 14s | Global ETA: 40m 49s
[2025-11-25T11:50:24.145853] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:50:24.146700] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:24.146834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:24.148579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:24.149166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:24.236629] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.37%, Actual: 2.44%
[2025-11-25T11:50:24.275302] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.96%, Actual: 1.72%
[2025-11-25T11:50:24.406735] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:50:24.407468] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.15%, Actual: 0.25%
[2025-11-25T11:50:24.455295] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.69%, Actual: 1.43%
[2025-11-25T11:50:24.494855] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:50:24.580163] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.39%, Actual: 1.01%
[2025-11-25T11:50:24.591285] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:24.632976] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.46%, Actual: 0.07%
[2025-11-25T11:50:24.677367] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:24.709011] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -5.56% | Symbol ETA: 1m 21s | Global ETA: 40m 50s
[2025-11-25T11:50:24.709300] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:50:24.710165] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:24.710302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:24.715295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:24.716410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:24.756451] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 0.83%
[2025-11-25T11:50:24.756619] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -1.35% | Symbol ETA: 2m 13s | Global ETA: 40m 50s
[2025-11-25T11:50:24.756918] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:50:24.756881] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 38.5918%
[2025-11-25T11:50:24.757125] [INFO ] [main      ] CBU: DISCARDED add_signed_carry_history_11 (score: 38.59%)
[2025-11-25T11:50:24.757248] [INFO ] [main      ] CBU: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:50:24.757359] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_sma_ratio']
[2025-11-25T11:50:24.757490] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:50:24.757806] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:24.757957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:24.759816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:24.760407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:24.771988] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:24.772508] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:50:24.773435] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:24.773511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:24.778375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:24.813083] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.68%, Actual: 3.34%
[2025-11-25T11:50:24.834588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:50:24.835731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:24.994132] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.68%, Actual: 0.34%
[2025-11-25T11:50:25.080591] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:50:25.103524] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:50:25.172036] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.80%, Actual: 1.43%
[2025-11-25T11:50:25.190222] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:50:25.272322] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:25.275692] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:25.348012] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 1.66%
[2025-11-25T11:50:25.348445] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 36.0634%
[2025-11-25T11:50:25.348619] [INFO ] [main      ] RVTY: DISCARDED add_close_to_open_alignment (score: 36.06%)
[2025-11-25T11:50:25.348753] [INFO ] [main      ] RVTY: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:50:25.348885] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context']
[2025-11-25T11:50:25.349006] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:50:25.352553] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.91% | Symbol ETA: 2m 12s | Global ETA: 40m 51s
[2025-11-25T11:50:25.352893] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:50:25.353761] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:25.353848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:25.355517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:50:25.356053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:25.360063] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:25.362407] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:25.362866] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:50:25.363741] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:25.363815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:25.364748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:25.381840] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 4.38% | Symbol ETA: 1m 20s | Global ETA: 40m 51s
[2025-11-25T11:50:25.381985] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:50:25.382772] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:25.382847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:25.387742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:25.388796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:25.467794] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -5.16% | Symbol ETA: 8.2s | Global ETA: 40m 52s
[2025-11-25T11:50:25.468031] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:50:25.468892] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:25.469031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:25.473889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:25.530136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:50:25.531013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:25.702063] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:50:25.719363] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:50:25.743076] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:50:25.866964] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:50:25.873749] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:25.892749] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:25.943201] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:25.950750] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.06% | Symbol ETA: 2m 12s | Global ETA: 40m 52s
[2025-11-25T11:50:26.008241] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 1.29% | Symbol ETA: 1m 24s | Global ETA: 40m 53s
[2025-11-25T11:50:26.008596] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:50:26.009452] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:26.009592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:26.010522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:26.033460] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:26.061820] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.89% | Symbol ETA: 1m 19s | Global ETA: 40m 53s
[2025-11-25T11:50:26.062176] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:50:26.063158] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:26.063298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:26.068430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:26.069542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:26.125694] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.24%, Actual: 0.73%
[2025-11-25T11:50:26.144558] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 4.27% | Symbol ETA: 7.4s | Global ETA: 40m 53s
[2025-11-25T11:50:26.144859] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:50:26.145717] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:26.145856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:26.150687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:26.206559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:50:26.207455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:26.300063] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 1.00%
[2025-11-25T11:50:26.355722] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:50:26.426070] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:50:26.473413] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.54%, Actual: 1.32%
[2025-11-25T11:50:26.532543] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:26.551056] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:50:26.602438] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:26.645678] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.76%, Actual: 0.51%
[2025-11-25T11:50:26.653306] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.81% | Symbol ETA: 1m 24s | Global ETA: 40m 54s
[2025-11-25T11:50:26.653677] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:50:26.654943] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:26.655142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:26.656240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:26.715149] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -4.69% | Symbol ETA: 1m 19s | Global ETA: 40m 54s
[2025-11-25T11:50:26.715447] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:50:26.716312] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:26.716445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:26.721541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:26.722662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:26.726470] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:26.814745] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 0.45%
[2025-11-25T11:50:26.837498] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.43% | Symbol ETA: 6.7s | Global ETA: 40m 54s
[2025-11-25T11:50:26.837816] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:50:26.838743] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:26.838886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:26.843909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:26.901259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:50:26.902443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:26.983096] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:50:27.008117] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:50:27.068036] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:50:27.158013] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 2.40%
[2025-11-25T11:50:27.186290] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:27.239040] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:27.250781] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:50:27.303765] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 0.34% | Symbol ETA: 1m 23s | Global ETA: 40m 55s
[2025-11-25T11:50:27.304053] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:50:27.304884] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:27.305021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:27.305944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:27.341287] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -1.35%, Actual: 1.03%
[2025-11-25T11:50:27.346083] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: 1.79% | Symbol ETA: 1m 18s | Global ETA: 40m 55s
[2025-11-25T11:50:27.346377] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:50:27.347199] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:27.347332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:27.352216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:27.353288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:27.428531] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:27.527786] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.91%, Actual: 0.72%
[2025-11-25T11:50:27.541795] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -2.88% | Symbol ETA: 6.1s | Global ETA: 40m 55s
[2025-11-25T11:50:27.542093] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:50:27.542948] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:27.543087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:27.548024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:27.603025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:50:27.603982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:27.664925] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:50:27.701901] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:50:27.726851] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.06%, Actual: 1.79%
[2025-11-25T11:50:27.727153] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 56.8218%
[2025-11-25T11:50:27.727400] [INFO ] [main      ] CBL: DISCARDED add_atr_5 (score: 56.82%)
[2025-11-25T11:50:27.727458] [INFO ] [main      ] CBL: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:50:27.727498] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment']
[2025-11-25T11:50:27.727539] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:50:27.743341] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:27.744123] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:50:27.745190] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:27.745273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:27.746067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:27.839070] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:27.874105] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:27.945114] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:50:27.953451] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -2.95% | Symbol ETA: 1m 22s | Global ETA: 40m 56s
[2025-11-25T11:50:27.953764] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:50:27.954622] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:27.954779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:27.955721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:27.983009] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.86% | Symbol ETA: 1m 18s | Global ETA: 40m 56s
[2025-11-25T11:50:27.983295] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:50:27.984131] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:27.984262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:27.989171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:27.990272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:28.104156] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:50:28.115815] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:28.221658] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.73% | Symbol ETA: 5.4s | Global ETA: 40m 57s
[2025-11-25T11:50:28.221942] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:50:28.222786] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:28.222922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:28.227881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:28.283952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:50:28.284915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:28.296161] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:28.300843] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:50:28.332985] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:50:28.377522] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 1m 41s | Global ETA: 40m 57s
[2025-11-25T11:50:28.377696] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:50:28.378572] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:28.378821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:28.379635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:28.479092] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:28.505735] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:28.596959] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 1.85% | Symbol ETA: 1m 22s | Global ETA: 40m 57s
[2025-11-25T11:50:28.597142] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:50:28.597965] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:28.598040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:28.599047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:28.611206] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 1.73% | Symbol ETA: 1m 17s | Global ETA: 40m 57s
[2025-11-25T11:50:28.625457] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:50:28.732226] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:50:28.786539] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.01%, Actual: 2.07%
[2025-11-25T11:50:28.795668] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:28.905137] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.36% | Symbol ETA: 4.7s | Global ETA: 40m 58s
[2025-11-25T11:50:28.905422] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:50:28.906261] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:28.906405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:28.906319] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:28.911274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:28.957264] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:50:28.964383] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.37%, Actual: 2.19%
[2025-11-25T11:50:28.967280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:50:28.968200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:28.986420] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 1m 40s | Global ETA: 40m 58s
[2025-11-25T11:50:28.986762] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:50:28.987683] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:28.987821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:28.988593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:29.135266] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:29.143400] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.68%, Actual: 0.51%
[2025-11-25T11:50:29.252577] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.67% | Symbol ETA: 1m 21s | Global ETA: 40m 58s
[2025-11-25T11:50:29.252896] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:50:29.253810] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:29.253954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:29.255029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:29.308415] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:50:29.315923] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -5.56%, Actual: 0.26%
[2025-11-25T11:50:29.341297] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:50:29.481598] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:29.488992] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 4.38%, Actual: 1.82%
[2025-11-25T11:50:29.522420] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:29.591783] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.81% | Symbol ETA: 4.0s | Global ETA: 40m 59s
[2025-11-25T11:50:29.592085] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:50:29.593031] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:29.593179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:29.598467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:29.603269] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.81% | Symbol ETA: 1m 39s | Global ETA: 40m 59s
[2025-11-25T11:50:29.603429] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:50:29.604225] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:29.604300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:29.605011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:29.618339] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:50:29.656697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:50:29.657882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:29.662575] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.89%, Actual: 0.32%
[2025-11-25T11:50:29.797547] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:29.844473] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -4.69%, Actual: 0.38%
[2025-11-25T11:50:29.915358] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 1m 20s | Global ETA: 40m 60s
[2025-11-25T11:50:29.915690] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:50:29.916588] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:29.916755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:29.917739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:29.966368] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:50:30.011203] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:50:30.021354] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: 1.79%, Actual: 2.15%
[2025-11-25T11:50:30.143432] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:30.189231] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:30.215858] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.86%, Actual: 0.72%
[2025-11-25T11:50:30.234996] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 1m 39s | Global ETA: 41m 0s
[2025-11-25T11:50:30.235308] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:50:30.236236] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:30.236381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:30.237467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:30.285534] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:50:30.301166] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.97% | Symbol ETA: 3.3s | Global ETA: 41m 0s
[2025-11-25T11:50:30.301493] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:50:30.302373] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:30.302519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:30.307516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:30.363968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:50:30.365252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:30.387435] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 1.73%, Actual: 1.07%
[2025-11-25T11:50:30.387866] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 39.7015%
[2025-11-25T11:50:30.388023] [INFO ] [main      ] LVS: DISCARDED add_composite_volatility_context (score: 39.70%)
[2025-11-25T11:50:30.388136] [INFO ] [main      ] LVS: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:50:30.388235] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios']
[2025-11-25T11:50:30.388361] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:50:30.402460] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:30.403048] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:50:30.404047] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:30.404182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:30.409272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:30.411859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:30.462387] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:30.573620] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.63% | Symbol ETA: 1m 20s | Global ETA: 41m 1s
[2025-11-25T11:50:30.573786] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:50:30.574571] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:30.574637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:30.575532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:30.585691] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:50:30.720897] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:50:30.757987] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:30.760780] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:50:30.837269] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 1m 38s | Global ETA: 41m 1s
[2025-11-25T11:50:30.837571] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:50:30.838470] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:30.838611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:30.839443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:30.895688] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:30.911737] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:50:30.942491] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:31.004930] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 2.6s | Global ETA: 41m 2s
[2025-11-25T11:50:31.005271] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:50:31.006217] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:31.006374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:31.011550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:31.058917] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 1m 9s | Global ETA: 41m 2s
[2025-11-25T11:50:31.059211] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:50:31.060074] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:31.060225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:31.065230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:31.066750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:50:31.067863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:31.067946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:31.088122] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:31.186496] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:50:31.212719] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 2.05% | Symbol ETA: 1m 19s | Global ETA: 41m 2s
[2025-11-25T11:50:31.212896] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:50:31.213907] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:31.214049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:31.215076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:31.355887] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:31.408301] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:50:31.416028] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:50:31.431542] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.88% | Symbol ETA: 1m 37s | Global ETA: 41m 2s
[2025-11-25T11:50:31.431874] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:50:31.432726] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:31.432863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:31.433621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:31.559026] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:50:31.579589] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:31.588201] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:31.700400] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.65% | Symbol ETA: 1.9s | Global ETA: 41m 3s
[2025-11-25T11:50:31.701547] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.08% | Symbol ETA: 1m 8s | Global ETA: 41m 3s
[2025-11-25T11:50:31.701748] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:50:31.702551] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:31.702620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:31.707599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:31.710192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:31.739277] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:31.782449] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:50:31.852863] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 3.22% | Symbol ETA: 1m 19s | Global ETA: 41m 3s
[2025-11-25T11:50:31.872294] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -5.16%, Actual: 0.27%
[2025-11-25T11:50:31.954951] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:32.032362] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.69% | Symbol ETA: 1m 37s | Global ETA: 41m 3s
[2025-11-25T11:50:32.032692] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:50:32.032483] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 1.29%, Actual: 2.67%
[2025-11-25T11:50:32.033546] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:32.033769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:32.034542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:32.042572] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 4.27%, Actual: 2.79%
[2025-11-25T11:50:32.056094] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:50:32.205238] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.81%, Actual: 3.10%
[2025-11-25T11:50:32.210834] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.43%, Actual: 1.15%
[2025-11-25T11:50:32.227040] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:32.337853] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.44% | Symbol ETA: 1m 8s | Global ETA: 41m 4s
[2025-11-25T11:50:32.338135] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:50:32.338973] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:32.339103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:32.343987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:32.346515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:32.377334] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:50:32.381265] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 1.78%
[2025-11-25T11:50:32.381632] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -2.88%, Actual: 1.48%
[2025-11-25T11:50:32.551383] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 1.08%
[2025-11-25T11:50:32.551849] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:32.552159] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -2.95%, Actual: 1.72%
[2025-11-25T11:50:32.628140] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.95% | Symbol ETA: 1m 36s | Global ETA: 41m 5s
[2025-11-25T11:50:32.628452] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:50:32.629347] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:32.629516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:32.630356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:32.695351] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:50:32.722105] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.85%, Actual: 1.43%
[2025-11-25T11:50:32.723159] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.36%, Actual: 0.53%
[2025-11-25T11:50:32.868716] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:32.893477] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 2.44%
[2025-11-25T11:50:32.896006] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.67%, Actual: 0.07%
[2025-11-25T11:50:32.976606] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:50:32.986038] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 1m 7s | Global ETA: 41m 5s
[2025-11-25T11:50:32.986338] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:50:32.987241] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:32.987384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:32.992434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:32.994998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:33.061010] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.97%, Actual: 0.25%
[2025-11-25T11:50:33.073937] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 3.34%
[2025-11-25T11:50:33.149056] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:33.223661] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 1m 35s | Global ETA: 41m 6s
[2025-11-25T11:50:33.223963] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:50:33.224827] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:33.224967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:50:33.225922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:33.229580] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.43%, Actual: 1.01%
[2025-11-25T11:50:33.251032] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.63%, Actual: 0.34%
[2025-11-25T11:50:33.336721] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:50:33.398631] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 0.83%
[2025-11-25T11:50:33.398991] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 46.7997%
[2025-11-25T11:50:33.399151] [INFO ] [main      ] CBU: DISCARDED add_sma_ratio (score: 46.80%)
[2025-11-25T11:50:33.399264] [INFO ] [main      ] CBU: Testing feature 45/53: add_true_range
[2025-11-25T11:50:33.399372] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_true_range']
[2025-11-25T11:50:33.399483] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:50:33.412883] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:33.413544] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:50:33.414473] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:33.414616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:33.419430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:33.424582] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.05%, Actual: 1.43%
[2025-11-25T11:50:33.475912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:33.477938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:33.507283] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:33.568547] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:50:33.597684] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 3.22%, Actual: 1.66%
[2025-11-25T11:50:33.597954] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 39.6715%
[2025-11-25T11:50:33.598076] [INFO ] [main      ] RVTY: DISCARDED add_composite_volatility_context (score: 39.67%)
[2025-11-25T11:50:33.598136] [INFO ] [main      ] RVTY: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:50:33.598183] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios']
[2025-11-25T11:50:33.598232] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:50:33.611521] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:33.612224] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:50:33.613183] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:33.613274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:33.615723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:33.621379] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 3.06% | Symbol ETA: 1m 6s | Global ETA: 41m 6s
[2025-11-25T11:50:33.621663] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:50:33.622481] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:33.622610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:33.627585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:33.630067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:33.741621] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:33.816295] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.90% | Symbol ETA: 1m 35s | Global ETA: 41m 7s
[2025-11-25T11:50:33.821805] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:50:33.961069] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:50:33.972705] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:50:33.988525] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: -0.09%, Actual: 0.73%
[2025-11-25T11:50:33.995268] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:34.108877] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -4.35% | Symbol ETA: 7.8s | Global ETA: 41m 7s
[2025-11-25T11:50:34.109185] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:50:34.110244] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:34.110384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:34.115527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:34.132794] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:34.147950] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:34.160390] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 1.00%
[2025-11-25T11:50:34.172947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:34.175230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:34.257623] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 1m 9s | Global ETA: 41m 8s
[2025-11-25T11:50:34.257789] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:50:34.258531] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:34.258597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:34.260939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:34.262228] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.49% | Symbol ETA: 1m 6s | Global ETA: 41m 8s
[2025-11-25T11:50:34.262372] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:50:34.263144] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:34.263217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:34.268030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:34.270493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:34.331994] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.81%, Actual: 1.32%
[2025-11-25T11:50:34.504209] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 0.51%
[2025-11-25T11:50:34.522857] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:50:34.605515] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:50:34.679566] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:50:34.681238] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 0.45%
[2025-11-25T11:50:34.700534] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:34.779796] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:34.815319] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 4.72% | Symbol ETA: 7.2s | Global ETA: 41m 9s
[2025-11-25T11:50:34.815623] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:50:34.816460] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:34.816599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:34.821477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:34.852224] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:34.857740] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.88%, Actual: 0.11%
[2025-11-25T11:50:34.877574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:34.879786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:34.904845] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 1m 8s | Global ETA: 41m 9s
[2025-11-25T11:50:34.905160] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:50:34.906045] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:34.906182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:34.908763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:34.964424] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -1.77% | Symbol ETA: 1m 5s | Global ETA: 41m 9s
[2025-11-25T11:50:34.964772] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:50:34.965957] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:34.966119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:34.971250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:34.973774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:35.032815] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.69%, Actual: 2.40%
[2025-11-25T11:50:35.209916] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.95%, Actual: 1.03%
[2025-11-25T11:50:35.219372] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:50:35.255157] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:50:35.323575] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:50:35.383612] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.95%, Actual: 0.72%
[2025-11-25T11:50:35.388729] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:35.429114] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:35.494591] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:35.499240] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.18% | Symbol ETA: 6.4s | Global ETA: 41m 10s
[2025-11-25T11:50:35.499410] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:50:35.500310] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:35.500451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:35.505312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:35.548119] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.61% | Symbol ETA: 1m 8s | Global ETA: 41m 10s
[2025-11-25T11:50:35.548332] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:50:35.549152] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:35.549366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:35.552002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:35.560311] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.90%, Actual: 1.79%
[2025-11-25T11:50:35.560956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:35.561302] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 49.5297%
[2025-11-25T11:50:35.561486] [INFO ] [main      ] CBL: DISCARDED add_close_to_open_alignment (score: 49.53%)
[2025-11-25T11:50:35.561611] [INFO ] [main      ] CBL: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:50:35.561737] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context']
[2025-11-25T11:50:35.561849] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:50:35.562791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:35.576866] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:35.577432] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:50:35.578361] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:35.578591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:35.579592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:35.608772] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.32% | Symbol ETA: 1m 5s | Global ETA: 41m 10s
[2025-11-25T11:50:35.609049] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:50:35.609934] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:35.610070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:35.615231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:35.617839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:35.905139] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:50:35.913842] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:50:35.934887] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:50:35.967103] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:50:36.075083] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:36.086614] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:36.110905] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:36.139051] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:36.183207] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.52% | Symbol ETA: 5.7s | Global ETA: 41m 11s
[2025-11-25T11:50:36.183500] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:50:36.184337] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:36.184480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:36.189482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:36.189612] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 1m 19s | Global ETA: 41m 11s
[2025-11-25T11:50:36.189780] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:50:36.190554] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:36.190623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:36.191494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:36.204778] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -1.00% | Symbol ETA: 1m 7s | Global ETA: 41m 11s
[2025-11-25T11:50:36.204924] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:50:36.205716] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:36.205787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:36.208261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:36.246453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:36.248361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:36.251679] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.60% | Symbol ETA: 1m 4s | Global ETA: 41m 11s
[2025-11-25T11:50:36.251825] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:50:36.252661] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:36.252803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:36.257938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:36.260593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:36.549158] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:50:36.556422] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:50:36.593008] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:50:36.634768] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:50:36.722767] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:36.726142] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:36.765956] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:36.800681] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.75% | Symbol ETA: 1m 19s | Global ETA: 41m 12s
[2025-11-25T11:50:36.800972] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:50:36.801834] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:36.801979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:36.802903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:36.809315] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:36.846131] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 0.83% | Symbol ETA: 1m 6s | Global ETA: 41m 12s
[2025-11-25T11:50:36.846412] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:50:36.847312] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:36.847496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:36.849902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:36.873906] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -0.80% | Symbol ETA: 5.0s | Global ETA: 41m 12s
[2025-11-25T11:50:36.874190] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:50:36.875073] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:36.875226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:36.880496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:36.916212] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -2.04% | Symbol ETA: 1m 3s | Global ETA: 41m 12s
[2025-11-25T11:50:36.936469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:36.938394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:37.090936] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.03%, Actual: 2.07%
[2025-11-25T11:50:37.156517] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:50:37.188201] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:50:37.264455] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 2.19%
[2025-11-25T11:50:37.281117] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:50:37.335393] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:37.358263] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:37.415795] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 2.51% | Symbol ETA: 1m 18s | Global ETA: 41m 13s
[2025-11-25T11:50:37.416101] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:50:37.416948] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:37.417106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:37.418045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:37.441899] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.44%, Actual: 0.51%
[2025-11-25T11:50:37.452888] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:37.476370] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.02% | Symbol ETA: 1m 6s | Global ETA: 41m 13s
[2025-11-25T11:50:37.476680] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:50:37.477516] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:37.477596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:37.480037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:37.559082] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 4.3s | Global ETA: 41m 14s
[2025-11-25T11:50:37.559263] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:50:37.560066] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:37.560288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:37.565327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:37.615855] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: 0.37%, Actual: 0.26%
[2025-11-25T11:50:37.621754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:37.623760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:37.759535] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:50:37.788368] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 3.06%, Actual: 1.82%
[2025-11-25T11:50:37.820819] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:50:37.935706] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:37.962087] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.49%, Actual: 0.32%
[2025-11-25T11:50:37.964354] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:50:37.995206] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:38.014002] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -1.09% | Symbol ETA: 1m 17s | Global ETA: 41m 14s
[2025-11-25T11:50:38.014308] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:50:38.015158] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:38.015301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:38.016231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:38.110552] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.23% | Symbol ETA: 1m 5s | Global ETA: 41m 15s
[2025-11-25T11:50:38.110864] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:50:38.111695] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:38.111827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:38.114221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:38.134356] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:38.136062] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -1.77%, Actual: 0.38%
[2025-11-25T11:50:38.242412] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: 1.02% | Symbol ETA: 3.6s | Global ETA: 41m 15s
[2025-11-25T11:50:38.242923] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:50:38.243829] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:38.243972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:38.249275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:38.305575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:38.307578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:38.311171] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.32%, Actual: 2.15%
[2025-11-25T11:50:38.367977] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:50:38.455841] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:50:38.488086] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.60%, Actual: 0.72%
[2025-11-25T11:50:38.549758] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:38.627764] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:38.629217] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 1m 17s | Global ETA: 41m 15s
[2025-11-25T11:50:38.629430] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:50:38.630262] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:38.630401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:38.631324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:38.648528] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:50:38.663238] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -2.04%, Actual: 1.07%
[2025-11-25T11:50:38.663637] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 38.6909%
[2025-11-25T11:50:38.663823] [INFO ] [main      ] LVS: DISCARDED add_day_shape_ratios (score: 38.69%)
[2025-11-25T11:50:38.663936] [INFO ] [main      ] LVS: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:50:38.664034] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency']
[2025-11-25T11:50:38.664139] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:50:38.678005] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:38.678560] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:50:38.679493] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:38.679625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:38.684666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:38.742554] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.59% | Symbol ETA: 1m 5s | Global ETA: 41m 16s
[2025-11-25T11:50:38.742872] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:50:38.743705] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:38.743837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:38.746192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:38.819094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:38.820828] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:38.928262] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 2.9s | Global ETA: 41m 16s
[2025-11-25T11:50:38.928581] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:50:38.929431] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:38.929570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:38.934448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:38.974164] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:50:38.990240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:38.992186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:39.091107] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:50:39.143662] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:39.170315] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:50:39.221466] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 1m 16s | Global ETA: 41m 17s
[2025-11-25T11:50:39.221762] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:50:39.222636] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:39.222793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:39.223764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:39.266846] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:39.337369] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:50:39.343311] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:39.393891] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.04% | Symbol ETA: 1m 4s | Global ETA: 41m 17s
[2025-11-25T11:50:39.394214] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:50:39.395092] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:39.395230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:39.397716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:39.451333] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.27% | Symbol ETA: 1m 0s | Global ETA: 41m 17s
[2025-11-25T11:50:39.451623] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:50:39.452489] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:39.452625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:39.457800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:39.508546] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:39.567630] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:50:39.588843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:39.620353] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 2.04% | Symbol ETA: 2.3s | Global ETA: 41m 17s
[2025-11-25T11:50:39.620632] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:50:39.621522] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:39.621682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:39.626602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:39.683631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:39.685632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:39.741372] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:50:39.742022] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:39.819400] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.18% | Symbol ETA: 1m 15s | Global ETA: 41m 18s
[2025-11-25T11:50:39.819690] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:50:39.820506] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:39.820660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:39.821554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:39.912063] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:39.938479] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:50:40.027637] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:50:40.030451] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 2.42% | Symbol ETA: 1m 3s | Global ETA: 41m 18s
[2025-11-25T11:50:40.130534] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:40.165457] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:50:40.199943] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:40.222988] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 2.67%
[2025-11-25T11:50:40.243866] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.03% | Symbol ETA: 59.5s | Global ETA: 41m 18s
[2025-11-25T11:50:40.244019] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:50:40.244802] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:40.244877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:40.249702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:40.315245] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 1.6s | Global ETA: 41m 19s
[2025-11-25T11:50:40.336339] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:40.372119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:40.402955] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 3.10%
[2025-11-25T11:50:40.411427] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -1.44% | Symbol ETA: 1m 15s | Global ETA: 41m 19s
[2025-11-25T11:50:40.411742] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:50:40.412566] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:40.412721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:40.413630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:40.487144] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -4.35%, Actual: 0.27%
[2025-11-25T11:50:40.571498] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.61%, Actual: 1.78%
[2025-11-25T11:50:40.656949] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 4.72%, Actual: 2.79%
[2025-11-25T11:50:40.711257] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:50:40.739952] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -1.00%, Actual: 1.72%
[2025-11-25T11:50:40.754149] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:50:40.827481] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.18%, Actual: 1.15%
[2025-11-25T11:50:40.885841] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:40.907994] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 0.83%, Actual: 1.43%
[2025-11-25T11:50:40.927150] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:40.991364] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: -1.06% | Symbol ETA: 58.6s | Global ETA: 41m 20s
[2025-11-25T11:50:40.991716] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:50:40.992529] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:40.992678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:40.997491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:40.997470] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.52%, Actual: 1.48%
[2025-11-25T11:50:41.003762] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1m 14s | Global ETA: 41m 20s
[2025-11-25T11:50:41.003912] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:50:41.004681] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:41.004768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:50:41.005608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:41.077941] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.02%, Actual: 0.07%
[2025-11-25T11:50:41.123248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:41.165372] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 1.08%
[2025-11-25T11:50:41.264066] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.23%, Actual: 3.34%
[2025-11-25T11:50:41.341297] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.12%, Actual: 0.53%
[2025-11-25T11:50:41.351849] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:50:41.441176] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.59%, Actual: 0.34%
[2025-11-25T11:50:41.466837] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:50:41.514148] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: 1.02%, Actual: 2.44%
[2025-11-25T11:50:41.529111] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:41.605845] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.91% | Symbol ETA: 1m 14s | Global ETA: 41m 21s
[2025-11-25T11:50:41.620610] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.04%, Actual: 1.43%
[2025-11-25T11:50:41.639178] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:41.686602] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.70%, Actual: 0.25%
[2025-11-25T11:50:41.759562] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -3.88% | Symbol ETA: 57.8s | Global ETA: 41m 21s
[2025-11-25T11:50:41.760075] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:50:41.761133] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:41.761268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:41.766496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:41.786348] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.20%, Actual: 0.73%
[2025-11-25T11:50:41.802804] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 2.42%, Actual: 1.66%
[2025-11-25T11:50:41.803192] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 36.9741%
[2025-11-25T11:50:41.803366] [INFO ] [main      ] RVTY: DISCARDED add_day_shape_ratios (score: 36.97%)
[2025-11-25T11:50:41.803486] [INFO ] [main      ] RVTY: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:50:41.803590] [DEBUG] [main      ] Testing with features: ['add_directional_consistency']
[2025-11-25T11:50:41.803709] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:50:41.866514] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 2.04%, Actual: 1.01%
[2025-11-25T11:50:41.892366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:41.914560] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:41.915200] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:50:41.916879] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:41.917111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:41.958253] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.75%, Actual: 1.00%
[2025-11-25T11:50:42.044426] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.83%
[2025-11-25T11:50:42.044894] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 42.2171%
[2025-11-25T11:50:42.045012] [INFO ] [main      ] CBU: DISCARDED add_true_range (score: 42.22%)
[2025-11-25T11:50:42.045133] [INFO ] [main      ] CBU: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:50:42.045238] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_vol_of_vol']
[2025-11-25T11:50:42.045363] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:50:42.049982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:42.059179] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:42.059875] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:50:42.060758] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:42.060834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:42.065593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:42.122408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:50:42.124090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:42.134218] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 2.51%, Actual: 1.32%
[2025-11-25T11:50:42.234827] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:50:42.312468] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -1.09%, Actual: 0.51%
[2025-11-25T11:50:42.405665] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:42.410531] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:50:42.465437] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:50:42.495992] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.45%
[2025-11-25T11:50:42.514429] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.13% | Symbol ETA: 57.0s | Global ETA: 41m 23s
[2025-11-25T11:50:42.514608] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:50:42.515509] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:42.515660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:42.520716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:42.599913] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:42.640025] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:42.647629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:42.673145] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.89%, Actual: 0.11%
[2025-11-25T11:50:42.732306] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.22% | Symbol ETA: 1m 0s | Global ETA: 41m 23s
[2025-11-25T11:50:42.732727] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:50:42.733742] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:42.733885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:42.753228] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.75% | Symbol ETA: 7.6s | Global ETA: 41m 23s
[2025-11-25T11:50:42.753589] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:50:42.754519] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:42.754692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:42.760156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:42.818813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:50:42.820410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:42.844878] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 2.40%
[2025-11-25T11:50:42.865830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:42.996203] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:50:43.023225] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -1.44%, Actual: 1.03%
[2025-11-25T11:50:43.164037] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:43.175526] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:50:43.210282] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.72%
[2025-11-25T11:50:43.237408] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:50:43.270426] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.14% | Symbol ETA: 56.3s | Global ETA: 41m 24s
[2025-11-25T11:50:43.270755] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:50:43.271589] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:43.271743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:43.276533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:43.346891] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:43.383810] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.91%, Actual: 1.79%
[2025-11-25T11:50:43.384215] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 37.9795%
[2025-11-25T11:50:43.384376] [INFO ] [main      ] CBL: DISCARDED add_composite_volatility_context (score: 37.98%)
[2025-11-25T11:50:43.384498] [INFO ] [main      ] CBL: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:50:43.384605] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios']
[2025-11-25T11:50:43.384736] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:50:43.396945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:43.398671] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:43.399375] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:50:43.400344] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:43.400486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:43.402992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:43.431063] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:43.456178] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 3.56% | Symbol ETA: 6.9s | Global ETA: 41m 24s
[2025-11-25T11:50:43.456504] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:50:43.457421] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:43.457566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:43.462683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:43.519615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:50:43.521237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:43.562540] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.32% | Symbol ETA: 59.3s | Global ETA: 41m 24s
[2025-11-25T11:50:43.563051] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:50:43.564073] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:43.564217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:43.696103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:43.739001] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:50:43.756337] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:50:43.874027] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:50:43.914176] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:43.937777] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:44.018283] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -1.48% | Symbol ETA: 55.5s | Global ETA: 41m 25s
[2025-11-25T11:50:44.018571] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:50:44.019443] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:44.019581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:44.022728] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.58% | Symbol ETA: 1m 6s | Global ETA: 41m 25s
[2025-11-25T11:50:44.023035] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:50:44.023914] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:44.024057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:44.024799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:44.026511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:44.048293] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:44.058394] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:50:44.148115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:44.172363] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -3.29% | Symbol ETA: 6.3s | Global ETA: 41m 26s
[2025-11-25T11:50:44.172719] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:50:44.173614] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:44.173847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:44.179137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:44.238524] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:44.242019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:50:44.244031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:44.357148] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 3.78% | Symbol ETA: 58.4s | Global ETA: 41m 26s
[2025-11-25T11:50:44.357558] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:50:44.358495] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:44.358657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:44.386687] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:50:44.490590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:44.493281] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:50:44.564764] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:44.615611] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:50:44.646922] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 1m 5s | Global ETA: 41m 26s
[2025-11-25T11:50:44.647283] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:50:44.648435] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:44.648580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:44.651130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:44.667252] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:44.784314] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.09% | Symbol ETA: 54.7s | Global ETA: 41m 27s
[2025-11-25T11:50:44.784716] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:50:44.785705] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:44.785811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:44.791979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:44.803412] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:44.851955] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:50:44.914060] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 5.6s | Global ETA: 41m 27s
[2025-11-25T11:50:44.914384] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:50:44.915251] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:44.915391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:44.916308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:44.920329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:44.976500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:50:44.978238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:45.018064] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:50:45.029541] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:45.150801] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -2.81% | Symbol ETA: 57.6s | Global ETA: 41m 27s
[2025-11-25T11:50:45.151351] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:50:45.153008] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:45.153180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:45.187990] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:45.261465] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:50:45.270416] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 1m 4s | Global ETA: 41m 28s
[2025-11-25T11:50:45.270750] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:50:45.271632] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:45.271795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:45.274247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:45.278515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:45.362542] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:50:45.433856] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:45.543656] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.33% | Symbol ETA: 54.0s | Global ETA: 41m 28s
[2025-11-25T11:50:45.543952] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:50:45.544825] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:45.544980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:45.550092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:45.557321] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:45.616514] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:50:45.675425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:45.679765] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:50:45.686864] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 2.14% | Symbol ETA: 5.0s | Global ETA: 41m 28s
[2025-11-25T11:50:45.687088] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:50:45.688180] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:45.688284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:45.693881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:45.761697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:50:45.763316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:45.790576] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:45.867751] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:45.876419] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -1.67% | Symbol ETA: 1m 4s | Global ETA: 41m 29s
[2025-11-25T11:50:45.876791] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:50:45.877766] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:45.877917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:45.880415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:45.987337] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 1.26% | Symbol ETA: 56.8s | Global ETA: 41m 29s
[2025-11-25T11:50:45.987763] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:50:45.988892] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:45.989063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:46.026263] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:50:46.107446] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:50:46.120444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:46.205035] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:46.227121] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:50:46.279269] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:46.311219] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.00% | Symbol ETA: 53.2s | Global ETA: 41m 29s
[2025-11-25T11:50:46.390951] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 4.2s | Global ETA: 41m 30s
[2025-11-25T11:50:46.391243] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:50:46.392089] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:46.392229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:46.397182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:46.401401] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:46.452064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:50:46.453600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:46.480502] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:50:46.482220] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -1.25% | Symbol ETA: 1m 3s | Global ETA: 41m 30s
[2025-11-25T11:50:46.482409] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:50:46.483204] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:46.483447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:46.485934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:46.490325] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.27%, Actual: 2.07%
[2025-11-25T11:50:46.655705] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:46.664257] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.03%, Actual: 2.19%
[2025-11-25T11:50:46.774871] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.12% | Symbol ETA: 56.0s | Global ETA: 41m 30s
[2025-11-25T11:50:46.775290] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:50:46.776235] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:46.776374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:46.815930] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:50:46.827469] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:50:46.836501] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: -1.06%, Actual: 0.51%
[2025-11-25T11:50:46.904072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:47.000040] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:47.000637] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:47.014270] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -3.88%, Actual: 0.26%
[2025-11-25T11:50:47.079216] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.48% | Symbol ETA: 1m 2s | Global ETA: 41m 31s
[2025-11-25T11:50:47.079364] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:50:47.080129] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:47.080201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:47.082498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:47.122197] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.43% | Symbol ETA: 3.5s | Global ETA: 41m 31s
[2025-11-25T11:50:47.122367] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:50:47.123416] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:47.123499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:47.128766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:47.185141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:50:47.186575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:47.193907] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.13%, Actual: 1.82%
[2025-11-25T11:50:47.371795] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.14%, Actual: 0.32%
[2025-11-25T11:50:47.378557] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:50:47.428730] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:50:47.551749] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -1.48%, Actual: 0.38%
[2025-11-25T11:50:47.564347] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:47.570310] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:50:47.599675] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:47.679311] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.43% | Symbol ETA: 1m 2s | Global ETA: 41m 32s
[2025-11-25T11:50:47.679610] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:50:47.680771] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:47.680905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:47.683466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:47.685580] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 4.05% | Symbol ETA: 55.2s | Global ETA: 41m 32s
[2025-11-25T11:50:47.686206] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:50:47.687207] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:47.687355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:47.729757] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.09%, Actual: 2.15%
[2025-11-25T11:50:47.748695] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:47.814122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:47.859269] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 2.8s | Global ETA: 41m 32s
[2025-11-25T11:50:47.859567] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:50:47.860409] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:47.860553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:47.865450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:47.914021] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.33%, Actual: 0.72%
[2025-11-25T11:50:47.920336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:50:47.921899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:48.038505] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:50:48.088098] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.00%, Actual: 1.07%
[2025-11-25T11:50:48.088458] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 45.8274%
[2025-11-25T11:50:48.088673] [INFO ] [main      ] LVS: KEPT add_directional_consistency (score: 45.83%)
[2025-11-25T11:50:48.088791] [INFO ] [main      ] LVS: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:50:48.088894] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range']
[2025-11-25T11:50:48.089002] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:50:48.103421] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:48.104062] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:50:48.105055] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:48.105189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:48.110269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:48.170412] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:50:48.217321] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:48.240215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:48.242463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:48.263438] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:50:48.306279] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.12% | Symbol ETA: 1m 1s | Global ETA: 41m 33s
[2025-11-25T11:50:48.306575] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:50:48.307684] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:48.307894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:48.310667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:48.350890] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:48.433407] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:48.471178] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.65% | Symbol ETA: 54.4s | Global ETA: 41m 33s
[2025-11-25T11:50:48.471409] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:50:48.472491] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:48.472635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:48.545174] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 2.1s | Global ETA: 41m 34s
[2025-11-25T11:50:48.545334] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:50:48.546152] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:48.546392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:48.551388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:48.594677] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:50:48.598194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:48.605668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:50:48.607205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:48.661322] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:50:48.767783] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:48.833693] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:48.880475] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 58.8s | Global ETA: 41m 34s
[2025-11-25T11:50:48.880835] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:50:48.881716] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:48.881880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:48.886894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:48.912920] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 1m 1s | Global ETA: 41m 34s
[2025-11-25T11:50:48.913247] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:50:48.914129] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:48.914274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:50:48.916767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:48.945612] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:50:48.962963] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:50:49.018538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:49.020820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:49.114228] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:49.150721] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:49.222412] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 1.3s | Global ETA: 41m 35s
[2025-11-25T11:50:49.255981] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:50:49.277890] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 53.6s | Global ETA: 41m 35s
[2025-11-25T11:50:49.278342] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:50:49.279409] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:49.279592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:49.374240] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:50:49.393668] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.75%, Actual: 0.27%
[2025-11-25T11:50:49.412830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:49.424906] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:49.502170] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.88% | Symbol ETA: 60.0s | Global ETA: 41m 35s
[2025-11-25T11:50:49.550076] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:49.562483] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 3.56%, Actual: 2.79%
[2025-11-25T11:50:49.663265] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.75% | Symbol ETA: 58.1s | Global ETA: 41m 36s
[2025-11-25T11:50:49.663437] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:50:49.664271] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:49.664470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:49.669519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:49.675623] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.58%, Actual: 0.73%
[2025-11-25T11:50:49.735134] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -3.29%, Actual: 1.15%
[2025-11-25T11:50:49.804743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:49.806866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:49.807285] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:50:49.857731] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 1.00%
[2025-11-25T11:50:49.917313] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 1.48%
[2025-11-25T11:50:49.996235] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:50.031135] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 1.32%
[2025-11-25T11:50:50.093027] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 2.14%, Actual: 1.08%
[2025-11-25T11:50:50.114392] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.17% | Symbol ETA: 52.7s | Global ETA: 41m 36s
[2025-11-25T11:50:50.190933] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:50:50.204941] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -1.67%, Actual: 0.51%
[2025-11-25T11:50:50.264263] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.12%, Actual: 0.53%
[2025-11-25T11:50:50.298956] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.22%, Actual: 2.67%
[2025-11-25T11:50:50.367579] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:50.378432] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -1.25%, Actual: 0.45%
[2025-11-25T11:50:50.434292] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.43%, Actual: 2.44%
[2025-11-25T11:50:50.475796] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.57% | Symbol ETA: 57.4s | Global ETA: 41m 37s
[2025-11-25T11:50:50.476092] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:50:50.476939] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:50.477091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:50.482157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:50.482690] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.32%, Actual: 3.10%
[2025-11-25T11:50:50.549611] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.48%, Actual: 0.11%
[2025-11-25T11:50:50.603747] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.02%, Actual: 0.25%
[2025-11-25T11:50:50.611928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:50.614104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:50.672465] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 3.78%, Actual: 1.78%
[2025-11-25T11:50:50.719845] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.43%, Actual: 2.40%
[2025-11-25T11:50:50.772413] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.06%, Actual: 1.01%
[2025-11-25T11:50:50.854774] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -2.81%, Actual: 1.72%
[2025-11-25T11:50:50.888609] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 1.03%
[2025-11-25T11:50:50.943027] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.58%, Actual: 0.83%
[2025-11-25T11:50:50.943417] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 36.4835%
[2025-11-25T11:50:50.943525] [INFO ] [main      ] CBU: DISCARDED add_vol_of_vol (score: 36.48%)
[2025-11-25T11:50:50.943660] [INFO ] [main      ] CBU: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:50:50.943768] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_volatility_decay_ratio']
[2025-11-25T11:50:50.943877] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:50:50.957290] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:50.957980] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:50:50.958927] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:50.959069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:50.963940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:50.967707] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:50:51.019872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:50:51.021135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:51.035023] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.26%, Actual: 1.43%
[2025-11-25T11:50:51.058499] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.27%, Actual: 0.72%
[2025-11-25T11:50:51.136513] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:51.206385] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.12%, Actual: 0.07%
[2025-11-25T11:50:51.227886] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.88%, Actual: 1.79%
[2025-11-25T11:50:51.228266] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 34.7270%
[2025-11-25T11:50:51.228427] [INFO ] [main      ] CBL: DISCARDED add_day_shape_ratios (score: 34.73%)
[2025-11-25T11:50:51.228546] [INFO ] [main      ] CBL: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:50:51.228667] [DEBUG] [main      ] Testing with features: ['add_directional_consistency']
[2025-11-25T11:50:51.228798] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:50:51.242202] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:51.243002] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:50:51.243716] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 56.5s | Global ETA: 41m 38s
[2025-11-25T11:50:51.243958] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:51.244035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:51.244057] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:50:51.244896] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:51.245026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:51.249968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:51.363561] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:50:51.368470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:51.375973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:51.378065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:51.384913] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 4.05%, Actual: 3.34%
[2025-11-25T11:50:51.533100] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:51.557683] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.65%, Actual: 0.34%
[2025-11-25T11:50:51.650240] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -2.86% | Symbol ETA: 7.4s | Global ETA: 41m 39s
[2025-11-25T11:50:51.650393] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:50:51.651180] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:51.651255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:51.656068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:51.713403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:50:51.714687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:51.719431] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:50:51.729882] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:50:51.734565] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 0.72%, Actual: 1.43%
[2025-11-25T11:50:51.890162] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:51.901849] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:51.909809] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.17%, Actual: 1.66%
[2025-11-25T11:50:51.910202] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 53.6202%
[2025-11-25T11:50:51.910370] [INFO ] [main      ] RVTY: KEPT add_directional_consistency (score: 53.62%)
[2025-11-25T11:50:51.910486] [INFO ] [main      ] RVTY: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:50:51.910588] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_fullday_parkinson_range']
[2025-11-25T11:50:51.910713] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:50:51.924408] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:51.925028] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:50:51.925964] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:51.926102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:51.967397] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: -1.14% | Symbol ETA: 56.9s | Global ETA: 41m 40s
[2025-11-25T11:50:51.967706] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:50:51.968562] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:51.968717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:52.008093] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.40% | Symbol ETA: 55.7s | Global ETA: 41m 40s
[2025-11-25T11:50:52.008379] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:50:52.009210] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:52.009363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:52.014168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:52.053969] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:50:52.054966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:52.057226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:52.090626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:52.137558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:52.139810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:52.221472] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:52.335603] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 4.45% | Symbol ETA: 6.7s | Global ETA: 41m 40s
[2025-11-25T11:50:52.335770] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:50:52.336545] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:52.336613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:52.341563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:52.397060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:50:52.398286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:52.406353] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:50:52.425670] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:50:52.486970] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:50:52.582945] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:52.595076] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:52.665409] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:52.673410] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 56.1s | Global ETA: 41m 41s
[2025-11-25T11:50:52.673723] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:50:52.674591] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:52.674751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:52.702143] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 1.69% | Symbol ETA: 1m 3s | Global ETA: 41m 41s
[2025-11-25T11:50:52.702447] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:50:52.703334] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:52.703475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:52.743847] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:50:52.775786] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.29% | Symbol ETA: 54.9s | Global ETA: 41m 41s
[2025-11-25T11:50:52.776104] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:50:52.776929] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:52.777085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:52.782062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:52.798107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:52.836572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:52.838776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:52.912625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:52.914991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:52.925708] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:53.043132] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 6.0s | Global ETA: 41m 42s
[2025-11-25T11:50:53.043422] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:50:53.044222] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:53.044362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:53.049192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:53.113157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:50:53.115380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:53.158833] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:50:53.185444] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:50:53.269562] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:50:53.335490] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:53.359411] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:53.415819] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 2.22% | Symbol ETA: 55.5s | Global ETA: 41m 42s
[2025-11-25T11:50:53.416004] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:50:53.416844] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:53.417024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:53.441389] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:53.461684] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:50:53.478342] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.52% | Symbol ETA: 1m 2s | Global ETA: 41m 42s
[2025-11-25T11:50:53.478656] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:50:53.479519] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:53.479674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:53.545231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:53.549889] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.59% | Symbol ETA: 54.2s | Global ETA: 41m 43s
[2025-11-25T11:50:53.550192] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:50:53.551091] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:53.551228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:53.556318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:53.608662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:53.611038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:53.636130] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:53.684520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:53.686697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:53.758262] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.59% | Symbol ETA: 5.4s | Global ETA: 41m 43s
[2025-11-25T11:50:53.758580] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:50:53.759524] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:53.759684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:53.764736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:53.819731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:50:53.821313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:53.895462] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:50:53.955990] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:50:54.025776] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:50:54.064869] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:54.126214] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:54.143516] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -1.91% | Symbol ETA: 54.8s | Global ETA: 41m 44s
[2025-11-25T11:50:54.143834] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:50:54.144664] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:54.144820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:54.160219] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:50:54.197420] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:54.237224] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 3.53% | Symbol ETA: 1m 1s | Global ETA: 41m 44s
[2025-11-25T11:50:54.237527] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:50:54.238352] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:54.238491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:54.268357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:54.308080] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.32% | Symbol ETA: 53.4s | Global ETA: 41m 44s
[2025-11-25T11:50:54.308252] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:50:54.309032] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:54.309236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:54.314113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:54.329808] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:54.361871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:54.364028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:54.440068] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 4.6s | Global ETA: 41m 44s
[2025-11-25T11:50:54.440376] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:50:54.441245] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:54.441388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:54.441800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:54.443945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:54.446486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:54.503575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:50:54.505444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:54.625629] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:50:54.725553] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:50:54.798405] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:50:54.804956] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:54.873171] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:50:54.884424] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.79% | Symbol ETA: 54.1s | Global ETA: 41m 45s
[2025-11-25T11:50:54.884747] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:50:54.885615] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:54.885822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:54.909052] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:50:54.973444] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:55.011257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:55.025546] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -0.74% | Symbol ETA: 1m 0s | Global ETA: 41m 45s
[2025-11-25T11:50:55.025715] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:50:55.026502] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:55.026732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:55.042156] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:55.081881] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -0.61% | Symbol ETA: 52.6s | Global ETA: 41m 45s
[2025-11-25T11:50:55.082064] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:50:55.082966] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:55.083188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:55.088418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:55.147135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:55.149059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:55.151190] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 4.0s | Global ETA: 41m 46s
[2025-11-25T11:50:55.151496] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:50:55.152337] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:55.152477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:55.157588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:55.214724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:50:55.216549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:55.216564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:55.218875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:55.354525] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:50:55.486323] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:50:55.530534] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:55.559368] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:50:55.567063] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:50:55.607347] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.30% | Symbol ETA: 53.3s | Global ETA: 41m 46s
[2025-11-25T11:50:55.607516] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:50:55.608386] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:55.608585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:55.655306] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:50:55.729672] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:55.734765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:55.738970] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:55.768519] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 4.01% | Symbol ETA: 59.4s | Global ETA: 41m 47s
[2025-11-25T11:50:55.768842] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:50:55.769694] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:55.769830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:55.839099] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: 1.13% | Symbol ETA: 3.3s | Global ETA: 41m 47s
[2025-11-25T11:50:55.839377] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:50:55.840207] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:55.840345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:55.843714] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 0.99% | Symbol ETA: 51.8s | Global ETA: 41m 47s
[2025-11-25T11:50:55.845151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:55.890489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:55.892450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:55.900892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:50:55.902268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:56.017096] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.11%, Actual: 2.07%
[2025-11-25T11:50:56.084747] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:50:56.187478] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.75%, Actual: 2.19%
[2025-11-25T11:50:56.232044] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:50:56.241537] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:50:56.269032] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:56.348299] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 52.6s | Global ETA: 41m 48s
[2025-11-25T11:50:56.348606] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:50:56.349465] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:56.349604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:56.361191] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.57%, Actual: 0.51%
[2025-11-25T11:50:56.403003] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:50:56.411747] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:56.472712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:56.515912] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.87% | Symbol ETA: 58.6s | Global ETA: 41m 48s
[2025-11-25T11:50:56.516060] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:50:56.516820] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:56.516894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:56.521339] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.84% | Symbol ETA: 2.6s | Global ETA: 41m 48s
[2025-11-25T11:50:56.521435] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:50:56.522192] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:56.522302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:56.527272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:56.533910] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -0.78%, Actual: 0.26%
[2025-11-25T11:50:56.582458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:50:56.583938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:56.639002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:56.640897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:56.701409] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.40%, Actual: 1.82%
[2025-11-25T11:50:56.831007] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:50:56.870907] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.29%, Actual: 0.32%
[2025-11-25T11:50:56.921962] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:50:56.990688] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:50:57.003530] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:57.040731] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.59%, Actual: 0.38%
[2025-11-25T11:50:57.089264] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 51.9s | Global ETA: 41m 49s
[2025-11-25T11:50:57.089539] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:50:57.090448] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:57.090593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:57.093000] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:57.173283] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:50:57.203718] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 1.9s | Global ETA: 41m 49s
[2025-11-25T11:50:57.204032] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:50:57.204878] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:50:57.205036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:57.210032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:57.210827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:57.213682] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.32%, Actual: 2.15%
[2025-11-25T11:50:57.265582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:50:57.267082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:57.290394] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.59% | Symbol ETA: 57.9s | Global ETA: 41m 49s
[2025-11-25T11:50:57.290715] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:50:57.291612] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:57.291778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:57.387074] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -0.61%, Actual: 0.72%
[2025-11-25T11:50:57.425298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:57.427878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:57.557587] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:50:57.561494] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 0.99%, Actual: 1.07%
[2025-11-25T11:50:57.561900] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 49.0730%
[2025-11-25T11:50:57.562061] [INFO ] [main      ] LVS: KEPT add_fullday_parkinson_range (score: 49.07%)
[2025-11-25T11:50:57.562193] [INFO ] [main      ] LVS: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:50:57.562347] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state']
[2025-11-25T11:50:57.562456] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:50:57.576657] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:57.577411] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:50:57.578363] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:50:57.578496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:57.583887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:57.609736] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:50:57.714886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:57.716868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:50:57.734355] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:57.762629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:57.781151] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:57.782107] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:50:57.808415] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.87% | Symbol ETA: 51.2s | Global ETA: 41m 50s
[2025-11-25T11:50:57.808717] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:50:57.809528] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:50:57.809690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:57.891336] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.73% | Symbol ETA: 1.2s | Global ETA: 41m 51s
[2025-11-25T11:50:57.930760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:57.951413] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:50:58.062792] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -2.86%, Actual: 0.27%
[2025-11-25T11:50:58.066635] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.27% | Symbol ETA: 57.1s | Global ETA: 41m 51s
[2025-11-25T11:50:58.066960] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:50:58.067900] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:58.068063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:58.110572] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:50:58.192063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:58.194204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:58.234364] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 4.45%, Actual: 2.79%
[2025-11-25T11:50:58.274755] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:50:58.284132] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:50:58.399882] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 3.25% | Symbol ETA: 52.7s | Global ETA: 41m 51s
[2025-11-25T11:50:58.400029] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:50:58.400801] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:50:58.400876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:58.405735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:58.407083] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 1.15%
[2025-11-25T11:50:58.445900] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:58.519789] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.45% | Symbol ETA: 50.4s | Global ETA: 41m 52s
[2025-11-25T11:50:58.535869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:58.537949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:50:58.550993] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:50:58.582753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:58.595700] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.59%, Actual: 1.48%
[2025-11-25T11:50:58.690262] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: -1.14%, Actual: 0.73%
[2025-11-25T11:50:58.718527] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:50:58.772587] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 1.08%
[2025-11-25T11:50:58.832813] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.49% | Symbol ETA: 56.4s | Global ETA: 41m 52s
[2025-11-25T11:50:58.833115] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:50:58.833943] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:50:58.834079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:58.862249] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 1.00%
[2025-11-25T11:50:58.929926] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:50:58.941423] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 0.53%
[2025-11-25T11:50:58.956341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:58.958252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:59.034169] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 2.22%, Actual: 1.32%
[2025-11-25T11:50:59.097687] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:50:59.109409] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: 1.13%, Actual: 2.44%
[2025-11-25T11:50:59.206393] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -1.91%, Actual: 0.51%
[2025-11-25T11:50:59.208668] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.63% | Symbol ETA: 51.8s | Global ETA: 41m 53s
[2025-11-25T11:50:59.208941] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:50:59.209791] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:50:59.209923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:59.214774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:50:59.280730] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.84%, Actual: 0.25%
[2025-11-25T11:50:59.298988] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:50:59.337589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:50:59.339601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:50:59.376990] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.79%, Actual: 0.45%
[2025-11-25T11:50:59.383556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:59.453081] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 1.01%
[2025-11-25T11:50:59.472236] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:50:59.553449] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.30%, Actual: 0.11%
[2025-11-25T11:50:59.588315] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 2.81% | Symbol ETA: 55.6s | Global ETA: 41m 54s
[2025-11-25T11:50:59.624731] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.73%, Actual: 0.83%
[2025-11-25T11:50:59.625131] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 49.9464%
[2025-11-25T11:50:59.625294] [INFO ] [main      ] CBU: DISCARDED add_volatility_decay_ratio (score: 49.95%)
[2025-11-25T11:50:59.625414] [INFO ] [main      ] CBU: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:50:59.625519] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:50:59.625628] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:50:59.639169] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:50:59.639743] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:50:59.640658] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:50:59.640796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:50:59.645622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:50:59.702376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:50:59.704439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:50:59.705037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:50:59.706205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:50:59.708369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:50:59.723436] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:50:59.727051] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.89%, Actual: 2.40%
[2025-11-25T11:50:59.761085] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 1.69%, Actual: 2.67%
[2025-11-25T11:50:59.895159] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:50:59.899368] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.85%, Actual: 1.03%
[2025-11-25T11:50:59.933217] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.52%, Actual: 3.10%
[2025-11-25T11:51:00.008387] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 50.9s | Global ETA: 41m 54s
[2025-11-25T11:51:00.008531] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:51:00.009300] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:00.009440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:00.014573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:00.056021] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:51:00.094853] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.87%, Actual: 0.72%
[2025-11-25T11:51:00.114892] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 3.53%, Actual: 1.78%
[2025-11-25T11:51:00.168566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:00.170946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:00.216307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:00.232919] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:00.278688] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.45%, Actual: 1.79%
[2025-11-25T11:51:00.278920] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 46.5823%
[2025-11-25T11:51:00.279011] [INFO ] [main      ] CBL: DISCARDED add_directional_consistency (score: 46.58%)
[2025-11-25T11:51:00.279061] [INFO ] [main      ] CBL: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:51:00.279102] [DEBUG] [main      ] Testing with features: ['add_fullday_parkinson_range']
[2025-11-25T11:51:00.279145] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:51:00.293097] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:00.293492] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:51:00.294370] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:00.294440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:00.296122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:00.355557] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -3.34% | Symbol ETA: 7.4s | Global ETA: 41m 55s
[2025-11-25T11:51:00.355859] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:51:00.356725] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:51:00.356864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:00.361752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:00.411218] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 1.72%
[2025-11-25T11:51:00.418208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:51:00.420233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:51:00.420823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:51:00.421989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:51:00.424088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:00.581957] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:51:00.645162] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 4.01%, Actual: 1.43%
[2025-11-25T11:51:00.772857] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:00.845307] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:51:00.883196] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.87%, Actual: 0.07%
[2025-11-25T11:51:00.883194] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.87% | Symbol ETA: 50.2s | Global ETA: 41m 56s
[2025-11-25T11:51:00.883442] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:51:00.884286] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:00.884420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:00.889229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:00.920064] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:51:01.012853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:01.014897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:01.058109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:01.064968] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:01.112625] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:01.112858] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.59%, Actual: 3.34%
[2025-11-25T11:51:01.142010] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 57.4s | Global ETA: 41m 56s
[2025-11-25T11:51:01.142296] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:51:01.143103] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:01.143302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:01.145139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:01.225173] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 4.42% | Symbol ETA: 7.3s | Global ETA: 41m 57s
[2025-11-25T11:51:01.225450] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:51:01.226300] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:51:01.226442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:01.231258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:01.286759] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.27%, Actual: 0.34%
[2025-11-25T11:51:01.287019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:51:01.289057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:51:01.289628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:51:01.290954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:51:01.293227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:01.486788] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.49%, Actual: 1.43%
[2025-11-25T11:51:01.509835] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:51:01.512173] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:51:01.644327] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:51:01.655418] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 2.81%, Actual: 1.66%
[2025-11-25T11:51:01.655670] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 46.2142%
[2025-11-25T11:51:01.655735] [INFO ] [main      ] RVTY: DISCARDED add_fullday_parkinson_range (score: 46.21%)
[2025-11-25T11:51:01.655782] [INFO ] [main      ] RVTY: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:51:01.655819] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_gap_fill_state']
[2025-11-25T11:51:01.655862] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:51:01.668422] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:01.669071] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:51:01.669960] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:01.670031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:01.677120] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:01.700877] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:01.755481] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.66% | Symbol ETA: 55.6s | Global ETA: 41m 58s
[2025-11-25T11:51:01.755656] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:51:01.756635] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:01.756870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:01.758929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:01.794193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:01.820994] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.14% | Symbol ETA: 49.5s | Global ETA: 41m 58s
[2025-11-25T11:51:01.821162] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:51:01.822127] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:01.822271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:01.827300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:01.827935] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:01.839324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:01.947583] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -2.13% | Symbol ETA: 6.3s | Global ETA: 41m 58s
[2025-11-25T11:51:01.947754] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:51:01.948623] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:51:01.948719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:01.954149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:01.955699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:01.957856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:02.001375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:02.007892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:51:02.009830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:51:02.010331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:51:02.011441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:51:02.013717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:02.118686] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:51:02.215057] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:51:02.292407] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:02.357692] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:51:02.361620] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:51:02.368732] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.65% | Symbol ETA: 54.6s | Global ETA: 41m 59s
[2025-11-25T11:51:02.369052] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:51:02.369945] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:02.370083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:02.371766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:02.398589] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:02.520061] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 0.13% | Symbol ETA: 54.2s | Global ETA: 41m 59s
[2025-11-25T11:51:02.520344] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:51:02.521212] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:02.521355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:02.529798] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:02.536938] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:02.643606] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 3.68% | Symbol ETA: 48.6s | Global ETA: 41m 59s
[2025-11-25T11:51:02.643795] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:51:02.644578] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:02.644684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:02.648253] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 5.4s | Global ETA: 41m 59s
[2025-11-25T11:51:02.648487] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:51:02.649347] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:51:02.649492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:02.649639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:02.651930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:02.654434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:02.696033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:02.709286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:51:02.711520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:51:02.712129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:51:02.713341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:51:02.714165] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:51:02.715489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:02.787620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:02.789668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:02.832432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:02.881784] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:02.957723] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 53.8s | Global ETA: 41m 60s
[2025-11-25T11:51:02.957870] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:51:02.958665] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:02.958756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:02.960319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:03.042381] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:51:03.069915] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:51:03.173496] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:51:03.210955] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:03.240159] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:03.295934] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:51:03.327754] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 53.2s | Global ETA: 42m 0s
[2025-11-25T11:51:03.328043] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:51:03.328926] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:03.329074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:03.345112] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:03.353099] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 4.6s | Global ETA: 42m 0s
[2025-11-25T11:51:03.353404] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:51:03.354246] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:51:03.354391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:03.359285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:03.415213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:51:03.417407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:51:03.417993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:51:03.419207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:51:03.421312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:03.455316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:03.457704] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -1.19% | Symbol ETA: 47.8s | Global ETA: 42m 1s
[2025-11-25T11:51:03.458005] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:51:03.458920] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:03.459066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:03.464222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:03.466333] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:03.499895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:03.540557] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 1.38% | Symbol ETA: 53.0s | Global ETA: 42m 1s
[2025-11-25T11:51:03.540873] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:51:03.541711] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:03.541848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:03.543476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:03.589862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:03.592047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:03.636445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:03.786570] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:51:03.837480] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:51:03.880717] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:51:03.957298] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:03.990292] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:51:04.008782] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:04.048997] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:04.072153] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 3.9s | Global ETA: 42m 2s
[2025-11-25T11:51:04.072323] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:51:04.073257] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:51:04.073342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:04.078254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:04.123450] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 52.3s | Global ETA: 42m 2s
[2025-11-25T11:51:04.123614] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:51:04.124384] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:04.124604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:04.125573] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.39% | Symbol ETA: 52.3s | Global ETA: 42m 2s
[2025-11-25T11:51:04.125756] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:51:04.126278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:04.126726] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:04.126840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:04.133768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:51:04.136083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:51:04.136721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:51:04.138132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:51:04.140464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:04.166305] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:04.253471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:04.279002] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -3.58% | Symbol ETA: 46.9s | Global ETA: 42m 2s
[2025-11-25T11:51:04.279334] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:51:04.280211] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:04.280357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:04.285405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:04.299006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:04.414071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:04.416177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:04.460768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:04.486823] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:51:04.522943] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:51:04.653784] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:51:04.658854] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:04.692487] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:04.771630] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: -0.75% | Symbol ETA: 51.7s | Global ETA: 42m 3s
[2025-11-25T11:51:04.771910] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:51:04.772750] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:04.772885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:04.773939] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 3.1s | Global ETA: 42m 3s
[2025-11-25T11:51:04.774210] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:51:04.774546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:04.776189] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:51:04.776342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:04.782296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:04.817386] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:51:04.835912] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:04.839706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:51:04.841780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:51:04.842385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:51:04.843552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:51:04.845699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:04.959331] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -2.40% | Symbol ETA: 51.5s | Global ETA: 42m 3s
[2025-11-25T11:51:04.959480] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:51:04.960278] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:04.960489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:04.991308] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:05.090275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:05.104771] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.39% | Symbol ETA: 46.1s | Global ETA: 42m 4s
[2025-11-25T11:51:05.105077] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:51:05.106021] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:05.106210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:05.111673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:05.119849] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:51:05.138063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:05.195247] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:51:05.236889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:05.239087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:05.283294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:05.348524] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:05.369702] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:05.434926] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -1.99% | Symbol ETA: 51.1s | Global ETA: 42m 4s
[2025-11-25T11:51:05.435098] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:51:05.435902] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:05.436124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:05.437816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:05.483430] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 2.4s | Global ETA: 42m 4s
[2025-11-25T11:51:05.483582] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:51:05.484371] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:51:05.484449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:05.490347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:05.492431] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:51:05.546142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:51:05.548308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:51:05.548871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:51:05.550077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:51:05.552157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:05.627302] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:51:05.668257] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:05.789032] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 2.41% | Symbol ETA: 50.7s | Global ETA: 42m 5s
[2025-11-25T11:51:05.789193] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:51:05.790022] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:05.790101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:05.803536] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:51:05.810755] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:05.920634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:05.921000] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:51:05.925000] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 1.57% | Symbol ETA: 45.3s | Global ETA: 42m 5s
[2025-11-25T11:51:05.964915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:05.986358] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:06.065336] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.19% | Symbol ETA: 50.4s | Global ETA: 42m 5s
[2025-11-25T11:51:06.065658] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:51:06.066550] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:06.066730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:06.068504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:06.101374] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 3.25%, Actual: 2.07%
[2025-11-25T11:51:06.107630] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:06.224360] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -2.27% | Symbol ETA: 1.7s | Global ETA: 42m 6s
[2025-11-25T11:51:06.224513] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:51:06.225304] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:51:06.225579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:06.230816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:06.278825] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.63%, Actual: 2.19%
[2025-11-25T11:51:06.286333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:51:06.288467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:51:06.289161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:51:06.290385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:51:06.292466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:06.331772] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:51:06.418782] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:51:06.450189] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: -1.23%, Actual: 0.51%
[2025-11-25T11:51:06.503151] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:06.588351] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:06.620479] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.87%, Actual: 0.26%
[2025-11-25T11:51:06.622055] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.57% | Symbol ETA: 49.9s | Global ETA: 42m 6s
[2025-11-25T11:51:06.622379] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:51:06.623336] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:06.623425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:06.640384] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:51:06.662176] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 49.8s | Global ETA: 42m 6s
[2025-11-25T11:51:06.752248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:06.789970] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 1.82%
[2025-11-25T11:51:06.797958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:06.811042] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:06.830813] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.73%
[2025-11-25T11:51:06.923226] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 0.9s | Global ETA: 42m 7s
[2025-11-25T11:51:06.962420] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 3.68%, Actual: 0.32%
[2025-11-25T11:51:07.001927] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.66%, Actual: 1.00%
[2025-11-25T11:51:07.100177] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -3.34%, Actual: 0.27%
[2025-11-25T11:51:07.134083] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -1.19%, Actual: 0.38%
[2025-11-25T11:51:07.152898] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:51:07.170988] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.65%, Actual: 1.32%
[2025-11-25T11:51:07.273096] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 4.42%, Actual: 2.79%
[2025-11-25T11:51:07.308070] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -3.58%, Actual: 2.15%
[2025-11-25T11:51:07.329906] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:07.339134] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.51%
[2025-11-25T11:51:07.444849] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -2.13%, Actual: 1.15%
[2025-11-25T11:51:07.449981] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.79% | Symbol ETA: 49.0s | Global ETA: 42m 8s
[2025-11-25T11:51:07.450276] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:51:07.451166] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:07.451302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:07.482567] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.39%, Actual: 0.72%
[2025-11-25T11:51:07.508595] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 1.38%, Actual: 0.45%
[2025-11-25T11:51:07.584144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:07.618520] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 1.48%
[2025-11-25T11:51:07.630609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:07.653617] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 1.57%, Actual: 1.07%
[2025-11-25T11:51:07.653971] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 37.8182%
[2025-11-25T11:51:07.654104] [INFO ] [main      ] LVS: DISCARDED add_gap_fill_state (score: 37.82%)
[2025-11-25T11:51:07.654215] [INFO ] [main      ] LVS: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:51:07.654319] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_morning_composite']
[2025-11-25T11:51:07.654426] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:51:07.668338] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:07.669040] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:51:07.670012] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:07.670096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:07.675018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:07.681781] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.11%
[2025-11-25T11:51:07.796521] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 1.08%
[2025-11-25T11:51:07.799850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:07.801942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:07.803003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:07.861493] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 2.40%
[2025-11-25T11:51:07.973122] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 0.53%
[2025-11-25T11:51:07.981856] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:51:08.041959] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -1.99%, Actual: 1.03%
[2025-11-25T11:51:08.150661] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 2.44%
[2025-11-25T11:51:08.153123] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:51:08.161624] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:08.212370] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.19%, Actual: 0.72%
[2025-11-25T11:51:08.276162] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.49% | Symbol ETA: 48.2s | Global ETA: 42m 9s
[2025-11-25T11:51:08.276442] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:51:08.277294] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:08.277425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:08.326934] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:08.328153] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.46%, Actual: 0.25%
[2025-11-25T11:51:08.383292] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.68%, Actual: 1.79%
[2025-11-25T11:51:08.383704] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 44.3934%
[2025-11-25T11:51:08.383867] [INFO ] [main      ] CBL: DISCARDED add_fullday_parkinson_range (score: 44.39%)
[2025-11-25T11:51:08.383985] [INFO ] [main      ] CBL: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:51:08.384091] [DEBUG] [main      ] Testing with features: ['add_gap_fill_state']
[2025-11-25T11:51:08.384202] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:51:08.396878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:08.397820] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:08.398543] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:51:08.399508] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:08.399663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:08.437038] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.87% | Symbol ETA: 49.3s | Global ETA: 42m 10s
[2025-11-25T11:51:08.437310] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:51:08.438143] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:08.438286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:08.439505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:08.442713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:08.443406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:08.506105] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -2.27%, Actual: 1.01%
[2025-11-25T11:51:08.569415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:08.571384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:08.572536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:08.679169] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 0.12%, Actual: 0.83%
[2025-11-25T11:51:08.679555] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 35.6069%
[2025-11-25T11:51:08.679740] [INFO ] [main      ] CBU: DISCARDED add_volatility_state_percentiles (score: 35.61%)
[2025-11-25T11:51:08.679859] [INFO ] [main      ] CBU: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:51:08.679968] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_volume_dispersion']
[2025-11-25T11:51:08.680077] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:51:08.693688] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:08.694190] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:51:08.695189] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:08.695358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:08.700308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:08.759505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:51:08.761467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:08.783851] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:51:08.784924] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:51:08.922099] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:51:08.952733] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:08.961698] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:09.031710] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 44.4s | Global ETA: 42m 11s
[2025-11-25T11:51:09.031883] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:51:09.032713] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:09.032924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:09.076163] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.91% | Symbol ETA: 47.4s | Global ETA: 42m 11s
[2025-11-25T11:51:09.076450] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:51:09.076473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:09.077372] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:09.077449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:09.096991] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:09.121245] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:51:09.203397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:09.208702] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: 0.68% | Symbol ETA: 48.5s | Global ETA: 42m 11s
[2025-11-25T11:51:09.208850] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:51:09.209636] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:09.209747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:09.214760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:09.249260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:09.299321] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:09.341239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:09.343399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:09.344508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:09.415144] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -3.31% | Symbol ETA: 7.2s | Global ETA: 42m 11s
[2025-11-25T11:51:09.415452] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:51:09.416318] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:09.416460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:09.421523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:09.421777] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:51:09.477943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:51:09.479970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:09.604158] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:09.613502] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:51:09.688881] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.75% | Symbol ETA: 43.9s | Global ETA: 42m 12s
[2025-11-25T11:51:09.689204] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:51:09.690032] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:09.690183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:09.693053] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:51:09.737096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:09.793382] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:09.854204] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:51:09.871099] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:09.914254] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 2.31% | Symbol ETA: 46.6s | Global ETA: 42m 12s
[2025-11-25T11:51:09.982083] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.50% | Symbol ETA: 47.8s | Global ETA: 42m 12s
[2025-11-25T11:51:09.982385] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:51:09.983269] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:09.983372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:09.988482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:10.049342] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:10.088251] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:51:10.089620] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 0.13%, Actual: 2.67%
[2025-11-25T11:51:10.115262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:10.117268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:10.118283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:10.167629] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 5.33% | Symbol ETA: 6.6s | Global ETA: 42m 13s
[2025-11-25T11:51:10.167982] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:51:10.168978] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:10.169135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:10.174314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:10.231616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:51:10.233559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:10.259107] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:10.259604] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 3.10%
[2025-11-25T11:51:10.336954] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.97% | Symbol ETA: 43.2s | Global ETA: 42m 13s
[2025-11-25T11:51:10.337272] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:51:10.338130] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:10.338213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:10.381041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:10.428078] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.39%, Actual: 1.78%
[2025-11-25T11:51:10.460950] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:51:10.577291] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:51:10.596420] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -2.40%, Actual: 1.72%
[2025-11-25T11:51:10.633173] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:10.722455] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:51:10.741736] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -0.64% | Symbol ETA: 47.0s | Global ETA: 42m 14s
[2025-11-25T11:51:10.741892] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:51:10.742683] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:10.742904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:10.747770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:10.751360] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:10.764758] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 2.41%, Actual: 1.43%
[2025-11-25T11:51:10.860768] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.29% | Symbol ETA: 5.8s | Global ETA: 42m 14s
[2025-11-25T11:51:10.860921] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:51:10.861704] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:10.861799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:10.866834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:10.874236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:10.876635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:10.877863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:10.894547] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:10.922547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:51:10.924497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:10.932163] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.57%, Actual: 0.07%
[2025-11-25T11:51:10.973395] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 42.6s | Global ETA: 42m 14s
[2025-11-25T11:51:10.973705] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:51:10.974544] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:10.974698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:11.019268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:11.101435] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.79%, Actual: 3.34%
[2025-11-25T11:51:11.239715] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:51:11.267769] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:51:11.271686] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.49%, Actual: 0.34%
[2025-11-25T11:51:11.374381] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:51:11.413921] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:11.440692] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:11.444061] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.91%, Actual: 1.43%
[2025-11-25T11:51:11.527408] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.65% | Symbol ETA: 46.2s | Global ETA: 42m 15s
[2025-11-25T11:51:11.527584] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:51:11.528434] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:11.528672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:11.533559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:11.553059] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -2.66% | Symbol ETA: 5.0s | Global ETA: 42m 15s
[2025-11-25T11:51:11.553320] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:51:11.554194] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:11.554334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:11.559208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:11.560276] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:11.615450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:51:11.616199] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 2.31%, Actual: 1.66%
[2025-11-25T11:51:11.616462] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 37.0609%
[2025-11-25T11:51:11.616572] [INFO ] [main      ] RVTY: DISCARDED add_gap_fill_state (score: 37.06%)
[2025-11-25T11:51:11.616635] [INFO ] [main      ] RVTY: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:51:11.616722] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_gap_morning_composite']
[2025-11-25T11:51:11.616908] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:51:11.617504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:11.630310] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:11.630956] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:51:11.632110] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:11.632263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:11.642926] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 42.0s | Global ETA: 42m 16s
[2025-11-25T11:51:11.643230] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:51:11.644125] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:11.644266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:11.660554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:11.662784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:11.663916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:11.687812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:11.765914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:11.767235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:11.966414] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:51:12.010845] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:51:12.032098] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:51:12.139113] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:12.155480] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:51:12.182976] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:12.201346] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:12.247604] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 4.3s | Global ETA: 42m 17s
[2025-11-25T11:51:12.247915] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:51:12.248751] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:12.248888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:12.253730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:12.279433] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.84% | Symbol ETA: 41.3s | Global ETA: 42m 17s
[2025-11-25T11:51:12.279761] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:51:12.280672] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:12.280813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:12.291874] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.22% | Symbol ETA: 45.5s | Global ETA: 42m 17s
[2025-11-25T11:51:12.292043] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:51:12.292836] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:12.293055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:12.298182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:12.309064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:51:12.310872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:12.323126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:12.339552] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:12.425075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:12.427766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:12.428942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:12.461227] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: -0.20% | Symbol ETA: 49.3s | Global ETA: 42m 17s
[2025-11-25T11:51:12.461519] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:51:12.462366] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:12.462498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:12.586702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:12.588154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:12.656384] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:51:12.661708] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:51:12.773490] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:51:12.832024] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:12.832474] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:12.911977] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.16% | Symbol ETA: 40.7s | Global ETA: 42m 18s
[2025-11-25T11:51:12.912279] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:51:12.913136] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:12.913276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:12.934376] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:51:12.940117] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 1.18% | Symbol ETA: 3.6s | Global ETA: 42m 18s
[2025-11-25T11:51:12.940413] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:51:12.941279] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:12.941426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:12.943529] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:12.946406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:12.955985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:13.000855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:51:13.002429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:13.048302] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -3.14% | Symbol ETA: 44.7s | Global ETA: 42m 18s
[2025-11-25T11:51:13.048504] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:51:13.049298] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:13.049537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:13.054531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:13.103778] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:13.176876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:13.179023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:13.180090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:13.218221] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -3.15% | Symbol ETA: 48.2s | Global ETA: 42m 18s
[2025-11-25T11:51:13.218512] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:51:13.219341] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:13.219470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:13.306264] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:51:13.340508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:13.341361] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:51:13.341920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:13.480123] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:13.513859] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:13.524795] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:51:13.560992] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 40.0s | Global ETA: 42m 19s
[2025-11-25T11:51:13.561285] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:51:13.562197] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:13.562337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:13.606154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:13.620701] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 2.9s | Global ETA: 42m 19s
[2025-11-25T11:51:13.620997] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:51:13.621835] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:13.621977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:13.626914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:13.682836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:51:13.684439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:13.692250] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:51:13.695995] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:13.804773] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -0.74% | Symbol ETA: 43.9s | Global ETA: 42m 19s
[2025-11-25T11:51:13.805075] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:51:13.805928] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:13.806075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:13.810982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:13.869393] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:13.934030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:13.936197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:13.937318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:13.955924] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:51:13.984773] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 4.19% | Symbol ETA: 47.3s | Global ETA: 42m 20s
[2025-11-25T11:51:13.985040] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:51:13.985930] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:13.986060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:14.026269] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:51:14.112288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:14.113739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:14.133686] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:14.197361] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:14.212412] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.97% | Symbol ETA: 39.4s | Global ETA: 42m 20s
[2025-11-25T11:51:14.212744] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:51:14.213523] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:14.213677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:51:14.257556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:14.279010] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:51:14.308065] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 0.49% | Symbol ETA: 2.2s | Global ETA: 42m 20s
[2025-11-25T11:51:14.308350] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:51:14.309214] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:14.309372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:14.314271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:14.369830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:51:14.371440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:14.451407] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:14.461912] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:51:14.556061] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.22% | Symbol ETA: 43.2s | Global ETA: 42m 21s
[2025-11-25T11:51:14.556227] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:51:14.557253] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:14.557404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:14.562627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:14.604336] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:51:14.634309] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:14.688994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:14.691109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:14.692206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:14.716630] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:51:14.748551] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -1.69% | Symbol ETA: 46.5s | Global ETA: 42m 21s
[2025-11-25T11:51:14.748868] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:51:14.749736] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:14.749866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:14.780587] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:14.859093] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 38.7s | Global ETA: 42m 21s
[2025-11-25T11:51:14.890573] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:14.891867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:14.893174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:15.002719] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 2.59% | Symbol ETA: 1.5s | Global ETA: 42m 22s
[2025-11-25T11:51:15.002988] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:51:15.003857] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:15.003997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:15.008907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:15.033383] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.05%, Actual: 0.73%
[2025-11-25T11:51:15.038242] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:51:15.063869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:51:15.065384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:15.206276] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 1.00%
[2025-11-25T11:51:15.221604] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:15.248277] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:51:15.324833] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 42.4s | Global ETA: 42m 22s
[2025-11-25T11:51:15.378299] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.97%, Actual: 1.32%
[2025-11-25T11:51:15.401932] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:51:15.419120] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:15.497102] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.87%, Actual: 2.07%
[2025-11-25T11:51:15.535117] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 2.07% | Symbol ETA: 45.7s | Global ETA: 42m 23s
[2025-11-25T11:51:15.535418] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:51:15.536288] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:15.536446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:15.551907] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 0.51%
[2025-11-25T11:51:15.570667] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:15.663782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:15.665160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:15.668127] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: 0.68%, Actual: 2.19%
[2025-11-25T11:51:15.683987] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: 1.48% | Symbol ETA: 0.8s | Global ETA: 42m 23s
[2025-11-25T11:51:15.724566] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 0.45%
[2025-11-25T11:51:15.839570] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.50%, Actual: 0.51%
[2025-11-25T11:51:15.855078] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -3.31%, Actual: 0.27%
[2025-11-25T11:51:15.896150] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.84%, Actual: 0.11%
[2025-11-25T11:51:16.009408] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -0.64%, Actual: 0.26%
[2025-11-25T11:51:16.018797] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:51:16.024804] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 5.33%, Actual: 2.79%
[2025-11-25T11:51:16.069227] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.16%, Actual: 2.40%
[2025-11-25T11:51:16.178809] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.65%, Actual: 1.82%
[2025-11-25T11:51:16.194874] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.29%, Actual: 1.15%
[2025-11-25T11:51:16.203495] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:16.248473] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.73%, Actual: 1.03%
[2025-11-25T11:51:16.318323] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.23% | Symbol ETA: 45.0s | Global ETA: 42m 24s
[2025-11-25T11:51:16.318825] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:51:16.319683] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:16.319764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:16.350757] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.22%, Actual: 0.32%
[2025-11-25T11:51:16.366802] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -2.66%, Actual: 1.48%
[2025-11-25T11:51:16.423682] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.97%, Actual: 0.72%
[2025-11-25T11:51:16.445077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:16.446367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:16.519556] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -3.14%, Actual: 0.38%
[2025-11-25T11:51:16.540439] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.08%
[2025-11-25T11:51:16.599839] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.39%, Actual: 1.79%
[2025-11-25T11:51:16.600244] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 44.8302%
[2025-11-25T11:51:16.600403] [INFO ] [main      ] CBL: DISCARDED add_gap_fill_state (score: 44.83%)
[2025-11-25T11:51:16.600520] [INFO ] [main      ] CBL: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:51:16.600626] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite']
[2025-11-25T11:51:16.600792] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:51:16.615149] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:16.615779] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:51:16.616732] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:16.616879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:16.617924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:16.687040] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -0.74%, Actual: 2.15%
[2025-11-25T11:51:16.719718] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 1.18%, Actual: 0.53%
[2025-11-25T11:51:16.791342] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:51:16.860284] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.22%, Actual: 0.72%
[2025-11-25T11:51:16.903711] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.44%, Actual: 2.44%
[2025-11-25T11:51:16.961254] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:51:16.971618] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:17.031586] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 1.07%
[2025-11-25T11:51:17.032013] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 45.6254%
[2025-11-25T11:51:17.032206] [INFO ] [main      ] LVS: DISCARDED add_gap_morning_composite (score: 45.63%)
[2025-11-25T11:51:17.032348] [INFO ] [main      ] LVS: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:51:17.032464] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_resolution_state']
[2025-11-25T11:51:17.032577] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:51:17.046388] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:17.047028] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:51:17.047993] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:17.048136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:17.053083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:17.071426] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.25%
[2025-11-25T11:51:17.084582] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.25% | Symbol ETA: 44.2s | Global ETA: 42m 25s
[2025-11-25T11:51:17.084884] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:51:17.085701] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:17.085829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:17.134243] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:17.175974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:17.177992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:17.212301] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.57% | Symbol ETA: 39.9s | Global ETA: 42m 26s
[2025-11-25T11:51:17.212606] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:51:17.213438] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:17.213577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:17.214532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:17.215680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:17.217101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:17.238832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:17.243402] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 2.59%, Actual: 1.01%
[2025-11-25T11:51:17.412390] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: 1.48%, Actual: 0.83%
[2025-11-25T11:51:17.412699] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 41.7986%
[2025-11-25T11:51:17.412812] [INFO ] [main      ] CBU: DISCARDED add_volume_dispersion (score: 41.80%)
[2025-11-25T11:51:17.413028] [INFO ] [main      ] CBU: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:51:17.413163] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_volume_flow_differentials']
[2025-11-25T11:51:17.413222] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:51:17.428829] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:17.429461] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:51:17.430357] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:17.430496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:17.435441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:17.494270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:51:17.497867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:17.572543] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:51:17.584426] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:51:17.602797] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:51:17.763782] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:17.781993] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:17.850949] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:17.863905] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.74% | Symbol ETA: 39.5s | Global ETA: 42m 27s
[2025-11-25T11:51:17.864227] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:51:17.865241] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:17.865415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:17.866487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:17.915777] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.52% | Symbol ETA: 43.4s | Global ETA: 42m 27s
[2025-11-25T11:51:17.916064] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:51:17.917167] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:17.917315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:17.918521] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:51:17.977828] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 43.3s | Global ETA: 42m 27s
[2025-11-25T11:51:17.977992] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:51:17.978961] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:17.979058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:17.985913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:18.096852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:18.098167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:18.157210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:18.160276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:18.201922] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:18.233222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:18.340905] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:51:18.348901] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.21% | Symbol ETA: 8.8s | Global ETA: 42m 28s
[2025-11-25T11:51:18.349267] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:51:18.350506] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:18.350707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:18.358425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:18.425518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:51:18.429534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:18.547480] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:51:18.580558] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:18.661391] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.97% | Symbol ETA: 39.3s | Global ETA: 42m 28s
[2025-11-25T11:51:18.661559] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:51:18.662490] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:18.662634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:18.663876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:18.691177] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:51:18.786798] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:51:18.828455] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:18.865710] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:18.948471] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 42.6s | Global ETA: 42m 29s
[2025-11-25T11:51:18.948771] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:51:18.949657] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:18.949788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:18.954884] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:18.975368] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.35% | Symbol ETA: 42.7s | Global ETA: 42m 29s
[2025-11-25T11:51:18.975679] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:51:18.976500] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:18.976660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:18.981513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:19.025409] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:51:19.068555] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 7.1s | Global ETA: 42m 29s
[2025-11-25T11:51:19.068875] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:51:19.069718] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:19.069800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:19.071241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:19.072434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:19.074749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:19.103954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:19.105676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:19.129854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:51:19.132827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:19.162000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:19.200752] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:19.287822] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.28% | Symbol ETA: 38.5s | Global ETA: 42m 29s
[2025-11-25T11:51:19.288177] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:51:19.289163] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:19.289309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:19.290381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:19.411853] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:51:19.474041] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:51:19.510011] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:51:19.582402] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:19.644864] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:19.645537] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:51:19.683813] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:19.696750] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.21% | Symbol ETA: 41.8s | Global ETA: 42m 30s
[2025-11-25T11:51:19.762365] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.47% | Symbol ETA: 6.0s | Global ETA: 42m 30s
[2025-11-25T11:51:19.762691] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:51:19.763726] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:19.763864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:19.769168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:19.796896] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.30% | Symbol ETA: 41.4s | Global ETA: 42m 30s
[2025-11-25T11:51:19.797258] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:51:19.798369] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:19.798515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:19.803702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:19.827185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:51:19.830249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:19.830833] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:19.871931] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: -0.20%, Actual: 2.67%
[2025-11-25T11:51:19.914708] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 37.8s | Global ETA: 42m 31s
[2025-11-25T11:51:19.914975] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:51:19.915822] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:19.915962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:19.916965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:19.934116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:19.936272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:19.992732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:20.045214] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -3.15%, Actual: 3.10%
[2025-11-25T11:51:20.178906] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:51:20.219229] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 4.19%, Actual: 1.78%
[2025-11-25T11:51:20.274565] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:51:20.346079] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:51:20.348846] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:20.389108] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -1.69%, Actual: 1.72%
[2025-11-25T11:51:20.443002] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:20.464556] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.65% | Symbol ETA: 5.1s | Global ETA: 42m 32s
[2025-11-25T11:51:20.464871] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:51:20.465715] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:20.465854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:20.470807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:20.519668] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 37.1s | Global ETA: 42m 32s
[2025-11-25T11:51:20.520004] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:51:20.520881] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:20.521022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:20.521984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:20.526172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:51:20.529368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:20.540493] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:20.561573] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 2.07%, Actual: 1.43%
[2025-11-25T11:51:20.651578] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -3.23% | Symbol ETA: 40.4s | Global ETA: 42m 32s
[2025-11-25T11:51:20.651902] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:51:20.652755] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:20.652892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:20.657865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:20.731292] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.23%, Actual: 0.07%
[2025-11-25T11:51:20.780333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:20.782348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:20.838238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:20.859019] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:51:20.869834] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:51:20.900472] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 3.34%
[2025-11-25T11:51:21.032477] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:21.040702] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:21.070786] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.52%, Actual: 0.34%
[2025-11-25T11:51:21.113332] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.83% | Symbol ETA: 36.4s | Global ETA: 42m 33s
[2025-11-25T11:51:21.113661] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:51:21.114570] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:21.114735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:21.115777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:21.151147] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 0.49% | Symbol ETA: 4.3s | Global ETA: 42m 33s
[2025-11-25T11:51:21.151460] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:51:21.152308] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:21.152450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:21.157740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:21.178659] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:51:21.212978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:51:21.215855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:21.240616] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 1.43%
[2025-11-25T11:51:21.353062] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:21.410521] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.21%, Actual: 1.66%
[2025-11-25T11:51:21.410925] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 39.6022%
[2025-11-25T11:51:21.411080] [INFO ] [main      ] RVTY: DISCARDED add_gap_morning_composite (score: 39.60%)
[2025-11-25T11:51:21.411185] [INFO ] [main      ] RVTY: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:51:21.411278] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_gap_resolution_state']
[2025-11-25T11:51:21.411393] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:51:21.424068] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:21.424635] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:51:21.425545] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:21.425669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:21.463945] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:51:21.465392] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 39.4s | Global ETA: 42m 33s
[2025-11-25T11:51:21.465564] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:51:21.466393] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:21.466629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:21.471797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:21.549475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:21.555086] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:51:21.599922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:21.602161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:21.606671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:21.640669] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:21.660064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:21.721511] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -1.03% | Symbol ETA: 35.8s | Global ETA: 42m 34s
[2025-11-25T11:51:21.721823] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:51:21.722747] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:21.722875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:21.723872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:21.726966] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:21.841926] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: -0.99% | Symbol ETA: 3.5s | Global ETA: 42m 34s
[2025-11-25T11:51:21.842217] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:51:21.843096] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:21.843234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:21.848118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:21.906614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:51:21.911003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:21.954940] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:51:22.025453] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:51:22.089061] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:51:22.126199] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:22.201427] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:22.242173] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 2.19% | Symbol ETA: 43.9s | Global ETA: 42m 35s
[2025-11-25T11:51:22.242456] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:51:22.243294] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:22.243426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:22.265734] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:51:22.267808] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:22.310943] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.58% | Symbol ETA: 38.5s | Global ETA: 42m 35s
[2025-11-25T11:51:22.311242] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:51:22.312231] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:22.312397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:22.317719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:22.345179] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.76% | Symbol ETA: 35.1s | Global ETA: 42m 35s
[2025-11-25T11:51:22.345472] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:51:22.346370] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:51:22.346515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:22.347517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:22.367096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:22.423519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:22.436929] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:22.443785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:22.446021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:22.503662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:22.552280] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.32% | Symbol ETA: 2.7s | Global ETA: 42m 35s
[2025-11-25T11:51:22.552574] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:51:22.553405] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:22.553546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:22.558525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:22.614304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:51:22.617331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:22.694284] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:51:22.764110] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:51:22.851580] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:51:22.862575] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:22.937397] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.73% | Symbol ETA: 34.5s | Global ETA: 42m 36s
[2025-11-25T11:51:22.952145] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:22.964079] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:51:23.020621] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:23.072116] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 43.1s | Global ETA: 42m 36s
[2025-11-25T11:51:23.072407] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:51:23.073256] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:23.073384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:23.106134] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.57%, Actual: 0.73%
[2025-11-25T11:51:23.124367] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.93% | Symbol ETA: 37.6s | Global ETA: 42m 36s
[2025-11-25T11:51:23.124662] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:51:23.125498] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:23.125654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:23.130450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:23.134271] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:23.195029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:23.247561] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 1.04% | Symbol ETA: 2.0s | Global ETA: 42m 37s
[2025-11-25T11:51:23.247876] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:51:23.248747] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:23.248892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:23.250317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:23.253993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:23.255480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:23.258014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:23.273911] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.74%, Actual: 1.00%
[2025-11-25T11:51:23.309262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:51:23.312296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:23.316828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:23.441420] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.97%, Actual: 1.32%
[2025-11-25T11:51:23.596773] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:51:23.611093] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.28%, Actual: 0.51%
[2025-11-25T11:51:23.670329] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:51:23.681635] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:51:23.774455] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:23.781077] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 0.45%
[2025-11-25T11:51:23.858081] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:23.859381] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:23.896743] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 3.52% | Symbol ETA: 42.3s | Global ETA: 42m 38s
[2025-11-25T11:51:23.897067] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:51:23.897933] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:23.898068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:23.951735] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.11%
[2025-11-25T11:51:23.969832] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 36.7s | Global ETA: 42m 38s
[2025-11-25T11:51:23.970114] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:51:23.970974] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:23.971136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:23.975957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:23.977053] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 3.21% | Symbol ETA: 1.3s | Global ETA: 42m 38s
[2025-11-25T11:51:23.977357] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:51:23.978224] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:23.978367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:23.983418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:24.022033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:24.038498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:51:24.041609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:24.078420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:24.096481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:24.098706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:24.120763] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.83%, Actual: 2.40%
[2025-11-25T11:51:24.155091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:24.294925] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -1.03%, Actual: 1.03%
[2025-11-25T11:51:24.398812] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:51:24.453848] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:51:24.468255] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.76%, Actual: 0.72%
[2025-11-25T11:51:24.495730] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:51:24.577191] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:24.622898] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:24.641113] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.73%, Actual: 1.79%
[2025-11-25T11:51:24.641470] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 59.5685%
[2025-11-25T11:51:24.641632] [INFO ] [main      ] CBL: KEPT add_gap_morning_composite (score: 59.57%)
[2025-11-25T11:51:24.641766] [INFO ] [main      ] CBL: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:51:24.641870] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gap_resolution_state']
[2025-11-25T11:51:24.641979] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:51:24.655998] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:24.656538] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:51:24.657560] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:24.657671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:24.658583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:24.665099] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:24.693953] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -1.31% | Symbol ETA: 0.5s | Global ETA: 42m 39s
[2025-11-25T11:51:24.713836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:24.735330] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 1.69% | Symbol ETA: 41.5s | Global ETA: 42m 39s
[2025-11-25T11:51:24.735592] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:51:24.736435] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:24.736565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:24.772290] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.28% | Symbol ETA: 35.8s | Global ETA: 42m 39s
[2025-11-25T11:51:24.772592] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:51:24.773452] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:24.773594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:24.778514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:24.861305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:24.870585] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.21%, Actual: 0.27%
[2025-11-25T11:51:24.901076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:24.903060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:24.918116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:24.958888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:25.049349] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 2.79%
[2025-11-25T11:51:25.063142] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:51:25.227678] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.47%, Actual: 1.15%
[2025-11-25T11:51:25.239103] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:25.262479] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:51:25.308556] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:51:25.317095] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.16% | Symbol ETA: 35.9s | Global ETA: 42m 40s
[2025-11-25T11:51:25.317404] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:51:25.318243] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:25.318387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:25.319351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:25.374436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:25.397868] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.65%, Actual: 1.48%
[2025-11-25T11:51:25.434889] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:25.482141] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:25.554315] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 1.40% | Symbol ETA: 40.6s | Global ETA: 42m 41s
[2025-11-25T11:51:25.554608] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:51:25.555512] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:25.555663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:25.570622] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 1.08%
[2025-11-25T11:51:25.590914] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.54% | Symbol ETA: 35.0s | Global ETA: 42m 41s
[2025-11-25T11:51:25.678351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:25.722009] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:51:25.734162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:25.743667] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: -0.99%, Actual: 0.53%
[2025-11-25T11:51:25.768017] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -0.27%, Actual: 2.07%
[2025-11-25T11:51:25.896695] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:25.918658] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.32%, Actual: 2.44%
[2025-11-25T11:51:25.947979] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.35%, Actual: 2.19%
[2025-11-25T11:51:25.977520] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.31% | Symbol ETA: 35.3s | Global ETA: 42m 42s
[2025-11-25T11:51:25.977843] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:51:25.978715] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:25.978858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:25.979844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:26.034390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:26.076991] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:51:26.090619] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 1.04%, Actual: 0.25%
[2025-11-25T11:51:26.130536] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 0.51%
[2025-11-25T11:51:26.251795] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:26.270716] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 3.21%, Actual: 1.01%
[2025-11-25T11:51:26.305125] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -3.23%, Actual: 0.26%
[2025-11-25T11:51:26.366539] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -5.80% | Symbol ETA: 39.8s | Global ETA: 42m 42s
[2025-11-25T11:51:26.366843] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:51:26.367757] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:26.367886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:26.384396] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:51:26.451279] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -1.31%, Actual: 0.83%
[2025-11-25T11:51:26.451690] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 43.8936%
[2025-11-25T11:51:26.451872] [INFO ] [main      ] CBU: DISCARDED add_volume_flow_differentials (score: 43.89%)
[2025-11-25T11:51:26.451998] [INFO ] [main      ] CBU: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:51:26.452108] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_volume_pressure_into_close']
[2025-11-25T11:51:26.452218] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:51:26.466084] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:26.466821] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:51:26.467845] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:26.467987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:26.473143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:26.481539] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.62%, Actual: 1.82%
[2025-11-25T11:51:26.489589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:26.530900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:51:26.532964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:26.545044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:26.558037] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:26.635215] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.21% | Symbol ETA: 34.6s | Global ETA: 42m 43s
[2025-11-25T11:51:26.635508] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:51:26.636335] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:26.636494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:26.637474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:26.654412] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.58%, Actual: 0.32%
[2025-11-25T11:51:26.691227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:26.826763] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.93%, Actual: 0.38%
[2025-11-25T11:51:26.877051] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:51:26.886420] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:51:26.999255] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -0.28%, Actual: 2.15%
[2025-11-25T11:51:27.032584] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:51:27.056036] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:27.059239] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:27.170206] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -3.86% | Symbol ETA: 6.7s | Global ETA: 42m 44s
[2025-11-25T11:51:27.170378] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:51:27.171264] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:27.171355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:27.173037] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.28%, Actual: 0.72%
[2025-11-25T11:51:27.173490] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.88% | Symbol ETA: 39.0s | Global ETA: 42m 44s
[2025-11-25T11:51:27.173743] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:51:27.174566] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:27.174721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:27.176406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:27.204238] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:27.232896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:51:27.234952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:27.283573] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 33.9s | Global ETA: 42m 44s
[2025-11-25T11:51:27.283898] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:51:27.284775] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:27.284918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:27.285892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:27.297475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:27.341288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:27.346463] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.54%, Actual: 1.07%
[2025-11-25T11:51:27.346873] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 33.8025%
[2025-11-25T11:51:27.347057] [INFO ] [main      ] LVS: DISCARDED add_gap_resolution_state (score: 33.80%)
[2025-11-25T11:51:27.347174] [INFO ] [main      ] LVS: Testing feature 13/53: add_gaps
[2025-11-25T11:51:27.347282] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps']
[2025-11-25T11:51:27.347390] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:51:27.352904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:27.361472] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:27.362144] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:51:27.363026] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:27.363099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:27.368002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:27.491594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:27.493995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:27.494899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:27.578941] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:51:27.685037] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:51:27.695616] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:51:27.750198] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:27.835424] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:51:27.859758] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:27.862488] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 5.9s | Global ETA: 42m 45s
[2025-11-25T11:51:27.862813] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:51:27.863681] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:27.863819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:27.865124] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:27.869244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:27.926449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:51:27.928613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:27.938579] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 33.3s | Global ETA: 42m 45s
[2025-11-25T11:51:27.938899] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:51:27.939734] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:27.939871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:27.940832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:27.976695] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 3.47% | Symbol ETA: 38.1s | Global ETA: 42m 45s
[2025-11-25T11:51:27.976983] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:51:27.977846] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:27.977975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:27.995600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:28.006700] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:28.099548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:28.120342] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.93% | Symbol ETA: 41.2s | Global ETA: 42m 45s
[2025-11-25T11:51:28.120631] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:51:28.121676] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:28.121815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:28.126834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:28.154796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:28.252143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:28.254021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:28.254925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:28.279411] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:51:28.341082] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:51:28.453923] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:28.495828] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:51:28.511947] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:28.570011] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: 0.06% | Symbol ETA: 5.3s | Global ETA: 42m 46s
[2025-11-25T11:51:28.570320] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:51:28.571173] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:28.571311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:28.576225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:28.588844] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.24% | Symbol ETA: 32.6s | Global ETA: 42m 46s
[2025-11-25T11:51:28.589136] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:51:28.589968] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:28.590107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:28.591068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:28.596183] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:51:28.632707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:51:28.634793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:28.644884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:28.665312] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:28.765062] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:28.776468] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 37.3s | Global ETA: 42m 47s
[2025-11-25T11:51:28.776779] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:51:28.777602] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:28.777700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:28.875052] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.17% | Symbol ETA: 40.4s | Global ETA: 42m 47s
[2025-11-25T11:51:28.875347] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:51:28.876127] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:28.876266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:28.881126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:28.896898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:28.951356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:28.982229] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:51:28.982798] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:51:29.005036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:29.007090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:29.007969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:29.154862] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:29.158145] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:29.232343] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.25% | Symbol ETA: 31.9s | Global ETA: 42m 47s
[2025-11-25T11:51:29.232512] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:51:29.233295] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:29.233536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:29.234498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:29.272049] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 4.6s | Global ETA: 42m 48s
[2025-11-25T11:51:29.272354] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:51:29.273324] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:29.273470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:29.278448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:29.287595] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:51:29.288957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:29.336162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:51:29.338383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:29.345385] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:51:29.460251] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:29.533867] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:29.571226] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 36.5s | Global ETA: 42m 48s
[2025-11-25T11:51:29.641799] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.54% | Symbol ETA: 39.7s | Global ETA: 42m 48s
[2025-11-25T11:51:29.642104] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:51:29.642974] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:29.643117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:29.648209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:29.650141] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:51:29.685976] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:51:29.742414] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 2.19%, Actual: 2.67%
[2025-11-25T11:51:29.778329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:29.780611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:29.781526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:29.820201] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:29.864061] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:29.899316] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -1.30% | Symbol ETA: 31.3s | Global ETA: 42m 49s
[2025-11-25T11:51:29.899543] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:51:29.900369] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:29.900508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:29.901452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:29.918631] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 3.10%
[2025-11-25T11:51:29.955731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:29.976474] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 3.9s | Global ETA: 42m 49s
[2025-11-25T11:51:29.976800] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:51:29.977702] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:29.977847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:29.982888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:30.038748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:51:30.040811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:30.090212] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 3.52%, Actual: 1.78%
[2025-11-25T11:51:30.148619] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:51:30.260814] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 1.69%, Actual: 1.72%
[2025-11-25T11:51:30.299067] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:51:30.319075] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:30.392204] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:51:30.432567] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.40%, Actual: 1.43%
[2025-11-25T11:51:30.433625] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -3.82% | Symbol ETA: 39.0s | Global ETA: 42m 50s
[2025-11-25T11:51:30.433808] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:51:30.434553] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:30.434622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:30.439487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:30.471959] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:30.549151] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.34% | Symbol ETA: 30.6s | Global ETA: 42m 50s
[2025-11-25T11:51:30.549412] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:51:30.550246] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:30.550383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:30.551339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:30.568224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:30.570445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:30.571414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:30.572878] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:30.605876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:30.606545] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -5.80%, Actual: 0.07%
[2025-11-25T11:51:30.693318] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 3.2s | Global ETA: 42m 50s
[2025-11-25T11:51:30.693617] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:51:30.694471] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:30.694610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:30.699623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:30.757744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:51:30.759988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:30.778563] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.88%, Actual: 3.34%
[2025-11-25T11:51:30.918025] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:51:30.949483] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:51:30.950776] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 3.47%, Actual: 0.34%
[2025-11-25T11:51:31.095743] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:31.115463] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:51:31.122524] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.95%, Actual: 1.43%
[2025-11-25T11:51:31.125946] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:31.204541] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.87% | Symbol ETA: 30.0s | Global ETA: 42m 51s
[2025-11-25T11:51:31.216086] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.34% | Symbol ETA: 38.2s | Global ETA: 42m 51s
[2025-11-25T11:51:31.216400] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:51:31.217324] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:31.217410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:31.222759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:31.290965] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:31.295749] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 0.57%, Actual: 1.66%
[2025-11-25T11:51:31.296145] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 43.5115%
[2025-11-25T11:51:31.296302] [INFO ] [main      ] RVTY: DISCARDED add_gap_resolution_state (score: 43.51%)
[2025-11-25T11:51:31.296410] [INFO ] [main      ] RVTY: Testing feature 13/53: add_gaps
[2025-11-25T11:51:31.296487] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_gaps']
[2025-11-25T11:51:31.296564] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:51:31.309126] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:31.309614] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:51:31.310488] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:31.310597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:31.345788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:31.347934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:31.348797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:31.376963] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.16%, Actual: 0.73%
[2025-11-25T11:51:31.405935] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -1.71% | Symbol ETA: 2.5s | Global ETA: 42m 51s
[2025-11-25T11:51:31.406110] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:51:31.406950] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:31.407058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:31.412462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:31.433763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:31.434808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:31.470257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:51:31.472500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:31.549590] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.31%, Actual: 1.00%
[2025-11-25T11:51:31.693766] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:51:31.721463] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.21%, Actual: 1.32%
[2025-11-25T11:51:31.777962] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:51:31.828071] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:51:31.869010] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:31.891080] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.07%, Actual: 0.51%
[2025-11-25T11:51:31.960610] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:31.981608] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.95% | Symbol ETA: 37.5s | Global ETA: 42m 52s
[2025-11-25T11:51:31.981924] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:51:31.982782] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:31.982925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:31.987981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:32.002119] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:32.064705] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.85%, Actual: 0.45%
[2025-11-25T11:51:32.076205] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 2.70% | Symbol ETA: 39.8s | Global ETA: 42m 53s
[2025-11-25T11:51:32.076495] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:51:32.077472] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:32.081802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:32.118457] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: 2.38% | Symbol ETA: 1.8s | Global ETA: 42m 53s
[2025-11-25T11:51:32.118666] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:51:32.119478] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:32.119565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:32.120284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:32.122754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:32.123714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:32.124759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:32.182442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:51:32.184559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:32.206725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:32.207992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:32.239628] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.24%, Actual: 0.11%
[2025-11-25T11:51:32.410990] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 2.40%
[2025-11-25T11:51:32.531416] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:51:32.532037] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:51:32.551915] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:51:32.584666] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -1.30%, Actual: 1.03%
[2025-11-25T11:51:32.705547] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:32.710953] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:32.739452] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:32.759159] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.34%, Actual: 0.72%
[2025-11-25T11:51:32.816624] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -0.67% | Symbol ETA: 36.7s | Global ETA: 42m 54s
[2025-11-25T11:51:32.816942] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:51:32.817819] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:32.818039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:32.822898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:32.825944] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: -0.46% | Symbol ETA: 1.1s | Global ETA: 42m 54s
[2025-11-25T11:51:32.826254] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:51:32.827193] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:32.827338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:32.832525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:32.868586] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.10% | Symbol ETA: 39.2s | Global ETA: 42m 54s
[2025-11-25T11:51:32.868931] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:51:32.869852] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:32.869986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:32.888940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:51:32.890952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:32.931581] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.87%, Actual: 1.79%
[2025-11-25T11:51:32.931982] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 46.7562%
[2025-11-25T11:51:32.932116] [INFO ] [main      ] CBL: DISCARDED add_gap_resolution_state (score: 46.76%)
[2025-11-25T11:51:32.932228] [INFO ] [main      ] CBL: Testing feature 13/53: add_gaps
[2025-11-25T11:51:32.932333] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps']
[2025-11-25T11:51:32.932439] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:51:32.946661] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:32.947308] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:51:32.947835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:32.948182] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:32.948258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:32.949284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:32.950146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:32.950147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:32.951066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:33.000200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:33.001399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:33.252858] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:51:33.292719] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:51:33.294998] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:51:33.350180] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:51:33.430236] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:33.465381] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:33.467334] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:33.542228] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:33.546140] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 0.4s | Global ETA: 42m 55s
[2025-11-25T11:51:33.547549] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.87% | Symbol ETA: 33.0s | Global ETA: 42m 55s
[2025-11-25T11:51:33.547763] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:51:33.548561] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:33.548658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:33.549545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:33.550486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:33.584528] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.24% | Symbol ETA: 35.9s | Global ETA: 42m 55s
[2025-11-25T11:51:33.584711] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:51:33.585612] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:33.585779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:33.590773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:33.664707] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 5.35% | Symbol ETA: 38.4s | Global ETA: 42m 56s
[2025-11-25T11:51:33.664993] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:51:33.665998] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:33.666151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:33.726048] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -3.86%, Actual: 0.27%
[2025-11-25T11:51:33.726635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:33.728942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:33.729856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:33.796299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:33.797545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:33.895074] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:51:33.904672] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 2.79%
[2025-11-25T11:51:34.068209] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:34.074157] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:51:34.078384] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 1.15%
[2025-11-25T11:51:34.151579] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.75% | Symbol ETA: 32.5s | Global ETA: 42m 56s
[2025-11-25T11:51:34.151891] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:51:34.152739] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:34.152877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:34.153861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:34.154746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:34.154760] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:51:34.249774] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:34.256387] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 1.48%
[2025-11-25T11:51:34.331068] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:34.362841] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.72% | Symbol ETA: 35.2s | Global ETA: 42m 57s
[2025-11-25T11:51:34.363011] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:51:34.363968] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:51:34.364108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:34.369016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:34.434334] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 1.08%
[2025-11-25T11:51:34.453831] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -1.41% | Symbol ETA: 37.7s | Global ETA: 42m 57s
[2025-11-25T11:51:34.454115] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:51:34.454948] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:34.455078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:34.492729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:34.494826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:34.495734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:34.498395] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:51:34.586540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:34.587775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:34.613261] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 0.53%
[2025-11-25T11:51:34.670372] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:34.749838] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 31.8s | Global ETA: 42m 58s
[2025-11-25T11:51:34.750131] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:51:34.750972] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:34.751110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:34.752088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:34.753007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:34.788385] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -1.71%, Actual: 2.44%
[2025-11-25T11:51:34.839451] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:51:34.948881] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:51:34.973202] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: 2.38%, Actual: 0.25%
[2025-11-25T11:51:35.012269] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:35.099764] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:51:35.125357] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.24% | Symbol ETA: 34.4s | Global ETA: 42m 58s
[2025-11-25T11:51:35.129520] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:35.158976] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 1.01%
[2025-11-25T11:51:35.251951] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 4.56% | Symbol ETA: 36.9s | Global ETA: 42m 58s
[2025-11-25T11:51:35.252242] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:51:35.253183] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:35.253337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:35.271694] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:35.297863] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.93%, Actual: 2.07%
[2025-11-25T11:51:35.330984] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 0.83%
[2025-11-25T11:51:35.331354] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 27.4360%
[2025-11-25T11:51:35.331520] [INFO ] [main      ] CBU: DISCARDED add_volume_pressure_into_close (score: 27.44%)
[2025-11-25T11:51:35.331658] [INFO ] [main      ] CBU: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:51:35.331766] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_volume_zscore']
[2025-11-25T11:51:35.331877] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:51:35.345995] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:35.346726] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:51:35.347718] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:35.347858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:35.350229] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.19% | Symbol ETA: 31.2s | Global ETA: 42m 59s
[2025-11-25T11:51:35.350372] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:51:35.351143] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:35.351217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:35.352103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:35.352935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:35.353182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:35.382603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:35.383715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:35.410599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:51:35.412609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:35.468933] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.17%, Actual: 2.19%
[2025-11-25T11:51:35.640119] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.54%, Actual: 0.51%
[2025-11-25T11:51:35.695929] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:51:35.741315] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:51:35.756234] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:51:35.813297] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -3.82%, Actual: 0.26%
[2025-11-25T11:51:35.868381] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:35.916524] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:35.932982] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:35.947302] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.34% | Symbol ETA: 30.6s | Global ETA: 42m 60s
[2025-11-25T11:51:35.947587] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:51:35.948451] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:35.948590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:35.949538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:35.950432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:35.985746] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.34%, Actual: 1.82%
[2025-11-25T11:51:36.036826] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.76% | Symbol ETA: 36.1s | Global ETA: 42m 60s
[2025-11-25T11:51:36.037146] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:51:36.038186] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:36.038331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:36.046245] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -0.06% | Symbol ETA: 6.5s | Global ETA: 42m 60s
[2025-11-25T11:51:36.046542] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:51:36.047432] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:36.047573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:36.052416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:36.108429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:51:36.110309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:36.168629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:36.169886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:36.171667] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.95%, Actual: 0.32%
[2025-11-25T11:51:36.293610] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:51:36.349295] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -0.67%, Actual: 0.38%
[2025-11-25T11:51:36.464257] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:36.523833] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:51:36.525192] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.24%, Actual: 2.15%
[2025-11-25T11:51:36.538126] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:51:36.547681] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 30.0s | Global ETA: 43m 1s
[2025-11-25T11:51:36.547851] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:51:36.548786] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:36.548925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:36.549843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:36.550729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:36.693795] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.72%, Actual: 0.72%
[2025-11-25T11:51:36.700071] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:36.710971] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:36.820140] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 35.3s | Global ETA: 43m 1s
[2025-11-25T11:51:36.820433] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:51:36.821314] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:36.821447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:36.821979] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 1.12% | Symbol ETA: 6.1s | Global ETA: 43m 1s
[2025-11-25T11:51:36.822272] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:51:36.823161] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:36.823306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:36.828334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:36.861410] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.24%, Actual: 1.07%
[2025-11-25T11:51:36.861784] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 52.1725%
[2025-11-25T11:51:36.861988] [INFO ] [main      ] LVS: KEPT add_gaps (score: 52.17%)
[2025-11-25T11:51:36.862109] [INFO ] [main      ] LVS: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:51:36.862213] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_intraday_skewness_proxies']
[2025-11-25T11:51:36.862327] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:51:36.875884] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:36.876588] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:51:36.877542] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:36.877706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:36.882699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:36.887503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:51:36.889713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:36.903199] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:51:36.949983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:36.951282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:37.008583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:37.010770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:37.011634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:37.012937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:37.073801] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:37.152102] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.16% | Symbol ETA: 29.4s | Global ETA: 43m 2s
[2025-11-25T11:51:37.152383] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:51:37.153218] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:37.153357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:37.154320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:37.155203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:37.252280] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:51:37.304964] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:51:37.352368] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:51:37.421704] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:37.487145] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:37.492197] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:51:37.520605] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:37.545111] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 5.3s | Global ETA: 43m 3s
[2025-11-25T11:51:37.545431] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:51:37.546474] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:37.546667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:37.551819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:37.606034] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 34.5s | Global ETA: 43m 3s
[2025-11-25T11:51:37.606340] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:51:37.607274] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:37.607410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:37.608402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:51:37.610728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:37.631721] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 35.3s | Global ETA: 43m 3s
[2025-11-25T11:51:37.632022] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:51:37.632875] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:37.633015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:37.637909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:37.661517] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:37.736201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:37.737440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:37.738218] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -1.35% | Symbol ETA: 28.8s | Global ETA: 43m 3s
[2025-11-25T11:51:37.738492] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:51:37.739327] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:37.739466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:37.740424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:37.741298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:37.762274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:37.764247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:37.765120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:37.766400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:37.998824] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:51:38.082686] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:51:38.090737] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:51:38.135891] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:51:38.170728] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:38.254209] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:38.268087] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:38.286291] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: 0.38% | Symbol ETA: 4.6s | Global ETA: 43m 4s
[2025-11-25T11:51:38.286581] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:51:38.287679] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:38.287828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:38.293047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:38.307223] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:38.333722] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.66% | Symbol ETA: 28.2s | Global ETA: 43m 4s
[2025-11-25T11:51:38.334040] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:51:38.334892] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:38.335032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:38.336014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:38.336895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:38.350402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:51:38.352774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:38.386468] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 0.61% | Symbol ETA: 33.7s | Global ETA: 43m 4s
[2025-11-25T11:51:38.386791] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:51:38.387722] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:38.387860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:38.423698] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -3.02% | Symbol ETA: 34.7s | Global ETA: 43m 4s
[2025-11-25T11:51:38.423997] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:51:38.424840] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:38.425015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:38.429927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:38.515907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:38.517182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:38.555177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:38.557424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:38.558325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:38.559630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:38.679012] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:51:38.710585] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:51:38.849017] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:38.873986] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:51:38.889948] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:38.911018] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:51:38.925822] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.32% | Symbol ETA: 27.6s | Global ETA: 43m 5s
[2025-11-25T11:51:39.004574] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 1.73% | Symbol ETA: 3.8s | Global ETA: 43m 5s
[2025-11-25T11:51:39.004741] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:51:39.005528] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:39.005739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:39.010839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:39.052424] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:39.069717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:51:39.071857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:39.086887] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:39.096568] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.87%, Actual: 0.73%
[2025-11-25T11:51:39.168710] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -1.02% | Symbol ETA: 33.0s | Global ETA: 43m 6s
[2025-11-25T11:51:39.206896] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 2.06% | Symbol ETA: 34.0s | Global ETA: 43m 6s
[2025-11-25T11:51:39.207206] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:51:39.208054] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:39.208197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:39.213056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:39.262939] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.75%, Actual: 1.00%
[2025-11-25T11:51:39.338085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:39.340179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:39.341064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:39.342344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:39.345191] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 2.70%, Actual: 2.67%
[2025-11-25T11:51:39.421061] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:51:39.431764] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 1.32%
[2025-11-25T11:51:39.520515] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.10%, Actual: 3.10%
[2025-11-25T11:51:39.592927] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:39.602203] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.19%, Actual: 0.51%
[2025-11-25T11:51:39.697123] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 5.35%, Actual: 1.78%
[2025-11-25T11:51:39.701836] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:51:39.702779] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 3.1s | Global ETA: 43m 7s
[2025-11-25T11:51:39.702929] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:51:39.703791] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:39.703935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:39.708789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:39.762725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:51:39.764943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:39.771371] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 0.45%
[2025-11-25T11:51:39.873472] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -1.41%, Actual: 1.72%
[2025-11-25T11:51:39.875288] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:39.943496] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 0.11%
[2025-11-25T11:51:39.993652] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -3.82% | Symbol ETA: 33.2s | Global ETA: 43m 7s
[2025-11-25T11:51:39.993912] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:51:39.994758] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:39.994895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:39.999847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:40.057085] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 4.56%, Actual: 1.43%
[2025-11-25T11:51:40.114577] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.16%, Actual: 2.40%
[2025-11-25T11:51:40.126775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:40.127185] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:51:40.129009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:40.129926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:40.131242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:40.239452] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.76%, Actual: 0.07%
[2025-11-25T11:51:40.286082] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -1.35%, Actual: 1.03%
[2025-11-25T11:51:40.300883] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:40.411130] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -0.80% | Symbol ETA: 2.3s | Global ETA: 43m 8s
[2025-11-25T11:51:40.411395] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:51:40.412243] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:40.412385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:40.416311] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.70%, Actual: 3.34%
[2025-11-25T11:51:40.417627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:40.455247] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.66%, Actual: 0.72%
[2025-11-25T11:51:40.472689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:51:40.474286] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:51:40.474776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:40.596562] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.34%
[2025-11-25T11:51:40.622368] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.32%, Actual: 1.79%
[2025-11-25T11:51:40.622734] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 61.2983%
[2025-11-25T11:51:40.622921] [INFO ] [main      ] CBL: KEPT add_gaps (score: 61.30%)
[2025-11-25T11:51:40.623044] [INFO ] [main      ] CBL: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:51:40.623148] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_intraday_skewness_proxies']
[2025-11-25T11:51:40.623258] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:51:40.636691] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:40.637419] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:51:40.638373] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:40.638512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:40.639530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:40.640448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:40.641822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:40.647594] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:40.762575] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.02% | Symbol ETA: 32.4s | Global ETA: 43m 8s
[2025-11-25T11:51:40.762754] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:51:40.763620] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:40.763891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:40.768995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:40.774773] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 0.61%, Actual: 1.43%
[2025-11-25T11:51:40.818453] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:51:40.901564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:40.903817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:40.904757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:40.906410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:40.959236] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -1.02%, Actual: 1.66%
[2025-11-25T11:51:40.959621] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 46.0448%
[2025-11-25T11:51:40.959851] [INFO ] [main      ] RVTY: DISCARDED add_gaps (score: 46.04%)
[2025-11-25T11:51:40.959965] [INFO ] [main      ] RVTY: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:51:40.960063] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies']
[2025-11-25T11:51:40.960163] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:51:40.973434] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:40.974227] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:51:40.975250] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:40.975399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:40.983007] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:51:40.990867] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:41.101636] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.16% | Symbol ETA: 1.6s | Global ETA: 43m 9s
[2025-11-25T11:51:41.101971] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:51:41.102828] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:41.102967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:41.103929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:41.105533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:41.107906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:41.152752] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:41.162715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:51:41.165037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:41.233679] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.66% | Symbol ETA: 28.4s | Global ETA: 43m 9s
[2025-11-25T11:51:41.233984] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:51:41.234844] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:41.234983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:41.235961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:41.236847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:41.238161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:41.265100] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:51:41.437498] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:41.455349] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:51:41.510838] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:51:41.555051] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.79% | Symbol ETA: 31.7s | Global ETA: 43m 10s
[2025-11-25T11:51:41.555343] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:51:41.556185] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:41.556328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:41.561497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:41.578614] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:51:41.631598] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:41.686323] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:41.692844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:41.694943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:41.695879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:41.697275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:41.749246] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:41.752991] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 4.38% | Symbol ETA: 36.0s | Global ETA: 43m 10s
[2025-11-25T11:51:41.753285] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:51:41.754155] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:41.754292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:41.802903] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 0.82% | Symbol ETA: 0.9s | Global ETA: 43m 10s
[2025-11-25T11:51:41.803207] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:51:41.804104] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:41.804268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:41.809671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:41.838979] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 27.9s | Global ETA: 43m 10s
[2025-11-25T11:51:41.839331] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:51:41.840487] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:41.840635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:41.841725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:41.842741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:41.844090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:41.865125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:51:41.867132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:41.888087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:41.889687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:42.053578] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:51:42.203945] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:51:42.209658] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:51:42.229053] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:42.244031] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:51:42.340778] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -1.91% | Symbol ETA: 30.9s | Global ETA: 43m 11s
[2025-11-25T11:51:42.340920] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:51:42.341706] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:42.341778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:42.346502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:42.381575] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:42.386530] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:42.441961] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:42.480051] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 27.4s | Global ETA: 43m 12s
[2025-11-25T11:51:42.480111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:42.480315] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:51:42.481601] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:42.481819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:42.482366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:42.483194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:42.483332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:42.484407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:42.484706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:42.486232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:42.498017] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 0.2s | Global ETA: 43m 12s
[2025-11-25T11:51:42.566933] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.41% | Symbol ETA: 35.4s | Global ETA: 43m 12s
[2025-11-25T11:51:42.567245] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:51:42.568128] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:42.568269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:42.668619] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -0.06%, Actual: 0.27%
[2025-11-25T11:51:42.698537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:42.700311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:42.826375] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:51:42.837884] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 1.12%, Actual: 2.79%
[2025-11-25T11:51:42.907055] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:51:43.002889] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:43.016581] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 1.15%
[2025-11-25T11:51:43.056109] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:51:43.083501] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:43.119261] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -0.57% | Symbol ETA: 30.1s | Global ETA: 43m 13s
[2025-11-25T11:51:43.119559] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:51:43.120431] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:43.120577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:43.125734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:43.167693] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.82% | Symbol ETA: 26.9s | Global ETA: 43m 13s
[2025-11-25T11:51:43.168004] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:51:43.168903] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:43.169063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:43.170078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:43.171148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:43.172508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:43.189443] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: 0.38%, Actual: 1.48%
[2025-11-25T11:51:43.232746] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:43.253975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:43.256119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:43.257105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:43.258459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:43.350752] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 1.62% | Symbol ETA: 34.5s | Global ETA: 43m 13s
[2025-11-25T11:51:43.351038] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:51:43.351891] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:43.352023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:43.359579] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 1.73%, Actual: 1.08%
[2025-11-25T11:51:43.482935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:43.484563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:43.520686] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:51:43.536170] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 0.53%
[2025-11-25T11:51:43.610828] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:51:43.691464] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:43.710709] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 2.44%
[2025-11-25T11:51:43.771694] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 1.00% | Symbol ETA: 26.2s | Global ETA: 43m 14s
[2025-11-25T11:51:43.772015] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:51:43.772990] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:43.773163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:43.774303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:43.775283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:43.776624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:43.788581] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:43.842674] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:51:43.882790] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.25%
[2025-11-25T11:51:43.906221] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -4.02% | Symbol ETA: 29.3s | Global ETA: 43m 14s
[2025-11-25T11:51:43.906511] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:51:43.907362] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:43.907505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:43.912314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:44.022956] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:44.036696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:44.038833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:44.039733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:44.041070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:44.081494] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 0.82%, Actual: 1.01%
[2025-11-25T11:51:44.142108] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -1.37% | Symbol ETA: 33.7s | Global ETA: 43m 15s
[2025-11-25T11:51:44.142399] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:51:44.142675] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:51:44.143289] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:44.143367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:44.259723] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 0.83%
[2025-11-25T11:51:44.260094] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 49.6648%
[2025-11-25T11:51:44.260265] [INFO ] [main      ] CBU: DISCARDED add_volume_zscore (score: 49.66%)
[2025-11-25T11:51:44.260383] [INFO ] [main      ] CBU: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:51:44.260489] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_vwap_deviations']
[2025-11-25T11:51:44.260596] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T11:51:44.274454] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:44.275116] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 2
[2025-11-25T11:51:44.276075] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:44.276231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:44.276520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:44.278236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:44.281182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:44.318786] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:44.338413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:51:44.344401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:44.389325] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:51:44.399782] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.85% | Symbol ETA: 25.6s | Global ETA: 43m 15s
[2025-11-25T11:51:44.400075] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:51:44.400913] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:44.401056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:44.402018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:44.402902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:44.404210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:44.561094] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:44.625028] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:51:44.672975] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 1.45% | Symbol ETA: 28.5s | Global ETA: 43m 16s
[2025-11-25T11:51:44.683217] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-20
[2025-11-25T11:51:44.743928] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:51:44.803479] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:44.850575] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -0.18%, Actual: 2.07%
[2025-11-25T11:51:44.858419] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:44.914067] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:44.923354] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 0.64% | Symbol ETA: 32.9s | Global ETA: 43m 16s
[2025-11-25T11:51:44.923639] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:51:44.924479] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:44.924613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:44.971889] [INFO ] [main      ] CBU: Lookback Days: 2, Magnitude: -1.63% | Symbol ETA: 6.3s | Global ETA: 43m 16s
[2025-11-25T11:51:44.972178] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 3
[2025-11-25T11:51:44.973102] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:44.973260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:44.978290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:44.995168] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 24.9s | Global ETA: 43m 16s
[2025-11-25T11:51:44.995383] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:51:44.996237] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:44.996378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:44.997392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:44.998397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:44.999722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:45.025715] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -3.02%, Actual: 2.19%
[2025-11-25T11:51:45.035332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:51:45.041093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:45.058400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:45.059939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:45.200613] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 2.06%, Actual: 0.51%
[2025-11-25T11:51:45.342255] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:51:45.380261] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -3.82%, Actual: 0.26%
[2025-11-25T11:51:45.385986] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-19
[2025-11-25T11:51:45.413817] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:51:45.516662] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:45.556351] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:45.558497] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.02%, Actual: 1.82%
[2025-11-25T11:51:45.596473] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 24.3s | Global ETA: 43m 17s
[2025-11-25T11:51:45.596792] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:51:45.597625] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:45.597780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:45.598747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:45.599608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:45.600928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:45.608752] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:45.683737] [INFO ] [main      ] CBU: Lookback Days: 3, Magnitude: 5.34% | Symbol ETA: 5.6s | Global ETA: 43m 17s
[2025-11-25T11:51:45.684039] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 4
[2025-11-25T11:51:45.684895] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:45.685038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:45.689983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:45.724292] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.31% | Symbol ETA: 32.2s | Global ETA: 43m 17s
[2025-11-25T11:51:45.724441] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:51:45.725210] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:45.725285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:45.733703] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.79%, Actual: 0.32%
[2025-11-25T11:51:45.746819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:51:45.753022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:45.847783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:45.849331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:45.907510] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -1.91%, Actual: 0.38%
[2025-11-25T11:51:45.944449] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:51:46.079743] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -0.57%, Actual: 2.15%
[2025-11-25T11:51:46.096805] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-18
[2025-11-25T11:51:46.119250] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:46.198724] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.00% | Symbol ETA: 23.7s | Global ETA: 43m 18s
[2025-11-25T11:51:46.199015] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:51:46.199933] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:46.200088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:46.201088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:46.201997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:46.203301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:46.253086] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -4.02%, Actual: 0.72%
[2025-11-25T11:51:46.266266] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:46.267248] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:51:46.379956] [INFO ] [main      ] CBU: Lookback Days: 4, Magnitude: -1.42% | Symbol ETA: 4.9s | Global ETA: 43m 19s
[2025-11-25T11:51:46.380243] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 5
[2025-11-25T11:51:46.381082] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:46.381220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:46.386035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:46.425806] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 1.45%, Actual: 1.07%
[2025-11-25T11:51:46.426225] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 34.5154%
[2025-11-25T11:51:46.426356] [INFO ] [main      ] LVS: DISCARDED add_intraday_skewness_proxies (score: 34.52%)
[2025-11-25T11:51:46.426473] [INFO ] [main      ] LVS: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:51:46.426580] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_intraday_volatility_percentile']
[2025-11-25T11:51:46.426708] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:51:46.441346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:51:46.442191] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:46.442995] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:51:46.444010] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:46.444098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:46.443846] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:46.447589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:46.449135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:46.545211] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:51:46.561915] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.42% | Symbol ETA: 31.4s | Global ETA: 43m 19s
[2025-11-25T11:51:46.562225] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:51:46.563084] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:46.563219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:46.573463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:46.575661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:46.576580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:46.662328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:46.689894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:46.691519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:46.716074] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:46.786999] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-17
[2025-11-25T11:51:46.794756] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.14% | Symbol ETA: 23.1s | Global ETA: 43m 19s
[2025-11-25T11:51:46.959478] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:46.966863] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.66%, Actual: 0.73%
[2025-11-25T11:51:47.008897] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:51:47.046374] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:51:47.075608] [INFO ] [main      ] CBU: Lookback Days: 5, Magnitude: -1.38% | Symbol ETA: 4.2s | Global ETA: 43m 20s
[2025-11-25T11:51:47.075782] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 6
[2025-11-25T11:51:47.076623] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:47.076748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:47.081864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:47.138462] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 1.00%
[2025-11-25T11:51:47.138439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:51:47.144806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:47.185509] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:47.225761] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:47.300949] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.80% | Symbol ETA: 33.7s | Global ETA: 43m 20s
[2025-11-25T11:51:47.301251] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:51:47.302130] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:47.302274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:47.307262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:47.311427] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 1.32%
[2025-11-25T11:51:47.343615] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.24% | Symbol ETA: 30.6s | Global ETA: 43m 20s
[2025-11-25T11:51:47.343912] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:51:47.344777] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:47.344912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:47.430901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:47.433077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:47.434001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:47.474792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:47.476433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:47.484344] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.82%, Actual: 0.51%
[2025-11-25T11:51:47.485349] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-14
[2025-11-25T11:51:47.521180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:47.659545] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 1.00%, Actual: 0.45%
[2025-11-25T11:51:47.673985] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:47.787271] [INFO ] [main      ] CBU: Lookback Days: 6, Magnitude: 1.41% | Symbol ETA: 3.5s | Global ETA: 43m 21s
[2025-11-25T11:51:47.787573] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 7
[2025-11-25T11:51:47.788444] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:47.788627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:47.793580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:47.830092] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.11%
[2025-11-25T11:51:47.830250] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:51:47.849031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:51:47.855025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:47.867503] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:51:47.998186] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 2.40%
[2025-11-25T11:51:48.006827] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:48.039906] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:48.121380] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.84% | Symbol ETA: 29.8s | Global ETA: 43m 22s
[2025-11-25T11:51:48.121685] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:51:48.122547] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:51:48.122698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:48.156265] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.44% | Symbol ETA: 32.8s | Global ETA: 43m 22s
[2025-11-25T11:51:48.156571] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:51:48.157459] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:48.157606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:48.162571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:48.166427] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 1.03%
[2025-11-25T11:51:48.204451] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-13
[2025-11-25T11:51:48.248919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:48.250589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:48.291160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:48.293339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:48.294248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:48.337187] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.00%, Actual: 0.72%
[2025-11-25T11:51:48.383594] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:48.389351] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:48.500994] [INFO ] [main      ] CBU: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 2.8s | Global ETA: 43m 23s
[2025-11-25T11:51:48.501293] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 8
[2025-11-25T11:51:48.502134] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:48.502276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:48.506043] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.14%, Actual: 1.79%
[2025-11-25T11:51:48.506300] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 40.9601%
[2025-11-25T11:51:48.506503] [INFO ] [main      ] CBL: DISCARDED add_intraday_skewness_proxies (score: 40.96%)
[2025-11-25T11:51:48.506617] [INFO ] [main      ] CBL: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:51:48.506738] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_intraday_volatility_percentile']
[2025-11-25T11:51:48.506850] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:51:48.507123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:48.565289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:51:48.571506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:48.587820] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:48.588583] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:51:48.589532] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:48.589689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:48.590749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:48.591717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:48.593935] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:51:48.686291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:48.727629] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:51:48.770209] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:48.889018] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -2.53% | Symbol ETA: 29.0s | Global ETA: 43m 23s
[2025-11-25T11:51:48.899664] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:48.924053] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-12
[2025-11-25T11:51:49.010592] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 2.62% | Symbol ETA: 32.0s | Global ETA: 43m 23s
[2025-11-25T11:51:49.010900] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:51:49.011746] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:49.011884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:49.016719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:49.053077] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:51:49.068315] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.38%, Actual: 2.67%
[2025-11-25T11:51:49.101954] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:49.142377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:49.144615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:49.145583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:49.214878] [INFO ] [main      ] CBU: Lookback Days: 8, Magnitude: -2.36% | Symbol ETA: 2.1s | Global ETA: 43m 24s
[2025-11-25T11:51:49.215177] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 9
[2025-11-25T11:51:49.216067] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:49.216212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:49.221257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:49.226993] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:49.232551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:49.236544] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.41%, Actual: 3.10%
[2025-11-25T11:51:49.279691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:51:49.286225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:49.308471] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.30% | Symbol ETA: 27.9s | Global ETA: 43m 24s
[2025-11-25T11:51:49.308783] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:51:49.309669] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:49.309827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:49.310837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:49.311724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:49.396297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:49.404294] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 1.62%, Actual: 1.78%
[2025-11-25T11:51:49.572148] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -1.37%, Actual: 1.72%
[2025-11-25T11:51:49.583494] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:51:49.642485] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-11
[2025-11-25T11:51:49.733847] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:51:49.739592] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 0.64%, Actual: 1.43%
[2025-11-25T11:51:49.756281] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:49.819331] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:49.871981] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.19% | Symbol ETA: 31.1s | Global ETA: 43m 25s
[2025-11-25T11:51:49.872225] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:51:49.873065] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:49.873205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:49.878077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:49.903592] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:49.909814] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.31%, Actual: 0.07%
[2025-11-25T11:51:49.939155] [INFO ] [main      ] CBU: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 1.4s | Global ETA: 43m 25s
[2025-11-25T11:51:49.939339] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 10
[2025-11-25T11:51:49.940186] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:49.940261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:49.945103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:49.987346] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 27.0s | Global ETA: 43m 25s
[2025-11-25T11:51:49.987504] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:51:49.988356] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:49.988447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:49.989407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:49.990287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:50.002721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:51:50.003813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:50.005741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:50.006610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:50.008899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:50.076551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:50.079445] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.42%, Actual: 3.34%
[2025-11-25T11:51:50.089958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:50.247122] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.34%
[2025-11-25T11:51:50.357423] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-10
[2025-11-25T11:51:50.412985] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:51:50.414772] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.84%, Actual: 1.43%
[2025-11-25T11:51:50.431865] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:51:50.534208] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:50.581122] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:50.583023] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -2.53%, Actual: 1.66%
[2025-11-25T11:51:50.583474] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 57.3502%
[2025-11-25T11:51:50.583715] [INFO ] [main      ] RVTY: KEPT add_intraday_skewness_proxies (score: 57.35%)
[2025-11-25T11:51:50.583841] [INFO ] [main      ] RVTY: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:51:50.583940] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile']
[2025-11-25T11:51:50.583999] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:51:50.596962] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:50.597560] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:51:50.598434] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:50.598570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:50.601358] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:50.649760] [INFO ] [main      ] CBU: Lookback Days: 10, Magnitude: 1.51% | Symbol ETA: 0.7s | Global ETA: 43m 26s
[2025-11-25T11:51:50.650049] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 11
[2025-11-25T11:51:50.650891] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:50.651028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:50.655854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:51:50.661538] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.67% | Symbol ETA: 26.2s | Global ETA: 43m 26s
[2025-11-25T11:51:50.661709] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:51:50.662478] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:50.662561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:50.663452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:50.664256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:50.712365] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.59% | Symbol ETA: 30.2s | Global ETA: 43m 27s
[2025-11-25T11:51:50.712672] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:51:50.712536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:51:50.713436] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:50.713582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:50.718494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:50.719018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:50.728041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:50.729685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:50.747247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:50.816971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:50.840837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:50.842669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:50.843517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:50.928010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:51.075856] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-07
[2025-11-25T11:51:51.086453] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:51:51.155705] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:51:51.250510] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:51.254164] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:51.268365] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:51:51.325159] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:51.332794] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.34% | Symbol ETA: 25.5s | Global ETA: 43m 28s
[2025-11-25T11:51:51.333078] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:51:51.333927] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:51.334071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:51.335071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:51.335952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:51.366411] [INFO ] [main      ] CBU: Lookback Days: 11, Magnitude: -1.81% | Symbol ETA: 0.0s | Global ETA: 43m 28s
[2025-11-25T11:51:51.420076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:51.441773] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:51.443658] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 5.19% | Symbol ETA: 33.7s | Global ETA: 43m 28s
[2025-11-25T11:51:51.443960] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:51:51.444823] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:51.444956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:51.543510] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.63%, Actual: 0.27%
[2025-11-25T11:51:51.555216] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.86% | Symbol ETA: 29.4s | Global ETA: 43m 28s
[2025-11-25T11:51:51.555499] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:51:51.556344] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:51.556488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:51.561455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:51.581028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:51.582669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:51.666239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:51.683592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:51.685779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:51.686598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:51.721751] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 5.34%, Actual: 2.79%
[2025-11-25T11:51:51.760204] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:51:51.772066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:51.902267] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.42%, Actual: 1.15%
[2025-11-25T11:51:51.930399] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:52.010012] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.25% | Symbol ETA: 24.8s | Global ETA: 43m 29s
[2025-11-25T11:51:52.010314] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:51:52.010192] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:51:52.011101] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:52.011251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:52.012207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:52.013069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:52.079963] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.38%, Actual: 1.48%
[2025-11-25T11:51:52.095040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:52.117764] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:51:52.179066] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:52.255604] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 1.41%, Actual: 1.08%
[2025-11-25T11:51:52.285983] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:52.294357] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.26% | Symbol ETA: 32.9s | Global ETA: 43m 29s
[2025-11-25T11:51:52.294528] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:51:52.295431] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:52.295564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:52.396457] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -3.15% | Symbol ETA: 28.5s | Global ETA: 43m 30s
[2025-11-25T11:51:52.396623] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:51:52.397449] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:52.397685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:52.402548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:52.421898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:52.423471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:52.430070] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:51:52.434428] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 0.53%
[2025-11-25T11:51:52.508085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:52.524658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:52.526741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:52.527615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:52.598197] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:52.611148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:52.667940] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -2.36%, Actual: 2.44%
[2025-11-25T11:51:52.678313] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.35% | Symbol ETA: 24.1s | Global ETA: 43m 30s
[2025-11-25T11:51:52.678468] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:51:52.679236] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:52.679316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:52.680205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:52.681030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:52.765901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:52.848933] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.28%, Actual: 0.25%
[2025-11-25T11:51:52.849190] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:51:52.954344] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:51:53.019889] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:53.027316] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.51%, Actual: 1.01%
[2025-11-25T11:51:53.122985] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:53.135098] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.65% | Symbol ETA: 32.0s | Global ETA: 43m 31s
[2025-11-25T11:51:53.135267] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:51:53.136180] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:53.136319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:53.164022] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:51:53.210667] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -1.81%, Actual: 0.83%
[2025-11-25T11:51:53.211221] [INFO ] [main      ] CBU: Magnitude Forecast Confidence: 67.3606%
[2025-11-25T11:51:53.211472] [INFO ] [main      ] CBU: KEPT add_vwap_deviations (score: 67.36%)
[2025-11-25T11:51:53.211664] [INFO ] [main      ] CBU: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:51:53.211823] [INFO ] [main      ] CBU: Best accuracy: 67.36%
[2025-11-25T11:51:53.211968] [INFO ] [main      ] CBU: Best feature set (3 features): ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_vwap_deviations']
[2025-11-25T11:51:53.212118] [INFO ] [main      ] CBU: Improvement over baseline: 32.64%
[2025-11-25T11:51:53.212260] [INFO ] [main      ] CBU: Total time: 7.8 minutes
[2025-11-25T11:51:53.212391] [INFO ] [main      ] CBU: Average time per feature: 8.8 seconds
[2025-11-25T11:51:53.212512] [INFO ] [main      ] CBU: Average speed: 0.11 features/sec
[2025-11-25T11:51:53.232190] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 27.7s | Global ETA: 43m 31s
[2025-11-25T11:51:53.232506] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:51:53.233352] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:53.233493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:53.238344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:53.259589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:53.261323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:53.335466] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:53.346766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:53.360545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:53.362536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:53.363406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:53.389856] [DEBUG] [METRICS   ] CBU: 2025-11-21:2025-11-24: Predicted: -1.63%, Actual: 0.27%
[2025-11-25T11:51:53.416376] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.82% | Symbol ETA: 23.5s | Global ETA: 43m 31s
[2025-11-25T11:51:53.416690] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:51:53.417554] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:53.417712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:53.418741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:53.419664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:53.449865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:53.508788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:53.562068] [DEBUG] [METRICS   ] CBU: 2025-11-20:2025-11-21: Predicted: 5.34%, Actual: 2.79%
[2025-11-25T11:51:53.695953] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:51:53.731539] [DEBUG] [METRICS   ] CBU: 2025-11-19:2025-11-20: Predicted: -1.42%, Actual: 1.15%
[2025-11-25T11:51:53.794433] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:51:53.864214] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:53.868679] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:51:53.901412] [DEBUG] [METRICS   ] CBU: 2025-11-18:2025-11-19: Predicted: -1.38%, Actual: 1.48%
[2025-11-25T11:51:53.964924] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:53.979323] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.71% | Symbol ETA: 31.2s | Global ETA: 43m 32s
[2025-11-25T11:51:53.979608] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:51:53.980427] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:53.980559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:54.046034] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:54.071216] [DEBUG] [METRICS   ] CBU: 2025-11-17:2025-11-18: Predicted: 1.41%, Actual: 1.08%
[2025-11-25T11:51:54.074685] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -1.62% | Symbol ETA: 26.8s | Global ETA: 43m 33s
[2025-11-25T11:51:54.074979] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:51:54.075871] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:54.076012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:54.080907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:54.102024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:54.103662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:54.128434] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 22.8s | Global ETA: 43m 33s
[2025-11-25T11:51:54.129012] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:51:54.130019] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:54.130180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:54.131264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:54.132234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:54.191328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:54.205960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:54.208157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:54.209043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:54.222299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:54.247223] [DEBUG] [METRICS   ] CBU: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 0.53%
[2025-11-25T11:51:54.296449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:54.416742] [DEBUG] [METRICS   ] CBU: 2025-11-13:2025-11-14: Predicted: -2.36%, Actual: 2.44%
[2025-11-25T11:51:54.532193] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:51:54.578805] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:51:54.588741] [DEBUG] [METRICS   ] CBU: 2025-11-12:2025-11-13: Predicted: -0.28%, Actual: 0.25%
[2025-11-25T11:51:54.643389] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:51:54.701269] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:54.750468] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:54.760613] [DEBUG] [METRICS   ] CBU: 2025-11-11:2025-11-12: Predicted: 1.51%, Actual: 1.01%
[2025-11-25T11:51:54.813379] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 0.32% | Symbol ETA: 30.3s | Global ETA: 43m 34s
[2025-11-25T11:51:54.813679] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:51:54.814479] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:54.814611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:54.819572] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:54.828256] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.60% | Symbol ETA: 22.1s | Global ETA: 43m 34s
[2025-11-25T11:51:54.828490] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:51:54.829328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:54.829483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:54.830435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:54.831309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:54.924586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:54.928470] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 26.0s | Global ETA: 43m 34s
[2025-11-25T11:51:54.938731] [DEBUG] [METRICS   ] CBU: 2025-11-10:2025-11-11: Predicted: -1.81%, Actual: 0.83%
[2025-11-25T11:51:54.939491] [INFO ] [LOCAL     ] Saved configuration for CBU: 3 features, 67.36% accuracy -> ./output/feature-sets/CBU.json
[2025-11-25T11:51:54.940337] [INFO ] [main      ] Progress: 12/31 symbols completed (38.7%). CBU finished in 7m 58s. ETA: 37m 57s. Rate: 0.50 symbols/min
[2025-11-25T11:51:54.942714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:54.943501] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:51:54.944294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:54.957479] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:54.958229] [INFO ] [main      ] KOF: Testing with 53 available features
[2025-11-25T11:51:54.958428] [INFO ] [main      ] KOF: Establishing baseline with no features...
[2025-11-25T11:51:54.958560] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:51:54.972434] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:54.973013] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:51:54.973998] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:51:55.031152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:55.103676] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.80%, Actual: 2.07%
[2025-11-25T11:51:55.275989] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.44%, Actual: 2.19%
[2025-11-25T11:51:55.286156] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:51:55.327037] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:51:55.371239] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:51:55.446167] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 2.62%, Actual: 0.51%
[2025-11-25T11:51:55.461903] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:55.503870] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:55.541690] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:55.543968] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.35% | Symbol ETA: 21.4s | Global ETA: 37m 58s
[2025-11-25T11:51:55.607469] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -0.68%
[2025-11-25T11:51:55.607836] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:51:55.608695] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:51:55.621479] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.19%, Actual: 0.26%
[2025-11-25T11:51:55.655003] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.18% | Symbol ETA: 29.5s | Global ETA: 37m 58s
[2025-11-25T11:51:55.655265] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:51:55.656100] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:55.656239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:55.720041] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.30%, Actual: 0.73%
[2025-11-25T11:51:55.776486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:55.777861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:55.808417] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.59%, Actual: 1.82%
[2025-11-25T11:51:55.860216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:55.895701] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 1.00%
[2025-11-25T11:51:55.959488] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:51:55.988507] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.86%, Actual: 0.32%
[2025-11-25T11:51:56.072397] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 1.32%
[2025-11-25T11:51:56.135501] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:56.161278] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -3.15%, Actual: 0.38%
[2025-11-25T11:51:56.196294] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:51:56.241440] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.46%
[2025-11-25T11:51:56.241627] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:51:56.242452] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:51:56.249276] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.34%, Actual: 0.51%
[2025-11-25T11:51:56.333396] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.20%, Actual: 2.15%
[2025-11-25T11:51:56.366088] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:56.441562] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.45%
[2025-11-25T11:51:56.478624] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 3.71% | Symbol ETA: 28.6s | Global ETA: 37m 59s
[2025-11-25T11:51:56.478926] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:51:56.479739] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:56.479870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:56.509564] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -1.62%, Actual: 0.72%
[2025-11-25T11:51:56.586432] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:51:56.598497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:56.600120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:56.612457] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.35%, Actual: 0.11%
[2025-11-25T11:51:56.683105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:56.686008] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 1.07%
[2025-11-25T11:51:56.686279] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 38.4609%
[2025-11-25T11:51:56.686547] [INFO ] [main      ] LVS: DISCARDED add_intraday_volatility_percentile (score: 38.46%)
[2025-11-25T11:51:56.686688] [INFO ] [main      ] LVS: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:51:56.686802] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_last_hour_momentum_mag']
[2025-11-25T11:51:56.686917] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:51:56.701443] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:56.702112] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:51:56.703031] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:56.703110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:56.708335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:56.762123] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:56.786316] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.82%, Actual: 2.40%
[2025-11-25T11:51:56.838084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:56.840419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:56.841278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:51:56.842145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:56.864242] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.00%
[2025-11-25T11:51:56.864613] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:51:56.865472] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:51:56.960750] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 1.03%
[2025-11-25T11:51:57.023284] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:51:57.132894] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.60%, Actual: 0.72%
[2025-11-25T11:51:57.193782] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:57.203399] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:51:57.209147] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:51:57.306688] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.65% | Symbol ETA: 27.8s | Global ETA: 38m 0s
[2025-11-25T11:51:57.306836] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:51:57.307606] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:57.307691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:57.309136] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 1.79%
[2025-11-25T11:51:57.309528] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 40.3345%
[2025-11-25T11:51:57.309714] [INFO ] [main      ] CBL: DISCARDED add_intraday_volatility_percentile (score: 40.33%)
[2025-11-25T11:51:57.309832] [INFO ] [main      ] CBL: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:51:57.309939] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_last_hour_momentum_mag']
[2025-11-25T11:51:57.310053] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:51:57.324082] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:51:57.324862] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:51:57.325818] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:57.325959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:57.327062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:57.328027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:51:57.328792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:57.380562] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:57.382494] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:57.426891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:57.428286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:57.479955] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.72%
[2025-11-25T11:51:57.480313] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:51:57.481285] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:51:57.498800] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 32.5s | Global ETA: 38m 1s
[2025-11-25T11:51:57.498953] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:51:57.499829] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:57.499907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:57.505218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:57.510481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:57.638356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:57.640554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:57.641468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:51:57.642223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:57.672860] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:51:57.819240] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:51:57.843767] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:51:57.849386] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:51:57.923958] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.95% | Symbol ETA: 27.1s | Global ETA: 38m 1s
[2025-11-25T11:51:57.924242] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:51:57.925036] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:57.925173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:57.926151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:57.927042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:51:57.927893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:57.988502] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:51:57.994176] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:51:58.016636] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:51:58.087054] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -3.96%
[2025-11-25T11:51:58.087405] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:51:58.088256] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:51:58.129182] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.32% | Symbol ETA: 27.0s | Global ETA: 38m 2s
[2025-11-25T11:51:58.129488] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:51:58.130270] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:58.130399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:58.169585] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:58.248168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:51:58.249488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:51:58.273937] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:51:58.287451] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -3.11% | Symbol ETA: 31.6s | Global ETA: 38m 2s
[2025-11-25T11:51:58.287769] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:51:58.288701] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:58.288854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:58.293911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:58.331970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:58.424780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:58.427030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:58.428041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:51:58.428849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:58.430879] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:51:58.445044] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:51:58.527608] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -2.16% | Symbol ETA: 26.5s | Global ETA: 38m 2s
[2025-11-25T11:51:58.527923] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:51:58.528771] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:58.528913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:58.529929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:58.530750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:51:58.531486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:58.605149] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:51:58.672153] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:51:58.706447] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.42%
[2025-11-25T11:51:58.706802] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:51:58.707708] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:51:58.784976] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:51:58.838083] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:51:58.876820] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:51:58.949527] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 2.69% | Symbol ETA: 26.1s | Global ETA: 38m 3s
[2025-11-25T11:51:58.958198] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:59.044797] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:51:59.059101] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:51:59.065853] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.41% | Symbol ETA: 30.8s | Global ETA: 38m 3s
[2025-11-25T11:51:59.066138] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:51:59.067049] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:59.067191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:59.071970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:59.118779] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 5.19%, Actual: 2.67%
[2025-11-25T11:51:59.140656] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.67% | Symbol ETA: 26.0s | Global ETA: 38m 3s
[2025-11-25T11:51:59.140948] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:51:59.141827] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:59.141972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:59.143023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:59.143933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:51:59.144686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:59.195082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:59.197054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:59.197945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:51:59.198683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:59.214778] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:51:59.287472] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.26%, Actual: 3.10%
[2025-11-25T11:51:59.315827] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.20%
[2025-11-25T11:51:59.316199] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:51:59.317059] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:51:59.455135] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.65%, Actual: 1.78%
[2025-11-25T11:51:59.495441] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:51:59.534293] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:51:59.622822] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.71%, Actual: 1.72%
[2025-11-25T11:51:59.662535] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:51:59.664853] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:59.702378] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:51:59.745976] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -1.81% | Symbol ETA: 25.3s | Global ETA: 38m 4s
[2025-11-25T11:51:59.746272] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:51:59.747149] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:51:59.747290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:51:59.748301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:59.749176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:51:59.749902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:59.791754] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 1.43%
[2025-11-25T11:51:59.810238] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -1.82% | Symbol ETA: 30.0s | Global ETA: 38m 4s
[2025-11-25T11:51:59.810511] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:51:59.811331] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:51:59.811476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:51:59.816211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:51:59.832037] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:51:59.937793] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.26%
[2025-11-25T11:51:59.938062] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:51:59.938914] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:51:59.938822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:51:59.940827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:51:59.941726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:51:59.942439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:51:59.961205] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.18%, Actual: 0.07%
[2025-11-25T11:52:00.123526] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:52:00.138761] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 3.71%, Actual: 3.34%
[2025-11-25T11:52:00.291976] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:52:00.298719] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:52:00.309305] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.65%, Actual: 0.34%
[2025-11-25T11:52:00.314566] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:00.393583] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.59% | Symbol ETA: 24.8s | Global ETA: 38m 5s
[2025-11-25T11:52:00.393907] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:52:00.394836] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:00.395000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:00.396181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:00.397147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:00.397922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:00.472155] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:00.487345] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.32%, Actual: 1.43%
[2025-11-25T11:52:00.492240] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:00.584527] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.16% | Symbol ETA: 29.2s | Global ETA: 38m 5s
[2025-11-25T11:52:00.584684] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:52:00.585503] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:00.585589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:00.590462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:00.657830] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 2.69%, Actual: 1.66%
[2025-11-25T11:52:00.658146] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 47.8497%
[2025-11-25T11:52:00.658265] [INFO ] [main      ] RVTY: DISCARDED add_intraday_volatility_percentile (score: 47.85%)
[2025-11-25T11:52:00.658364] [INFO ] [main      ] RVTY: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:52:00.658462] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag']
[2025-11-25T11:52:00.658564] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:52:00.680094] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.20%
[2025-11-25T11:52:00.680271] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:52:00.682220] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:00.682686] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:52:00.684290] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:52:00.686777] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:00.686881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:00.756603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:00.758517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:00.762334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:00.762996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:00.830987] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:52:00.936912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:00.938312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:00.942007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:00.998501] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:01.076826] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.60% | Symbol ETA: 24.2s | Global ETA: 38m 6s
[2025-11-25T11:52:01.077146] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:52:01.078023] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:01.078153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:01.079100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:01.080097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:01.080825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:01.116424] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:52:01.293222] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:01.389348] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:52:01.396988] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.27%
[2025-11-25T11:52:01.419987] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:52:01.440678] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:52:01.568989] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:01.610913] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -0.68%, Actual: 2.49%
[2025-11-25T11:52:01.614445] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:01.648173] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:01.684072] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.96% | Symbol ETA: 28.6s | Global ETA: 38m 7s
[2025-11-25T11:52:01.684383] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:52:01.685265] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:01.685410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:01.690396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:01.696658] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 23.6s | Global ETA: 38m 7s
[2025-11-25T11:52:01.696912] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:52:01.697809] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:01.697946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:01.698917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:01.699822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:01.700583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:01.765296] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.18% | Symbol ETA: 34.6s | Global ETA: 38m 7s
[2025-11-25T11:52:01.765440] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:52:01.766270] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:01.766348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:01.788265] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.46%, Actual: 0.68%
[2025-11-25T11:52:01.817937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:01.819884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:01.820867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:01.821506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:01.897522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:01.899096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:01.899843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:01.962242] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.00%, Actual: 0.50%
[2025-11-25T11:52:02.044515] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:52:02.136992] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.72%, Actual: 0.57%
[2025-11-25T11:52:02.162090] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:52:02.215829] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:02.254378] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:52:02.293497] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 23.0s | Global ETA: 38m 8s
[2025-11-25T11:52:02.293672] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:52:02.294432] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:02.294510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:02.295399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:02.296359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:02.297109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:02.313952] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -3.96%, Actual: 0.54%
[2025-11-25T11:52:02.332442] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:02.421693] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:02.438852] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -3.94% | Symbol ETA: 27.8s | Global ETA: 38m 8s
[2025-11-25T11:52:02.439141] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:52:02.439995] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:02.440141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:02.444955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:02.486482] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 0.80%
[2025-11-25T11:52:02.535027] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.45% | Symbol ETA: 32.3s | Global ETA: 38m 9s
[2025-11-25T11:52:02.535324] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:52:02.536169] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:02.536318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:02.566100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:02.568193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:02.569101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:02.569854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:02.635540] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:52:02.656125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:02.657974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:02.658792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:02.681455] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.20%, Actual: 2.52%
[2025-11-25T11:52:02.804960] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:02.861161] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.26%, Actual: 0.11%
[2025-11-25T11:52:02.882656] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.75% | Symbol ETA: 22.3s | Global ETA: 38m 9s
[2025-11-25T11:52:02.882938] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:52:02.883767] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:02.883897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:02.884844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:02.885706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:02.886402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:02.907836] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:52:03.018931] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:52:03.031082] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.20%, Actual: 0.27%
[2025-11-25T11:52:03.076530] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:03.187149] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -3.35% | Symbol ETA: 26.9s | Global ETA: 38m 10s
[2025-11-25T11:52:03.187431] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:52:03.188264] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:03.188436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:03.192993] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:03.193288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:03.199397] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.27%, Actual: 1.30%
[2025-11-25T11:52:03.199829] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 37.5456%
[2025-11-25T11:52:03.199958] [INFO ] [main      ] KOF: Baseline score (no features): 37.5456%
[2025-11-25T11:52:03.200069] [INFO ] [main      ] KOF: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:03.200172] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:52:03.200277] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:52:03.213690] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:03.214231] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:52:03.215170] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:52:03.215252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:03.220087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:03.223749] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:52:03.310983] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.71% | Symbol ETA: 31.0s | Global ETA: 38m 10s
[2025-11-25T11:52:03.311175] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:52:03.312457] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:03.312708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:03.325693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:03.327853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:03.328831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:03.329565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:03.392686] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:03.439833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:03.441478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:03.442252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:03.471315] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.75% | Symbol ETA: 21.7s | Global ETA: 38m 10s
[2025-11-25T11:52:03.562930] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:52:03.641938] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.95%, Actual: 0.73%
[2025-11-25T11:52:03.668378] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:52:03.731142] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:03.806256] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:52:03.809715] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -2.16%, Actual: 1.00%
[2025-11-25T11:52:03.835842] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -0.41% | Symbol ETA: 5m 29s | Global ETA: 38m 11s
[2025-11-25T11:52:03.836138] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:52:03.836978] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:52:03.837143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:03.840051] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:03.841973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:03.950942] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.83% | Symbol ETA: 26.1s | Global ETA: 38m 11s
[2025-11-25T11:52:03.951237] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:52:03.952108] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:03.952261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:03.957336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:03.976438] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 1.32%
[2025-11-25T11:52:03.981060] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:04.098180] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 30.0s | Global ETA: 38m 11s
[2025-11-25T11:52:04.098008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:04.098335] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:52:04.099464] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:04.099570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:04.100590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:04.101488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:04.102229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:04.147923] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -1.81%, Actual: 0.51%
[2025-11-25T11:52:04.189825] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:52:04.259218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:04.260762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:04.261480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:04.317760] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 0.45%
[2025-11-25T11:52:04.361215] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:04.456141] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:52:04.470056] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.95% | Symbol ETA: 5m 31s | Global ETA: 38m 12s
[2025-11-25T11:52:04.470356] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:52:04.471242] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:52:04.471385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:04.476327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:04.486203] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.60%, Actual: 0.11%
[2025-11-25T11:52:04.596546] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:52:04.629961] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:04.655105] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.82%, Actual: 2.40%
[2025-11-25T11:52:04.737682] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.35% | Symbol ETA: 25.3s | Global ETA: 38m 12s
[2025-11-25T11:52:04.764146] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:04.818568] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:52:04.826324] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 1.03%
[2025-11-25T11:52:04.876506] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 29.0s | Global ETA: 38m 12s
[2025-11-25T11:52:04.876805] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:52:04.877761] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:04.877911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:04.915856] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.47%, Actual: 2.07%
[2025-11-25T11:52:04.999471] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:05.016075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:05.017922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:05.018872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:05.022153] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.75%, Actual: 0.72%
[2025-11-25T11:52:05.097816] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -3.11%, Actual: 2.19%
[2025-11-25T11:52:05.148567] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.42% | Symbol ETA: 5m 40s | Global ETA: 38m 13s
[2025-11-25T11:52:05.148800] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:52:05.150068] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:52:05.150238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:05.156451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:05.276630] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.75%, Actual: 1.79%
[2025-11-25T11:52:05.277173] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 46.3081%
[2025-11-25T11:52:05.277444] [INFO ] [main      ] CBL: DISCARDED add_last_hour_momentum_mag (score: 46.31%)
[2025-11-25T11:52:05.277604] [INFO ] [main      ] CBL: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:52:05.277775] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_late_day_volatility']
[2025-11-25T11:52:05.277926] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:52:05.298302] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:05.299066] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:52:05.300482] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:05.300702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:05.302236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:05.303586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:05.306794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:05.325024] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.41%, Actual: 0.51%
[2025-11-25T11:52:05.454970] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:52:05.587708] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -1.82%, Actual: 0.26%
[2025-11-25T11:52:05.690784] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:52:05.709122] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:05.773492] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:52:05.845141] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.16%, Actual: 1.82%
[2025-11-25T11:52:05.863439] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -1.34% | Symbol ETA: 28.3s | Global ETA: 38m 14s
[2025-11-25T11:52:05.863621] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:52:05.864910] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:05.865195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:05.909772] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:06.006313] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:06.032065] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.43% | Symbol ETA: 6m 10s | Global ETA: 38m 14s
[2025-11-25T11:52:06.032244] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:52:06.033254] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:52:06.033346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:06.037944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:06.039592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:06.039678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:06.040505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:06.060041] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.96%, Actual: 0.32%
[2025-11-25T11:52:06.094177] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.58% | Symbol ETA: 25.1s | Global ETA: 38m 14s
[2025-11-25T11:52:06.094466] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:52:06.095411] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:06.095558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:06.096585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:06.097601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:06.099808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:06.268488] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -3.94%, Actual: 0.38%
[2025-11-25T11:52:06.410639] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:52:06.456837] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:52:06.466725] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -3.35%, Actual: 2.15%
[2025-11-25T11:52:06.490347] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:52:06.587450] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:06.635102] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:06.644027] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.83%, Actual: 0.72%
[2025-11-25T11:52:06.675322] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:06.703361] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.62% | Symbol ETA: 27.4s | Global ETA: 38m 15s
[2025-11-25T11:52:06.703701] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:52:06.704806] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:06.704990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:06.748278] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.04% | Symbol ETA: 6m 11s | Global ETA: 38m 15s
[2025-11-25T11:52:06.748577] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:52:06.749573] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:52:06.749740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:06.755011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:06.758117] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.36% | Symbol ETA: 23.8s | Global ETA: 38m 15s
[2025-11-25T11:52:06.758434] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:52:06.759324] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:06.759470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:06.760479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:06.761444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:06.763426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:06.819303] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.35%, Actual: 1.07%
[2025-11-25T11:52:06.819746] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 41.0843%
[2025-11-25T11:52:06.819926] [INFO ] [main      ] LVS: DISCARDED add_last_hour_momentum_mag (score: 41.08%)
[2025-11-25T11:52:06.820045] [INFO ] [main      ] LVS: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:52:06.820152] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_day_volatility']
[2025-11-25T11:52:06.820263] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:52:06.827035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:06.828699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:06.829438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:06.835165] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:06.835768] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:52:06.836775] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:06.837031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:06.842772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:06.994876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:06.997501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:06.998761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:07.000802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:07.100187] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:52:07.107523] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:52:07.168110] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:52:07.269030] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:07.279552] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:07.339736] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:07.348482] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.76% | Symbol ETA: 22.7s | Global ETA: 38m 16s
[2025-11-25T11:52:07.348788] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:52:07.349620] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:07.349770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:07.350688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:07.351098] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:52:07.351536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:07.353357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:07.384397] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 6m 4s | Global ETA: 38m 16s
[2025-11-25T11:52:07.384694] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:52:07.385515] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:52:07.385678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:07.390557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:07.451005] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.70% | Symbol ETA: 26.5s | Global ETA: 38m 16s
[2025-11-25T11:52:07.451182] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:52:07.451972] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:07.452194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:07.518446] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:07.576039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:07.577583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:07.578387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:07.632774] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 30.0s | Global ETA: 38m 17s
[2025-11-25T11:52:07.633063] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:52:07.633900] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:07.634040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:07.638896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:07.701138] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:52:07.740452] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:52:07.772199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:07.774412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:07.775332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:07.777303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:07.878799] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:07.910631] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:07.922752] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:52:07.959795] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -1.23% | Symbol ETA: 21.9s | Global ETA: 38m 17s
[2025-11-25T11:52:07.960060] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:52:07.960904] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:07.961042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:07.962031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:07.962938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:07.964968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:08.015047] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.48% | Symbol ETA: 5m 59s | Global ETA: 38m 17s
[2025-11-25T11:52:08.015340] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:52:08.016186] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:52:08.016326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:08.021139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:08.133948] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:08.136415] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:52:08.245346] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.25% | Symbol ETA: 25.7s | Global ETA: 38m 18s
[2025-11-25T11:52:08.245528] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:52:08.246342] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:08.246569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:08.314875] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:52:08.318010] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:08.360301] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:52:08.375349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:08.377079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:52:08.377795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:08.429031] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -0.99% | Symbol ETA: 29.2s | Global ETA: 38m 18s
[2025-11-25T11:52:08.429325] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:52:08.430180] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:08.430323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:08.435168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:08.484060] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:08.530243] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:08.555963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:08.558141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:08.559049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:08.560923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:08.563066] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.40% | Symbol ETA: 21.2s | Global ETA: 38m 18s
[2025-11-25T11:52:08.563343] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:52:08.564171] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:08.564301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:08.565251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:08.566108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:08.568012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:08.633507] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.06% | Symbol ETA: 5m 54s | Global ETA: 38m 18s
[2025-11-25T11:52:08.633818] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:52:08.634633] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:52:08.634788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:08.639608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:08.722757] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:52:08.894485] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:08.899430] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:52:08.907796] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:52:08.979926] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:52:09.014792] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.95% | Symbol ETA: 24.9s | Global ETA: 38m 19s
[2025-11-25T11:52:09.078422] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:09.080501] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:09.150781] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:09.157330] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.33% | Symbol ETA: 20.5s | Global ETA: 38m 19s
[2025-11-25T11:52:09.157611] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:52:09.158426] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:09.158558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:09.159498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:09.160354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:09.162420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:09.187399] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.18%, Actual: 2.67%
[2025-11-25T11:52:09.191766] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.97% | Symbol ETA: 28.3s | Global ETA: 38m 19s
[2025-11-25T11:52:09.191957] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:52:09.192838] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:09.193067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:09.198794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:09.255006] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.89% | Symbol ETA: 5m 50s | Global ETA: 38m 19s
[2025-11-25T11:52:09.255313] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:52:09.256151] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:52:09.256289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:09.261550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:09.330971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:09.333183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:09.334109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:09.336146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:09.361895] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.45%, Actual: 3.10%
[2025-11-25T11:52:09.504856] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:52:09.530017] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.71%, Actual: 1.78%
[2025-11-25T11:52:09.605545] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:52:09.675661] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:09.687388] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:52:09.699965] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 1.72%
[2025-11-25T11:52:09.754717] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 19.8s | Global ETA: 38m 20s
[2025-11-25T11:52:09.754859] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:52:09.755597] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:09.755689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:09.756577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:09.757399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:09.759207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:09.777391] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:09.863271] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:09.870237] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 0.74%, Actual: 1.43%
[2025-11-25T11:52:09.880503] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 0.41% | Symbol ETA: 5m 47s | Global ETA: 38m 20s
[2025-11-25T11:52:09.979178] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.78% | Symbol ETA: 27.5s | Global ETA: 38m 20s
[2025-11-25T11:52:09.979344] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:52:09.980173] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:09.980251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:09.985819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:10.047618] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -1.34%, Actual: 0.07%
[2025-11-25T11:52:10.060369] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -0.41%, Actual: 2.49%
[2025-11-25T11:52:10.103227] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:52:10.116264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:10.118592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:10.119620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:10.121546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:10.230886] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.62%, Actual: 3.34%
[2025-11-25T11:52:10.245009] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.95%, Actual: 0.68%
[2025-11-25T11:52:10.273439] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:10.350423] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -1.34% | Symbol ETA: 19.2s | Global ETA: 38m 21s
[2025-11-25T11:52:10.350571] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:52:10.351331] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:10.351433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:10.352358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:10.353160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:10.354985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:10.402202] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.70%, Actual: 0.34%
[2025-11-25T11:52:10.421069] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.42%, Actual: 0.50%
[2025-11-25T11:52:10.475674] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:52:10.575032] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.25%, Actual: 1.43%
[2025-11-25T11:52:10.592744] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.57%
[2025-11-25T11:52:10.655114] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:10.696034] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:52:10.756800] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.95%, Actual: 1.66%
[2025-11-25T11:52:10.757221] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 45.6393%
[2025-11-25T11:52:10.757399] [INFO ] [main      ] RVTY: DISCARDED add_last_hour_momentum_mag (score: 45.64%)
[2025-11-25T11:52:10.757519] [INFO ] [main      ] RVTY: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:52:10.757628] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_late_day_volatility']
[2025-11-25T11:52:10.757804] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:52:10.770399] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.04%, Actual: 0.54%
[2025-11-25T11:52:10.770459] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:10.771254] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:52:10.772210] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:10.772350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:10.773161] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.95% | Symbol ETA: 26.7s | Global ETA: 38m 22s
[2025-11-25T11:52:10.773457] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:52:10.774329] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:10.774474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:10.779595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:10.865705] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:10.899007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:10.900705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:10.902669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:10.910539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:10.913246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:10.914443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:10.916552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:10.943317] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.50% | Symbol ETA: 18.6s | Global ETA: 38m 22s
[2025-11-25T11:52:10.943601] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:52:10.944428] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:10.944556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:10.945532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:10.946407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:10.946553] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.80%
[2025-11-25T11:52:10.948350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:11.143780] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.48%, Actual: 2.52%
[2025-11-25T11:52:11.250741] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:52:11.274211] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:52:11.291277] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:52:11.341463] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.06%, Actual: 0.11%
[2025-11-25T11:52:11.422573] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:11.451281] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:11.477688] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:11.543411] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 1.58% | Symbol ETA: 29.7s | Global ETA: 38m 23s
[2025-11-25T11:52:11.543574] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:52:11.543302] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.89%, Actual: 0.27%
[2025-11-25T11:52:11.544436] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:11.544527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:11.556267] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 17.9s | Global ETA: 38m 23s
[2025-11-25T11:52:11.572360] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.32% | Symbol ETA: 26.0s | Global ETA: 38m 23s
[2025-11-25T11:52:11.572676] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:52:11.573517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:11.573680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:11.578889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:11.671734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:11.673414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:11.675379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:11.709947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:11.712449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:11.713480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:11.715444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:11.719441] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 0.41%, Actual: 1.30%
[2025-11-25T11:52:11.719864] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 34.6609%
[2025-11-25T11:52:11.719999] [INFO ] [main      ] KOF: DISCARDED add_afternoon_v_morning_volatility_mix (score: 34.66%)
[2025-11-25T11:52:11.720151] [INFO ] [main      ] KOF: Testing feature 2/53: add_atr
[2025-11-25T11:52:11.720262] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T11:52:11.720369] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:52:11.734138] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:11.734917] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:52:11.735871] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:52:11.736005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:11.737946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:11.738564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:11.745145] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.58%, Actual: 0.73%
[2025-11-25T11:52:11.926286] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.36%, Actual: 1.00%
[2025-11-25T11:52:12.035205] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:52:12.074435] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:52:12.094541] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:52:12.105387] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.76%, Actual: 1.32%
[2025-11-25T11:52:12.216118] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:12.257925] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:12.264013] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:12.287112] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -1.23%, Actual: 0.51%
[2025-11-25T11:52:12.341870] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -4.52% | Symbol ETA: 29.0s | Global ETA: 38m 24s
[2025-11-25T11:52:12.342181] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:52:12.343664] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:12.343813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:12.368574] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.50% | Symbol ETA: 7m 20s | Global ETA: 38m 24s
[2025-11-25T11:52:12.368887] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:52:12.369734] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:52:12.369870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:12.369950] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -3.63% | Symbol ETA: 25.2s | Global ETA: 38m 24s
[2025-11-25T11:52:12.370266] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:52:12.371247] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:12.371395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:12.371593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:12.372203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:12.377035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:12.481138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:12.482846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:12.484848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:12.491133] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.40%, Actual: 0.45%
[2025-11-25T11:52:12.509259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:12.511821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:12.512701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:12.515086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:12.702510] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 0.11%
[2025-11-25T11:52:12.710355] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:52:12.842969] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:52:12.873247] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:52:12.874618] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 2.40%
[2025-11-25T11:52:12.883077] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:12.986990] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -2.32% | Symbol ETA: 7m 20s | Global ETA: 38m 25s
[2025-11-25T11:52:12.987314] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:52:12.988112] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:52:12.988248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:12.989992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:12.990574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:13.019637] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:13.046822] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -1.34%, Actual: 1.03%
[2025-11-25T11:52:13.051925] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:13.138476] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 4.24% | Symbol ETA: 28.2s | Global ETA: 38m 25s
[2025-11-25T11:52:13.138797] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:52:13.139609] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:13.139768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:13.168562] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.02% | Symbol ETA: 24.4s | Global ETA: 38m 25s
[2025-11-25T11:52:13.168755] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:52:13.169701] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:13.169842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:13.174843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:13.218242] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.50%, Actual: 0.72%
[2025-11-25T11:52:13.265815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:13.267463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:13.269364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:13.296789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:13.298938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:13.299849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:13.301700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:13.326822] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:52:13.388906] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 1.79%
[2025-11-25T11:52:13.389291] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 48.0385%
[2025-11-25T11:52:13.389446] [INFO ] [main      ] CBL: DISCARDED add_late_day_volatility (score: 48.04%)
[2025-11-25T11:52:13.389553] [INFO ] [main      ] CBL: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:52:13.389668] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_late_hour_microstructure']
[2025-11-25T11:52:13.389777] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:52:13.403595] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:13.404361] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:52:13.405342] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:13.405475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:13.406478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:13.407394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:13.410226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:13.497861] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:13.600584] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.12% | Symbol ETA: 7m 19s | Global ETA: 38m 26s
[2025-11-25T11:52:13.600916] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:52:13.601812] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:52:13.601949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:13.603746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:13.604351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:13.614958] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:52:13.639780] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:52:13.754775] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:52:13.788248] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:13.812093] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:13.906314] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -2.06% | Symbol ETA: 27.4s | Global ETA: 38m 27s
[2025-11-25T11:52:13.906611] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:52:13.907494] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:13.907634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:13.926975] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.70% | Symbol ETA: 23.6s | Global ETA: 38m 27s
[2025-11-25T11:52:13.927298] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:52:13.928276] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:13.928423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:13.933532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:13.936234] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:14.018780] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.91% | Symbol ETA: 22.2s | Global ETA: 38m 27s
[2025-11-25T11:52:14.019036] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:52:14.019579] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:52:14.019897] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:14.020031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:14.021012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:14.021907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:14.024685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:14.033101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:14.034790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:14.036809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:14.061614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:14.063879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:14.064879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:14.066847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:14.211084] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:14.314341] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 7m 18s | Global ETA: 38m 27s
[2025-11-25T11:52:14.314654] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:52:14.315511] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:52:14.315725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:14.317507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:14.318124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:14.365683] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:52:14.386063] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:52:14.429540] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:52:14.537683] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:14.557406] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:14.605818] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:14.628851] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.57% | Symbol ETA: 21.6s | Global ETA: 38m 28s
[2025-11-25T11:52:14.629140] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:52:14.630017] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:14.630157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:14.631155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:14.632054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:14.634935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:14.659115] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:52:14.675535] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: -0.81% | Symbol ETA: 26.6s | Global ETA: 38m 28s
[2025-11-25T11:52:14.675871] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:52:14.676746] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:14.676890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:14.717344] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -3.30% | Symbol ETA: 22.8s | Global ETA: 38m 28s
[2025-11-25T11:52:14.805876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:14.807561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:14.809557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:14.830569] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:14.895204] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.26%, Actual: 2.07%
[2025-11-25T11:52:14.933164] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.22% | Symbol ETA: 7m 18s | Global ETA: 38m 28s
[2025-11-25T11:52:14.933422] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:52:14.934263] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:52:14.934401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:14.936131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:14.936722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:14.991845] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:52:15.072398] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 2.19%
[2025-11-25T11:52:15.163989] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:52:15.167499] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:15.248217] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.87% | Symbol ETA: 21.0s | Global ETA: 38m 29s
[2025-11-25T11:52:15.248482] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:52:15.249293] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:15.249427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:15.250424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:15.251353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:15.252274] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.97%, Actual: 0.51%
[2025-11-25T11:52:15.254140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:15.286522] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:52:15.342586] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:15.434394] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.78%, Actual: 0.26%
[2025-11-25T11:52:15.456295] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -0.45% | Symbol ETA: 25.8s | Global ETA: 38m 29s
[2025-11-25T11:52:15.456602] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:52:15.457794] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:15.457943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:15.458808] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:15.562115] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 7m 17s | Global ETA: 38m 29s
[2025-11-25T11:52:15.562410] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:52:15.563247] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:52:15.563384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:15.565332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:15.565930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:15.586336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:15.588107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:15.590117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:15.602332] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:52:15.631049] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.95%, Actual: 1.82%
[2025-11-25T11:52:15.783750] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:15.806246] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.32%, Actual: 0.32%
[2025-11-25T11:52:15.867381] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -1.04% | Symbol ETA: 20.4s | Global ETA: 38m 30s
[2025-11-25T11:52:15.867729] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:52:15.868983] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:15.869148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:15.870513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:15.871731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:15.875717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:15.908113] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:52:15.939940] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:52:15.980023] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -3.63%, Actual: 0.38%
[2025-11-25T11:52:16.079405] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:16.113743] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:16.152299] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.02%, Actual: 2.15%
[2025-11-25T11:52:16.178777] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -2.22% | Symbol ETA: 7m 16s | Global ETA: 38m 30s
[2025-11-25T11:52:16.179089] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:52:16.179946] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:52:16.180084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:16.181818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:16.182403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:16.222290] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:52:16.228696] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.55% | Symbol ETA: 25.1s | Global ETA: 38m 30s
[2025-11-25T11:52:16.229005] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:52:16.230008] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:16.230156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:16.331187] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.70%, Actual: 0.72%
[2025-11-25T11:52:16.353123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:16.355161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:16.357275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:16.391164] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:16.471700] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.69% | Symbol ETA: 19.8s | Global ETA: 38m 31s
[2025-11-25T11:52:16.471973] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:52:16.472794] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:16.472928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:16.473876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:16.474739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:16.477483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:16.508387] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -3.30%, Actual: 1.07%
[2025-11-25T11:52:16.508806] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 34.6820%
[2025-11-25T11:52:16.508981] [INFO ] [main      ] LVS: DISCARDED add_late_day_volatility (score: 34.68%)
[2025-11-25T11:52:16.509099] [INFO ] [main      ] LVS: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:52:16.509205] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure']
[2025-11-25T11:52:16.509314] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:52:16.523852] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:16.524495] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:52:16.525406] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:16.525548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:16.528373] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:52:16.530471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:16.658730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:16.660856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:16.661881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:16.664705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:16.701033] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:16.708657] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:52:16.802489] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.42% | Symbol ETA: 7m 16s | Global ETA: 38m 31s
[2025-11-25T11:52:16.802845] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:52:16.803725] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:52:16.803870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:16.805631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:16.806255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:16.815113] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:52:16.877719] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:16.983982] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:16.990405] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.53% | Symbol ETA: 24.3s | Global ETA: 38m 31s
[2025-11-25T11:52:16.990750] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:52:16.991766] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:16.991905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:17.007991] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:52:17.065696] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 19.1s | Global ETA: 38m 32s
[2025-11-25T11:52:17.065977] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:52:17.066824] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:17.066956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:17.067943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:17.068829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:17.071569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:17.112620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:17.114157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:17.116098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:17.150495] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:52:17.180174] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:17.294455] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -0.17% | Symbol ETA: 26.9s | Global ETA: 38m 32s
[2025-11-25T11:52:17.294754] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:52:17.295611] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:17.295765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:17.300705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:17.323394] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:17.410134] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:52:17.425921] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -2.99% | Symbol ETA: 7m 15s | Global ETA: 38m 32s
[2025-11-25T11:52:17.426221] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:52:17.427160] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:52:17.427305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:17.429123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:17.429759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:17.429953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:17.432202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:17.433213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:17.436107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:17.472480] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:52:17.580590] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:17.643280] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:17.662298] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 18.5s | Global ETA: 38m 33s
[2025-11-25T11:52:17.662447] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:52:17.663211] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:17.663284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:17.664202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:17.665093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:17.667829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:17.756523] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: -0.42% | Symbol ETA: 23.5s | Global ETA: 38m 33s
[2025-11-25T11:52:17.756690] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:52:17.757663] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:17.757801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:17.774744] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:52:17.784776] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:52:17.889000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:17.890679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:52:17.892686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:17.945588] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:17.957411] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:18.004126] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:52:18.046325] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.44% | Symbol ETA: 7m 15s | Global ETA: 38m 33s
[2025-11-25T11:52:18.073279] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.58% | Symbol ETA: 26.1s | Global ETA: 38m 33s
[2025-11-25T11:52:18.073576] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:52:18.074432] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:18.074578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:18.079534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:18.171151] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:18.207899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:18.210086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:18.211017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:18.213866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:18.216781] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.50%, Actual: 2.49%
[2025-11-25T11:52:18.238611] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:52:18.251717] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 17.9s | Global ETA: 38m 33s
[2025-11-25T11:52:18.251983] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:52:18.252821] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:18.252976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:18.253932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:18.254812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:18.257578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:18.387350] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -2.32%, Actual: 0.68%
[2025-11-25T11:52:18.415210] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:18.525887] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.28% | Symbol ETA: 22.7s | Global ETA: 38m 34s
[2025-11-25T11:52:18.558630] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.12%, Actual: 0.50%
[2025-11-25T11:52:18.567569] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:52:18.594003] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:52:18.720801] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 1.58%, Actual: 2.67%
[2025-11-25T11:52:18.731528] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -1.15%, Actual: 0.57%
[2025-11-25T11:52:18.755249] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:18.761925] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:18.841389] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.24% | Symbol ETA: 17.3s | Global ETA: 38m 34s
[2025-11-25T11:52:18.841669] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:52:18.842442] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:18.842575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:18.843526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:18.844396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:18.847151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:18.866887] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.76% | Symbol ETA: 25.4s | Global ETA: 38m 34s
[2025-11-25T11:52:18.867169] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:52:18.868022] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:18.868161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:18.872957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:18.898423] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -4.52%, Actual: 3.10%
[2025-11-25T11:52:18.901482] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.22%, Actual: 0.54%
[2025-11-25T11:52:18.993572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:18.995612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:18.996560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:18.999362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:19.072270] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.80%
[2025-11-25T11:52:19.097241] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 4.24%, Actual: 1.78%
[2025-11-25T11:52:19.183691] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:52:19.243101] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -2.22%, Actual: 2.52%
[2025-11-25T11:52:19.290671] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -2.06%, Actual: 1.72%
[2025-11-25T11:52:19.340607] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:52:19.350675] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:19.413770] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.42%, Actual: 0.11%
[2025-11-25T11:52:19.429953] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 16.7s | Global ETA: 38m 35s
[2025-11-25T11:52:19.479364] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: -0.81%, Actual: 1.43%
[2025-11-25T11:52:19.510887] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:19.583331] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -2.99%, Actual: 0.27%
[2025-11-25T11:52:19.603570] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.91%, Actual: 0.73%
[2025-11-25T11:52:19.626766] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.56% | Symbol ETA: 24.6s | Global ETA: 38m 36s
[2025-11-25T11:52:19.627116] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:52:19.627976] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:19.628118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:19.633093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:19.650893] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -0.45%, Actual: 0.07%
[2025-11-25T11:52:19.753786] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.44%, Actual: 1.30%
[2025-11-25T11:52:19.754247] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 40.4332%
[2025-11-25T11:52:19.754422] [INFO ] [main      ] KOF: KEPT add_atr (score: 40.43%)
[2025-11-25T11:52:19.754537] [INFO ] [main      ] KOF: Testing feature 3/53: add_atr_10
[2025-11-25T11:52:19.754664] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T11:52:19.754772] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:52:19.758587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:19.760968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:19.761915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:19.764745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:19.769210] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:19.769904] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:52:19.770834] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:19.770913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:19.772685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:19.773262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:52:19.773746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:19.781726] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.57%, Actual: 1.00%
[2025-11-25T11:52:19.826729] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.55%, Actual: 3.34%
[2025-11-25T11:52:19.964503] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.87%, Actual: 1.32%
[2025-11-25T11:52:20.001129] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.53%, Actual: 0.34%
[2025-11-25T11:52:20.113280] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:52:20.118401] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:52:20.153007] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -1.04%, Actual: 0.51%
[2025-11-25T11:52:20.173282] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: -0.42%, Actual: 1.43%
[2025-11-25T11:52:20.288633] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:20.290310] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:20.341290] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.69%, Actual: 0.45%
[2025-11-25T11:52:20.345918] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.28%, Actual: 1.66%
[2025-11-25T11:52:20.346365] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 44.0209%
[2025-11-25T11:52:20.346538] [INFO ] [main      ] RVTY: DISCARDED add_late_day_volatility (score: 44.02%)
[2025-11-25T11:52:20.346677] [INFO ] [main      ] RVTY: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:52:20.346785] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure']
[2025-11-25T11:52:20.346896] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:52:20.359526] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:20.360150] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:52:20.361100] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:20.361242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:20.392108] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 3m 26s | Global ETA: 38m 37s
[2025-11-25T11:52:20.392410] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:52:20.393399] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:20.393540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:20.395269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:20.395871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:52:20.396402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:20.410261] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 3.47% | Symbol ETA: 23.8s | Global ETA: 38m 37s
[2025-11-25T11:52:20.410453] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:52:20.411375] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:20.411589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:20.416660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:20.483999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:20.485596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:20.488437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:20.533865] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.11%
[2025-11-25T11:52:20.547325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:20.549686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:20.550591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:20.553704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:20.714894] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: -0.76%, Actual: 2.40%
[2025-11-25T11:52:20.736359] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:52:20.832405] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:52:20.905433] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:20.907431] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:52:20.914691] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 1.03%
[2025-11-25T11:52:21.002702] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:21.015809] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -2.46% | Symbol ETA: 3m 26s | Global ETA: 38m 38s
[2025-11-25T11:52:21.016117] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:52:21.016989] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:21.017170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:21.018988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:21.019599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:52:21.020163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:21.086518] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:21.094889] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.24%, Actual: 0.72%
[2025-11-25T11:52:21.120735] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.53% | Symbol ETA: 26.6s | Global ETA: 38m 38s
[2025-11-25T11:52:21.121085] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:52:21.122012] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:21.122154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:21.205564] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.79% | Symbol ETA: 23.1s | Global ETA: 38m 38s
[2025-11-25T11:52:21.205751] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:52:21.206560] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:21.206808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:21.212497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:21.246406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:21.248128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:21.251025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:21.272625] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 1.79%
[2025-11-25T11:52:21.273110] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 44.7148%
[2025-11-25T11:52:21.273278] [INFO ] [main      ] CBL: DISCARDED add_late_hour_microstructure (score: 44.71%)
[2025-11-25T11:52:21.273388] [INFO ] [main      ] CBL: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:52:21.273484] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_late_session_pressure']
[2025-11-25T11:52:21.273583] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:52:21.289846] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:21.290905] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:52:21.291997] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:21.292134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:21.293308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:21.294297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:21.295427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:21.340218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:21.342426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:21.343328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:21.346183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:21.360018] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:52:21.529969] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:21.597968] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:52:21.636105] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.50% | Symbol ETA: 3m 25s | Global ETA: 38m 39s
[2025-11-25T11:52:21.636370] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:52:21.637267] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:21.637428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:21.639273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:21.639878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:52:21.640404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:21.658910] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:52:21.697866] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:52:21.766616] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:21.842265] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:21.878661] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:21.885658] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.42% | Symbol ETA: 25.8s | Global ETA: 38m 39s
[2025-11-25T11:52:21.885830] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:52:21.886762] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:21.886902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:21.949293] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 20.8s | Global ETA: 38m 39s
[2025-11-25T11:52:21.949542] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:52:21.950486] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:21.950584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:21.951794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:21.952997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:21.954184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:21.988384] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:52:21.996216] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.25% | Symbol ETA: 22.3s | Global ETA: 38m 39s
[2025-11-25T11:52:21.996370] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:52:21.997308] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:21.997542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:22.002916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:22.012261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:22.013693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:22.016480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:22.135255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:22.137533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:22.138469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:22.141223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:22.161354] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:22.269921] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 3m 25s | Global ETA: 38m 40s
[2025-11-25T11:52:22.270212] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:52:22.271049] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:22.271188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:22.272938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:22.273503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:52:22.274036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:22.319561] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:52:22.370350] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:52:22.476941] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:52:22.500294] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:22.538482] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:22.589049] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.51% | Symbol ETA: 20.1s | Global ETA: 38m 40s
[2025-11-25T11:52:22.589431] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:52:22.590371] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:22.590523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:22.591539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:22.592471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:22.593582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:22.621936] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:52:22.645531] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:22.655905] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.53% | Symbol ETA: 25.1s | Global ETA: 38m 40s
[2025-11-25T11:52:22.656217] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:52:22.657084] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:22.657228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:22.758680] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.62% | Symbol ETA: 21.5s | Global ETA: 38m 41s
[2025-11-25T11:52:22.758828] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:52:22.759592] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:22.759686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:22.764440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:22.777393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:22.779392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:22.782622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:22.792496] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:22.883369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:22.885390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:22.886361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:22.889094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:22.897186] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.48% | Symbol ETA: 3m 24s | Global ETA: 38m 41s
[2025-11-25T11:52:22.897495] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:52:22.898339] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:22.898477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:22.900202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:22.900792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:52:22.901313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:22.959831] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:52:23.126323] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:52:23.144466] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:23.224608] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.44% | Symbol ETA: 19.4s | Global ETA: 38m 41s
[2025-11-25T11:52:23.224908] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:52:23.225756] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:23.225885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:23.226844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:23.227752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:23.228831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:23.229908] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:52:23.247907] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:52:23.310424] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:23.398634] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:23.421555] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:23.426655] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -3.65% | Symbol ETA: 24.3s | Global ETA: 38m 42s
[2025-11-25T11:52:23.426953] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:52:23.427851] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:23.428001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:23.511427] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -0.46% | Symbol ETA: 20.7s | Global ETA: 38m 42s
[2025-11-25T11:52:23.511742] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:52:23.512576] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:23.512735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:23.517621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:23.522356] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 3m 23s | Global ETA: 38m 42s
[2025-11-25T11:52:23.522689] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:52:23.523546] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:23.523704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:23.525459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:23.526074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:52:23.526548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:23.550114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:23.551811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:23.554723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:23.573788] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:52:23.641992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:23.644180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:23.645019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:23.647860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:23.747180] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:23.828905] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 18.7s | Global ETA: 38m 42s
[2025-11-25T11:52:23.829206] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:52:23.830043] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:23.830193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:23.831153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:23.832018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:23.833097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:23.866504] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:52:23.897428] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:52:23.995972] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:52:24.038353] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:24.070068] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:24.143505] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.50% | Symbol ETA: 3m 23s | Global ETA: 38m 43s
[2025-11-25T11:52:24.143806] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:52:24.144586] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:24.144766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:24.146529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:24.147151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:52:24.147742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:24.175534] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:24.181085] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:52:24.192173] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 1.32% | Symbol ETA: 23.6s | Global ETA: 38m 43s
[2025-11-25T11:52:24.192481] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:52:24.193473] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:24.193618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:24.285601] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 19.9s | Global ETA: 38m 43s
[2025-11-25T11:52:24.317946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:24.319583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:24.322524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:24.356148] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:24.437201] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 18.0s | Global ETA: 38m 43s
[2025-11-25T11:52:24.437496] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:52:24.438407] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:24.438545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:24.439535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:24.440433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:24.441547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:24.457914] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -0.17%, Actual: 2.07%
[2025-11-25T11:52:24.502379] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:52:24.638137] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.58%, Actual: 2.19%
[2025-11-25T11:52:24.660320] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:52:24.673724] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:24.776967] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.04% | Symbol ETA: 3m 22s | Global ETA: 38m 44s
[2025-11-25T11:52:24.777301] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:52:24.778166] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:24.778307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:24.780078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:24.780680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:52:24.781209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:24.796919] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:52:24.811073] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.76%, Actual: 0.51%
[2025-11-25T11:52:24.826962] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:24.945222] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.61% | Symbol ETA: 22.8s | Global ETA: 38m 44s
[2025-11-25T11:52:24.945499] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:52:24.946355] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:24.946502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:24.974351] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:24.980771] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.56%, Actual: 0.26%
[2025-11-25T11:52:25.056572] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.98% | Symbol ETA: 17.4s | Global ETA: 38m 44s
[2025-11-25T11:52:25.056892] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:52:25.057765] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:25.057896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:25.058868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:25.059743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:25.060918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:25.072661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:25.074092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:25.076974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:25.130933] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:52:25.150955] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 3.47%, Actual: 1.82%
[2025-11-25T11:52:25.303212] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:25.321125] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.79%, Actual: 0.32%
[2025-11-25T11:52:25.406796] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.11% | Symbol ETA: 3m 21s | Global ETA: 38m 45s
[2025-11-25T11:52:25.406948] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:52:25.407781] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:25.407856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:25.409750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:25.410337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:52:25.410823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:25.412670] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:52:25.413229] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:52:25.491786] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.25%, Actual: 0.38%
[2025-11-25T11:52:25.581536] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:25.594365] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:25.662458] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.62%, Actual: 2.15%
[2025-11-25T11:52:25.677694] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.60% | Symbol ETA: 16.8s | Global ETA: 38m 45s
[2025-11-25T11:52:25.678002] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:52:25.678885] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:25.679036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:25.680053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:25.680962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:25.682071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:25.696217] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.93% | Symbol ETA: 22.0s | Global ETA: 38m 45s
[2025-11-25T11:52:25.696382] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:52:25.697344] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:25.697487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:25.755671] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:52:25.820083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:25.821714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:25.824566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:25.831960] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.72%
[2025-11-25T11:52:25.927407] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:26.001975] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.03%, Actual: 1.07%
[2025-11-25T11:52:26.002345] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 44.2454%
[2025-11-25T11:52:26.002504] [INFO ] [main      ] LVS: DISCARDED add_late_hour_microstructure (score: 44.25%)
[2025-11-25T11:52:26.002622] [INFO ] [main      ] LVS: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:52:26.002743] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_session_pressure']
[2025-11-25T11:52:26.002862] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:52:26.017477] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:26.018047] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:52:26.019045] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:26.019186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:26.024024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:26.029412] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 0.86% | Symbol ETA: 3m 21s | Global ETA: 38m 46s
[2025-11-25T11:52:26.038332] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:52:26.149636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:26.151758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:26.152624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:26.153741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:26.171700] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:52:26.200722] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.08%, Actual: 2.49%
[2025-11-25T11:52:26.217956] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:26.300812] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 16.1s | Global ETA: 38m 46s
[2025-11-25T11:52:26.301151] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:52:26.302107] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:26.302257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:26.303270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:26.304188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:26.305347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:26.343374] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:26.375105] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -2.46%, Actual: 0.68%
[2025-11-25T11:52:26.456507] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 21.3s | Global ETA: 38m 46s
[2025-11-25T11:52:26.456828] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:52:26.457724] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:26.457866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:26.491344] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:52:26.562345] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.50%, Actual: 0.50%
[2025-11-25T11:52:26.577720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:26.579244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:26.582051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:26.659161] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:52:26.663468] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:26.736233] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.12%, Actual: 0.57%
[2025-11-25T11:52:26.782248] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.39% | Symbol ETA: 24.8s | Global ETA: 38m 47s
[2025-11-25T11:52:26.782431] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:52:26.783267] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:26.783498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:26.788823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:26.833126] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:26.907325] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.48%, Actual: 0.54%
[2025-11-25T11:52:26.914122] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 15.5s | Global ETA: 38m 47s
[2025-11-25T11:52:26.914412] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:52:26.914598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:26.915262] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:26.915405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:26.916411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:26.916755] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:52:26.916737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:26.917341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:26.917691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:26.918587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:26.918806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:27.081188] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.80%
[2025-11-25T11:52:27.084958] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:27.199463] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.88% | Symbol ETA: 20.5s | Global ETA: 38m 48s
[2025-11-25T11:52:27.199778] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:52:27.200623] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:27.200779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:27.258993] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.50%, Actual: 2.52%
[2025-11-25T11:52:27.275013] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:52:27.286494] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:52:27.326125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:27.327585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:52:27.330573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:27.431194] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.04%, Actual: 0.11%
[2025-11-25T11:52:27.448335] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:27.462190] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:27.542794] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 14.9s | Global ETA: 38m 48s
[2025-11-25T11:52:27.564437] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -3.43% | Symbol ETA: 24.1s | Global ETA: 38m 48s
[2025-11-25T11:52:27.564584] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:52:27.565351] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:27.565426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:27.570167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:27.603887] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.11%, Actual: 0.27%
[2025-11-25T11:52:27.676200] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:52:27.694943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:27.697162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:27.698111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:27.699211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:27.716331] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: -0.56%, Actual: 0.73%
[2025-11-25T11:52:27.774009] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 0.86%, Actual: 1.30%
[2025-11-25T11:52:27.774462] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 35.3206%
[2025-11-25T11:52:27.774617] [INFO ] [main      ] KOF: DISCARDED add_atr_10 (score: 35.32%)
[2025-11-25T11:52:27.774786] [INFO ] [main      ] KOF: Testing feature 4/53: add_atr_5
[2025-11-25T11:52:27.774934] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5']
[2025-11-25T11:52:27.775022] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:52:27.789339] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:27.790218] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:52:27.791450] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:27.791669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:27.793593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:27.794227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:27.794761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:27.847571] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:27.891573] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.51%, Actual: 1.00%
[2025-11-25T11:52:27.960361] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 2.32% | Symbol ETA: 19.7s | Global ETA: 38m 49s
[2025-11-25T11:52:28.037107] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:52:28.061904] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.44%, Actual: 1.32%
[2025-11-25T11:52:28.133007] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.53%, Actual: 2.67%
[2025-11-25T11:52:28.152493] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:52:28.214303] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:28.232195] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.80%, Actual: 0.51%
[2025-11-25T11:52:28.305044] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.42%, Actual: 3.10%
[2025-11-25T11:52:28.321215] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:28.327885] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.54% | Symbol ETA: 23.3s | Global ETA: 38m 49s
[2025-11-25T11:52:28.328182] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:52:28.329057] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:28.329225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:28.334023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:28.401038] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 0.45%
[2025-11-25T11:52:28.429897] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.50% | Symbol ETA: 2m 17s | Global ETA: 38m 50s
[2025-11-25T11:52:28.430051] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:52:28.430825] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:28.430899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:28.432536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:28.433042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:28.433445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:28.454891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:28.456852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:28.457722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:28.458874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:28.473940] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.53%, Actual: 1.78%
[2025-11-25T11:52:28.570003] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.98%, Actual: 0.11%
[2025-11-25T11:52:28.641951] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -3.65%, Actual: 1.72%
[2025-11-25T11:52:28.737778] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.60%, Actual: 2.40%
[2025-11-25T11:52:28.771226] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:52:28.795098] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:52:28.809265] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 1.43%
[2025-11-25T11:52:28.905891] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.51%, Actual: 1.03%
[2025-11-25T11:52:28.940337] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:28.967382] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:28.976608] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.61%, Actual: 0.07%
[2025-11-25T11:52:29.043804] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -2.32% | Symbol ETA: 2m 16s | Global ETA: 38m 51s
[2025-11-25T11:52:29.044116] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:52:29.044947] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:29.045084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:29.046813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:29.047402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:29.047902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:29.074150] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.33%, Actual: 0.72%
[2025-11-25T11:52:29.081567] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -3.57% | Symbol ETA: 22.5s | Global ETA: 38m 51s
[2025-11-25T11:52:29.081888] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:52:29.082750] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:29.082891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:29.087905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:29.144519] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.93%, Actual: 3.34%
[2025-11-25T11:52:29.211496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:29.213451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:29.214356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:29.215412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:29.243426] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 1.79%
[2025-11-25T11:52:29.243742] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 54.2742%
[2025-11-25T11:52:29.243991] [INFO ] [main      ] CBL: DISCARDED add_late_session_pressure (score: 54.27%)
[2025-11-25T11:52:29.244099] [INFO ] [main      ] CBL: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:52:29.244194] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_micro_gap_fill_velocity']
[2025-11-25T11:52:29.244296] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:52:29.257949] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:29.258526] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:52:29.259469] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:29.259603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:29.260591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:29.261469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:29.263521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:29.311966] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 0.34%
[2025-11-25T11:52:29.386222] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:52:29.482017] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.88%, Actual: 1.43%
[2025-11-25T11:52:29.555679] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:29.556024] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:52:29.600489] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:52:29.652921] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 2.32%, Actual: 1.66%
[2025-11-25T11:52:29.653338] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 57.0473%
[2025-11-25T11:52:29.653510] [INFO ] [main      ] RVTY: DISCARDED add_late_hour_microstructure (score: 57.05%)
[2025-11-25T11:52:29.653629] [INFO ] [main      ] RVTY: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:52:29.653773] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_late_session_pressure']
[2025-11-25T11:52:29.653883] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:52:29.657357] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.12% | Symbol ETA: 2m 15s | Global ETA: 38m 52s
[2025-11-25T11:52:29.657681] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:52:29.658506] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:29.658661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:29.660425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:29.661012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:29.661483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:29.666371] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:29.666846] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:52:29.667724] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:29.667931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:29.728232] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:29.769831] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:29.791431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:29.792880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:29.793988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:29.841211] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 3.02% | Symbol ETA: 21.8s | Global ETA: 38m 52s
[2025-11-25T11:52:29.841512] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:52:29.842363] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:29.842505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:29.847446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:29.854754] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.34% | Symbol ETA: 19.2s | Global ETA: 38m 52s
[2025-11-25T11:52:29.855040] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:52:29.855873] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:29.856007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:29.856961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:29.857841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:29.859931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:29.972298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:29.974301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:29.975328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:29.976467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:30.004769] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:52:30.135153] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:52:30.177309] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:30.199321] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:52:30.278673] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 2m 15s | Global ETA: 38m 53s
[2025-11-25T11:52:30.278975] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:52:30.279875] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:30.280017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:30.281814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:30.282432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:30.282934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:30.301403] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:30.314265] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:52:30.368406] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:30.417654] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.81% | Symbol ETA: 24.3s | Global ETA: 38m 53s
[2025-11-25T11:52:30.417924] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:52:30.418744] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:30.418880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:30.453609] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.91% | Symbol ETA: 18.6s | Global ETA: 38m 53s
[2025-11-25T11:52:30.453913] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:52:30.454739] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:30.454868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:30.455837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:30.456705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:30.458758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:30.484277] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:30.540187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:30.541598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:30.542721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:30.599002] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 21.0s | Global ETA: 38m 53s
[2025-11-25T11:52:30.599298] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:52:30.600086] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:30.600228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:30.605044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:30.622006] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:52:30.725119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:30.727156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:30.728042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:30.729251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:30.791579] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:30.795591] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:52:30.877103] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:52:30.909870] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.22% | Symbol ETA: 2m 14s | Global ETA: 38m 54s
[2025-11-25T11:52:30.910038] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:52:30.910995] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:30.911139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:30.913110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:30.913741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:30.914288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:30.963437] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:31.043920] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:31.046894] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.23% | Symbol ETA: 18.0s | Global ETA: 38m 54s
[2025-11-25T11:52:31.047190] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:52:31.048015] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:31.048152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:31.049107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:31.049976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:31.052042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:31.066015] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:52:31.160415] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.25% | Symbol ETA: 23.6s | Global ETA: 38m 54s
[2025-11-25T11:52:31.160733] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:52:31.161550] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:31.161707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:31.248809] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:31.267917] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:52:31.281499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:31.282852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:31.283944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:31.361857] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -0.75% | Symbol ETA: 20.2s | Global ETA: 38m 54s
[2025-11-25T11:52:31.362155] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:52:31.363047] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:31.363193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:31.368166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:31.387819] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:52:31.436202] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:31.493291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:31.495299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:31.496118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:31.497190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:31.538035] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 2m 13s | Global ETA: 38m 55s
[2025-11-25T11:52:31.538188] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:52:31.538959] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:31.539091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:31.540964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:31.541467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:31.541879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:31.559693] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:31.619546] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:52:31.645010] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 17.4s | Global ETA: 38m 55s
[2025-11-25T11:52:31.645296] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:52:31.646126] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:31.646261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:31.647238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:31.648120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:31.650273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:31.788729] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:31.833660] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:52:31.878912] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:52:31.903067] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 3.96% | Symbol ETA: 22.8s | Global ETA: 38m 55s
[2025-11-25T11:52:31.903209] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:52:31.903980] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:31.904204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:31.986826] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:52:32.003586] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:32.025239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:32.026742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:32.027851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:32.046685] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:32.114545] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -3.69% | Symbol ETA: 19.5s | Global ETA: 38m 55s
[2025-11-25T11:52:32.114711] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:52:32.115473] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:32.115548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:32.120263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:32.145350] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -2.22% | Symbol ETA: 2m 13s | Global ETA: 38m 55s
[2025-11-25T11:52:32.145517] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:52:32.146317] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:32.146555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:32.148341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:32.148949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:32.149421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:32.154047] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:32.238354] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 1.13% | Symbol ETA: 16.8s | Global ETA: 38m 56s
[2025-11-25T11:52:32.238607] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:52:32.239432] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:32.239563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:32.239578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:32.240515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:32.241384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:32.241591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:32.242500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:32.243432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:32.243581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:32.363541] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:52:32.487717] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:52:32.532333] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:32.580671] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:52:32.582772] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:52:32.648216] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -3.46% | Symbol ETA: 22.1s | Global ETA: 38m 56s
[2025-11-25T11:52:32.648527] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:52:32.649382] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:32.649522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:32.655772] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:32.751924] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:32.756829] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.42% | Symbol ETA: 2m 12s | Global ETA: 38m 56s
[2025-11-25T11:52:32.757148] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:52:32.758019] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:32.758161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:32.759898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:32.760480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:32.760972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:32.777872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:32.779529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:32.780638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:32.815071] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:32.837739] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.61% | Symbol ETA: 16.2s | Global ETA: 38m 57s
[2025-11-25T11:52:32.837995] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:52:32.838865] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:32.838997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:32.839981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:32.840783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:32.842819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:32.926939] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.14% | Symbol ETA: 18.7s | Global ETA: 38m 57s
[2025-11-25T11:52:32.927268] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:52:32.928193] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:32.928334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:32.933142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:33.058434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:33.060510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:33.061555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:33.062720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:33.097697] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:52:33.138441] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:52:33.179402] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:52:33.267241] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:33.309845] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:33.347807] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:33.370947] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -2.99% | Symbol ETA: 2m 12s | Global ETA: 38m 57s
[2025-11-25T11:52:33.371244] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:52:33.372044] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:33.372182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:33.373921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:33.374494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:33.374989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:33.400884] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:52:33.426322] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 3.02% | Symbol ETA: 21.3s | Global ETA: 38m 57s
[2025-11-25T11:52:33.426618] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:52:33.427493] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:33.427635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:33.434340] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.09% | Symbol ETA: 15.6s | Global ETA: 38m 58s
[2025-11-25T11:52:33.434490] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:52:33.435276] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:33.435352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:33.436267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:33.437152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:33.439296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:33.548287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:33.549748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:33.550935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:33.569802] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:33.678814] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.05% | Symbol ETA: 17.9s | Global ETA: 38m 58s
[2025-11-25T11:52:33.711307] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:52:33.784907] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:52:33.847546] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.39%, Actual: 2.07%
[2025-11-25T11:52:33.879937] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:33.887101] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:52:33.955672] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:33.980473] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.44% | Symbol ETA: 2m 11s | Global ETA: 38m 58s
[2025-11-25T11:52:34.016185] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -3.43%, Actual: 2.19%
[2025-11-25T11:52:34.039350] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 15.0s | Global ETA: 38m 58s
[2025-11-25T11:52:34.039629] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:52:34.040466] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:34.040598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:34.041538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:34.042393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:34.044449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:34.055923] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:34.150460] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.50%, Actual: 2.49%
[2025-11-25T11:52:34.168075] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.26% | Symbol ETA: 20.6s | Global ETA: 38m 59s
[2025-11-25T11:52:34.168226] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:52:34.168998] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:34.169071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:34.185442] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.54%, Actual: 0.51%
[2025-11-25T11:52:34.290070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:34.291546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:34.292832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:34.319226] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -2.32%, Actual: 0.68%
[2025-11-25T11:52:34.353912] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -3.57%, Actual: 0.26%
[2025-11-25T11:52:34.384730] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:52:34.494733] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.12%, Actual: 0.50%
[2025-11-25T11:52:34.524412] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 3.02%, Actual: 1.82%
[2025-11-25T11:52:34.554464] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:34.629274] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:52:34.637958] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.18% | Symbol ETA: 14.4s | Global ETA: 38m 59s
[2025-11-25T11:52:34.638265] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:52:34.639148] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:34.639291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:34.640314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:34.641230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:34.643341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:34.671221] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -1.15%, Actual: 0.57%
[2025-11-25T11:52:34.693872] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.32%
[2025-11-25T11:52:34.796912] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:34.848795] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.22%, Actual: 0.54%
[2025-11-25T11:52:34.863176] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 0.38%
[2025-11-25T11:52:34.909832] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.77% | Symbol ETA: 19.8s | Global ETA: 38m 60s
[2025-11-25T11:52:34.910058] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:52:34.910945] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:34.911091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:34.986192] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:52:35.032405] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -3.69%, Actual: 2.15%
[2025-11-25T11:52:35.036991] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.80%
[2025-11-25T11:52:35.043599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:35.045446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:35.046535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:35.159497] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:35.201285] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.14%, Actual: 0.72%
[2025-11-25T11:52:35.212386] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -2.22%, Actual: 2.52%
[2025-11-25T11:52:35.242630] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.72% | Symbol ETA: 13.8s | Global ETA: 39m 0s
[2025-11-25T11:52:35.369364] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.05%, Actual: 1.07%
[2025-11-25T11:52:35.369683] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 45.9837%
[2025-11-25T11:52:35.369850] [INFO ] [main      ] LVS: DISCARDED add_late_session_pressure (score: 45.98%)
[2025-11-25T11:52:35.369965] [INFO ] [main      ] LVS: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:52:35.370069] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_micro_gap_fill_velocity']
[2025-11-25T11:52:35.370179] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:52:35.384661] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:35.385083] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:52:35.385945] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:35.386020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:35.390851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:35.392576] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.42%, Actual: 0.11%
[2025-11-25T11:52:35.399259] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:52:35.415347] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.34%, Actual: 0.73%
[2025-11-25T11:52:35.515516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:35.517561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:35.518568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:35.520627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:35.563193] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -2.99%, Actual: 0.27%
[2025-11-25T11:52:35.575532] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:35.585040] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.91%, Actual: 1.00%
[2025-11-25T11:52:35.691088] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.91% | Symbol ETA: 19.1s | Global ETA: 39m 1s
[2025-11-25T11:52:35.691402] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:52:35.692267] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:35.692415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:35.735815] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.44%, Actual: 1.30%
[2025-11-25T11:52:35.736265] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 40.4332%
[2025-11-25T11:52:35.736495] [INFO ] [main      ] KOF: KEPT add_atr_5 (score: 40.43%)
[2025-11-25T11:52:35.736657] [INFO ] [main      ] KOF: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:52:35.736796] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T11:52:35.736943] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:52:35.750836] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:35.751544] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:52:35.752496] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:35.752653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:35.754258] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.23%, Actual: 1.32%
[2025-11-25T11:52:35.754423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:35.755036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:35.755543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:52:35.756374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:35.819969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:35.821442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:35.822715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:35.858378] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:52:35.922523] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.20%, Actual: 0.51%
[2025-11-25T11:52:36.025571] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:36.090860] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 1.13%, Actual: 0.45%
[2025-11-25T11:52:36.099122] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:52:36.147340] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.23% | Symbol ETA: 23.1s | Global ETA: 39m 2s
[2025-11-25T11:52:36.147623] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:52:36.148542] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:36.148699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:36.153548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:36.165359] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:52:36.271050] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.61%, Actual: 0.11%
[2025-11-25T11:52:36.272878] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:36.281239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:36.283281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:36.284197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:36.286335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:36.333893] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:36.378671] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 1m 41s | Global ETA: 39m 2s
[2025-11-25T11:52:36.378830] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:52:36.379694] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:36.379784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:36.381574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:36.382290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:36.382842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:52:36.383705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:36.445275] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: -0.86% | Symbol ETA: 18.3s | Global ETA: 39m 2s
[2025-11-25T11:52:36.445597] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:52:36.446434] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:36.446574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:36.448568] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.09%, Actual: 2.40%
[2025-11-25T11:52:36.565420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:36.566972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:52:36.568089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:36.623700] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:52:36.637075] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.14%, Actual: 1.03%
[2025-11-25T11:52:36.738363] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:52:36.792246] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:36.810045] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.18%, Actual: 0.72%
[2025-11-25T11:52:36.908866] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:52:36.912574] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.17% | Symbol ETA: 22.4s | Global ETA: 39m 3s
[2025-11-25T11:52:36.912874] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:52:36.913727] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:36.913868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:36.917899] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:36.918848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:36.984836] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.72%, Actual: 1.79%
[2025-11-25T11:52:36.985195] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 45.6093%
[2025-11-25T11:52:36.985363] [INFO ] [main      ] CBL: DISCARDED add_micro_gap_fill_velocity (score: 45.61%)
[2025-11-25T11:52:36.985487] [INFO ] [main      ] CBL: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:52:36.985588] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:52:36.985708] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:52:36.999618] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:37.000261] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:52:37.001247] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:37.001385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:37.002410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:37.003327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:37.004129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:37.030499] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.59% | Symbol ETA: 1m 41s | Global ETA: 39m 3s
[2025-11-25T11:52:37.030835] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:52:37.031730] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:37.031875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:37.033853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:37.034464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:37.034968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:52:37.035909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:37.046114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:37.048191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:37.049142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:37.051359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:37.082156] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:37.190992] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 17.6s | Global ETA: 39m 3s
[2025-11-25T11:52:37.351719] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:52:37.360199] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.81%, Actual: 2.67%
[2025-11-25T11:52:37.388183] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:52:37.392208] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:52:37.523075] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:37.528081] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.25%, Actual: 3.10%
[2025-11-25T11:52:37.563739] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:37.570573] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:37.607510] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.86% | Symbol ETA: 17.8s | Global ETA: 39m 4s
[2025-11-25T11:52:37.607823] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:52:37.608677] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:37.608805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:37.609752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:37.610596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:37.611371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:37.678089] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.75% | Symbol ETA: 1m 40s | Global ETA: 39m 4s
[2025-11-25T11:52:37.678394] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:52:37.679244] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:37.679413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:37.681130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:37.681740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:37.682204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:52:37.683041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:37.688542] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.06% | Symbol ETA: 21.6s | Global ETA: 39m 4s
[2025-11-25T11:52:37.688849] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:52:37.689726] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:37.689864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:37.694677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:37.697739] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 3.96%, Actual: 1.78%
[2025-11-25T11:52:37.827967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:37.830845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:37.831912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:37.834146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:37.864726] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -3.46%, Actual: 1.72%
[2025-11-25T11:52:37.957535] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:52:38.022593] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:52:38.032235] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 3.02%, Actual: 1.43%
[2025-11-25T11:52:38.133086] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:38.173813] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:52:38.199355] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.26%, Actual: 0.07%
[2025-11-25T11:52:38.203240] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:38.214754] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.44% | Symbol ETA: 17.2s | Global ETA: 39m 5s
[2025-11-25T11:52:38.215059] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:52:38.215941] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:38.216070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:38.217074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:38.217972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:38.218798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:38.306991] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.20% | Symbol ETA: 1m 39s | Global ETA: 39m 5s
[2025-11-25T11:52:38.307313] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:52:38.308168] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:38.308310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:38.310053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:38.310659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:38.311131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:52:38.311978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:38.348454] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:38.366918] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.77%, Actual: 3.34%
[2025-11-25T11:52:38.469357] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.75% | Symbol ETA: 20.9s | Global ETA: 39m 5s
[2025-11-25T11:52:38.469677] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:52:38.470504] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:38.470662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:38.475515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:38.534496] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.91%, Actual: 0.34%
[2025-11-25T11:52:38.562404] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:52:38.605085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:38.607276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:38.608219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:38.610740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:38.693664] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:52:38.701726] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: -0.86%, Actual: 1.43%
[2025-11-25T11:52:38.737156] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:38.817074] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.06% | Symbol ETA: 16.6s | Global ETA: 39m 6s
[2025-11-25T11:52:38.817376] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:52:38.818306] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:38.818464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:38.819475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:38.820394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:38.821198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:38.869250] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -0.15%, Actual: 1.66%
[2025-11-25T11:52:38.869557] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 40.1745%
[2025-11-25T11:52:38.869726] [INFO ] [main      ] RVTY: DISCARDED add_late_session_pressure (score: 40.17%)
[2025-11-25T11:52:38.869842] [INFO ] [main      ] RVTY: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:52:38.869946] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_micro_gap_fill_velocity']
[2025-11-25T11:52:38.870055] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:52:38.882437] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:38.882940] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:52:38.884059] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:38.884196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:38.932950] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:38.961276] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:52:39.008968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:39.010260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:39.012354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:39.038184] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.50% | Symbol ETA: 1m 39s | Global ETA: 39m 6s
[2025-11-25T11:52:39.038358] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:52:39.039309] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:39.039454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:39.041216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:39.041831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:39.042304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:52:39.043147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:39.140155] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:39.163006] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:52:39.264023] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.58% | Symbol ETA: 20.1s | Global ETA: 39m 7s
[2025-11-25T11:52:39.264324] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:52:39.265189] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:39.265330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:39.270198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:39.331161] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:39.346448] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:52:39.394309] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:52:39.397516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:39.400250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:39.401393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:39.404146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:39.410294] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -1.70% | Symbol ETA: 16.0s | Global ETA: 39m 7s
[2025-11-25T11:52:39.410555] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:52:39.411377] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:39.411509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:39.412452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:39.413309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:39.414018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:39.513039] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:39.566083] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:39.635585] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 5.11% | Symbol ETA: 22.8s | Global ETA: 39m 7s
[2025-11-25T11:52:39.635907] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:52:39.636760] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:39.636894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:39.667142] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 1m 38s | Global ETA: 39m 7s
[2025-11-25T11:52:39.667442] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:52:39.668293] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:39.668434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:39.670177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:39.670814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:39.671239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:52:39.672096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:39.749043] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:52:39.757027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:39.758403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:39.760455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:39.794727] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:52:39.918522] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:39.969280] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:39.999675] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.85% | Symbol ETA: 15.4s | Global ETA: 39m 8s
[2025-11-25T11:52:39.999929] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:52:40.000762] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:40.000893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:40.001841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:40.002699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:40.003446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:40.012060] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:52:40.093084] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.18% | Symbol ETA: 19.4s | Global ETA: 39m 8s
[2025-11-25T11:52:40.093374] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:52:40.094226] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:40.094366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:40.097577] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:52:40.099237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:40.192094] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:40.231291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:40.233284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:40.234119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:40.236171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:40.272069] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:40.299943] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.94% | Symbol ETA: 1m 37s | Global ETA: 39m 8s
[2025-11-25T11:52:40.300160] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:52:40.301011] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:40.301151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:40.302969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:40.303602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:40.304092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:52:40.304982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:40.347430] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:52:40.396976] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.27% | Symbol ETA: 22.1s | Global ETA: 39m 9s
[2025-11-25T11:52:40.397270] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:52:40.398096] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:40.398236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:40.514473] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:40.520121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:40.521670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:40.523745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:40.578328] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:52:40.593345] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.62% | Symbol ETA: 14.8s | Global ETA: 39m 9s
[2025-11-25T11:52:40.593610] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:52:40.594381] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:40.594511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:40.595457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:40.596315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:40.597113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:40.643687] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:52:40.753126] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:40.817704] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:40.861834] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:52:40.869128] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.45% | Symbol ETA: 18.6s | Global ETA: 39m 9s
[2025-11-25T11:52:40.869426] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:52:40.870213] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:40.870354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:40.875165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:40.918691] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.19% | Symbol ETA: 1m 37s | Global ETA: 39m 9s
[2025-11-25T11:52:40.918993] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:52:40.919855] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:40.919995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:40.921803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:40.922400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:40.922893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:52:40.923740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:40.930956] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:52:41.002588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:41.004878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:41.005811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:41.007879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:41.029132] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:41.101199] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:41.150586] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 3.76% | Symbol ETA: 21.3s | Global ETA: 39m 10s
[2025-11-25T11:52:41.150811] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:52:41.151611] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:41.151718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:41.181947] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 14.2s | Global ETA: 39m 10s
[2025-11-25T11:52:41.182236] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:52:41.183135] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:41.183278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:41.184301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:41.185223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:41.186010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:41.272069] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:52:41.272400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:41.274051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:41.276142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:41.347544] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:52:41.447199] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:41.517824] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:41.526585] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:52:41.557498] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.49% | Symbol ETA: 1m 36s | Global ETA: 39m 10s
[2025-11-25T11:52:41.557832] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:52:41.558732] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:41.558874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:41.560751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:41.561481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:41.562145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:52:41.563260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:41.616630] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:52:41.639534] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -4.40% | Symbol ETA: 17.8s | Global ETA: 39m 10s
[2025-11-25T11:52:41.639849] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:52:41.640718] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:41.640862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:41.645904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:41.698127] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:41.772268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:41.774448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:41.775355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:41.776019] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.94% | Symbol ETA: 13.6s | Global ETA: 39m 11s
[2025-11-25T11:52:41.776301] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:52:41.777151] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:41.777284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:41.777522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:41.778246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:41.779124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:41.779903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:41.785084] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:41.906342] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -2.74% | Symbol ETA: 20.5s | Global ETA: 39m 11s
[2025-11-25T11:52:41.906619] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:52:41.907426] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:41.907564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:41.941889] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:52:42.027580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:42.029165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:42.031235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:42.112828] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:42.116355] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:52:42.121198] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:52:42.213971] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.02% | Symbol ETA: 1m 36s | Global ETA: 39m 11s
[2025-11-25T11:52:42.284550] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:42.293178] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:42.360040] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.63% | Symbol ETA: 13.0s | Global ETA: 39m 12s
[2025-11-25T11:52:42.360209] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:52:42.361118] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:42.361250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:42.362204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:42.363112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:42.363897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:42.368316] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:52:42.386246] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -0.87%, Actual: 2.49%
[2025-11-25T11:52:42.415077] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.11% | Symbol ETA: 17.1s | Global ETA: 39m 12s
[2025-11-25T11:52:42.415378] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:52:42.416292] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:42.416437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:42.421394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:42.536073] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:42.548077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:42.550267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:42.551262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:42.553412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:42.558262] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 0.68%
[2025-11-25T11:52:42.653601] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: -0.51% | Symbol ETA: 19.8s | Global ETA: 39m 12s
[2025-11-25T11:52:42.653945] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:52:42.654788] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:42.654928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:42.697817] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:52:42.733829] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.75%, Actual: 0.50%
[2025-11-25T11:52:42.775569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:42.776987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:42.779058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:42.865615] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:42.893757] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:52:42.914237] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.20%, Actual: 0.57%
[2025-11-25T11:52:42.942495] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 12.4s | Global ETA: 39m 13s
[2025-11-25T11:52:43.063795] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:43.093775] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.50%, Actual: 0.54%
[2025-11-25T11:52:43.111784] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.86%, Actual: 0.73%
[2025-11-25T11:52:43.117089] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:52:43.179237] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 16.3s | Global ETA: 39m 13s
[2025-11-25T11:52:43.265821] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.80%
[2025-11-25T11:52:43.281826] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.44%, Actual: 1.00%
[2025-11-25T11:52:43.287069] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:43.349507] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.23%, Actual: 2.07%
[2025-11-25T11:52:43.409875] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.88% | Symbol ETA: 19.0s | Global ETA: 39m 13s
[2025-11-25T11:52:43.410197] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:52:43.411044] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:43.411182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:43.433577] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.94%, Actual: 2.52%
[2025-11-25T11:52:43.520405] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.17%, Actual: 2.19%
[2025-11-25T11:52:43.523155] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.06%, Actual: 1.32%
[2025-11-25T11:52:43.531708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:43.533297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:43.535388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:43.600031] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.19%, Actual: 0.11%
[2025-11-25T11:52:43.689828] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.06%, Actual: 0.51%
[2025-11-25T11:52:43.702774] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -1.70%, Actual: 0.51%
[2025-11-25T11:52:43.792283] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.49%, Actual: 0.27%
[2025-11-25T11:52:43.859846] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.75%, Actual: 0.26%
[2025-11-25T11:52:43.869593] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:52:43.886295] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 0.45%
[2025-11-25T11:52:43.959110] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.02%, Actual: 1.30%
[2025-11-25T11:52:43.959400] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 38.2468%
[2025-11-25T11:52:43.959474] [INFO ] [main      ] KOF: DISCARDED add_close_to_open_alignment (score: 38.25%)
[2025-11-25T11:52:43.959590] [INFO ] [main      ] KOF: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:52:43.959710] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T11:52:43.959769] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:52:43.973030] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:43.973591] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:52:43.974451] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:43.974592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:43.976345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:43.976954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:43.977447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:52:43.978438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:44.031121] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.58%, Actual: 1.82%
[2025-11-25T11:52:44.037186] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:44.068944] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.62%, Actual: 0.11%
[2025-11-25T11:52:44.156980] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.98% | Symbol ETA: 18.3s | Global ETA: 39m 14s
[2025-11-25T11:52:44.157294] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:52:44.158140] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:44.158279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:44.212302] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.18%, Actual: 0.32%
[2025-11-25T11:52:44.275822] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 2.40%
[2025-11-25T11:52:44.277455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:44.278812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:44.280854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:44.311887] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:52:44.382916] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.45%, Actual: 0.38%
[2025-11-25T11:52:44.461514] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.94%, Actual: 1.03%
[2025-11-25T11:52:44.481569] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:44.560119] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -4.40%, Actual: 2.15%
[2025-11-25T11:52:44.584531] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 1m 23s | Global ETA: 39m 15s
[2025-11-25T11:52:44.584800] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:52:44.585654] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:44.585795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:44.587565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:44.588156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:44.588633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:52:44.589611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:44.614975] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:52:44.647777] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 0.72%
[2025-11-25T11:52:44.736306] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.11%, Actual: 0.72%
[2025-11-25T11:52:44.780107] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:44.844956] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 1.79%
[2025-11-25T11:52:44.845382] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 45.8430%
[2025-11-25T11:52:44.845578] [INFO ] [main      ] CBL: DISCARDED add_morning_followthrough_mag_T0 (score: 45.84%)
[2025-11-25T11:52:44.845717] [INFO ] [main      ] CBL: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:52:44.845821] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_morning_range_expansion']
[2025-11-25T11:52:44.845923] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:52:44.861176] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:44.861977] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:52:44.862995] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:44.863127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:44.864144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:44.865067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:44.869405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:44.899553] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 17.5s | Global ETA: 39m 16s
[2025-11-25T11:52:44.899834] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:52:44.900638] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:44.900797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:44.907202] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -0.49%, Actual: 1.07%
[2025-11-25T11:52:44.907428] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 43.2776%
[2025-11-25T11:52:44.907520] [INFO ] [main      ] LVS: DISCARDED add_micro_gap_fill_velocity (score: 43.28%)
[2025-11-25T11:52:44.907596] [INFO ] [main      ] LVS: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:52:44.907638] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:52:44.907754] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:52:44.922748] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:44.923364] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:52:44.924302] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:44.924447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:44.929009] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:52:44.929400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:45.020176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:45.021429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:45.023511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:45.062813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:45.064965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:45.065884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:45.066670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:45.100821] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:45.206161] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.63% | Symbol ETA: 1m 22s | Global ETA: 39m 16s
[2025-11-25T11:52:45.206423] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:52:45.207227] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:45.207368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:45.207987] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:52:45.209121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:45.209722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:45.210194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:52:45.211168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:45.361479] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:52:45.379503] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:45.414463] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:52:45.462169] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.17% | Symbol ETA: 17.0s | Global ETA: 39m 17s
[2025-11-25T11:52:45.462472] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:52:45.463344] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:45.463484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:45.464489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:45.465388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:45.469747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:45.549566] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:52:45.586815] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:45.593155] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:45.705349] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 22.3s | Global ETA: 39m 17s
[2025-11-25T11:52:45.705699] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:52:45.706576] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:45.706745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:45.711784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:45.719813] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 16.8s | Global ETA: 39m 17s
[2025-11-25T11:52:45.719988] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:52:45.719949] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:45.720880] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:45.721138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:45.822465] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.65% | Symbol ETA: 1m 22s | Global ETA: 39m 17s
[2025-11-25T11:52:45.822633] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:52:45.823398] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:45.823605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:45.825352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:45.825935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:45.826408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:52:45.827448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:45.830021] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:52:45.839221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:45.841779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:45.842380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:45.843023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:45.844052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:52:45.844041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:45.846095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:46.005242] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:46.091843] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 16.5s | Global ETA: 39m 18s
[2025-11-25T11:52:46.091999] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:52:46.092795] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:46.092871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:46.093845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:46.094791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:46.099450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:46.165891] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:52:46.191279] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:52:46.192981] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:52:46.335710] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:46.367192] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:46.368755] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:46.438561] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 1m 21s | Global ETA: 39m 18s
[2025-11-25T11:52:46.438760] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:52:46.439749] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:46.439961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:46.441840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:46.442402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:46.442922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:52:46.443928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:46.460583] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:52:46.487591] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 0.95% | Symbol ETA: 16.0s | Global ETA: 39m 18s
[2025-11-25T11:52:46.490878] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -0.83% | Symbol ETA: 21.5s | Global ETA: 39m 18s
[2025-11-25T11:52:46.491178] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:52:46.492064] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:46.492212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:46.497309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:46.620422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:46.622674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:46.623600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:46.624395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:46.639546] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:46.659256] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 5.11%, Actual: 2.67%
[2025-11-25T11:52:46.722658] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 15.9s | Global ETA: 39m 19s
[2025-11-25T11:52:46.722934] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:52:46.723753] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:46.723883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:46.724833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:46.725694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:46.729931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:46.781817] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:52:46.830477] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.27%, Actual: 3.10%
[2025-11-25T11:52:46.950950] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:46.971510] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:52:46.999951] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 3.76%, Actual: 1.78%
[2025-11-25T11:52:47.053024] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.10% | Symbol ETA: 1m 20s | Global ETA: 39m 19s
[2025-11-25T11:52:47.053177] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:52:47.053965] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:47.054041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:47.055745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:47.056417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:47.056914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:52:47.057957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:47.071799] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:52:47.145400] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:47.169668] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -2.74%, Actual: 1.72%
[2025-11-25T11:52:47.247803] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:47.258547] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.45% | Symbol ETA: 20.7s | Global ETA: 39m 19s
[2025-11-25T11:52:47.258719] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:52:47.259529] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:47.259634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:47.265535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:47.332415] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 15.3s | Global ETA: 39m 20s
[2025-11-25T11:52:47.332731] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:52:47.333556] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:47.333718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:47.334744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:47.335690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:47.338361] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 1.43%
[2025-11-25T11:52:47.340475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:47.401690] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:52:47.402788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:47.405145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:47.406227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:47.407113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:47.506306] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.88%, Actual: 0.07%
[2025-11-25T11:52:47.576595] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:47.674631] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.98%, Actual: 3.34%
[2025-11-25T11:52:47.678698] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 1m 20s | Global ETA: 39m 20s
[2025-11-25T11:52:47.679003] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:52:47.679853] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:47.679996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:47.681776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:47.682348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:47.682850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:52:47.683824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:47.686082] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:52:47.760531] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:52:47.843942] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.34%
[2025-11-25T11:52:47.874672] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:47.935700] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:47.957137] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 14.7s | Global ETA: 39m 21s
[2025-11-25T11:52:47.957433] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:52:47.958271] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:47.958407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:47.959398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:47.960246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:47.964579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:48.012007] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 1.43%
[2025-11-25T11:52:48.033576] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:52:48.050933] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -1.43% | Symbol ETA: 20.0s | Global ETA: 39m 21s
[2025-11-25T11:52:48.051263] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:52:48.052393] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:48.052561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:48.057886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:48.179345] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 0.95%, Actual: 1.66%
[2025-11-25T11:52:48.179672] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 43.0179%
[2025-11-25T11:52:48.179838] [INFO ] [main      ] RVTY: DISCARDED add_micro_gap_fill_velocity (score: 43.02%)
[2025-11-25T11:52:48.179955] [INFO ] [main      ] RVTY: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:52:48.180060] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:52:48.180168] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:52:48.192565] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:48.193089] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:52:48.193989] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:48.194128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:48.205463] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:48.214224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:48.217165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:48.218236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:48.219124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:48.307856] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:52:48.308136] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.28% | Symbol ETA: 1m 19s | Global ETA: 39m 21s
[2025-11-25T11:52:48.308426] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:52:48.309281] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:48.309425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:48.311224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:48.311821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:48.312296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:52:48.313277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:48.317066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:48.318418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:48.319237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:48.477945] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:48.557753] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 14.1s | Global ETA: 39m 21s
[2025-11-25T11:52:48.558054] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:52:48.558912] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:48.559043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:48.559986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:48.560796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:48.562708] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:52:48.565084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:48.656144] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:52:48.660827] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:52:48.735344] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:48.824486] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:48.834995] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:48.852038] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.41% | Symbol ETA: 19.2s | Global ETA: 39m 22s
[2025-11-25T11:52:48.852345] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:52:48.853200] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:48.853343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:48.858242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:48.903612] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:52:48.937290] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 3.27% | Symbol ETA: 1m 19s | Global ETA: 39m 22s
[2025-11-25T11:52:48.937594] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:52:48.938445] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:48.938605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:48.940357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:48.940954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:48.941426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:52:48.942400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:48.943262] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 2.17% | Symbol ETA: 21.6s | Global ETA: 39m 22s
[2025-11-25T11:52:48.943405] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:52:48.944163] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:48.944237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:48.981971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:48.983992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:48.984830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:48.985542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:49.065579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:49.066860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:49.067748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:49.077363] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:49.163658] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.61% | Symbol ETA: 13.4s | Global ETA: 39m 22s
[2025-11-25T11:52:49.163822] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:52:49.164766] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:49.164879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:49.165865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:49.166938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:49.171852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:49.298233] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:52:49.357536] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:52:49.403582] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:52:49.471546] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:49.530008] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:49.536763] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:52:49.570565] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:49.574209] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 1m 18s | Global ETA: 39m 23s
[2025-11-25T11:52:49.574510] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:52:49.575365] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:49.575507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:49.577333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:49.577943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:49.578424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:52:49.579421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:49.644506] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: -0.18% | Symbol ETA: 18.4s | Global ETA: 39m 23s
[2025-11-25T11:52:49.644702] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:52:49.645621] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:49.645831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:49.650774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:49.684466] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -3.69% | Symbol ETA: 20.9s | Global ETA: 39m 23s
[2025-11-25T11:52:49.684759] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:52:49.685579] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:49.685760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:49.719294] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:49.778298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:49.780425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:49.781384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:49.782203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:49.806741] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 12.8s | Global ETA: 39m 23s
[2025-11-25T11:52:49.807049] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:52:49.807944] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:49.808080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:49.808521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:49.809168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:49.809897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:49.810091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:49.810696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:49.814926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:49.925015] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:52:50.110764] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:50.129806] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:52:50.151127] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:52:50.184383] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:52:50.220281] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.84% | Symbol ETA: 1m 17s | Global ETA: 39m 24s
[2025-11-25T11:52:50.304495] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:50.323740] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:50.369456] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:50.395917] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -0.51%, Actual: 2.49%
[2025-11-25T11:52:50.416689] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.06% | Symbol ETA: 17.6s | Global ETA: 39m 24s
[2025-11-25T11:52:50.416839] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:52:50.417673] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:50.417767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:50.422786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:50.443334] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 3.38% | Symbol ETA: 20.1s | Global ETA: 39m 24s
[2025-11-25T11:52:50.443493] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:52:50.444301] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:50.444510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:50.455089] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.58% | Symbol ETA: 12.2s | Global ETA: 39m 24s
[2025-11-25T11:52:50.455382] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:52:50.456299] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:50.456439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:50.457519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:50.458463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:50.462915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:50.551380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:50.554110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:50.555173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:50.556059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:50.567391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:50.568772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:50.569541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:50.577887] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.63%, Actual: 0.68%
[2025-11-25T11:52:50.754899] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.65%, Actual: 0.50%
[2025-11-25T11:52:50.827957] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:52:50.902269] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:52:50.906595] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:52:50.925057] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.57%
[2025-11-25T11:52:51.009566] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:51.072667] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:51.073024] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:51.091283] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.13% | Symbol ETA: 11.6s | Global ETA: 39m 25s
[2025-11-25T11:52:51.096255] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.10%, Actual: 0.54%
[2025-11-25T11:52:51.185715] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -1.41% | Symbol ETA: 19.4s | Global ETA: 39m 26s
[2025-11-25T11:52:51.185879] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:52:51.186630] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:51.186732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:51.188610] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.85% | Symbol ETA: 16.8s | Global ETA: 39m 26s
[2025-11-25T11:52:51.188931] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:52:51.189795] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:51.189937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:51.194902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:51.267343] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.89%, Actual: 0.80%
[2025-11-25T11:52:51.272949] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.17%, Actual: 0.73%
[2025-11-25T11:52:51.306787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:51.308480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:51.309287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:51.320133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:51.322211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:51.323121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:51.323939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:51.438351] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.28%, Actual: 2.52%
[2025-11-25T11:52:51.444973] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 1.00%
[2025-11-25T11:52:51.614900] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 1.32%
[2025-11-25T11:52:51.622204] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 3.27%, Actual: 0.11%
[2025-11-25T11:52:51.648513] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:52:51.664804] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:52:51.788630] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -1.15%, Actual: 0.51%
[2025-11-25T11:52:51.821032] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 0.27%
[2025-11-25T11:52:51.821304] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:51.837292] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:51.935442] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 0.56% | Symbol ETA: 18.6s | Global ETA: 39m 27s
[2025-11-25T11:52:51.935755] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:52:51.936635] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:51.936793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:51.950858] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.60% | Symbol ETA: 16.0s | Global ETA: 39m 27s
[2025-11-25T11:52:51.951170] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:52:51.952128] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:51.952273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:51.957499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:51.961789] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 0.45%
[2025-11-25T11:52:51.991994] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.84%, Actual: 1.30%
[2025-11-25T11:52:51.992230] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 38.1095%
[2025-11-25T11:52:51.992327] [INFO ] [main      ] KOF: DISCARDED add_composite_volatility_context (score: 38.11%)
[2025-11-25T11:52:51.992374] [INFO ] [main      ] KOF: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:52:51.992410] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-25T11:52:51.992450] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:52:52.055808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:52.057275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:52.058026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:52.084869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:52.086893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:52.087920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:52.088789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:52.103293] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:52.104469] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:52:52.105570] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:52.106183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:52.108543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:52.109442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:52.109968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:52:52.112718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:52.131211] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.54%, Actual: 0.11%
[2025-11-25T11:52:52.305414] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.61%, Actual: 2.40%
[2025-11-25T11:52:52.394303] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:52:52.434746] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:52:52.479713] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:52:52.490542] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 1.03%
[2025-11-25T11:52:52.568060] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:52.617217] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:52.669532] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.58%, Actual: 0.72%
[2025-11-25T11:52:52.679139] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:52.684274] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.98% | Symbol ETA: 17.9s | Global ETA: 39m 28s
[2025-11-25T11:52:52.684580] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:52:52.685428] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:52.685589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:52.729917] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -3.95% | Symbol ETA: 15.3s | Global ETA: 39m 28s
[2025-11-25T11:52:52.786802] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 1m 8s | Global ETA: 39m 28s
[2025-11-25T11:52:52.787111] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:52:52.787997] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:52.788137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:52.789912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:52.790480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:52.791006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:52:52.793425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:52.805872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:52.807360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:52.808242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:52.850213] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.13%, Actual: 1.79%
[2025-11-25T11:52:52.850592] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 42.6114%
[2025-11-25T11:52:52.850771] [INFO ] [main      ] CBL: DISCARDED add_morning_range_expansion (score: 42.61%)
[2025-11-25T11:52:52.850880] [INFO ] [main      ] CBL: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:52:52.850974] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity']
[2025-11-25T11:52:52.851072] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:52:52.865048] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:52.865670] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:52:52.866611] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:52.866770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:52.867813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:52.868755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:52:52.870045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:52.903427] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.29%, Actual: 2.07%
[2025-11-25T11:52:53.073913] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -0.83%, Actual: 2.19%
[2025-11-25T11:52:53.130733] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:52:53.145735] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:52:53.228173] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:52:53.243192] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 0.51%
[2025-11-25T11:52:53.297316] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:53.332007] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:53.403090] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -2.47% | Symbol ETA: 1m 7s | Global ETA: 39m 29s
[2025-11-25T11:52:53.403372] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:52:53.404206] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:53.404347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:53.406084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:53.406673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:53.407161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:52:53.408214] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:53.409607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:53.413506] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -1.43%, Actual: 0.26%
[2025-11-25T11:52:53.454976] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.16% | Symbol ETA: 17.2s | Global ETA: 39m 29s
[2025-11-25T11:52:53.455330] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:52:53.456428] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:53.456582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:53.492580] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.52% | Symbol ETA: 16.6s | Global ETA: 39m 29s
[2025-11-25T11:52:53.492921] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:52:53.493900] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:53.494035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:53.495074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:53.495983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:52:53.497353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:53.590616] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.41%, Actual: 1.82%
[2025-11-25T11:52:53.604013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:53.605692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:53.606569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:53.751744] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:52:53.771516] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: -0.18%, Actual: 0.32%
[2025-11-25T11:52:53.855347] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:52:53.923549] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:53.947449] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.06%, Actual: 0.38%
[2025-11-25T11:52:53.952747] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:52:54.029876] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.03% | Symbol ETA: 1m 6s | Global ETA: 39m 30s
[2025-11-25T11:52:54.030176] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:52:54.031035] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:54.031177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:54.032946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:54.033517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:54.033670] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:54.034031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:52:54.036502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:54.118222] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.71% | Symbol ETA: 15.9s | Global ETA: 39m 30s
[2025-11-25T11:52:54.118511] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:52:54.119370] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:54.119503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:54.120479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:54.121371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:52:54.121721] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.85%, Actual: 2.15%
[2025-11-25T11:52:54.122672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:54.124054] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:54.237715] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.46% | Symbol ETA: 16.4s | Global ETA: 39m 30s
[2025-11-25T11:52:54.237870] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:52:54.238612] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:54.238713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:54.294264] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.60%, Actual: 0.72%
[2025-11-25T11:52:54.360759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:54.362395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:54.363206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:54.376606] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:52:54.465614] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -3.95%, Actual: 1.07%
[2025-11-25T11:52:54.466224] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 41.9565%
[2025-11-25T11:52:54.466388] [INFO ] [main      ] LVS: DISCARDED add_morning_followthrough_mag_T0 (score: 41.96%)
[2025-11-25T11:52:54.466504] [INFO ] [main      ] LVS: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:52:54.466610] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_morning_range_expansion']
[2025-11-25T11:52:54.466740] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:52:54.481915] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:54.482700] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:52:54.484036] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:54.484178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:54.485052] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:52:54.489430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:54.546968] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:54.618237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:54.620548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:54.621466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:54.626074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:54.651514] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 1m 5s | Global ETA: 39m 31s
[2025-11-25T11:52:54.651823] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:52:54.652685] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:54.652828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:54.654522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:54.655106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:54.655582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:52:54.658109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:54.666204] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:54.704953] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:52:54.748770] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.49% | Symbol ETA: 15.3s | Global ETA: 39m 31s
[2025-11-25T11:52:54.749055] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:52:54.749879] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:54.750033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:54.751139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:54.752030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:52:54.753307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:54.872429] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:54.970867] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:52:54.984713] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 15.7s | Global ETA: 39m 32s
[2025-11-25T11:52:54.985016] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:52:54.985852] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:54.985992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:54.995083] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:52:55.100327] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:52:55.114132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:55.115791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:52:55.116925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:55.147196] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:55.167064] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:55.263496] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.35% | Symbol ETA: 21.1s | Global ETA: 39m 32s
[2025-11-25T11:52:55.263817] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:52:55.264630] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:55.264799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:55.269727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:55.271144] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -1.79% | Symbol ETA: 1m 5s | Global ETA: 39m 32s
[2025-11-25T11:52:55.271407] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:52:55.272248] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:55.272391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:55.274117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:55.274707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:55.275179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:52:55.277595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:55.280551] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:55.364938] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.79% | Symbol ETA: 14.7s | Global ETA: 39m 32s
[2025-11-25T11:52:55.365218] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:52:55.366075] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:55.366219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:55.367267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:55.368164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:52:55.369419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:55.394337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:55.396535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:55.397461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:55.401716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:55.475341] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:52:55.612220] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:52:55.643985] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:55.729309] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:52:55.755618] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.69% | Symbol ETA: 14.9s | Global ETA: 39m 33s
[2025-11-25T11:52:55.770452] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:52:55.780705] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:55.885074] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 1.37% | Symbol ETA: 1m 4s | Global ETA: 39m 33s
[2025-11-25T11:52:55.885358] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:52:55.886244] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:55.886387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:55.888164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:55.888774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:55.889250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:52:55.891752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:55.906982] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:55.925034] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 2.17%, Actual: 2.67%
[2025-11-25T11:52:55.939990] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:55.988319] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -1.06% | Symbol ETA: 14.0s | Global ETA: 39m 33s
[2025-11-25T11:52:55.988603] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:52:55.989454] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:55.989596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:55.990621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:55.991677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:52:55.993042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:56.054780] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.35% | Symbol ETA: 20.4s | Global ETA: 39m 33s
[2025-11-25T11:52:56.055070] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:52:56.055923] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:56.056064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:56.061009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:56.095550] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -3.69%, Actual: 3.10%
[2025-11-25T11:52:56.185699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:56.187928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:56.188852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:56.193130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:56.232049] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:52:56.268011] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 3.38%, Actual: 1.78%
[2025-11-25T11:52:56.341190] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:52:56.402549] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:56.441627] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -1.41%, Actual: 1.72%
[2025-11-25T11:52:56.505910] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 1m 3s | Global ETA: 39m 34s
[2025-11-25T11:52:56.506204] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:52:56.507169] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:56.507315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:56.509120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:56.509734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:56.510204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:52:56.512630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:56.515064] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:56.534470] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:52:56.599564] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 0.02% | Symbol ETA: 13.4s | Global ETA: 39m 34s
[2025-11-25T11:52:56.599897] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:52:56.600873] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:56.601024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:56.602175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:56.603142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:52:56.604445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:56.610422] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 0.56%, Actual: 1.43%
[2025-11-25T11:52:56.705098] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:52:56.778194] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.98%, Actual: 0.07%
[2025-11-25T11:52:56.818873] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 3.31% | Symbol ETA: 19.6s | Global ETA: 39m 35s
[2025-11-25T11:52:56.819183] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:52:56.820052] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:56.820197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:56.824998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:56.853427] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:52:56.944671] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 3.34%
[2025-11-25T11:52:56.947438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:56.949567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:56.950160] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:52:56.950492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:56.954960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:57.024276] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:57.110201] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 0.34%
[2025-11-25T11:52:57.117789] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:52:57.128551] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.03% | Symbol ETA: 1m 3s | Global ETA: 39m 35s
[2025-11-25T11:52:57.128866] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:52:57.129723] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:57.129861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:57.131614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:57.132229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:57.132732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:52:57.135174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:57.198086] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.44% | Symbol ETA: 12.8s | Global ETA: 39m 35s
[2025-11-25T11:52:57.198403] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:52:57.199264] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:57.199400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:57.200438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:57.201384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:52:57.202710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:57.278148] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 0.95%, Actual: 1.43%
[2025-11-25T11:52:57.293204] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:52:57.447356] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.69%, Actual: 1.66%
[2025-11-25T11:52:57.447638] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 51.8780%
[2025-11-25T11:52:57.447904] [INFO ] [main      ] RVTY: DISCARDED add_morning_followthrough_mag_T0 (score: 51.88%)
[2025-11-25T11:52:57.448025] [INFO ] [main      ] RVTY: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:52:57.448130] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_morning_range_expansion']
[2025-11-25T11:52:57.448239] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:52:57.460686] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:52:57.461290] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:52:57.462213] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:57.462358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:57.471592] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:52:57.479174] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:52:57.581894] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:52:57.610836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:57.613251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:57.613103] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -1.86% | Symbol ETA: 18.8s | Global ETA: 39m 36s
[2025-11-25T11:52:57.613541] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:52:57.614944] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:57.615141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:57.620092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:57.623017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:57.758826] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:57.809473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:57.812679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:57.814269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:57.821274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:57.849513] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:52:57.890450] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.85% | Symbol ETA: 1m 2s | Global ETA: 39m 36s
[2025-11-25T11:52:57.890808] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:52:57.891771] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:52:57.891937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:52:57.893841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:52:57.894518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:52:57.895056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:52:57.897983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:57.950716] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 12.2s | Global ETA: 39m 36s
[2025-11-25T11:52:57.951078] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:52:57.952343] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:57.952530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:57.954006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:57.955292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:52:57.957196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:58.100079] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:52:58.300235] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:52:58.366498] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:52:58.422327] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:52:58.423668] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:52:58.510069] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:52:58.531481] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 4.15% | Symbol ETA: 23.3s | Global ETA: 39m 37s
[2025-11-25T11:52:58.531866] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:52:58.533199] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:58.533307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:58.604139] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:58.633003] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.71% | Symbol ETA: 18.3s | Global ETA: 39m 37s
[2025-11-25T11:52:58.633180] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:52:58.634727] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:58.634878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:58.640427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:58.656501] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:52:58.691575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:58.693418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:58.699225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:58.710872] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.68% | Symbol ETA: 1m 2s | Global ETA: 39m 38s
[2025-11-25T11:52:58.736183] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 11.6s | Global ETA: 39m 38s
[2025-11-25T11:52:58.736470] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:52:58.737381] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:58.737520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:52:58.738536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:58.739434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:52:58.740749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:58.771762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:58.774052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:58.775067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:58.779538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:58.886769] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.41%, Actual: 2.49%
[2025-11-25T11:52:59.062113] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -2.47%, Actual: 0.68%
[2025-11-25T11:52:59.071817] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:52:59.088323] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:52:59.147336] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:52:59.247099] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.03%, Actual: 0.50%
[2025-11-25T11:52:59.247892] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:52:59.262743] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:52:59.341166] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.70% | Symbol ETA: 10.9s | Global ETA: 39m 39s
[2025-11-25T11:52:59.350345] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:52:59.366452] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.99% | Symbol ETA: 21.3s | Global ETA: 39m 39s
[2025-11-25T11:52:59.366775] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:52:59.367684] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:52:59.367843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:59.425496] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.57%
[2025-11-25T11:52:59.483297] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.47% | Symbol ETA: 17.4s | Global ETA: 39m 39s
[2025-11-25T11:52:59.483610] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:52:59.484733] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:52:59.484888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:52:59.490376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:52:59.491211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:52:59.492248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:59.497160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:59.515382] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.52%, Actual: 0.73%
[2025-11-25T11:52:59.603858] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -1.79%, Actual: 0.54%
[2025-11-25T11:52:59.636815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:52:59.639203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:52:59.640242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:52:59.645610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:52:59.685724] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 1.00%
[2025-11-25T11:52:59.781120] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 1.37%, Actual: 0.80%
[2025-11-25T11:52:59.859682] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.49%, Actual: 1.32%
[2025-11-25T11:52:59.886030] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:52:59.951538] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.02%, Actual: 2.52%
[2025-11-25T11:53:00.021897] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:53:00.032165] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.79%, Actual: 0.51%
[2025-11-25T11:53:00.058038] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:00.131762] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.03%, Actual: 0.11%
[2025-11-25T11:53:00.179417] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 3.18% | Symbol ETA: 20.0s | Global ETA: 39m 40s
[2025-11-25T11:53:00.179577] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:53:00.180601] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:00.180703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:00.203006] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:00.210519] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -1.06%, Actual: 0.45%
[2025-11-25T11:53:00.301308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:00.302837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:53:00.307468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:00.310351] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.85%, Actual: 0.27%
[2025-11-25T11:53:00.323557] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -1.51% | Symbol ETA: 16.6s | Global ETA: 39m 40s
[2025-11-25T11:53:00.323887] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:53:00.324936] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:00.325087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:00.330178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:00.382790] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 0.11%
[2025-11-25T11:53:00.465806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:00.468176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:00.469380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:53:00.474042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:00.527318] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.68%, Actual: 1.30%
[2025-11-25T11:53:00.527562] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 36.0438%
[2025-11-25T11:53:00.527732] [INFO ] [main      ] KOF: DISCARDED add_day_shape_ratios (score: 36.04%)
[2025-11-25T11:53:00.527795] [INFO ] [main      ] KOF: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:53:00.527844] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency']
[2025-11-25T11:53:00.527893] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:53:00.561404] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:00.565432] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:53:00.568000] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.44%, Actual: 2.40%
[2025-11-25T11:53:00.568847] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:00.568945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:00.573834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:00.574419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:00.577900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:00.715534] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:53:00.826251] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.82%, Actual: 1.03%
[2025-11-25T11:53:00.850857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:00.900264] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:53:01.027534] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:01.080232] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:01.188546] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 2.19% | Symbol ETA: 19.3s | Global ETA: 39m 41s
[2025-11-25T11:53:01.188866] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:53:01.189739] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:01.189878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:01.191043] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.69%, Actual: 0.72%
[2025-11-25T11:53:01.200329] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.94% | Symbol ETA: 15.8s | Global ETA: 39m 41s
[2025-11-25T11:53:01.200542] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:53:01.201507] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:01.201602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:01.206586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:01.294887] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:53:01.311325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:01.312974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:53:01.317330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:01.336033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:01.338325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:01.339391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:53:01.344121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:01.397040] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.70%, Actual: 1.79%
[2025-11-25T11:53:01.397273] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 62.9331%
[2025-11-25T11:53:01.397395] [INFO ] [main      ] CBL: KEPT add_open_11_elasticity (score: 62.93%)
[2025-11-25T11:53:01.397443] [INFO ] [main      ] CBL: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:53:01.397483] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_open_reversal_intensity']
[2025-11-25T11:53:01.397522] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:53:01.410974] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:01.411551] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:53:01.412482] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:01.412553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:01.413469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:01.414307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:01.415484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:01.416782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:01.518574] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:01.637351] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.06% | Symbol ETA: 1m 5s | Global ETA: 39m 42s
[2025-11-25T11:53:01.637679] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:53:01.638555] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:01.638717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:01.640615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:01.641233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:01.641741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:01.696498] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:53:01.742505] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:53:01.768858] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:53:01.775429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:01.879027] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:01.937228] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:01.946841] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:01.995854] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 0.99% | Symbol ETA: 18.2s | Global ETA: 39m 43s
[2025-11-25T11:53:01.996005] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:53:01.996802] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:01.996883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:02.037917] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.82% | Symbol ETA: 16.4s | Global ETA: 39m 43s
[2025-11-25T11:53:02.038083] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:53:02.039001] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:02.039080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:02.040082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:02.040935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:02.042174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:02.043471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:02.068572] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -4.39% | Symbol ETA: 15.0s | Global ETA: 39m 43s
[2025-11-25T11:53:02.068756] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:53:02.069575] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:02.069683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:02.075049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:02.126586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:02.128125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:53:02.132550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:02.149663] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:53:02.201774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:02.203829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:02.204633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:53:02.208980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:02.325591] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:02.412989] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:53:02.431459] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -4.05% | Symbol ETA: 1m 2s | Global ETA: 39m 43s
[2025-11-25T11:53:02.431826] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:53:02.432744] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:02.432888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:02.434635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:02.435273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:02.435769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:02.476849] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:53:02.559736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:02.563580] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:53:02.593195] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:02.651583] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:02.679863] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 15.8s | Global ETA: 39m 44s
[2025-11-25T11:53:02.680161] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:53:02.681019] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:02.681159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:02.682140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:02.683040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:02.684285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:02.685705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:02.734633] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:02.770629] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.26% | Symbol ETA: 17.2s | Global ETA: 39m 44s
[2025-11-25T11:53:02.770819] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:53:02.771838] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:02.771954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:02.845997] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 14.1s | Global ETA: 39m 44s
[2025-11-25T11:53:02.897103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:02.898782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:53:02.903211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:02.904042] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:53:03.022253] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.35%, Actual: 2.07%
[2025-11-25T11:53:03.040742] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:53:03.075134] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:03.179899] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.87% | Symbol ETA: 1m 1s | Global ETA: 39m 45s
[2025-11-25T11:53:03.180195] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:53:03.181080] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:03.181224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:03.183009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:03.183584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:03.184080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:03.218542] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:03.218999] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.35%, Actual: 2.19%
[2025-11-25T11:53:03.246389] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:53:03.301602] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.52% | Symbol ETA: 15.2s | Global ETA: 39m 45s
[2025-11-25T11:53:03.301955] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:53:03.302818] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:03.302957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:03.304051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:03.304951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:03.306191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:03.307585] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:03.314094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:03.392245] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 3.31%, Actual: 0.51%
[2025-11-25T11:53:03.423098] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:03.537420] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.80% | Symbol ETA: 16.3s | Global ETA: 39m 45s
[2025-11-25T11:53:03.537733] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:53:03.538503] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:03.538663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:03.578918] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -1.86%, Actual: 0.26%
[2025-11-25T11:53:03.659488] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:53:03.664834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:03.666511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:53:03.670918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:03.679293] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:53:03.756373] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.71%, Actual: 1.82%
[2025-11-25T11:53:03.830577] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:03.862625] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:03.912147] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.59% | Symbol ETA: 14.5s | Global ETA: 39m 46s
[2025-11-25T11:53:03.912441] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:53:03.913406] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:03.913538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:03.914502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:03.915396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:03.916631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:03.918077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:03.933359] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.47%, Actual: 0.32%
[2025-11-25T11:53:03.972820] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.46% | Symbol ETA: 60.0s | Global ETA: 39m 46s
[2025-11-25T11:53:03.973142] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:53:03.974083] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:03.974237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:03.976082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:03.976746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:03.977276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:04.016197] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:53:04.101872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:04.117804] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -1.51%, Actual: 0.38%
[2025-11-25T11:53:04.190229] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:04.275426] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:53:04.294064] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.94%, Actual: 2.15%
[2025-11-25T11:53:04.304062] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.92% | Symbol ETA: 15.4s | Global ETA: 39m 46s
[2025-11-25T11:53:04.304349] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:53:04.305122] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:04.305262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:04.425217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:04.426841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:53:04.431222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:04.447028] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:53:04.453486] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:04.461873] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -4.39%, Actual: 0.72%
[2025-11-25T11:53:04.538018] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 13.9s | Global ETA: 39m 47s
[2025-11-25T11:53:04.538322] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:53:04.539134] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:04.539282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:04.540470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:04.541458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:04.542760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:04.544208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:04.625380] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:04.631037] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 1.07%
[2025-11-25T11:53:04.631378] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 37.2572%
[2025-11-25T11:53:04.631533] [INFO ] [main      ] LVS: DISCARDED add_morning_range_expansion (score: 37.26%)
[2025-11-25T11:53:04.631669] [INFO ] [main      ] LVS: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:53:04.631767] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_open_11_elasticity']
[2025-11-25T11:53:04.631902] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:53:04.650977] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:04.651573] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:53:04.652512] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:04.652598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:04.657500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:04.731267] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -3.02% | Symbol ETA: 59.0s | Global ETA: 39m 47s
[2025-11-25T11:53:04.731433] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:53:04.732250] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:04.732486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:04.734252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:04.734838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:04.735342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:04.772079] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:53:04.788278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:04.790235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:04.791088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:04.792278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:04.858536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:04.905495] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:53:04.941059] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:05.054136] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 0.70% | Symbol ETA: 14.5s | Global ETA: 39m 48s
[2025-11-25T11:53:05.054280] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:53:05.055046] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:05.055120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:05.086673] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:05.136617] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:53:05.173136] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 13.3s | Global ETA: 39m 48s
[2025-11-25T11:53:05.173329] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:53:05.174167] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:05.174244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:05.175209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:05.176018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:05.176821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:05.177213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:05.178199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:53:05.178737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:05.182491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:05.201121] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:53:05.308521] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:05.375040] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:05.427705] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.04% | Symbol ETA: 20.8s | Global ETA: 39m 48s
[2025-11-25T11:53:05.427853] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:53:05.428670] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:05.428849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:05.433897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:05.476849] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.28% | Symbol ETA: 58.1s | Global ETA: 39m 48s
[2025-11-25T11:53:05.477136] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:53:05.477985] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:05.478199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:05.479976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:05.480552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:05.481041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:05.530529] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:53:05.539016] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:53:05.565022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:05.567092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:05.568006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:05.569281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:05.606155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:05.715617] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:05.716209] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:05.797887] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.85% | Symbol ETA: 12.7s | Global ETA: 39m 49s
[2025-11-25T11:53:05.798039] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:53:05.798892] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:05.799113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:05.800191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:05.801094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:05.802390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:05.803822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:05.831893] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.28% | Symbol ETA: 13.7s | Global ETA: 39m 49s
[2025-11-25T11:53:05.913067] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:53:05.950596] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:53:06.010613] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.15%, Actual: 2.67%
[2025-11-25T11:53:06.103519] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:06.120856] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:06.164618] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:53:06.190721] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.99%, Actual: 3.10%
[2025-11-25T11:53:06.220531] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -0.25% | Symbol ETA: 20.1s | Global ETA: 39m 49s
[2025-11-25T11:53:06.220723] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:53:06.221637] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:06.221800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:06.222009] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.55% | Symbol ETA: 57.3s | Global ETA: 39m 49s
[2025-11-25T11:53:06.222170] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:53:06.222947] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:06.223032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:06.224691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:06.225339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:06.225838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:06.226818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:06.344016] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:06.347493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:06.355015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:06.357138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:06.358064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:06.359333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:06.359895] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 3.18%, Actual: 1.78%
[2025-11-25T11:53:06.428191] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 12.0s | Global ETA: 39m 50s
[2025-11-25T11:53:06.428491] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:53:06.429381] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:06.429516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:06.430506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:06.431489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:06.432793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:06.434361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:06.529015] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 2.19%, Actual: 1.72%
[2025-11-25T11:53:06.690004] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:53:06.697478] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 0.99%, Actual: 1.43%
[2025-11-25T11:53:06.701128] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:53:06.790845] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:53:06.859304] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:06.866371] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.26%, Actual: 0.07%
[2025-11-25T11:53:06.873855] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:06.961266] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.74% | Symbol ETA: 56.5s | Global ETA: 39m 51s
[2025-11-25T11:53:06.961566] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:53:06.962544] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:06.962706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:06.964534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:06.964486] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:06.965087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:06.965497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:06.996567] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 2.94% | Symbol ETA: 19.3s | Global ETA: 39m 51s
[2025-11-25T11:53:06.996737] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:53:06.997558] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:06.997682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:07.002435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:07.035151] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.80%, Actual: 3.34%
[2025-11-25T11:53:07.046267] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.44% | Symbol ETA: 11.4s | Global ETA: 39m 51s
[2025-11-25T11:53:07.046541] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:53:07.047413] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:07.047549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:07.048572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:07.049445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:07.050680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:07.052119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:07.097617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:07.128675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:07.130909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:07.131867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:07.133152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:07.206524] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.92%, Actual: 0.34%
[2025-11-25T11:53:07.377082] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 1.43%
[2025-11-25T11:53:07.408307] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:53:07.440687] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:53:07.495043] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:53:07.566479] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.28%, Actual: 1.66%
[2025-11-25T11:53:07.566875] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 52.2098%
[2025-11-25T11:53:07.567026] [INFO ] [main      ] RVTY: DISCARDED add_morning_range_expansion (score: 52.21%)
[2025-11-25T11:53:07.567150] [INFO ] [main      ] RVTY: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:53:07.567255] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_open_11_elasticity']
[2025-11-25T11:53:07.567364] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:53:07.580555] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:07.581370] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:53:07.582275] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:07.582416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:07.591160] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:07.618802] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:07.672952] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.40% | Symbol ETA: 10.8s | Global ETA: 39m 52s
[2025-11-25T11:53:07.675309] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:07.709172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:07.710861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:07.712185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:07.722824] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 55.7s | Global ETA: 39m 52s
[2025-11-25T11:53:07.723079] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:53:07.723908] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:07.724047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:07.725770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:07.726384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:07.726870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:07.791396] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.95% | Symbol ETA: 18.6s | Global ETA: 39m 52s
[2025-11-25T11:53:07.791717] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:53:07.792592] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:07.792754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:07.797586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:07.847306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:07.851432] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.82%, Actual: 0.73%
[2025-11-25T11:53:07.926135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:07.928247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:07.929165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:07.930438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:08.027875] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.12%, Actual: 1.00%
[2025-11-25T11:53:08.088200] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:53:08.212735] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.52%, Actual: 1.32%
[2025-11-25T11:53:08.254388] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:53:08.265256] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:08.284478] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:53:08.384740] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 2.14% | Symbol ETA: 21.0s | Global ETA: 39m 53s
[2025-11-25T11:53:08.385046] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:53:08.385912] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:08.386055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:08.398089] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.59%, Actual: 0.51%
[2025-11-25T11:53:08.425352] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:08.457275] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:08.508848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:08.510323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:08.511728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:08.524582] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.72% | Symbol ETA: 54.9s | Global ETA: 39m 53s
[2025-11-25T11:53:08.574377] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.43% | Symbol ETA: 17.8s | Global ETA: 39m 53s
[2025-11-25T11:53:08.574523] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:53:08.574501] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 0.45%
[2025-11-25T11:53:08.575335] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:08.575420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:08.580468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:08.693299] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.06%, Actual: 2.49%
[2025-11-25T11:53:08.704261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:08.706246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:08.707168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:08.708384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:08.745636] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.03%, Actual: 0.11%
[2025-11-25T11:53:08.853872] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:53:08.862002] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -4.05%, Actual: 0.68%
[2025-11-25T11:53:08.921547] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 2.40%
[2025-11-25T11:53:09.027328] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:09.034096] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.87%, Actual: 0.50%
[2025-11-25T11:53:09.051687] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:53:09.100680] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 1.03%
[2025-11-25T11:53:09.144762] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -3.22% | Symbol ETA: 20.1s | Global ETA: 39m 54s
[2025-11-25T11:53:09.145050] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:53:09.145887] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:09.146027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:09.206188] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.46%, Actual: 0.57%
[2025-11-25T11:53:09.228282] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:09.269424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:09.271007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:09.272339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:09.284301] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.44%, Actual: 0.72%
[2025-11-25T11:53:09.350053] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.68% | Symbol ETA: 17.0s | Global ETA: 39m 54s
[2025-11-25T11:53:09.350396] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:53:09.351274] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:09.351417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:09.356315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:09.377086] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -3.02%, Actual: 0.54%
[2025-11-25T11:53:09.470392] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.40%, Actual: 1.79%
[2025-11-25T11:53:09.470851] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 46.6988%
[2025-11-25T11:53:09.471006] [INFO ] [main      ] CBL: DISCARDED add_open_reversal_intensity (score: 46.70%)
[2025-11-25T11:53:09.471151] [INFO ] [main      ] CBL: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:09.471263] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:53:09.471366] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:53:09.477930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:09.479822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:09.480898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:09.482215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:09.486767] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:09.487407] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:53:09.488408] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:09.488501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:09.489504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:09.490435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:09.491719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:09.493290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:09.549348] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.80%
[2025-11-25T11:53:09.614505] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:53:09.720601] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.55%, Actual: 2.52%
[2025-11-25T11:53:09.783094] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:09.821062] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:53:09.852581] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:53:09.889392] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.74%, Actual: 0.11%
[2025-11-25T11:53:09.901839] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 5.53% | Symbol ETA: 19.2s | Global ETA: 39m 55s
[2025-11-25T11:53:09.902120] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:53:09.902977] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:09.903122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:09.988302] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:10.025328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:10.026976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:10.028291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:10.031084] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:10.058557] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 0.27%
[2025-11-25T11:53:10.097228] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -4.56% | Symbol ETA: 16.2s | Global ETA: 39m 56s
[2025-11-25T11:53:10.097486] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:53:10.098321] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:10.098463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:10.103258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:10.117028] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 15.1s | Global ETA: 39m 56s
[2025-11-25T11:53:10.117336] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:53:10.118218] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:10.118358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:10.119369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:10.120283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:10.121637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:10.123338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:10.225809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:10.227766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:10.228686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:10.228954] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.72%, Actual: 1.30%
[2025-11-25T11:53:10.229293] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 42.0604%
[2025-11-25T11:53:10.229486] [INFO ] [main      ] KOF: KEPT add_directional_consistency (score: 42.06%)
[2025-11-25T11:53:10.229603] [INFO ] [main      ] KOF: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:53:10.229726] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_fullday_parkinson_range']
[2025-11-25T11:53:10.229836] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:53:10.229907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:10.243496] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:10.244242] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:53:10.245173] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:10.245311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:10.247113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:10.247726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:10.248199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:10.370409] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:53:10.374443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:10.376543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:10.488112] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:53:10.538880] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:10.572358] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:53:10.652361] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -1.33% | Symbol ETA: 18.4s | Global ETA: 39m 56s
[2025-11-25T11:53:10.652678] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:53:10.653485] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:10.653625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:10.664159] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:10.713146] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:53:10.740903] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:10.749671] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 14.5s | Global ETA: 39m 57s
[2025-11-25T11:53:10.749827] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:53:10.750599] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:10.750689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:10.751586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:10.752412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:10.753868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:10.755586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:10.774944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:10.776312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:10.777528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:10.852894] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -3.33% | Symbol ETA: 15.4s | Global ETA: 39m 57s
[2025-11-25T11:53:10.853049] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:53:10.853843] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:10.854032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:10.858884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:10.884344] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:10.978581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:10.980453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:10.981323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:10.982529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:10.986655] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.01% | Symbol ETA: 1m 0s | Global ETA: 39m 57s
[2025-11-25T11:53:10.986960] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:53:10.987858] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:10.988015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:10.989826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:10.990466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:10.991066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:11.096045] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:53:11.116706] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:53:11.117939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:11.120074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:11.272711] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:11.285864] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:11.325367] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:53:11.357344] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.77% | Symbol ETA: 13.8s | Global ETA: 39m 58s
[2025-11-25T11:53:11.357634] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:53:11.358511] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:11.358665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:11.359730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:11.360592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:11.361867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:11.363569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:11.398023] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 0.66% | Symbol ETA: 17.6s | Global ETA: 39m 58s
[2025-11-25T11:53:11.398302] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:53:11.399129] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:11.399268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:11.457776] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:53:11.492530] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:11.520700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:11.522289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:11.523578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:11.606792] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.21% | Symbol ETA: 14.6s | Global ETA: 39m 58s
[2025-11-25T11:53:11.606959] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:53:11.607787] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:11.608013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:11.613088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:11.629907] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:11.721536] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:53:11.738615] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.39% | Symbol ETA: 59.3s | Global ETA: 39m 58s
[2025-11-25T11:53:11.738923] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:53:11.739841] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:11.739982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:11.741770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:11.742355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:11.742799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:11.742847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:11.744681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:11.745611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:11.746876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:11.866027] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:53:11.866781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:11.868956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:11.903617] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:11.985812] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.03% | Symbol ETA: 13.2s | Global ETA: 39m 59s
[2025-11-25T11:53:11.986098] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:53:11.986987] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:11.987139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:11.988124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:11.989011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:11.990278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:11.991886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:12.034670] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:12.086022] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:53:12.146506] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.95% | Symbol ETA: 16.8s | Global ETA: 39m 59s
[2025-11-25T11:53:12.146821] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:53:12.147691] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:12.147830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:12.204234] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:53:12.255746] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:12.268536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:12.269953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:12.271204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:12.345555] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:53:12.362579] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.28% | Symbol ETA: 13.9s | Global ETA: 39m 59s
[2025-11-25T11:53:12.374279] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:12.478212] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.84% | Symbol ETA: 58.6s | Global ETA: 39m 59s
[2025-11-25T11:53:12.478526] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:53:12.479443] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:12.479583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:12.481361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:12.481983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:12.482496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:12.523845] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:12.535131] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.04%, Actual: 2.07%
[2025-11-25T11:53:12.606796] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.99% | Symbol ETA: 12.5s | Global ETA: 39m 60s
[2025-11-25T11:53:12.607117] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:53:12.607562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:12.607948] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:12.608027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:12.608945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:12.609632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:12.609768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:12.610957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:12.611903] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:53:12.612478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:12.702734] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 2.19%
[2025-11-25T11:53:12.781707] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:12.875670] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 2.94%, Actual: 0.51%
[2025-11-25T11:53:12.893733] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 16.1s | Global ETA: 39m 60s
[2025-11-25T11:53:12.894011] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:53:12.894846] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:12.894985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:12.951576] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:53:12.990271] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:53:13.015100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:13.016504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:13.017804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:13.047930] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.95%, Actual: 0.26%
[2025-11-25T11:53:13.119539] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:13.175091] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:13.222083] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.43%, Actual: 1.82%
[2025-11-25T11:53:13.224137] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 57.8s | Global ETA: 40m 1s
[2025-11-25T11:53:13.224448] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:53:13.225293] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:13.225437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:13.227226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:13.227843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:13.228312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:13.261790] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 2.12% | Symbol ETA: 11.9s | Global ETA: 40m 1s
[2025-11-25T11:53:13.262082] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:53:13.262956] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:13.263132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:13.264125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:13.265030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:13.266319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:13.268095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:13.352679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:13.354834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:13.359480] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:53:13.396385] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.68%, Actual: 0.32%
[2025-11-25T11:53:13.531411] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:13.570749] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -4.56%, Actual: 0.38%
[2025-11-25T11:53:13.623362] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:53:13.645185] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.00% | Symbol ETA: 15.3s | Global ETA: 40m 1s
[2025-11-25T11:53:13.645481] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:53:13.646304] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:13.646447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:13.698751] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:53:13.743498] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -3.33%, Actual: 2.15%
[2025-11-25T11:53:13.769426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:13.770973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:13.772270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:13.796014] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:13.872062] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:13.876003] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 11.3s | Global ETA: 40m 2s
[2025-11-25T11:53:13.876279] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:53:13.877135] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:13.877293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:13.878287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:13.879163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:13.880377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:13.881962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:13.919516] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.21%, Actual: 0.72%
[2025-11-25T11:53:13.978966] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -1.56% | Symbol ETA: 57.1s | Global ETA: 40m 2s
[2025-11-25T11:53:13.979274] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:53:13.980113] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:13.980259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:13.982053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:13.982634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:13.983116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:14.090532] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.28%, Actual: 1.07%
[2025-11-25T11:53:14.090967] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 32.7112%
[2025-11-25T11:53:14.091152] [INFO ] [main      ] LVS: DISCARDED add_open_11_elasticity (score: 32.71%)
[2025-11-25T11:53:14.091296] [INFO ] [main      ] LVS: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:53:14.091405] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_open_reversal_intensity']
[2025-11-25T11:53:14.091515] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:53:14.106331] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:14.107129] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:53:14.108082] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:14.108229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:14.111858] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:53:14.111736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:14.113147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:14.113984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:14.228568] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:53:14.237777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:14.239865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:14.240773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:14.242133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:14.281435] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:14.390771] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.13% | Symbol ETA: 14.6s | Global ETA: 40m 2s
[2025-11-25T11:53:14.391058] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:53:14.391881] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:14.392018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:14.400104] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:14.456498] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:53:14.479104] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 10.7s | Global ETA: 40m 2s
[2025-11-25T11:53:14.479392] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:53:14.480242] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:14.480376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:14.481358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:14.482274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:14.483537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:14.485147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:14.511791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:14.513182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:14.514468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:14.586449] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:53:14.628474] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:14.730213] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 56.3s | Global ETA: 40m 3s
[2025-11-25T11:53:14.730511] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:53:14.731416] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:14.731560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:14.733391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:14.734012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:14.734499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:14.756799] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:14.826875] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:53:14.851985] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:53:14.861670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:14.863741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:14.871657] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.13% | Symbol ETA: 18.8s | Global ETA: 40m 3s
[2025-11-25T11:53:14.871950] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:53:14.872792] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:14.872932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:14.877887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:15.002353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:15.004560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:15.005411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:15.006734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:15.020581] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:15.021593] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:15.110085] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.44% | Symbol ETA: 10.0s | Global ETA: 40m 3s
[2025-11-25T11:53:15.110367] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:53:15.111215] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:15.111348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:15.112317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:15.113196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:15.114429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:15.116020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:15.131365] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -1.21% | Symbol ETA: 13.8s | Global ETA: 40m 4s
[2025-11-25T11:53:15.203270] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:53:15.302291] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 2.14%, Actual: 2.67%
[2025-11-25T11:53:15.353032] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:53:15.375679] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:15.459208] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:53:15.470713] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -3.22%, Actual: 3.10%
[2025-11-25T11:53:15.476504] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.22% | Symbol ETA: 55.6s | Global ETA: 40m 4s
[2025-11-25T11:53:15.476850] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:53:15.477753] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:15.477893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:15.479601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:15.480209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:15.480703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:15.521139] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:15.606925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:15.609034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:15.629584] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:15.634790] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 18.0s | Global ETA: 40m 4s
[2025-11-25T11:53:15.635079] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:53:15.635896] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:15.636036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:15.640223] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 5.53%, Actual: 1.78%
[2025-11-25T11:53:15.640905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:15.710771] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.82% | Symbol ETA: 9.4s | Global ETA: 40m 4s
[2025-11-25T11:53:15.768902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:15.771109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:15.772034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:15.773447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:15.811129] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -1.33%, Actual: 1.72%
[2025-11-25T11:53:15.884409] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.81%, Actual: 0.73%
[2025-11-25T11:53:15.954552] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:53:15.983930] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 1.43%
[2025-11-25T11:53:16.058306] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 1.00%
[2025-11-25T11:53:16.117073] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:53:16.128393] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:16.151741] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.95%, Actual: 0.07%
[2025-11-25T11:53:16.232078] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.78% | Symbol ETA: 54.9s | Global ETA: 40m 5s
[2025-11-25T11:53:16.232382] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:53:16.232222] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.77%, Actual: 1.32%
[2025-11-25T11:53:16.233222] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:16.233320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:16.235034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:16.235632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:16.236138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:16.286841] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:16.320971] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.42%, Actual: 3.34%
[2025-11-25T11:53:16.362189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:16.364393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:16.398114] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 4.51% | Symbol ETA: 17.3s | Global ETA: 40m 6s
[2025-11-25T11:53:16.398408] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:53:16.399250] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:16.399405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:16.404262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:16.407548] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 0.51%
[2025-11-25T11:53:16.490812] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.00%, Actual: 0.34%
[2025-11-25T11:53:16.527168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:16.529310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:16.530222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:16.531569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:16.582873] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.99%, Actual: 0.45%
[2025-11-25T11:53:16.658293] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.13%, Actual: 1.43%
[2025-11-25T11:53:16.705557] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:53:16.759990] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 2.12%, Actual: 0.11%
[2025-11-25T11:53:16.828987] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -1.21%, Actual: 1.66%
[2025-11-25T11:53:16.829314] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 46.2420%
[2025-11-25T11:53:16.829470] [INFO ] [main      ] RVTY: DISCARDED add_open_11_elasticity (score: 46.24%)
[2025-11-25T11:53:16.829588] [INFO ] [main      ] RVTY: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:53:16.829703] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_open_reversal_intensity']
[2025-11-25T11:53:16.829808] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:53:16.842014] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:16.842553] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:53:16.843440] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:16.843580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:16.869126] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:53:16.872863] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:16.935974] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 2.40%
[2025-11-25T11:53:16.965870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:16.967355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:16.968713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:16.975590] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -0.75% | Symbol ETA: 54.1s | Global ETA: 40m 6s
[2025-11-25T11:53:16.975775] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:53:16.976533] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:16.976615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:16.978400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:16.978937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:16.979348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:17.038465] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:17.098466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:17.100602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:17.107483] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.20%, Actual: 1.03%
[2025-11-25T11:53:17.148728] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.14% | Symbol ETA: 16.5s | Global ETA: 40m 7s
[2025-11-25T11:53:17.149036] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:53:17.149908] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:17.150049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:17.154984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:17.277851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:17.280034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:17.280962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:17.281066] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.44%, Actual: 0.72%
[2025-11-25T11:53:17.282374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:17.307639] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:53:17.439787] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:53:17.458557] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.82%, Actual: 1.79%
[2025-11-25T11:53:17.458918] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 40.7029%
[2025-11-25T11:53:17.459081] [INFO ] [main      ] CBL: DISCARDED add_open_vs_close_liquidity_ratio (score: 40.70%)
[2025-11-25T11:53:17.459196] [INFO ] [main      ] CBL: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:53:17.459299] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_open_vs_prev_range_position']
[2025-11-25T11:53:17.459401] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:53:17.473067] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:17.473765] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:53:17.474690] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:17.474820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:17.475797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:17.476679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:17.477933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:17.480890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:17.487438] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:17.612009] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.06% | Symbol ETA: 18.6s | Global ETA: 40m 7s
[2025-11-25T11:53:17.612373] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:53:17.613300] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:17.613447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:17.617151] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:17.626188] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:53:17.719026] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.01% | Symbol ETA: 53.4s | Global ETA: 40m 8s
[2025-11-25T11:53:17.736683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:17.738283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:17.739657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:17.795179] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:17.826914] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:53:17.890245] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.01%, Actual: 2.49%
[2025-11-25T11:53:17.908728] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.12% | Symbol ETA: 15.7s | Global ETA: 40m 8s
[2025-11-25T11:53:17.909027] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:53:17.909908] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:17.910052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:17.914943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:18.000994] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:18.045398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:18.047668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:18.048591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:18.050000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:18.069315] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.39%, Actual: 0.68%
[2025-11-25T11:53:18.086135] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 14.1s | Global ETA: 40m 8s
[2025-11-25T11:53:18.086427] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:53:18.087307] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:18.087441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:18.088404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:18.089066] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:53:18.089288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:18.090537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:18.093517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:18.241799] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.84%, Actual: 0.50%
[2025-11-25T11:53:18.258824] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:18.375362] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.85% | Symbol ETA: 17.8s | Global ETA: 40m 9s
[2025-11-25T11:53:18.375669] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:53:18.376470] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:18.376610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:18.393256] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:53:18.415759] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.57%
[2025-11-25T11:53:18.437972] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:53:18.498045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:18.499619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:18.501071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:18.563970] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:18.590428] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -1.56%, Actual: 0.54%
[2025-11-25T11:53:18.613983] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:18.679029] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 15.0s | Global ETA: 40m 9s
[2025-11-25T11:53:18.679324] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:53:18.680184] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:18.680327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:18.685321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:18.696720] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 13.5s | Global ETA: 40m 9s
[2025-11-25T11:53:18.696998] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:53:18.697896] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:18.698033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:18.699047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:18.699988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:18.701265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:18.704323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:18.766950] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.35%, Actual: 0.80%
[2025-11-25T11:53:18.814252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:18.816299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:18.817234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:18.818628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:18.842418] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:53:18.939390] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.22%, Actual: 2.52%
[2025-11-25T11:53:19.012094] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:19.057794] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:53:19.112931] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.78%, Actual: 0.11%
[2025-11-25T11:53:19.128184] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 1.55% | Symbol ETA: 17.0s | Global ETA: 40m 10s
[2025-11-25T11:53:19.128336] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:53:19.129106] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:19.129180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:19.158021] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:53:19.232431] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:19.252471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:19.254133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:19.255535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:19.284969] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -0.75%, Actual: 0.27%
[2025-11-25T11:53:19.315257] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.05% | Symbol ETA: 12.9s | Global ETA: 40m 10s
[2025-11-25T11:53:19.315546] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:53:19.316403] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:19.316540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:19.317572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:19.318447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:19.319741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:19.322770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:19.330462] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:19.442480] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.84% | Symbol ETA: 14.2s | Global ETA: 40m 10s
[2025-11-25T11:53:19.442802] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:53:19.443625] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:19.443808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:19.451187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:19.462385] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.01%, Actual: 1.30%
[2025-11-25T11:53:19.462830] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 37.0445%
[2025-11-25T11:53:19.462964] [INFO ] [main      ] KOF: DISCARDED add_fullday_parkinson_range (score: 37.04%)
[2025-11-25T11:53:19.463091] [INFO ] [main      ] KOF: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:53:19.463209] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state']
[2025-11-25T11:53:19.463332] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:53:19.477665] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:19.478122] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:53:19.478987] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:19.479076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:19.480809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:19.481337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:19.481774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:19.578420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:19.580370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:19.581304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:19.582717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:19.600750] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:53:19.610924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:53:19.657149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:19.671381] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:53:19.769977] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:19.840244] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:19.888829] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 1.50% | Symbol ETA: 16.2s | Global ETA: 40m 11s
[2025-11-25T11:53:19.889121] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:53:19.890032] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:19.890175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:19.921401] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.85% | Symbol ETA: 12.3s | Global ETA: 40m 11s
[2025-11-25T11:53:19.921680] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:53:19.922487] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:19.922618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:19.923568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:19.924424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:19.925195] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:53:19.925639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:19.928636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:20.011220] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:53:20.014155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:20.015866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:20.017309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:20.093159] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:20.194338] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:20.209792] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -3.59% | Symbol ETA: 13.5s | Global ETA: 40m 12s
[2025-11-25T11:53:20.210051] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:53:20.210895] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:20.211038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:20.215854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:20.270304] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:53:20.304631] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.30% | Symbol ETA: 51.6s | Global ETA: 40m 12s
[2025-11-25T11:53:20.304994] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:53:20.305908] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:20.306051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:20.307929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:20.308595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:20.309099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:20.340614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:20.342707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:20.343607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:20.345027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:20.367473] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:53:20.439034] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:20.439826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:53:20.486658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:20.518476] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.61% | Symbol ETA: 11.7s | Global ETA: 40m 12s
[2025-11-25T11:53:20.518771] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:53:20.519532] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:20.519677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:20.520602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:20.521458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:20.522686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:20.525618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:20.553582] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:20.683718] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 0.47% | Symbol ETA: 15.5s | Global ETA: 40m 12s
[2025-11-25T11:53:20.684020] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:53:20.684863] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:20.685001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:20.685410] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:53:20.811342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:20.812868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:20.814478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:20.842519] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:53:20.854418] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:20.862489] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:53:20.967413] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -7.27% | Symbol ETA: 12.7s | Global ETA: 40m 13s
[2025-11-25T11:53:20.967712] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:53:20.968509] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:20.968667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:20.973457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:21.016025] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:21.030715] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:21.097669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:21.099484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:21.100361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:21.101750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:21.109847] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.97% | Symbol ETA: 11.1s | Global ETA: 40m 13s
[2025-11-25T11:53:21.110132] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:53:21.110956] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:21.111087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:21.112136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:21.113004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:21.114218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:21.117156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:21.127563] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -2.40% | Symbol ETA: 50.7s | Global ETA: 40m 13s
[2025-11-25T11:53:21.127873] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:53:21.128717] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:21.128859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:21.130607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:21.131190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:21.131681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:21.154991] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:53:21.258361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:53:21.303688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:21.324506] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:21.438153] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -1.03% | Symbol ETA: 14.7s | Global ETA: 40m 14s
[2025-11-25T11:53:21.438443] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:53:21.438479] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:53:21.439304] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:21.439487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:21.454008] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:53:21.561056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:21.562625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:21.564096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:21.609626] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:21.624227] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:21.650220] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:53:21.704684] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.36% | Symbol ETA: 10.4s | Global ETA: 40m 14s
[2025-11-25T11:53:21.704954] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:53:21.705728] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:21.705857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:21.706816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:21.707734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:21.708948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:21.711870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:21.718783] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 11.9s | Global ETA: 40m 14s
[2025-11-25T11:53:21.823406] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:21.888667] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.13%, Actual: 2.07%
[2025-11-25T11:53:21.898920] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:53:21.931886] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 0.86% | Symbol ETA: 49.8s | Global ETA: 40m 14s
[2025-11-25T11:53:21.932178] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:53:21.933029] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:21.933174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:21.935023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:21.935638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:21.936152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:22.048240] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:53:22.056274] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.10%, Actual: 2.19%
[2025-11-25T11:53:22.066533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:53:22.066821] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:22.114131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:22.179060] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.85% | Symbol ETA: 14.0s | Global ETA: 40m 15s
[2025-11-25T11:53:22.179340] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:53:22.180114] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:22.180253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:22.217589] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:22.226020] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 4.51%, Actual: 0.51%
[2025-11-25T11:53:22.297275] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 9.8s | Global ETA: 40m 15s
[2025-11-25T11:53:22.297563] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:53:22.298398] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:22.298528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:22.299467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:22.300340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:22.300315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:22.301499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:22.301786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:22.303151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:22.304457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:22.394411] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.14%, Actual: 0.26%
[2025-11-25T11:53:22.472622] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:53:22.563693] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.12%, Actual: 1.82%
[2025-11-25T11:53:22.642250] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:53:22.645177] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:53:22.651758] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:22.732159] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 0.32%
[2025-11-25T11:53:22.760836] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 49.0s | Global ETA: 40m 16s
[2025-11-25T11:53:22.760992] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:53:22.761852] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:22.761929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:22.763677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:22.764212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:22.764617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:22.817953] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:22.819099] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:22.894785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:53:22.899971] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.41% | Symbol ETA: 9.2s | Global ETA: 40m 16s
[2025-11-25T11:53:22.900281] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:53:22.901152] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:22.901286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:22.902286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:22.903179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:22.903997] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.84%, Actual: 0.38%
[2025-11-25T11:53:22.904443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:22.907477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:22.931471] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.80% | Symbol ETA: 13.2s | Global ETA: 40m 16s
[2025-11-25T11:53:22.931623] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:53:22.932403] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:22.932492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:22.941158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:23.057454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:23.059080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:23.060570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:23.073545] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -3.59%, Actual: 2.15%
[2025-11-25T11:53:23.245050] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -7.27%, Actual: 0.72%
[2025-11-25T11:53:23.251304] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:53:23.286892] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:53:23.401042] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:53:23.412953] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 1.07%
[2025-11-25T11:53:23.413317] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 31.9562%
[2025-11-25T11:53:23.413491] [INFO ] [main      ] LVS: DISCARDED add_open_reversal_intensity (score: 31.96%)
[2025-11-25T11:53:23.413612] [INFO ] [main      ] LVS: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:23.413733] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:53:23.413843] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:53:23.426589] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:23.429564] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:23.430071] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:53:23.430937] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:23.431032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:23.435875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:23.456817] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:23.509943] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -2.34% | Symbol ETA: 8.6s | Global ETA: 40m 17s
[2025-11-25T11:53:23.558500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:23.560604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:23.560887] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.19% | Symbol ETA: 48.2s | Global ETA: 40m 17s
[2025-11-25T11:53:23.561161] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:53:23.561514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:23.562012] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:23.562165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:23.563125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:23.563986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:23.564557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:23.565054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:23.571544] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:23.686790] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.62% | Symbol ETA: 12.4s | Global ETA: 40m 17s
[2025-11-25T11:53:23.687093] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:53:23.687048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:53:23.687902] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:23.688056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:23.688693] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.02%, Actual: 0.73%
[2025-11-25T11:53:23.730661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:23.807560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:23.809104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:53:23.810490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:23.867060] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 1.00%
[2025-11-25T11:53:23.902628] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:53:24.044127] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 1.32%
[2025-11-25T11:53:24.070959] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:53:24.081599] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:24.147039] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:53:24.200768] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 17.8s | Global ETA: 40m 18s
[2025-11-25T11:53:24.201040] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:53:24.201917] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:24.202056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:24.206912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:24.225127] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.85%, Actual: 0.51%
[2025-11-25T11:53:24.238833] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:24.329506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:24.331455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:24.332328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:24.333912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:24.335410] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:24.339947] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 47.4s | Global ETA: 40m 18s
[2025-11-25T11:53:24.340239] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:53:24.341076] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:24.341222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:24.342950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:24.343511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:24.344004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:24.404267] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.61%, Actual: 0.45%
[2025-11-25T11:53:24.448676] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -1.24% | Symbol ETA: 11.7s | Global ETA: 40m 18s
[2025-11-25T11:53:24.465304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:53:24.508244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:24.582887] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.97%, Actual: 0.11%
[2025-11-25T11:53:24.623838] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.06%, Actual: 2.67%
[2025-11-25T11:53:24.668606] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:53:24.762327] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.36%, Actual: 2.40%
[2025-11-25T11:53:24.804579] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.85%, Actual: 3.10%
[2025-11-25T11:53:24.835751] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:24.846689] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:53:24.941402] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.10%, Actual: 1.03%
[2025-11-25T11:53:24.950989] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.77% | Symbol ETA: 17.0s | Global ETA: 40m 19s
[2025-11-25T11:53:24.951289] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:53:24.952140] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:24.952295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:24.957106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:24.974223] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 1.55%, Actual: 1.78%
[2025-11-25T11:53:25.015901] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:25.081372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:25.083196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:25.084119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:25.085712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:25.120898] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -2.72% | Symbol ETA: 46.5s | Global ETA: 40m 19s
[2025-11-25T11:53:25.121147] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:53:25.122039] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:25.122185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:25.123913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:25.124259] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.41%, Actual: 0.72%
[2025-11-25T11:53:25.124475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:25.124991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:25.148128] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 1.50%, Actual: 1.72%
[2025-11-25T11:53:25.248904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:53:25.292386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:25.303464] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -2.34%, Actual: 1.79%
[2025-11-25T11:53:25.303839] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 42.4002%
[2025-11-25T11:53:25.304016] [INFO ] [main      ] CBL: DISCARDED add_open_vs_prev_range_position (score: 42.40%)
[2025-11-25T11:53:25.304166] [INFO ] [main      ] CBL: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:53:25.304282] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_overnight_gap_amplitude']
[2025-11-25T11:53:25.304394] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:53:25.317189] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 0.47%, Actual: 1.43%
[2025-11-25T11:53:25.318937] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:25.319733] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:53:25.320749] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:25.320887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:25.321906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:25.322881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:25.324199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:25.324959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:25.430628] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:53:25.491067] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -1.03%, Actual: 0.07%
[2025-11-25T11:53:25.608903] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:25.634026] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:53:25.660030] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.85%, Actual: 3.34%
[2025-11-25T11:53:25.663471] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:53:25.718084] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.91% | Symbol ETA: 16.2s | Global ETA: 40m 20s
[2025-11-25T11:53:25.718249] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:53:25.719150] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:25.719291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:25.724222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:25.805006] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:25.829370] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.80%, Actual: 0.34%
[2025-11-25T11:53:25.832227] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:25.851583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:25.853741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:25.854660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:25.856309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:25.910350] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.95% | Symbol ETA: 45.7s | Global ETA: 40m 21s
[2025-11-25T11:53:25.910625] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:53:25.911501] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:25.911667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:25.913075] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.05% | Symbol ETA: 13.2s | Global ETA: 40m 21s
[2025-11-25T11:53:25.913343] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:53:25.913441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:25.914055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:25.914218] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:25.914364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:25.914546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:25.915349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:25.916255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:25.917533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:25.918263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:25.997964] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.62%, Actual: 1.43%
[2025-11-25T11:53:26.045036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:53:26.088494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:26.165869] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -1.24%, Actual: 1.66%
[2025-11-25T11:53:26.166245] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 57.1033%
[2025-11-25T11:53:26.166404] [INFO ] [main      ] RVTY: DISCARDED add_open_reversal_intensity (score: 57.10%)
[2025-11-25T11:53:26.166520] [INFO ] [main      ] RVTY: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:26.166625] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:53:26.166789] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:53:26.179214] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:26.179769] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:53:26.180617] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:26.180822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:26.200978] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:53:26.259417] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:53:26.304666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:26.306186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:26.307937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:26.370321] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:26.428444] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:26.444994] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:53:26.483276] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.28% | Symbol ETA: 15.5s | Global ETA: 40m 21s
[2025-11-25T11:53:26.483556] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:53:26.484336] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:26.484474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:26.489314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:26.512253] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 12.6s | Global ETA: 40m 22s
[2025-11-25T11:53:26.512533] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:53:26.513407] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:26.513540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:26.514489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:26.515370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:26.516575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:26.517299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:26.611250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:26.613450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:26.614422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:26.616051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:26.617689] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:26.645785] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:53:26.721017] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.35% | Symbol ETA: 44.9s | Global ETA: 40m 22s
[2025-11-25T11:53:26.721290] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:53:26.722141] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:26.722282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:26.724035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:26.724605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:26.725100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:26.813638] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:26.850402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:53:26.852158] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:53:26.893528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:26.931509] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.18% | Symbol ETA: 17.7s | Global ETA: 40m 22s
[2025-11-25T11:53:26.931836] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:53:26.932674] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:26.932813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:26.976373] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:53:27.018682] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:27.054570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:27.056138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:27.057826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:27.099504] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 12.0s | Global ETA: 40m 22s
[2025-11-25T11:53:27.099804] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:53:27.100619] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:27.100769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:27.101717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:27.102597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:27.103809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:27.104477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:27.147896] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:27.237080] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:53:27.261069] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.18% | Symbol ETA: 14.7s | Global ETA: 40m 23s
[2025-11-25T11:53:27.261358] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:53:27.262234] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:27.262377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:27.267428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:27.393957] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:53:27.394630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:27.396590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:27.397530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:27.399178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:27.407615] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:27.440890] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:53:27.523101] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 44.1s | Global ETA: 40m 23s
[2025-11-25T11:53:27.560402] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:27.624729] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:27.677884] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.65% | Symbol ETA: 16.9s | Global ETA: 40m 23s
[2025-11-25T11:53:27.678165] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:53:27.679029] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:27.679167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:27.703933] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.65% | Symbol ETA: 11.4s | Global ETA: 40m 23s
[2025-11-25T11:53:27.704191] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:53:27.705030] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:27.705181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:27.706143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:27.707034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:27.708241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:27.708943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:27.710912] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.30%, Actual: 2.49%
[2025-11-25T11:53:27.735732] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:53:27.802098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:27.803597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:27.805356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:27.902716] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -2.40%, Actual: 0.68%
[2025-11-25T11:53:27.903815] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:28.015257] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.75% | Symbol ETA: 13.9s | Global ETA: 40m 24s
[2025-11-25T11:53:28.015527] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:53:28.016317] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:28.016453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:28.021299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:28.046748] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:53:28.074846] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 0.86%, Actual: 0.50%
[2025-11-25T11:53:28.142227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:28.144209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:28.145250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:28.147046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:28.149073] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:53:28.217578] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:28.268537] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.20%, Actual: 0.57%
[2025-11-25T11:53:28.296532] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 10.8s | Global ETA: 40m 24s
[2025-11-25T11:53:28.296815] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:53:28.297685] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:28.297817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:28.298765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:28.299620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:28.300911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:28.301613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:28.327526] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:28.438895] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.19%, Actual: 0.54%
[2025-11-25T11:53:28.446545] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 4.63% | Symbol ETA: 16.2s | Global ETA: 40m 25s
[2025-11-25T11:53:28.446849] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:53:28.447734] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:28.447879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:28.485243] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:53:28.581475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:28.583202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:28.585308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:28.614922] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.80%
[2025-11-25T11:53:28.651513] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:53:28.664228] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:28.772136] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -5.96% | Symbol ETA: 13.2s | Global ETA: 40m 25s
[2025-11-25T11:53:28.772394] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:53:28.773242] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:28.773380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:28.778224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:28.786278] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -2.72%, Actual: 2.52%
[2025-11-25T11:53:28.823976] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:28.898715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:28.900449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:28.901339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:28.902933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:28.903378] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.12% | Symbol ETA: 10.2s | Global ETA: 40m 25s
[2025-11-25T11:53:28.903615] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:53:28.904436] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:28.904566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:28.905542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:28.906405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:28.907661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:28.908338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:28.951665] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:53:28.956379] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.95%, Actual: 0.11%
[2025-11-25T11:53:29.124279] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:29.126678] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.35%, Actual: 0.27%
[2025-11-25T11:53:29.239874] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:53:29.242088] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -0.13% | Symbol ETA: 15.5s | Global ETA: 40m 26s
[2025-11-25T11:53:29.242386] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:53:29.243243] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:29.243386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:29.248786] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:53:29.295987] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 0.26%, Actual: 1.30%
[2025-11-25T11:53:29.296348] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 40.4464%
[2025-11-25T11:53:29.296512] [INFO ] [main      ] KOF: DISCARDED add_gap_fill_state (score: 40.45%)
[2025-11-25T11:53:29.296635] [INFO ] [main      ] KOF: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:53:29.296775] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite']
[2025-11-25T11:53:29.296886] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:53:29.310635] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:29.311241] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:53:29.312271] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:29.312415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:29.314199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:29.314802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:29.315290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:29.369735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:29.371285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:29.373051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:29.411209] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:29.418602] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:29.443392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:29.444791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:29.499631] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 9.6s | Global ETA: 40m 26s
[2025-11-25T11:53:29.499817] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:53:29.500591] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:29.500692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:29.501596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:29.502422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:29.503846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:29.504558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:29.523360] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.52% | Symbol ETA: 12.4s | Global ETA: 40m 26s
[2025-11-25T11:53:29.523506] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:53:29.524296] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:29.524371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:29.529252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:29.652760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:29.654962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:29.655893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:29.657603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:29.716592] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:53:29.784751] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:53:29.850227] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:53:29.888767] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:29.955490] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:30.007834] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 0.96% | Symbol ETA: 14.7s | Global ETA: 40m 27s
[2025-11-25T11:53:30.008137] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:53:30.008152] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:53:30.009037] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:30.009194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:30.018930] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:30.059555] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -0.73% | Symbol ETA: 48.0s | Global ETA: 40m 27s
[2025-11-25T11:53:30.059866] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:53:30.060763] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:30.060906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:30.062687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:30.063288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:30.063792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:30.098201] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 9.0s | Global ETA: 40m 27s
[2025-11-25T11:53:30.098369] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:53:30.099178] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:30.099367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:30.100359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:30.101279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:30.102535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:30.103260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:30.138069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:30.139620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:30.141348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:30.181196] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:30.189683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:30.191016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:30.293490] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -4.13% | Symbol ETA: 11.6s | Global ETA: 40m 28s
[2025-11-25T11:53:30.293794] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:53:30.294611] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:30.294771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:30.299670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:30.427872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:30.429987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:30.430917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:30.432544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:30.446616] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:53:30.494205] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:53:30.536083] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:53:30.617392] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:30.663215] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:30.695845] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.42% | Symbol ETA: 8.4s | Global ETA: 40m 28s
[2025-11-25T11:53:30.695992] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:53:30.696798] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:30.696995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:30.697917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:30.698781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:30.700016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:30.700736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:30.705877] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:30.775013] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.03% | Symbol ETA: 14.0s | Global ETA: 40m 28s
[2025-11-25T11:53:30.775327] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:53:30.776196] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:30.776343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:30.783564] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:53:30.809555] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -2.28% | Symbol ETA: 47.3s | Global ETA: 40m 28s
[2025-11-25T11:53:30.809871] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:53:30.810762] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:30.810904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:30.812629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:30.813151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:30.813636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:30.898970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:30.900481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:30.902331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:30.941258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:30.942740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:30.955200] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:31.042728] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:53:31.065166] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 10.9s | Global ETA: 40m 29s
[2025-11-25T11:53:31.215613] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:31.243940] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:53:31.249861] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -1.18%, Actual: 2.07%
[2025-11-25T11:53:31.287874] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:53:31.293825] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -3.03% | Symbol ETA: 7.8s | Global ETA: 40m 29s
[2025-11-25T11:53:31.417767] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:31.420985] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.77%, Actual: 2.19%
[2025-11-25T11:53:31.465909] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:31.468498] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.05%, Actual: 0.73%
[2025-11-25T11:53:31.530434] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.69% | Symbol ETA: 13.2s | Global ETA: 40m 29s
[2025-11-25T11:53:31.530580] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:53:31.531337] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:31.531424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:31.570256] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.82% | Symbol ETA: 46.6s | Global ETA: 40m 30s
[2025-11-25T11:53:31.570555] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:53:31.571406] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:31.571550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:31.573363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:31.573968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:31.574456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:31.590630] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.51%
[2025-11-25T11:53:31.641139] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: 0.13%, Actual: 1.00%
[2025-11-25T11:53:31.656955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:31.658670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:31.660554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:31.697962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:31.699375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:31.759264] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.28%, Actual: 0.26%
[2025-11-25T11:53:31.818701] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 1.32%
[2025-11-25T11:53:31.928115] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.18%, Actual: 1.82%
[2025-11-25T11:53:31.994463] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.65%, Actual: 0.51%
[2025-11-25T11:53:32.009014] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:53:32.062915] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:53:32.096105] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.75%, Actual: 0.32%
[2025-11-25T11:53:32.173954] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.62%, Actual: 0.45%
[2025-11-25T11:53:32.179971] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:32.235212] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:32.264467] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -5.96%, Actual: 0.38%
[2025-11-25T11:53:32.293859] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.76% | Symbol ETA: 12.4s | Global ETA: 40m 31s
[2025-11-25T11:53:32.294166] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:53:32.295025] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:32.295171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:32.338426] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -1.20% | Symbol ETA: 45.8s | Global ETA: 40m 31s
[2025-11-25T11:53:32.338739] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:53:32.339555] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:32.339709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:32.341473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:32.342061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:32.342535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:32.348190] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.12%, Actual: 0.11%
[2025-11-25T11:53:32.416191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:32.417833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:32.419457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:32.432375] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.52%, Actual: 2.15%
[2025-11-25T11:53:32.464740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:32.465892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:32.520722] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.39%, Actual: 2.40%
[2025-11-25T11:53:32.603384] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -4.13%, Actual: 0.72%
[2025-11-25T11:53:32.692858] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 1.03%
[2025-11-25T11:53:32.769176] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:53:32.770813] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 1.07%
[2025-11-25T11:53:32.771089] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 43.9431%
[2025-11-25T11:53:32.771252] [INFO ] [main      ] LVS: DISCARDED add_open_vs_close_liquidity_ratio (score: 43.94%)
[2025-11-25T11:53:32.771369] [INFO ] [main      ] LVS: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:53:32.771475] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_open_vs_prev_range_position']
[2025-11-25T11:53:32.771585] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:53:32.786857] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:32.787446] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:53:32.788389] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:32.788531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:32.793375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:32.805356] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:53:32.865403] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.42%, Actual: 0.72%
[2025-11-25T11:53:32.925158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:32.927222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:32.928043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:32.930958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:32.937213] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:32.986014] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:33.038301] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -3.03%, Actual: 1.79%
[2025-11-25T11:53:33.038534] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 39.2093%
[2025-11-25T11:53:33.038798] [INFO ] [main      ] CBL: DISCARDED add_overnight_gap_amplitude (score: 39.21%)
[2025-11-25T11:53:33.038911] [INFO ] [main      ] CBL: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:53:33.039009] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_overnight_gap_mag']
[2025-11-25T11:53:33.039106] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:53:33.048109] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 2.06% | Symbol ETA: 11.7s | Global ETA: 40m 32s
[2025-11-25T11:53:33.048347] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:53:33.049169] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:33.049311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:33.052566] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:33.053232] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:53:33.054139] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:33.054213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:33.055145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:33.055965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:33.057180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:33.057905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:33.089820] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -1.04% | Symbol ETA: 45.1s | Global ETA: 40m 32s
[2025-11-25T11:53:33.089974] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:53:33.090829] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:33.090905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:33.092915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:33.093475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:33.093907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:33.169337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:33.170821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:53:33.172541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:33.219713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:33.221095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:33.271159] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:53:33.406114] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:53:33.441088] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:33.515326] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:53:33.562175] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 17.1s | Global ETA: 40m 33s
[2025-11-25T11:53:33.562474] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:53:33.563379] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:33.563526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:33.567125] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:53:33.568727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:33.577990] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:33.659986] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.22% | Symbol ETA: 12.6s | Global ETA: 40m 33s
[2025-11-25T11:53:33.660143] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:53:33.660915] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:33.660989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:33.661887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:33.662735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:33.663906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:33.664601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:33.688616] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:33.696467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:33.698551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:33.699437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:33.702435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:33.737116] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:33.802047] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.96% | Symbol ETA: 10.9s | Global ETA: 40m 33s
[2025-11-25T11:53:33.839349] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.79% | Symbol ETA: 44.3s | Global ETA: 40m 33s
[2025-11-25T11:53:33.839681] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:53:33.840558] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:33.840727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:33.842488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:33.843126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:33.843623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:33.966028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:33.967316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:33.973584] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.18%, Actual: 2.67%
[2025-11-25T11:53:34.005287] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:53:34.043913] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:53:34.145819] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.65%, Actual: 3.10%
[2025-11-25T11:53:34.239748] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:34.272290] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:34.317145] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 4.63%, Actual: 1.78%
[2025-11-25T11:53:34.323051] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:53:34.323151] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 12.2s | Global ETA: 40m 34s
[2025-11-25T11:53:34.323429] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:53:34.324329] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:34.324413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:34.325375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:34.326252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:34.327438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:34.328234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:34.390257] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.80% | Symbol ETA: 16.5s | Global ETA: 40m 34s
[2025-11-25T11:53:34.390427] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:53:34.391396] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:34.391486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:34.396787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:34.490051] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 1.72%
[2025-11-25T11:53:34.499952] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:34.518182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:34.520253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:34.521148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:34.524102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:34.601422] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.34% | Symbol ETA: 43.6s | Global ETA: 40m 34s
[2025-11-25T11:53:34.601784] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:53:34.602735] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:34.602881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:34.604950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:34.605768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:34.606302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:34.673491] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:53:34.677313] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 0.96%, Actual: 1.43%
[2025-11-25T11:53:34.734832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:34.736252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:34.846238] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.03%, Actual: 0.07%
[2025-11-25T11:53:34.853914] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:34.859008] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:53:34.938049] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.78% | Symbol ETA: 11.6s | Global ETA: 40m 35s
[2025-11-25T11:53:34.938364] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:53:34.939279] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:34.939413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:34.940420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:34.941337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:34.942617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:34.943428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:35.015482] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.69%, Actual: 3.34%
[2025-11-25T11:53:35.028889] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:35.084000] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:53:35.145479] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 2.51% | Symbol ETA: 15.6s | Global ETA: 40m 35s
[2025-11-25T11:53:35.145798] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:53:35.146612] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:35.146773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:35.151591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:35.193981] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.76%, Actual: 0.34%
[2025-11-25T11:53:35.256924] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:35.283683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:35.285903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:35.286925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:35.290008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:35.293960] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:53:35.358558] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.23% | Symbol ETA: 42.8s | Global ETA: 40m 36s
[2025-11-25T11:53:35.358855] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:53:35.359723] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:35.359865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:35.361626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:35.362249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:35.362787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:35.372853] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.06%, Actual: 1.43%
[2025-11-25T11:53:35.464552] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:35.485223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:35.486630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:35.544402] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 10.9s | Global ETA: 40m 36s
[2025-11-25T11:53:35.544696] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:53:35.545519] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:35.545665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:35.546596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:35.547676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:35.549451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:35.550520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:35.573779] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.96%, Actual: 1.66%
[2025-11-25T11:53:35.574189] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 44.0729%
[2025-11-25T11:53:35.574360] [INFO ] [main      ] RVTY: DISCARDED add_open_vs_close_liquidity_ratio (score: 44.07%)
[2025-11-25T11:53:35.574428] [INFO ] [main      ] RVTY: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:53:35.574540] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_open_vs_prev_range_position']
[2025-11-25T11:53:35.574670] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:53:35.587568] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:35.588187] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:53:35.589157] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:35.589314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:35.642286] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:53:35.720401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:35.722039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:35.725195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:35.820108] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:35.829175] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:53:35.905808] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:53:35.935377] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.03% | Symbol ETA: 14.8s | Global ETA: 40m 36s
[2025-11-25T11:53:35.935556] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:53:35.936414] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:35.936637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:35.941729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:35.999000] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:36.063280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:36.065502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:36.066451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:36.069496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:36.069599] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:53:36.072892] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:36.101614] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -0.31% | Symbol ETA: 42.1s | Global ETA: 40m 37s
[2025-11-25T11:53:36.101919] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:53:36.102765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:36.102907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:36.104625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:36.105204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:36.105715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:36.152803] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 10.3s | Global ETA: 40m 37s
[2025-11-25T11:53:36.153090] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:53:36.153935] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:36.154066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:36.155016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:36.155883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:36.157147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:36.157921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:36.228413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:36.229557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:36.255125] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:36.382227] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 5.11% | Symbol ETA: 17.3s | Global ETA: 40m 37s
[2025-11-25T11:53:36.382525] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:53:36.383399] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:36.383556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:36.422019] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:53:36.494174] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:53:36.513709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:36.515367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:36.518638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:36.572392] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:53:36.599053] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:36.665602] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:36.712813] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 14.0s | Global ETA: 40m 38s
[2025-11-25T11:53:36.712978] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:53:36.713890] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:36.714029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:36.718971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:36.742209] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:36.746657] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 9.6s | Global ETA: 40m 38s
[2025-11-25T11:53:36.746949] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:53:36.747852] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:36.747984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:36.748932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:36.749796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:36.751010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:36.751801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:36.842024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:36.843780] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.79% | Symbol ETA: 41.3s | Global ETA: 40m 38s
[2025-11-25T11:53:36.844156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:36.845055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:36.848008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:36.870333] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:53:37.014081] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -0.73%, Actual: 2.49%
[2025-11-25T11:53:37.046832] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:37.094717] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:53:37.173926] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -4.95% | Symbol ETA: 16.5s | Global ETA: 40m 38s
[2025-11-25T11:53:37.174221] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:53:37.175087] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:37.175171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:37.185060] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -2.28%, Actual: 0.68%
[2025-11-25T11:53:37.190437] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:53:37.265954] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:37.307527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:37.309206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:37.312386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:37.347353] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 9.0s | Global ETA: 40m 39s
[2025-11-25T11:53:37.347659] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:53:37.348486] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:37.348617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:37.349578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:37.350449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:37.351706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:37.352453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:37.361972] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:37.369235] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.82%, Actual: 0.50%
[2025-11-25T11:53:37.477257] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.71% | Symbol ETA: 13.2s | Global ETA: 40m 39s
[2025-11-25T11:53:37.477415] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:53:37.478201] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:37.478418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:37.484018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:37.540993] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -1.20%, Actual: 0.57%
[2025-11-25T11:53:37.610471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:37.612702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:37.613578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:37.616492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:37.667525] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:53:37.696752] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:53:37.714901] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 0.54%
[2025-11-25T11:53:37.848705] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:37.872387] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:37.891324] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.79%, Actual: 0.80%
[2025-11-25T11:53:37.955414] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 8.4s | Global ETA: 40m 40s
[2025-11-25T11:53:37.955721] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:53:37.956622] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:37.956786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:37.957872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:37.958772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:37.960046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:37.960835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:37.969407] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:53:37.971392] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: -0.69% | Symbol ETA: 15.7s | Global ETA: 40m 40s
[2025-11-25T11:53:37.971719] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:53:37.972542] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:37.972712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:38.059267] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.34%, Actual: 2.52%
[2025-11-25T11:53:38.099363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:38.101059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:38.104260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:38.143559] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:38.231523] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.23%, Actual: 0.11%
[2025-11-25T11:53:38.259977] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -3.61% | Symbol ETA: 12.5s | Global ETA: 40m 40s
[2025-11-25T11:53:38.260270] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:53:38.261132] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:38.261220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:38.266744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:38.314984] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:53:38.398572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:38.400793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:38.401718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:38.402908] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.27%
[2025-11-25T11:53:38.404690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:38.468182] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:53:38.493146] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:38.578687] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.18% | Symbol ETA: 7.8s | Global ETA: 40m 41s
[2025-11-25T11:53:38.578982] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:53:38.579073] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.79%, Actual: 1.30%
[2025-11-25T11:53:38.579484] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 45.6986%
[2025-11-25T11:53:38.579734] [INFO ] [main      ] KOF: KEPT add_gap_morning_composite (score: 45.70%)
[2025-11-25T11:53:38.579878] [INFO ] [main      ] KOF: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:53:38.579889] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:38.579959] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state']
[2025-11-25T11:53:38.580037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:38.580130] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:53:38.581106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:38.582228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:38.583737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:38.584501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:38.594703] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:38.595183] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:53:38.596057] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:53:38.596134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:38.597936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:38.598475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:38.598920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:38.653768] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:38.728459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:38.729856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:38.751394] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:53:38.775350] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.16% | Symbol ETA: 14.9s | Global ETA: 40m 41s
[2025-11-25T11:53:38.775517] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:53:38.776468] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:38.776613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:38.783978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:38.912579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:38.914330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:38.917534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:38.928263] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:38.943592] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:53:39.051038] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -3.00% | Symbol ETA: 11.7s | Global ETA: 40m 41s
[2025-11-25T11:53:39.051305] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:53:39.052184] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:39.052342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:39.057209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:39.131984] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:53:39.134779] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:39.183764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:39.186004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:39.186942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:39.190136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:39.232549] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.31% | Symbol ETA: 7.2s | Global ETA: 40m 42s
[2025-11-25T11:53:39.283340] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:53:39.309584] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:39.419329] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.18% | Symbol ETA: 42.0s | Global ETA: 40m 42s
[2025-11-25T11:53:39.419634] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:53:39.420758] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:53:39.420900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:39.421693] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.22%, Actual: 0.73%
[2025-11-25T11:53:39.423303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:39.424135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:39.424636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:39.462444] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:39.544252] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:53:39.550512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:39.551921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:39.581705] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 14.2s | Global ETA: 40m 42s
[2025-11-25T11:53:39.581862] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:53:39.582734] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:39.582815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:39.608608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:39.619800] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 1.00%
[2025-11-25T11:53:39.710575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:39.712544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:39.715961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:39.718929] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:39.807821] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.78%, Actual: 1.32%
[2025-11-25T11:53:39.832965] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -1.13% | Symbol ETA: 10.9s | Global ETA: 40m 43s
[2025-11-25T11:53:39.833281] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:53:39.834235] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:39.834382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:39.839323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:39.965727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:39.968069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:39.968991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:39.972010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:39.995874] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:53:40.008045] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.51%
[2025-11-25T11:53:40.066593] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:53:40.169037] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:40.192721] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 0.45%
[2025-11-25T11:53:40.240351] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:40.277950] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 41.3s | Global ETA: 40m 43s
[2025-11-25T11:53:40.278243] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:53:40.279091] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:53:40.279235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:40.281001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:40.281586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:40.282078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:40.335485] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:53:40.357834] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 13.3s | Global ETA: 40m 43s
[2025-11-25T11:53:40.358144] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:53:40.358993] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:40.359133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:40.384031] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 0.35%, Actual: 0.11%
[2025-11-25T11:53:40.409578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:40.411082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:40.466411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:40.485175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:40.486872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:40.490123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:40.506957] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:40.573634] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.89%, Actual: 2.40%
[2025-11-25T11:53:40.621162] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.40% | Symbol ETA: 10.1s | Global ETA: 40m 44s
[2025-11-25T11:53:40.759953] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 1.03%
[2025-11-25T11:53:40.800076] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.26%, Actual: 2.07%
[2025-11-25T11:53:40.829909] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:53:40.862878] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:53:40.964722] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.18%, Actual: 0.72%
[2025-11-25T11:53:40.979216] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.80%, Actual: 2.19%
[2025-11-25T11:53:40.999298] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:41.043505] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:41.117654] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 3.94% | Symbol ETA: 12.5s | Global ETA: 40m 45s
[2025-11-25T11:53:41.117951] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:53:41.118820] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:41.118963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:41.153903] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.67% | Symbol ETA: 40.6s | Global ETA: 40m 45s
[2025-11-25T11:53:41.154204] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:53:41.154422] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 2.51%, Actual: 0.51%
[2025-11-25T11:53:41.155060] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:53:41.155138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:41.156961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:41.157535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:41.157979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:41.168506] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.31%, Actual: 1.79%
[2025-11-25T11:53:41.168762] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 50.5215%
[2025-11-25T11:53:41.169033] [INFO ] [main      ] CBL: DISCARDED add_overnight_gap_mag (score: 50.52%)
[2025-11-25T11:53:41.169143] [INFO ] [main      ] CBL: Testing feature 29/53: add_pct_change
[2025-11-25T11:53:41.169237] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_pct_change']
[2025-11-25T11:53:41.169336] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:53:41.183969] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:41.184565] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:53:41.185520] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:41.185668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:41.186634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:41.187560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:41.188822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:53:41.190901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:41.242317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:41.243782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:41.246768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:41.289543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:41.290850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:41.343240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:41.349265] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.03%, Actual: 0.26%
[2025-11-25T11:53:41.524272] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 1.82%
[2025-11-25T11:53:41.534616] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:53:41.615584] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:53:41.697398] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:53:41.707179] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:41.707641] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.71%, Actual: 0.32%
[2025-11-25T11:53:41.785505] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:41.795919] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 12.5s | Global ETA: 40m 46s
[2025-11-25T11:53:41.796211] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:53:41.797064] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:41.797196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:41.798150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:41.798971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:41.800190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:53:41.802236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:41.872145] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:41.888786] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -3.61%, Actual: 0.38%
[2025-11-25T11:53:41.905547] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.19% | Symbol ETA: 11.7s | Global ETA: 40m 46s
[2025-11-25T11:53:41.905865] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:53:41.907131] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:41.907271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:41.980922] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.43% | Symbol ETA: 39.7s | Global ETA: 40m 46s
[2025-11-25T11:53:41.981397] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:53:41.982337] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:53:41.982479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:41.984212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:41.984798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:41.985439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:42.033243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:42.034897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:42.038010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:42.072740] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -3.00%, Actual: 2.15%
[2025-11-25T11:53:42.111518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:42.112863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:42.149225] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:53:42.166222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:42.255093] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -1.13%, Actual: 0.72%
[2025-11-25T11:53:42.333802] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:42.386589] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:53:42.429699] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 11.9s | Global ETA: 40m 47s
[2025-11-25T11:53:42.429985] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:53:42.430859] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:42.430993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:42.432006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:42.432900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:42.434146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:53:42.436234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:42.447626] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.40%, Actual: 1.07%
[2025-11-25T11:53:42.447954] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 39.2210%
[2025-11-25T11:53:42.448331] [INFO ] [main      ] LVS: DISCARDED add_open_vs_prev_range_position (score: 39.22%)
[2025-11-25T11:53:42.448456] [INFO ] [main      ] LVS: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:53:42.448564] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_overnight_gap_amplitude']
[2025-11-25T11:53:42.448690] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:53:42.464248] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:42.465031] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:53:42.466007] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:42.466151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:42.471602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:42.523759] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:53:42.559960] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:42.605165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:42.607329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:42.608277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:42.609065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:42.677909] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: -0.31% | Symbol ETA: 10.9s | Global ETA: 40m 47s
[2025-11-25T11:53:42.678205] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:53:42.679063] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:42.679206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:42.698614] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:42.787951] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:53:42.803671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:42.805390] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -3.69% | Symbol ETA: 38.8s | Global ETA: 40m 47s
[2025-11-25T11:53:42.805714] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:53:42.805757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:53:42.806771] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:53:42.806849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:42.808562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:42.809114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:42.809193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:42.809520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:42.933708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:42.934963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:42.966439] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:42.970582] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:53:42.992021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:43.062840] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.71% | Symbol ETA: 11.4s | Global ETA: 40m 48s
[2025-11-25T11:53:43.063122] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:53:43.064018] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:43.064168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:43.065256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:43.066305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:43.067607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:53:43.069890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:43.156515] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:53:43.178428] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:43.296154] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.42% | Symbol ETA: 17.2s | Global ETA: 40m 48s
[2025-11-25T11:53:43.296445] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:53:43.297340] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:43.297486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:43.302533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:43.331763] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:43.342373] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:53:43.430761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:43.432977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:43.433909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:43.434607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:43.435312] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:53:43.448839] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 0.25% | Symbol ETA: 10.2s | Global ETA: 40m 48s
[2025-11-25T11:53:43.523726] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:43.625218] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:43.627308] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 5.11%, Actual: 2.67%
[2025-11-25T11:53:43.640181] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.07% | Symbol ETA: 38.0s | Global ETA: 40m 49s
[2025-11-25T11:53:43.640542] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:53:43.641911] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:53:43.642098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:43.644052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:43.644717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:43.645212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:43.718058] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 10.8s | Global ETA: 40m 49s
[2025-11-25T11:53:43.718341] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:53:43.719232] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:43.719367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:43.720444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:43.721637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:43.722990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:53:43.725220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:43.779269] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:53:43.787991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:43.789471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:43.800450] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -4.95%, Actual: 3.10%
[2025-11-25T11:53:43.843078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:43.947765] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:43.971172] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: -0.69%, Actual: 1.78%
[2025-11-25T11:53:44.063719] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -3.26% | Symbol ETA: 16.1s | Global ETA: 40m 49s
[2025-11-25T11:53:44.063974] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:53:44.064828] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:44.064968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:44.069839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:44.082883] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:53:44.147361] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 1.72%
[2025-11-25T11:53:44.186601] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:53:44.192296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:44.194432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:44.195476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:44.196215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:44.259408] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:44.320567] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 0.54%, Actual: 1.43%
[2025-11-25T11:53:44.353470] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -1.84% | Symbol ETA: 10.1s | Global ETA: 40m 50s
[2025-11-25T11:53:44.353779] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:53:44.354668] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:44.354804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:44.355790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:44.356717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:44.358065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:53:44.358836] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:44.360308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:44.462047] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -0.99% | Symbol ETA: 37.1s | Global ETA: 40m 50s
[2025-11-25T11:53:44.462332] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:53:44.463183] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:53:44.463322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:44.465046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:44.465608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:44.466095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:44.488748] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -0.16%, Actual: 0.07%
[2025-11-25T11:53:44.534883] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:53:44.590171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:44.591267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:44.643081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:44.657271] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 3.94%, Actual: 3.34%
[2025-11-25T11:53:44.703674] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:44.716027] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:53:44.818852] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.31% | Symbol ETA: 15.2s | Global ETA: 40m 51s
[2025-11-25T11:53:44.819143] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:53:44.820005] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:44.820146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:44.824994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:44.829416] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.19%, Actual: 0.34%
[2025-11-25T11:53:44.899477] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:44.955412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:44.958038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:44.959355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:44.960417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:44.989066] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 9.5s | Global ETA: 40m 51s
[2025-11-25T11:53:44.989365] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:53:44.990835] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:44.990990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:44.992037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:44.993002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:44.994343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:53:44.996780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:45.024073] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 1.43%
[2025-11-25T11:53:45.090864] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:53:45.253961] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 0.25%, Actual: 1.66%
[2025-11-25T11:53:45.254331] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 37.9070%
[2025-11-25T11:53:45.254490] [INFO ] [main      ] RVTY: DISCARDED add_open_vs_prev_range_position (score: 37.91%)
[2025-11-25T11:53:45.254602] [INFO ] [main      ] RVTY: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:53:45.254713] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_overnight_gap_amplitude']
[2025-11-25T11:53:45.254801] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:53:45.271932] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:45.272854] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:53:45.274187] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:45.274365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:45.327396] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:45.430499] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:53:45.448789] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.06% | Symbol ETA: 36.3s | Global ETA: 40m 52s
[2025-11-25T11:53:45.448973] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:53:45.449919] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:53:45.450007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:45.451867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:45.452602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:45.453142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:45.462698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:45.464967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:45.466157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:45.504637] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:53:45.612054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:45.614032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:45.667089] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:45.668986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:45.771203] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:45.798438] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.93% | Symbol ETA: 8.9s | Global ETA: 40m 52s
[2025-11-25T11:53:45.798824] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:53:45.800918] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:45.801144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:45.802782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:45.804174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:45.806059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:53:45.808635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:45.935473] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -4.25% | Symbol ETA: 14.9s | Global ETA: 40m 52s
[2025-11-25T11:53:45.935867] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:53:45.937237] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:45.937452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:45.938356] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:53:45.945380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:46.073589] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:53:46.084352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:46.086622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:46.087621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:46.088391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:46.149723] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:46.183159] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:53:46.267030] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:46.275926] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 2.65% | Symbol ETA: 18.7s | Global ETA: 40m 53s
[2025-11-25T11:53:46.276206] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:53:46.277094] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:46.277237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:46.352123] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:46.371434] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 35.5s | Global ETA: 40m 53s
[2025-11-25T11:53:46.371750] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:53:46.372588] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:53:46.372766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:46.374541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:46.375131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:46.375608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:46.399751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:46.401200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:46.401931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:46.429046] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:53:46.439428] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -1.25% | Symbol ETA: 8.3s | Global ETA: 40m 53s
[2025-11-25T11:53:46.439698] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:53:46.440512] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:46.440670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:46.441609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:46.442481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:46.443719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:53:46.445757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:46.497345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:46.498596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:46.551706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:46.597537] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:46.712067] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.53% | Symbol ETA: 13.9s | Global ETA: 40m 54s
[2025-11-25T11:53:46.712340] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:53:46.713198] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:46.713338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:46.718212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:46.740006] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:53:46.782661] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:53:46.843718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:46.845740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:46.846663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:46.847433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:46.893622] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:53:46.950188] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:46.963373] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:47.036685] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.94% | Symbol ETA: 7.6s | Global ETA: 40m 54s
[2025-11-25T11:53:47.036843] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:53:47.037780] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:47.037910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:47.038812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:47.039676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:47.040893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:53:47.042945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:47.064902] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:47.081305] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.50% | Symbol ETA: 16.9s | Global ETA: 40m 54s
[2025-11-25T11:53:47.081587] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:53:47.082423] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:47.082563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:47.167840] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.46% | Symbol ETA: 34.6s | Global ETA: 40m 54s
[2025-11-25T11:53:47.186509] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:53:47.203064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:47.204424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:47.205153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:47.337198] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.18%, Actual: 2.49%
[2025-11-25T11:53:47.354274] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:47.391503] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:53:47.467820] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.89% | Symbol ETA: 13.0s | Global ETA: 40m 55s
[2025-11-25T11:53:47.468085] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:53:47.468930] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:47.469075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:47.473831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:47.506202] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 0.68%
[2025-11-25T11:53:47.540164] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:53:47.562216] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:47.593924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:47.595805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:47.596662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:47.597382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:47.648459] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 7.0s | Global ETA: 40m 55s
[2025-11-25T11:53:47.676441] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.67%, Actual: 0.50%
[2025-11-25T11:53:47.708292] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:47.828120] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.29% | Symbol ETA: 15.6s | Global ETA: 40m 55s
[2025-11-25T11:53:47.828578] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:53:47.829414] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:47.829564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:47.830249] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: -0.12%, Actual: 0.73%
[2025-11-25T11:53:47.847900] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.57%
[2025-11-25T11:53:47.936981] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:53:47.949873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:47.951249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:47.951969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:48.001148] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 1.00%
[2025-11-25T11:53:48.017662] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -3.69%, Actual: 0.54%
[2025-11-25T11:53:48.104833] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:48.172367] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.71%, Actual: 1.32%
[2025-11-25T11:53:48.188238] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.80%
[2025-11-25T11:53:48.218114] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -3.11% | Symbol ETA: 12.1s | Global ETA: 40m 56s
[2025-11-25T11:53:48.218258] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:53:48.219038] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:48.219114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:48.224245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:48.291220] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:53:48.343382] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 0.51%
[2025-11-25T11:53:48.346047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:48.348180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:48.349081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:48.349803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:48.357937] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -0.99%, Actual: 2.52%
[2025-11-25T11:53:48.459384] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:48.511907] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -1.84%, Actual: 0.45%
[2025-11-25T11:53:48.527582] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.06%, Actual: 0.11%
[2025-11-25T11:53:48.571437] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.31% | Symbol ETA: 14.6s | Global ETA: 40m 56s
[2025-11-25T11:53:48.571734] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:53:48.572563] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:48.572722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:48.680296] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 0.11%
[2025-11-25T11:53:48.691603] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:53:48.692408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:48.693696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:48.694429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:48.699200] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 0.29%, Actual: 0.27%
[2025-11-25T11:53:48.848659] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.93%, Actual: 2.40%
[2025-11-25T11:53:48.858574] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:48.870753] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.46%, Actual: 1.30%
[2025-11-25T11:53:48.871142] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 46.9738%
[2025-11-25T11:53:48.871309] [INFO ] [main      ] KOF: KEPT add_gap_resolution_state (score: 46.97%)
[2025-11-25T11:53:48.871427] [INFO ] [main      ] KOF: Testing feature 13/53: add_gaps
[2025-11-25T11:53:48.871533] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps']
[2025-11-25T11:53:48.871658] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:53:48.886341] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:48.886956] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:53:48.887978] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:53:48.888121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:48.889918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:48.890509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:48.891002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:48.972437] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.59% | Symbol ETA: 11.3s | Global ETA: 40m 57s
[2025-11-25T11:53:48.972755] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:53:48.973572] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:48.973731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:48.978540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:49.016565] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -1.25%, Actual: 1.03%
[2025-11-25T11:53:49.017222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:49.018669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:49.031116] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:53:49.072244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:49.073108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:49.098408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:49.100225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:49.101096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:49.101812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:49.185956] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.94%, Actual: 0.72%
[2025-11-25T11:53:49.199895] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:49.315443] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 13.7s | Global ETA: 40m 58s
[2025-11-25T11:53:49.315714] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:53:49.316526] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:49.316678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:49.354510] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 1.79%
[2025-11-25T11:53:49.354924] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 48.3992%
[2025-11-25T11:53:49.355081] [INFO ] [main      ] CBL: DISCARDED add_pct_change (score: 48.40%)
[2025-11-25T11:53:49.355185] [INFO ] [main      ] CBL: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:53:49.355283] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_preclose_acceleration_mag']
[2025-11-25T11:53:49.355380] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:53:49.369832] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:49.370415] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:53:49.371320] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:49.371452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:49.372419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:49.373305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:49.374547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:53:49.375759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:49.412690] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:53:49.437028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:49.438360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:49.439075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:49.439287] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:53:49.584783] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:49.608003] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:49.692152] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.59% | Symbol ETA: 41.5s | Global ETA: 40m 58s
[2025-11-25T11:53:49.692458] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:53:49.693305] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:53:49.693449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:49.695202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:49.695805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:49.696275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:49.715636] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:53:49.719798] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.78% | Symbol ETA: 10.5s | Global ETA: 40m 58s
[2025-11-25T11:53:49.720095] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:53:49.720943] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:49.721084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:49.725946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:49.774886] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:53:49.818235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:49.819624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:49.846761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:49.848875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:49.849716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:49.850417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:49.872627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:49.873533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:49.886015] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:49.942767] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:49.968328] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.63% | Symbol ETA: 11.9s | Global ETA: 40m 59s
[2025-11-25T11:53:49.968597] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:53:49.969480] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:49.969659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:49.970682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:49.971534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:49.972773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:53:49.973894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:50.055762] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.34% | Symbol ETA: 12.9s | Global ETA: 40m 59s
[2025-11-25T11:53:50.056010] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:53:50.056818] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:50.056954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:50.181695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:50.183225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:50.183966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:50.187141] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:53:50.210077] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:53:50.320515] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:53:50.354813] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:50.379294] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:50.464902] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -2.60% | Symbol ETA: 9.7s | Global ETA: 40m 59s
[2025-11-25T11:53:50.490039] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 40.7s | Global ETA: 40m 60s
[2025-11-25T11:53:50.490340] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:53:50.490565] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:50.491249] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:53:50.491330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:50.493207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:50.493807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:50.494251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:50.523668] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:53:50.574307] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 11.3s | Global ETA: 40m 60s
[2025-11-25T11:53:50.574595] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:53:50.575446] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:50.575577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:50.576518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:50.577408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:50.578634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:53:50.579730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:50.624169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:50.625678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:50.635966] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.42%, Actual: 2.07%
[2025-11-25T11:53:50.680245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:50.681314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:50.691966] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:50.804203] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.51% | Symbol ETA: 12.1s | Global ETA: 41m 0s
[2025-11-25T11:53:50.804477] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:53:50.805305] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:50.805443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:50.805881] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -3.26%, Actual: 2.19%
[2025-11-25T11:53:50.922173] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:53:50.924683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:50.926106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:50.926829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:50.977445] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.31%, Actual: 0.51%
[2025-11-25T11:53:51.029294] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:53:51.092720] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:51.145213] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -4.25%, Actual: 0.26%
[2025-11-25T11:53:51.171430] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.69% | Symbol ETA: 10.7s | Global ETA: 41m 1s
[2025-11-25T11:53:51.171596] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:53:51.172487] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:51.172617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:51.173537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:51.174397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:51.175636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:53:51.176740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:51.198041] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:51.267082] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:53:51.306309] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.27% | Symbol ETA: 39.9s | Global ETA: 41m 1s
[2025-11-25T11:53:51.306466] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:53:51.307276] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:53:51.307498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:51.309259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:51.309874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:51.310347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:51.313774] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.53%, Actual: 1.82%
[2025-11-25T11:53:51.433989] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:51.436864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:51.438279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:51.481752] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.89%, Actual: 0.32%
[2025-11-25T11:53:51.492064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:51.493162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:51.521824] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:53:51.545104] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.85% | Symbol ETA: 11.2s | Global ETA: 41m 1s
[2025-11-25T11:53:51.545375] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:53:51.546210] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:51.546353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:51.650447] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -3.11%, Actual: 0.38%
[2025-11-25T11:53:51.666370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:51.667945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:51.668681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:51.694760] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:51.773416] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 10.1s | Global ETA: 41m 2s
[2025-11-25T11:53:51.773707] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:53:51.774542] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:51.774627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:51.775613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:51.776503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:51.777737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:53:51.778843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:51.820572] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.59%, Actual: 2.15%
[2025-11-25T11:53:51.831882] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:53:51.995853] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.78%, Actual: 0.72%
[2025-11-25T11:53:52.004794] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:52.006073] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:53:52.114117] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -1.24% | Symbol ETA: 39.1s | Global ETA: 41m 2s
[2025-11-25T11:53:52.114411] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:53:52.115277] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:53:52.115419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:52.117180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:52.117767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:52.118237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:52.127971] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:53:52.167442] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -2.60%, Actual: 1.07%
[2025-11-25T11:53:52.167815] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 35.2518%
[2025-11-25T11:53:52.167987] [INFO ] [main      ] LVS: DISCARDED add_overnight_gap_amplitude (score: 35.25%)
[2025-11-25T11:53:52.168053] [INFO ] [main      ] LVS: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:53:52.168163] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_overnight_gap_mag']
[2025-11-25T11:53:52.168294] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:53:52.174998] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:52.184139] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:52.184592] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:53:52.185440] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:52.185516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:52.190307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:52.248273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:52.249603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:52.286590] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 3.38% | Symbol ETA: 10.5s | Global ETA: 41m 2s
[2025-11-25T11:53:52.286848] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:53:52.287743] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:52.287882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:52.305854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:52.306983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:52.312854] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:52.313779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:52.315616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:52.316441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:52.317230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:52.393521] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.14% | Symbol ETA: 9.5s | Global ETA: 41m 3s
[2025-11-25T11:53:52.393705] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:53:52.394520] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:52.394602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:52.395495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:52.396446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:52.397785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:53:52.399017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:52.408791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:52.410154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:53:52.410875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:52.648725] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:53:52.654995] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:53:52.744033] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:53:52.748726] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:53:52.816144] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:52.823531] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:52.914510] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:52.915662] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:52.922161] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -1.61% | Symbol ETA: 38.3s | Global ETA: 41m 3s
[2025-11-25T11:53:52.922452] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:53:52.923286] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:53:52.923428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:52.925160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:52.925745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:52.926220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:52.937356] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.67% | Symbol ETA: 15.8s | Global ETA: 41m 3s
[2025-11-25T11:53:52.937662] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:53:52.938509] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:52.938668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:52.943520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:52.994953] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.24% | Symbol ETA: 8.9s | Global ETA: 41m 3s
[2025-11-25T11:53:52.995252] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:53:52.996124] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:52.996258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:52.997337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:52.998226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:52.999477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:53:53.000635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:53.025401] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 9.7s | Global ETA: 41m 4s
[2025-11-25T11:53:53.046241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:53.047604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:53.067757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:53.069897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:53.070707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:53.071398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:53.100444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:53.101361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:53.198192] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 2.65%, Actual: 2.67%
[2025-11-25T11:53:53.348666] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:53:53.369914] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.50%, Actual: 3.10%
[2025-11-25T11:53:53.420417] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:53:53.440828] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:53:53.531445] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:53.539156] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.29%, Actual: 1.78%
[2025-11-25T11:53:53.594162] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:53.610009] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:53.614175] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 8.3s | Global ETA: 41m 4s
[2025-11-25T11:53:53.614323] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:53:53.615099] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:53.615174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:53.616070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:53.616891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:53.618080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:53:53.619125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:53.708179] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -3.35% | Symbol ETA: 15.1s | Global ETA: 41m 5s
[2025-11-25T11:53:53.708325] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:53:53.709126] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:53.709204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:53.712725] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.31%, Actual: 1.72%
[2025-11-25T11:53:53.714165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:53.717080] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 37.5s | Global ETA: 41m 5s
[2025-11-25T11:53:53.717224] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:53:53.717998] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:53:53.718105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:53.720275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:53.720798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:53.721230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:53.842338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:53.843487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:53.846220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:53.848431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:53.849350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:53.850214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:53.886479] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 1.43%
[2025-11-25T11:53:53.896701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:53.897883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:53.958990] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:53:54.056585] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.34%, Actual: 0.07%
[2025-11-25T11:53:54.129438] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:54.208784] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:53:54.213804] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -1.43% | Symbol ETA: 7.7s | Global ETA: 41m 5s
[2025-11-25T11:53:54.214085] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:53:54.214920] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:54.215052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:54.216014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:54.217115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:54.218765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:53:54.220062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:54.229399] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.51%, Actual: 3.34%
[2025-11-25T11:53:54.240821] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:53:54.378712] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:54.399223] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.85%, Actual: 0.34%
[2025-11-25T11:53:54.410618] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:54.488265] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 14.4s | Global ETA: 41m 6s
[2025-11-25T11:53:54.488560] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:53:54.489393] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:54.489532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:54.494391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:54.517412] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -2.59% | Symbol ETA: 36.7s | Global ETA: 41m 6s
[2025-11-25T11:53:54.517724] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:53:54.518544] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:53:54.518704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:54.520427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:54.521013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:54.521475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:54.567228] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:53:54.568733] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 3.38%, Actual: 1.43%
[2025-11-25T11:53:54.616493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:54.618697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:54.619567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:54.620448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:54.642827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:54.644103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:54.697014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:54.698031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:54.736210] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:54.737276] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 1.66%
[2025-11-25T11:53:54.737620] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 35.3200%
[2025-11-25T11:53:54.737801] [INFO ] [main      ] RVTY: DISCARDED add_overnight_gap_amplitude (score: 35.32%)
[2025-11-25T11:53:54.737915] [INFO ] [main      ] RVTY: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:53:54.738017] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_overnight_gap_mag']
[2025-11-25T11:53:54.738126] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:53:54.816268] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:54.817035] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:53:54.817740] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.92% | Symbol ETA: 7.1s | Global ETA: 41m 6s
[2025-11-25T11:53:54.817886] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:53:54.817975] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:54.818124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:54.818691] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:54.818766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:54.819635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:54.820445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:54.821621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:53:54.822686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:54.942889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:54.944491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:54.945323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:54.961120] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:53:55.095916] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:53:55.130673] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:55.162396] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:53:55.250975] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.96% | Symbol ETA: 13.6s | Global ETA: 41m 7s
[2025-11-25T11:53:55.251286] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:53:55.252256] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:55.252405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:55.257620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:55.269160] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:55.286517] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:53:55.336774] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:55.377473] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.25% | Symbol ETA: 35.9s | Global ETA: 41m 7s
[2025-11-25T11:53:55.377786] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:53:55.378686] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:53:55.378830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:55.380586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:55.381291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:55.381797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:55.388869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:55.391066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:55.392001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:55.392887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:55.415994] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -2.48% | Symbol ETA: 6.5s | Global ETA: 41m 7s
[2025-11-25T11:53:55.455322] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:55.508013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:55.509439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:55.562533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:55.563426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:55.572627] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 1.92% | Symbol ETA: 15.6s | Global ETA: 41m 8s
[2025-11-25T11:53:55.572782] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:53:55.573521] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:55.573588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:55.585851] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.63%, Actual: 0.73%
[2025-11-25T11:53:55.694507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:55.695872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:55.696721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:55.730488] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:53:55.755279] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 1.00%
[2025-11-25T11:53:55.899224] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:53:55.906818] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:55.927938] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.69%, Actual: 1.32%
[2025-11-25T11:53:56.022798] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.43% | Symbol ETA: 12.8s | Global ETA: 41m 8s
[2025-11-25T11:53:56.022947] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:53:56.023775] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:56.023934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:56.029001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:56.034663] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:53:56.066970] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:56.099122] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.51%
[2025-11-25T11:53:56.152106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:56.154297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:56.155185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:56.155970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:56.171997] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 35.1s | Global ETA: 41m 9s
[2025-11-25T11:53:56.172292] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:53:56.173133] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:53:56.173272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:56.174988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:56.175556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:56.176041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:56.204365] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:56.273926] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 0.45%
[2025-11-25T11:53:56.295669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:56.296963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:56.321989] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -4.53% | Symbol ETA: 14.8s | Global ETA: 41m 9s
[2025-11-25T11:53:56.322281] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:53:56.323157] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:56.323298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:56.349165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:56.350072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:56.444256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:56.445628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:56.446406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:56.447334] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 0.11%
[2025-11-25T11:53:56.492997] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:53:56.614806] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 2.40%
[2025-11-25T11:53:56.660297] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:56.691506] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:53:56.773805] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 12.1s | Global ETA: 41m 9s
[2025-11-25T11:53:56.774096] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:53:56.774933] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:56.775073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:56.779920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:56.781572] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -1.43%, Actual: 1.03%
[2025-11-25T11:53:56.785794] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:53:56.864398] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:56.899912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:56.902007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:56.902903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:56.903716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:56.950669] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.92%, Actual: 0.72%
[2025-11-25T11:53:56.956714] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:56.970212] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.42% | Symbol ETA: 34.3s | Global ETA: 41m 10s
[2025-11-25T11:53:57.075548] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.45% | Symbol ETA: 14.0s | Global ETA: 41m 10s
[2025-11-25T11:53:57.075880] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:53:57.076729] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:57.076866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:57.119818] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -2.48%, Actual: 1.79%
[2025-11-25T11:53:57.120188] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 55.9122%
[2025-11-25T11:53:57.120340] [INFO ] [main      ] CBL: DISCARDED add_preclose_acceleration_mag (score: 55.91%)
[2025-11-25T11:53:57.120447] [INFO ] [main      ] CBL: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:53:57.120542] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_prev_1100_to_open']
[2025-11-25T11:53:57.120657] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:53:57.134312] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:57.134759] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:53:57.135603] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:57.135708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:57.136615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:57.137457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:57.138667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:53:57.139484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:57.145034] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.59%, Actual: 2.49%
[2025-11-25T11:53:57.199131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:57.200792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:57.201610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:57.242919] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:53:57.320134] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: 0.10%, Actual: 0.68%
[2025-11-25T11:53:57.413910] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:57.485279] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:53:57.512885] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.27%, Actual: 0.50%
[2025-11-25T11:53:57.529622] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -0.65% | Symbol ETA: 11.3s | Global ETA: 41m 11s
[2025-11-25T11:53:57.529956] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:53:57.530843] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:57.530977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:57.535931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:57.542742] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:53:57.657539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:57.659689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:57.660551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:57.661350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:57.663161] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:57.683951] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -1.24%, Actual: 0.57%
[2025-11-25T11:53:57.715232] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:57.747106] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.56% | Symbol ETA: 11.2s | Global ETA: 41m 11s
[2025-11-25T11:53:57.747390] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:53:57.748264] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:57.748412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:57.749396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:57.750282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:57.751546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:53:57.752333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:57.830611] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.86% | Symbol ETA: 13.3s | Global ETA: 41m 11s
[2025-11-25T11:53:57.830933] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:53:57.831785] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:57.831923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:57.853335] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -1.61%, Actual: 0.54%
[2025-11-25T11:53:57.953352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:57.954992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:57.955830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:57.996987] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:53:58.024072] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.85%, Actual: 0.80%
[2025-11-25T11:53:58.089196] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:53:58.165376] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:53:58.195316] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -2.59%, Actual: 2.52%
[2025-11-25T11:53:58.260635] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:53:58.279997] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.33% | Symbol ETA: 10.5s | Global ETA: 41m 12s
[2025-11-25T11:53:58.280283] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:53:58.281122] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:58.281264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:58.286089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:58.297440] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:53:58.341743] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.63% | Symbol ETA: 10.5s | Global ETA: 41m 12s
[2025-11-25T11:53:58.342038] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:53:58.342903] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:58.343035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:58.344018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:58.344924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:58.346172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:53:58.346963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:58.384541] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.25%, Actual: 0.11%
[2025-11-25T11:53:58.405737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:58.407695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:58.408566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:58.409346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:58.464408] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:53:58.565998] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 0.11%, Actual: 0.27%
[2025-11-25T11:53:58.580493] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 2.25% | Symbol ETA: 12.5s | Global ETA: 41m 12s
[2025-11-25T11:53:58.580801] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:53:58.581633] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:58.581790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:58.690593] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:53:58.703111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:58.704702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:58.705665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:58.737760] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.42%, Actual: 1.30%
[2025-11-25T11:53:58.738193] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 48.6043%
[2025-11-25T11:53:58.738366] [INFO ] [main      ] KOF: KEPT add_gaps (score: 48.60%)
[2025-11-25T11:53:58.738487] [INFO ] [main      ] KOF: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:53:58.738595] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies']
[2025-11-25T11:53:58.738726] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:53:58.747084] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:53:58.752397] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:53:58.753007] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:53:58.753925] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:53:58.754070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:58.755865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:58.756487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:58.756983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:58.862069] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:53:58.885584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:58.886893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:58.918274] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:53:58.943011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:58.943998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:58.944068] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.62% | Symbol ETA: 9.9s | Global ETA: 41m 13s
[2025-11-25T11:53:58.944357] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:53:58.945199] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:58.945365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:58.945334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:58.946382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:58.947295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:58.948602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:53:58.949376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:59.029817] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.67% | Symbol ETA: 9.8s | Global ETA: 41m 13s
[2025-11-25T11:53:59.030110] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:53:59.030964] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:53:59.031103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:53:59.035911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:59.043397] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:53:59.155975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:53:59.158161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:59.159093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:59.159907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:59.210217] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:53:59.288599] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:53:59.289112] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:53:59.323189] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.53% | Symbol ETA: 11.8s | Global ETA: 41m 13s
[2025-11-25T11:53:59.323510] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:53:59.324347] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:53:59.324490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:59.443053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:59.444568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:53:59.445370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:59.456928] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:53:59.474049] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:53:59.508052] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:53:59.536813] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.36% | Symbol ETA: 9.3s | Global ETA: 41m 14s
[2025-11-25T11:53:59.537128] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:53:59.537973] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:53:59.538106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:59.539071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:59.539948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:53:59.541193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:53:59.541971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:59.585483] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.03% | Symbol ETA: 37.1s | Global ETA: 41m 14s
[2025-11-25T11:53:59.585825] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:53:59.586747] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:53:59.586893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:53:59.588804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:53:59.589397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:53:59.589924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:53:59.677404] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:53:59.718923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:53:59.720194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:53:59.773900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:53:59.774879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:53:59.776173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:53:59.780176] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:53:59.786801] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.53% | Symbol ETA: 9.0s | Global ETA: 41m 14s
[2025-11-25T11:53:59.893544] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:53:59.947820] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:53:59.957590] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.67%, Actual: 2.07%
[2025-11-25T11:54:00.060837] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 11.0s | Global ETA: 41m 15s
[2025-11-25T11:54:00.061152] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:54:00.062001] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:00.062146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:00.064553] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:00.120366] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:54:00.130902] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -3.35%, Actual: 2.19%
[2025-11-25T11:54:00.147724] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.39% | Symbol ETA: 8.7s | Global ETA: 41m 15s
[2025-11-25T11:54:00.147860] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:54:00.148626] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:00.148717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:00.149829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:00.150684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:00.152059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:00.152956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:00.185044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:00.186373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:54:00.187110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:00.300519] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:00.311740] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.51%
[2025-11-25T11:54:00.429703] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 36.3s | Global ETA: 41m 15s
[2025-11-25T11:54:00.429854] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:54:00.430619] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:00.430713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:00.432405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:00.433095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:00.433572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:00.488163] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.96%, Actual: 0.26%
[2025-11-25T11:54:00.497400] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:54:00.523955] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:54:00.574082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:00.575404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:00.673558] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.43%, Actual: 1.82%
[2025-11-25T11:54:00.680112] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:00.723904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:00.728271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:00.729669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:00.727602] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:00.762276] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.32% | Symbol ETA: 8.1s | Global ETA: 41m 16s
[2025-11-25T11:54:00.762505] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:54:00.763342] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:00.763474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:00.764422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:00.765288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:00.766498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:00.767301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:00.871811] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.32%
[2025-11-25T11:54:00.981090] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 10.3s | Global ETA: 41m 16s
[2025-11-25T11:54:00.981289] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:54:00.982426] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:00.982523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:01.079571] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -0.65%, Actual: 0.38%
[2025-11-25T11:54:01.213747] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:54:01.224149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:01.225634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:54:01.226529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:01.250019] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.33%, Actual: 2.15%
[2025-11-25T11:54:01.370402] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:54:01.425184] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.67%, Actual: 0.72%
[2025-11-25T11:54:01.482232] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:01.556727] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:01.597155] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.53%, Actual: 1.07%
[2025-11-25T11:54:01.597571] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 46.4801%
[2025-11-25T11:54:01.597750] [INFO ] [main      ] LVS: DISCARDED add_overnight_gap_mag (score: 46.48%)
[2025-11-25T11:54:01.597872] [INFO ] [main      ] LVS: Testing feature 29/53: add_pct_change
[2025-11-25T11:54:01.597975] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_pct_change']
[2025-11-25T11:54:01.598084] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:54:01.610782] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:54:01.613087] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:01.613585] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:54:01.614516] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:01.614676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:01.619571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:01.666035] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.22% | Symbol ETA: 7.6s | Global ETA: 41m 17s
[2025-11-25T11:54:01.666187] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:54:01.667470] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:01.667687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:01.670999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:01.671929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:01.673191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:01.673986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:01.709212] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.50% | Symbol ETA: 36.5s | Global ETA: 41m 17s
[2025-11-25T11:54:01.709415] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:54:01.710566] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:01.710737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:01.713015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:01.713635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:01.714088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:01.751209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:01.753298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:01.754155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:01.756265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:01.818349] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:01.845461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:01.846903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:01.902285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:01.903494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:01.904804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:01.939224] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 4.76% | Symbol ETA: 9.6s | Global ETA: 41m 18s
[2025-11-25T11:54:01.939533] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:54:01.940378] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:01.940523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:02.020600] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:54:02.062218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:02.063860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:54:02.064689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:02.099219] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:54:02.196961] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:02.269677] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:02.274725] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 7.0s | Global ETA: 41m 18s
[2025-11-25T11:54:02.275019] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:54:02.275874] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:02.276012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:02.276996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:02.277971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:02.279245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:02.280050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:02.290393] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:54:02.389452] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.57% | Symbol ETA: 15.1s | Global ETA: 41m 18s
[2025-11-25T11:54:02.389623] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:54:02.390487] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:02.390565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:02.395604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:02.406695] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:54:02.464633] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:02.526441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:02.528797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:02.529767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:02.531975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:02.577275] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:02.577569] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 35.3s | Global ETA: 41m 19s
[2025-11-25T11:54:02.577757] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:54:02.578820] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:02.578913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:02.580747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:02.581322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:02.581748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:02.614301] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:54:02.690427] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -0.33% | Symbol ETA: 8.8s | Global ETA: 41m 19s
[2025-11-25T11:54:02.704558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:02.705805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:02.759059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:02.760000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:02.761225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:02.778949] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:02.855180] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.16% | Symbol ETA: 6.3s | Global ETA: 41m 19s
[2025-11-25T11:54:02.855329] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:54:02.856101] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:02.856175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:02.857079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:02.857878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:02.859042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:02.859737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:02.860584] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 1.92%, Actual: 2.67%
[2025-11-25T11:54:02.869506] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:54:03.030205] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -4.53%, Actual: 3.10%
[2025-11-25T11:54:03.040267] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:03.103466] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:54:03.164074] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 14.3s | Global ETA: 41m 20s
[2025-11-25T11:54:03.164224] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:54:03.165014] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:03.165089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:03.169845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:03.196703] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:54:03.206900] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.45%, Actual: 1.78%
[2025-11-25T11:54:03.274132] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:03.296559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:03.298610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:03.299456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:03.301493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:03.362565] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:03.381711] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.86%, Actual: 1.72%
[2025-11-25T11:54:03.381918] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.75% | Symbol ETA: 34.2s | Global ETA: 41m 20s
[2025-11-25T11:54:03.382067] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:54:03.382835] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:03.382912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:03.384544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:03.385051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:03.385464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:03.439127] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.26% | Symbol ETA: 5.7s | Global ETA: 41m 20s
[2025-11-25T11:54:03.510400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:03.511739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:03.555493] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 2.25%, Actual: 1.43%
[2025-11-25T11:54:03.565302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:03.566400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:03.567823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:03.608097] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.56%, Actual: 0.73%
[2025-11-25T11:54:03.647985] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:54:03.729594] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.53%, Actual: 0.07%
[2025-11-25T11:54:03.773564] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.63%, Actual: 1.00%
[2025-11-25T11:54:03.821221] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:03.905296] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.01%, Actual: 3.34%
[2025-11-25T11:54:03.912099] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:54:03.938873] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 1.32%
[2025-11-25T11:54:03.941911] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.47% | Symbol ETA: 13.5s | Global ETA: 41m 21s
[2025-11-25T11:54:03.942209] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:54:03.943114] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:03.943257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:03.948369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:04.080765] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 0.34%
[2025-11-25T11:54:04.083389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:04.083902] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:04.085576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:04.086506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:04.088716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:04.104800] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.36%, Actual: 0.51%
[2025-11-25T11:54:04.193069] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.23% | Symbol ETA: 33.2s | Global ETA: 41m 21s
[2025-11-25T11:54:04.193362] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:54:04.194202] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:04.194338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:04.196085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:04.196677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:04.197167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:04.254698] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 4.76%, Actual: 1.43%
[2025-11-25T11:54:04.271108] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.39%, Actual: 0.45%
[2025-11-25T11:54:04.320327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:04.321639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:04.374760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:04.375768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:04.377099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:04.429029] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -0.33%, Actual: 1.66%
[2025-11-25T11:54:04.429397] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 41.9329%
[2025-11-25T11:54:04.429559] [INFO ] [main      ] RVTY: DISCARDED add_overnight_gap_mag (score: 41.93%)
[2025-11-25T11:54:04.429692] [INFO ] [main      ] RVTY: Testing feature 29/53: add_pct_change
[2025-11-25T11:54:04.429798] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_pct_change']
[2025-11-25T11:54:04.429907] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:54:04.436216] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.32%, Actual: 0.11%
[2025-11-25T11:54:04.438736] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:54:04.442449] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:04.443065] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:54:04.443927] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:04.444028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:04.573119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:04.574678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:04.576796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:04.601706] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.22%, Actual: 2.40%
[2025-11-25T11:54:04.612525] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:04.733021] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -4.29% | Symbol ETA: 12.8s | Global ETA: 41m 22s
[2025-11-25T11:54:04.733329] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:54:04.734204] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:04.734343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:04.739238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:04.741735] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:54:04.766479] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.34%, Actual: 1.03%
[2025-11-25T11:54:04.872287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:04.874478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:04.875384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:04.877556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:04.913270] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:04.922934] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:54:04.931871] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.16%, Actual: 0.72%
[2025-11-25T11:54:05.023854] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.19% | Symbol ETA: 32.3s | Global ETA: 41m 23s
[2025-11-25T11:54:05.024023] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:54:05.024822] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:05.024915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:05.026665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:05.027226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:05.027630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:05.097279] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:05.101411] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.26%, Actual: 1.79%
[2025-11-25T11:54:05.101836] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 55.8780%
[2025-11-25T11:54:05.102011] [INFO ] [main      ] CBL: DISCARDED add_prev_1100_to_open (score: 55.88%)
[2025-11-25T11:54:05.102130] [INFO ] [main      ] CBL: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:54:05.102236] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_prev_close_to_1100']
[2025-11-25T11:54:05.102359] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:54:05.115887] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:05.116663] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:54:05.117725] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:05.117865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:05.118874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:05.119777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:05.121044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:05.121918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:05.156303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:05.157628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:05.211354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:05.212497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:05.213806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:05.222539] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 4.01% | Symbol ETA: 15.3s | Global ETA: 41m 23s
[2025-11-25T11:54:05.222827] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:54:05.223676] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:05.223813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:05.229129] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:54:05.350839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:05.352378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:05.354540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:05.404708] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:05.457148] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:54:05.521823] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 3.46% | Symbol ETA: 12.0s | Global ETA: 41m 23s
[2025-11-25T11:54:05.522119] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:54:05.522962] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:05.523101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:05.528014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:05.566002] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:54:05.623963] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:05.652140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:05.654509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:05.655417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:05.657573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:05.705521] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:54:05.709999] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.86% | Symbol ETA: 10.7s | Global ETA: 41m 24s
[2025-11-25T11:54:05.710241] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:54:05.711155] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:05.711295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:05.712280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:05.713338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:05.714957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:05.716057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:05.751144] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:05.872259] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.41% | Symbol ETA: 31.4s | Global ETA: 41m 24s
[2025-11-25T11:54:05.872517] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:54:05.874188] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:05.874329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:05.876922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:05.877616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:05.878138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:05.886879] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:06.015694] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:54:06.015692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:06.017289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:06.017326] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.90% | Symbol ETA: 14.6s | Global ETA: 41m 24s
[2025-11-25T11:54:06.017484] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:54:06.018288] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:06.018372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:06.059397] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:54:06.072974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:06.074147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:06.075502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:06.146084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:06.147701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:06.149853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:06.186776] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:06.231827] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:06.308688] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: -0.87% | Symbol ETA: 11.2s | Global ETA: 41m 25s
[2025-11-25T11:54:06.308983] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:54:06.309844] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:06.309984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:06.314705] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.47% | Symbol ETA: 10.2s | Global ETA: 41m 25s
[2025-11-25T11:54:06.315006] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:54:06.314989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:06.315831] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:06.315906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:06.316808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:06.317777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:06.319029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:06.319820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:06.417155] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:54:06.435707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:06.437845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:06.438742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:06.440792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:06.499378] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:54:06.585771] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:06.661843] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:54:06.676084] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:06.695175] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -0.43% | Symbol ETA: 30.5s | Global ETA: 41m 25s
[2025-11-25T11:54:06.695460] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:54:06.696250] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:06.696384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:06.698117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:06.698693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:06.699157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:06.792568] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:54:06.800685] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 3.05% | Symbol ETA: 13.8s | Global ETA: 41m 25s
[2025-11-25T11:54:06.800982] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:54:06.801871] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:06.802013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:06.820026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:06.821372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:06.832733] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:06.873867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:06.874740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:06.876059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:06.913460] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 9.6s | Global ETA: 41m 26s
[2025-11-25T11:54:06.913772] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:54:06.914630] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:06.914789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:06.915774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:06.916639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:06.917935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:06.918722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:06.927912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:06.929503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:06.931628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:06.962314] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:07.077623] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.38% | Symbol ETA: 10.4s | Global ETA: 41m 26s
[2025-11-25T11:54:07.077925] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:54:07.078714] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:07.078851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:07.083712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:07.204931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:07.206778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:07.207704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:07.209845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:07.213282] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:54:07.258246] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:54:07.284775] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:54:07.386150] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:07.428110] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:07.467426] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:07.491882] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.45% | Symbol ETA: 29.6s | Global ETA: 41m 26s
[2025-11-25T11:54:07.510308] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.75% | Symbol ETA: 9.0s | Global ETA: 41m 26s
[2025-11-25T11:54:07.510609] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:54:07.511478] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:07.511620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:07.512591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:07.513496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:07.514820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:07.515627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:07.555906] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:54:07.592853] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 2.42% | Symbol ETA: 13.0s | Global ETA: 41m 27s
[2025-11-25T11:54:07.593158] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:54:07.594029] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:07.594172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:07.668293] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.03%, Actual: 2.49%
[2025-11-25T11:54:07.720097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:07.721584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:07.723854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:07.729944] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:07.844359] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.01%, Actual: 0.68%
[2025-11-25T11:54:07.850378] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.84% | Symbol ETA: 9.6s | Global ETA: 41m 27s
[2025-11-25T11:54:07.850691] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:54:07.851514] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:07.851680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:07.856884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:07.861241] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:54:07.983460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:07.985613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:07.986518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:07.988723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:08.016659] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.50%, Actual: 0.50%
[2025-11-25T11:54:08.034732] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:08.070226] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:54:08.117353] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 1.05% | Symbol ETA: 8.4s | Global ETA: 41m 27s
[2025-11-25T11:54:08.117541] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:54:08.118582] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:08.118868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:08.119787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:08.120594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:08.121791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:08.122658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:08.186870] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 0.57%
[2025-11-25T11:54:08.241909] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:08.328637] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:54:08.359212] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.75%, Actual: 0.54%
[2025-11-25T11:54:08.365019] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 12.2s | Global ETA: 41m 28s
[2025-11-25T11:54:08.365320] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:54:08.366174] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:08.366312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:08.459588] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:54:08.490769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:08.492457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:08.494619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:08.507480] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:08.529597] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.23%, Actual: 0.80%
[2025-11-25T11:54:08.625789] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -5.48% | Symbol ETA: 8.9s | Global ETA: 41m 28s
[2025-11-25T11:54:08.626091] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:54:08.626931] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:08.627094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:08.630327] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:08.631947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:08.702523] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.19%, Actual: 2.52%
[2025-11-25T11:54:08.709622] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 7.8s | Global ETA: 41m 28s
[2025-11-25T11:54:08.709937] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:54:08.710829] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:08.710970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:08.711949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:08.712843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:08.714095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:08.714893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:08.756929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:08.759993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:08.760957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:08.763075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:08.848513] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:54:08.873528] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.41%, Actual: 0.11%
[2025-11-25T11:54:09.029153] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:09.042677] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.27%
[2025-11-25T11:54:09.060621] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:54:09.144826] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:54:09.153703] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -1.61% | Symbol ETA: 11.4s | Global ETA: 41m 29s
[2025-11-25T11:54:09.153996] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:54:09.155069] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:09.155242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:09.212334] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.45%, Actual: 1.30%
[2025-11-25T11:54:09.212689] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 40.3122%
[2025-11-25T11:54:09.212813] [INFO ] [main      ] KOF: DISCARDED add_intraday_skewness_proxies (score: 40.31%)
[2025-11-25T11:54:09.212921] [INFO ] [main      ] KOF: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:54:09.213053] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_volatility_percentile']
[2025-11-25T11:54:09.213211] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:54:09.227350] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:09.228128] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:54:09.229298] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:09.229388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:09.229188] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:09.231364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:09.232171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:09.232633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:09.288963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:09.290495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:09.292558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:09.309286] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.34% | Symbol ETA: 7.2s | Global ETA: 41m 29s
[2025-11-25T11:54:09.309517] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:54:09.310349] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:09.310488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:09.311440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:09.312308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:09.313529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:09.313466] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:09.314236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:09.364981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:09.366376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:09.421976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:09.422997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:54:09.426630] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 0.98% | Symbol ETA: 8.1s | Global ETA: 41m 29s
[2025-11-25T11:54:09.512319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:09.594959] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.57%, Actual: 2.07%
[2025-11-25T11:54:09.643222] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:54:09.653544] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:54:09.764221] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.22%, Actual: 2.19%
[2025-11-25T11:54:09.822614] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:09.823179] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:09.858322] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:54:09.903883] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 6.6s | Global ETA: 41m 30s
[2025-11-25T11:54:09.904037] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:54:09.904834] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:09.904909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:09.905821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:09.906677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:09.907977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:09.908874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:09.931919] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.47%, Actual: 0.51%
[2025-11-25T11:54:09.951874] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 10.7s | Global ETA: 41m 30s
[2025-11-25T11:54:09.952022] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:54:09.952839] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:09.952913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:10.030348] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:10.081363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:10.083025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:10.085215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:10.104087] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -4.29%, Actual: 0.26%
[2025-11-25T11:54:10.140778] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.45% | Symbol ETA: 36.6s | Global ETA: 41m 31s
[2025-11-25T11:54:10.141074] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:54:10.141928] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:10.142068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:10.143840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:10.144413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:10.144911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:10.257474] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:54:10.270949] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 3.46%, Actual: 1.82%
[2025-11-25T11:54:10.272326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:10.273699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:10.326581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:10.327602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:54:10.413046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:10.427122] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:10.441276] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: -0.87%, Actual: 0.32%
[2025-11-25T11:54:10.491914] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:54:10.505217] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.38% | Symbol ETA: 6.0s | Global ETA: 41m 31s
[2025-11-25T11:54:10.505527] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:54:10.506387] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:10.506528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:10.507513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:10.508382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:10.509710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:10.510618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:10.611323] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.38%, Actual: 0.38%
[2025-11-25T11:54:10.669348] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:10.754089] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:54:10.780352] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.84%, Actual: 2.15%
[2025-11-25T11:54:10.793160] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.93% | Symbol ETA: 9.9s | Global ETA: 41m 32s
[2025-11-25T11:54:10.793440] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:54:10.794337] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:10.794478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:10.864666] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:54:10.920672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:10.922330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:10.924465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:10.929076] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:10.948837] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -5.48%, Actual: 0.72%
[2025-11-25T11:54:11.034330] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:11.040408] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.43% | Symbol ETA: 35.7s | Global ETA: 41m 32s
[2025-11-25T11:54:11.040577] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:54:11.041573] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:11.041728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:11.043406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:11.044002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:11.044475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:11.114293] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.66% | Symbol ETA: 5.4s | Global ETA: 41m 32s
[2025-11-25T11:54:11.119534] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 0.98%, Actual: 1.07%
[2025-11-25T11:54:11.119885] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 47.4458%
[2025-11-25T11:54:11.120048] [INFO ] [main      ] LVS: DISCARDED add_pct_change (score: 47.45%)
[2025-11-25T11:54:11.120165] [INFO ] [main      ] LVS: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:54:11.120271] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_preclose_acceleration_mag']
[2025-11-25T11:54:11.120381] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:54:11.134137] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:11.134710] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:54:11.135622] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:11.135777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:11.140672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:11.173799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:11.175086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:11.234085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:11.235849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:54:11.272981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:11.275018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:11.275954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:11.277084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:11.278917] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:54:11.288865] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.86%, Actual: 0.73%
[2025-11-25T11:54:11.327290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:11.452117] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:11.461808] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 1.00%
[2025-11-25T11:54:11.581308] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 9.1s | Global ETA: 41m 33s
[2025-11-25T11:54:11.581602] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:54:11.582490] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:11.582632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:11.619536] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:54:11.640474] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 1.32%
[2025-11-25T11:54:11.676782] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:54:11.704466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:11.705984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:54:11.708129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:11.788098] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:11.821933] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.75%, Actual: 0.51%
[2025-11-25T11:54:11.869633] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:11.902871] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.63% | Symbol ETA: 14.5s | Global ETA: 41m 33s
[2025-11-25T11:54:11.903183] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:54:11.904044] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:11.904189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:11.909496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:11.979566] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.14% | Symbol ETA: 34.8s | Global ETA: 41m 34s
[2025-11-25T11:54:11.979735] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:54:11.980505] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:11.980734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:11.982467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:11.983001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:11.983464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:12.007488] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 1.05%, Actual: 0.45%
[2025-11-25T11:54:12.040591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:12.042914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:12.043865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:12.044987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:12.068426] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:54:12.109626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:12.110948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:12.165307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:12.166525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:54:12.179343] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.11%
[2025-11-25T11:54:12.243407] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:12.250949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:12.353092] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.34%, Actual: 2.40%
[2025-11-25T11:54:12.364513] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 2.53% | Symbol ETA: 8.3s | Global ETA: 41m 34s
[2025-11-25T11:54:12.403880] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:54:12.525723] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.70%, Actual: 1.03%
[2025-11-25T11:54:12.534385] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.01%, Actual: 2.67%
[2025-11-25T11:54:12.586061] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:12.588571] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:54:12.699099] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.38%, Actual: 0.72%
[2025-11-25T11:54:12.704461] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.42% | Symbol ETA: 13.8s | Global ETA: 41m 35s
[2025-11-25T11:54:12.704772] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:54:12.705616] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:12.705821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:12.708501] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.90%, Actual: 3.10%
[2025-11-25T11:54:12.710926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:12.758029] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:12.841754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:12.844042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:12.845184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:12.846545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:12.868602] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.02% | Symbol ETA: 33.9s | Global ETA: 41m 35s
[2025-11-25T11:54:12.868797] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:54:12.869564] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:12.869667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:12.870992] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.66%, Actual: 1.79%
[2025-11-25T11:54:12.871319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:12.871382] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 47.7260%
[2025-11-25T11:54:12.871578] [INFO ] [main      ] CBL: DISCARDED add_prev_close_to_1100 (score: 47.73%)
[2025-11-25T11:54:12.871714] [INFO ] [main      ] CBL: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:54:12.871822] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_prev_close_to_open']
[2025-11-25T11:54:12.871932] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:54:12.871939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:12.872438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:12.884013] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 3.05%, Actual: 1.78%
[2025-11-25T11:54:12.886312] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:12.886806] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:54:12.887792] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:12.887881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:12.888912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:12.889929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:12.891258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:12.892077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:12.995988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:12.997176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:13.050909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:13.051995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:54:13.063109] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 2.42%, Actual: 1.72%
[2025-11-25T11:54:13.136903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:13.202577] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:54:13.233455] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:54:13.239323] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.43%
[2025-11-25T11:54:13.377485] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:13.403535] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:13.415269] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -1.61%, Actual: 0.07%
[2025-11-25T11:54:13.475449] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:54:13.486161] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.22% | Symbol ETA: 10.2s | Global ETA: 41m 36s
[2025-11-25T11:54:13.486465] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:54:13.487335] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:13.487479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:13.488442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:13.489318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:13.490572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:13.491344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:13.494260] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.75% | Symbol ETA: 13.1s | Global ETA: 41m 36s
[2025-11-25T11:54:13.494711] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:54:13.495776] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:13.495953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:13.501431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:13.591697] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.43%, Actual: 3.34%
[2025-11-25T11:54:13.633066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:13.635630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:13.636582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:13.639085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:13.646242] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:13.753659] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -1.69% | Symbol ETA: 33.0s | Global ETA: 41m 36s
[2025-11-25T11:54:13.753816] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:54:13.754572] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:13.754661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:13.756339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:13.756863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:13.757329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:13.773327] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.93%, Actual: 0.34%
[2025-11-25T11:54:13.827291] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:54:13.879385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:13.880762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:13.934323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:13.935498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:54:13.950848] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: -0.04%, Actual: 1.43%
[2025-11-25T11:54:13.995051] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:14.002147] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:54:14.020482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:14.076489] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 9.6s | Global ETA: 41m 37s
[2025-11-25T11:54:14.076800] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:54:14.077701] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:14.077840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:14.078803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:14.079662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:14.080881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:14.081659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:14.125535] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 2.53%, Actual: 1.66%
[2025-11-25T11:54:14.125977] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 35.1518%
[2025-11-25T11:54:14.126084] [INFO ] [main      ] RVTY: DISCARDED add_pct_change (score: 35.15%)
[2025-11-25T11:54:14.126203] [INFO ] [main      ] RVTY: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:54:14.126308] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_preclose_acceleration_mag']
[2025-11-25T11:54:14.126418] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:54:14.139184] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:14.139977] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:54:14.140979] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:14.141121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:14.186831] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:14.271864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:14.273383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:14.274631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:14.313132] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 12.3s | Global ETA: 41m 37s
[2025-11-25T11:54:14.313375] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:54:14.314256] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:14.314537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:14.319840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:14.367670] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:54:14.417493] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:54:14.448005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:14.450578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:14.451702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:14.452899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:14.539226] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:14.582986] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:14.618135] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:54:14.644059] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.92% | Symbol ETA: 32.0s | Global ETA: 41m 38s
[2025-11-25T11:54:14.644348] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:54:14.645181] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:14.645318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:14.647047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:14.647720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:14.648190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:14.662335] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.78% | Symbol ETA: 9.0s | Global ETA: 41m 38s
[2025-11-25T11:54:14.662611] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:54:14.663442] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:14.663582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:14.664529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:14.665386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:14.666709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:14.667490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:14.772934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:14.774161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:14.792810] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:14.816986] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:54:14.827801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:14.828876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:54:14.913006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:14.916312] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.28% | Symbol ETA: 14.7s | Global ETA: 41m 38s
[2025-11-25T11:54:14.916607] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:54:14.917507] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:14.917677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:14.997922] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:14.999669] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:54:15.045093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:15.046828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:15.048071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:15.121610] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 11.5s | Global ETA: 41m 39s
[2025-11-25T11:54:15.122054] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:54:15.123160] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:15.123316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:15.129284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:15.168008] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:15.247403] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 8.4s | Global ETA: 41m 39s
[2025-11-25T11:54:15.247567] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:54:15.248492] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:15.248575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:15.249539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:15.250405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:15.251586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:15.251663] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:54:15.252354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:15.265502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:15.268548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:15.269848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:15.271453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:15.395191] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:54:15.424353] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:15.533816] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.22% | Symbol ETA: 31.1s | Global ETA: 41m 39s
[2025-11-25T11:54:15.534090] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:54:15.534988] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:15.535135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:15.536939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:15.537551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:15.538051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:15.571598] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:15.597843] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:54:15.651068] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:54:15.666618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:15.668079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:15.692899] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -5.49% | Symbol ETA: 13.9s | Global ETA: 41m 39s
[2025-11-25T11:54:15.693214] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:54:15.694105] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:15.694244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:15.720782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:15.721716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:54:15.769971] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:15.806166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:15.822213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:15.823848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:15.824988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:15.832328] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:15.849535] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 7.8s | Global ETA: 41m 40s
[2025-11-25T11:54:15.849882] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:54:15.850779] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:15.850923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:15.851937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:15.852864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:15.854199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:15.855000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:15.953318] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.33% | Symbol ETA: 10.8s | Global ETA: 41m 40s
[2025-11-25T11:54:15.953762] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:54:15.954780] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:15.954933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:15.960390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:16.091781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:16.094436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:16.095459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:16.096629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:16.167061] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:54:16.174013] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:54:16.198151] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:54:16.340894] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:16.348082] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:16.369238] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:16.449333] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.75% | Symbol ETA: 30.2s | Global ETA: 41m 41s
[2025-11-25T11:54:16.449573] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:54:16.450420] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:16.450597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:16.451536] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 7.2s | Global ETA: 41m 41s
[2025-11-25T11:54:16.451829] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:54:16.452380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:16.452667] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:16.452819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:16.452978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:16.453458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:16.453790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:16.454673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:16.455933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:16.456810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:16.475393] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 4.85% | Symbol ETA: 13.1s | Global ETA: 41m 41s
[2025-11-25T11:54:16.475719] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:54:16.476373] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:54:16.476551] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:16.476755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:16.587113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:16.588484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:16.606428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:16.608109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:16.609272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:16.641689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:16.642659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:54:16.658325] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:16.726153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:16.778021] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.76% | Symbol ETA: 10.0s | Global ETA: 41m 41s
[2025-11-25T11:54:16.778448] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:54:16.779449] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:16.779598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:16.784828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:16.796038] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:54:16.918892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:16.921578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:16.922537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:16.923716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:16.947788] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:54:16.963496] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:17.044819] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 6.6s | Global ETA: 41m 42s
[2025-11-25T11:54:17.044972] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:54:17.045745] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:17.045898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:17.046792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:17.047714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:17.048900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:17.049593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:17.074877] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:54:17.128909] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:17.248229] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:17.249994] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -1.63% | Symbol ETA: 12.4s | Global ETA: 41m 42s
[2025-11-25T11:54:17.250352] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:54:17.251182] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:17.251324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:17.295135] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:54:17.358269] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.85% | Symbol ETA: 29.3s | Global ETA: 41m 42s
[2025-11-25T11:54:17.358579] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:54:17.359507] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:17.359663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:17.361483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:17.362116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:17.362601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:17.374798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:17.376419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:17.377603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:17.384373] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:54:17.478209] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:17.489544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:17.491041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:17.543968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:17.545066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:54:17.552140] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:17.600593] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -3.04% | Symbol ETA: 9.2s | Global ETA: 41m 42s
[2025-11-25T11:54:17.601062] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:54:17.602214] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:17.602403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:17.607950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:17.630295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:17.634175] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 6.0s | Global ETA: 41m 42s
[2025-11-25T11:54:17.634467] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:54:17.635319] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:17.635461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:17.636416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:17.637322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:17.638581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:17.639357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:17.715738] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:54:17.736918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:17.741789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:17.743424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:17.744702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:17.885514] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:17.975448] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:54:17.980615] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:54:18.004302] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 2.22% | Symbol ETA: 11.6s | Global ETA: 41m 43s
[2025-11-25T11:54:18.004470] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:54:18.005397] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:18.005541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:18.102847] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:54:18.132408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:18.134601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:18.136304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:18.145583] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:18.150889] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:18.225736] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.18% | Symbol ETA: 5.4s | Global ETA: 41m 43s
[2025-11-25T11:54:18.226039] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:54:18.226895] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:18.227046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:18.228212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:18.229270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:18.230722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:18.231466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:18.257501] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.70% | Symbol ETA: 28.4s | Global ETA: 41m 43s
[2025-11-25T11:54:18.285226] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:18.407156] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -5.49% | Symbol ETA: 8.4s | Global ETA: 41m 44s
[2025-11-25T11:54:18.407393] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:54:18.408283] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:18.408378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:18.413711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:18.436472] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.45%, Actual: 2.49%
[2025-11-25T11:54:18.506844] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:54:18.542108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:18.544624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:18.545694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:18.546916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:18.571470] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:54:18.608435] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.43%, Actual: 0.68%
[2025-11-25T11:54:18.678977] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:18.740855] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:18.777621] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.14%, Actual: 0.50%
[2025-11-25T11:54:18.794163] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.18% | Symbol ETA: 10.8s | Global ETA: 41m 44s
[2025-11-25T11:54:18.794450] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:54:18.795301] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:18.795444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:18.819490] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.31% | Symbol ETA: 4.9s | Global ETA: 41m 44s
[2025-11-25T11:54:18.902453] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:54:18.915803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:18.917509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:18.918666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:18.946916] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 0.57%
[2025-11-25T11:54:18.989796] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.22%, Actual: 0.73%
[2025-11-25T11:54:19.083959] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:19.115410] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -1.69%, Actual: 0.54%
[2025-11-25T11:54:19.164544] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 1.00%
[2025-11-25T11:54:19.199793] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.19% | Symbol ETA: 7.6s | Global ETA: 41m 45s
[2025-11-25T11:54:19.263471] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:54:19.283876] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.92%, Actual: 0.80%
[2025-11-25T11:54:19.345341] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.78%, Actual: 1.32%
[2025-11-25T11:54:19.378128] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.63%, Actual: 2.07%
[2025-11-25T11:54:19.435912] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:19.452660] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.22%, Actual: 2.52%
[2025-11-25T11:54:19.517959] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.51%
[2025-11-25T11:54:19.552194] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.66% | Symbol ETA: 10.0s | Global ETA: 41m 46s
[2025-11-25T11:54:19.552361] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:54:19.553317] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:19.553497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:19.560209] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.42%, Actual: 2.19%
[2025-11-25T11:54:19.623281] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.75%, Actual: 0.11%
[2025-11-25T11:54:19.678591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:19.680252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:19.681396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:19.690032] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 0.45%
[2025-11-25T11:54:19.733729] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.75%, Actual: 0.51%
[2025-11-25T11:54:19.797562] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.85%, Actual: 0.27%
[2025-11-25T11:54:19.862784] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 0.35%, Actual: 0.11%
[2025-11-25T11:54:19.912492] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.26%
[2025-11-25T11:54:19.967394] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.70%, Actual: 1.30%
[2025-11-25T11:54:19.967793] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 39.7200%
[2025-11-25T11:54:19.967920] [INFO ] [main      ] KOF: DISCARDED add_intraday_volatility_percentile (score: 39.72%)
[2025-11-25T11:54:19.968034] [INFO ] [main      ] KOF: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:54:19.968132] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_last_hour_momentum_mag']
[2025-11-25T11:54:19.968234] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:54:19.981991] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:19.982578] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:54:19.983549] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:19.983703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:19.985461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:19.986061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:19.986536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:20.027296] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:54:20.031972] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.89%, Actual: 2.40%
[2025-11-25T11:54:20.087241] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 1.82%
[2025-11-25T11:54:20.111064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:20.112342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:20.166926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:20.167884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:54:20.168583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:20.201161] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:20.201831] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 1.03%
[2025-11-25T11:54:20.266085] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.33%, Actual: 0.32%
[2025-11-25T11:54:20.330693] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.92% | Symbol ETA: 9.2s | Global ETA: 41m 47s
[2025-11-25T11:54:20.331028] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:54:20.331990] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:20.332142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:20.376461] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.18%, Actual: 0.72%
[2025-11-25T11:54:20.441719] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.76%, Actual: 0.38%
[2025-11-25T11:54:20.462074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:20.463574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:20.464922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:20.509047] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:54:20.546867] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.31%, Actual: 1.79%
[2025-11-25T11:54:20.547242] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 50.5215%
[2025-11-25T11:54:20.547407] [INFO ] [main      ] CBL: DISCARDED add_prev_close_to_open (score: 50.52%)
[2025-11-25T11:54:20.547527] [INFO ] [main      ] CBL: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:54:20.547633] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_prior_day_tail_pressure']
[2025-11-25T11:54:20.547756] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:54:20.561287] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:20.561857] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:54:20.562831] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:20.562979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:20.563971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:20.564869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:20.566109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:20.568907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:20.617100] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -3.04%, Actual: 2.15%
[2025-11-25T11:54:20.679166] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:20.785830] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.78% | Symbol ETA: 33.8s | Global ETA: 41m 47s
[2025-11-25T11:54:20.786119] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:54:20.786952] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:20.787109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:20.788897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:20.789463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:20.789982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:20.794426] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -5.49%, Actual: 0.72%
[2025-11-25T11:54:20.810710] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:54:20.909489] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:54:20.914853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:20.916082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:20.969434] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.19%, Actual: 1.07%
[2025-11-25T11:54:20.969984] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 43.2063%
[2025-11-25T11:54:20.970184] [INFO ] [main      ] LVS: DISCARDED add_preclose_acceleration_mag (score: 43.21%)
[2025-11-25T11:54:20.970311] [INFO ] [main      ] LVS: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:54:20.970418] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_prev_1100_to_open']
[2025-11-25T11:54:20.970529] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:54:20.970712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:20.971616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:54:20.972369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:20.980527] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:20.988342] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:20.989046] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:54:20.990129] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:20.990210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:20.995317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:21.077368] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:21.095853] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 3.02% | Symbol ETA: 8.5s | Global ETA: 41m 48s
[2025-11-25T11:54:21.096167] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:54:21.097026] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:21.097171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:21.126217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:21.128861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:21.129786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:21.130569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:21.162687] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.79% | Symbol ETA: 9.8s | Global ETA: 41m 48s
[2025-11-25T11:54:21.162903] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:54:21.163696] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:21.163786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:21.164686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:21.165481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:21.166656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:21.169632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:21.218185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:21.219637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:54:21.220754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:21.316029] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:54:21.485854] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:21.501381] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:54:21.511509] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:54:21.559085] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:54:21.596306] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 33.0s | Global ETA: 41m 49s
[2025-11-25T11:54:21.596579] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:54:21.597462] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:21.597599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:21.599345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:21.599928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:21.600392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:21.681509] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:21.681888] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:21.722727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:21.723891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:21.731049] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:21.768788] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 9.2s | Global ETA: 41m 49s
[2025-11-25T11:54:21.769197] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:54:21.770061] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:21.770206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:21.771202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:21.772097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:21.773467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:21.776346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:21.777576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:21.778489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:54:21.779216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:21.808863] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -2.68% | Symbol ETA: 14.6s | Global ETA: 41m 49s
[2025-11-25T11:54:21.809335] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:54:21.810834] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:21.811201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:21.817838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:21.844828] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.71% | Symbol ETA: 7.7s | Global ETA: 41m 49s
[2025-11-25T11:54:21.955515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:21.958352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:21.959471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:21.960292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:22.013964] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.28%, Actual: 2.67%
[2025-11-25T11:54:22.114375] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:54:22.120284] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:54:22.181175] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -5.49%, Actual: 3.10%
[2025-11-25T11:54:22.282063] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:22.288041] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:22.323132] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:54:22.346480] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 4.85%, Actual: 1.78%
[2025-11-25T11:54:22.363533] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.56% | Symbol ETA: 8.6s | Global ETA: 41m 50s
[2025-11-25T11:54:22.363879] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:54:22.364724] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:22.364863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:22.365816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:22.366683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:22.367933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:22.370815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:22.394910] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.27% | Symbol ETA: 32.2s | Global ETA: 41m 50s
[2025-11-25T11:54:22.395214] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:54:22.396054] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:22.396188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:22.397983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:22.398583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:22.399091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:22.507243] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:22.513628] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -1.63%, Actual: 1.72%
[2025-11-25T11:54:22.521832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:22.523020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:22.578962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:22.579933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:54:22.580661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:22.631931] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -0.89% | Symbol ETA: 13.8s | Global ETA: 41m 50s
[2025-11-25T11:54:22.632260] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:54:22.633182] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:22.633323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:22.638408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:22.682663] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 2.22%, Actual: 1.43%
[2025-11-25T11:54:22.719142] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:54:22.769366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:22.771583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:22.772491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:22.773306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:22.850531] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.18%, Actual: 0.07%
[2025-11-25T11:54:22.890267] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:22.919576] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:54:22.979507] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 8.0s | Global ETA: 41m 51s
[2025-11-25T11:54:22.979855] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:54:22.980782] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:22.980929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:22.981942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:22.982860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:22.984341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:22.987215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:23.019252] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.66%, Actual: 3.34%
[2025-11-25T11:54:23.091161] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:23.125386] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:54:23.185114] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 0.34%
[2025-11-25T11:54:23.195869] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 31.3s | Global ETA: 41m 51s
[2025-11-25T11:54:23.196163] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:54:23.196955] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:23.197103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:23.198823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:23.199421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:23.199913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:23.302520] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:23.320749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:23.321946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:23.352003] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 3.02%, Actual: 1.43%
[2025-11-25T11:54:23.376260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:23.377198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:54:23.377957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:23.384427] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:54:23.419042] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.46% | Symbol ETA: 12.9s | Global ETA: 41m 52s
[2025-11-25T11:54:23.419214] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:54:23.420195] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:23.420337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:23.425577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:23.521698] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.71%, Actual: 1.66%
[2025-11-25T11:54:23.522098] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 52.4224%
[2025-11-25T11:54:23.522264] [INFO ] [main      ] RVTY: DISCARDED add_preclose_acceleration_mag (score: 52.42%)
[2025-11-25T11:54:23.522378] [INFO ] [main      ] RVTY: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:54:23.522483] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_prev_1100_to_open']
[2025-11-25T11:54:23.522592] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:54:23.534990] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:23.535707] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:54:23.536618] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:23.536880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:23.556368] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:23.558738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:23.561001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:23.561920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:23.562780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:23.641962] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 7.5s | Global ETA: 41m 52s
[2025-11-25T11:54:23.642284] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:54:23.643146] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:23.643286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:23.644259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:23.645066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:23.646253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:23.649130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:23.658928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:23.660392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:23.661183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:23.717866] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:54:23.889139] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:23.923312] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:54:23.989208] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:54:23.995254] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.58% | Symbol ETA: 30.5s | Global ETA: 41m 53s
[2025-11-25T11:54:23.995537] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:54:23.996370] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:23.996505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:23.998244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:23.998841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:23.999321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:24.000979] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:54:24.103224] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:24.122813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:24.123960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:24.158359] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:24.176378] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:24.177806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:24.178740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:54:24.179484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:24.221477] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: 1.44% | Symbol ETA: 12.1s | Global ETA: 41m 53s
[2025-11-25T11:54:24.221816] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:54:24.222730] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:24.222879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:24.228482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:24.239877] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 6.9s | Global ETA: 41m 53s
[2025-11-25T11:54:24.240179] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:54:24.241031] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:24.241172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:24.242126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:24.242993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:24.244253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:24.247108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:24.300955] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.54% | Symbol ETA: 13.8s | Global ETA: 41m 53s
[2025-11-25T11:54:24.301144] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:54:24.302096] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:24.302261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:24.360342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:24.362543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:24.363625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:24.364477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:24.435465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:24.437074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:24.437949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:24.519003] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:54:24.589569] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:54:24.687720] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:24.739432] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:54:24.773016] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:24.781956] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:54:24.793036] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 29.7s | Global ETA: 41m 54s
[2025-11-25T11:54:24.793320] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:54:24.794171] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:24.794304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:24.796093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:24.796689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:24.797183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:24.856918] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.86% | Symbol ETA: 6.3s | Global ETA: 41m 54s
[2025-11-25T11:54:24.857096] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:54:24.857907] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:24.857982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:24.858889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:24.859708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:24.860891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:24.863592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:24.921290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:24.922607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:24.931245] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:24.953061] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:24.976417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:24.977463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:54:24.978236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:25.049110] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.10% | Symbol ETA: 11.3s | Global ETA: 41m 54s
[2025-11-25T11:54:25.049401] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:54:25.050376] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:25.050539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:25.055675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:25.072986] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 13.0s | Global ETA: 41m 54s
[2025-11-25T11:54:25.073135] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:54:25.073914] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:25.073989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:25.185820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:25.188105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:25.189300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:25.190266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:25.200466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:25.202208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:25.203036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:25.221450] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:54:25.322937] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:54:25.392148] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:25.473009] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.25% | Symbol ETA: 5.6s | Global ETA: 41m 55s
[2025-11-25T11:54:25.473325] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:54:25.474176] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:25.474317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:25.475282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:25.476160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:25.477424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:25.480153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:25.496011] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:25.546049] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:54:25.548438] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:54:25.602404] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.00% | Symbol ETA: 28.9s | Global ETA: 41m 55s
[2025-11-25T11:54:25.602681] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:54:25.603498] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:25.603652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:25.605360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:25.605968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:25.606453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:25.717358] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:25.728457] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:25.728829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:25.730212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:25.784095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:25.785251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:54:25.786071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:25.838912] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.75% | Symbol ETA: 12.3s | Global ETA: 41m 55s
[2025-11-25T11:54:25.839199] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:54:25.840074] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:25.840217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:25.841065] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:54:25.850089] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 10.5s | Global ETA: 41m 55s
[2025-11-25T11:54:25.850408] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:54:25.851349] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:25.851497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:25.856592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:25.965444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:25.967146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:25.968003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:25.985508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:25.987659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:25.988532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:25.989317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:26.012021] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:26.093367] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 5.0s | Global ETA: 41m 56s
[2025-11-25T11:54:26.093662] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:54:26.094532] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:26.094689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:26.095593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:26.096478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:26.097767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:26.100545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:26.125108] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:54:26.295794] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:26.317422] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:54:26.325965] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:54:26.403083] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.63% | Symbol ETA: 28.1s | Global ETA: 41m 56s
[2025-11-25T11:54:26.403368] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:54:26.404199] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:26.404333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:26.406056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:26.406619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:26.407167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:26.447608] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:54:26.491507] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:26.495425] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:26.530220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:26.531406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:26.584714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:26.585798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:54:26.586547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:26.606226] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -3.21% | Symbol ETA: 9.6s | Global ETA: 41m 57s
[2025-11-25T11:54:26.606522] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:54:26.607396] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:26.607540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:26.608584] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 11.5s | Global ETA: 41m 57s
[2025-11-25T11:54:26.608900] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:54:26.609769] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:26.609913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:26.612355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:26.615788] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:26.696389] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.65% | Symbol ETA: 4.4s | Global ETA: 41m 57s
[2025-11-25T11:54:26.731917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:26.734059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:26.734968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:26.735697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:26.736289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:26.737970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:26.738833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:26.868917] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.79%, Actual: 0.73%
[2025-11-25T11:54:26.924396] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:54:27.047825] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 1.00%
[2025-11-25T11:54:27.081209] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:54:27.091326] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:54:27.099831] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:27.205525] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -2.07% | Symbol ETA: 27.3s | Global ETA: 41m 58s
[2025-11-25T11:54:27.205795] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:54:27.206606] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:27.206754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:27.208520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:27.209098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:27.209560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:27.220809] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 1.32%
[2025-11-25T11:54:27.253359] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:27.260907] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:27.331749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:27.332903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:27.370590] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.67% | Symbol ETA: 8.8s | Global ETA: 41m 58s
[2025-11-25T11:54:27.370897] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:54:27.371834] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:27.371977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:27.376796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:27.380236] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 1.83% | Symbol ETA: 10.7s | Global ETA: 41m 58s
[2025-11-25T11:54:27.380519] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:54:27.381405] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:27.381544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:27.386164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:27.387128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:54:27.387907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:27.395254] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 0.51%
[2025-11-25T11:54:27.497937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:27.500100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:27.501000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:27.501783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:27.507195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:27.508625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:27.509468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:27.574209] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 0.45%
[2025-11-25T11:54:27.727382] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:54:27.748086] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.50%, Actual: 0.11%
[2025-11-25T11:54:27.847573] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:54:27.849375] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:54:27.898010] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:27.920203] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.86%, Actual: 2.40%
[2025-11-25T11:54:28.001419] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 0.40% | Symbol ETA: 26.5s | Global ETA: 41m 59s
[2025-11-25T11:54:28.021198] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:28.027833] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:28.094154] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 1.03%
[2025-11-25T11:54:28.135372] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.62% | Symbol ETA: 10.0s | Global ETA: 41m 59s
[2025-11-25T11:54:28.135676] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:54:28.136478] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:28.136621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:28.145066] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -4.06% | Symbol ETA: 8.0s | Global ETA: 41m 59s
[2025-11-25T11:54:28.145364] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:54:28.146348] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:28.146495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:28.151844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:28.172699] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.78%, Actual: 2.49%
[2025-11-25T11:54:28.262230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:28.263875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:28.264730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:28.275067] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.21%, Actual: 0.72%
[2025-11-25T11:54:28.283989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:28.286153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:28.287147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:28.288087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:28.344020] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.60%, Actual: 0.68%
[2025-11-25T11:54:28.449036] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.65%, Actual: 1.79%
[2025-11-25T11:54:28.449460] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 45.7480%
[2025-11-25T11:54:28.449619] [INFO ] [main      ] CBL: DISCARDED add_prior_day_tail_pressure (score: 45.75%)
[2025-11-25T11:54:28.449750] [INFO ] [main      ] CBL: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:54:28.449804] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_prior_mag_lag']
[2025-11-25T11:54:28.449916] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:54:28.463997] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:28.464555] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:54:28.465491] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:28.465632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:28.466658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:28.467545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:28.468843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:54:28.470520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:28.513676] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.27%, Actual: 0.50%
[2025-11-25T11:54:28.602815] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:54:28.645165] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:54:28.683905] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.42%, Actual: 0.57%
[2025-11-25T11:54:28.771275] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:28.810617] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:54:28.821524] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:28.853993] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.58%, Actual: 0.54%
[2025-11-25T11:54:28.883416] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 3.33% | Symbol ETA: 9.2s | Global ETA: 42m 0s
[2025-11-25T11:54:28.883726] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:54:28.884583] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:28.884738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:28.938692] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 7.2s | Global ETA: 42m 0s
[2025-11-25T11:54:28.979725] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:29.003242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:29.004746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:29.005522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:29.043191] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.44%, Actual: 0.80%
[2025-11-25T11:54:29.062946] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 9.6s | Global ETA: 42m 1s
[2025-11-25T11:54:29.063237] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:54:29.064073] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:29.064213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:29.065167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:29.066080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:29.067330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:54:29.069051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:29.111723] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -2.68%, Actual: 2.07%
[2025-11-25T11:54:29.212497] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.00%, Actual: 2.52%
[2025-11-25T11:54:29.301393] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -0.89%, Actual: 2.19%
[2025-11-25T11:54:29.339098] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:54:29.383314] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.63%, Actual: 0.11%
[2025-11-25T11:54:29.424992] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:54:29.482241] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.46%, Actual: 0.51%
[2025-11-25T11:54:29.506394] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:29.552630] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -2.07%, Actual: 0.27%
[2025-11-25T11:54:29.599996] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:29.621279] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 8.4s | Global ETA: 42m 1s
[2025-11-25T11:54:29.621577] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:54:29.622409] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:29.622552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:29.655544] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: 1.44%, Actual: 0.26%
[2025-11-25T11:54:29.686056] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.81% | Symbol ETA: 9.1s | Global ETA: 42m 2s
[2025-11-25T11:54:29.686331] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:54:29.687245] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:29.687398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:29.688441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:29.689357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:29.690624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:54:29.692342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:29.722042] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 1.30%
[2025-11-25T11:54:29.722396] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 42.6288%
[2025-11-25T11:54:29.722548] [INFO ] [main      ] KOF: DISCARDED add_last_hour_momentum_mag (score: 42.63%)
[2025-11-25T11:54:29.722672] [INFO ] [main      ] KOF: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:54:29.722776] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_late_day_volatility']
[2025-11-25T11:54:29.722877] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:54:29.736127] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:29.736838] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:54:29.737773] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:29.737907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:29.739689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:29.740262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:29.740468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:29.740836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:29.741892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:29.742590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:29.825471] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.10%, Actual: 1.82%
[2025-11-25T11:54:29.864691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:29.865829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:29.920372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:29.921252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:54:29.923180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:29.996305] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.32%
[2025-11-25T11:54:30.040179] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:54:30.079412] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:54:30.179515] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -3.21%, Actual: 0.38%
[2025-11-25T11:54:30.210457] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:30.247547] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:30.295230] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.56% | Symbol ETA: 8.5s | Global ETA: 42m 3s
[2025-11-25T11:54:30.295592] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:54:30.296407] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:30.296555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:30.297577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:30.298542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:30.298317] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:54:30.299790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:54:30.301378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:30.361406] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 2.22% | Symbol ETA: 7.6s | Global ETA: 42m 3s
[2025-11-25T11:54:30.361719] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:54:30.362538] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:30.362693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:30.374087] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.67%, Actual: 2.15%
[2025-11-25T11:54:30.468018] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:30.482300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:30.483926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:54:30.484722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:30.548509] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -4.06%, Actual: 0.72%
[2025-11-25T11:54:30.575910] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.86% | Symbol ETA: 29.5s | Global ETA: 42m 3s
[2025-11-25T11:54:30.576197] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:54:30.577044] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:30.577181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:30.578910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:30.579504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:30.579992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:30.641566] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:54:30.710993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:30.712238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:30.719992] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -0.76%, Actual: 1.07%
[2025-11-25T11:54:30.720404] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 48.7966%
[2025-11-25T11:54:30.720614] [INFO ] [main      ] LVS: DISCARDED add_prev_1100_to_open (score: 48.80%)
[2025-11-25T11:54:30.720770] [INFO ] [main      ] LVS: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:54:30.720875] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_prev_close_to_1100']
[2025-11-25T11:54:30.720984] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:54:30.735579] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:30.736176] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:54:30.737138] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:30.737283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:30.742149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:30.767596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:30.768876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:54:30.770767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:30.812113] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:30.825420] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:54:30.870278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:30.872277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:30.873102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:30.873827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:30.895574] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.65% | Symbol ETA: 7.8s | Global ETA: 42m 3s
[2025-11-25T11:54:30.895741] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:54:30.896496] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:30.896563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:30.897485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:30.898325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:30.899501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:54:30.901142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:31.002310] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:31.116348] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 6.9s | Global ETA: 42m 4s
[2025-11-25T11:54:31.118208] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:54:31.220226] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:54:31.250672] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:54:31.293575] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.54%, Actual: 2.67%
[2025-11-25T11:54:31.299537] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:31.390192] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:31.409399] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.70% | Symbol ETA: 28.6s | Global ETA: 42m 4s
[2025-11-25T11:54:31.409582] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:54:31.410351] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:31.410441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:31.412112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:31.412775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:31.413249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:31.427211] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:31.468691] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.15%, Actual: 3.10%
[2025-11-25T11:54:31.503540] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.32% | Symbol ETA: 13.5s | Global ETA: 42m 4s
[2025-11-25T11:54:31.503860] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:54:31.504696] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:31.504835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:31.508975] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -1.73% | Symbol ETA: 7.2s | Global ETA: 42m 4s
[2025-11-25T11:54:31.509263] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:54:31.509614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:31.510101] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:31.510176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:31.511063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:31.511951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:31.513185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:54:31.514960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:31.536795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:31.538028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:31.592517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:31.593492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:54:31.595398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:31.635754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:31.637879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:31.638793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:31.639616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:31.642995] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.75%, Actual: 1.78%
[2025-11-25T11:54:31.839226] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.12%, Actual: 1.72%
[2025-11-25T11:54:31.865604] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:54:31.937583] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:54:31.982804] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:54:32.012887] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.83%, Actual: 1.43%
[2025-11-25T11:54:32.039474] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:32.113130] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:32.120466] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.09% | Symbol ETA: 6.6s | Global ETA: 42m 5s
[2025-11-25T11:54:32.120613] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:54:32.121415] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:32.121508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:32.122460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:32.123293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:32.124520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:54:32.126184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:32.156478] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:32.183516] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.62%, Actual: 0.07%
[2025-11-25T11:54:32.220518] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.82% | Symbol ETA: 27.7s | Global ETA: 42m 6s
[2025-11-25T11:54:32.220696] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:54:32.221473] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:32.221552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:32.223292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:32.223867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:32.224281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:32.279088] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.16% | Symbol ETA: 12.8s | Global ETA: 42m 6s
[2025-11-25T11:54:32.279227] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:54:32.280009] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:32.280084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:32.284870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:32.356178] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 3.33%, Actual: 3.34%
[2025-11-25T11:54:32.361502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:32.362732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:32.411956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:32.413811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:32.414602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:32.415303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:32.418294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:32.419227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:54:32.421093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:32.477122] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:54:32.528958] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.34%
[2025-11-25T11:54:32.655367] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:32.698589] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.22%, Actual: 1.43%
[2025-11-25T11:54:32.738096] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 6.0s | Global ETA: 42m 6s
[2025-11-25T11:54:32.738249] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:54:32.739042] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:32.739121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:32.740045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:32.740855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:32.742091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:54:32.743784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:32.753248] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:54:32.776146] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:54:32.874817] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 1.66%
[2025-11-25T11:54:32.875222] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 47.2492%
[2025-11-25T11:54:32.875388] [INFO ] [main      ] RVTY: DISCARDED add_prev_1100_to_open (score: 47.25%)
[2025-11-25T11:54:32.875506] [INFO ] [main      ] RVTY: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:54:32.875615] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_prev_close_to_1100']
[2025-11-25T11:54:32.875742] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:54:32.888259] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:32.888834] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:54:32.889767] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:32.889908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:32.923266] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:32.950090] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:33.031361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:33.032290] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.72% | Symbol ETA: 12.0s | Global ETA: 42m 7s
[2025-11-25T11:54:33.032437] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:54:33.033201] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:33.033275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:33.033135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:33.034044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:33.038030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:33.057843] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.59% | Symbol ETA: 26.9s | Global ETA: 42m 7s
[2025-11-25T11:54:33.057990] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:54:33.058760] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:33.058835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:33.060467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:33.060978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:33.061374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:33.091684] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:54:33.159010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:33.160698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:33.161467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:33.162168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:33.190749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:33.192023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:33.246457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:33.247389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:54:33.249396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:33.264111] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:33.346584] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 5.4s | Global ETA: 42m 7s
[2025-11-25T11:54:33.346784] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:54:33.347608] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:33.347821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:33.348856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:33.349799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:33.351109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:54:33.352905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:33.378080] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:54:33.498366] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:54:33.550113] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:33.595356] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:54:33.669319] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:33.670024] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 4.91% | Symbol ETA: 13.4s | Global ETA: 42m 8s
[2025-11-25T11:54:33.670337] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:54:33.671200] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:33.671343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:33.704699] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:54:33.768427] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:33.783655] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.12% | Symbol ETA: 11.2s | Global ETA: 42m 8s
[2025-11-25T11:54:33.783945] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:54:33.784786] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:33.784927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:33.789811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:33.794910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:33.796494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:33.797301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:33.876314] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -3.30% | Symbol ETA: 26.1s | Global ETA: 42m 8s
[2025-11-25T11:54:33.876584] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:54:33.877378] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:33.877509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:33.879270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:33.879853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:33.880320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:33.881248] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:33.912426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:33.914572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:33.915450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:33.916231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:33.961794] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 4.8s | Global ETA: 42m 8s
[2025-11-25T11:54:33.962092] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:54:33.962932] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:33.963090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:33.964049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:33.964911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:33.966159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:54:33.967844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:34.004956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:34.006282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:34.060415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:34.061367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:54:34.063234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:34.140989] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:54:34.309971] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:54:34.311535] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:34.317124] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:54:34.414022] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:54:34.429557] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -3.24% | Symbol ETA: 12.5s | Global ETA: 42m 9s
[2025-11-25T11:54:34.429883] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:54:34.430732] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:34.430873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:34.478379] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:34.491200] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:34.553182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:34.554833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:34.555679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:34.570276] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.82% | Symbol ETA: 4.2s | Global ETA: 42m 9s
[2025-11-25T11:54:34.586973] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:34.588828] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 10.5s | Global ETA: 42m 9s
[2025-11-25T11:54:34.589109] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:54:34.589963] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:34.590105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:34.594921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:34.691054] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 25.3s | Global ETA: 42m 9s
[2025-11-25T11:54:34.691350] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:54:34.692196] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:34.692329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:34.694065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:34.694626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:34.695109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:34.717043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:34.718937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:34.719856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:34.720633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:34.747370] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.28%, Actual: 0.73%
[2025-11-25T11:54:34.817399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:34.818780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:34.871930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:34.872848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:54:34.874693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:34.897987] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:54:34.921745] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 1.00%
[2025-11-25T11:54:35.065833] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:54:35.070396] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:35.097761] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.56%, Actual: 1.32%
[2025-11-25T11:54:35.190438] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 1.70% | Symbol ETA: 11.7s | Global ETA: 42m 10s
[2025-11-25T11:54:35.190756] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:54:35.191625] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:35.191794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:35.219182] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:54:35.243442] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:35.272252] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.65%, Actual: 0.51%
[2025-11-25T11:54:35.318613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:35.320323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:35.321181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:35.363404] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.77% | Symbol ETA: 9.7s | Global ETA: 42m 11s
[2025-11-25T11:54:35.363717] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:54:35.364714] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:35.364856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:35.370040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:35.400472] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:35.447360] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -1.73%, Actual: 0.45%
[2025-11-25T11:54:35.498420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:35.500760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:35.501681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:35.502488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:35.506898] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 24.4s | Global ETA: 42m 11s
[2025-11-25T11:54:35.507191] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:54:35.508013] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:35.508145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:35.509857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:35.510405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:35.510891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:35.619416] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.09%, Actual: 0.11%
[2025-11-25T11:54:35.631227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:35.632339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:35.669898] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:54:35.685681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:35.686600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:54:35.688503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:35.798005] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 2.40%
[2025-11-25T11:54:35.845908] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:35.854148] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:54:35.968317] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 11.0s | Global ETA: 42m 12s
[2025-11-25T11:54:35.968483] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:54:35.969296] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:35.969527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:35.972534] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 1.03%
[2025-11-25T11:54:36.028876] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:54:36.031694] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:36.096961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:36.098688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:36.099536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:36.146340] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 0.72%
[2025-11-25T11:54:36.149571] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.98% | Symbol ETA: 8.9s | Global ETA: 42m 12s
[2025-11-25T11:54:36.149917] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:54:36.150924] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:36.151098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:36.156941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:36.200490] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:36.289247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:36.291425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:36.292365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:36.293167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:36.309525] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.05% | Symbol ETA: 23.6s | Global ETA: 42m 12s
[2025-11-25T11:54:36.309902] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:54:36.311031] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:36.311188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:36.313474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:36.314217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:36.314836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:36.320038] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.82%, Actual: 1.79%
[2025-11-25T11:54:36.320412] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 48.3269%
[2025-11-25T11:54:36.320569] [INFO ] [main      ] CBL: DISCARDED add_prior_mag_lag (score: 48.33%)
[2025-11-25T11:54:36.320699] [INFO ] [main      ] CBL: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:54:36.320829] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_range_overlap_v_prior_day']
[2025-11-25T11:54:36.320942] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:54:36.334547] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:36.335102] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:54:36.336072] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:36.336213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:36.337200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:36.338118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:36.339422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:54:36.342085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:36.442029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:36.443405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:36.444636] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:54:36.496904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:36.497849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:54:36.499752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:36.615679] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:36.650783] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:54:36.691315] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:54:36.732276] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 1.15% | Symbol ETA: 10.2s | Global ETA: 42m 13s
[2025-11-25T11:54:36.732570] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:54:36.733367] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:36.733507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:36.827451] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:36.837752] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:54:36.854455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:36.855817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:36.856609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:36.868113] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:36.946491] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.92% | Symbol ETA: 8.2s | Global ETA: 42m 13s
[2025-11-25T11:54:36.946837] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:54:36.947820] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:36.947985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:36.951161] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.22% | Symbol ETA: 9.4s | Global ETA: 42m 13s
[2025-11-25T11:54:36.951328] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:54:36.952277] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:36.952420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:36.953508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:36.953671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:36.954403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:36.955664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:54:36.958114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:37.006926] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:37.084954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:37.087337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:37.088301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:37.089220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:37.112407] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -2.13% | Symbol ETA: 22.8s | Global ETA: 42m 13s
[2025-11-25T11:54:37.112710] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:54:37.113538] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:37.113687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:37.115401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:37.116003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:37.116468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:37.196271] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:54:37.239664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:37.240853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:37.294729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:37.295711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:54:37.297956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:37.301041] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:54:37.367973] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:37.462553] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:54:37.470946] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:37.489100] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.92% | Symbol ETA: 9.4s | Global ETA: 42m 14s
[2025-11-25T11:54:37.489399] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:54:37.490293] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:37.490436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:37.554731] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.70% | Symbol ETA: 8.7s | Global ETA: 42m 14s
[2025-11-25T11:54:37.555035] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:54:37.555907] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:37.555990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:37.556964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:37.557885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:37.559049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:54:37.561504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:37.621989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:37.623441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:37.624354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:37.640370] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:54:37.641350] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:37.761861] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -1.35% | Symbol ETA: 7.4s | Global ETA: 42m 14s
[2025-11-25T11:54:37.762170] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:54:37.763109] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:37.763252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:37.768748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:37.812996] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:37.900385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:37.902724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:37.903736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:37.904568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:37.907275] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:54:37.918326] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.77% | Symbol ETA: 21.9s | Global ETA: 42m 15s
[2025-11-25T11:54:37.984172] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:54:38.084020] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:38.093087] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.86%, Actual: 2.49%
[2025-11-25T11:54:38.163707] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:38.167627] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.82% | Symbol ETA: 8.1s | Global ETA: 42m 15s
[2025-11-25T11:54:38.167811] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:54:38.168738] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:38.168876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:38.169881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:38.170756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:38.171993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:54:38.174438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:38.261923] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:54:38.272850] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.70%, Actual: 0.68%
[2025-11-25T11:54:38.286378] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.31% | Symbol ETA: 8.6s | Global ETA: 42m 15s
[2025-11-25T11:54:38.286694] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:54:38.287608] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:38.287742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:38.420726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:38.422320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:38.423169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:38.432847] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:38.445489] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.82%, Actual: 0.50%
[2025-11-25T11:54:38.524605] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:54:38.543584] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 0.22% | Symbol ETA: 6.6s | Global ETA: 42m 16s
[2025-11-25T11:54:38.616859] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.59%, Actual: 0.57%
[2025-11-25T11:54:38.700663] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:38.714562] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.32%, Actual: 2.07%
[2025-11-25T11:54:38.773369] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:54:38.782050] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.55% | Symbol ETA: 7.5s | Global ETA: 42m 16s
[2025-11-25T11:54:38.782352] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:54:38.783231] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:38.783374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:38.784388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:38.785310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:38.786659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:54:38.789204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:38.801738] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -3.30%, Actual: 0.54%
[2025-11-25T11:54:38.883968] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.16%, Actual: 2.19%
[2025-11-25T11:54:38.940887] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:38.971847] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.80%
[2025-11-25T11:54:39.052589] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.72%, Actual: 0.51%
[2025-11-25T11:54:39.054128] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.82% | Symbol ETA: 7.9s | Global ETA: 42m 16s
[2025-11-25T11:54:39.054430] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:54:39.055230] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:39.055382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:39.144482] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:54:39.146167] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -0.72%, Actual: 2.52%
[2025-11-25T11:54:39.173432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:39.174982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:39.175784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:39.230705] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.12%, Actual: 0.26%
[2025-11-25T11:54:39.316171] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.05%, Actual: 0.11%
[2025-11-25T11:54:39.318403] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:39.400300] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 6.9s | Global ETA: 42m 17s
[2025-11-25T11:54:39.400459] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:54:39.401403] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:39.401568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:39.402891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:39.404014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:39.405700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:54:39.408610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:39.410411] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 1.82%
[2025-11-25T11:54:39.486260] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -2.13%, Actual: 0.27%
[2025-11-25T11:54:39.529395] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:54:39.592576] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.77%, Actual: 0.32%
[2025-11-25T11:54:39.656459] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.77%, Actual: 1.30%
[2025-11-25T11:54:39.656858] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 41.4579%
[2025-11-25T11:54:39.657033] [INFO ] [main      ] KOF: DISCARDED add_late_day_volatility (score: 41.46%)
[2025-11-25T11:54:39.657142] [INFO ] [main      ] KOF: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:54:39.657246] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_late_hour_microstructure']
[2025-11-25T11:54:39.657350] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:54:39.670946] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:39.671532] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:54:39.672456] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:39.672549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:39.674268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:39.674815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:39.675230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:39.708225] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:39.756475] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:54:39.772733] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.98%, Actual: 0.38%
[2025-11-25T11:54:39.802015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:39.803250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:39.827332] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.75% | Symbol ETA: 7.1s | Global ETA: 42m 18s
[2025-11-25T11:54:39.827618] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:54:39.828506] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:39.828665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:39.856920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:39.857868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:54:39.860828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:39.931750] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:39.954355] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.92%, Actual: 2.15%
[2025-11-25T11:54:39.958347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:39.959999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:54:39.960845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:40.014159] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.22% | Symbol ETA: 6.3s | Global ETA: 42m 18s
[2025-11-25T11:54:40.014460] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:54:40.015335] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:40.015474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:40.016514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:40.017443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:40.018722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:54:40.021307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:40.136699] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -1.35%, Actual: 0.72%
[2025-11-25T11:54:40.214703] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:54:40.314074] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 1.07%
[2025-11-25T11:54:40.314362] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 44.0586%
[2025-11-25T11:54:40.314480] [INFO ] [main      ] LVS: DISCARDED add_prev_close_to_1100 (score: 44.06%)
[2025-11-25T11:54:40.314540] [INFO ] [main      ] LVS: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:54:40.314590] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_prev_close_to_open']
[2025-11-25T11:54:40.314660] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:54:40.329859] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:40.330619] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:54:40.331380] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:54:40.331613] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:40.331782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:40.336875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:40.373016] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:54:40.384874] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:40.469951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:40.472326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:40.473342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:40.474154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:40.495388] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.79% | Symbol ETA: 27.9s | Global ETA: 42m 19s
[2025-11-25T11:54:40.495678] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:54:40.496486] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:40.496618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:40.498421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:40.498999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:40.499470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:40.510377] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:40.548153] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:40.620995] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.61% | Symbol ETA: 6.3s | Global ETA: 42m 19s
[2025-11-25T11:54:40.624125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:40.625504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:40.629149] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.52% | Symbol ETA: 5.7s | Global ETA: 42m 19s
[2025-11-25T11:54:40.629421] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:54:40.630299] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:40.630443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:40.631443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:40.632360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:40.633630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:54:40.636186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:40.679780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:40.680742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:54:40.683538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:40.820683] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.91%, Actual: 2.67%
[2025-11-25T11:54:40.850803] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:54:40.987526] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:54:41.000595] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -3.24%, Actual: 3.10%
[2025-11-25T11:54:41.026082] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:54:41.030331] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:41.149188] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.67% | Symbol ETA: 13.4s | Global ETA: 42m 20s
[2025-11-25T11:54:41.149354] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:54:41.150238] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:41.150317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:41.155248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:41.156767] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:41.171779] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 1.70%, Actual: 1.78%
[2025-11-25T11:54:41.197759] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:41.238880] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.31% | Symbol ETA: 5.0s | Global ETA: 42m 20s
[2025-11-25T11:54:41.239034] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:54:41.239829] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:41.239920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:41.240821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:41.241617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:41.242837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:54:41.245500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:41.287681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:41.289852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:41.290730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:41.291563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:41.309519] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 27.0s | Global ETA: 42m 20s
[2025-11-25T11:54:41.309796] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:54:41.310634] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:41.310788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:41.312491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:41.313073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:41.313538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:41.343837] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 1.72%
[2025-11-25T11:54:41.436463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:41.437727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:41.491307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:41.492230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:54:41.495019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:41.517268] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.15%, Actual: 1.43%
[2025-11-25T11:54:41.625514] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:54:41.644621] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:54:41.693008] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.92%, Actual: 0.07%
[2025-11-25T11:54:41.802047] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:41.823048] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:41.836996] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:54:41.867456] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 3.34%
[2025-11-25T11:54:41.885599] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.86% | Symbol ETA: 4.4s | Global ETA: 42m 21s
[2025-11-25T11:54:41.885971] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:54:41.886858] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:41.887022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:41.888071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:41.889045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:41.890375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:54:41.893064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:41.941882] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -3.35% | Symbol ETA: 12.4s | Global ETA: 42m 21s
[2025-11-25T11:54:41.942182] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:54:41.943274] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:41.943421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:41.948447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:42.013488] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:42.041024] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.82%, Actual: 0.34%
[2025-11-25T11:54:42.075238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:42.077390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:42.078278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:42.079059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:42.135235] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 26.2s | Global ETA: 42m 21s
[2025-11-25T11:54:42.135519] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:54:42.136292] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:42.136426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:42.138182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:42.138767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:42.139232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:42.216589] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.75%, Actual: 1.43%
[2025-11-25T11:54:42.245510] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:54:42.263093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:42.264563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:42.317873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:42.319133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:54:42.322023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:42.388222] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.61%, Actual: 1.66%
[2025-11-25T11:54:42.388655] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 46.7053%
[2025-11-25T11:54:42.388845] [INFO ] [main      ] RVTY: DISCARDED add_prev_close_to_1100 (score: 46.71%)
[2025-11-25T11:54:42.388964] [INFO ] [main      ] RVTY: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:54:42.389071] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_prev_close_to_open']
[2025-11-25T11:54:42.389180] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:54:42.401755] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:42.402513] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:54:42.403522] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:42.403689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:42.418595] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:42.435432] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:54:42.501562] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.05% | Symbol ETA: 3.8s | Global ETA: 42m 22s
[2025-11-25T11:54:42.527799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:42.529236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:42.529980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:42.616029] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:42.670602] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:54:42.671183] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.22%, Actual: 0.73%
[2025-11-25T11:54:42.727225] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 11.6s | Global ETA: 42m 22s
[2025-11-25T11:54:42.727511] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:54:42.728373] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:42.728514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:42.733337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:42.841293] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:42.845122] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.70%, Actual: 1.00%
[2025-11-25T11:54:42.854421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:42.856521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:42.857362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:42.858151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:42.923484] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:54:42.949624] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.61% | Symbol ETA: 25.4s | Global ETA: 42m 23s
[2025-11-25T11:54:42.949956] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:54:42.950805] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:42.950946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:42.952676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:42.953290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:42.953808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:43.023670] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.82%, Actual: 1.32%
[2025-11-25T11:54:43.089370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:43.091398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:43.104514] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:43.189257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:43.190793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:54:43.195231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:43.209889] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:54:43.227791] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 1.92% | Symbol ETA: 13.4s | Global ETA: 42m 23s
[2025-11-25T11:54:43.228075] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:54:43.229045] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:43.229204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:43.294739] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.55%, Actual: 0.51%
[2025-11-25T11:54:43.358276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:43.359738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:43.360606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:43.379931] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:43.470048] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 0.45%
[2025-11-25T11:54:43.499669] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.96% | Symbol ETA: 10.7s | Global ETA: 42m 23s
[2025-11-25T11:54:43.499848] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:54:43.500684] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:43.500776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:43.505889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:43.573205] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:54:43.632842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:43.634918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:43.635868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:43.636625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:43.646051] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.22%, Actual: 0.11%
[2025-11-25T11:54:43.718224] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:54:43.741214] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:43.825671] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.52%, Actual: 2.40%
[2025-11-25T11:54:43.849579] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -3.62% | Symbol ETA: 24.6s | Global ETA: 42m 24s
[2025-11-25T11:54:43.849761] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:54:43.850661] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:43.850793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:43.852476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:43.853055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:43.853561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:43.901185] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:43.976844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:43.978061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:43.993119] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:54:43.997911] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.31%, Actual: 1.03%
[2025-11-25T11:54:44.026460] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -4.53% | Symbol ETA: 12.4s | Global ETA: 42m 24s
[2025-11-25T11:54:44.026795] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:54:44.027733] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:44.027875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:44.031321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:44.032322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:54:44.035161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:44.152985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:44.154658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:44.155425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:44.169987] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:44.172347] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.86%, Actual: 0.72%
[2025-11-25T11:54:44.286410] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.43% | Symbol ETA: 10.0s | Global ETA: 42m 25s
[2025-11-25T11:54:44.286721] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:54:44.287583] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:44.287740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:44.292673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:44.350514] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.05%, Actual: 1.79%
[2025-11-25T11:54:44.350927] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 57.6315%
[2025-11-25T11:54:44.351095] [INFO ] [main      ] CBL: DISCARDED add_range_overlap_v_prior_day (score: 57.63%)
[2025-11-25T11:54:44.351212] [INFO ] [main      ] CBL: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:54:44.351321] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_range_volume_efficiency']
[2025-11-25T11:54:44.351429] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:54:44.365229] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:44.366010] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:54:44.366984] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:44.367095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:44.368123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:44.369042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:44.370283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:54:44.372433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:44.375421] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:54:44.417086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:44.419225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:44.420078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:44.420836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:44.490427] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:54:44.545084] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:44.652822] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.72% | Symbol ETA: 23.8s | Global ETA: 42m 25s
[2025-11-25T11:54:44.653129] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:54:44.654044] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:44.654178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:44.655953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:44.656536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:44.657037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:44.658300] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:44.719103] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:54:44.764207] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:54:44.775099] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.45% | Symbol ETA: 11.5s | Global ETA: 42m 25s
[2025-11-25T11:54:44.775378] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:54:44.776218] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:44.776364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:44.781212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:44.782497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:44.835934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:44.836864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:54:44.839718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:44.892194] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:44.901567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:44.903280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:44.904151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:44.937478] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:44.972234] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.97% | Symbol ETA: 9.0s | Global ETA: 42m 26s
[2025-11-25T11:54:44.972544] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:54:44.973378] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:44.973521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:44.974477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:44.975375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:44.976673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:54:44.978865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:45.053374] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 9.1s | Global ETA: 42m 26s
[2025-11-25T11:54:45.053698] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:54:45.054532] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:45.054694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:45.059697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:45.183589] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:54:45.183553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:45.185774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:45.186811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:45.187610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:45.249022] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:54:45.333083] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:54:45.354303] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:45.418549] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:45.464564] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -0.58% | Symbol ETA: 22.9s | Global ETA: 42m 27s
[2025-11-25T11:54:45.464846] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:54:45.465685] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:45.465817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:45.467536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:45.468171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:45.468704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:45.504339] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:45.533898] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.86% | Symbol ETA: 10.6s | Global ETA: 42m 27s
[2025-11-25T11:54:45.533836] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:54:45.534057] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:54:45.534979] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:45.535118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:45.585550] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 8.4s | Global ETA: 42m 27s
[2025-11-25T11:54:45.585746] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:54:45.586501] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:45.586576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:45.587473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:45.588301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:45.589484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:54:45.590140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:45.591426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:45.591726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:45.644831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:45.645769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:54:45.648631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:45.670963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:45.672663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:45.673478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:45.707415] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:45.822280] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -0.65% | Symbol ETA: 8.3s | Global ETA: 42m 27s
[2025-11-25T11:54:45.822595] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:54:45.823416] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:45.823561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:45.828425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:45.930157] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:54:45.956491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:45.958632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:45.959546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:45.960384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:45.989231] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:54:46.102272] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:46.111350] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:54:46.160545] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:46.182325] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.28% | Symbol ETA: 7.8s | Global ETA: 42m 28s
[2025-11-25T11:54:46.182497] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:54:46.183281] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:46.183525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:46.184492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:46.185381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:46.186665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:54:46.188863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:46.270180] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 0.76% | Symbol ETA: 22.1s | Global ETA: 42m 28s
[2025-11-25T11:54:46.270472] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:54:46.271315] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:46.271453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:46.273180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:46.273772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:46.274254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:46.280021] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:46.305758] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:54:46.397074] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 2.25% | Symbol ETA: 9.9s | Global ETA: 42m 28s
[2025-11-25T11:54:46.397367] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:54:46.398217] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:46.398357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:46.402007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:46.403391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:46.455723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:46.456612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:54:46.459470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:46.488972] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:46.518152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:46.519536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:46.520336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:46.535577] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:54:46.604233] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.33% | Symbol ETA: 7.6s | Global ETA: 42m 28s
[2025-11-25T11:54:46.604550] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:54:46.605426] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:46.605571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:46.610525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:46.706075] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:46.730635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:46.732844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:46.733746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:46.734504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:46.783919] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.70% | Symbol ETA: 7.2s | Global ETA: 42m 29s
[2025-11-25T11:54:46.784223] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:54:46.785060] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:46.785198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:46.786157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:46.787054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:46.788284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:54:46.790421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:46.814704] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:54:46.854610] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:54:46.989283] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:47.021664] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:47.071194] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:54:47.097584] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -3.03% | Symbol ETA: 21.3s | Global ETA: 42m 29s
[2025-11-25T11:54:47.097872] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:54:47.098702] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:47.098833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:47.100531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:47.101116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:47.101588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:47.123195] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:54:47.134475] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.53% | Symbol ETA: 9.1s | Global ETA: 42m 29s
[2025-11-25T11:54:47.134625] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:54:47.135386] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:47.135460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:47.223327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:47.224499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:47.242041] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:47.260458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:47.261953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:47.262756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:47.278756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:47.279749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:54:47.282504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:47.292613] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:47.371759] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 6.6s | Global ETA: 42m 30s
[2025-11-25T11:54:47.371821] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.67% | Symbol ETA: 6.8s | Global ETA: 42m 30s
[2025-11-25T11:54:47.371929] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:54:47.371993] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:54:47.372720] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:47.372794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:47.373037] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:47.373131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:47.373725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:47.374508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:47.375731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:54:47.377821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:47.379005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:47.507450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:47.509546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:47.510389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:47.511295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:47.602559] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:54:47.633039] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:54:47.725944] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:54:47.776164] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:47.806382] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:47.876908] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:54:47.890357] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 8.3s | Global ETA: 42m 30s
[2025-11-25T11:54:47.890672] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:54:47.891483] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:47.891622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:47.901143] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:47.914505] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.20% | Symbol ETA: 20.5s | Global ETA: 42m 30s
[2025-11-25T11:54:47.981600] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.60% | Symbol ETA: 6.0s | Global ETA: 42m 31s
[2025-11-25T11:54:47.981973] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:54:47.982830] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:47.982971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:47.983950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:47.984832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:47.986084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:54:47.988245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:48.010324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:48.011718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:48.012502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:48.047282] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:48.106699] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.79%, Actual: 2.49%
[2025-11-25T11:54:48.158070] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.53% | Symbol ETA: 6.0s | Global ETA: 42m 31s
[2025-11-25T11:54:48.279553] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.15%, Actual: 0.68%
[2025-11-25T11:54:48.329594] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.67%, Actual: 2.07%
[2025-11-25T11:54:48.339056] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:54:48.346968] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:54:48.449937] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: -0.49%, Actual: 0.50%
[2025-11-25T11:54:48.502818] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -3.35%, Actual: 2.19%
[2025-11-25T11:54:48.508698] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:48.514318] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:48.587184] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.33% | Symbol ETA: 5.4s | Global ETA: 42m 31s
[2025-11-25T11:54:48.587490] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:54:48.588334] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:48.588473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:48.589454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:48.590339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:48.591563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:54:48.593742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:48.620599] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.61%, Actual: 0.57%
[2025-11-25T11:54:48.626021] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 7.5s | Global ETA: 42m 32s
[2025-11-25T11:54:48.626319] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:54:48.627207] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:48.627347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:48.677843] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.51%
[2025-11-25T11:54:48.747631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:48.748983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:48.749771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:48.790544] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -3.62%, Actual: 0.54%
[2025-11-25T11:54:48.851751] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.96%, Actual: 0.26%
[2025-11-25T11:54:48.932158] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:54:48.961113] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 0.80%
[2025-11-25T11:54:49.032220] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.43%, Actual: 1.82%
[2025-11-25T11:54:49.091015] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:54:49.100455] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:49.132949] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -0.58%, Actual: 2.52%
[2025-11-25T11:54:49.178768] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 4.8s | Global ETA: 42m 32s
[2025-11-25T11:54:49.179059] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:54:49.179970] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:49.180109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:49.181123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:49.182037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:49.183272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:54:49.185438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:49.211441] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.32%
[2025-11-25T11:54:49.260191] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:49.303920] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 0.11%
[2025-11-25T11:54:49.373238] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 4.76% | Symbol ETA: 6.7s | Global ETA: 42m 33s
[2025-11-25T11:54:49.373518] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:54:49.374339] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:49.374425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:49.392116] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -0.65%, Actual: 0.38%
[2025-11-25T11:54:49.473377] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -3.03%, Actual: 0.27%
[2025-11-25T11:54:49.493813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:49.495149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:54:49.495932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:49.526706] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:54:49.573692] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.33%, Actual: 2.15%
[2025-11-25T11:54:49.643886] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.20%, Actual: 1.30%
[2025-11-25T11:54:49.644234] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 48.4560%
[2025-11-25T11:54:49.644385] [INFO ] [main      ] KOF: DISCARDED add_late_hour_microstructure (score: 48.46%)
[2025-11-25T11:54:49.644494] [INFO ] [main      ] KOF: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:54:49.644590] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_late_session_pressure']
[2025-11-25T11:54:49.644715] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:54:49.658253] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:49.658829] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:54:49.659745] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:49.659876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:49.661616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:49.662243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:49.662770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:49.704203] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:49.752358] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.67%, Actual: 0.72%
[2025-11-25T11:54:49.793876] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 2.02% | Symbol ETA: 4.2s | Global ETA: 42m 33s
[2025-11-25T11:54:49.794175] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:54:49.795115] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:49.795263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:49.796278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:49.797240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:49.798610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:54:49.799154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:49.800385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:49.800935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:49.837292] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:54:49.855122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:49.856057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:54:49.857169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:49.932372] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.53%, Actual: 1.07%
[2025-11-25T11:54:49.932791] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 46.4801%
[2025-11-25T11:54:49.932980] [INFO ] [main      ] LVS: DISCARDED add_prev_close_to_open (score: 46.48%)
[2025-11-25T11:54:49.933105] [INFO ] [main      ] LVS: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:54:49.933214] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_prior_day_tail_pressure']
[2025-11-25T11:54:49.933327] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:54:49.948954] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:49.949713] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:54:49.950667] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:49.950805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:49.955706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:50.011999] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:50.079398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:50.081546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:50.082449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:50.085248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:50.126290] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -0.33% | Symbol ETA: 5.9s | Global ETA: 42m 34s
[2025-11-25T11:54:50.157271] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:54:50.199542] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:54:50.297968] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 1.92%, Actual: 2.67%
[2025-11-25T11:54:50.340465] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:50.379843] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:50.420401] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -2.12% | Symbol ETA: 3.6s | Global ETA: 42m 34s
[2025-11-25T11:54:50.427129] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:54:50.467109] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -4.53%, Actual: 3.10%
[2025-11-25T11:54:50.514682] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.66% | Symbol ETA: 26.6s | Global ETA: 42m 35s
[2025-11-25T11:54:50.514949] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:54:50.515818] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:50.515953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:50.517819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:50.518418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:50.518939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:50.597421] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:50.601511] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.97%, Actual: 0.73%
[2025-11-25T11:54:50.637962] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.45%, Actual: 1.78%
[2025-11-25T11:54:50.643329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:50.644434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:50.699323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:50.700271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:54:50.701396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:50.717134] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.40% | Symbol ETA: 12.4s | Global ETA: 42m 35s
[2025-11-25T11:54:50.717442] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:54:50.718307] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:50.718449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:50.723292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:50.782833] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 1.00%
[2025-11-25T11:54:50.807048] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.86%, Actual: 1.72%
[2025-11-25T11:54:50.850842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:50.853238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:50.854216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:50.857386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:50.961581] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.28%, Actual: 1.32%
[2025-11-25T11:54:50.979216] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 2.25%, Actual: 1.43%
[2025-11-25T11:54:51.045835] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:54:51.142337] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.70%, Actual: 0.51%
[2025-11-25T11:54:51.149898] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.53%, Actual: 0.07%
[2025-11-25T11:54:51.213381] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:54:51.217783] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:51.316733] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 0.45%
[2025-11-25T11:54:51.322428] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.01%, Actual: 3.34%
[2025-11-25T11:54:51.325394] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 25.5s | Global ETA: 42m 36s
[2025-11-25T11:54:51.325694] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:54:51.326503] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:51.326652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:51.328383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:51.328975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:51.329443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:51.383349] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:51.454629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:51.455825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:51.494231] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.60%, Actual: 0.11%
[2025-11-25T11:54:51.498316] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 0.34%
[2025-11-25T11:54:51.503665] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -3.71% | Symbol ETA: 11.8s | Global ETA: 42m 36s
[2025-11-25T11:54:51.503973] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:54:51.504847] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:51.504987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:51.510037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:51.512280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:51.513500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:54:51.514601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:51.632971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:51.635130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:51.636026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:51.638836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:51.673316] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.33%, Actual: 2.40%
[2025-11-25T11:54:51.680181] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 4.76%, Actual: 1.43%
[2025-11-25T11:54:51.853454] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -0.33%, Actual: 1.66%
[2025-11-25T11:54:51.853837] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 41.9329%
[2025-11-25T11:54:51.854002] [INFO ] [main      ] RVTY: DISCARDED add_prev_close_to_open (score: 41.93%)
[2025-11-25T11:54:51.854119] [INFO ] [main      ] RVTY: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:54:51.854223] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_prior_day_tail_pressure']
[2025-11-25T11:54:51.854331] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:54:51.854265] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.96%, Actual: 1.03%
[2025-11-25T11:54:51.855578] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:54:51.866722] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:51.867350] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:54:51.868212] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:51.868302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:51.984936] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:54:51.992423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:51.994047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:51.996977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:52.028344] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:52.031514] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 2.02%, Actual: 0.72%
[2025-11-25T11:54:52.137635] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.47% | Symbol ETA: 24.6s | Global ETA: 42m 37s
[2025-11-25T11:54:52.137824] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:54:52.138567] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:52.138656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:52.140311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:52.140853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:52.141404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:52.163043] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:52.210821] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -2.12%, Actual: 1.79%
[2025-11-25T11:54:52.211203] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 54.2487%
[2025-11-25T11:54:52.211381] [INFO ] [main      ] CBL: DISCARDED add_range_volume_efficiency (score: 54.25%)
[2025-11-25T11:54:52.211499] [INFO ] [main      ] CBL: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:54:52.211609] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:54:52.211741] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:54:52.226568] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:52.227120] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:54:52.228088] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:52.228231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:52.229247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:52.230178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:52.231621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:54:52.235989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:52.265217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:52.266385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:52.283804] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 2.70% | Symbol ETA: 11.0s | Global ETA: 42m 37s
[2025-11-25T11:54:52.284085] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:54:52.284963] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:52.285107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:52.290208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:52.319599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:52.320427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:54:52.321443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:52.336637] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:54:52.434946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:52.437233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:52.438218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:52.441168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:52.508520] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:52.604390] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:54:52.632533] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 4.85% | Symbol ETA: 12.3s | Global ETA: 42m 38s
[2025-11-25T11:54:52.632720] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:54:52.633730] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:52.633874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:52.661607] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:54:52.773241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:52.774923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:52.777952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:52.783077] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:54:52.790566] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:54:52.830939] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:52.868631] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 9.0s | Global ETA: 42m 38s
[2025-11-25T11:54:52.868952] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:54:52.869832] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:52.869974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:52.871206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:52.872362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:52.873701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:54:52.878242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:52.936082] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 23.8s | Global ETA: 42m 38s
[2025-11-25T11:54:52.936364] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:54:52.937222] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:52.937354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:52.939089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:52.939683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:52.940149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:52.965070] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:53.069451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:53.070893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:53.084375] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -1.20% | Symbol ETA: 10.2s | Global ETA: 42m 39s
[2025-11-25T11:54:53.084693] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:54:53.085545] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:53.085715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:53.090710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:53.126761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:53.127589] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:54:53.127763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:54:53.128962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:53.219363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:53.221581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:53.222545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:53.225452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:53.250634] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:54:53.314122] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:53.440528] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -3.35% | Symbol ETA: 11.7s | Global ETA: 42m 39s
[2025-11-25T11:54:53.440863] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:54:53.441779] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:53.441922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:53.463152] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:54:53.527148] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:54:53.568755] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -2.46% | Symbol ETA: 8.6s | Global ETA: 42m 39s
[2025-11-25T11:54:53.569093] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:54:53.570412] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:53.570619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:53.571919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:53.573193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:53.575017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:54:53.580376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:53.580541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:53.582966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:53.587698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:53.652881] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:54:53.780722] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:53.922676] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -1.91% | Symbol ETA: 23.1s | Global ETA: 42m 40s
[2025-11-25T11:54:53.922880] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:54:53.924309] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:53.924435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:53.927231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:53.928182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:53.929033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:53.939510] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:54.060548] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:54:54.087852] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:54:54.100516] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 9.7s | Global ETA: 42m 40s
[2025-11-25T11:54:54.100901] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:54:54.102233] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:54.102420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:54.110027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:54.114598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:54.116222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:54.182832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:54.184395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:54:54.186014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:54.267743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:54.270252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:54.271405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:54.275204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:54.294767] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:54.346883] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:54:54.424366] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 0.68% | Symbol ETA: 11.4s | Global ETA: 42m 41s
[2025-11-25T11:54:54.424718] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:54:54.425798] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:54.425970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:54.442172] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.61% | Symbol ETA: 8.4s | Global ETA: 42m 41s
[2025-11-25T11:54:54.442507] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:54:54.443458] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:54.443614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:54.444760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:54.445830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:54.447265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:54:54.451337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:54.568391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:54.570685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:54.574732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:54.578784] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:54:54.674050] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:54:54.755214] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:54.806779] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:54:54.855186] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:54.862014] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 22.3s | Global ETA: 42m 41s
[2025-11-25T11:54:54.862309] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:54:54.863147] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:54.863285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:54.865063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:54.865667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:54.866136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:54.914057] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:54:54.979094] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:54.980485] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.86% | Symbol ETA: 8.9s | Global ETA: 42m 42s
[2025-11-25T11:54:54.980801] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:54:54.981787] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:54.981942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:54.987132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:54.989630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:54.990986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:55.044268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:55.045447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:54:55.046582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:55.059185] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 7.4s | Global ETA: 42m 42s
[2025-11-25T11:54:55.059496] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:54:55.060348] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:55.060489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:55.061466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:55.062346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:55.063538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:54:55.067509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:55.084784] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:54:55.120147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:55.122538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:55.123562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:55.126594] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:55.201349] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -0.79% | Symbol ETA: 10.5s | Global ETA: 42m 42s
[2025-11-25T11:54:55.201777] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:54:55.202598] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:55.202751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:55.326772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:55.328205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:55.331050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:55.392181] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:54:55.411537] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:54:55.488205] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:54:55.564384] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:55.581351] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:55.659631] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:55.660954] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 1.07% | Symbol ETA: 6.6s | Global ETA: 42m 43s
[2025-11-25T11:54:55.661236] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:54:55.662110] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:55.662251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:55.663219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:55.664129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:55.665362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:54:55.669400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:55.669610] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:54:55.672038] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -3.53% | Symbol ETA: 21.4s | Global ETA: 42m 43s
[2025-11-25T11:54:55.672332] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:54:55.673195] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:55.673333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:55.675165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:55.675733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:55.676149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:55.776794] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: 0.79% | Symbol ETA: 8.0s | Global ETA: 42m 43s
[2025-11-25T11:54:55.777107] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:54:55.778066] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:55.778211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:55.783134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:55.799226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:55.800637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:55.839974] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:54:55.855274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:55.856488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:54:55.857624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:55.907038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:55.909311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:55.910139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:55.912943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:55.959391] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 9.5s | Global ETA: 42m 43s
[2025-11-25T11:54:55.959698] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:54:55.960514] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:55.960672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:56.020415] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:54:56.083914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:56.085552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:56.088571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:56.193477] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:56.205006] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:54:56.261670] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:54:56.276898] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.02% | Symbol ETA: 5.9s | Global ETA: 42m 44s
[2025-11-25T11:54:56.277214] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:54:56.278077] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:56.278220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:56.279247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:56.280197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:56.281817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:54:56.286251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:56.381765] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:56.437798] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:54:56.438843] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:56.493961] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.20% | Symbol ETA: 20.6s | Global ETA: 42m 44s
[2025-11-25T11:54:56.494262] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:54:56.495343] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:56.495484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:56.497321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:56.498046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:56.498539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:56.558943] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.68% | Symbol ETA: 7.2s | Global ETA: 42m 44s
[2025-11-25T11:54:56.559218] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:54:56.560066] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:56.560206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:56.565028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:56.610975] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:54:56.622083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:56.623466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:56.654083] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:54:56.676940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:56.678214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:54:56.679333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:56.688890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:56.691004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:56.691893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:56.694602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:56.729291] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -1.82% | Symbol ETA: 8.7s | Global ETA: 42m 44s
[2025-11-25T11:54:56.729556] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:54:56.730384] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:56.730525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:56.827680] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:56.851633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:56.853164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:56.855997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:56.909316] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.75% | Symbol ETA: 5.2s | Global ETA: 42m 45s
[2025-11-25T11:54:56.909605] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:54:56.910604] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:56.910758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:56.911721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:56.912566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:56.913875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:54:56.919353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:57.025006] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:54:57.039567] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:54:57.196223] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:57.201066] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:54:57.211420] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:57.293722] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:54:57.306393] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.27% | Symbol ETA: 19.7s | Global ETA: 42m 45s
[2025-11-25T11:54:57.306617] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:54:57.307482] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:57.307632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:57.309460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:57.310052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:57.310516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:57.330736] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -5.64% | Symbol ETA: 6.4s | Global ETA: 42m 45s
[2025-11-25T11:54:57.330879] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:54:57.331615] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:57.331703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:57.336799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:57.373136] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:54:57.433128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:57.434216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:54:57.461922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:54:57.463914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:57.464732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:57.467457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:57.472192] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:57.486816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:57.487755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:54:57.488887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:57.489366] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 7.9s | Global ETA: 42m 46s
[2025-11-25T11:54:57.489500] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:54:57.490390] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:57.490465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:57.550810] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.52% | Symbol ETA: 4.5s | Global ETA: 42m 46s
[2025-11-25T11:54:57.550959] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:54:57.551717] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:57.551791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:57.552675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:57.553472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:57.554664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:54:57.558752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:57.610308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:57.611679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:57.614573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:57.806797] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:54:57.883104] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:54:57.938944] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:54:57.953382] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:54:57.983478] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:58.055201] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:58.097326] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 1.49% | Symbol ETA: 5.5s | Global ETA: 42m 47s
[2025-11-25T11:54:58.119612] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:58.128606] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:54:58.161024] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.45% | Symbol ETA: 18.9s | Global ETA: 42m 47s
[2025-11-25T11:54:58.209295] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.37% | Symbol ETA: 3.9s | Global ETA: 42m 47s
[2025-11-25T11:54:58.209484] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:54:58.210448] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:54:58.210723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:54:58.211753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:54:58.212561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:54:58.213857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:54:58.218332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:58.249138] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.38% | Symbol ETA: 7.0s | Global ETA: 42m 47s
[2025-11-25T11:54:58.249425] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:54:58.250252] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:58.250390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:58.270466] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.40%, Actual: 2.07%
[2025-11-25T11:54:58.332392] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.66%, Actual: 2.49%
[2025-11-25T11:54:58.370683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:58.372243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:58.375092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:58.438945] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -3.71%, Actual: 2.19%
[2025-11-25T11:54:58.501585] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.10%, Actual: 0.68%
[2025-11-25T11:54:58.566681] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:54:58.607999] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 2.70%, Actual: 0.51%
[2025-11-25T11:54:58.669834] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.47%, Actual: 0.50%
[2025-11-25T11:54:58.714847] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:54:58.738691] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:58.777145] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -1.20%, Actual: 0.26%
[2025-11-25T11:54:58.819022] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -2.77% | Symbol ETA: 3.2s | Global ETA: 42m 48s
[2025-11-25T11:54:58.837602] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 0.57%
[2025-11-25T11:54:58.890555] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:54:58.946962] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.34%, Actual: 1.82%
[2025-11-25T11:54:58.994620] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.84%, Actual: 0.73%
[2025-11-25T11:54:59.011072] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -1.91%, Actual: 0.54%
[2025-11-25T11:54:59.011910] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: -1.37% | Symbol ETA: 6.2s | Global ETA: 42m 48s
[2025-11-25T11:54:59.012047] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:54:59.012851] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:54:59.012957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:59.116722] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.86%, Actual: 0.32%
[2025-11-25T11:54:59.133338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:54:59.134770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:54:59.137622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:54:59.167897] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -2.46%, Actual: 1.00%
[2025-11-25T11:54:59.182954] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.78%, Actual: 0.80%
[2025-11-25T11:54:59.284835] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: 0.79%, Actual: 0.38%
[2025-11-25T11:54:59.338033] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.61%, Actual: 1.32%
[2025-11-25T11:54:59.354958] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -3.53%, Actual: 2.52%
[2025-11-25T11:54:59.453951] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.68%, Actual: 2.15%
[2025-11-25T11:54:59.480746] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:54:59.507884] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 0.51%
[2025-11-25T11:54:59.527499] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.20%, Actual: 0.11%
[2025-11-25T11:54:59.621029] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -5.64%, Actual: 0.72%
[2025-11-25T11:54:59.655541] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:54:59.678533] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 1.07%, Actual: 0.45%
[2025-11-25T11:54:59.702143] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.27%, Actual: 0.27%
[2025-11-25T11:54:59.776189] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 0.18% | Symbol ETA: 5.4s | Global ETA: 42m 49s
[2025-11-25T11:54:59.789457] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 1.49%, Actual: 1.07%
[2025-11-25T11:54:59.789818] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 38.2280%
[2025-11-25T11:54:59.789984] [INFO ] [main      ] LVS: DISCARDED add_prior_day_tail_pressure (score: 38.23%)
[2025-11-25T11:54:59.790113] [INFO ] [main      ] LVS: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:54:59.790228] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_prior_mag_lag']
[2025-11-25T11:54:59.790348] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:54:59.849464] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.02%, Actual: 0.11%
[2025-11-25T11:54:59.870775] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:59.871495] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:54:59.872419] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:54:59.872571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:54:59.875377] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.45%, Actual: 1.30%
[2025-11-25T11:54:59.875616] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 39.5191%
[2025-11-25T11:54:59.875754] [INFO ] [main      ] KOF: DISCARDED add_late_session_pressure (score: 39.52%)
[2025-11-25T11:54:59.875818] [INFO ] [main      ] KOF: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T11:54:59.875864] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_micro_gap_fill_velocity']
[2025-11-25T11:54:59.875911] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:54:59.877789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:59.890237] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:54:59.890759] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:54:59.891631] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:54:59.891739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:54:59.893495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:54:59.894058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:54:59.894483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:54:59.947480] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.85%, Actual: 2.67%
[2025-11-25T11:55:00.003829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:00.006003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:00.007074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:00.008758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:00.025582] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.75%, Actual: 2.40%
[2025-11-25T11:55:00.027766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:00.029046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:00.086302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:00.087495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:55:00.089859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:00.125829] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -3.35%, Actual: 3.10%
[2025-11-25T11:55:00.203589] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 1.03%
[2025-11-25T11:55:00.313273] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 0.68%, Actual: 1.78%
[2025-11-25T11:55:00.363991] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:55:00.378292] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.37%, Actual: 0.72%
[2025-11-25T11:55:00.437904] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:55:00.489701] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -0.79%, Actual: 1.72%
[2025-11-25T11:55:00.549817] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -2.77%, Actual: 1.79%
[2025-11-25T11:55:00.550122] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 51.3422%
[2025-11-25T11:55:00.550229] [INFO ] [main      ] CBL: DISCARDED add_range_volume_efficiency_refinements (score: 51.34%)
[2025-11-25T11:55:00.550290] [INFO ] [main      ] CBL: Testing feature 39/53: add_regime
[2025-11-25T11:55:00.550340] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_regime']
[2025-11-25T11:55:00.550392] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:55:00.552014] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:00.564387] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:00.565180] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:55:00.566161] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:00.566305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:00.567341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:00.568256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:00.569532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:00.585497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:00.611073] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:00.671054] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 1.43%
[2025-11-25T11:55:00.679391] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.79% | Symbol ETA: 12.5s | Global ETA: 42m 51s
[2025-11-25T11:55:00.679545] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:55:00.680405] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:00.680484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:00.685669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:00.839580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:00.841655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:00.842481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:00.844227] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -1.82%, Actual: 0.07%
[2025-11-25T11:55:00.847558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:00.849060] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.33% | Symbol ETA: 26.4s | Global ETA: 42m 51s
[2025-11-25T11:55:00.849146] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:55:00.849964] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:00.850042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:00.854787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:00.855350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:00.855847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:00.965804] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:55:01.074370] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.76%, Actual: 3.34%
[2025-11-25T11:55:01.140115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:01.141510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:01.174821] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:01.209746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:01.210941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:55:01.213253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:01.253673] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.38%, Actual: 0.34%
[2025-11-25T11:55:01.369915] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.01% | Symbol ETA: 10.3s | Global ETA: 42m 52s
[2025-11-25T11:55:01.370046] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:55:01.370921] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:01.370997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:01.371933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:01.372933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:01.374248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:01.391077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:01.472965] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: -1.37%, Actual: 1.43%
[2025-11-25T11:55:01.494014] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:55:01.606828] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:55:01.679829] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:01.726966] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 1.66%
[2025-11-25T11:55:01.727428] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 35.8725%
[2025-11-25T11:55:01.727605] [INFO ] [main      ] RVTY: DISCARDED add_prior_day_tail_pressure (score: 35.87%)
[2025-11-25T11:55:01.727754] [INFO ] [main      ] RVTY: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:55:01.728085] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_prior_mag_lag']
[2025-11-25T11:55:01.728218] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:55:01.741831] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:01.742622] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:55:01.743858] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:01.744000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:01.806840] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:55:01.820502] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.30% | Symbol ETA: 13.0s | Global ETA: 42m 52s
[2025-11-25T11:55:01.820867] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:55:01.821932] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:01.822089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:01.825389] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:01.827484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:01.870326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:01.871814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:01.873377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:01.951764] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.71% | Symbol ETA: 26.0s | Global ETA: 42m 53s
[2025-11-25T11:55:01.951909] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:55:01.952672] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:01.952743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:01.954400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:01.954941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:01.955510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:01.971181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:01.973389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:01.974695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:01.976565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:01.986624] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:02.076713] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.27% | Symbol ETA: 9.1s | Global ETA: 42m 53s
[2025-11-25T11:55:02.076858] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:55:02.077659] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:02.077730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:02.078607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:02.079422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:02.080761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:02.093207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:02.094509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:02.098109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:02.154615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:02.155775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:55:02.158141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:02.228573] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:55:02.369621] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:55:02.424063] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:02.466285] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:55:02.530263] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:55:02.551663] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 4.24% | Symbol ETA: 12.5s | Global ETA: 42m 54s
[2025-11-25T11:55:02.551816] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:55:02.552574] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:02.552661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:02.563082] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:02.650082] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:02.676531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:02.678036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:02.679592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:02.681929] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.47% | Symbol ETA: 11.8s | Global ETA: 42m 54s
[2025-11-25T11:55:02.682082] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:55:02.682923] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:02.683000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:02.687980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:02.707233] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:02.736951] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 8.1s | Global ETA: 42m 54s
[2025-11-25T11:55:02.737141] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:55:02.738557] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:02.738668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:02.739602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:02.740428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:02.741735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:02.758349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:02.821345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:02.823465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:02.824375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:02.826036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:02.826439] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.42% | Symbol ETA: 24.6s | Global ETA: 42m 54s
[2025-11-25T11:55:02.826675] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:55:02.827577] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:02.827738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:02.829496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:02.830107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:02.830608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:02.951349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:02.952774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:03.006013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:03.007066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:55:03.009266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:03.016819] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:55:03.119134] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:55:03.190509] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:55:03.194967] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:03.296281] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:03.319242] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -3.84% | Symbol ETA: 11.5s | Global ETA: 42m 55s
[2025-11-25T11:55:03.319541] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:55:03.320484] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:03.320663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:03.366207] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:55:03.373015] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:03.386413] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.27% | Symbol ETA: 7.3s | Global ETA: 42m 55s
[2025-11-25T11:55:03.386564] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:55:03.387372] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:03.387449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:03.388363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:03.389186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:03.390386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:03.407194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:03.455927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:03.457548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:03.459479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:03.498035] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -3.90% | Symbol ETA: 10.7s | Global ETA: 42m 55s
[2025-11-25T11:55:03.498200] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:55:03.499113] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:03.499200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:03.504620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:03.545216] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:03.625863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:03.628018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:03.628946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:03.630776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:03.664414] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -1.26% | Symbol ETA: 23.4s | Global ETA: 42m 55s
[2025-11-25T11:55:03.664565] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:55:03.665390] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:03.665703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:03.667674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:03.668345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:03.668875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:03.765198] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:55:03.798464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:03.799943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:03.818785] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:55:03.854846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:03.856160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:55:03.858533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:03.935973] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:03.967931] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:55:04.002124] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:04.024601] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 6.5s | Global ETA: 42m 56s
[2025-11-25T11:55:04.024916] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:55:04.025748] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:04.025877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:04.026825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:04.027705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:04.028926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:04.044711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:04.126861] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.71% | Symbol ETA: 10.8s | Global ETA: 42m 56s
[2025-11-25T11:55:04.127194] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:55:04.128098] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:04.128243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:04.146150] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:04.220188] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:55:04.259858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:04.261670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:04.261800] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.98% | Symbol ETA: 9.6s | Global ETA: 42m 56s
[2025-11-25T11:55:04.261947] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:55:04.262710] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:04.262939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:04.263553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:04.267862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:04.382476] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:55:04.390472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:04.392546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:04.393449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:04.395124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:04.407918] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:04.522569] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -4.25% | Symbol ETA: 22.4s | Global ETA: 42m 57s
[2025-11-25T11:55:04.522728] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:55:04.523495] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:04.523732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:04.525442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:04.526039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:04.526516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:04.551018] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:04.597807] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:55:04.634567] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 0.81% | Symbol ETA: 5.8s | Global ETA: 42m 57s
[2025-11-25T11:55:04.634866] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:55:04.635686] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:04.635816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:04.636767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:04.637662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:04.638931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:04.647373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:04.648738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:04.654483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:04.701484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:04.702434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:55:04.704494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:04.745916] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:55:04.766416] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:04.880790] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -2.40% | Symbol ETA: 9.9s | Global ETA: 42m 57s
[2025-11-25T11:55:04.881077] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:55:04.881933] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:04.882070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:04.921018] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:05.000039] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:55:05.001411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:05.002965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:05.004598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:05.035967] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 8.7s | Global ETA: 42m 58s
[2025-11-25T11:55:05.036261] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:55:05.037091] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:05.037234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:05.042389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:05.042455] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:55:05.173911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:05.175393] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:05.176129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:05.177104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:05.178842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:05.215221] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:05.261115] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: -0.78% | Symbol ETA: 5.1s | Global ETA: 42m 58s
[2025-11-25T11:55:05.261392] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:55:05.262242] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:05.262391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:05.263454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:05.264377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:05.265639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:05.282370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:05.329309] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.54% | Symbol ETA: 21.4s | Global ETA: 42m 58s
[2025-11-25T11:55:05.329589] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:55:05.330429] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:05.330572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:05.332407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:05.333012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:05.333487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:05.357906] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:55:05.456806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:05.458344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:05.511911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:05.513186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:55:05.515333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:05.521478] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:55:05.529368] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:05.630850] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:55:05.644341] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: -1.48% | Symbol ETA: 9.1s | Global ETA: 42m 59s
[2025-11-25T11:55:05.644485] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:55:05.645262] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:05.645336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:05.689854] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:05.765705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:05.767342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:05.769000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:05.802075] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -1.82% | Symbol ETA: 7.8s | Global ETA: 42m 59s
[2025-11-25T11:55:05.802361] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:55:05.803158] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:05.803299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:05.808183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:05.814081] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:05.855592] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:55:05.894587] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -1.35% | Symbol ETA: 4.4s | Global ETA: 42m 59s
[2025-11-25T11:55:05.894881] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:55:05.895712] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:05.895847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:05.896799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:05.897724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:05.898947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:05.914264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:05.930980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:05.933152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:05.933984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:05.935609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:06.026198] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:06.105336] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:55:06.146021] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -0.88% | Symbol ETA: 20.5s | Global ETA: 42m 59s
[2025-11-25T11:55:06.146328] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:55:06.147340] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:06.147511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:06.149491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:06.150203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:06.150758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:06.252889] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:55:06.279125] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:06.280577] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:55:06.284600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:06.286095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:06.339033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:06.340046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:55:06.342174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:06.398684] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -1.07% | Symbol ETA: 8.3s | Global ETA: 42m 60s
[2025-11-25T11:55:06.398984] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:55:06.399845] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:06.399984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:06.431013] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:06.463633] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:06.514239] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.21% | Symbol ETA: 3.7s | Global ETA: 42m 60s
[2025-11-25T11:55:06.514534] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:55:06.515397] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:06.515537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:06.516521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:06.517468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:06.518758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:06.529343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:06.531070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:06.532787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:06.535477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:06.581020] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.21% | Symbol ETA: 6.9s | Global ETA: 42m 60s
[2025-11-25T11:55:06.581171] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:55:06.582018] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:06.582096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:06.587322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:06.681606] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:55:06.712401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:06.714497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:06.715367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:06.717104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:06.859511] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:06.880984] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:55:06.881929] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:55:06.988446] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.62% | Symbol ETA: 19.5s | Global ETA: 43m 1s
[2025-11-25T11:55:06.988593] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:55:06.989361] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:06.989439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:06.991132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:06.991656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:06.992067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:07.051230] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:07.060664] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:07.068127] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:55:07.115383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:07.116687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:07.132768] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -2.43% | Symbol ETA: 3.1s | Global ETA: 43m 1s
[2025-11-25T11:55:07.170341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:07.171313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:55:07.173560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:07.184549] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.68% | Symbol ETA: 7.6s | Global ETA: 43m 1s
[2025-11-25T11:55:07.184876] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:55:07.185820] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:07.185985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:07.245627] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:07.314117] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.01%, Actual: 0.73%
[2025-11-25T11:55:07.316631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:07.318373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:07.320217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:07.363594] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -4.32% | Symbol ETA: 6.1s | Global ETA: 43m 1s
[2025-11-25T11:55:07.363925] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:55:07.364840] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:07.364985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:07.370066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:07.493343] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.27%, Actual: 1.00%
[2025-11-25T11:55:07.510427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:07.512765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:07.513837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:07.515685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:07.519603] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:55:07.668792] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 1.32%
[2025-11-25T11:55:07.679851] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:55:07.690226] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:07.807088] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -0.92% | Symbol ETA: 18.6s | Global ETA: 43m 2s
[2025-11-25T11:55:07.807391] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:55:07.808289] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:07.808433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:07.810213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:07.810837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:07.811322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:07.839302] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.27%, Actual: 0.51%
[2025-11-25T11:55:07.854951] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:07.866618] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:55:07.932454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:07.933908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:07.978002] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.38% | Symbol ETA: 6.8s | Global ETA: 43m 2s
[2025-11-25T11:55:07.978322] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:55:07.979363] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:07.979506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:07.986979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:07.988249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T11:55:07.990307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:08.009211] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 0.45%
[2025-11-25T11:55:08.038477] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:08.103433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:08.105081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:08.106782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:08.147817] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 0.31% | Symbol ETA: 5.2s | Global ETA: 43m 2s
[2025-11-25T11:55:08.178856] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 0.81%, Actual: 0.11%
[2025-11-25T11:55:08.319421] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.79%, Actual: 2.07%
[2025-11-25T11:55:08.336455] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:55:08.352758] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: -0.78%, Actual: 2.40%
[2025-11-25T11:55:08.450539] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:55:08.492580] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.30%, Actual: 2.19%
[2025-11-25T11:55:08.511557] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:08.531324] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -1.35%, Actual: 1.03%
[2025-11-25T11:55:08.625510] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:08.628365] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.02% | Symbol ETA: 17.8s | Global ETA: 43m 3s
[2025-11-25T11:55:08.668768] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.47%, Actual: 0.51%
[2025-11-25T11:55:08.708215] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.21%, Actual: 0.72%
[2025-11-25T11:55:08.743360] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 2.24% | Symbol ETA: 6.0s | Global ETA: 43m 3s
[2025-11-25T11:55:08.743665] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:55:08.744494] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:08.744658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:08.806976] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.33%, Actual: 2.49%
[2025-11-25T11:55:08.844027] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -3.90%, Actual: 0.26%
[2025-11-25T11:55:08.868067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:08.869736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:55:08.871432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:08.883339] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -2.43%, Actual: 1.79%
[2025-11-25T11:55:08.883754] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 49.2328%
[2025-11-25T11:55:08.883930] [INFO ] [main      ] CBL: DISCARDED add_regime (score: 49.23%)
[2025-11-25T11:55:08.884052] [INFO ] [main      ] CBL: Testing feature 40/53: add_regime_flags
[2025-11-25T11:55:08.884155] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_regime_flags']
[2025-11-25T11:55:08.884258] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:55:08.898485] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:08.899107] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:55:08.900058] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:08.900145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:08.901190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:08.902117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:08.903413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:08.904613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:08.989506] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.71%, Actual: 0.68%
[2025-11-25T11:55:09.018323] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.98%, Actual: 1.82%
[2025-11-25T11:55:09.169581] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.42%, Actual: 0.50%
[2025-11-25T11:55:09.192004] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.51%, Actual: 0.32%
[2025-11-25T11:55:09.224755] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:55:09.257336] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:55:09.349244] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -1.26%, Actual: 0.57%
[2025-11-25T11:55:09.364124] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -1.82%, Actual: 0.38%
[2025-11-25T11:55:09.397154] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:09.429158] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:09.511670] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 5.2s | Global ETA: 43m 5s
[2025-11-25T11:55:09.512375] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.13% | Symbol ETA: 8.3s | Global ETA: 43m 5s
[2025-11-25T11:55:09.512680] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:55:09.513468] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:09.513601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:09.514589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:09.515489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:09.516774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:09.517974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:09.530619] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -4.25%, Actual: 0.54%
[2025-11-25T11:55:09.534427] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.21%, Actual: 2.15%
[2025-11-25T11:55:09.683196] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.24%, Actual: 2.67%
[2025-11-25T11:55:09.716097] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -4.32%, Actual: 0.72%
[2025-11-25T11:55:09.718458] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 0.80%
[2025-11-25T11:55:09.856181] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -3.84%, Actual: 3.10%
[2025-11-25T11:55:09.857602] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:55:09.889614] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -0.88%, Actual: 2.52%
[2025-11-25T11:55:09.895037] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 1.07%
[2025-11-25T11:55:09.895261] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 46.9192%
[2025-11-25T11:55:09.895364] [INFO ] [main      ] LVS: DISCARDED add_prior_mag_lag (score: 46.92%)
[2025-11-25T11:55:09.895414] [INFO ] [main      ] LVS: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:55:09.895451] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_range_overlap_v_prior_day']
[2025-11-25T11:55:09.895492] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:55:09.911737] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:09.912435] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:55:09.913544] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:09.913691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:09.918810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:10.029801] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:10.033808] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.71%, Actual: 1.78%
[2025-11-25T11:55:10.056878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:10.059569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:10.060776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:10.062140] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.62%, Actual: 0.11%
[2025-11-25T11:55:10.063290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:10.113749] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 7.6s | Global ETA: 43m 6s
[2025-11-25T11:55:10.114019] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:55:10.114856] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:10.114990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:10.115958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:10.116829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:10.118139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:10.119310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:10.206572] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -2.40%, Actual: 1.72%
[2025-11-25T11:55:10.229799] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -0.92%, Actual: 0.27%
[2025-11-25T11:55:10.379139] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: -1.48%, Actual: 1.43%
[2025-11-25T11:55:10.406429] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.02%, Actual: 1.30%
[2025-11-25T11:55:10.406827] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 37.7874%
[2025-11-25T11:55:10.407032] [INFO ] [main      ] KOF: DISCARDED add_micro_gap_fill_velocity (score: 37.79%)
[2025-11-25T11:55:10.407162] [INFO ] [main      ] KOF: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T11:55:10.407277] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_morning_followthrough_mag_T0']
[2025-11-25T11:55:10.407396] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:55:10.410704] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:55:10.422142] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:10.422634] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:55:10.423539] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:10.423758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:10.425572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:10.426211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:10.426819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:10.463935] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:55:10.550995] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -1.07%, Actual: 0.07%
[2025-11-25T11:55:10.553138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:10.554486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:10.581298] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:10.607772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:10.608926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:55:10.609720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:10.643581] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:10.697999] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.24% | Symbol ETA: 12.0s | Global ETA: 43m 7s
[2025-11-25T11:55:10.698290] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:55:10.699178] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:10.699318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:10.704184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:10.722444] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.68%, Actual: 3.34%
[2025-11-25T11:55:10.724396] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.77% | Symbol ETA: 7.0s | Global ETA: 43m 7s
[2025-11-25T11:55:10.724697] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:55:10.725519] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:10.725666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:10.726608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:10.727541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:10.728883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:10.730030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:10.831895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:10.833916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:10.834828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:10.837359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:10.894801] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.38%, Actual: 0.34%
[2025-11-25T11:55:10.947223] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:55:11.072003] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.24%, Actual: 1.43%
[2025-11-25T11:55:11.076273] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:55:11.115266] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:11.175460] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:55:11.224483] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.58% | Symbol ETA: 24.1s | Global ETA: 43m 7s
[2025-11-25T11:55:11.224760] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:55:11.225521] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:11.225679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:11.227403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:11.227996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:11.228471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:11.246475] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -0.50%, Actual: 1.66%
[2025-11-25T11:55:11.246917] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 51.7594%
[2025-11-25T11:55:11.247083] [INFO ] [main      ] RVTY: DISCARDED add_prior_mag_lag (score: 51.76%)
[2025-11-25T11:55:11.246895] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:11.247159] [INFO ] [main      ] RVTY: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:55:11.247305] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_range_overlap_v_prior_day']
[2025-11-25T11:55:11.247439] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:55:11.260875] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:11.261605] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:55:11.262568] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:11.262670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:11.325933] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 6.4s | Global ETA: 43m 8s
[2025-11-25T11:55:11.326211] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:55:11.326995] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:11.327167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:11.328130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:11.329008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:11.330239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:11.331356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:11.343335] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:11.350359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:11.351685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:11.397201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:11.398779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:11.401432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:11.405084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:11.406076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:55:11.406863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:11.454819] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.48% | Symbol ETA: 11.1s | Global ETA: 43m 8s
[2025-11-25T11:55:11.455119] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:55:11.455963] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:11.456102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:11.460916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:11.585620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:11.587886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:11.588776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:11.591188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:11.676359] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:55:11.749374] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:55:11.752738] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:55:11.863349] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:11.916835] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:11.927344] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:11.930267] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:55:11.952347] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 1.62% | Symbol ETA: 5.8s | Global ETA: 43m 8s
[2025-11-25T11:55:11.952658] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:55:11.953494] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:11.953625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:11.954596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:11.955505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:11.956833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:11.958071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:12.040280] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.06% | Symbol ETA: 23.3s | Global ETA: 43m 9s
[2025-11-25T11:55:12.040588] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:55:12.041211] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 2.77% | Symbol ETA: 11.6s | Global ETA: 43m 9s
[2025-11-25T11:55:12.041511] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:55:12.041432] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:12.041652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:12.042291] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:12.042366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:12.043472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:12.044086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:12.044567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:12.100836] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:12.162639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:12.164024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:12.166455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:12.168666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:12.170423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:12.211323] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.50% | Symbol ETA: 10.3s | Global ETA: 43m 9s
[2025-11-25T11:55:12.211622] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:55:12.212557] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:12.212715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:12.217548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:12.223948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:12.225031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:55:12.225931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:12.312462] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:55:12.347338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:12.349437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:12.350359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:12.352904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:12.483789] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:12.506590] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:55:12.564905] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.46% | Symbol ETA: 5.2s | Global ETA: 43m 9s
[2025-11-25T11:55:12.565173] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:55:12.566005] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:12.566135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:12.567113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:12.568003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:12.569243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:12.570363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:12.587438] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:55:12.676228] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:12.714318] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:55:12.767081] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:12.792025] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -3.35% | Symbol ETA: 10.7s | Global ETA: 43m 10s
[2025-11-25T11:55:12.792187] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:55:12.793084] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:12.793224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:12.875864] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.65% | Symbol ETA: 22.6s | Global ETA: 43m 10s
[2025-11-25T11:55:12.876042] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:55:12.876851] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:12.877094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:12.878871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:12.879523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:12.880024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:12.887921] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:12.914293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:12.915617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:12.918103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:12.967468] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:55:13.006509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:13.008282] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -4.36% | Symbol ETA: 9.6s | Global ETA: 43m 10s
[2025-11-25T11:55:13.010439] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:55:13.011352] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:13.011494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:13.011549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:13.016316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:13.066012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:13.067302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:55:13.068151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:13.137793] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:13.141903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:13.143959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:13.144882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:13.147414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:13.218216] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.83% | Symbol ETA: 4.6s | Global ETA: 43m 10s
[2025-11-25T11:55:13.218469] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:55:13.219285] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:13.219416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:13.220367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:13.221234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:13.222463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:13.223546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:13.252860] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:55:13.423541] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:13.447247] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:55:13.492675] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:55:13.538610] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 3.08% | Symbol ETA: 9.9s | Global ETA: 43m 11s
[2025-11-25T11:55:13.538908] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:55:13.539744] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:13.539883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:13.564255] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:55:13.615724] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:13.660992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:13.662437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:13.664914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:13.665133] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:13.725694] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -1.07% | Symbol ETA: 21.8s | Global ETA: 43m 11s
[2025-11-25T11:55:13.725842] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:55:13.726597] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:13.726687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:13.728378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:13.728932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:13.729349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:13.735678] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:13.782145] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.93% | Symbol ETA: 8.8s | Global ETA: 43m 11s
[2025-11-25T11:55:13.782296] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:55:13.783093] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:13.783171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:13.788384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:13.813974] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.19% | Symbol ETA: 4.0s | Global ETA: 43m 11s
[2025-11-25T11:55:13.814120] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:55:13.814892] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:13.815006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:13.815902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:13.816896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:13.818132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:13.819287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:13.851089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:13.852249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:13.905173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:13.906366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:55:13.907184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:13.914256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:13.916389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:13.917347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:13.919854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:14.000925] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:55:14.162377] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:55:14.167472] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:14.266927] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:55:14.279191] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:55:14.283655] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 9.2s | Global ETA: 43m 12s
[2025-11-25T11:55:14.283940] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:55:14.284776] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:14.284912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:14.339400] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:14.408117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:14.409863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:14.412350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:14.417801] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 3.4s | Global ETA: 43m 12s
[2025-11-25T11:55:14.418000] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:55:14.418853] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:14.418987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:14.419948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:14.420864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:14.422139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:14.423293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:14.438559] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:14.466281] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:14.555497] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.85% | Symbol ETA: 8.0s | Global ETA: 43m 13s
[2025-11-25T11:55:14.555806] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:55:14.556632] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:14.556789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:14.561729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:14.578876] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.87% | Symbol ETA: 21.0s | Global ETA: 43m 13s
[2025-11-25T11:55:14.579191] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:55:14.580080] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:14.580226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:14.582010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:14.582659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:14.583143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:14.696542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:14.698849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:14.699817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:14.702306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:14.704536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:14.706002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:14.752782] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:55:14.758969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:14.760202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:55:14.761016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:14.768235] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:55:14.921339] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:14.936386] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:15.013668] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -2.43% | Symbol ETA: 2.8s | Global ETA: 43m 13s
[2025-11-25T11:55:15.038667] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 3.06% | Symbol ETA: 8.4s | Global ETA: 43m 13s
[2025-11-25T11:55:15.038943] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:55:15.039792] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:15.039932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:15.049912] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:55:15.097854] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:55:15.165431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:15.167078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:15.169677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:15.184351] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.13%, Actual: 0.73%
[2025-11-25T11:55:15.223187] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:15.267015] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:15.336739] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -3.44% | Symbol ETA: 7.2s | Global ETA: 43m 14s
[2025-11-25T11:55:15.337060] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:55:15.337961] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:15.338104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:15.342987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:15.356446] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 1.00%
[2025-11-25T11:55:15.372995] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 1.18% | Symbol ETA: 20.1s | Global ETA: 43m 14s
[2025-11-25T11:55:15.373287] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:55:15.374130] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:15.374271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:15.376001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:15.376571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:15.377094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:15.471875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:15.474190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:15.475138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:15.477810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:15.497507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:15.498797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:15.509265] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:55:15.527727] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 1.32%
[2025-11-25T11:55:15.551842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:15.552762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:55:15.553516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:15.679726] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:15.697920] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.07%, Actual: 0.51%
[2025-11-25T11:55:15.796348] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.93% | Symbol ETA: 7.6s | Global ETA: 43m 15s
[2025-11-25T11:55:15.796662] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:55:15.797505] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:15.797659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:15.827891] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:55:15.888632] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:55:15.899014] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 1.62%, Actual: 0.45%
[2025-11-25T11:55:15.918095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:15.919728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:15.922310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:15.999947] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:16.059657] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:16.073668] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.11%
[2025-11-25T11:55:16.114113] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -0.39% | Symbol ETA: 6.5s | Global ETA: 43m 15s
[2025-11-25T11:55:16.114394] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:55:16.115243] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:16.115385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:16.120251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:16.167121] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.47% | Symbol ETA: 19.3s | Global ETA: 43m 15s
[2025-11-25T11:55:16.167273] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:55:16.168032] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:16.168109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:16.169755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:16.170253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:16.170661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:16.242365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:16.244329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:16.245287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:16.247734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:16.248786] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.83%, Actual: 2.40%
[2025-11-25T11:55:16.258996] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:55:16.289418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:16.290661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:16.346070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:16.347310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:55:16.348112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:16.423207] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 1.03%
[2025-11-25T11:55:16.438887] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:16.552079] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.76% | Symbol ETA: 6.9s | Global ETA: 43m 16s
[2025-11-25T11:55:16.552243] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:55:16.553152] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:16.553292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:16.585418] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:55:16.596123] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 0.72%
[2025-11-25T11:55:16.674238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:16.675891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:16.678493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:16.683302] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:55:16.756575] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:16.769706] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -2.43%, Actual: 1.79%
[2025-11-25T11:55:16.770109] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 44.7025%
[2025-11-25T11:55:16.770302] [INFO ] [main      ] CBL: DISCARDED add_regime_flags (score: 44.70%)
[2025-11-25T11:55:16.770415] [INFO ] [main      ] CBL: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:16.770520] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:55:16.770624] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:55:16.784451] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:16.785139] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:55:16.786086] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:16.786222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:16.787250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:16.788156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:16.789451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:16.791342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:16.791947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:16.793103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:16.794873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:16.796020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:16.796801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:16.854050] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:16.872175] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.08% | Symbol ETA: 5.7s | Global ETA: 43m 16s
[2025-11-25T11:55:16.872335] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:55:16.873128] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:16.873203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:16.878118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:16.965725] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.44% | Symbol ETA: 18.5s | Global ETA: 43m 16s
[2025-11-25T11:55:16.966033] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:55:16.966938] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:16.967108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:16.968919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:16.969522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:16.970013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:17.002680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:17.004784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:17.005601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:17.008068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:17.013885] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:55:17.096156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:17.097623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:17.139517] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:55:17.150264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:17.151235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:55:17.152028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:17.182088] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:17.297611] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.24% | Symbol ETA: 6.1s | Global ETA: 43m 17s
[2025-11-25T11:55:17.297776] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:55:17.298532] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:17.298600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:17.310128] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:17.349780] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:55:17.401870] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.80% | Symbol ETA: 7.9s | Global ETA: 43m 17s
[2025-11-25T11:55:17.402114] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:55:17.402949] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:17.403090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:17.404503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:17.405391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:17.406668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:17.408481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:17.409743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:17.410868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:17.412598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:17.413722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:17.414479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:17.424986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:17.426471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:17.428983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:17.496934] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:55:17.526566] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:17.636730] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -0.96% | Symbol ETA: 4.9s | Global ETA: 43m 17s
[2025-11-25T11:55:17.674182] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:17.763625] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:55:17.780421] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:55:17.788571] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.93% | Symbol ETA: 17.7s | Global ETA: 43m 18s
[2025-11-25T11:55:17.788899] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:55:17.789786] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:17.789927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:17.791684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:17.792278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:17.792781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:17.806572] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.24%, Actual: 2.07%
[2025-11-25T11:55:17.919482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:17.920994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:17.936032] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:17.955036] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:17.975926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:17.976329] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.48%, Actual: 2.19%
[2025-11-25T11:55:17.977096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T11:55:17.977870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:18.027246] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.54% | Symbol ETA: 7.3s | Global ETA: 43m 18s
[2025-11-25T11:55:18.027414] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:55:18.028241] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:18.028339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:18.029260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:18.030219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:18.031479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:18.033296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:18.033891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:18.034967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:18.036678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:18.037854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:18.038629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:18.069272] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 2.00% | Symbol ETA: 5.4s | Global ETA: 43m 18s
[2025-11-25T11:55:18.069774] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:55:18.070845] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:18.070986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:18.147515] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.50%, Actual: 0.51%
[2025-11-25T11:55:18.193162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:18.194620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:55:18.197150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:18.318017] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -4.36%, Actual: 0.26%
[2025-11-25T11:55:18.333513] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:55:18.386752] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:55:18.488315] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 1.82%
[2025-11-25T11:55:18.508900] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:18.532963] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:55:18.559131] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:18.617845] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.13% | Symbol ETA: 16.8s | Global ETA: 43m 19s
[2025-11-25T11:55:18.649629] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 6.7s | Global ETA: 43m 19s
[2025-11-25T11:55:18.649938] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:55:18.651444] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:18.651587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:18.652736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:18.653623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:18.654947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:18.656824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:18.657479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:18.658678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:18.658997] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.85%, Actual: 0.32%
[2025-11-25T11:55:18.660457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:18.661662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:18.662424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:18.700639] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:18.796421] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.58%, Actual: 2.49%
[2025-11-25T11:55:18.811816] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 0.46% | Symbol ETA: 4.6s | Global ETA: 43m 19s
[2025-11-25T11:55:18.828245] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -3.44%, Actual: 0.38%
[2025-11-25T11:55:18.975091] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.06%, Actual: 0.68%
[2025-11-25T11:55:18.998520] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -0.39%, Actual: 2.15%
[2025-11-25T11:55:19.007539] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:55:19.035008] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 2.77%, Actual: 2.67%
[2025-11-25T11:55:19.157970] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.65%, Actual: 0.50%
[2025-11-25T11:55:19.168472] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.08%, Actual: 0.72%
[2025-11-25T11:55:19.184717] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:19.202544] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -3.35%, Actual: 3.10%
[2025-11-25T11:55:19.275822] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -1.17% | Symbol ETA: 6.1s | Global ETA: 43m 20s
[2025-11-25T11:55:19.275979] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:55:19.276782] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:19.276861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:19.277807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:19.278617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:19.279916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:19.281700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:19.282229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:19.283287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:19.284965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:19.286066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:19.286782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:19.338157] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -0.96%, Actual: 1.07%
[2025-11-25T11:55:19.338366] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 36.6379%
[2025-11-25T11:55:19.338454] [INFO ] [main      ] LVS: DISCARDED add_range_overlap_v_prior_day (score: 36.64%)
[2025-11-25T11:55:19.338501] [INFO ] [main      ] LVS: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:55:19.338538] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_range_volume_efficiency']
[2025-11-25T11:55:19.338579] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:55:19.339827] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -1.07%, Actual: 0.57%
[2025-11-25T11:55:19.353071] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:19.353535] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:55:19.354372] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:19.354447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:19.359253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:19.373626] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 3.08%, Actual: 1.78%
[2025-11-25T11:55:19.485793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:19.487785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:19.488784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:19.490975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:19.533507] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.87%, Actual: 0.54%
[2025-11-25T11:55:19.541688] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 1.72%
[2025-11-25T11:55:19.635224] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:55:19.707755] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 1.18%, Actual: 0.80%
[2025-11-25T11:55:19.709166] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 3.06%, Actual: 1.43%
[2025-11-25T11:55:19.810389] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:19.829968] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:55:19.876321] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.93%, Actual: 0.07%
[2025-11-25T11:55:19.879195] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.47%, Actual: 2.52%
[2025-11-25T11:55:19.901984] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 5.5s | Global ETA: 43m 21s
[2025-11-25T11:55:19.902285] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:55:19.903136] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:19.903275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:19.904238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:19.905131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:19.906396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:19.908230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:19.908843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:19.909975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:19.911737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:19.912904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:19.913730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:20.000069] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:20.045878] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.76%, Actual: 3.34%
[2025-11-25T11:55:20.062201] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.44%, Actual: 0.11%
[2025-11-25T11:55:20.111444] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 11.0s | Global ETA: 43m 21s
[2025-11-25T11:55:20.111753] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:55:20.112573] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:20.112752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:20.117610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:20.214920] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 0.34%
[2025-11-25T11:55:20.248292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:20.248129] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.93%, Actual: 0.27%
[2025-11-25T11:55:20.250206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:20.251158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:20.253295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:20.260201] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:55:20.383823] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.00%, Actual: 1.43%
[2025-11-25T11:55:20.427074] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.13%, Actual: 1.30%
[2025-11-25T11:55:20.427509] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 44.2934%
[2025-11-25T11:55:20.427699] [INFO ] [main      ] KOF: DISCARDED add_morning_followthrough_mag_T0 (score: 44.29%)
[2025-11-25T11:55:20.427821] [INFO ] [main      ] KOF: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T11:55:20.427929] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_morning_range_expansion']
[2025-11-25T11:55:20.428063] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:55:20.432279] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:20.441921] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:20.442594] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:55:20.443515] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:20.443594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:20.445422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:20.445994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:20.446415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:20.524379] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 1.07% | Symbol ETA: 4.9s | Global ETA: 43m 22s
[2025-11-25T11:55:20.524705] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:55:20.525545] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:20.525705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:20.526678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:20.527585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:20.528863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:20.530744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:20.531307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:20.532429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:20.534190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:20.535358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:20.536130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:20.555351] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 0.46%, Actual: 1.66%
[2025-11-25T11:55:20.555584] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 42.7408%
[2025-11-25T11:55:20.555693] [INFO ] [main      ] RVTY: DISCARDED add_range_overlap_v_prior_day (score: 42.74%)
[2025-11-25T11:55:20.555768] [INFO ] [main      ] RVTY: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:55:20.555819] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_range_volume_efficiency']
[2025-11-25T11:55:20.555881] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:55:20.568376] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:20.569020] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:55:20.569885] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:20.570081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:20.587167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:20.588491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:20.594138] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:55:20.645501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:20.646668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:55:20.651198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:20.696556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:20.698054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:20.700464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:20.764637] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:20.878169] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.82% | Symbol ETA: 10.3s | Global ETA: 43m 23s
[2025-11-25T11:55:20.878453] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:55:20.879297] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:20.879472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:20.884298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:20.887267] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:55:21.007551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:21.009525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:21.010391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:21.012534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:21.017722] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:55:21.043236] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:55:21.059769] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:21.149351] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 4.2s | Global ETA: 43m 23s
[2025-11-25T11:55:21.149630] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:55:21.150460] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:21.150594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:21.151543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:21.152399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:21.153622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:21.155472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:21.156004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:21.157156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:21.158840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:21.159963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:21.160754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:21.198175] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:21.211469] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:21.314589] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.33% | Symbol ETA: 22.6s | Global ETA: 43m 23s
[2025-11-25T11:55:21.314786] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:55:21.315607] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:21.315712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:21.317486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:21.318044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:21.318638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:21.330877] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 1.42% | Symbol ETA: 11.0s | Global ETA: 43m 23s
[2025-11-25T11:55:21.331152] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:55:21.331990] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:21.332128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:21.349373] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:55:21.451684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:21.453138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:21.453307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:21.454956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:21.457284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:21.507943] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:55:21.510195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:21.511458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:55:21.516131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:21.518904] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:21.627202] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 3.49% | Symbol ETA: 9.5s | Global ETA: 43m 24s
[2025-11-25T11:55:21.627495] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:55:21.628324] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:21.628464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:21.633298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:21.687194] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:21.756244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:21.758229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:21.759106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:21.761266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:21.779360] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.62% | Symbol ETA: 3.6s | Global ETA: 43m 24s
[2025-11-25T11:55:21.779677] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:55:21.780527] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:21.780689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:21.781715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:21.782593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:21.783877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:21.785665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:21.786218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:21.787353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:21.789111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:21.790287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:21.791054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:21.791684] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:55:21.880590] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:55:21.959254] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:22.059035] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:22.076170] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.25% | Symbol ETA: 10.2s | Global ETA: 43m 25s
[2025-11-25T11:55:22.076455] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:55:22.077302] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:22.077444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:22.100301] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:55:22.155556] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:55:22.174376] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.83% | Symbol ETA: 21.7s | Global ETA: 43m 25s
[2025-11-25T11:55:22.174700] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:55:22.175488] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:22.175631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:22.177435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:22.178092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:22.178605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:22.198166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:22.199618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:22.201895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:22.271135] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:22.309335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:22.310821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:22.328297] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:22.366733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:22.367898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:55:22.372684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:22.380496] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -1.45% | Symbol ETA: 8.7s | Global ETA: 43m 25s
[2025-11-25T11:55:22.380788] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:55:22.381608] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:22.381768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:22.386565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:22.417782] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.34% | Symbol ETA: 3.0s | Global ETA: 43m 25s
[2025-11-25T11:55:22.417923] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:55:22.418730] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:22.418810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:22.419758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:22.420638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:22.421994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:22.423839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:22.424361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:22.425508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:22.427236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:22.428313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:22.429043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:22.513562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:22.515593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:22.516484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:22.518634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:22.544226] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:55:22.711327] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:22.725987] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:55:22.790924] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:55:22.824412] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 3.54% | Symbol ETA: 9.4s | Global ETA: 43m 26s
[2025-11-25T11:55:22.824722] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:55:22.825534] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:22.825690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:22.857466] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:55:22.899554] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:22.944996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:22.946554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:22.948807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:22.965998] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:23.009773] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.05% | Symbol ETA: 20.8s | Global ETA: 43m 26s
[2025-11-25T11:55:23.010088] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:55:23.010975] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:23.011121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:23.012873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:23.013463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:23.013955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:23.026288] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:23.054821] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.02% | Symbol ETA: 2.4s | Global ETA: 43m 26s
[2025-11-25T11:55:23.136437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:23.137904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:23.138438] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.29% | Symbol ETA: 8.0s | Global ETA: 43m 26s
[2025-11-25T11:55:23.138600] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:55:23.139515] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:23.139674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:23.144493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:23.191783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:23.193033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:55:23.197511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:23.224352] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.80%, Actual: 0.73%
[2025-11-25T11:55:23.266595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:23.268555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:23.269426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:23.271567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:23.284517] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:55:23.393904] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.54%, Actual: 1.00%
[2025-11-25T11:55:23.455967] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:23.545696] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:55:23.563593] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 1.32%
[2025-11-25T11:55:23.570695] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -3.29% | Symbol ETA: 8.6s | Global ETA: 43m 27s
[2025-11-25T11:55:23.571015] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:55:23.571904] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:23.572044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:23.628803] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:55:23.698824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:23.700397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:23.702732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:23.718290] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:23.733932] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -1.17%, Actual: 0.51%
[2025-11-25T11:55:23.806572] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:23.828652] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.13% | Symbol ETA: 19.9s | Global ETA: 43m 27s
[2025-11-25T11:55:23.828955] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:55:23.829808] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:23.829951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:23.831696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:23.832271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:23.832767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:23.904242] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.45%
[2025-11-25T11:55:23.920936] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.74% | Symbol ETA: 7.2s | Global ETA: 43m 27s
[2025-11-25T11:55:23.921243] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:55:23.922115] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:23.922263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:23.927261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:23.956397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:23.957859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:24.012309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:24.013527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:55:24.017992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:24.050914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:24.053150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:24.054108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:24.056304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:24.073295] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:55:24.074253] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 1.07%, Actual: 0.11%
[2025-11-25T11:55:24.243585] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 2.40%
[2025-11-25T11:55:24.246428] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:24.359760] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:55:24.362282] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 7.9s | Global ETA: 43m 28s
[2025-11-25T11:55:24.362588] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:55:24.363434] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:24.363576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:24.404634] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:55:24.418999] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.62%, Actual: 1.03%
[2025-11-25T11:55:24.485989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:24.487576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:24.489856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:24.531556] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:24.573566] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:24.590059] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.34%, Actual: 0.72%
[2025-11-25T11:55:24.639876] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -4.38% | Symbol ETA: 19.0s | Global ETA: 43m 29s
[2025-11-25T11:55:24.640051] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:55:24.640916] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:24.641134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:24.642898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:24.643487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:24.643980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:24.684336] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -3.21% | Symbol ETA: 6.5s | Global ETA: 43m 29s
[2025-11-25T11:55:24.684623] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:55:24.685477] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:24.685621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:24.690586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:24.763084] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.02%, Actual: 1.79%
[2025-11-25T11:55:24.763471] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 40.0606%
[2025-11-25T11:55:24.763629] [INFO ] [main      ] CBL: DISCARDED add_return_volume_nonlinearity_proxies (score: 40.06%)
[2025-11-25T11:55:24.763761] [INFO ] [main      ] CBL: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:55:24.763868] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_shelf_lag']
[2025-11-25T11:55:24.763970] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:55:24.766632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:24.768067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:24.779147] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:24.779836] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:55:24.780739] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:24.780812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:24.781750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:24.782558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:24.783814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:55:24.784980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:24.811988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:24.814054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:24.814887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:24.817049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:24.822758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:24.823900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:55:24.827894] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:55:24.828304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:25.000089] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:25.113149] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.99% | Symbol ETA: 7.2s | Global ETA: 43m 29s
[2025-11-25T11:55:25.113440] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:55:25.114274] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:25.114412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:25.132541] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:55:25.173276] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:55:25.191557] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:55:25.233410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:25.235024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:25.237285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:25.302979] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:25.345031] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:25.363724] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:25.451860] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.46% | Symbol ETA: 18.1s | Global ETA: 43m 30s
[2025-11-25T11:55:25.452155] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:55:25.453000] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:25.453142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:25.454893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:25.455478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:25.455967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:25.472073] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: -0.79% | Symbol ETA: 8.4s | Global ETA: 43m 30s
[2025-11-25T11:55:25.472354] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:55:25.473196] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:25.473282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:25.474242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:25.475126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:25.476300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:55:25.477214] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -3.40% | Symbol ETA: 5.7s | Global ETA: 43m 30s
[2025-11-25T11:55:25.477386] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:55:25.477525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:25.478189] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:25.478267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:25.483208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:25.573139] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:55:25.578787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:25.580206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:25.607544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:25.609737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:25.610608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:25.612753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:25.633968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:25.635203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:55:25.639623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:25.740072] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:25.817438] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:55:25.856413] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: -0.39% | Symbol ETA: 6.4s | Global ETA: 43m 31s
[2025-11-25T11:55:25.856622] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:55:25.857588] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:25.857834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:25.949364] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:55:25.975862] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:55:25.979113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:25.980763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:25.983067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:25.991821] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:26.122112] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:26.141852] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:26.163179] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.61% | Symbol ETA: 7.7s | Global ETA: 43m 31s
[2025-11-25T11:55:26.163476] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:55:26.164309] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:26.164440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:26.165406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:26.166269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:26.167534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:55:26.168854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:26.237337] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.36% | Symbol ETA: 5.0s | Global ETA: 43m 31s
[2025-11-25T11:55:26.237625] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:55:26.238524] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:26.238690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:26.243929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:26.250885] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.69% | Symbol ETA: 17.3s | Global ETA: 43m 31s
[2025-11-25T11:55:26.251188] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:55:26.252064] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:26.252211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:26.253975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:26.254537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:26.255020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:26.321777] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:55:26.372841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:26.374901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:26.375958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:26.375949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:26.376986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:26.378332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:26.429570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:26.430507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:55:26.434719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:26.495311] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:26.515114] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:55:26.613399] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.93% | Symbol ETA: 5.6s | Global ETA: 43m 32s
[2025-11-25T11:55:26.613548] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:55:26.614359] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:26.614436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:26.688268] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:26.726627] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:55:26.735096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:26.736712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:26.738992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:26.778639] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:55:26.852457] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: -0.92% | Symbol ETA: 7.0s | Global ETA: 43m 32s
[2025-11-25T11:55:26.852764] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:55:26.853581] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:26.853735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:26.854707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:26.855575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:26.856842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:55:26.858057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:26.895025] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:26.945006] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:27.001392] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.91% | Symbol ETA: 4.2s | Global ETA: 43m 32s
[2025-11-25T11:55:27.053745] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 0.81% | Symbol ETA: 16.4s | Global ETA: 43m 32s
[2025-11-25T11:55:27.053908] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:55:27.054814] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:27.054955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:27.056610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:27.057230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:27.057723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:27.074626] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:55:27.173135] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 2.07%
[2025-11-25T11:55:27.177720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:27.178805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:27.201393] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:55:27.231059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:27.231966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:55:27.236166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:27.252984] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:27.352537] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.82%, Actual: 2.19%
[2025-11-25T11:55:27.363931] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 4.32% | Symbol ETA: 4.9s | Global ETA: 43m 33s
[2025-11-25T11:55:27.364075] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:55:27.364828] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:27.364902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:27.370318] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:27.485335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:27.486752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:55:27.489058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:27.536614] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 3.49%, Actual: 0.51%
[2025-11-25T11:55:27.538099] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 6.3s | Global ETA: 43m 33s
[2025-11-25T11:55:27.538242] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:55:27.539034] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:27.539233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:27.540315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:27.541211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:27.542435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:55:27.543604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:27.571469] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:55:27.723400] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -1.45%, Actual: 0.26%
[2025-11-25T11:55:27.743858] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:27.837884] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:55:27.850066] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 0.42% | Symbol ETA: 15.6s | Global ETA: 43m 34s
[2025-11-25T11:55:27.850345] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:55:27.851177] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:27.851319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:27.853046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:27.853676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:27.854146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:27.891489] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:55:27.896402] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.29%, Actual: 1.82%
[2025-11-25T11:55:27.974493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:27.975671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:28.007711] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:28.031340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:28.032342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T11:55:28.036724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:28.066137] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.74%, Actual: 0.32%
[2025-11-25T11:55:28.067576] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:28.120629] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.56% | Symbol ETA: 4.1s | Global ETA: 43m 34s
[2025-11-25T11:55:28.235021] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -3.21%, Actual: 0.38%
[2025-11-25T11:55:28.236455] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 5.6s | Global ETA: 43m 34s
[2025-11-25T11:55:28.236758] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:55:28.237589] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:28.237740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:28.238733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:28.239621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:28.240907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:55:28.242090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:28.292442] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 1.42%, Actual: 2.67%
[2025-11-25T11:55:28.373529] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:55:28.403841] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -3.40%, Actual: 2.15%
[2025-11-25T11:55:28.463178] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.25%, Actual: 3.10%
[2025-11-25T11:55:28.542199] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:28.573043] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.36%, Actual: 0.72%
[2025-11-25T11:55:28.584770] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:55:28.631388] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 3.54%, Actual: 1.78%
[2025-11-25T11:55:28.649836] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.52% | Symbol ETA: 14.8s | Global ETA: 43m 35s
[2025-11-25T11:55:28.741244] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.91%, Actual: 1.07%
[2025-11-25T11:55:28.741569] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 37.4434%
[2025-11-25T11:55:28.741749] [INFO ] [main      ] LVS: DISCARDED add_range_volume_efficiency (score: 37.44%)
[2025-11-25T11:55:28.741866] [INFO ] [main      ] LVS: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:55:28.741971] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:55:28.742081] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:55:28.754612] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:28.756696] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:28.757340] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:55:28.758211] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:28.758421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:28.763358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:28.799491] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -3.29%, Actual: 1.72%
[2025-11-25T11:55:28.818988] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.33%, Actual: 2.49%
[2025-11-25T11:55:28.886613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:28.888697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:28.889597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:28.893521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:28.921492] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.45% | Symbol ETA: 4.9s | Global ETA: 43m 35s
[2025-11-25T11:55:28.921794] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:55:28.922621] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:28.922778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:28.923745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:28.924592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:28.925845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:55:28.927041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:28.968718] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 1.43%
[2025-11-25T11:55:28.986300] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.83%, Actual: 0.68%
[2025-11-25T11:55:29.136015] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.99%, Actual: 0.07%
[2025-11-25T11:55:29.153072] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.05%, Actual: 0.50%
[2025-11-25T11:55:29.231713] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:55:29.280432] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:55:29.305286] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: -0.39%, Actual: 3.34%
[2025-11-25T11:55:29.319155] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.57%
[2025-11-25T11:55:29.429495] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:29.449814] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:29.473842] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.93%, Actual: 0.34%
[2025-11-25T11:55:29.485392] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -4.38%, Actual: 0.54%
[2025-11-25T11:55:29.542059] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 2.90% | Symbol ETA: 10.9s | Global ETA: 43m 36s
[2025-11-25T11:55:29.542367] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:55:29.543237] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:29.543380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:29.548319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:29.615948] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.52% | Symbol ETA: 4.2s | Global ETA: 43m 36s
[2025-11-25T11:55:29.616226] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:55:29.617083] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:29.617215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:29.618170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:29.619038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:29.620279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:55:29.621461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:29.642725] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 4.32%, Actual: 1.43%
[2025-11-25T11:55:29.655780] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.80%
[2025-11-25T11:55:29.672075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:29.674083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:29.675047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:29.678958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:29.809800] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.56%, Actual: 1.66%
[2025-11-25T11:55:29.810174] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 39.8711%
[2025-11-25T11:55:29.810333] [INFO ] [main      ] RVTY: DISCARDED add_range_volume_efficiency (score: 39.87%)
[2025-11-25T11:55:29.810448] [INFO ] [main      ] RVTY: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:55:29.810554] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:55:29.810682] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:55:29.821968] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.69%, Actual: 2.52%
[2025-11-25T11:55:29.823035] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:29.823610] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:55:29.824454] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:29.824528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:29.946568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:29.947970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:29.952076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:29.960330] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:55:29.989525] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 0.11%
[2025-11-25T11:55:30.018835] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:55:30.131046] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:30.158293] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 0.42%, Actual: 0.27%
[2025-11-25T11:55:30.190727] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:30.294099] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 1.23% | Symbol ETA: 3.5s | Global ETA: 43m 38s
[2025-11-25T11:55:30.294247] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:55:30.295016] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:30.295089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:30.295152] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:55:30.295971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:30.296766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:30.297943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:55:30.299056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:30.305129] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.69% | Symbol ETA: 10.0s | Global ETA: 43m 38s
[2025-11-25T11:55:30.305274] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:55:30.306048] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:30.306123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:30.310993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:30.326292] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.52%, Actual: 1.30%
[2025-11-25T11:55:30.326530] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 43.1508%
[2025-11-25T11:55:30.326723] [INFO ] [main      ] KOF: DISCARDED add_morning_range_expansion (score: 43.15%)
[2025-11-25T11:55:30.326842] [INFO ] [main      ] KOF: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T11:55:30.326946] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_open_11_elasticity']
[2025-11-25T11:55:30.327070] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:55:30.340894] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:30.341444] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:55:30.342367] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:30.342511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:30.344323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:30.344934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:30.345412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:30.435753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:30.437679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:30.438689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:30.442630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:30.469980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:30.471030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:30.483244] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:30.524711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:30.525602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:30.526853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:30.601541] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.32% | Symbol ETA: 10.8s | Global ETA: 43m 38s
[2025-11-25T11:55:30.601845] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:55:30.602693] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:30.602832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:30.640408] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:55:30.723298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:30.724873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:30.728963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:30.784199] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:55:30.811429] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:30.860365] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:55:30.953906] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:30.976179] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: -1.63% | Symbol ETA: 2.8s | Global ETA: 43m 39s
[2025-11-25T11:55:30.976454] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:55:30.977350] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:30.977510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:30.978460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:30.979264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:30.980498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:55:30.981721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:31.030569] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:31.064236] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 2.33% | Symbol ETA: 9.2s | Global ETA: 43m 39s
[2025-11-25T11:55:31.064543] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:55:31.065125] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:55:31.065385] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:31.065486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:31.070313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:31.139251] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -3.01% | Symbol ETA: 20.7s | Global ETA: 43m 39s
[2025-11-25T11:55:31.139511] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:55:31.140346] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:31.140488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:31.142226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:31.142811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:31.143284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:31.200838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:31.203010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:31.203946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:31.208041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:31.234738] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:31.264790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:31.265882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:31.319160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:31.320068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:31.321048] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:55:31.321296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:31.350722] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.85% | Symbol ETA: 9.9s | Global ETA: 43m 39s
[2025-11-25T11:55:31.351023] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:55:31.351866] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:31.352004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:31.473386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:31.475110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:31.479372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:31.489539] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:31.547551] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:55:31.648019] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 2.1s | Global ETA: 43m 40s
[2025-11-25T11:55:31.654768] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:55:31.718163] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:31.820425] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: -0.79%, Actual: 0.73%
[2025-11-25T11:55:31.825017] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:55:31.826559] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:31.830397] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -1.46% | Symbol ETA: 8.4s | Global ETA: 43m 40s
[2025-11-25T11:55:31.830560] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:55:31.831335] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:31.831424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:31.836188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:31.935481] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.33% | Symbol ETA: 19.9s | Global ETA: 43m 40s
[2025-11-25T11:55:31.935659] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:55:31.936444] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:31.936664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:31.938414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:31.939022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:31.939495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:31.960382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:31.962414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:31.963295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:31.967285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:31.990939] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.61%, Actual: 1.00%
[2025-11-25T11:55:31.993043] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:32.061209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:32.062286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:32.109290] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 1.43% | Symbol ETA: 9.1s | Global ETA: 43m 40s
[2025-11-25T11:55:32.109579] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:55:32.110416] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:32.110556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:32.114923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:32.115842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:32.117074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:32.159321] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: -0.92%, Actual: 1.32%
[2025-11-25T11:55:32.237518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:32.239189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:32.243402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:32.305009] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:55:32.332712] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 0.51%
[2025-11-25T11:55:32.450433] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:55:32.474586] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:32.506478] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.28%, Actual: 0.45%
[2025-11-25T11:55:32.589357] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 7.6s | Global ETA: 43m 41s
[2025-11-25T11:55:32.589690] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:55:32.590525] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:32.590682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:32.595589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:32.602073] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:55:32.623312] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:32.690090] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.45%, Actual: 0.11%
[2025-11-25T11:55:32.719439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:32.721342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:32.722244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:32.726191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:32.730989] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.89% | Symbol ETA: 19.1s | Global ETA: 43m 41s
[2025-11-25T11:55:32.731245] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:55:32.732087] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:32.732230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:32.734140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:32.734723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:32.735244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:32.779573] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:32.859348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:32.860624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:32.863797] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.52%, Actual: 2.40%
[2025-11-25T11:55:32.907200] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -0.53% | Symbol ETA: 8.4s | Global ETA: 43m 42s
[2025-11-25T11:55:32.907512] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:55:32.908422] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:32.908568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:32.918772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:32.919740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:32.920973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:33.036082] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 1.23%, Actual: 1.03%
[2025-11-25T11:55:33.041020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:33.042891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:33.047200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:33.072404] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:55:33.205137] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: -1.63%, Actual: 0.72%
[2025-11-25T11:55:33.242382] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:33.257755] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:55:33.356584] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.85% | Symbol ETA: 6.9s | Global ETA: 43m 42s
[2025-11-25T11:55:33.356907] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:55:33.357798] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:33.357936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:33.362796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:33.373791] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.39%, Actual: 1.79%
[2025-11-25T11:55:33.374136] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 48.4643%
[2025-11-25T11:55:33.374286] [INFO ] [main      ] CBL: DISCARDED add_shelf_lag (score: 48.46%)
[2025-11-25T11:55:33.374393] [INFO ] [main      ] CBL: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:55:33.374491] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_signed_carry_history_11']
[2025-11-25T11:55:33.374588] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:55:33.388592] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:33.389441] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:55:33.390548] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:33.390692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:33.391678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:33.392409] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:55:33.392521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:33.393934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:55:33.395530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:33.426300] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:33.485403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:33.487661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:33.488532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:33.492509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:33.533920] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.88% | Symbol ETA: 18.3s | Global ETA: 43m 43s
[2025-11-25T11:55:33.534078] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:55:33.534851] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:33.535078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:33.536910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:33.537493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:33.537987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:33.565842] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:33.661014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:33.662259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:33.685008] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 1.98% | Symbol ETA: 7.6s | Global ETA: 43m 43s
[2025-11-25T11:55:33.685294] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:55:33.686139] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:33.686277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:33.715356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:33.716330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:33.717633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:33.736422] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:55:33.806584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:33.808257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:33.812255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:33.839706] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:55:33.907815] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:33.994959] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.36% | Symbol ETA: 7.5s | Global ETA: 43m 43s
[2025-11-25T11:55:33.995256] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:55:33.996198] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:33.996337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:33.997368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:33.998467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:33.999779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:55:34.001241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:34.015165] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:34.056428] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:55:34.131624] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -4.22% | Symbol ETA: 6.1s | Global ETA: 43m 44s
[2025-11-25T11:55:34.132136] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:55:34.133064] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:34.133207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:34.138258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:34.156606] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:55:34.233329] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:34.266146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:34.268327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:34.269205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:34.273156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:34.328356] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:34.342214] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -3.12% | Symbol ETA: 17.5s | Global ETA: 43m 44s
[2025-11-25T11:55:34.342549] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:55:34.343571] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:34.343757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:34.345580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:34.346254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:34.346778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:34.367286] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:55:34.442858] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.63% | Symbol ETA: 6.8s | Global ETA: 43m 44s
[2025-11-25T11:55:34.443016] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:55:34.443951] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:34.444092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:34.470227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:34.471618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:34.526005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:34.527376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:34.528774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:34.542493] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:34.564969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:34.566562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:34.570585] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:34.615763] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:55:34.629920] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.90% | Symbol ETA: 7.0s | Global ETA: 43m 44s
[2025-11-25T11:55:34.630194] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:55:34.631139] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:34.631273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:34.632308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:34.633258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:34.634542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:55:34.636046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:34.787965] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:34.871899] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:55:34.899750] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.00% | Symbol ETA: 5.3s | Global ETA: 43m 45s
[2025-11-25T11:55:34.900038] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:55:34.900882] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:34.901024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:34.905870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:34.907785] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:55:34.984384] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:55:35.031522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:35.033558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:35.034460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:35.038455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:35.042747] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:35.076890] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:35.146464] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 16.7s | Global ETA: 43m 45s
[2025-11-25T11:55:35.146617] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:55:35.147425] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:35.147531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:35.149239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:35.149789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:35.150368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:35.160169] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:35.194089] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 3.43% | Symbol ETA: 6.1s | Global ETA: 43m 45s
[2025-11-25T11:55:35.194377] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:55:35.195218] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:35.195360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:35.244478] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 6.4s | Global ETA: 43m 45s
[2025-11-25T11:55:35.244823] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:55:35.245751] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:35.245888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:35.246892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:35.247847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:35.249095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:55:35.250546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:35.273114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:35.274500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:35.315585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:35.317043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:35.321014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:35.327877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:35.329095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:35.330439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:35.437371] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:55:35.601982] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:55:35.610734] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:35.659759] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:55:35.675314] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:55:35.721279] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -1.36% | Symbol ETA: 4.6s | Global ETA: 43m 46s
[2025-11-25T11:55:35.721570] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:55:35.722404] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:35.722548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:35.727406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:35.773902] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:35.827159] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:35.847246] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:35.855207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:35.857601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:35.858460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:35.859380] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 5.8s | Global ETA: 43m 46s
[2025-11-25T11:55:35.859577] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:55:35.860822] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:35.860961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:35.861952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:35.862851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:35.862848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:35.864290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:55:35.865948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:35.944736] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.58% | Symbol ETA: 5.3s | Global ETA: 43m 46s
[2025-11-25T11:55:35.945027] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:55:35.945869] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:35.946008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:35.958133] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -2.15% | Symbol ETA: 15.9s | Global ETA: 43m 47s
[2025-11-25T11:55:35.958419] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:55:35.959461] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:35.959606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:35.961579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:35.962392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:35.962885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:36.070009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:36.071534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:36.075552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:36.092305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:36.093742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:36.148989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:36.150214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:36.151565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:36.221156] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:55:36.224043] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:55:36.393671] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:36.399423] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:36.425977] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:55:36.482988] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.95% | Symbol ETA: 5.1s | Global ETA: 43m 47s
[2025-11-25T11:55:36.483263] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:55:36.484100] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:36.484229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:36.485176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:36.486070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:36.487339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:55:36.488998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:36.495775] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:55:36.501791] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -2.34% | Symbol ETA: 3.8s | Global ETA: 43m 47s
[2025-11-25T11:55:36.596439] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:36.666839] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:36.670895] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 2.90%, Actual: 2.07%
[2025-11-25T11:55:36.711417] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 2.87% | Symbol ETA: 4.5s | Global ETA: 43m 48s
[2025-11-25T11:55:36.711728] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:55:36.712540] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:36.712696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:36.771137] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.61% | Symbol ETA: 15.1s | Global ETA: 43m 48s
[2025-11-25T11:55:36.771414] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:55:36.772242] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:36.772384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:36.774095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:36.774674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:36.775142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:36.836705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:36.838310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:55:36.839565] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.69%, Actual: 2.19%
[2025-11-25T11:55:36.842488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:36.851984] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:55:36.897123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:36.898495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:36.951384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:36.952535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:36.953852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:37.010341] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 2.33%, Actual: 0.51%
[2025-11-25T11:55:37.022986] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:37.104688] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 4.5s | Global ETA: 43m 48s
[2025-11-25T11:55:37.104961] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:55:37.105808] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:37.105938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:37.106915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:37.107887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:37.109141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:55:37.110611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:37.182349] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 0.26%
[2025-11-25T11:55:37.188711] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:55:37.297737] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:55:37.352022] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.29%, Actual: 1.82%
[2025-11-25T11:55:37.378181] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:37.454071] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:55:37.469180] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:37.508734] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -0.65% | Symbol ETA: 3.8s | Global ETA: 43m 49s
[2025-11-25T11:55:37.520209] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.85%, Actual: 0.32%
[2025-11-25T11:55:37.575940] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.10% | Symbol ETA: 14.3s | Global ETA: 43m 49s
[2025-11-25T11:55:37.576240] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:55:37.577098] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:37.577244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:37.579022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:37.579670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:37.580143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:37.627097] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:37.681910] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.32%, Actual: 2.67%
[2025-11-25T11:55:37.690619] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -4.22%, Actual: 0.38%
[2025-11-25T11:55:37.701660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:37.703062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:37.715244] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.87% | Symbol ETA: 3.9s | Global ETA: 43m 49s
[2025-11-25T11:55:37.715528] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:55:37.716413] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:37.716549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:37.717614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:37.718723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:37.720094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:55:37.721679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:37.755083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:37.756305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:37.757697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:37.851797] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.85%, Actual: 3.10%
[2025-11-25T11:55:37.860900] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.00%, Actual: 2.15%
[2025-11-25T11:55:38.020921] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 1.43%, Actual: 1.78%
[2025-11-25T11:55:38.031391] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -1.36%, Actual: 0.72%
[2025-11-25T11:55:38.082050] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:55:38.103705] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:55:38.193911] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -0.53%, Actual: 1.72%
[2025-11-25T11:55:38.208403] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -2.34%, Actual: 1.07%
[2025-11-25T11:55:38.208827] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 39.0090%
[2025-11-25T11:55:38.209005] [INFO ] [main      ] LVS: DISCARDED add_range_volume_efficiency_refinements (score: 39.01%)
[2025-11-25T11:55:38.209130] [INFO ] [main      ] LVS: Testing feature 39/53: add_regime
[2025-11-25T11:55:38.209237] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_regime']
[2025-11-25T11:55:38.209352] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:55:38.224433] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:38.225047] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:55:38.226046] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:38.226199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:38.231786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:38.265771] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:38.279053] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:38.356675] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 3.3s | Global ETA: 43m 50s
[2025-11-25T11:55:38.357111] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:55:38.357974] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:38.358065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:38.359405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:38.360439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:38.362219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:55:38.363822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:38.365398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:38.367749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:38.369056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:38.374183] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.98%, Actual: 1.43%
[2025-11-25T11:55:38.385484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:38.386393] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.93% | Symbol ETA: 13.5s | Global ETA: 43m 50s
[2025-11-25T11:55:38.544005] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.63%, Actual: 0.07%
[2025-11-25T11:55:38.560413] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -3.01%, Actual: 2.49%
[2025-11-25T11:55:38.717882] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 3.43%, Actual: 3.34%
[2025-11-25T11:55:38.724112] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:55:38.729065] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:55:38.730964] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.33%, Actual: 0.68%
[2025-11-25T11:55:38.893041] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.34%
[2025-11-25T11:55:38.902042] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.89%, Actual: 0.50%
[2025-11-25T11:55:38.903954] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:38.904581] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:38.989225] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 2.7s | Global ETA: 43m 51s
[2025-11-25T11:55:38.989499] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:55:38.990389] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:38.990548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:38.991725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:38.992662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:38.993967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:55:38.995677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:39.027162] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.16% | Symbol ETA: 10.7s | Global ETA: 43m 51s
[2025-11-25T11:55:39.027446] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:55:39.028282] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:39.028427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:39.033286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:39.070513] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.87%, Actual: 1.43%
[2025-11-25T11:55:39.072945] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.88%, Actual: 0.57%
[2025-11-25T11:55:39.161055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:39.163207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:39.164161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:39.181169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:39.242926] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 1.66%
[2025-11-25T11:55:39.243319] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 53.1677%
[2025-11-25T11:55:39.243482] [INFO ] [main      ] RVTY: DISCARDED add_range_volume_efficiency_refinements (score: 53.17%)
[2025-11-25T11:55:39.243599] [INFO ] [main      ] RVTY: Testing feature 39/53: add_regime
[2025-11-25T11:55:39.243732] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime']
[2025-11-25T11:55:39.243842] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:55:39.243909] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -3.12%, Actual: 0.54%
[2025-11-25T11:55:39.256536] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:39.257057] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:55:39.257978] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:39.258069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:39.354880] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:55:39.388092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:39.389764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:39.406253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:39.416035] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.80%
[2025-11-25T11:55:39.522054] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:55:39.529922] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:39.588418] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -2.15%, Actual: 2.52%
[2025-11-25T11:55:39.611425] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.60% | Symbol ETA: 2.1s | Global ETA: 43m 52s
[2025-11-25T11:55:39.692064] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:39.758858] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:55:39.759727] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.61%, Actual: 0.11%
[2025-11-25T11:55:39.796096] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.36%, Actual: 0.73%
[2025-11-25T11:55:39.809526] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 9.8s | Global ETA: 43m 53s
[2025-11-25T11:55:39.809716] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:55:39.810599] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:39.810761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:39.815579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:39.931202] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.10%, Actual: 0.27%
[2025-11-25T11:55:39.932391] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:39.940345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:39.942367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:39.943242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:39.959087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:39.976592] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 1.00%
[2025-11-25T11:55:40.066869] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 4.21% | Symbol ETA: 10.8s | Global ETA: 43m 53s
[2025-11-25T11:55:40.067106] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:55:40.068130] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:40.068370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:40.103284] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.93%, Actual: 1.30%
[2025-11-25T11:55:40.103568] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 44.3032%
[2025-11-25T11:55:40.103688] [INFO ] [main      ] KOF: DISCARDED add_open_11_elasticity (score: 44.30%)
[2025-11-25T11:55:40.103767] [INFO ] [main      ] KOF: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T11:55:40.103819] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_open_reversal_intensity']
[2025-11-25T11:55:40.103871] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:55:40.117809] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:40.118387] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:55:40.119538] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:40.119712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:40.121618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:40.122272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:40.122792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:40.156287] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 1.32%
[2025-11-25T11:55:40.205015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:40.206714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:40.223333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:40.249508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:40.251017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:40.301837] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:55:40.305452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:40.306666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:55:40.308120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:40.338355] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 0.51%
[2025-11-25T11:55:40.475794] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:40.518666] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.95%, Actual: 0.45%
[2025-11-25T11:55:40.570733] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:55:40.592817] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.51% | Symbol ETA: 9.0s | Global ETA: 43m 54s
[2025-11-25T11:55:40.592960] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:55:40.593731] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:40.593806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:40.598625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:40.652239] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:55:40.700545] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.21%, Actual: 0.11%
[2025-11-25T11:55:40.723458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:40.725573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:40.726447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:40.742302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:40.746954] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:40.823052] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:40.871523] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.67% | Symbol ETA: 9.9s | Global ETA: 43m 54s
[2025-11-25T11:55:40.871708] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:55:40.872823] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:40.872977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:40.880926] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.87%, Actual: 2.40%
[2025-11-25T11:55:40.943539] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.53% | Symbol ETA: 19.8s | Global ETA: 43m 54s
[2025-11-25T11:55:40.943730] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:55:40.944594] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:40.944795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:40.946534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:40.947154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:40.947625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:41.000018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:41.001700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:41.018264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:41.065459] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 1.03%
[2025-11-25T11:55:41.075699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:41.077411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:41.108145] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:55:41.137580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:41.139222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:55:41.141091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:41.256260] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.72%
[2025-11-25T11:55:41.310048] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:41.384156] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:55:41.465471] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: 0.70% | Symbol ETA: 8.3s | Global ETA: 43m 55s
[2025-11-25T11:55:41.465881] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:55:41.467360] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:41.467662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:41.475942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:41.490823] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.60%, Actual: 1.79%
[2025-11-25T11:55:41.491229] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 47.4263%
[2025-11-25T11:55:41.491389] [INFO ] [main      ] CBL: DISCARDED add_signed_carry_history_11 (score: 47.43%)
[2025-11-25T11:55:41.491463] [INFO ] [main      ] CBL: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:55:41.491557] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_sma_ratio']
[2025-11-25T11:55:41.491666] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:55:41.508188] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:41.508852] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:55:41.510014] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:41.510174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:41.511278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:41.512245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:41.514032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:55:41.515093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:41.613975] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:55:41.649155] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:41.657733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:41.660941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:41.662385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:41.689807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:41.790049] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 1.81% | Symbol ETA: 9.4s | Global ETA: 43m 56s
[2025-11-25T11:55:41.790371] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:55:41.791613] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:41.791952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:41.873363] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:41.931778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:41.933489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:41.952481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:42.005856] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:55:42.035291] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.88% | Symbol ETA: 20.0s | Global ETA: 43m 56s
[2025-11-25T11:55:42.035685] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:55:42.037107] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:42.037315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:42.040087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:42.041126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:42.041850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:42.199685] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:55:42.222850] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:42.236990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:42.238703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:42.296950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:42.298364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:55:42.299994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:42.309495] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.13% | Symbol ETA: 8.9s | Global ETA: 43m 57s
[2025-11-25T11:55:42.309826] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:55:42.310777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:42.310910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:42.311952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:42.312907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:42.314181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:55:42.315232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:42.355217] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:55:42.394114] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:42.538088] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.32% | Symbol ETA: 7.8s | Global ETA: 43m 57s
[2025-11-25T11:55:42.538361] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:55:42.539229] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:42.539389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:42.544425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:42.546351] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:42.657794] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:55:42.670564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:42.672687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:42.673573] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -1.73% | Symbol ETA: 8.6s | Global ETA: 43m 57s
[2025-11-25T11:55:42.673583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:42.673760] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:55:42.674802] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:42.674961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:42.690144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:42.708415] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:55:42.812798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:42.814536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:42.827484] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:42.831669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:42.888701] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:42.937590] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.06% | Symbol ETA: 18.9s | Global ETA: 43m 58s
[2025-11-25T11:55:42.937777] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:55:42.938635] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:42.938747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:42.940677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:42.941309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:42.941871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:42.971194] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.89% | Symbol ETA: 7.5s | Global ETA: 43m 58s
[2025-11-25T11:55:42.971449] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:55:42.972270] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:42.972401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:42.973351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:42.974233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:42.975452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:55:42.976275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:43.040095] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:55:43.124142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:43.125486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:43.189540] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:55:43.192685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:43.194050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:55:43.195628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:43.214948] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:43.319273] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:55:43.333308] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: -2.12% | Symbol ETA: 6.9s | Global ETA: 43m 58s
[2025-11-25T11:55:43.333609] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:55:43.334464] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:43.334608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:43.339545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:43.360736] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:43.462454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:43.464593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:43.465399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:43.480190] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 1.24% | Symbol ETA: 7.7s | Global ETA: 43m 58s
[2025-11-25T11:55:43.480480] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:55:43.481104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:43.481306] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:43.481407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:43.489499] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:43.554941] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:55:43.569413] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.28% | Symbol ETA: 6.5s | Global ETA: 43m 59s
[2025-11-25T11:55:43.569717] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:55:43.570554] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:43.570707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:43.571667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:43.572548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:43.573819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:55:43.574617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:43.603730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:43.605263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:43.621124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:43.732141] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:43.825274] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:55:43.852408] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 1.41% | Symbol ETA: 17.9s | Global ETA: 43m 59s
[2025-11-25T11:55:43.852737] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:55:43.853606] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:43.853772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:43.855533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:43.856144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:43.856658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:43.915179] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:55:43.960388] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:55:43.985302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:43.986754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:43.997949] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:44.041294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:44.042528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:55:44.043975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:44.084538] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:44.110204] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -1.24% | Symbol ETA: 6.0s | Global ETA: 43m 59s
[2025-11-25T11:55:44.110497] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:55:44.111335] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:44.111477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:44.116285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:44.128562] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:44.167489] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 5.7s | Global ETA: 43m 59s
[2025-11-25T11:55:44.167815] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:55:44.168730] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:44.168882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:44.170118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:44.171056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:44.172386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:55:44.173232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:44.238058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:44.240180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:44.241071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:44.247050] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.36% | Symbol ETA: 6.8s | Global ETA: 43m 60s
[2025-11-25T11:55:44.247345] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:55:44.248123] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:44.248260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:44.256786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:44.368072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:44.369733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:44.385512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:44.419718] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:55:44.534169] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:55:44.594233] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:44.610865] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:55:44.703611] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:44.704673] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.57% | Symbol ETA: 16.9s | Global ETA: 44m 0s
[2025-11-25T11:55:44.704849] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:55:44.705619] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:44.705721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:44.707423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:44.707972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:44.708383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:44.780400] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:55:44.782122] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.56% | Symbol ETA: 5.0s | Global ETA: 44m 0s
[2025-11-25T11:55:44.782282] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:55:44.783053] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:44.783253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:44.784207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:44.785070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:44.786284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:55:44.787119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:44.790394] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:44.831457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:44.832905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:44.886825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:44.888045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:55:44.889464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:44.920536] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -0.98% | Symbol ETA: 5.2s | Global ETA: 44m 1s
[2025-11-25T11:55:44.920845] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:55:44.921694] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:44.921837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:44.926568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:44.948599] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:45.052595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:45.054989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:45.056010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:45.069058] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.55% | Symbol ETA: 6.0s | Global ETA: 44m 1s
[2025-11-25T11:55:45.069348] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:55:45.070185] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:45.070323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:45.073103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:45.128603] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:55:45.188476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:45.190159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:45.205556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:45.240965] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:55:45.314796] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:45.400863] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.07% | Symbol ETA: 4.3s | Global ETA: 44m 1s
[2025-11-25T11:55:45.401208] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:55:45.402428] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:45.402597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:45.403968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:45.405085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:45.406951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:55:45.411889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:45.416880] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:55:45.418959] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:45.525285] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 1.13% | Symbol ETA: 15.9s | Global ETA: 44m 2s
[2025-11-25T11:55:45.525454] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:55:45.526261] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:45.526479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:45.528250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:45.528866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:45.529334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:45.543899] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:55:45.586378] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:45.657813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:45.659785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:45.705279] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.98% | Symbol ETA: 4.3s | Global ETA: 44m 2s
[2025-11-25T11:55:45.705567] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:55:45.706412] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:45.706556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:45.711506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:45.714875] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:45.741867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:45.743392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:55:45.745542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:45.757284] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:55:45.834592] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 5.1s | Global ETA: 44m 2s
[2025-11-25T11:55:45.834752] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:55:45.835510] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:45.835585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:45.837051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:45.839256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:45.840131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:45.856541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:45.927678] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:45.961422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:45.963171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:45.980413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:46.009764] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 3.6s | Global ETA: 44m 2s
[2025-11-25T11:55:46.009934] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:55:46.010765] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:46.010972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:46.011963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:46.012850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:46.014092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:55:46.014945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:46.113238] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:55:46.224766] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:55:46.289087] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:46.335371] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:55:46.367678] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:55:46.397352] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:46.398144] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -2.14% | Symbol ETA: 15.0s | Global ETA: 44m 3s
[2025-11-25T11:55:46.398453] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:55:46.399249] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:46.399393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:46.401132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:46.401747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:46.402250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:46.504534] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:46.508854] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 4.89% | Symbol ETA: 3.5s | Global ETA: 44m 3s
[2025-11-25T11:55:46.528857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:46.530336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:46.537802] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:46.583697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:46.584918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:55:46.586320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:46.616167] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.21% | Symbol ETA: 3.0s | Global ETA: 44m 3s
[2025-11-25T11:55:46.616316] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:55:46.617149] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:46.617225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:46.618152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:46.619025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:46.620247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:55:46.621060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:46.623760] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 2.26% | Symbol ETA: 4.3s | Global ETA: 44m 3s
[2025-11-25T11:55:46.623858] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:55:46.624589] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:55:46.624698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:46.684597] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.16%, Actual: 2.07%
[2025-11-25T11:55:46.746194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:46.747900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:46.767427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:46.861585] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 2.19%
[2025-11-25T11:55:46.934179] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:55:46.972045] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:55:47.038525] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.51%, Actual: 0.51%
[2025-11-25T11:55:47.108638] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:47.119688] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:55:47.142057] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:47.214621] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: 0.70%, Actual: 0.26%
[2025-11-25T11:55:47.217934] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.67% | Symbol ETA: 14.1s | Global ETA: 44m 4s
[2025-11-25T11:55:47.218226] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:55:47.218964] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.19% | Symbol ETA: 2.3s | Global ETA: 44m 4s
[2025-11-25T11:55:47.219198] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:55:47.219202] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:47.219380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:47.220032] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:47.220172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:47.221126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:47.221269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:47.221896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:47.221996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:47.222396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:47.223236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:55:47.224067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:47.288716] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:47.347698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:47.349031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:47.388671] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 1.82%
[2025-11-25T11:55:47.402260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:47.402849] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.25% | Symbol ETA: 3.5s | Global ETA: 44m 5s
[2025-11-25T11:55:47.403237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:55:47.404712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:47.565435] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:55:47.567693] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: -2.12%, Actual: 0.32%
[2025-11-25T11:55:47.573359] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.21%, Actual: 2.67%
[2025-11-25T11:55:47.736225] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:47.744325] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.67%, Actual: 3.10%
[2025-11-25T11:55:47.749555] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -1.24%, Actual: 0.38%
[2025-11-25T11:55:47.757938] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:55:47.813763] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -3.28% | Symbol ETA: 1.7s | Global ETA: 44m 5s
[2025-11-25T11:55:47.914838] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 1.81%, Actual: 1.78%
[2025-11-25T11:55:47.936883] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -0.98%, Actual: 2.15%
[2025-11-25T11:55:47.943632] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:47.988386] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.13%, Actual: 0.73%
[2025-11-25T11:55:48.055207] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -2.15% | Symbol ETA: 13.2s | Global ETA: 44m 6s
[2025-11-25T11:55:48.055510] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:55:48.056365] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:48.056454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:48.058315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:48.058966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:48.059411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:48.083741] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -1.73%, Actual: 1.72%
[2025-11-25T11:55:48.120569] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.98%, Actual: 0.72%
[2025-11-25T11:55:48.160687] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.89%, Actual: 1.00%
[2025-11-25T11:55:48.190243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:48.191637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:48.248817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:48.250231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T11:55:48.251729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:48.252770] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 1.43%
[2025-11-25T11:55:48.308515] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 4.89%, Actual: 1.07%
[2025-11-25T11:55:48.308966] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 42.8719%
[2025-11-25T11:55:48.309143] [INFO ] [main      ] LVS: DISCARDED add_regime (score: 42.87%)
[2025-11-25T11:55:48.309271] [INFO ] [main      ] LVS: Testing feature 40/53: add_regime_flags
[2025-11-25T11:55:48.309388] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_regime_flags']
[2025-11-25T11:55:48.309508] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:55:48.324359] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:48.325109] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:55:48.326079] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:48.326227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:48.331243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:48.333982] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.28%, Actual: 1.32%
[2025-11-25T11:55:48.421233] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.36%, Actual: 0.07%
[2025-11-25T11:55:48.463714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:48.466029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:48.467033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:48.468271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:48.504424] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 0.51%
[2025-11-25T11:55:48.589262] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.55%, Actual: 3.34%
[2025-11-25T11:55:48.604874] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:55:48.674263] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.56%, Actual: 0.45%
[2025-11-25T11:55:48.757291] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.34%
[2025-11-25T11:55:48.774170] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:48.832927] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:55:48.845594] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.07%, Actual: 0.11%
[2025-11-25T11:55:48.880934] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.19% | Symbol ETA: 12.3s | Global ETA: 44m 7s
[2025-11-25T11:55:48.928039] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.26%, Actual: 1.43%
[2025-11-25T11:55:49.012747] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:49.016383] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 2.40%
[2025-11-25T11:55:49.052511] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.53%, Actual: 2.49%
[2025-11-25T11:55:49.098302] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.25%, Actual: 1.66%
[2025-11-25T11:55:49.098630] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 63.1233%
[2025-11-25T11:55:49.098857] [INFO ] [main      ] RVTY: KEPT add_regime (score: 63.12%)
[2025-11-25T11:55:49.098992] [INFO ] [main      ] RVTY: Testing feature 40/53: add_regime_flags
[2025-11-25T11:55:49.099095] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_regime_flags']
[2025-11-25T11:55:49.099202] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:55:49.111957] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:49.112683] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:55:49.113584] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:49.113738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:49.129186] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.53% | Symbol ETA: 10.6s | Global ETA: 44m 7s
[2025-11-25T11:55:49.129525] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:55:49.130503] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:49.130673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:49.136179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:49.188929] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.21%, Actual: 1.03%
[2025-11-25T11:55:49.226071] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 0.68%
[2025-11-25T11:55:49.238590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:49.240022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:49.255957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:49.257125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:49.276164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:49.278455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:49.279316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:49.280489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:49.361792] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.19%, Actual: 0.72%
[2025-11-25T11:55:49.394384] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.06%, Actual: 0.50%
[2025-11-25T11:55:49.532163] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -3.28%, Actual: 1.79%
[2025-11-25T11:55:49.532539] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 44.3445%
[2025-11-25T11:55:49.532704] [INFO ] [main      ] CBL: DISCARDED add_sma_ratio (score: 44.34%)
[2025-11-25T11:55:49.532810] [INFO ] [main      ] CBL: Testing feature 45/53: add_true_range
[2025-11-25T11:55:49.532907] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_true_range']
[2025-11-25T11:55:49.533004] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:55:49.546328] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:49.547053] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:55:49.547989] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:49.548119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:49.549099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:49.550020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:49.551252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:49.553067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:49.563211] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 1.41%, Actual: 0.57%
[2025-11-25T11:55:49.591912] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:55:49.629423] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:55:49.731385] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.57%, Actual: 0.54%
[2025-11-25T11:55:49.760708] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:49.804988] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:49.885880] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 5.46% | Symbol ETA: 10.2s | Global ETA: 44m 9s
[2025-11-25T11:55:49.886169] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:55:49.887187] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:49.887343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:49.890767] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:55:49.902795] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 1.13%, Actual: 0.80%
[2025-11-25T11:55:49.918246] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.67% | Symbol ETA: 9.7s | Global ETA: 44m 9s
[2025-11-25T11:55:49.918554] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:55:49.919432] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:49.919578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:49.924691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:50.012969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:50.014496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:50.031233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:50.032395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:50.051999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:50.054238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:50.055153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:50.056331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:50.061372] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:50.079373] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -2.14%, Actual: 2.52%
[2025-11-25T11:55:50.142228] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.40% | Symbol ETA: 6.8s | Global ETA: 44m 9s
[2025-11-25T11:55:50.142513] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:55:50.143331] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:50.143462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:50.144419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:50.145294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:50.146508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:50.148324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:50.256384] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.67%, Actual: 0.11%
[2025-11-25T11:55:50.369959] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:55:50.407550] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:55:50.425659] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -2.15%, Actual: 0.27%
[2025-11-25T11:55:50.489825] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:55:50.539251] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:50.583982] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:50.595754] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.19%, Actual: 1.30%
[2025-11-25T11:55:50.596049] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 44.0723%
[2025-11-25T11:55:50.596212] [INFO ] [main      ] KOF: DISCARDED add_open_reversal_intensity (score: 44.07%)
[2025-11-25T11:55:50.596334] [INFO ] [main      ] KOF: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T11:55:50.596440] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T11:55:50.596578] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:55:50.609938] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:50.610692] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:55:50.611635] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:50.611796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:50.613560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:50.614114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:50.614585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:50.658797] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:50.658699] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.53% | Symbol ETA: 9.5s | Global ETA: 44m 10s
[2025-11-25T11:55:50.658999] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:55:50.659853] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:50.659990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:50.693486] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 2.27% | Symbol ETA: 8.9s | Global ETA: 44m 10s
[2025-11-25T11:55:50.693795] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:55:50.694621] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:50.694779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:50.699612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:50.738889] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -1.18% | Symbol ETA: 6.2s | Global ETA: 44m 10s
[2025-11-25T11:55:50.739060] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:55:50.739938] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:50.740070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:50.740913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:50.740983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:50.741850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:50.742112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:50.743001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:50.744742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:50.781731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:50.783200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:50.796964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:50.797885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:55:50.799165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:50.799489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:50.800356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:50.829763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:50.831799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:50.832796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:50.833975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:51.093998] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:55:51.139225] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:55:51.140900] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:55:51.187340] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:55:51.264712] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:51.307131] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:51.309117] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:51.344535] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.78% | Symbol ETA: 5.7s | Global ETA: 44m 11s
[2025-11-25T11:55:51.344840] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:55:51.345682] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:51.345814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:51.346790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:51.347696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:51.348934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:51.350722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:51.363002] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:51.418780] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.46% | Symbol ETA: 19.5s | Global ETA: 44m 11s
[2025-11-25T11:55:51.419051] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:55:51.419906] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:51.420051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:51.421845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:51.422426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:51.422919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:51.428245] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.52% | Symbol ETA: 8.7s | Global ETA: 44m 11s
[2025-11-25T11:55:51.428447] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:55:51.429276] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:51.429415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:51.474562] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -1.53% | Symbol ETA: 8.1s | Global ETA: 44m 11s
[2025-11-25T11:55:51.474856] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:55:51.475690] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:51.475828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:51.480928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:51.546306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:51.547523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:51.550148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:51.551491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:51.567197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:51.568307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:51.601530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:51.602522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:55:51.604205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:51.610144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:51.612207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:51.613138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:51.614330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:51.691836] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:55:51.863362] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:51.903491] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:55:51.942048] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 5.1s | Global ETA: 44m 12s
[2025-11-25T11:55:51.942334] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:55:51.942775] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:55:51.943173] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:51.943262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:51.944160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:51.945035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:51.946257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:51.948088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:51.977698] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:55:52.071040] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:52.111859] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:52.151015] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:52.191237] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -2.13% | Symbol ETA: 7.9s | Global ETA: 44m 12s
[2025-11-25T11:55:52.191523] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:55:52.192312] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:52.192450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:52.222362] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 18.7s | Global ETA: 44m 12s
[2025-11-25T11:55:52.222611] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:55:52.223442] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:52.223585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:52.225299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:52.225887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:52.226357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:52.260616] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.83% | Symbol ETA: 7.3s | Global ETA: 44m 12s
[2025-11-25T11:55:52.260796] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:55:52.261598] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:52.261698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:52.266624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:52.291102] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:55:52.312893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:52.314332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:52.330924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:52.332064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:52.353734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:52.355240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:52.388263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:52.390183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:52.391062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:52.392193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:52.411501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:52.412822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:55:52.414564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:52.462825] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:52.548237] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -1.36% | Symbol ETA: 4.5s | Global ETA: 44m 13s
[2025-11-25T11:55:52.548516] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:55:52.549450] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:52.549604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:52.550695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:52.551616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:52.553048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:52.555043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:52.668621] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:55:52.731833] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:55:52.780872] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:55:52.838879] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:52.902294] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:52.921789] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:55:52.968119] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 1.95% | Symbol ETA: 7.1s | Global ETA: 44m 13s
[2025-11-25T11:55:52.968363] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:55:52.969151] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:52.969296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:52.973634] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:53.017704] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: -4.12% | Symbol ETA: 6.5s | Global ETA: 44m 14s
[2025-11-25T11:55:53.017980] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:55:53.018818] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:53.018959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:53.023846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:53.079618] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.02% | Symbol ETA: 18.0s | Global ETA: 44m 14s
[2025-11-25T11:55:53.079930] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:55:53.080773] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:53.080916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:53.082637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:53.083259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:53.083752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:53.092113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:53.093586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:53.109417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:53.110532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:53.111472] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:53.146355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:53.148206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:53.149116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:53.150249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:53.196886] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 1.33% | Symbol ETA: 3.9s | Global ETA: 44m 14s
[2025-11-25T11:55:53.197217] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:55:53.198091] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:53.198245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:53.199258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:53.200188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:53.201498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:53.203528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:53.206923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:53.208337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:53.262119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:53.263313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:55:53.265009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:53.448126] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:55:53.491420] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:55:53.570209] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:55:53.608576] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:55:53.619828] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:53.663985] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:53.741413] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.57% | Symbol ETA: 6.4s | Global ETA: 44m 15s
[2025-11-25T11:55:53.741711] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:55:53.742581] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:53.742747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:53.752695] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:53.771792] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -0.41% | Symbol ETA: 5.7s | Global ETA: 44m 15s
[2025-11-25T11:55:53.772099] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:55:53.772998] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:53.773145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:53.778262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:53.779214] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:53.837373] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 3.3s | Global ETA: 44m 15s
[2025-11-25T11:55:53.837686] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:55:53.838551] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:53.838703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:53.839698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:53.840520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:53.841792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:53.843708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:53.869332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:53.870804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:53.885942] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 1.83% | Symbol ETA: 17.2s | Global ETA: 44m 15s
[2025-11-25T11:55:53.886236] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:55:53.887092] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:53.887237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:53.887187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:53.888393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:53.888957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:53.889453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:53.889868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:53.905171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:53.907267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:53.908203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:53.909373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:54.012897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:54.014144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:54.069931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:54.071137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:55:54.072836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:54.209813] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:55:54.224050] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:55:54.249737] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:55:54.383534] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:54.390912] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:54.413867] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:55:54.415687] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:54.462533] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.63% | Symbol ETA: 2.7s | Global ETA: 44m 16s
[2025-11-25T11:55:54.462819] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:55:54.463630] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:54.463777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:54.464724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:54.465556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:54.466793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:54.468590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:54.507870] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.76% | Symbol ETA: 5.6s | Global ETA: 44m 16s
[2025-11-25T11:55:54.508155] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:55:54.508983] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:54.509122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:54.525362] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 4.9s | Global ETA: 44m 16s
[2025-11-25T11:55:54.525693] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:55:54.526517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:54.526680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:54.531586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:54.583469] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:55:54.627442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:54.628881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:54.644419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:54.645579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:54.652595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:54.654808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:54.655761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:54.656933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:54.687078] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.38% | Symbol ETA: 16.3s | Global ETA: 44m 16s
[2025-11-25T11:55:54.687227] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:55:54.687987] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:54.688069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:54.689780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:54.690272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:54.690681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:54.805322] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:55:54.813508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:54.814701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:54.867607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:54.868537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:55:54.870164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:54.980063] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:54.980262] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:55:55.008694] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:55:55.057251] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.78% | Symbol ETA: 2.1s | Global ETA: 44m 17s
[2025-11-25T11:55:55.057515] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:55:55.058337] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:55.058490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:55.059475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:55.060340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:55.061630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:55.063409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:55.147255] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:55.180083] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:55.215091] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:55:55.268415] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.75% | Symbol ETA: 4.8s | Global ETA: 44m 17s
[2025-11-25T11:55:55.268727] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:55:55.269571] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:55.269725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:55.292488] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.44% | Symbol ETA: 4.1s | Global ETA: 44m 17s
[2025-11-25T11:55:55.292804] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:55:55.293621] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:55:55.293779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:55.298664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:55.388708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:55.388981] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:55:55.390104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:55.402958] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:55:55.405726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:55.406851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:55.423990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:55.426213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:55.427197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:55.428381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:55.494342] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 15.5s | Global ETA: 44m 17s
[2025-11-25T11:55:55.494625] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:55:55.495563] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:55.495728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:55.497502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:55.498111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:55.498594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:55.572885] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:55.628780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:55.630185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:55.651402] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -2.24% | Symbol ETA: 1.5s | Global ETA: 44m 18s
[2025-11-25T11:55:55.686680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:55.687872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:55:55.689687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:55.742257] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:55:55.821915] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.40%, Actual: 0.73%
[2025-11-25T11:55:55.823513] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:55:55.909423] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:55.992844] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 1.00%
[2025-11-25T11:55:55.995469] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:56.027545] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.26% | Symbol ETA: 4.1s | Global ETA: 44m 18s
[2025-11-25T11:55:56.027864] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:55:56.028741] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:56.028880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:56.045396] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:55:56.106963] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 0.76% | Symbol ETA: 3.4s | Global ETA: 44m 18s
[2025-11-25T11:55:56.150391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:56.151758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:56.163337] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.78%, Actual: 1.32%
[2025-11-25T11:55:56.167770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:56.168934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:56.219625] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:55:56.282661] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.53%, Actual: 2.07%
[2025-11-25T11:55:56.331462] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -2.08% | Symbol ETA: 14.7s | Global ETA: 44m 19s
[2025-11-25T11:55:56.331778] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:55:56.332697] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:56.332840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:56.334608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:56.335229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:56.335745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:56.349527] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.51%
[2025-11-25T11:55:56.470147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:56.471585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:56.474106] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.67%, Actual: 2.19%
[2025-11-25T11:55:56.505814] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:55:56.522628] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -1.36%, Actual: 0.45%
[2025-11-25T11:55:56.527364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:56.528441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:55:56.530190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:56.646630] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 2.27%, Actual: 0.51%
[2025-11-25T11:55:56.672858] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:56.693575] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 1.33%, Actual: 0.11%
[2025-11-25T11:55:56.789030] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 2.87% | Symbol ETA: 3.3s | Global ETA: 44m 19s
[2025-11-25T11:55:56.816949] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 0.26%
[2025-11-25T11:55:56.863661] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 2.40%
[2025-11-25T11:55:56.876691] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:55:56.957210] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 5.46%, Actual: 2.67%
[2025-11-25T11:55:56.995975] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.83%, Actual: 1.82%
[2025-11-25T11:55:57.034997] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.63%, Actual: 1.03%
[2025-11-25T11:55:57.050930] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:55:57.126947] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.53%, Actual: 3.10%
[2025-11-25T11:55:57.165060] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 13.9s | Global ETA: 44m 20s
[2025-11-25T11:55:57.165552] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:55:57.166430] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:57.166575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:57.168362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:57.168996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:57.169474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:57.177308] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: -4.12%, Actual: 0.32%
[2025-11-25T11:55:57.208516] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.78%, Actual: 0.72%
[2025-11-25T11:55:57.296777] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.52%, Actual: 1.78%
[2025-11-25T11:55:57.298081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:57.299521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:57.349936] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -0.41%, Actual: 0.38%
[2025-11-25T11:55:57.366457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:57.368092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:55:57.370057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:57.376925] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -2.24%, Actual: 1.79%
[2025-11-25T11:55:57.377294] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 43.6781%
[2025-11-25T11:55:57.377438] [INFO ] [main      ] CBL: DISCARDED add_true_range (score: 43.68%)
[2025-11-25T11:55:57.377583] [INFO ] [main      ] CBL: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:55:57.377702] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_vol_of_vol']
[2025-11-25T11:55:57.377803] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:55:57.390902] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:57.391580] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:55:57.392514] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:57.392664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:57.393626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:57.394502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:57.395748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:55:57.396945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:57.463791] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -2.13%, Actual: 1.72%
[2025-11-25T11:55:57.520494] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -0.92%, Actual: 2.15%
[2025-11-25T11:55:57.633139] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.95%, Actual: 1.43%
[2025-11-25T11:55:57.692422] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.44%, Actual: 0.72%
[2025-11-25T11:55:57.730436] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:55:57.733896] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:55:57.799302] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.57%, Actual: 0.07%
[2025-11-25T11:55:57.862817] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 0.76%, Actual: 1.07%
[2025-11-25T11:55:57.863199] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 48.7100%
[2025-11-25T11:55:57.863358] [INFO ] [main      ] LVS: DISCARDED add_regime_flags (score: 48.71%)
[2025-11-25T11:55:57.863480] [INFO ] [main      ] LVS: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:57.863592] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:55:57.863752] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:55:57.879850] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:57.880467] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:55:57.881434] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:55:57.881579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:57.886940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:57.910425] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:57.922368] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:55:57.970926] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.76%, Actual: 3.34%
[2025-11-25T11:55:58.001599] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.13% | Symbol ETA: 6.7s | Global ETA: 44m 21s
[2025-11-25T11:55:58.001797] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:55:58.002850] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:58.002934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:58.003890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:58.004825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:58.006044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:55:58.007247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:58.020521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:58.022521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:58.023362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:58.025147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:58.025674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:58.026841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:58.028534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:58.029614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:58.029604] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -0.98% | Symbol ETA: 13.1s | Global ETA: 44m 21s
[2025-11-25T11:55:58.029783] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:55:58.030353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:58.030542] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:58.030625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:58.032335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:55:58.032902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:55:58.033353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:58.143999] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.75%, Actual: 0.34%
[2025-11-25T11:55:58.163287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:58.164738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:55:58.219716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:58.220739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T11:55:58.222844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:58.313380] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.26%, Actual: 1.43%
[2025-11-25T11:55:58.360588] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:55:58.374753] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:55:58.483069] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 2.87%, Actual: 1.66%
[2025-11-25T11:55:58.483380] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 51.9794%
[2025-11-25T11:55:58.483510] [INFO ] [main      ] RVTY: DISCARDED add_regime_flags (score: 51.98%)
[2025-11-25T11:55:58.483621] [INFO ] [main      ] RVTY: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:58.483742] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:55:58.483875] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:55:58.496723] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:55:58.497245] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:55:58.498184] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:58.498328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:58.534409] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:58.548470] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:58.575898] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:55:58.619836] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.89% | Symbol ETA: 6.1s | Global ETA: 44m 22s
[2025-11-25T11:55:58.620132] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:55:58.620996] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:58.621156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:58.622120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:58.622452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:58.623009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:58.623977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:58.624203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:55:58.625326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:58.640302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:58.642098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:58.642677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:58.643803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:58.645496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:58.646602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:58.647387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:58.669318] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.16% | Symbol ETA: 10.0s | Global ETA: 44m 22s
[2025-11-25T11:55:58.669467] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:55:58.670248] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:55:58.670326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:58.675162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:58.752423] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:55:58.800066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:58.802212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:58.803150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:58.804944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:58.805511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:58.806637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:58.808407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:58.809510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:58.810283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:58.859303] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.07% | Symbol ETA: 12.2s | Global ETA: 44m 23s
[2025-11-25T11:55:58.979906] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:55:58.985049] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:55:59.036718] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.46%, Actual: 2.49%
[2025-11-25T11:55:59.152014] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:55:59.154003] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:55:59.163258] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:55:59.214042] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 0.68%
[2025-11-25T11:55:59.249441] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.54% | Symbol ETA: 5.6s | Global ETA: 44m 23s
[2025-11-25T11:55:59.249753] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:55:59.250627] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:59.250809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:59.251877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:59.252772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:59.254078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:55:59.255423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:59.285813] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 4.74% | Symbol ETA: 9.9s | Global ETA: 44m 23s
[2025-11-25T11:55:59.286119] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:55:59.286920] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:55:59.287087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:59.324006] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:55:59.387694] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.02%, Actual: 0.50%
[2025-11-25T11:55:59.410257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:55:59.411661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:55:59.427905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:59.429698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:59.430260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:59.431344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:59.433026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:59.434202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:59.434977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:59.445074] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.54% | Symbol ETA: 9.1s | Global ETA: 44m 24s
[2025-11-25T11:55:59.445380] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:55:59.446200] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:55:59.446347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:55:59.451343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:55:59.560311] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 1.83%, Actual: 0.57%
[2025-11-25T11:55:59.579821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:55:59.581961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:59.582867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:55:59.584827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:55:59.585522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:55:59.586750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:55:59.588685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:55:59.589941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:55:59.590756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:59.619138] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:55:59.737835] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.38%, Actual: 0.54%
[2025-11-25T11:55:59.772937] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:55:59.788099] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:55:59.868590] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.28% | Symbol ETA: 4.9s | Global ETA: 44m 24s
[2025-11-25T11:55:59.868778] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:55:59.869749] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:55:59.869882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:55:59.870874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:55:59.871760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:55:59.873004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:55:59.874213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:55:59.909870] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 0.80%
[2025-11-25T11:55:59.936327] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:55:59.940988] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:00.073086] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.17% | Symbol ETA: 9.1s | Global ETA: 44m 25s
[2025-11-25T11:56:00.073362] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:56:00.074208] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:00.074350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:00.087465] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -2.08%, Actual: 2.52%
[2025-11-25T11:56:00.111879] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:00.195458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:00.196836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:00.212804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:00.214581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:00.215163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:00.216256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:00.217982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:00.219121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:00.219892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:00.223479] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:56:00.233307] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 2.70% | Symbol ETA: 8.4s | Global ETA: 44m 25s
[2025-11-25T11:56:00.233616] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:56:00.234540] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:56:00.234705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:00.239812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:00.271843] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.11%
[2025-11-25T11:56:00.367515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:00.369619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:00.370628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:00.372506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:00.373183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:00.374347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:00.376103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:00.377278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:00.378065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:00.393076] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:00.443569] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -0.98%, Actual: 0.27%
[2025-11-25T11:56:00.473090] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.45% | Symbol ETA: 4.3s | Global ETA: 44m 25s
[2025-11-25T11:56:00.473377] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:56:00.474198] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:00.474330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:00.475281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:00.476137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:00.477360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:00.478532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:00.554765] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:56:00.624526] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.07%, Actual: 1.30%
[2025-11-25T11:56:00.624942] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 44.1795%
[2025-11-25T11:56:00.625161] [INFO ] [main      ] KOF: DISCARDED add_open_vs_close_liquidity_ratio (score: 44.18%)
[2025-11-25T11:56:00.625314] [INFO ] [main      ] KOF: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T11:56:00.625436] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_open_vs_prev_range_position']
[2025-11-25T11:56:00.625554] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:56:00.640879] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:00.641487] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:56:00.642488] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:00.642639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:00.644547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:00.645301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:00.645910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:00.723574] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:00.731748] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:56:00.784683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:00.785969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:00.826600] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:56:00.844639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:00.845740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:56:00.850036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:00.862609] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 1.02% | Symbol ETA: 8.3s | Global ETA: 44m 26s
[2025-11-25T11:56:00.862852] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:56:00.863680] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:00.863821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:00.996817] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:01.009162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:01.010572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:01.011947] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:01.041525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:01.046410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:01.046934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:01.051030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:01.052638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:01.056719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:01.057457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:01.094711] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 3.7s | Global ETA: 44m 26s
[2025-11-25T11:56:01.094857] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:56:01.095608] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:01.095697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:01.096574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:01.097401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:01.098559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:01.102699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:01.180528] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -3.07% | Symbol ETA: 7.8s | Global ETA: 44m 26s
[2025-11-25T11:56:01.180857] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:56:01.181757] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:56:01.181903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:01.187069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:01.373917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:01.379200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:01.380297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:01.385453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:01.386239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:01.387415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:01.392437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:01.393617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:01.396931] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:56:01.397781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:01.496726] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:56:01.581907] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:56:01.601057] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:01.667259] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:01.717947] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.81% | Symbol ETA: 20.5s | Global ETA: 44m 27s
[2025-11-25T11:56:01.718201] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:56:01.719126] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:01.719286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:01.721276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:01.721938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:01.722458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:01.796631] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -1.55% | Symbol ETA: 7.8s | Global ETA: 44m 27s
[2025-11-25T11:56:01.796916] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:56:01.797780] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:01.797921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:01.858923] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:56:01.862038] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:01.869688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:01.870844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:01.926559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:01.927425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:56:01.930389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:01.941329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:01.942966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:01.955067] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.62% | Symbol ETA: 3.2s | Global ETA: 44m 28s
[2025-11-25T11:56:01.955231] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:56:01.956205] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:01.956355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:01.957386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:01.958331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:01.959595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:01.959629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:01.961003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:01.961442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:01.962006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:01.963109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:01.964746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:01.965879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:01.966553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:02.043034] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:02.162525] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.19% | Symbol ETA: 7.1s | Global ETA: 44m 28s
[2025-11-25T11:56:02.162692] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:56:02.163458] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:56:02.163538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:02.168355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:02.264448] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:56:02.289695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:02.291727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:02.292536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:02.294315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:02.294863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:02.295954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:02.297605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:02.298635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:02.299337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:02.305325] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:56:02.305916] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:56:02.431891] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:02.476830] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:02.479738] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:02.544665] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: 0.52% | Symbol ETA: 18.4s | Global ETA: 44m 29s
[2025-11-25T11:56:02.544816] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:56:02.545594] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:02.545690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:02.547381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:02.548037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:02.548547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:02.559698] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.38% | Symbol ETA: 2.5s | Global ETA: 44m 29s
[2025-11-25T11:56:02.559962] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:56:02.560843] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:02.560981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:02.561950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:02.562834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:02.564071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:02.565293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:02.612984] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 6.9s | Global ETA: 44m 29s
[2025-11-25T11:56:02.613261] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:56:02.614105] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:02.614253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:02.644829] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:56:02.672867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:02.674127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:02.728360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:02.729294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:56:02.732306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:02.737976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:02.739690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:02.756365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:02.758779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:02.759480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:02.760632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:02.762638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:02.763885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:02.764784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:02.816932] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:02.919669] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:56:02.941069] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: -4.75% | Symbol ETA: 6.2s | Global ETA: 44m 29s
[2025-11-25T11:56:02.941350] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:56:02.942237] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:56:02.942383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:02.947555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:03.072388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:03.074683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:03.075824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:03.078070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:03.078718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:03.080126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:03.082809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:03.084588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:03.085785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:03.099933] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:03.120138] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:56:03.132836] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:56:03.181300] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 1.9s | Global ETA: 44m 30s
[2025-11-25T11:56:03.181596] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:56:03.182461] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:03.182606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:03.183582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:03.184524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:03.185818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:03.187080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:03.293405] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:03.302219] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:03.412312] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 0.99% | Symbol ETA: 17.3s | Global ETA: 44m 30s
[2025-11-25T11:56:03.412589] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:56:03.413439] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:03.413583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:03.415448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:03.416024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:03.416497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:03.425492] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -1.39% | Symbol ETA: 6.1s | Global ETA: 44m 30s
[2025-11-25T11:56:03.425927] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:56:03.426851] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:03.426939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:03.433264] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:56:03.537876] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:56:03.539896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:03.541064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:03.551171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:03.552723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:03.568364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:03.570149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:03.570731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:03.571847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:03.573544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:03.574690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:03.575505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:03.594916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:03.595876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:56:03.598968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:03.605206] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:03.713080] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:03.726797] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.13% | Symbol ETA: 5.4s | Global ETA: 44m 30s
[2025-11-25T11:56:03.727074] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:56:03.727926] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:56:03.728064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:03.733067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:03.793395] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 1.2s | Global ETA: 44m 31s
[2025-11-25T11:56:03.857729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:03.859849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:03.860754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:03.862574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:03.863172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:03.864315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:03.866116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:03.867353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:03.868145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:03.922674] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:56:03.942239] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:56:03.968445] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.13%, Actual: 0.73%
[2025-11-25T11:56:04.099662] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:04.110956] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:04.142517] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.89%, Actual: 1.00%
[2025-11-25T11:56:04.222457] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.64% | Symbol ETA: 16.2s | Global ETA: 44m 31s
[2025-11-25T11:56:04.222624] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:56:04.223393] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:04.223469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:04.225316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:04.226087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:04.226493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:04.227409] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:56:04.231504] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.93% | Symbol ETA: 5.3s | Global ETA: 44m 31s
[2025-11-25T11:56:04.231667] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:56:04.232419] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:04.232510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:04.347261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:04.348354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:04.356752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:04.358291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:04.371228] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.54%, Actual: 1.32%
[2025-11-25T11:56:04.375277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:04.377103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:04.377625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:04.378729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:04.380379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:04.381469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:04.382202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:04.396301] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:04.401385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:04.402205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:56:04.405106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:04.513226] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 4.5s | Global ETA: 44m 32s
[2025-11-25T11:56:04.513517] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:56:04.514399] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:56:04.514553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:04.519923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:04.555125] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.28%, Actual: 0.51%
[2025-11-25T11:56:04.647271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:04.649532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:04.650459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:04.652315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:04.652935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:04.654094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:04.655857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:04.656986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:04.657790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:04.725988] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:56:04.727047] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.45%, Actual: 0.45%
[2025-11-25T11:56:04.739696] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:56:04.896927] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 0.44%, Actual: 0.11%
[2025-11-25T11:56:04.905833] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:04.937687] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:05.005952] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:56:05.013562] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.39% | Symbol ETA: 15.2s | Global ETA: 44m 33s
[2025-11-25T11:56:05.013862] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:56:05.014712] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:05.014855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:05.016555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:05.017152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:05.017632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:05.068553] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 2.40%
[2025-11-25T11:56:05.078139] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.22% | Symbol ETA: 4.5s | Global ETA: 44m 33s
[2025-11-25T11:56:05.078593] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:56:05.079837] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:05.079997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:05.138307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:05.139427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:05.178450] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:05.192858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:05.193766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:56:05.196711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:05.207932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:05.209878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:05.225843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:05.227948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:05.228554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:05.229733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:05.231521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:05.232675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:05.233460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:05.241131] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 1.03%
[2025-11-25T11:56:05.300799] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.20% | Symbol ETA: 3.7s | Global ETA: 44m 33s
[2025-11-25T11:56:05.300991] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:56:05.301857] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:56:05.302081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:05.307174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:05.413899] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.95%, Actual: 0.72%
[2025-11-25T11:56:05.432727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:05.434951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:05.435862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:05.437699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:05.438244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:05.439359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:05.441080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:05.442176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:05.442946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:05.532103] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:56:05.584800] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.46%, Actual: 1.79%
[2025-11-25T11:56:05.585199] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 51.1853%
[2025-11-25T11:56:05.585361] [INFO ] [main      ] CBL: DISCARDED add_vol_of_vol (score: 51.19%)
[2025-11-25T11:56:05.585478] [INFO ] [main      ] CBL: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:56:05.585586] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_volatility_decay_ratio']
[2025-11-25T11:56:05.585708] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:56:05.588451] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:56:05.599060] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:05.599495] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:56:05.600359] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:05.600438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:05.601415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:05.602242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:05.603422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:05.604587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:05.701344] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:05.765066] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:05.787911] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:56:05.809751] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.88% | Symbol ETA: 14.3s | Global ETA: 44m 34s
[2025-11-25T11:56:05.810054] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:56:05.810911] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:05.811052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:05.812794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:05.813358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:05.813856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:05.902212] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.87% | Symbol ETA: 3.6s | Global ETA: 44m 34s
[2025-11-25T11:56:05.902627] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:56:05.903584] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:05.903748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:05.934083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:05.935249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:05.956669] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:56:05.958953] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:05.987915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:05.988770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:56:05.991774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:06.033476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:06.035528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:06.056971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:06.059569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:06.060275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:56:06.061475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:06.063411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:06.064610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:56:06.065405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:06.074668] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 2.13% | Symbol ETA: 2.9s | Global ETA: 44m 34s
[2025-11-25T11:56:06.132431] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:06.219161] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: -0.32% | Symbol ETA: 6.6s | Global ETA: 44m 34s
[2025-11-25T11:56:06.219469] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:56:06.220397] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:06.220552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:06.221613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:06.222598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:06.223972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:06.225297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:06.244856] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.16%, Actual: 2.07%
[2025-11-25T11:56:06.327032] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:56:06.413624] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.54%, Actual: 2.19%
[2025-11-25T11:56:06.426037] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:56:06.498841] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:06.577487] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:56:06.584078] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 2.70%, Actual: 0.51%
[2025-11-25T11:56:06.608152] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:06.608518] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.05% | Symbol ETA: 13.4s | Global ETA: 44m 35s
[2025-11-25T11:56:06.608876] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:56:06.609733] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:06.609877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:06.611710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:06.612345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:06.612871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:06.741140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:06.742604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:06.744537] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:06.745418] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 2.01% | Symbol ETA: 2.8s | Global ETA: 44m 35s
[2025-11-25T11:56:06.752286] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -3.07%, Actual: 0.26%
[2025-11-25T11:56:06.795906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:06.797145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:56:06.800444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:06.826225] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 6.0s | Global ETA: 44m 35s
[2025-11-25T11:56:06.826408] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:56:06.827323] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:06.827544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:06.828508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:06.829371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:06.830615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:06.831890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:06.922853] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.19%, Actual: 1.82%
[2025-11-25T11:56:06.927037] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.74%, Actual: 2.67%
[2025-11-25T11:56:07.096278] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.17%, Actual: 3.10%
[2025-11-25T11:56:07.100544] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: -4.75%, Actual: 0.32%
[2025-11-25T11:56:07.147919] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:56:07.169635] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:56:07.264042] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 1.02%, Actual: 1.78%
[2025-11-25T11:56:07.269804] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.13%, Actual: 0.38%
[2025-11-25T11:56:07.320132] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:07.336948] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:07.417379] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.51% | Symbol ETA: 5.3s | Global ETA: 44m 36s
[2025-11-25T11:56:07.417677] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:56:07.418509] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:07.418666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:07.419664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:07.420511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:07.421742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:07.422984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:07.431964] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -1.55%, Actual: 1.72%
[2025-11-25T11:56:07.432041] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.28% | Symbol ETA: 12.5s | Global ETA: 44m 36s
[2025-11-25T11:56:07.432376] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:56:07.433323] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:07.433508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:07.435436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:07.436106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:07.436632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:07.438473] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 2.15%
[2025-11-25T11:56:07.567233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:07.568777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:07.603055] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 0.28%, Actual: 1.43%
[2025-11-25T11:56:07.611080] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.20%, Actual: 0.72%
[2025-11-25T11:56:07.624068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:07.625355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:56:07.628574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:07.759972] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:56:07.775247] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -1.39%, Actual: 0.07%
[2025-11-25T11:56:07.780616] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 2.13%, Actual: 1.07%
[2025-11-25T11:56:07.781004] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 35.8042%
[2025-11-25T11:56:07.781172] [INFO ] [main      ] LVS: DISCARDED add_return_volume_nonlinearity_proxies (score: 35.80%)
[2025-11-25T11:56:07.781279] [INFO ] [main      ] LVS: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:56:07.781375] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_shelf_lag']
[2025-11-25T11:56:07.781472] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:56:07.796789] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:07.797348] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:56:07.798267] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:07.798401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:07.803255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:07.929170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:07.930258] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:07.931320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:07.932296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:07.934296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:07.951250] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.93%, Actual: 3.34%
[2025-11-25T11:56:07.979978] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:56:08.013520] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.17% | Symbol ETA: 4.7s | Global ETA: 44m 37s
[2025-11-25T11:56:08.013666] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:56:08.014447] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:08.014589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:08.015475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:08.016275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:08.017606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:08.018810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:08.127918] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.22%, Actual: 0.34%
[2025-11-25T11:56:08.153981] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:08.266570] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 11.7s | Global ETA: 44m 38s
[2025-11-25T11:56:08.266920] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:56:08.267805] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:08.267950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:08.269746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:08.270335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:08.270836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:08.294956] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:56:08.317666] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.87%, Actual: 1.43%
[2025-11-25T11:56:08.363983] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:56:08.395442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:08.396717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:08.449183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:08.450177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T11:56:08.453272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:08.473056] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:08.490445] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 2.01%, Actual: 1.66%
[2025-11-25T11:56:08.490878] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 50.4601%
[2025-11-25T11:56:08.491943] [INFO ] [main      ] RVTY: DISCARDED add_return_volume_nonlinearity_proxies (score: 50.46%)
[2025-11-25T11:56:08.492061] [INFO ] [main      ] RVTY: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:56:08.492172] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_shelf_lag']
[2025-11-25T11:56:08.492284] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:56:08.505386] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:08.506163] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:56:08.507155] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:08.507296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:08.533707] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:08.615885] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 4.1s | Global ETA: 44m 38s
[2025-11-25T11:56:08.616178] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:56:08.617078] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:08.617223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:08.618239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:08.619179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:08.620478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:08.621769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:08.630394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:08.632050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:08.649164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:08.650756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:08.705171] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -1.11% | Symbol ETA: 10.8s | Global ETA: 44m 38s
[2025-11-25T11:56:08.705351] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:56:08.706313] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:08.706541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:08.711814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:08.792750] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:56:08.844734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:08.846972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:08.847912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:08.849193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:08.960615] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:08.965076] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:56:08.991230] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:56:09.066403] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.60% | Symbol ETA: 10.8s | Global ETA: 44m 39s
[2025-11-25T11:56:09.135855] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:09.173381] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:09.208856] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:56:09.216848] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -0.95% | Symbol ETA: 3.5s | Global ETA: 44m 39s
[2025-11-25T11:56:09.217174] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:56:09.218274] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:09.218418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:09.219476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:09.220482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:09.221804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:09.223101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:09.238852] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.81%, Actual: 2.49%
[2025-11-25T11:56:09.388254] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:09.408610] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 4.76% | Symbol ETA: 10.8s | Global ETA: 44m 39s
[2025-11-25T11:56:09.408787] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:56:09.409542] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:09.409611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:09.410173] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: 0.52%, Actual: 0.68%
[2025-11-25T11:56:09.531839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:09.533299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:09.549564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:09.551266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:09.573884] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:56:09.582667] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 0.50%
[2025-11-25T11:56:09.620847] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.61% | Symbol ETA: 10.0s | Global ETA: 44m 40s
[2025-11-25T11:56:09.621145] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:56:09.622014] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:09.622172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:09.627443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:09.743519] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:09.754905] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.64%, Actual: 0.57%
[2025-11-25T11:56:09.755832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:09.758013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:09.758910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:09.760114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:09.823611] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: -0.73% | Symbol ETA: 2.9s | Global ETA: 44m 40s
[2025-11-25T11:56:09.823933] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:56:09.824794] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:09.824959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:09.825946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:09.826877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:09.828161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:09.829405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:09.891331] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:56:09.930181] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.39%, Actual: 0.54%
[2025-11-25T11:56:10.063544] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:10.099876] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:56:10.103857] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.88%, Actual: 0.80%
[2025-11-25T11:56:10.170517] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:56:10.269129] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:10.275227] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.05%, Actual: 2.52%
[2025-11-25T11:56:10.302089] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -3.13% | Symbol ETA: 9.9s | Global ETA: 44m 41s
[2025-11-25T11:56:10.302379] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:56:10.303227] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:10.303367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:10.345017] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:10.423440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:10.424774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:10.425893] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 2.3s | Global ETA: 44m 41s
[2025-11-25T11:56:10.426209] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:56:10.427090] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:10.427231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:10.428209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:10.429092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:10.430339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:10.431568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:10.440522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:10.441996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:10.451865] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.28%, Actual: 0.11%
[2025-11-25T11:56:10.486517] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.65% | Symbol ETA: 8.9s | Global ETA: 44m 41s
[2025-11-25T11:56:10.486842] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:56:10.487692] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:10.487822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:10.492622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:10.618381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:10.620309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:10.621201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:10.622395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:10.631585] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.88%, Actual: 0.27%
[2025-11-25T11:56:10.775280] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:56:10.778433] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:56:10.804453] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.60%, Actual: 1.30%
[2025-11-25T11:56:10.804878] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 47.7701%
[2025-11-25T11:56:10.805058] [INFO ] [main      ] KOF: DISCARDED add_open_vs_prev_range_position (score: 47.77%)
[2025-11-25T11:56:10.805177] [INFO ] [main      ] KOF: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T11:56:10.805284] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_overnight_gap_amplitude']
[2025-11-25T11:56:10.805396] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:56:10.819462] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:10.820104] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:56:10.821095] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:10.821245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:10.823092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:10.823745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:10.824231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:10.942183] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:10.948713] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:10.953746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:10.955181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:10.960972] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:56:11.010289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:11.011421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:56:11.012297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:11.028577] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.44% | Symbol ETA: 1.7s | Global ETA: 44m 42s
[2025-11-25T11:56:11.028896] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:56:11.029763] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:11.029903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:11.030901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:11.031796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:11.033051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:11.034323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:11.130177] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:11.173379] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 4.92% | Symbol ETA: 8.9s | Global ETA: 44m 42s
[2025-11-25T11:56:11.173701] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:56:11.174528] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:11.174686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:11.295055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:11.296698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:11.312154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:11.313625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:11.352947] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 8.0s | Global ETA: 44m 43s
[2025-11-25T11:56:11.353215] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:56:11.354050] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:11.354183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:11.359054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:11.360458] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:56:11.375289] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:56:11.484983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:11.487227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:11.488142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:11.489416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:11.536375] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:11.544709] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:11.634893] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -2.16% | Symbol ETA: 1.1s | Global ETA: 44m 43s
[2025-11-25T11:56:11.646734] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.85% | Symbol ETA: 17.6s | Global ETA: 44m 43s
[2025-11-25T11:56:11.647055] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:56:11.647884] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:11.648027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:11.649860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:11.650449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:11.650951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:11.651436] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:56:11.777916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:11.779319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:11.813877] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: -0.32%, Actual: 0.73%
[2025-11-25T11:56:11.819287] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:11.832601] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:56:11.834294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:11.835542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:56:11.836294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:11.990586] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 1.00%
[2025-11-25T11:56:12.015412] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:12.045565] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 8.0s | Global ETA: 44m 44s
[2025-11-25T11:56:12.045866] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:56:12.046707] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:12.046847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:12.168365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:12.169512] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.51%, Actual: 1.32%
[2025-11-25T11:56:12.170111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:12.179836] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:56:12.186060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:12.187712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:12.244146] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: -1.54% | Symbol ETA: 7.1s | Global ETA: 44m 44s
[2025-11-25T11:56:12.244442] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:56:12.245320] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:12.245454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:12.250364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:12.345740] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 0.51%
[2025-11-25T11:56:12.350462] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:12.373504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:12.375612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:12.376666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:12.377913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:12.464936] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -2.10% | Symbol ETA: 16.8s | Global ETA: 44m 44s
[2025-11-25T11:56:12.465110] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:56:12.465914] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:12.466123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:12.467942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:12.468539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:12.469034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:12.522114] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 0.45%
[2025-11-25T11:56:12.528851] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:56:12.595418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:12.596860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:12.651040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:12.652277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:56:12.653066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:12.699552] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -0.95%, Actual: 0.11%
[2025-11-25T11:56:12.704518] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:12.730253] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:56:12.875360] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: -0.73%, Actual: 2.40%
[2025-11-25T11:56:12.901822] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:12.943197] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: -3.50% | Symbol ETA: 7.1s | Global ETA: 44m 45s
[2025-11-25T11:56:12.943508] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:56:12.944347] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:12.944488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:13.004730] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:56:13.052774] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 1.03%
[2025-11-25T11:56:13.066057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:13.067540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:13.083613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:13.085102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:13.134766] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.16% | Symbol ETA: 6.2s | Global ETA: 44m 45s
[2025-11-25T11:56:13.135042] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:56:13.135916] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:13.136046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:13.140953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:13.180941] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:13.234616] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.44%, Actual: 0.72%
[2025-11-25T11:56:13.268081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:13.270101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:13.270930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:13.272067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:13.297070] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 0.81% | Symbol ETA: 16.0s | Global ETA: 44m 46s
[2025-11-25T11:56:13.297223] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:56:13.298003] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:13.298080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:13.301721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:13.302288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:13.302703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:13.414226] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -2.16%, Actual: 1.79%
[2025-11-25T11:56:13.414667] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 43.7757%
[2025-11-25T11:56:13.414873] [INFO ] [main      ] CBL: DISCARDED add_volatility_decay_ratio (score: 43.78%)
[2025-11-25T11:56:13.414997] [INFO ] [main      ] CBL: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:56:13.415108] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:56:13.415243] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:56:13.425813] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:56:13.429250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:13.430140] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:13.430619] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:56:13.430637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:13.431563] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:56:13.431670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:13.432606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:13.433536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:13.434815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:13.436754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:13.437331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:13.438574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:56:13.440802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:13.484609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:13.485634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:56:13.486349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:13.594196] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:13.617067] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:56:13.790490] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:13.799126] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:56:13.819700] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:56:13.826609] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 6.2s | Global ETA: 44m 46s
[2025-11-25T11:56:13.826780] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:56:13.827583] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:13.827670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:13.947848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:13.949466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:13.965295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:13.966976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:13.977837] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:13.986751] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:14.018138] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.07% | Symbol ETA: 5.3s | Global ETA: 44m 47s
[2025-11-25T11:56:14.018308] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:56:14.019145] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:14.019329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:14.024334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:14.070827] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 6.6s | Global ETA: 44m 47s
[2025-11-25T11:56:14.070981] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:56:14.071835] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:56:14.071934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:14.072910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:14.073777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:14.074960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:14.076781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:14.077310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:14.078515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:56:14.080669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:14.094301] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 1.23% | Symbol ETA: 15.1s | Global ETA: 44m 47s
[2025-11-25T11:56:14.094469] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:56:14.095234] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:14.095324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:14.097061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:14.097574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:14.097998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:14.157691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:14.160429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:14.161521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:14.163054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:14.221683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:14.222855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:14.276450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:14.277416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:56:14.278159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:14.309246] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:56:14.446023] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:56:14.479337] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:14.540357] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:56:14.615666] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:56:14.627549] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:14.709901] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 2.73% | Symbol ETA: 5.3s | Global ETA: 44m 48s
[2025-11-25T11:56:14.710209] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:56:14.711004] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:14.711144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:14.717884] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:14.721794] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.83% | Symbol ETA: 6.0s | Global ETA: 44m 48s
[2025-11-25T11:56:14.722093] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:56:14.723007] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:56:14.723151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:14.724144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:14.725041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:14.726343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:14.728260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:14.728879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:14.730081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:56:14.732283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:14.786523] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:14.832668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:14.834136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:14.850371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:14.852022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:14.898188] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.62% | Symbol ETA: 14.3s | Global ETA: 44m 48s
[2025-11-25T11:56:14.898495] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:56:14.899386] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:14.899532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:14.901354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:14.901979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:14.902485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:14.959383] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.62% | Symbol ETA: 4.5s | Global ETA: 44m 48s
[2025-11-25T11:56:14.959682] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:56:14.960543] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:14.960709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:14.966410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:15.027991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:15.029455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:15.085269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:15.086552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:56:15.087321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:15.088661] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:56:15.098850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:15.101255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:15.102319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:15.103704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:15.193728] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:56:15.268297] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:15.360740] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.69% | Symbol ETA: 5.3s | Global ETA: 44m 49s
[2025-11-25T11:56:15.361033] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:56:15.362012] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:56:15.362167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:15.363258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:15.364181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:15.365496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:15.365742] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:15.367546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:15.368174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:15.369409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:56:15.371561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:15.444276] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:56:15.460794] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:56:15.597074] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 4.5s | Global ETA: 44m 49s
[2025-11-25T11:56:15.597361] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:56:15.598229] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:15.598384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:15.635326] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:15.635983] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:15.717990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:15.719524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:15.735129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:15.736598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:15.739275] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 1.20% | Symbol ETA: 13.5s | Global ETA: 44m 49s
[2025-11-25T11:56:15.739579] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:56:15.740397] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:15.740541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:15.742269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:15.742866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:15.743343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:15.751553] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:56:15.864731] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 3.6s | Global ETA: 44m 50s
[2025-11-25T11:56:15.864880] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:56:15.865065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:15.865635] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:15.865742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:15.866294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:15.870528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:15.919681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:15.920742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:56:15.921365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:15.925771] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:15.992037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:15.993818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:15.994675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:15.995853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:16.012487] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.28% | Symbol ETA: 4.7s | Global ETA: 44m 50s
[2025-11-25T11:56:16.012667] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:56:16.013495] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:56:16.013576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:16.014488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:16.015430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:16.016685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:16.018486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:16.019076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:16.020241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:56:16.022325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:16.075013] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:56:16.245359] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:16.261037] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:56:16.336881] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:56:16.377502] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:56:16.431111] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:16.478730] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 2.08% | Symbol ETA: 3.6s | Global ETA: 44m 51s
[2025-11-25T11:56:16.479013] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:56:16.479911] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:16.480055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:16.510062] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:16.539211] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 12.6s | Global ETA: 44m 51s
[2025-11-25T11:56:16.539499] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:56:16.540338] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:16.540482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:16.542246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:16.542834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:16.543317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:16.555566] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:16.602480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:16.604090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:16.621050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:56:16.622764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:16.643151] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -1.14% | Symbol ETA: 4.0s | Global ETA: 44m 51s
[2025-11-25T11:56:16.643424] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:56:16.644742] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:56:16.644884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:16.645996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:16.647085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:16.648362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:16.650254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:16.650882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:16.652124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:56:16.654270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:16.663994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:16.665411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:16.718566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:16.719800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:56:16.720515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:16.730054] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 1.69% | Symbol ETA: 2.7s | Global ETA: 44m 51s
[2025-11-25T11:56:16.899854] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -1.11%, Actual: 2.07%
[2025-11-25T11:56:16.979879] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:56:17.000152] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:56:17.057800] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:56:17.071182] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.61%, Actual: 2.19%
[2025-11-25T11:56:17.151358] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:17.180233] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:17.228985] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:17.242518] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.65%, Actual: 0.51%
[2025-11-25T11:56:17.271438] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 0.65% | Symbol ETA: 3.4s | Global ETA: 44m 52s
[2025-11-25T11:56:17.271758] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:56:17.272660] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:56:17.272803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:17.273998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:17.274979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:17.276331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:17.278321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:17.278978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:17.280252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:56:17.282457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:17.337299] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.29% | Symbol ETA: 11.8s | Global ETA: 44m 52s
[2025-11-25T11:56:17.337454] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:56:17.338235] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:17.338312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:17.340012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:17.340517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:17.340931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:17.379331] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.51% | Symbol ETA: 2.7s | Global ETA: 44m 52s
[2025-11-25T11:56:17.414515] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.26%
[2025-11-25T11:56:17.462795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:17.464092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:17.517758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:17.518684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:56:17.519382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:17.549430] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.76%, Actual: 2.67%
[2025-11-25T11:56:17.586608] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: -1.54%, Actual: 1.82%
[2025-11-25T11:56:17.648237] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:56:17.719845] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -3.13%, Actual: 3.10%
[2025-11-25T11:56:17.757378] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.16%, Actual: 0.32%
[2025-11-25T11:56:17.828639] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:17.860163] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:56:17.889227] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 4.92%, Actual: 1.78%
[2025-11-25T11:56:17.915396] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: -0.78% | Symbol ETA: 2.8s | Global ETA: 44m 53s
[2025-11-25T11:56:17.915758] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:56:17.916925] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:56:17.917128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:17.918184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:17.919107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:17.920591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:17.922915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:17.923682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:17.925212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:56:17.928001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:17.930851] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.07%, Actual: 0.38%
[2025-11-25T11:56:18.028344] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:18.059618] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -0.69%, Actual: 1.72%
[2025-11-25T11:56:18.101921] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.62%, Actual: 2.15%
[2025-11-25T11:56:18.134467] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.86% | Symbol ETA: 11.0s | Global ETA: 44m 53s
[2025-11-25T11:56:18.134734] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:56:18.135561] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:18.135719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:18.137460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:18.138045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:18.138524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:18.231899] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: -3.50%, Actual: 1.43%
[2025-11-25T11:56:18.261005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:18.262193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:18.277584] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.72%
[2025-11-25T11:56:18.298089] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:56:18.315330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:18.316319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T11:56:18.317064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:18.403925] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 0.07%
[2025-11-25T11:56:18.450028] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 1.69%, Actual: 1.07%
[2025-11-25T11:56:18.450418] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 49.5430%
[2025-11-25T11:56:18.450573] [INFO ] [main      ] LVS: DISCARDED add_shelf_lag (score: 49.54%)
[2025-11-25T11:56:18.450699] [INFO ] [main      ] LVS: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:56:18.450797] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_signed_carry_history_11']
[2025-11-25T11:56:18.450896] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:56:18.466055] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:18.466620] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:56:18.467622] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:18.467789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:18.472674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:18.474039] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:18.562710] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -1.31% | Symbol ETA: 2.1s | Global ETA: 44m 54s
[2025-11-25T11:56:18.562880] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:56:18.563707] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:56:18.563791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:18.564903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:18.565823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:18.567087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:18.568976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:18.569544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:18.570741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:56:18.572849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:18.572954] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 2.73%, Actual: 3.34%
[2025-11-25T11:56:18.598762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:18.600941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:18.601866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:18.603322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:18.654552] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:56:18.741884] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: -0.28%, Actual: 0.34%
[2025-11-25T11:56:18.822217] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:18.911224] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.08%, Actual: 1.43%
[2025-11-25T11:56:18.911070] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:56:18.926426] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.15% | Symbol ETA: 10.2s | Global ETA: 44m 55s
[2025-11-25T11:56:18.948756] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:56:19.079201] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.51%, Actual: 1.66%
[2025-11-25T11:56:19.079569] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 57.3866%
[2025-11-25T11:56:19.079742] [INFO ] [main      ] RVTY: DISCARDED add_shelf_lag (score: 57.39%)
[2025-11-25T11:56:19.079859] [INFO ] [main      ] RVTY: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:56:19.079964] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_signed_carry_history_11']
[2025-11-25T11:56:19.080072] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:56:19.092960] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:19.093722] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:56:19.094511] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.85%, Actual: 2.49%
[2025-11-25T11:56:19.094617] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:19.094820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:19.120803] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:19.128454] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:19.215860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:19.217433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:19.234980] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -0.17% | Symbol ETA: 9.5s | Global ETA: 44m 55s
[2025-11-25T11:56:19.235268] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:56:19.236114] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:19.236199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:19.240284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:19.241118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:19.242512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:19.250402] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.76% | Symbol ETA: 1.5s | Global ETA: 44m 55s
[2025-11-25T11:56:19.250701] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:56:19.251847] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:56:19.252032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:19.253484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:19.254774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:19.256613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:19.258710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:56:19.259299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:19.260477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:56:19.262583] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -2.10%, Actual: 0.68%
[2025-11-25T11:56:19.262551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:19.365346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:19.367582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:19.368525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:19.370006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:19.431298] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 0.50%
[2025-11-25T11:56:19.586270] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:56:19.598707] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:56:19.601597] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 1.23%, Actual: 0.57%
[2025-11-25T11:56:19.711708] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:56:19.756200] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:19.767041] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:19.769660] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.62%, Actual: 0.54%
[2025-11-25T11:56:19.848586] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.46% | Symbol ETA: 0.8s | Global ETA: 44m 56s
[2025-11-25T11:56:19.879275] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:19.881902] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.91% | Symbol ETA: 9.6s | Global ETA: 44m 56s
[2025-11-25T11:56:19.882191] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:56:19.883031] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:19.883171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:19.937126] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 1.20%, Actual: 0.80%
[2025-11-25T11:56:19.995370] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.96% | Symbol ETA: 8.7s | Global ETA: 44m 56s
[2025-11-25T11:56:19.995669] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:56:19.996493] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:19.996626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:20.001470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:20.004767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:20.006215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:20.017228] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: -0.71%, Actual: 0.73%
[2025-11-25T11:56:20.022169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:20.023723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:20.103075] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.14%, Actual: 2.52%
[2025-11-25T11:56:20.125141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:20.127381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:20.128314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:20.129803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:20.185927] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.83%, Actual: 1.00%
[2025-11-25T11:56:20.268874] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.29%, Actual: 0.11%
[2025-11-25T11:56:20.353750] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 1.32%
[2025-11-25T11:56:20.360595] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:56:20.434513] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.86%, Actual: 0.27%
[2025-11-25T11:56:20.471585] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:56:20.521970] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.28%, Actual: 0.51%
[2025-11-25T11:56:20.530777] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:20.600538] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.15%, Actual: 1.30%
[2025-11-25T11:56:20.600868] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 43.0350%
[2025-11-25T11:56:20.601038] [INFO ] [main      ] KOF: DISCARDED add_overnight_gap_amplitude (score: 43.03%)
[2025-11-25T11:56:20.601154] [INFO ] [main      ] KOF: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T11:56:20.601260] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_overnight_gap_mag']
[2025-11-25T11:56:20.601371] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:56:20.614894] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:20.615599] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:56:20.616532] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:20.616693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:20.618483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:20.619096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:20.619583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:20.644602] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:20.655981] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -4.94% | Symbol ETA: 8.8s | Global ETA: 44m 57s
[2025-11-25T11:56:20.656256] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:56:20.657112] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:20.657253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:20.690700] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -1.14%, Actual: 0.45%
[2025-11-25T11:56:20.748969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:20.750290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:20.761145] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.39% | Symbol ETA: 7.9s | Global ETA: 44m 57s
[2025-11-25T11:56:20.761295] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:56:20.762270] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:20.762348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:20.767348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:20.780599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:20.782210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:20.798700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:20.800373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:20.804071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:20.805013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:56:20.805797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:20.858975] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 0.65%, Actual: 0.11%
[2025-11-25T11:56:20.892030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:20.894367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:20.895181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:20.896553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:21.028605] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: -0.78%, Actual: 2.40%
[2025-11-25T11:56:21.138367] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:56:21.144406] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:56:21.196536] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -1.31%, Actual: 1.03%
[2025-11-25T11:56:21.239636] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:56:21.306364] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:21.322867] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:21.364746] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.76%, Actual: 0.72%
[2025-11-25T11:56:21.423003] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:21.430277] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.42% | Symbol ETA: 8.0s | Global ETA: 44m 58s
[2025-11-25T11:56:21.430577] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:56:21.431408] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:21.431553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:21.434174] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.32% | Symbol ETA: 16.4s | Global ETA: 44m 59s
[2025-11-25T11:56:21.434469] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:56:21.435338] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:21.435485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:21.437287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:21.437908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:21.438413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:21.532392] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.46%, Actual: 1.79%
[2025-11-25T11:56:21.532767] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 54.8056%
[2025-11-25T11:56:21.532928] [INFO ] [main      ] CBL: DISCARDED add_volatility_state_percentiles (score: 54.81%)
[2025-11-25T11:56:21.533046] [INFO ] [main      ] CBL: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:56:21.533154] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_volume_dispersion']
[2025-11-25T11:56:21.533263] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:56:21.542343] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -4.14% | Symbol ETA: 7.2s | Global ETA: 44m 59s
[2025-11-25T11:56:21.542495] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:56:21.543394] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:21.543485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:21.546153] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:21.546734] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:56:21.547678] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:21.547816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:21.548514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:21.548907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:21.549784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:21.551009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:56:21.552301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:21.552427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:21.553790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:21.569288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:21.569599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:21.570705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:21.571138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:21.626316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:21.627378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:56:21.628219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:21.676630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:21.678882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:21.679791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:21.681265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:21.889850] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:56:21.906828] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:56:21.976493] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:56:22.030489] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:56:22.058151] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:22.074739] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:22.139666] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 1.27% | Symbol ETA: 6.0s | Global ETA: 44m 60s
[2025-11-25T11:56:22.139971] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:56:22.140820] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:22.140961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:22.141946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:22.142822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:22.144053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:56:22.145478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:22.148994] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:22.198713] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 2.06% | Symbol ETA: 7.2s | Global ETA: 44m 60s
[2025-11-25T11:56:22.198955] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:56:22.199792] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:22.199932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:22.203884] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:22.261925] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.40% | Symbol ETA: 15.7s | Global ETA: 44m 60s
[2025-11-25T11:56:22.262093] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:56:22.262987] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:22.263129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:22.264863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:22.265369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:22.265873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:22.318838] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 6.4s | Global ETA: 44m 60s
[2025-11-25T11:56:22.319139] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:56:22.320029] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:22.320163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:22.320739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:22.322203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:22.325228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:22.337923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:22.339393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:22.399372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:22.400832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:22.452191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:22.454427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:22.455380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:22.456309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:22.456882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:22.457421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:56:22.458221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:22.482109] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:56:22.650779] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:22.675046] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:56:22.730942] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 5.4s | Global ETA: 45m 1s
[2025-11-25T11:56:22.731179] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:56:22.732024] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:22.732179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:22.733156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:22.734041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:22.735261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:56:22.736698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:22.804090] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:56:22.805608] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:56:22.843528] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:22.966627] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 2.07% | Symbol ETA: 6.4s | Global ETA: 45m 1s
[2025-11-25T11:56:22.966786] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:56:22.967534] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:22.967603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:22.977992] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:22.979188] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:23.073848] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:56:23.084792] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.50% | Symbol ETA: 14.8s | Global ETA: 45m 1s
[2025-11-25T11:56:23.085086] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:56:23.085935] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:23.086078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:23.087833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:23.088398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:23.088893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:23.091049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:23.092539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:23.094022] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: -1.32% | Symbol ETA: 5.6s | Global ETA: 45m 1s
[2025-11-25T11:56:23.094178] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:56:23.095031] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:23.095109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:23.100039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:23.108679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:23.110186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:23.212286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:23.213333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:23.228381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:23.230605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:23.231575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:23.233124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:23.243017] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:23.266885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:23.267737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:56:23.268424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:23.323883] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.37% | Symbol ETA: 4.8s | Global ETA: 45m 1s
[2025-11-25T11:56:23.324184] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:56:23.325017] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:23.325154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:23.326148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:23.327044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:23.328295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:56:23.329757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:23.452016] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:56:23.592167] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:56:23.606405] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:56:23.623448] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:23.672266] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:56:23.746602] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.01% | Symbol ETA: 5.6s | Global ETA: 45m 2s
[2025-11-25T11:56:23.746773] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:56:23.747565] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:23.747670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:23.770366] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:23.783971] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:23.843336] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:23.867065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:23.868559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:23.881066] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.03% | Symbol ETA: 4.9s | Global ETA: 45m 2s
[2025-11-25T11:56:23.881349] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:56:23.882195] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:23.882328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:23.884421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:23.886535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:23.887759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:23.901878] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 2.04% | Symbol ETA: 14.0s | Global ETA: 45m 2s
[2025-11-25T11:56:23.902236] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:56:23.903402] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:23.903575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:23.905697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:23.906454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:23.907121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:23.924146] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 4.2s | Global ETA: 45m 2s
[2025-11-25T11:56:23.924405] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:56:23.925234] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:23.925374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:23.926333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:23.927282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:23.928514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:56:23.929952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:24.011312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:24.013551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:24.014473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:24.015981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:24.036236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:24.037795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:24.091831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:24.093086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:56:24.093909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:24.227271] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:56:24.296456] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:56:24.368703] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:56:24.396039] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:24.448555] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:56:24.465168] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:24.519928] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.11% | Symbol ETA: 4.8s | Global ETA: 45m 3s
[2025-11-25T11:56:24.520219] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:56:24.521051] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:24.521189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:24.540431] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:24.544870] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 3.7s | Global ETA: 45m 3s
[2025-11-25T11:56:24.545155] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:56:24.546024] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:24.546164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:24.547148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:24.548056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:24.549275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:56:24.550722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:24.618384] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:24.641923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:24.643401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:24.657099] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 4.1s | Global ETA: 45m 4s
[2025-11-25T11:56:24.657392] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:56:24.658288] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:24.658421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:24.659380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:24.660892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:24.663313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:24.728197] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -4.39% | Symbol ETA: 13.2s | Global ETA: 45m 4s
[2025-11-25T11:56:24.728532] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:56:24.729374] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:24.729520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:24.731256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:24.731848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:24.732328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:24.788440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:24.790753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:24.791816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:24.793367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:24.856836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:24.858342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:24.913049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:24.914442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:56:24.915336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:24.917689] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:56:24.998490] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:56:25.085519] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:25.138144] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:56:25.164600] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.26% | Symbol ETA: 3.1s | Global ETA: 45m 4s
[2025-11-25T11:56:25.164952] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:56:25.165792] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:25.165929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:25.166567] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:25.166898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:25.167806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:25.168958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:56:25.170379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:25.256813] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:56:25.287076] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.34% | Symbol ETA: 4.1s | Global ETA: 45m 5s
[2025-11-25T11:56:25.287221] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:56:25.287989] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:25.288065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:25.311419] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:25.406516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:25.407860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:25.423434] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -4.34% | Symbol ETA: 3.3s | Global ETA: 45m 5s
[2025-11-25T11:56:25.423747] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:56:25.423751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:25.424545] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:25.424705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:25.425305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:25.429728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:25.430611] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:25.507550] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:56:25.555192] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.76% | Symbol ETA: 12.4s | Global ETA: 45m 5s
[2025-11-25T11:56:25.555496] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:56:25.555421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:25.556354] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:25.556512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:25.557608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:25.558490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:25.558437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:25.559092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:25.559688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:25.559919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:25.676825] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:25.688937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:25.690316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:25.744569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:25.745670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:56:25.746450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:25.754998] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.06% | Symbol ETA: 2.5s | Global ETA: 45m 5s
[2025-11-25T11:56:25.755301] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:56:25.756148] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:25.756287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:25.757264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:25.758140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:25.759387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:56:25.760536] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:56:25.760827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:25.908081] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:56:25.928356] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:26.049279] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.26% | Symbol ETA: 3.3s | Global ETA: 45m 6s
[2025-11-25T11:56:26.049535] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:56:26.050358] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:26.050522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:26.080571] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:26.095351] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:56:26.098567] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:56:26.168630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:26.170132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:26.185924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:56:26.187475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:26.191884] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 3.47% | Symbol ETA: 2.5s | Global ETA: 45m 6s
[2025-11-25T11:56:26.266185] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:26.267877] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:26.346971] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 1.9s | Global ETA: 45m 6s
[2025-11-25T11:56:26.347272] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:56:26.348064] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:26.348202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:26.349160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:26.350032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:26.351267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:56:26.352703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:26.366082] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -0.17%, Actual: 2.07%
[2025-11-25T11:56:26.372959] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -2.53% | Symbol ETA: 11.5s | Global ETA: 45m 6s
[2025-11-25T11:56:26.373260] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:56:26.374136] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:26.374281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:26.376034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:26.376615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:26.377132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:26.500421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:26.501813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:26.528412] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:56:26.541348] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.96%, Actual: 2.19%
[2025-11-25T11:56:26.555342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:26.556359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:56:26.557265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:26.692760] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:56:26.696529] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:26.712540] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.39%, Actual: 0.51%
[2025-11-25T11:56:26.819863] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -1.64% | Symbol ETA: 2.5s | Global ETA: 45m 7s
[2025-11-25T11:56:26.871975] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:26.883340] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -4.14%, Actual: 0.26%
[2025-11-25T11:56:26.922538] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:56:26.952752] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 1.3s | Global ETA: 45m 7s
[2025-11-25T11:56:26.953038] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:56:26.953952] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:26.954100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:26.955147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:26.956135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:26.957455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:56:26.958951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:26.989411] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.91%, Actual: 2.67%
[2025-11-25T11:56:27.057163] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 1.82%
[2025-11-25T11:56:27.094234] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:27.157664] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -4.94%, Actual: 3.10%
[2025-11-25T11:56:27.203711] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.07% | Symbol ETA: 10.7s | Global ETA: 45m 8s
[2025-11-25T11:56:27.204030] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:56:27.204884] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:27.205026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:27.206761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:27.207347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:27.207887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:27.230335] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: -1.32%, Actual: 0.32%
[2025-11-25T11:56:27.295290] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:56:27.328997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:27.329486] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.42%, Actual: 1.78%
[2025-11-25T11:56:27.330341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:27.384265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:27.385475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:56:27.386207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:27.404350] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.03%, Actual: 0.38%
[2025-11-25T11:56:27.468001] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:27.498562] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 2.06%, Actual: 1.72%
[2025-11-25T11:56:27.551713] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -2.36% | Symbol ETA: 0.7s | Global ETA: 45m 8s
[2025-11-25T11:56:27.577734] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -0.08%, Actual: 2.15%
[2025-11-25T11:56:27.669358] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 2.07%, Actual: 1.43%
[2025-11-25T11:56:27.727263] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:56:27.731205] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.27%, Actual: 0.73%
[2025-11-25T11:56:27.751122] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -4.34%, Actual: 0.72%
[2025-11-25T11:56:27.840779] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.01%, Actual: 0.07%
[2025-11-25T11:56:27.908740] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:27.912697] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 1.00%
[2025-11-25T11:56:27.924268] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 3.47%, Actual: 1.07%
[2025-11-25T11:56:27.924706] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 26.2138%
[2025-11-25T11:56:27.924873] [INFO ] [main      ] LVS: DISCARDED add_signed_carry_history_11 (score: 26.21%)
[2025-11-25T11:56:27.924980] [INFO ] [main      ] LVS: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:56:27.925075] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_sma_ratio']
[2025-11-25T11:56:27.925200] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:56:27.941257] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:27.942065] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:56:27.943041] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:27.943176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:27.952406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:28.016703] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.11%, Actual: 3.34%
[2025-11-25T11:56:28.038112] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.45% | Symbol ETA: 9.9s | Global ETA: 45m 9s
[2025-11-25T11:56:28.038261] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:56:28.039077] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:28.039154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:28.040902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:28.041419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:28.041852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:28.084628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:28.087120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:28.088207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:28.089091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:28.097669] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.37%, Actual: 1.32%
[2025-11-25T11:56:28.184979] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.34%, Actual: 0.34%
[2025-11-25T11:56:28.185293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:28.186499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:28.244026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:28.245074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T11:56:28.245823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:28.278531] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: 0.32%, Actual: 0.51%
[2025-11-25T11:56:28.358011] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.26%, Actual: 1.43%
[2025-11-25T11:56:28.445938] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:56:28.462909] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 0.45%
[2025-11-25T11:56:28.527367] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -1.64%, Actual: 1.66%
[2025-11-25T11:56:28.527576] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 55.1318%
[2025-11-25T11:56:28.527678] [INFO ] [main      ] RVTY: DISCARDED add_signed_carry_history_11 (score: 55.13%)
[2025-11-25T11:56:28.527745] [INFO ] [main      ] RVTY: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:56:28.527795] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_sma_ratio']
[2025-11-25T11:56:28.527848] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:56:28.540608] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:28.541255] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:56:28.542123] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:28.542197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:28.599828] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:56:28.619548] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:28.644203] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.26%, Actual: 0.11%
[2025-11-25T11:56:28.665263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:28.666832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:28.682531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:28.683376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:28.744905] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 1.45% | Symbol ETA: 9.2s | Global ETA: 45m 10s
[2025-11-25T11:56:28.745202] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:56:28.746182] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:28.746317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:28.751537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:28.776681] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:28.820771] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.06%, Actual: 2.40%
[2025-11-25T11:56:28.881164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:28.883419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:28.884353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:28.885211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:28.894518] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 9.1s | Global ETA: 45m 10s
[2025-11-25T11:56:29.000032] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 1.03%
[2025-11-25T11:56:29.035996] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:56:29.071410] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.32%, Actual: 2.49%
[2025-11-25T11:56:29.174234] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.52%, Actual: 0.72%
[2025-11-25T11:56:29.206727] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:29.226712] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:56:29.241223] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.40%, Actual: 0.68%
[2025-11-25T11:56:29.329238] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 6.47% | Symbol ETA: 9.1s | Global ETA: 45m 11s
[2025-11-25T11:56:29.329537] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:56:29.330413] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:29.330553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:29.349073] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -2.36%, Actual: 1.79%
[2025-11-25T11:56:29.349463] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 47.1594%
[2025-11-25T11:56:29.349627] [INFO ] [main      ] CBL: DISCARDED add_volume_dispersion (score: 47.16%)
[2025-11-25T11:56:29.349759] [INFO ] [main      ] CBL: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:56:29.349871] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_volume_flow_differentials']
[2025-11-25T11:56:29.349998] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:56:29.363952] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:29.364535] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:56:29.365458] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:29.365602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:29.366588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:29.367484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:29.368749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:56:29.371486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:29.395842] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:29.411070] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.50%, Actual: 0.50%
[2025-11-25T11:56:29.454577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:29.456290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:29.474908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:29.476139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:29.509066] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.60% | Symbol ETA: 8.2s | Global ETA: 45m 11s
[2025-11-25T11:56:29.509320] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:56:29.510148] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:29.510279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:29.515134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:29.581018] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 2.04%, Actual: 0.57%
[2025-11-25T11:56:29.643759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:29.645863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:29.646773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:29.647668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:29.721542] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:56:29.757496] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -4.39%, Actual: 0.54%
[2025-11-25T11:56:29.825989] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:56:29.903425] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:29.926530] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.76%, Actual: 0.80%
[2025-11-25T11:56:29.990924] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.64% | Symbol ETA: 6.1s | Global ETA: 45m 12s
[2025-11-25T11:56:29.991096] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:56:29.992058] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:29.992203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:29.993147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:29.994060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:29.995417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:56:29.998411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:30.004049] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:30.004335] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:56:30.097221] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -2.53%, Actual: 2.52%
[2025-11-25T11:56:30.126891] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.20% | Symbol ETA: 8.3s | Global ETA: 45m 12s
[2025-11-25T11:56:30.127218] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:56:30.128273] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:30.128426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:30.179397] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:30.267338] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.07%, Actual: 0.11%
[2025-11-25T11:56:30.273599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:30.275290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:30.289853] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 2.33% | Symbol ETA: 7.5s | Global ETA: 45m 13s
[2025-11-25T11:56:30.290142] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:56:30.291023] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:30.291159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:30.291870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:30.292975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:30.296081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:30.348163] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:56:30.418971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:30.421055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:30.421942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:30.422770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:30.437779] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.45%, Actual: 0.27%
[2025-11-25T11:56:30.517033] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:30.599395] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 5.4s | Global ETA: 45m 13s
[2025-11-25T11:56:30.599711] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:56:30.600533] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:30.600688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:30.601635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:30.602508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:30.603745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:56:30.606208] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 1.30%
[2025-11-25T11:56:30.606465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:30.606528] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 38.9308%
[2025-11-25T11:56:30.606687] [INFO ] [main      ] KOF: DISCARDED add_overnight_gap_mag (score: 38.93%)
[2025-11-25T11:56:30.606809] [INFO ] [main      ] KOF: Testing feature 29/53: add_pct_change
[2025-11-25T11:56:30.606914] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_pct_change']
[2025-11-25T11:56:30.607038] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:56:30.620848] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:30.621416] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:56:30.622325] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:30.622466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:30.624228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:30.624837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:30.625263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:30.645284] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:56:30.749388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:30.750802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:30.761701] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:56:30.805322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:30.806515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:56:30.808623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:30.830638] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:30.937794] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:30.942486] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:56:30.951973] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: -2.50% | Symbol ETA: 7.6s | Global ETA: 45m 14s
[2025-11-25T11:56:30.952271] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:56:30.953149] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:30.953291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:31.047405] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -5.32% | Symbol ETA: 6.6s | Global ETA: 45m 14s
[2025-11-25T11:56:31.047710] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:56:31.048480] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:31.048610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:31.053435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:31.081065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:31.082394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:31.098904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:31.099701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:31.115155] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:31.150490] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:56:31.181078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:31.183087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:31.183943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:31.184763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:31.196249] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.40% | Symbol ETA: 4.8s | Global ETA: 45m 14s
[2025-11-25T11:56:31.196404] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:56:31.197185] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:31.197260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:31.198138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:31.198940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:31.200101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:56:31.202774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:31.319707] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:31.435110] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.73% | Symbol ETA: 15.9s | Global ETA: 45m 14s
[2025-11-25T11:56:31.435254] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:56:31.436018] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:31.436093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:31.437786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:31.438439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:31.438942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:31.453321] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:56:31.538181] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:56:31.543407] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:56:31.564298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:31.565461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:31.620007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:31.621021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:56:31.623271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:31.637100] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:31.706559] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:31.723502] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:31.762341] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -2.98% | Symbol ETA: 6.8s | Global ETA: 45m 15s
[2025-11-25T11:56:31.762668] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:56:31.763513] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:31.763682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:31.788547] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -2.62% | Symbol ETA: 4.1s | Global ETA: 45m 15s
[2025-11-25T11:56:31.788868] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:56:31.789713] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:31.789855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:31.790812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:31.791679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:31.792916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:56:31.795658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:31.833946] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: -1.84% | Symbol ETA: 5.9s | Global ETA: 45m 15s
[2025-11-25T11:56:31.834223] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:56:31.835059] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:31.835192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:31.840021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:31.886576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:31.888205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:31.904181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:31.905234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:31.964708] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:56:31.966029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:31.968078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:31.968978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:31.969841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:32.135997] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:32.149821] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:56:32.240826] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:56:32.251419] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 15.1s | Global ETA: 45m 16s
[2025-11-25T11:56:32.251742] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:56:32.252555] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:32.252717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:32.254426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:32.255008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:32.255483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:32.320336] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:56:32.330378] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:32.382248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:32.383683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:32.411146] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:32.416923] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 3.5s | Global ETA: 45m 16s
[2025-11-25T11:56:32.417254] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:56:32.418181] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:32.418324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:32.419340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:32.420318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:32.421611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:56:32.424745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:32.438023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:32.439216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:56:32.441284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:32.494748] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:32.539002] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 2.86% | Symbol ETA: 6.0s | Global ETA: 45m 16s
[2025-11-25T11:56:32.539313] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:56:32.540177] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:32.540317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:32.605791] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.52% | Symbol ETA: 5.1s | Global ETA: 45m 16s
[2025-11-25T11:56:32.606036] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:56:32.606874] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:32.607027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:32.611836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:32.674422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:32.676104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:32.691969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:32.693041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:32.738851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:32.740854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:32.741779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:32.742621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:32.780575] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:56:32.783687] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:56:32.949353] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:32.960953] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:33.030245] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:56:33.047602] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 2.9s | Global ETA: 45m 17s
[2025-11-25T11:56:33.047973] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:56:33.048892] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:33.049034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:33.050046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:33.051070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:33.052477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:56:33.055681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:33.066736] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.72% | Symbol ETA: 14.3s | Global ETA: 45m 17s
[2025-11-25T11:56:33.067046] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:56:33.067894] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:33.068033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:33.069760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:33.070321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:33.070825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:33.095183] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:56:33.197911] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:33.198228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:33.200770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:33.276541] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:33.282219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:33.283258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:56:33.285262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:33.320579] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.06% | Symbol ETA: 5.2s | Global ETA: 45m 17s
[2025-11-25T11:56:33.320899] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:56:33.321753] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:33.321891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:33.386812] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.89% | Symbol ETA: 4.3s | Global ETA: 45m 17s
[2025-11-25T11:56:33.386969] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:56:33.387784] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:33.387872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:33.392627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:33.417410] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:56:33.442211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:33.443960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:33.460845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:33.461776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:33.519635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:33.521910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:33.523018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:33.524073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:33.610875] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:33.702155] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 2.3s | Global ETA: 45m 18s
[2025-11-25T11:56:33.702469] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:56:33.703358] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:33.703504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:33.704513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:33.705437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:33.706742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:56:33.709568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:33.712416] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:56:33.907951] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:56:33.961870] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:56:33.962575] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:34.126307] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -1.22% | Symbol ETA: 13.8s | Global ETA: 45m 19s
[2025-11-25T11:56:34.126807] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:56:34.128161] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:34.128383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:34.131071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:34.132006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:34.132760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:34.183216] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:34.190194] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:56:34.233360] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:34.322548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:34.324590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:34.345181] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.37% | Symbol ETA: 4.5s | Global ETA: 45m 19s
[2025-11-25T11:56:34.345544] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:56:34.346880] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:34.347090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:34.382842] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.28% | Symbol ETA: 3.6s | Global ETA: 45m 19s
[2025-11-25T11:56:34.383189] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:56:34.384589] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:34.384802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:34.392303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:34.411746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:34.413556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:56:34.417071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:34.456811] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:34.530609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:34.532802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:34.544862] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.06% | Symbol ETA: 1.8s | Global ETA: 45m 19s
[2025-11-25T11:56:34.545173] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:56:34.546097] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:34.546249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:34.547342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:34.548262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:34.549597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:56:34.552714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:34.556481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:34.558162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:34.577209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:34.580345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:34.581700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:34.582862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:34.812671] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:56:34.937665] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:56:34.964187] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:56:34.970986] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:56:34.982831] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:35.102583] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -3.02% | Symbol ETA: 13.1s | Global ETA: 45m 20s
[2025-11-25T11:56:35.102899] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:56:35.103795] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:35.103943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:35.105750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:35.106357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:35.106878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:35.111567] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:35.138407] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:35.143748] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:35.192784] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 1.1s | Global ETA: 45m 20s
[2025-11-25T11:56:35.192933] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:56:35.193731] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:35.193948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:35.194917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:35.195798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:35.197051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:56:35.199866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:35.236668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:35.238157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:35.248774] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -5.18% | Symbol ETA: 2.8s | Global ETA: 45m 20s
[2025-11-25T11:56:35.249091] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:56:35.249942] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:35.250091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:35.255058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:35.266694] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: -0.59% | Symbol ETA: 3.7s | Global ETA: 45m 20s
[2025-11-25T11:56:35.267027] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:56:35.267940] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:35.268110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:35.292783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:35.293750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:56:35.295824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:35.378335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:35.380519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:35.381454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:35.382300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:35.392901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:35.394492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:35.410763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:35.411687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:35.542759] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:56:35.636520] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:56:35.717278] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:35.730413] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:56:35.762066] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:56:35.799361] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.98% | Symbol ETA: 0.5s | Global ETA: 45m 21s
[2025-11-25T11:56:35.805709] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:35.901743] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:35.917992] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.87% | Symbol ETA: 12.1s | Global ETA: 45m 21s
[2025-11-25T11:56:35.918300] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:56:35.919142] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:35.919286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:35.921008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:35.921564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:35.922048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:35.934792] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:35.975036] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.64%, Actual: 0.73%
[2025-11-25T11:56:36.008397] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -0.89% | Symbol ETA: 2.0s | Global ETA: 45m 22s
[2025-11-25T11:56:36.042413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:36.043777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:36.055022] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.33% | Symbol ETA: 2.8s | Global ETA: 45m 22s
[2025-11-25T11:56:36.055329] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:56:36.056231] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:36.056375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:36.096346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:36.097550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:56:36.099615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:36.149401] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 1.00%
[2025-11-25T11:56:36.181487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:36.182580] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 1.45%, Actual: 2.07%
[2025-11-25T11:56:36.183113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:36.198856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:56:36.199738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:36.326130] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 1.32%
[2025-11-25T11:56:36.355175] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.60%, Actual: 2.19%
[2025-11-25T11:56:36.466391] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:56:36.509055] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -2.62%, Actual: 0.51%
[2025-11-25T11:56:36.526336] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 2.33%, Actual: 0.51%
[2025-11-25T11:56:36.551594] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:56:36.636719] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:36.681126] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.09%, Actual: 0.45%
[2025-11-25T11:56:36.699341] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -5.32%, Actual: 0.26%
[2025-11-25T11:56:36.722038] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:36.750707] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 11.2s | Global ETA: 45m 23s
[2025-11-25T11:56:36.750998] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:56:36.751849] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:36.751995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:36.753718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:36.754279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:36.754771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:36.842472] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 5.09% | Symbol ETA: 2.0s | Global ETA: 45m 23s
[2025-11-25T11:56:36.854713] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 0.11%
[2025-11-25T11:56:36.870676] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: -1.84%, Actual: 1.82%
[2025-11-25T11:56:36.876047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:36.877261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:36.930346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:36.931334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:56:36.933421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:37.015355] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 6.47%, Actual: 2.67%
[2025-11-25T11:56:37.030247] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: -0.76%, Actual: 2.40%
[2025-11-25T11:56:37.043801] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.52%, Actual: 0.32%
[2025-11-25T11:56:37.194944] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.20%, Actual: 3.10%
[2025-11-25T11:56:37.202550] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 1.03%
[2025-11-25T11:56:37.219004] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.89%, Actual: 0.38%
[2025-11-25T11:56:37.275864] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:56:37.373672] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.15%, Actual: 0.72%
[2025-11-25T11:56:37.375771] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: -2.50%, Actual: 1.78%
[2025-11-25T11:56:37.392836] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.28%, Actual: 2.15%
[2025-11-25T11:56:37.444216] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:37.543521] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.98%, Actual: 1.79%
[2025-11-25T11:56:37.543911] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 41.0216%
[2025-11-25T11:56:37.544082] [INFO ] [main      ] CBL: DISCARDED add_volume_flow_differentials (score: 41.02%)
[2025-11-25T11:56:37.544207] [INFO ] [main      ] CBL: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:56:37.544325] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_volume_pressure_into_close']
[2025-11-25T11:56:37.544443] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:56:37.556332] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -2.98%, Actual: 1.72%
[2025-11-25T11:56:37.559229] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.37% | Symbol ETA: 10.3s | Global ETA: 45m 24s
[2025-11-25T11:56:37.559381] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:56:37.560164] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:37.560245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:37.561928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:37.562438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:37.562861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:37.565409] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -5.18%, Actual: 0.72%
[2025-11-25T11:56:37.621087] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:37.621779] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:56:37.622704] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:37.622850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:37.623858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:37.624760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:37.625929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:37.627722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:37.682381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:37.683577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:37.735032] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 2.86%, Actual: 1.43%
[2025-11-25T11:56:37.735965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:37.736833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:56:37.736832] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -0.89%, Actual: 1.07%
[2025-11-25T11:56:37.737072] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 40.4356%
[2025-11-25T11:56:37.737169] [INFO ] [main      ] LVS: DISCARDED add_sma_ratio (score: 40.44%)
[2025-11-25T11:56:37.737216] [INFO ] [main      ] LVS: Testing feature 45/53: add_true_range
[2025-11-25T11:56:37.737253] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_true_range']
[2025-11-25T11:56:37.737316] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:56:37.738864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:37.752271] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:37.752941] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:56:37.753843] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:37.753917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:37.758776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:37.885793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:37.887898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:37.888852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:37.890743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:37.913200] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.06%, Actual: 0.07%
[2025-11-25T11:56:37.968669] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:56:38.076951] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:56:38.091776] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 3.34%
[2025-11-25T11:56:38.140996] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:38.226880] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.50% | Symbol ETA: 5.8s | Global ETA: 45m 25s
[2025-11-25T11:56:38.227037] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:56:38.227832] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:38.227924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:38.228844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:38.229635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:38.230874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:38.232578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:38.242332] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:56:38.250205] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:38.272341] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: -0.59%, Actual: 0.34%
[2025-11-25T11:56:38.367791] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 1.65% | Symbol ETA: 9.4s | Global ETA: 45m 25s
[2025-11-25T11:56:38.367938] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:56:38.368747] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:38.368838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:38.370600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:38.371299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:38.371814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:38.416337] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:38.456929] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.33%, Actual: 1.43%
[2025-11-25T11:56:38.495558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:38.497044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:38.529895] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 8.8s | Global ETA: 45m 26s
[2025-11-25T11:56:38.530140] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:56:38.531010] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:38.531141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:38.536419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:38.551521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:38.552755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T11:56:38.554937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:38.583588] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:56:38.654858] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 5.09%, Actual: 1.66%
[2025-11-25T11:56:38.655331] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 45.5469%
[2025-11-25T11:56:38.655568] [INFO ] [main      ] RVTY: DISCARDED add_sma_ratio (score: 45.55%)
[2025-11-25T11:56:38.655710] [INFO ] [main      ] RVTY: Testing feature 45/53: add_true_range
[2025-11-25T11:56:38.655832] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_true_range']
[2025-11-25T11:56:38.655946] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:56:38.662787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:38.664969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:38.665976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:38.667790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:38.669748] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:38.670494] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:56:38.671548] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:38.671722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:38.761559] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:38.798736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:38.800411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:38.816253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:38.818429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:38.845315] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.96% | Symbol ETA: 5.2s | Global ETA: 45m 26s
[2025-11-25T11:56:38.845617] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:56:38.846458] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:38.846598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:38.847580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:38.848439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:38.849730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:38.851443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:38.899295] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:56:39.011074] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:56:39.071684] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:39.160187] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:56:39.182881] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:39.196355] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.19% | Symbol ETA: 8.6s | Global ETA: 45m 27s
[2025-11-25T11:56:39.198731] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:56:39.299241] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.16% | Symbol ETA: 8.0s | Global ETA: 45m 27s
[2025-11-25T11:56:39.299407] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:56:39.300209] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:39.300417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:39.305427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:39.330037] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:39.372120] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:39.372902] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.73%, Actual: 2.49%
[2025-11-25T11:56:39.432164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:39.434294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:39.435177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:39.436930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:39.456030] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 1.26% | Symbol ETA: 4.6s | Global ETA: 45m 27s
[2025-11-25T11:56:39.456205] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:56:39.457180] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:39.457321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:39.458296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:39.458814] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 5.10% | Symbol ETA: 8.9s | Global ETA: 45m 27s
[2025-11-25T11:56:39.459004] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:56:39.459218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:39.460074] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:39.460217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:39.460413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:39.462177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:39.550853] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: 0.38%, Actual: 0.68%
[2025-11-25T11:56:39.585822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:39.587622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:39.603375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:39.605307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:39.726524] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.72%, Actual: 0.50%
[2025-11-25T11:56:39.786732] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:56:39.814926] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:56:39.898410] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -1.22%, Actual: 0.57%
[2025-11-25T11:56:39.948965] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:56:39.958209] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:39.989505] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:40.069480] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.29% | Symbol ETA: 7.2s | Global ETA: 45m 28s
[2025-11-25T11:56:40.069774] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:56:40.070591] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:40.070754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:40.071463] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -3.02%, Actual: 0.54%
[2025-11-25T11:56:40.075602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:40.076673] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -1.66% | Symbol ETA: 4.0s | Global ETA: 45m 28s
[2025-11-25T11:56:40.076939] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:56:40.077847] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:40.077990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:40.079058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:40.079913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:40.081258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:40.083114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:40.121383] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:40.201578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:40.203746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:40.204688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:40.206493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:40.246411] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.87%, Actual: 0.80%
[2025-11-25T11:56:40.249492] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.49% | Symbol ETA: 8.2s | Global ETA: 45m 28s
[2025-11-25T11:56:40.249791] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:56:40.250606] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:40.250760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:40.372712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:40.374392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:40.390542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:40.392874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:40.422204] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -0.49%, Actual: 2.52%
[2025-11-25T11:56:40.445657] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:56:40.549745] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:56:40.593374] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.37%, Actual: 0.11%
[2025-11-25T11:56:40.624102] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:40.706852] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 3.4s | Global ETA: 45m 29s
[2025-11-25T11:56:40.707191] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:56:40.708041] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:40.708208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:40.709178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:40.710061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:40.711329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:40.713111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:40.724080] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:40.744519] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:56:40.767106] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 1.65%, Actual: 0.27%
[2025-11-25T11:56:40.842089] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.23% | Symbol ETA: 6.4s | Global ETA: 45m 29s
[2025-11-25T11:56:40.842388] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:56:40.843264] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:40.843397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:40.848454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:40.925744] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:40.944121] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.19%, Actual: 1.30%
[2025-11-25T11:56:40.944537] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 40.3054%
[2025-11-25T11:56:40.944726] [INFO ] [main      ] KOF: DISCARDED add_pct_change (score: 40.31%)
[2025-11-25T11:56:40.944849] [INFO ] [main      ] KOF: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T11:56:40.944959] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_preclose_acceleration_mag']
[2025-11-25T11:56:40.945073] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:56:40.959578] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:40.960554] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:56:40.961574] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:40.961690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:40.963776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:40.964559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:40.965016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:40.978846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:40.981028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:40.981961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:40.983780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:41.052098] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 1.87% | Symbol ETA: 7.4s | Global ETA: 45m 30s
[2025-11-25T11:56:41.052404] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:56:41.053272] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:41.053358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:41.066282] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:56:41.102345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:41.103925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:41.158852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:41.159961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:41.161098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:41.180556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:41.182535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:41.198788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:41.200998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:41.241310] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:41.325317] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.50% | Symbol ETA: 2.8s | Global ETA: 45m 30s
[2025-11-25T11:56:41.325621] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:56:41.326545] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:41.326729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:41.327796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:41.328732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:41.330028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:41.331794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:41.336122] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:56:41.507505] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:41.508548] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:56:41.557825] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:56:41.625340] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 2.92% | Symbol ETA: 5.7s | Global ETA: 45m 30s
[2025-11-25T11:56:41.625622] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:56:41.626670] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:41.626798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:41.631904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:41.681092] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:56:41.682379] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:41.751066] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:41.760725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:41.763111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:41.764221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:41.766191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:41.798912] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.75% | Symbol ETA: 15.7s | Global ETA: 45m 31s
[2025-11-25T11:56:41.799193] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:56:41.800099] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:41.800250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:41.802127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:41.802744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:41.803243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:41.859457] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:41.901065] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.58% | Symbol ETA: 6.7s | Global ETA: 45m 31s
[2025-11-25T11:56:41.901368] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:56:41.902361] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:41.902525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:41.932639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:41.933931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:41.942892] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.10% | Symbol ETA: 2.2s | Global ETA: 45m 31s
[2025-11-25T11:56:41.943203] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:56:41.944108] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:41.944246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:41.945256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:41.946135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:41.947413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:41.949130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:41.987783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:41.988764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:41.989923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:42.037096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:42.038787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:42.054618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:42.056913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:42.172593] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:56:42.294683] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:56:42.331983] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:56:42.345523] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:42.402801] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:56:42.460830] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 4.9s | Global ETA: 45m 32s
[2025-11-25T11:56:42.461101] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:56:42.461926] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:42.462056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:42.466956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:42.469020] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:42.513151] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:42.551849] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 1.6s | Global ETA: 45m 32s
[2025-11-25T11:56:42.552017] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:56:42.552804] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:42.553032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:42.554007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:42.554886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:42.556120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:42.557922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:42.580017] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:42.590600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:42.592794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:42.593718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:42.595523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:42.623010] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 14.8s | Global ETA: 45m 32s
[2025-11-25T11:56:42.623264] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:56:42.624301] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:42.624445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:42.626196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:42.626825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:42.627334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:42.704485] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 2.13% | Symbol ETA: 5.9s | Global ETA: 45m 32s
[2025-11-25T11:56:42.704834] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:56:42.705764] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:42.705915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:42.754154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:42.755691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:42.811214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:42.812404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:42.813497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:42.834112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:42.835917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:42.851885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:42.853972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:42.904708] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:56:42.954535] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:56:43.077468] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:43.127335] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:43.161121] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 2.22% | Symbol ETA: 0.9s | Global ETA: 45m 33s
[2025-11-25T11:56:43.161413] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:56:43.162270] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:43.162412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:43.162346] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:56:43.163342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:43.164242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:43.165682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:56:43.167404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:43.208734] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:56:43.244864] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.12% | Symbol ETA: 4.1s | Global ETA: 45m 33s
[2025-11-25T11:56:43.245146] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:56:43.245969] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:43.246101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:43.251232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:43.341100] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:43.379911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:43.382124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:43.383289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:43.385084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:43.385502] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:43.454835] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.88% | Symbol ETA: 14.0s | Global ETA: 45m 33s
[2025-11-25T11:56:43.454994] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:56:43.455767] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:43.455977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:43.457782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:43.458391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:43.458891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:43.515580] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.03% | Symbol ETA: 5.1s | Global ETA: 45m 33s
[2025-11-25T11:56:43.515900] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:56:43.516765] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:43.516906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:43.523617] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:56:43.584175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:43.585545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:43.638670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:43.640353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:43.642064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:43.643334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:43.644490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:43.656477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:43.658818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:43.694329] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:43.735553] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:56:43.775010] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.50% | Symbol ETA: 0.3s | Global ETA: 45m 34s
[2025-11-25T11:56:43.915082] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:43.945127] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.50%, Actual: 0.73%
[2025-11-25T11:56:43.989543] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:56:44.012139] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:56:44.035115] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.08% | Symbol ETA: 3.4s | Global ETA: 45m 34s
[2025-11-25T11:56:44.035291] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:56:44.036263] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:44.036403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:44.041659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:44.121396] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.96%, Actual: 1.00%
[2025-11-25T11:56:44.161009] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:44.174615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:44.176847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:44.177789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:44.179631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:44.249575] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:44.269033] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 1.07% | Symbol ETA: 13.2s | Global ETA: 45m 35s
[2025-11-25T11:56:44.269336] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:56:44.270180] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:44.270321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:44.272043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:44.272625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:44.273113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:44.290482] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.26%, Actual: 1.32%
[2025-11-25T11:56:44.369155] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: -0.82% | Symbol ETA: 4.3s | Global ETA: 45m 35s
[2025-11-25T11:56:44.369441] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:56:44.370239] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:44.370379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:44.394940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:44.396103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:44.451082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:44.452009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:44.453093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:44.462746] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -1.66%, Actual: 0.51%
[2025-11-25T11:56:44.492009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:44.493701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:44.509231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:44.511417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:44.541784] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:56:44.634392] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 0.45%
[2025-11-25T11:56:44.730262] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:44.802723] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:56:44.816633] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.50%, Actual: 0.11%
[2025-11-25T11:56:44.850628] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -4.66% | Symbol ETA: 2.6s | Global ETA: 45m 36s
[2025-11-25T11:56:44.850933] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:56:44.851846] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:44.851986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:44.857177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:44.870229] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:56:44.973875] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:44.987052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:44.989437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:44.990539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:44.991962] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.10%, Actual: 2.40%
[2025-11-25T11:56:44.992850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:45.044036] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:45.091311] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.34% | Symbol ETA: 12.3s | Global ETA: 45m 36s
[2025-11-25T11:56:45.091605] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:56:45.092465] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:45.092614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:45.094433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:45.095034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:45.095552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:45.163439] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 0.10%, Actual: 1.03%
[2025-11-25T11:56:45.165123] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 3.5s | Global ETA: 45m 36s
[2025-11-25T11:56:45.165422] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:56:45.166293] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:45.166380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:45.220280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:45.221594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:45.275458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:45.276503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:45.277624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:45.289967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:45.291522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:45.308360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:45.310219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:45.334686] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 2.22%, Actual: 0.72%
[2025-11-25T11:56:45.357530] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:56:45.511146] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.50%, Actual: 1.79%
[2025-11-25T11:56:45.511596] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 45.9533%
[2025-11-25T11:56:45.511792] [INFO ] [main      ] CBL: DISCARDED add_volume_pressure_into_close (score: 45.95%)
[2025-11-25T11:56:45.511912] [INFO ] [main      ] CBL: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:56:45.512018] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_volume_zscore']
[2025-11-25T11:56:45.512127] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:56:45.526302] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:45.526926] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:56:45.527938] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:45.528108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:45.529138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:45.530062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:45.531389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:56:45.533166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:45.541912] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:45.621291] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:56:45.652707] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.27% | Symbol ETA: 1.8s | Global ETA: 45m 37s
[2025-11-25T11:56:45.655281] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:56:45.809177] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:45.824822] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:45.831324] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -0.19%, Actual: 2.07%
[2025-11-25T11:56:45.915271] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:56:45.921045] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.67% | Symbol ETA: 11.5s | Global ETA: 45m 37s
[2025-11-25T11:56:45.921339] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:56:45.922204] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:45.922348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:45.924116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:45.924710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:45.925182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:45.949593] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.99% | Symbol ETA: 2.7s | Global ETA: 45m 37s
[2025-11-25T11:56:45.949866] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:56:45.950783] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:45.950924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:46.025812] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.16%, Actual: 2.19%
[2025-11-25T11:56:46.051438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:46.052679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:46.074578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:46.076135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:46.092288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:46.094227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:46.106406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:46.107391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:46.108491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:46.124478] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:46.212153] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: -1.31% | Symbol ETA: 6.3s | Global ETA: 45m 38s
[2025-11-25T11:56:46.212444] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:56:46.213473] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:46.213615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:46.214746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:46.215598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:46.216856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:56:46.218957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:46.218790] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.29%, Actual: 0.51%
[2025-11-25T11:56:46.411456] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.23%, Actual: 0.26%
[2025-11-25T11:56:46.445045] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:56:46.456907] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:56:46.577680] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:56:46.613751] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.92%, Actual: 1.82%
[2025-11-25T11:56:46.620353] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:46.630287] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:46.738727] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -2.05% | Symbol ETA: 10.7s | Global ETA: 45m 39s
[2025-11-25T11:56:46.738890] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:56:46.740025] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:46.740167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:46.740673] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.88% | Symbol ETA: 1.8s | Global ETA: 45m 39s
[2025-11-25T11:56:46.742388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:46.742982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:46.743460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:46.753623] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:46.800512] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.35%, Actual: 0.32%
[2025-11-25T11:56:46.838896] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 5.4s | Global ETA: 45m 39s
[2025-11-25T11:56:46.839060] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:56:46.839982] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:46.840120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:46.841041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:46.841918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:46.843147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:56:46.844835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:46.866041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:46.867340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:46.912605] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 5.10%, Actual: 2.67%
[2025-11-25T11:56:46.921149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:46.922150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:46.923268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:46.986277] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.12%, Actual: 0.38%
[2025-11-25T11:56:47.083340] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.49%, Actual: 3.10%
[2025-11-25T11:56:47.168614] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.08%, Actual: 2.15%
[2025-11-25T11:56:47.190483] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:56:47.253486] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 1.87%, Actual: 1.78%
[2025-11-25T11:56:47.262332] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:56:47.355516] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -4.66%, Actual: 0.72%
[2025-11-25T11:56:47.359064] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:47.427441] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.58%, Actual: 1.72%
[2025-11-25T11:56:47.430949] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:47.440735] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 4.6s | Global ETA: 45m 40s
[2025-11-25T11:56:47.441013] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:56:47.441853] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:47.441991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:47.442952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:47.443828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:47.445058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:56:47.446752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:47.530249] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.27%, Actual: 1.07%
[2025-11-25T11:56:47.530635] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 43.4279%
[2025-11-25T11:56:47.530810] [INFO ] [main      ] LVS: DISCARDED add_true_range (score: 43.43%)
[2025-11-25T11:56:47.530937] [INFO ] [main      ] LVS: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:56:47.531033] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_vol_of_vol']
[2025-11-25T11:56:47.531134] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:56:47.539631] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.03% | Symbol ETA: 9.8s | Global ETA: 45m 40s
[2025-11-25T11:56:47.539805] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:56:47.540684] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:47.540934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:47.542925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:47.543583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:47.544115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:47.546775] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:47.547457] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:56:47.548391] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:47.548725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:47.553952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:47.615014] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 2.13%, Actual: 1.43%
[2025-11-25T11:56:47.673266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:47.674667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:47.685237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:47.687893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:47.689005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:47.690221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:47.728296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:47.729554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:47.730665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:47.796275] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.03%, Actual: 0.07%
[2025-11-25T11:56:47.828970] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:56:48.006444] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: -0.82%, Actual: 3.34%
[2025-11-25T11:56:48.018710] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:48.034906] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:56:48.092777] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:56:48.120360] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 4.0s | Global ETA: 45m 41s
[2025-11-25T11:56:48.120886] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:56:48.122100] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:48.122262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:48.123725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:48.124988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:48.126796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:56:48.129028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:48.216781] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:48.246813] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.34%
[2025-11-25T11:56:48.285543] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:48.335492] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -0.34% | Symbol ETA: 8.6s | Global ETA: 45m 41s
[2025-11-25T11:56:48.335783] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:56:48.336589] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:48.336742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:48.341778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:48.393300] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -2.59% | Symbol ETA: 9.0s | Global ETA: 45m 41s
[2025-11-25T11:56:48.393580] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:56:48.394452] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:48.394627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:48.396447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:48.397082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:48.397577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:48.420342] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.99%, Actual: 1.43%
[2025-11-25T11:56:48.470102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:48.472234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:48.473249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:48.474498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:48.501118] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:56:48.525918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:48.527416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:48.579997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:48.581198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:56:48.582491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:48.593930] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.88%, Actual: 1.66%
[2025-11-25T11:56:48.594254] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 50.3680%
[2025-11-25T11:56:48.594443] [INFO ] [main      ] RVTY: DISCARDED add_true_range (score: 50.37%)
[2025-11-25T11:56:48.594557] [INFO ] [main      ] RVTY: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:56:48.594673] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_vol_of_vol']
[2025-11-25T11:56:48.594781] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:56:48.608628] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:48.609347] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:56:48.610672] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:48.610815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:48.678344] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:48.736953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:48.738429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:48.755097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:48.756373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:48.762604] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.64% | Symbol ETA: 3.4s | Global ETA: 45m 42s
[2025-11-25T11:56:48.762931] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:56:48.763979] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:48.764118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:48.765090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:48.765974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:48.767211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:56:48.768933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:48.851771] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:56:48.935094] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:56:49.030146] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:49.114251] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:56:49.121697] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:49.136123] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:56:49.152763] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 7.9s | Global ETA: 45m 42s
[2025-11-25T11:56:49.153061] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:56:49.153908] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:49.154040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:49.159321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:49.228215] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 0.68% | Symbol ETA: 8.2s | Global ETA: 45m 43s
[2025-11-25T11:56:49.297737] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:49.305102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:49.307779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:49.308767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:49.310233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:49.317308] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:49.400230] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.69% | Symbol ETA: 2.7s | Global ETA: 45m 43s
[2025-11-25T11:56:49.400523] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:56:49.401314] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:49.401455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:49.402421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:49.403294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:49.404559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:56:49.406257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:49.407008] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.75%, Actual: 2.49%
[2025-11-25T11:56:49.424022] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.89% | Symbol ETA: 8.9s | Global ETA: 45m 43s
[2025-11-25T11:56:49.424309] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:56:49.425234] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:49.425381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:49.554324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:49.556077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:49.573565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:49.574593] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 0.68%
[2025-11-25T11:56:49.575045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:49.659878] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:56:49.745475] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.88%, Actual: 0.50%
[2025-11-25T11:56:49.746389] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:56:49.830455] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:49.916608] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 1.07%, Actual: 0.57%
[2025-11-25T11:56:49.921122] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:49.924737] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:56:49.940682] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 0.81% | Symbol ETA: 7.1s | Global ETA: 45m 44s
[2025-11-25T11:56:49.940953] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:56:49.941793] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:49.941923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:49.946804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:50.004017] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 2.1s | Global ETA: 45m 44s
[2025-11-25T11:56:50.004298] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:56:50.005197] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:50.005346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:50.006397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:50.007432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:50.008989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:56:50.011124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:50.070235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:50.072240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:50.073204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:50.074322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:50.089464] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.34%, Actual: 0.54%
[2025-11-25T11:56:50.125044] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:50.249991] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -4.14% | Symbol ETA: 8.1s | Global ETA: 45m 44s
[2025-11-25T11:56:50.250279] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:56:50.251125] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:50.251271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:50.258000] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.67%, Actual: 0.80%
[2025-11-25T11:56:50.363358] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:56:50.374560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:50.376097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:50.392065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:50.393459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:50.418664] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:56:50.425875] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -2.05%, Actual: 2.52%
[2025-11-25T11:56:50.531460] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:50.592035] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:50.593445] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.03%, Actual: 0.11%
[2025-11-25T11:56:50.612425] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 1.4s | Global ETA: 45m 45s
[2025-11-25T11:56:50.612729] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:56:50.613553] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:50.613709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:50.614669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:50.615529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:50.616718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:56:50.618423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:50.701878] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: 0.16% | Symbol ETA: 6.3s | Global ETA: 45m 45s
[2025-11-25T11:56:50.702148] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:56:50.702972] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:50.703102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:50.707933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:50.735703] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:56:50.762378] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -2.59%, Actual: 0.27%
[2025-11-25T11:56:50.834491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:50.836566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:50.837513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:50.838805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:50.908609] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:50.934258] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 0.68%, Actual: 1.30%
[2025-11-25T11:56:50.934659] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 45.8744%
[2025-11-25T11:56:50.934847] [INFO ] [main      ] KOF: DISCARDED add_preclose_acceleration_mag (score: 45.87%)
[2025-11-25T11:56:50.934971] [INFO ] [main      ] KOF: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T11:56:50.935078] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prev_1100_to_open']
[2025-11-25T11:56:50.935140] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:56:50.949114] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:50.949728] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:56:50.950780] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:50.950926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:50.952945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:50.953552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:50.954071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:50.969292] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:56:51.036749] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 0.35% | Symbol ETA: 7.2s | Global ETA: 45m 45s
[2025-11-25T11:56:51.036918] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:56:51.037753] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:51.037987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:51.084310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:51.085703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:51.141610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:51.141945] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:51.142870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:56:51.143682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:51.164985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:51.166684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:51.185190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:51.186580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:51.197609] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:56:51.222840] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: -0.46% | Symbol ETA: 0.8s | Global ETA: 45m 46s
[2025-11-25T11:56:51.223145] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:56:51.224000] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:51.224138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:51.225099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:51.225981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:51.227224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:56:51.228913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:51.376111] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:51.488845] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:56:51.490628] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.93% | Symbol ETA: 5.5s | Global ETA: 45m 46s
[2025-11-25T11:56:51.490795] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:56:51.491610] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:51.491759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:51.496904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:51.543176] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:56:51.588024] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:56:51.624696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:51.626859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:51.627817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:51.629108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:51.657811] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:51.723906] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:51.758023] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:51.767798] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.51% | Symbol ETA: 14.7s | Global ETA: 45m 47s
[2025-11-25T11:56:51.768091] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:56:51.769205] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:51.769354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:51.771365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:51.772157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:51.772692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:51.838904] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -1.96% | Symbol ETA: 0.2s | Global ETA: 45m 47s
[2025-11-25T11:56:51.852330] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -2.65% | Symbol ETA: 6.4s | Global ETA: 45m 47s
[2025-11-25T11:56:51.852656] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:56:51.853519] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:51.853687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:51.902028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:51.903393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:51.958021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:51.959099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:56:51.959960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:51.975171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:51.976771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:51.980855] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:56:51.992741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:51.993971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:52.007076] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: -1.31%, Actual: 0.73%
[2025-11-25T11:56:52.155106] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:52.175125] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 1.00%
[2025-11-25T11:56:52.266793] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 4.7s | Global ETA: 45m 47s
[2025-11-25T11:56:52.267077] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:56:52.267908] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:52.268039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:52.272838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:52.304273] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:56:52.334426] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:56:52.343309] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 1.32%
[2025-11-25T11:56:52.397461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:52.399443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:52.400432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:52.401625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:52.473183] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:52.505390] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:52.513681] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.51%
[2025-11-25T11:56:52.583450] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.29% | Symbol ETA: 13.9s | Global ETA: 45m 48s
[2025-11-25T11:56:52.583782] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:56:52.584610] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:52.584767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:52.586486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:52.587102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:52.587590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:52.624454] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: -0.42% | Symbol ETA: 5.6s | Global ETA: 45m 48s
[2025-11-25T11:56:52.624756] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:56:52.625584] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:52.625752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:52.681450] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.64%, Actual: 0.45%
[2025-11-25T11:56:52.712083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:52.713431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:52.745507] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:56:52.745965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:52.747592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:52.763084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:52.764354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:52.767057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:52.768212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:56:52.769055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:52.849740] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.69%, Actual: 0.11%
[2025-11-25T11:56:52.924764] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:53.021921] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 2.40%
[2025-11-25T11:56:53.037471] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.01% | Symbol ETA: 3.9s | Global ETA: 45m 49s
[2025-11-25T11:56:53.037763] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:56:53.038537] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:53.038687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:53.043479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:53.113392] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:56:53.118783] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:56:53.164916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:53.166935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:53.167873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:53.169082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:53.190259] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.67%, Actual: 1.03%
[2025-11-25T11:56:53.290169] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:53.296245] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:53.364366] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.72%
[2025-11-25T11:56:53.402828] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.25% | Symbol ETA: 13.0s | Global ETA: 45m 49s
[2025-11-25T11:56:53.402975] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:56:53.403791] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:53.403877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:53.405565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:53.406111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:53.406525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:53.416971] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -1.61% | Symbol ETA: 4.8s | Global ETA: 45m 49s
[2025-11-25T11:56:53.417154] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:56:53.417926] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:53.418000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:53.524610] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:56:53.533271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:53.534457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:53.536989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:53.536918] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.96%, Actual: 1.79%
[2025-11-25T11:56:53.537239] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 44.6246%
[2025-11-25T11:56:53.537405] [INFO ] [main      ] CBL: DISCARDED add_volume_zscore (score: 44.62%)
[2025-11-25T11:56:53.537523] [INFO ] [main      ] CBL: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:56:53.537632] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity', 'add_vwap_deviations']
[2025-11-25T11:56:53.537761] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T11:56:53.538355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:53.551442] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:53.551888] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 2
[2025-11-25T11:56:53.552771] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:53.552860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:53.553830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:53.554697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:53.555066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:53.555999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:56:53.556252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:53.562091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:53.589084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:53.590187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:56:53.590950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:53.703708] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:53.817873] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.17% | Symbol ETA: 3.1s | Global ETA: 45m 50s
[2025-11-25T11:56:53.818149] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:56:53.818989] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:53.819120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:53.823959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:53.911947] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:56:53.920063] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-20
[2025-11-25T11:56:53.942315] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:56:53.948976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:53.951000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:53.952133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:53.953550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:54.092408] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:54.101285] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:54.118943] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:54.192771] [INFO ] [main      ] CBL: Lookback Days: 2, Magnitude: 0.32% | Symbol ETA: 5.8s | Global ETA: 45m 50s
[2025-11-25T11:56:54.193072] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 3
[2025-11-25T11:56:54.193939] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:54.194077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:54.195064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:54.195960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:54.197234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:56:54.203101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:54.220300] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.35% | Symbol ETA: 4.0s | Global ETA: 45m 50s
[2025-11-25T11:56:54.220590] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:56:54.221469] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:54.221615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:54.232825] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.34% | Symbol ETA: 12.2s | Global ETA: 45m 50s
[2025-11-25T11:56:54.233119] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:56:54.234173] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:54.234318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:54.236245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:54.236845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:54.237544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:54.314979] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:56:54.348629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:54.350345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:54.366376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:54.366848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:54.367737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:54.368188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:54.424412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:54.425569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:56:54.426364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:54.498765] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:54.560966] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-19
[2025-11-25T11:56:54.620073] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.51% | Symbol ETA: 2.3s | Global ETA: 45m 51s
[2025-11-25T11:56:54.620357] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:56:54.621273] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:54.621408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:54.626669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:54.732470] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:56:54.754203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:54.756464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:54.757430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:54.758666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:54.767518] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:56:54.794084] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:54.877591] [INFO ] [main      ] CBL: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 5.3s | Global ETA: 45m 51s
[2025-11-25T11:56:54.877882] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 4
[2025-11-25T11:56:54.878721] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:54.878859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:54.879823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:54.880693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:54.881937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:56:54.887745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:54.908952] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:54.938369] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:55.028360] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.13% | Symbol ETA: 3.2s | Global ETA: 45m 52s
[2025-11-25T11:56:55.028700] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:56:55.029823] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:55.029971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:55.046756] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.86% | Symbol ETA: 11.4s | Global ETA: 45m 52s
[2025-11-25T11:56:55.047077] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:56:55.047932] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:55.048074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:55.049826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:55.050408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:55.050910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:55.101238] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:56:55.155343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:55.157174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:55.173944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:55.174507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:55.175327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:55.175856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:55.227431] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-18
[2025-11-25T11:56:55.227957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:55.228877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:56:55.229639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:55.270163] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:55.377053] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.61% | Symbol ETA: 1.5s | Global ETA: 45m 52s
[2025-11-25T11:56:55.396954] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:55.478366] [INFO ] [main      ] CBL: Lookback Days: 4, Magnitude: 0.57% | Symbol ETA: 4.5s | Global ETA: 45m 52s
[2025-11-25T11:56:55.478662] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 5
[2025-11-25T11:56:55.479534] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:55.479689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:55.480626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:55.481517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:55.482748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:56:55.488519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:55.535786] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:56:55.545488] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -0.34%, Actual: 2.07%
[2025-11-25T11:56:55.563597] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:56:55.712791] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.22%, Actual: 2.19%
[2025-11-25T11:56:55.717623] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:55.730579] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:55.825238] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-17
[2025-11-25T11:56:55.835529] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.06% | Symbol ETA: 10.6s | Global ETA: 45m 53s
[2025-11-25T11:56:55.835697] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:56:55.836478] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:55.836563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:55.838231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:55.838900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:55.839374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:55.844745] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 1.98% | Symbol ETA: 2.3s | Global ETA: 45m 53s
[2025-11-25T11:56:55.845033] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:56:55.845893] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:55.846035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:55.880390] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 0.51%
[2025-11-25T11:56:55.962293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:55.963581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:55.983951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:55.985978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:55.996184] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:56:56.003454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:56:56.004903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:56.015956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:56.017215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:56:56.018031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:56.051745] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 0.26%
[2025-11-25T11:56:56.076334] [INFO ] [main      ] CBL: Lookback Days: 5, Magnitude: -0.95% | Symbol ETA: 3.8s | Global ETA: 45m 53s
[2025-11-25T11:56:56.076482] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 6
[2025-11-25T11:56:56.077282] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:56.077357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:56.078255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:56.079078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:56.080262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:56:56.085959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:56.226715] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 1.82%
[2025-11-25T11:56:56.359235] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:56:56.364739] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:56:56.395831] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 0.32%
[2025-11-25T11:56:56.421456] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-14
[2025-11-25T11:56:56.531302] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:56.545884] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:56.563859] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.01%, Actual: 0.38%
[2025-11-25T11:56:56.587795] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:56:56.636273] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.50% | Symbol ETA: 9.8s | Global ETA: 45m 54s
[2025-11-25T11:56:56.636575] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:56:56.637445] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:56.637585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:56.639329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:56.639922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:56.640398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:56.661526] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 3.47% | Symbol ETA: 1.5s | Global ETA: 45m 54s
[2025-11-25T11:56:56.669465] [INFO ] [main      ] CBL: Lookback Days: 6, Magnitude: 0.67% | Symbol ETA: 3.1s | Global ETA: 45m 54s
[2025-11-25T11:56:56.669767] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 7
[2025-11-25T11:56:56.670590] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:56.670741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:56.671710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:56.672562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:56.673793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:56:56.679466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:56.733577] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.17%, Actual: 2.15%
[2025-11-25T11:56:56.761240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:56.762672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:56.815843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:56.817077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:56:56.817803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:56.835219] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.89%, Actual: 2.67%
[2025-11-25T11:56:56.901894] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.51%, Actual: 0.72%
[2025-11-25T11:56:57.013504] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -4.14%, Actual: 3.10%
[2025-11-25T11:56:57.020194] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-13
[2025-11-25T11:56:57.070876] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.61%, Actual: 1.07%
[2025-11-25T11:56:57.071242] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 44.7175%
[2025-11-25T11:56:57.071401] [INFO ] [main      ] LVS: DISCARDED add_vol_of_vol (score: 44.72%)
[2025-11-25T11:56:57.071531] [INFO ] [main      ] LVS: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:56:57.071585] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_volatility_decay_ratio']
[2025-11-25T11:56:57.071703] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:56:57.086373] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:57.086940] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:56:57.087901] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:57.088032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:57.092903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:57.161977] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:56:57.186451] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 0.35%, Actual: 1.78%
[2025-11-25T11:56:57.192367] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:56:57.223120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:57.225441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:57.226465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:57.227877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:57.273343] [INFO ] [main      ] CBL: Lookback Days: 7, Magnitude: -1.18% | Symbol ETA: 2.5s | Global ETA: 45m 55s
[2025-11-25T11:56:57.273517] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 8
[2025-11-25T11:56:57.274321] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:57.274539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:57.275558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:57.276446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:57.277775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:56:57.283609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:57.332900] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:57.360327] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -2.65%, Actual: 1.72%
[2025-11-25T11:56:57.443547] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.42% | Symbol ETA: 8.9s | Global ETA: 45m 56s
[2025-11-25T11:56:57.443729] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:56:57.444583] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:57.444838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:57.446704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:57.447287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:57.447815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:57.539822] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 1.43%
[2025-11-25T11:56:57.580660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:57.582135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:57.586556] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:56:57.622266] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-12
[2025-11-25T11:56:57.634380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:57.635736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:56:57.636535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:57.712409] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -1.61%, Actual: 0.07%
[2025-11-25T11:56:57.758398] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:57.791122] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:56:57.872426] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.04% | Symbol ETA: 8.3s | Global ETA: 45m 56s
[2025-11-25T11:56:57.872830] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:56:57.872921] [INFO ] [main      ] CBL: Lookback Days: 8, Magnitude: 1.21% | Symbol ETA: 1.9s | Global ETA: 45m 56s
[2025-11-25T11:56:57.873085] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 9
[2025-11-25T11:56:57.873765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:57.873896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:57.873882] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:57.874075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:57.875028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:57.875906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:57.877160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:56:57.878817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:57.882960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:57.887919] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.35%, Actual: 3.34%
[2025-11-25T11:56:58.004799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:58.005666] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:56:58.006983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:58.007978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:58.009246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:58.063940] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.13%, Actual: 0.34%
[2025-11-25T11:56:58.183599] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:58.220293] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-11
[2025-11-25T11:56:58.238358] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 1.98%, Actual: 1.43%
[2025-11-25T11:56:58.301010] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -2.28% | Symbol ETA: 8.1s | Global ETA: 45m 57s
[2025-11-25T11:56:58.301164] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:56:58.301998] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:56:58.302094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:56:58.303870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:56:58.304540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:56:58.305056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:58.361876] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:56:58.389983] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:56:58.415043] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 3.47%, Actual: 1.66%
[2025-11-25T11:56:58.415448] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 43.5800%
[2025-11-25T11:56:58.415635] [INFO ] [main      ] RVTY: DISCARDED add_vol_of_vol (score: 43.58%)
[2025-11-25T11:56:58.415774] [INFO ] [main      ] RVTY: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:56:58.415883] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_volatility_decay_ratio']
[2025-11-25T11:56:58.415994] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:56:58.428802] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:56:58.429298] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:56:58.430189] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:58.430329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:58.432942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:58.434683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:56:58.470884] [INFO ] [main      ] CBL: Lookback Days: 9, Magnitude: 1.32% | Symbol ETA: 1.2s | Global ETA: 45m 57s
[2025-11-25T11:56:58.471162] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 10
[2025-11-25T11:56:58.472005] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:58.472146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:58.473109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:58.473991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:58.475216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:56:58.481102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:58.489728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:58.491017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T11:56:58.491884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:58.535807] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:58.554553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:58.556161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:58.572330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:58.573611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:58.659082] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -3.14% | Symbol ETA: 7.5s | Global ETA: 45m 57s
[2025-11-25T11:56:58.659356] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:56:58.660194] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:58.660326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:58.665154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:58.787885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:58.789830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:58.790711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:58.791931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:58.817427] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-10
[2025-11-25T11:56:58.832391] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:56:58.920097] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:56:58.987728] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:56:59.001575] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:59.066013] [INFO ] [main      ] CBL: Lookback Days: 10, Magnitude: 1.09% | Symbol ETA: 0.6s | Global ETA: 45m 58s
[2025-11-25T11:56:59.066312] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 11
[2025-11-25T11:56:59.067236] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:59.067376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:56:59.068346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:59.069234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T11:56:59.070448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:56:59.076241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:59.103850] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.73% | Symbol ETA: 7.3s | Global ETA: 45m 58s
[2025-11-25T11:56:59.110579] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:56:59.130340] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:56:59.229805] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 4.49% | Symbol ETA: 8.5s | Global ETA: 45m 58s
[2025-11-25T11:56:59.230100] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:56:59.231055] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:56:59.231198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:59.271798] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.51%, Actual: 2.49%
[2025-11-25T11:56:59.311619] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:56:59.354208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:56:59.355707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:56:59.371591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:59.372857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:59.412173] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-07
[2025-11-25T11:56:59.428059] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.73% | Symbol ETA: 6.7s | Global ETA: 45m 59s
[2025-11-25T11:56:59.428347] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:56:59.429279] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:56:59.429417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:56:59.434495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:56:59.440918] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 0.68%
[2025-11-25T11:56:59.567524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:56:59.570269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:56:59.571296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:56:59.572670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:56:59.580406] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:56:59.610300] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.25%, Actual: 0.50%
[2025-11-25T11:56:59.659857] [INFO ] [main      ] CBL: Lookback Days: 11, Magnitude: -0.73% | Symbol ETA: 0.0s | Global ETA: 45m 59s
[2025-11-25T11:56:59.714156] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:56:59.781097] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.34%, Actual: 0.57%
[2025-11-25T11:56:59.829102] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 0.32%, Actual: 0.73%
[2025-11-25T11:56:59.886468] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:56:59.940811] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:56:59.970611] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.86%, Actual: 0.54%
[2025-11-25T11:56:59.997951] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 1.00%
[2025-11-25T11:57:00.010684] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.18% | Symbol ETA: 7.6s | Global ETA: 45m 60s
[2025-11-25T11:57:00.010839] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:57:00.011741] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:00.011839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:00.125349] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:00.135239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:00.136710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:00.151922] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 0.80%
[2025-11-25T11:57:00.153081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:00.154460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:00.166947] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 0.57%, Actual: 1.32%
[2025-11-25T11:57:00.240261] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -3.00% | Symbol ETA: 6.0s | Global ETA: 45m 60s
[2025-11-25T11:57:00.240436] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:57:00.241803] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:00.242006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:00.247262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:00.331967] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.50%, Actual: 2.52%
[2025-11-25T11:57:00.334373] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.95%, Actual: 0.51%
[2025-11-25T11:57:00.378894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:00.381384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:00.382576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:00.383916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:00.497300] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:57:00.504072] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: 0.67%, Actual: 0.45%
[2025-11-25T11:57:00.507776] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.42%, Actual: 0.11%
[2025-11-25T11:57:00.666552] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:00.672426] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: -1.18%, Actual: 0.11%
[2025-11-25T11:57:00.681929] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -2.28%, Actual: 0.27%
[2025-11-25T11:57:00.742743] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:57:00.787674] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 6.8s | Global ETA: 46m 1s
[2025-11-25T11:57:00.787834] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:57:00.788604] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:00.788704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:00.841635] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.21%, Actual: 2.40%
[2025-11-25T11:57:00.855718] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.73%, Actual: 1.30%
[2025-11-25T11:57:00.856119] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 37.2088%
[2025-11-25T11:57:00.856289] [INFO ] [main      ] KOF: DISCARDED add_prev_1100_to_open (score: 37.21%)
[2025-11-25T11:57:00.856410] [INFO ] [main      ] KOF: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T11:57:00.856517] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prev_close_to_1100']
[2025-11-25T11:57:00.856627] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:57:00.870546] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:00.871200] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:57:00.872162] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:00.872310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:00.874107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:00.874756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:00.875231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:00.921364] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:00.923366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:00.924826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:00.941422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:00.942806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:01.010222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:01.011600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:01.021961] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: 1.32%, Actual: 1.03%
[2025-11-25T11:57:01.065341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:01.066400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:57:01.067148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:01.143299] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 5.3s | Global ETA: 46m 1s
[2025-11-25T11:57:01.143471] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:57:01.144348] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:01.146731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:01.158493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:01.279334] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 1.09%, Actual: 0.72%
[2025-11-25T11:57:01.346542] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:57:01.433004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:01.438486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:01.439481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:01.444070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:01.470974] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -0.73%, Actual: 1.79%
[2025-11-25T11:57:01.471365] [INFO ] [main      ] CBL: Magnitude Forecast Confidence: 50.5619%
[2025-11-25T11:57:01.471542] [INFO ] [main      ] CBL: DISCARDED add_vwap_deviations (score: 50.56%)
[2025-11-25T11:57:01.471674] [INFO ] [main      ] CBL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:57:01.471785] [INFO ] [main      ] CBL: Best accuracy: 62.93%
[2025-11-25T11:57:01.471892] [INFO ] [main      ] CBL: Best feature set (3 features): ['add_gap_morning_composite', 'add_gaps', 'add_open_11_elasticity']
[2025-11-25T11:57:01.472001] [INFO ] [main      ] CBL: Improvement over baseline: 3.55%
[2025-11-25T11:57:01.472131] [INFO ] [main      ] CBL: Total time: 7.1 minutes
[2025-11-25T11:57:01.472242] [INFO ] [main      ] CBL: Average time per feature: 8.0 seconds
[2025-11-25T11:57:01.472343] [INFO ] [main      ] CBL: Average speed: 0.12 features/sec
[2025-11-25T11:57:01.539846] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:01.652047] [DEBUG] [METRICS   ] CBL: 2025-11-21:2025-11-24: Predicted: 1.52%, Actual: 0.73%
[2025-11-25T11:57:01.701170] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:57:01.704715] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.31% | Symbol ETA: 6.2s | Global ETA: 46m 2s
[2025-11-25T11:57:01.704865] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:57:01.705718] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:01.705804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:01.835011] [DEBUG] [METRICS   ] CBL: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 1.00%
[2025-11-25T11:57:01.838780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:01.841259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:01.866183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:01.868359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:01.939700] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:57:01.988397] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:02.038182] [DEBUG] [METRICS   ] CBL: 2025-11-19:2025-11-20: Predicted: 1.49%, Actual: 1.32%
[2025-11-25T11:57:02.116479] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.48% | Symbol ETA: 17.9s | Global ETA: 46m 3s
[2025-11-25T11:57:02.116652] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:57:02.117474] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:02.117556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:02.117869] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:02.119256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:02.119810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:02.120222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:02.206666] [DEBUG] [METRICS   ] CBL: 2025-11-18:2025-11-19: Predicted: -0.79%, Actual: 0.51%
[2025-11-25T11:57:02.230243] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: -1.09% | Symbol ETA: 4.7s | Global ETA: 46m 3s
[2025-11-25T11:57:02.230494] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:57:02.231327] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:02.231469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:02.236284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:02.240701] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:57:02.243757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:02.245034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:02.300342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:02.301449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:57:02.302384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:02.357723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:02.359712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:02.360529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:02.361935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:02.382611] [DEBUG] [METRICS   ] CBL: 2025-11-17:2025-11-18: Predicted: -1.06%, Actual: 0.45%
[2025-11-25T11:57:02.412111] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:02.531700] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 1.20% | Symbol ETA: 5.4s | Global ETA: 46m 4s
[2025-11-25T11:57:02.531847] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:57:02.532596] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:02.532716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:02.554770] [DEBUG] [METRICS   ] CBL: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 0.11%
[2025-11-25T11:57:02.658068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:02.659346] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:57:02.659745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:02.676358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:02.677693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:02.706379] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:57:02.739361] [DEBUG] [METRICS   ] CBL: 2025-11-13:2025-11-14: Predicted: 1.44%, Actual: 2.40%
[2025-11-25T11:57:02.834163] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:02.879120] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:02.913857] [DEBUG] [METRICS   ] CBL: 2025-11-12:2025-11-13: Predicted: -0.82%, Actual: 1.03%
[2025-11-25T11:57:02.945380] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.74% | Symbol ETA: 15.0s | Global ETA: 46m 4s
[2025-11-25T11:57:02.945712] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:57:02.946617] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:02.946830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:02.948794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:02.949597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:02.950267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:02.991874] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -1.53% | Symbol ETA: 3.8s | Global ETA: 46m 4s
[2025-11-25T11:57:02.992175] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:57:02.993592] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:02.993767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:02.998688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:03.015712] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:57:03.080442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:03.081937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:03.086923] [DEBUG] [METRICS   ] CBL: 2025-11-11:2025-11-12: Predicted: 0.69%, Actual: 0.72%
[2025-11-25T11:57:03.121478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:03.123630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:03.124553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:03.125817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:03.135654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:03.136668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:57:03.137488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:03.186966] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:03.262979] [DEBUG] [METRICS   ] CBL: 2025-11-10:2025-11-11: Predicted: -1.70%, Actual: 1.79%
[2025-11-25T11:57:03.263547] [INFO ] [LOCAL     ] Saved configuration for CBL: 3 features, 62.93% accuracy -> ./output/feature-sets/CBL.json
[2025-11-25T11:57:03.265144] [INFO ] [main      ] Progress: 13/31 symbols completed (41.9%). CBL finished in 7m 16s. ETA: 40m 18s. Rate: 0.45 symbols/min
[2025-11-25T11:57:03.267408] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:57:03.281272] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:03.282121] [INFO ] [main      ] LNG: Testing with 53 available features
[2025-11-25T11:57:03.282243] [INFO ] [main      ] LNG: Establishing baseline with no features...
[2025-11-25T11:57:03.282340] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:57:03.295538] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:03.296066] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:57:03.297230] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:57:03.311337] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.30% | Symbol ETA: 4.5s | Global ETA: 40m 18s
[2025-11-25T11:57:03.311657] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:57:03.312441] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:03.312590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:03.440730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:03.442370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:03.459965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:03.461454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:03.474437] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:57:03.490728] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:57:03.638328] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:57:03.650089] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:03.662028] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:03.765894] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -2.43% | Symbol ETA: 2.9s | Global ETA: 40m 18s
[2025-11-25T11:57:03.766057] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:57:03.766851] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:03.767096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:03.771035] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.66% | Symbol ETA: 13.5s | Global ETA: 40m 18s
[2025-11-25T11:57:03.771301] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:57:03.771982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:03.772159] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:03.772310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:03.774060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:03.774632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:03.775125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:03.801714] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:57:03.805324] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:03.894639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:03.896831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:03.897781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:03.899041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:03.902328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:03.903714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:03.956813] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.08%
[2025-11-25T11:57:03.957202] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:57:03.958048] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:57:03.958672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:03.959622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:57:03.960453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:03.970543] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:04.088936] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 2.67% | Symbol ETA: 3.7s | Global ETA: 40m 19s
[2025-11-25T11:57:04.089219] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:57:04.090061] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:04.090202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:04.217088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:04.218790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:04.235169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:04.236632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:04.253262] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:57:04.291866] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:57:04.316960] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:57:04.433175] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:04.461116] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:04.488674] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:04.547741] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -5.30% | Symbol ETA: 2.1s | Global ETA: 40m 20s
[2025-11-25T11:57:04.548052] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:57:04.548954] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:04.549122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:04.554096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:04.581228] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:57:04.596283] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.02% | Symbol ETA: 12.3s | Global ETA: 40m 20s
[2025-11-25T11:57:04.596587] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:57:04.597463] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:04.597612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:04.599362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:04.599976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:04.600464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:04.615727] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.28%
[2025-11-25T11:57:04.616054] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:57:04.616893] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:57:04.681610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:04.683831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:04.684794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:04.686079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:04.722421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:04.723797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:04.748191] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:04.777320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:04.778574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:57:04.779384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:04.864868] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: -0.01% | Symbol ETA: 2.9s | Global ETA: 40m 20s
[2025-11-25T11:57:04.865161] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:57:04.866004] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:04.866142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:04.952161] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:57:04.992289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:04.993816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:05.014035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:05.015745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:05.051425] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:57:05.124068] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:05.124679] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:57:05.225087] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:05.266578] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 0.66%
[2025-11-25T11:57:05.266944] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:57:05.267791] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:57:05.336520] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -0.21% | Symbol ETA: 1.2s | Global ETA: 40m 21s
[2025-11-25T11:57:05.352981] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:57:05.357287] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:05.463356] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -3.76% | Symbol ETA: 11.3s | Global ETA: 40m 21s
[2025-11-25T11:57:05.463676] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:57:05.464495] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:05.464656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:05.466354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:05.466968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:05.467480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:05.509895] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.04%, Actual: 2.07%
[2025-11-25T11:57:05.521123] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:05.589706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:05.591134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:05.601913] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:57:05.641308] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 0.82% | Symbol ETA: 2.1s | Global ETA: 40m 21s
[2025-11-25T11:57:05.641613] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:57:05.642475] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:05.642625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:05.644426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:05.645629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:57:05.646428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:05.683351] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -3.14%, Actual: 2.19%
[2025-11-25T11:57:05.760808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:05.762418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:05.768960] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:05.778357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:57:05.779843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:05.909128] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.73%, Actual: 0.51%
[2025-11-25T11:57:05.913834] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.08%
[2025-11-25T11:57:05.914168] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:57:05.914997] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:57:05.986726] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:57:06.096169] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -3.00%, Actual: 0.26%
[2025-11-25T11:57:06.117743] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:57:06.158543] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:06.248963] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:57:06.264739] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 10.3s | Global ETA: 40m 22s
[2025-11-25T11:57:06.265042] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:57:06.265879] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:06.266022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:06.266016] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.62%, Actual: 1.82%
[2025-11-25T11:57:06.267757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:06.268344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:06.268839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:06.290182] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:06.408281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:06.409843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:06.412396] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 0.64% | Symbol ETA: 1.3s | Global ETA: 40m 22s
[2025-11-25T11:57:06.417171] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:06.437500] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: -1.09%, Actual: 0.32%
[2025-11-25T11:57:06.464462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:06.465708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:57:06.466471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:06.573759] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.29%
[2025-11-25T11:57:06.574059] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:57:06.574897] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:57:06.585118] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.49%, Actual: 2.67%
[2025-11-25T11:57:06.610869] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -1.53%, Actual: 0.38%
[2025-11-25T11:57:06.754767] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.18%, Actual: 3.10%
[2025-11-25T11:57:06.779839] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.43%, Actual: 2.15%
[2025-11-25T11:57:06.810368] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:57:06.911003] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:57:06.924366] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 1.78%
[2025-11-25T11:57:06.949292] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -5.30%, Actual: 0.72%
[2025-11-25T11:57:06.982866] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:07.078934] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:07.089446] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.80% | Symbol ETA: 9.4s | Global ETA: 40m 23s
[2025-11-25T11:57:07.089769] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:57:07.090627] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:07.090788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:07.092496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:07.093088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:07.093558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:07.093698] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.31%, Actual: 1.72%
[2025-11-25T11:57:07.142052] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 1.07%
[2025-11-25T11:57:07.142448] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 32.2649%
[2025-11-25T11:57:07.142617] [INFO ] [main      ] LVS: DISCARDED add_volatility_decay_ratio (score: 32.26%)
[2025-11-25T11:57:07.142783] [INFO ] [main      ] LVS: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:57:07.142881] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:57:07.143043] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:57:07.158378] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:07.159004] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:57:07.159956] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:07.160099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:07.165009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:07.214859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:07.216325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:07.229680] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 2.18%
[2025-11-25T11:57:07.230015] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:57:07.230933] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:57:07.262154] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.20%, Actual: 1.43%
[2025-11-25T11:57:07.269630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:07.270863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:57:07.271634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:07.288486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:07.290537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:07.291421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:07.293200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:07.293848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:07.295014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:07.297125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:07.433130] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.30%, Actual: 0.07%
[2025-11-25T11:57:07.576692] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:57:07.601878] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 2.67%, Actual: 3.34%
[2025-11-25T11:57:07.615514] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:57:07.633708] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:57:07.747095] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:07.775534] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: -0.01%, Actual: 0.34%
[2025-11-25T11:57:07.786602] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:07.801747] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:07.895308] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.52% | Symbol ETA: 8.5s | Global ETA: 40m 24s
[2025-11-25T11:57:07.895607] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:57:07.896017] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -1.74%
[2025-11-25T11:57:07.896277] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:57:07.896435] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:07.896529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:07.897203] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:57:07.898244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:07.898848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:07.899328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:07.917222] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -3.44% | Symbol ETA: 7.9s | Global ETA: 40m 24s
[2025-11-25T11:57:07.917513] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:57:07.918296] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:07.918442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:07.923324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:07.968774] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 0.82%, Actual: 1.43%
[2025-11-25T11:57:08.021050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:08.022426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:08.047039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:08.049327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:08.050270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:08.052056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:08.052622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:08.053851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:08.055954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:08.075756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:08.076759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:57:08.077598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:08.139451] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 1.66%
[2025-11-25T11:57:08.139908] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 39.5942%
[2025-11-25T11:57:08.140083] [INFO ] [main      ] RVTY: DISCARDED add_volatility_decay_ratio (score: 39.59%)
[2025-11-25T11:57:08.140199] [INFO ] [main      ] RVTY: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:57:08.140306] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:57:08.140437] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:57:08.153983] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:08.154669] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:57:08.155582] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:57:08.155748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:08.239849] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:57:08.283298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:08.284750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:08.301018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:08.302910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:08.303409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:08.304496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:08.306547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:08.393701] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:57:08.414414] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:08.437495] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:57:08.568331] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:08.569279] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.54%
[2025-11-25T11:57:08.569608] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:57:08.570504] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:57:08.624176] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:08.646856] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:57:08.682749] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.74% | Symbol ETA: 7.2s | Global ETA: 40m 25s
[2025-11-25T11:57:08.682896] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:57:08.683676] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:08.683768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:08.688526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:08.746573] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -2.51% | Symbol ETA: 7.6s | Global ETA: 40m 25s
[2025-11-25T11:57:08.746751] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:57:08.747588] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:08.747763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:08.749546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:08.750162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:08.750684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:08.811166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:08.813224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:08.814121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:08.815924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:08.816487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:08.816331] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:08.817635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:08.819744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:08.877823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:08.879290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:08.917850] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:57:08.945841] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 4.90% | Symbol ETA: 8.2s | Global ETA: 40m 26s
[2025-11-25T11:57:08.946003] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:57:08.945983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:08.946796] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:57:08.946873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:08.947347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T11:57:08.948425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:09.086854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:09.089103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:09.092394] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:09.106476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:09.108789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:09.109406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:09.110719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:09.113008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:09.155798] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:57:09.240244] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.75%
[2025-11-25T11:57:09.240572] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:57:09.241395] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:57:09.295560] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:57:09.323353] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:09.434661] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: -0.52% | Symbol ETA: 6.4s | Global ETA: 40m 26s
[2025-11-25T11:57:09.434957] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:57:09.435807] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:09.435949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:09.440929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:09.462115] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:57:09.463992] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:09.561747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:09.563837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:09.564721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:09.566467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:09.567066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:09.568288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:09.569359] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.44% | Symbol ETA: 6.7s | Global ETA: 40m 26s
[2025-11-25T11:57:09.570515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:09.592684] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:57:09.629486] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:09.740585] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.48%, Actual: 2.49%
[2025-11-25T11:57:09.758475] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -3.71% | Symbol ETA: 7.4s | Global ETA: 40m 27s
[2025-11-25T11:57:09.758632] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:57:09.759537] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:57:09.759699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:09.763894] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:09.880569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:09.881962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:09.897893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:09.899681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:09.900241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:09.901410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:09.903501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:09.906016] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:57:09.907901] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.00%
[2025-11-25T11:57:09.911733] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.74%, Actual: 0.68%
[2025-11-25T11:57:10.075386] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:10.082497] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.08%, Actual: 1.77%
[2025-11-25T11:57:10.084564] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.66%, Actual: 0.50%
[2025-11-25T11:57:10.189630] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -1.34% | Symbol ETA: 5.6s | Global ETA: 40m 27s
[2025-11-25T11:57:10.189946] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:57:10.190788] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:10.190931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:10.195903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:10.240369] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:57:10.261696] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 0.57%
[2025-11-25T11:57:10.261774] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 4.51%
[2025-11-25T11:57:10.318786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:10.320889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:10.321783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:10.323548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:10.324134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:10.325295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:10.327404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:10.408676] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:10.434254] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -3.76%, Actual: 0.54%
[2025-11-25T11:57:10.439343] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 0.66%, Actual: 3.14%
[2025-11-25T11:57:10.534402] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 1.16% | Symbol ETA: 6.6s | Global ETA: 40m 28s
[2025-11-25T11:57:10.534699] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:57:10.535520] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:57:10.535677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:10.607552] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 0.80%
[2025-11-25T11:57:10.618638] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 2.11%
[2025-11-25T11:57:10.659151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:10.660522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:10.666417] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:57:10.676439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:10.678326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:10.678926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:10.680112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:10.682230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:10.778821] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.80%, Actual: 2.52%
[2025-11-25T11:57:10.797566] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.29%, Actual: 1.66%
[2025-11-25T11:57:10.834882] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:10.948015] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.52%, Actual: 0.11%
[2025-11-25T11:57:10.950999] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 4.9s | Global ETA: 40m 28s
[2025-11-25T11:57:10.951295] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:57:10.952142] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:10.952288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:10.957150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:10.974747] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 2.18%, Actual: 0.48%
[2025-11-25T11:57:11.017134] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:57:11.080360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:11.082555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:11.083488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:11.085285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:11.085916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:11.087173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:11.089326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:11.116951] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -2.51%, Actual: 0.27%
[2025-11-25T11:57:11.152401] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -1.74%, Actual: 0.17%
[2025-11-25T11:57:11.186065] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:11.290446] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.44%, Actual: 1.30%
[2025-11-25T11:57:11.290888] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 37.8426%
[2025-11-25T11:57:11.291063] [INFO ] [main      ] KOF: DISCARDED add_prev_close_to_1100 (score: 37.84%)
[2025-11-25T11:57:11.291184] [INFO ] [main      ] KOF: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T11:57:11.291312] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prev_close_to_open']
[2025-11-25T11:57:11.291428] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:57:11.305366] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:11.306102] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:57:11.307048] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:11.307201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:11.309046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:11.309667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:11.310173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:11.311416] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -2.20% | Symbol ETA: 5.8s | Global ETA: 40m 29s
[2025-11-25T11:57:11.311719] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:57:11.312531] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:57:11.312688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:11.324298] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.54%, Actual: 0.43%
[2025-11-25T11:57:11.426164] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:57:11.437443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:11.438828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:11.442312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:11.443756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:11.454440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:11.456224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:11.456804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:11.457987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:11.460051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:11.494159] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.75%, Actual: 0.67%
[2025-11-25T11:57:11.500372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:11.501306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:57:11.502036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:11.595058] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:11.668361] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.00%, Actual: 2.39%
[2025-11-25T11:57:11.668764] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 34.0267%
[2025-11-25T11:57:11.668899] [INFO ] [main      ] LNG: Baseline score (no features): 34.0267%
[2025-11-25T11:57:11.669008] [INFO ] [main      ] LNG: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:11.669103] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:57:11.669202] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:57:11.683556] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:11.684107] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:57:11.685028] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:57:11.685158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:11.690044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:11.708908] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.18% | Symbol ETA: 4.1s | Global ETA: 40m 29s
[2025-11-25T11:57:11.709050] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:57:11.709841] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:11.709922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:11.714743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:11.794108] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:57:11.836848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:11.838930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:11.839812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:11.841587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:11.842168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:11.843346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:11.845434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:11.851659] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:57:11.960806] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:12.021101] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:12.039968] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:57:12.081979] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 1.05% | Symbol ETA: 5.0s | Global ETA: 40m 30s
[2025-11-25T11:57:12.082124] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:57:12.082915] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:57:12.083172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:12.131069] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.32% | Symbol ETA: 13.9s | Global ETA: 40m 30s
[2025-11-25T11:57:12.131215] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:57:12.131981] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:12.132058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:12.133807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:12.134315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:12.134760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:12.188431] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:57:12.202933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:12.204240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:12.215237] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:12.219664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:12.221354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:12.221872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:12.222975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:12.224976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:12.264868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:12.266161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:12.321206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:12.322287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:57:12.323270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:12.359567] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:12.366106] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.79% | Symbol ETA: 6m 1s | Global ETA: 40m 30s
[2025-11-25T11:57:12.366398] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:57:12.367331] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:57:12.367469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:12.372590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:12.474155] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -0.88% | Symbol ETA: 3.3s | Global ETA: 40m 30s
[2025-11-25T11:57:12.474439] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:57:12.475278] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:12.475422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:12.480318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:12.558227] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:57:12.603944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:12.605870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:12.606748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:12.608546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:12.609120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:12.610216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:12.612304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:12.660427] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:57:12.729251] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:12.731065] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:57:12.832323] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:12.853489] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -1.36% | Symbol ETA: 4.2s | Global ETA: 40m 31s
[2025-11-25T11:57:12.853788] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:57:12.854603] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:57:12.854764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:12.908287] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:12.942828] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.40% | Symbol ETA: 13.1s | Global ETA: 40m 31s
[2025-11-25T11:57:12.943142] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:57:12.944015] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:12.944162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:12.945932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:12.946522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:12.947053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:12.952408] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:57:12.974081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:12.975423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:12.991478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:12.993335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:12.993929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:12.995119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:12.997347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:13.063708] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -3.27% | Symbol ETA: 6m 4s | Global ETA: 40m 31s
[2025-11-25T11:57:13.063866] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:57:13.064606] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:57:13.064695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:13.069504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:13.075916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:13.077429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:13.124981] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:13.134005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:13.135137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:57:13.135945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:13.242361] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: 1.90% | Symbol ETA: 2.6s | Global ETA: 40m 32s
[2025-11-25T11:57:13.242686] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:57:13.243536] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:13.243701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:13.248666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:13.339520] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:57:13.375897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:13.377806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:13.378611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:13.380332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:13.380958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:13.382137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:13.384240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:13.408721] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:57:13.504873] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:57:13.510095] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:13.577340] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:13.635319] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 3.4s | Global ETA: 40m 32s
[2025-11-25T11:57:13.635587] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:57:13.636448] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:57:13.636593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:13.684012] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:13.723881] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 1.64% | Symbol ETA: 5m 58s | Global ETA: 40m 32s
[2025-11-25T11:57:13.724167] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:57:13.725042] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:57:13.725175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:13.727358] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:57:13.730183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:13.757736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:13.759100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:13.774859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:13.776617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:13.777212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:13.778361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:13.780463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:13.792927] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.50% | Symbol ETA: 12.3s | Global ETA: 40m 32s
[2025-11-25T11:57:13.793239] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:57:13.794122] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:13.794281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:13.796119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:13.796765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:13.797294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:13.899232] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:13.929578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:13.931112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:13.989720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:13.991008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:57:13.991855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:14.019144] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -4.19% | Symbol ETA: 1.8s | Global ETA: 40m 33s
[2025-11-25T11:57:14.019310] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:57:14.020243] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:14.020387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:14.025364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:14.065808] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:57:14.116409] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:57:14.149415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:14.151399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:14.152274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:14.154056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:14.154617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:14.155792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:14.157935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:14.235049] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:14.289541] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:14.349246] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:57:14.391465] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.82% | Symbol ETA: 5m 56s | Global ETA: 40m 33s
[2025-11-25T11:57:14.391758] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:57:14.392598] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:57:14.392752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:14.398033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:14.414430] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 2.54% | Symbol ETA: 2.6s | Global ETA: 40m 33s
[2025-11-25T11:57:14.414730] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:57:14.415554] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:57:14.415712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:14.521613] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:14.534035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:14.535387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:14.550634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:14.552397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:14.552979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:14.554118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:14.556173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:14.560445] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:57:14.631713] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 2.04% | Symbol ETA: 11.5s | Global ETA: 40m 33s
[2025-11-25T11:57:14.631984] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:57:14.632852] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:14.632942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:14.634721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:14.635304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:14.635740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:14.730281] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:14.751840] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:57:14.758692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:14.759870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:14.813848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:14.814764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:57:14.815467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:14.841399] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 1.1s | Global ETA: 40m 34s
[2025-11-25T11:57:14.889207] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:57:14.931619] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:15.021239] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -3.44%, Actual: 2.07%
[2025-11-25T11:57:15.056509] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:15.087254] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: -0.79% | Symbol ETA: 5m 57s | Global ETA: 40m 34s
[2025-11-25T11:57:15.087542] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:57:15.088374] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:57:15.088509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:15.093862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:15.153365] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:57:15.180854] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 2.71% | Symbol ETA: 1.8s | Global ETA: 40m 34s
[2025-11-25T11:57:15.181156] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:57:15.182023] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:57:15.182198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:15.192659] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.74%, Actual: 2.19%
[2025-11-25T11:57:15.302048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:15.303490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:15.319488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:15.321328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:15.321173] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:15.321874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:57:15.323078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:57:15.325151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:15.361680] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: -0.52%, Actual: 0.51%
[2025-11-25T11:57:15.435302] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -4.39% | Symbol ETA: 10.7s | Global ETA: 40m 35s
[2025-11-25T11:57:15.435675] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:57:15.436816] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:15.436966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:15.439164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:15.439974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:15.440594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:15.455473] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:57:15.531596] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -1.34%, Actual: 0.26%
[2025-11-25T11:57:15.593750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:15.595234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:15.630340] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:15.648061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:15.649312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:57:15.650113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:15.669249] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:57:15.706063] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 1.82%
[2025-11-25T11:57:15.776044] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.65% | Symbol ETA: 5m 57s | Global ETA: 40m 35s
[2025-11-25T11:57:15.776323] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:57:15.777179] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:57:15.777309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:15.782096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:15.843712] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:15.883096] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.18%, Actual: 0.32%
[2025-11-25T11:57:15.965221] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: -1.19% | Symbol ETA: 1.0s | Global ETA: 40m 35s
[2025-11-25T11:57:15.985369] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:57:16.057338] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -0.88%, Actual: 0.38%
[2025-11-25T11:57:16.116761] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:57:16.140378] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.90%, Actual: 2.67%
[2025-11-25T11:57:16.153753] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:16.227199] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: 1.90%, Actual: 2.15%
[2025-11-25T11:57:16.258523] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.76% | Symbol ETA: 9.8s | Global ETA: 40m 36s
[2025-11-25T11:57:16.258692] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:57:16.259449] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:16.259527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:16.261216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:16.261735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:16.262140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:16.285706] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:16.314028] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -3.71%, Actual: 3.10%
[2025-11-25T11:57:16.381891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:16.383087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:16.408929] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -4.19%, Actual: 0.72%
[2025-11-25T11:57:16.433884] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -1.23% | Symbol ETA: 5m 55s | Global ETA: 40m 36s
[2025-11-25T11:57:16.434052] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:57:16.434951] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:57:16.435079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:16.436105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:16.437043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:57:16.437764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:16.440085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:16.485002] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 1.16%, Actual: 1.78%
[2025-11-25T11:57:16.581686] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 1.07%
[2025-11-25T11:57:16.581921] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 46.3025%
[2025-11-25T11:57:16.582018] [INFO ] [main      ] LVS: DISCARDED add_volatility_state_percentiles (score: 46.30%)
[2025-11-25T11:57:16.582069] [INFO ] [main      ] LVS: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:57:16.582108] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_volume_dispersion']
[2025-11-25T11:57:16.582173] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:57:16.597833] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:16.598476] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:57:16.599379] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:16.599455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:16.604408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:16.655602] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -2.20%, Actual: 1.72%
[2025-11-25T11:57:16.735274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:16.737503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:16.738415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:16.739924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:16.774423] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:57:16.786281] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:57:16.828586] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.05%, Actual: 1.43%
[2025-11-25T11:57:16.942516] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:16.958807] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:17.000750] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -1.36%, Actual: 0.07%
[2025-11-25T11:57:17.047943] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -2.53% | Symbol ETA: 9.0s | Global ETA: 40m 37s
[2025-11-25T11:57:17.048242] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:57:17.049087] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:17.049232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:17.050990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:17.051565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:17.052060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:17.080088] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:57:17.107381] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.75% | Symbol ETA: 5m 54s | Global ETA: 40m 37s
[2025-11-25T11:57:17.107673] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:57:17.108486] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:57:17.108619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:17.113471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:17.173117] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 3.34%
[2025-11-25T11:57:17.180218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:17.181547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:17.233564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:17.234634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:57:17.235430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:17.249130] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:17.345477] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 2.54%, Actual: 0.34%
[2025-11-25T11:57:17.361133] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: -0.65% | Symbol ETA: 7.6s | Global ETA: 40m 37s
[2025-11-25T11:57:17.361434] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:57:17.362270] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:17.362414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:17.367276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:17.458137] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:57:17.495148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:17.497259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:17.498175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:17.499671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:17.515314] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.71%, Actual: 1.43%
[2025-11-25T11:57:17.573248] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:57:17.629631] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:17.683096] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: -1.19%, Actual: 1.66%
[2025-11-25T11:57:17.683449] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 46.0457%
[2025-11-25T11:57:17.683620] [INFO ] [main      ] RVTY: DISCARDED add_volatility_state_percentiles (score: 46.05%)
[2025-11-25T11:57:17.683752] [INFO ] [main      ] RVTY: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:57:17.683857] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_volume_dispersion']
[2025-11-25T11:57:17.683963] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:57:17.696396] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:17.697127] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:57:17.698069] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:17.698208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:17.740712] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:17.775680] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 2.16% | Symbol ETA: 5m 53s | Global ETA: 40m 38s
[2025-11-25T11:57:17.775967] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:57:17.776789] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:57:17.776921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:17.781702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:17.821084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:17.822548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:17.838107] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:57:17.838595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:17.840073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:17.845682] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.07% | Symbol ETA: 8.2s | Global ETA: 40m 38s
[2025-11-25T11:57:17.845987] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:57:17.847024] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:17.847128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:17.849104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:17.849776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:17.850266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:17.976433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:17.977902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:18.009224] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:18.030546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:18.031547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:57:18.032333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:18.119794] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:57:18.122577] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -0.63% | Symbol ETA: 6.9s | Global ETA: 40m 38s
[2025-11-25T11:57:18.122890] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:57:18.123758] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:18.123902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:18.128995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:18.174128] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:57:18.255861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:18.258054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:18.258881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:18.260486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:18.288962] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:18.342288] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:18.376845] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:57:18.437027] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.13% | Symbol ETA: 5m 51s | Global ETA: 40m 39s
[2025-11-25T11:57:18.464805] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 6.23% | Symbol ETA: 7.7s | Global ETA: 40m 39s
[2025-11-25T11:57:18.465083] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:57:18.465976] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:18.466137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:18.560836] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:18.589293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:18.590759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:18.604947] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:57:18.606903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:18.607765] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.79%, Actual: 1.77%
[2025-11-25T11:57:18.608388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:18.684167] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.45% | Symbol ETA: 7.3s | Global ETA: 40m 39s
[2025-11-25T11:57:18.684471] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:57:18.685352] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:18.685498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:18.687500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:18.688204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:18.688839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:18.778010] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:18.778965] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -3.27%, Actual: 4.51%
[2025-11-25T11:57:18.818944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:18.820495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:18.875380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:18.876510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T11:57:18.877397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:18.896322] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 6.1s | Global ETA: 40m 39s
[2025-11-25T11:57:18.896634] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:57:18.897504] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:18.897623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:18.902631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:18.948506] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 1.64%, Actual: 3.14%
[2025-11-25T11:57:18.949144] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:57:19.037756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:19.039982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:19.040895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:19.042340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:19.115399] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:19.116866] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.82%, Actual: 2.11%
[2025-11-25T11:57:19.241114] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:57:19.242124] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -2.92% | Symbol ETA: 7.0s | Global ETA: 40m 40s
[2025-11-25T11:57:19.242407] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:57:19.243254] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:19.243397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:19.289101] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: -0.79%, Actual: 1.66%
[2025-11-25T11:57:19.372601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:19.374123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:19.391071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:19.392764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:19.393470] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:57:19.432840] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:19.464639] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.65%, Actual: 0.48%
[2025-11-25T11:57:19.547353] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 6.5s | Global ETA: 40m 40s
[2025-11-25T11:57:19.571387] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:19.644605] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -1.23%, Actual: 0.17%
[2025-11-25T11:57:19.682059] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 5.4s | Global ETA: 40m 40s
[2025-11-25T11:57:19.682354] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:57:19.683241] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:19.683383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:19.688289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:19.725634] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.32%, Actual: 2.49%
[2025-11-25T11:57:19.733387] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:57:19.815559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:19.817101] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.75%, Actual: 0.43%
[2025-11-25T11:57:19.818111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:19.819080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:19.820628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:19.901844] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:19.905327] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.40%, Actual: 0.68%
[2025-11-25T11:57:19.992991] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 2.16%, Actual: 0.67%
[2025-11-25T11:57:20.020987] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 0.28% | Symbol ETA: 6.2s | Global ETA: 40m 41s
[2025-11-25T11:57:20.021273] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:57:20.022107] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:20.022249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:20.085326] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.50%, Actual: 0.50%
[2025-11-25T11:57:20.142018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:20.143316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:20.159212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:20.160703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:20.170538] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.13%, Actual: 2.39%
[2025-11-25T11:57:20.170962] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 44.2896%
[2025-11-25T11:57:20.171092] [INFO ] [main      ] LNG: KEPT add_afternoon_v_morning_volatility_mix (score: 44.29%)
[2025-11-25T11:57:20.171197] [INFO ] [main      ] LNG: Testing feature 2/53: add_atr
[2025-11-25T11:57:20.171295] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T11:57:20.171396] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:57:20.179739] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:57:20.186030] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:20.186791] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:57:20.187765] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:57:20.187843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:20.192988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:20.194932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:20.195451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:20.260898] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 2.04%, Actual: 0.57%
[2025-11-25T11:57:20.355756] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:20.435531] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -4.39%, Actual: 0.54%
[2025-11-25T11:57:20.471885] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 4.7s | Global ETA: 40m 42s
[2025-11-25T11:57:20.472194] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:57:20.473086] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:20.473235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:20.478294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:20.493486] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:57:20.557951] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:57:20.601898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:20.604031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:20.605004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:20.606509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:20.613055] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.76%, Actual: 0.80%
[2025-11-25T11:57:20.660300] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:20.742188] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:20.778588] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.05% | Symbol ETA: 5.4s | Global ETA: 40m 42s
[2025-11-25T11:57:20.778775] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:57:20.779713] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:20.779850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:20.783507] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -2.53%, Actual: 2.52%
[2025-11-25T11:57:20.902497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:20.904094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:20.920012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:20.921567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:20.928568] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 3.02% | Symbol ETA: 7m 20s | Global ETA: 40m 42s
[2025-11-25T11:57:20.928877] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:57:20.929774] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:57:20.929912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:20.934848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:20.936914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:20.937593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:20.949364] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:57:20.967574] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.07%, Actual: 0.11%
[2025-11-25T11:57:21.150711] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:21.179694] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.45%, Actual: 0.27%
[2025-11-25T11:57:21.316780] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.14% | Symbol ETA: 3.9s | Global ETA: 40m 43s
[2025-11-25T11:57:21.316979] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:57:21.317597] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:57:21.318356] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:21.318455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:21.325837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:21.337865] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:57:21.424374] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 1.30%
[2025-11-25T11:57:21.424747] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 38.9308%
[2025-11-25T11:57:21.424926] [INFO ] [main      ] KOF: DISCARDED add_prev_close_to_open (score: 38.93%)
[2025-11-25T11:57:21.425203] [INFO ] [main      ] KOF: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T11:57:21.425358] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure']
[2025-11-25T11:57:21.425623] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:57:21.443589] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:21.444451] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:57:21.445835] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:21.445972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:21.448678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:21.449466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:21.450078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:21.498691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:21.501189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:21.502232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:21.504133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:21.574492] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:21.578724] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:21.628396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:21.630677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:21.698007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:21.699454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:21.703404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:21.734049] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 3.95% | Symbol ETA: 4.8s | Global ETA: 40m 43s
[2025-11-25T11:57:21.734397] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:57:21.735733] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:21.735935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:21.796910] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -2.82% | Symbol ETA: 7m 20s | Global ETA: 40m 43s
[2025-11-25T11:57:21.797288] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:57:21.798468] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:57:21.798626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:21.804335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:21.806855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:21.807538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:21.915726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:21.918126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:21.943292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:21.946041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:22.008814] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:57:22.113464] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:57:22.215241] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:22.281939] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:57:22.303071] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:22.333114] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -4.38% | Symbol ETA: 3.2s | Global ETA: 40m 44s
[2025-11-25T11:57:22.333633] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:57:22.334803] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:22.334947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:22.340281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:22.355038] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:57:22.427333] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -3.11% | Symbol ETA: 14.7s | Global ETA: 40m 44s
[2025-11-25T11:57:22.427497] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:57:22.428472] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:22.428621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:22.430379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:22.431045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:22.431553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:22.470444] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:22.474301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:22.476591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:22.477529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:22.479029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:22.527986] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:22.565336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:22.566719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:22.622846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:22.623879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:22.626807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:22.631339] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 0.86% | Symbol ETA: 7m 19s | Global ETA: 40m 45s
[2025-11-25T11:57:22.631679] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:57:22.632911] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:57:22.633069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:22.638389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:22.640826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:22.641798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:22.650319] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: 0.99% | Symbol ETA: 4.1s | Global ETA: 40m 45s
[2025-11-25T11:57:22.650658] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:57:22.651517] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:22.651683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:22.776576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:22.778219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:22.794189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:22.795943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:22.834604] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:57:22.986971] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:57:23.026240] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:23.045610] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:57:23.142058] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:57:23.151523] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.55% | Symbol ETA: 2.4s | Global ETA: 40m 45s
[2025-11-25T11:57:23.151856] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:57:23.152746] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:23.152892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:23.157989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:23.161461] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:23.227347] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:23.279898] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 13.2s | Global ETA: 40m 45s
[2025-11-25T11:57:23.280074] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:57:23.280896] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:23.281131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:23.282981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:23.283578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:23.284138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:23.286003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:23.288469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:23.289384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:23.290982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:23.312346] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:23.382941] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 7m 18s | Global ETA: 40m 46s
[2025-11-25T11:57:23.383100] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:57:23.383889] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:57:23.383963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:23.388840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:23.390686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:23.391189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:23.417259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:23.418742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:23.431155] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.60% | Symbol ETA: 3.3s | Global ETA: 40m 46s
[2025-11-25T11:57:23.431306] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:57:23.432085] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:23.432159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:23.476632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:23.477918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:23.481065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:23.553866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:23.555516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:23.572015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:23.573483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:23.648388] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:57:23.773801] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:57:23.831050] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:23.837719] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:57:23.911992] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:57:23.944616] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -1.68% | Symbol ETA: 1.6s | Global ETA: 40m 46s
[2025-11-25T11:57:23.944816] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:57:23.945675] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:23.945761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:23.950357] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:23.950873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:24.010413] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:24.081401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:24.083678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:24.084627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:24.084529] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:24.086139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:24.108447] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.70% | Symbol ETA: 7m 18s | Global ETA: 40m 47s
[2025-11-25T11:57:24.108746] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:57:24.109593] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:57:24.109743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:24.114673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:24.116580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:24.117195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:24.126763] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 12.1s | Global ETA: 40m 47s
[2025-11-25T11:57:24.127086] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:57:24.127971] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:24.128210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:24.130038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:24.130635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:24.131134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:24.203684] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.56% | Symbol ETA: 2.4s | Global ETA: 40m 47s
[2025-11-25T11:57:24.203962] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:57:24.204801] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:24.204941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:24.256220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:24.257687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:24.314736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:24.316045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:24.319017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:24.325797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:24.327258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:24.343686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:24.345143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:24.446191] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:57:24.467351] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:57:24.629065] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:24.641502] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:24.686736] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:57:24.694529] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:57:24.744488] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -2.53% | Symbol ETA: 0.8s | Global ETA: 40m 47s
[2025-11-25T11:57:24.799943] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 7m 17s | Global ETA: 40m 48s
[2025-11-25T11:57:24.800227] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:57:24.801090] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:57:24.801206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:24.806449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:24.808435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:24.809036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:24.863230] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:24.865291] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:24.918211] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: -0.65%, Actual: 2.07%
[2025-11-25T11:57:24.982455] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.07% | Symbol ETA: 11.1s | Global ETA: 40m 48s
[2025-11-25T11:57:24.982782] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:57:24.983786] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:24.983949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:24.983931] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 3.03% | Symbol ETA: 1.6s | Global ETA: 40m 48s
[2025-11-25T11:57:24.984226] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:57:24.985002] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:24.985140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:24.985943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:24.986750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:24.987384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:25.086974] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -0.63%, Actual: 2.19%
[2025-11-25T11:57:25.108868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:25.110761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:25.128082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:57:25.129671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:25.130921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:25.132959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:25.158403] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:57:25.195607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:25.196854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:25.200234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:25.258410] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 0.51%
[2025-11-25T11:57:25.329840] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:25.427850] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -1.76%, Actual: 0.26%
[2025-11-25T11:57:25.468359] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:57:25.479416] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.56% | Symbol ETA: 7m 16s | Global ETA: 40m 49s
[2025-11-25T11:57:25.479731] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:57:25.480559] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:57:25.480709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:25.485633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:25.487506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:25.488030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:25.588594] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:57:25.599622] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 1.82%
[2025-11-25T11:57:25.639887] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:25.759935] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 2.42% | Symbol ETA: 0.8s | Global ETA: 40m 49s
[2025-11-25T11:57:25.772158] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.14%, Actual: 0.32%
[2025-11-25T11:57:25.805542] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:25.831978] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:57:25.925073] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -0.71% | Symbol ETA: 10.3s | Global ETA: 40m 49s
[2025-11-25T11:57:25.925379] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:57:25.926307] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:25.926455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:25.928353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:25.928991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:25.929511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:25.931054] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 6.23%, Actual: 2.67%
[2025-11-25T11:57:25.943891] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -4.38%, Actual: 0.38%
[2025-11-25T11:57:26.002767] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:26.057600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:26.059142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:26.102005] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.92%, Actual: 3.10%
[2025-11-25T11:57:26.113605] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.55%, Actual: 2.15%
[2025-11-25T11:57:26.114489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:26.115834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:26.118979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:26.156484] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.39% | Symbol ETA: 7m 15s | Global ETA: 40m 49s
[2025-11-25T11:57:26.156797] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:57:26.157886] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:57:26.158020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:26.163106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:26.165016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:26.165624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:26.270877] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 1.78%
[2025-11-25T11:57:26.281602] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -1.68%, Actual: 0.72%
[2025-11-25T11:57:26.439687] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.05%, Actual: 1.72%
[2025-11-25T11:57:26.450555] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -2.53%, Actual: 1.07%
[2025-11-25T11:57:26.450852] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 31.1078%
[2025-11-25T11:57:26.451015] [INFO ] [main      ] LVS: DISCARDED add_volume_dispersion (score: 31.11%)
[2025-11-25T11:57:26.451145] [INFO ] [main      ] LVS: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:57:26.451251] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_volume_flow_differentials']
[2025-11-25T11:57:26.451361] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:57:26.466272] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:26.466848] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:57:26.467837] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:26.467977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:26.472860] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:57:26.472950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:26.510674] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:57:26.597613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:26.599551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:26.600513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:26.603312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:26.609456] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 3.95%, Actual: 1.43%
[2025-11-25T11:57:26.642144] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:26.685273] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:26.751554] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.37% | Symbol ETA: 9.4s | Global ETA: 40m 50s
[2025-11-25T11:57:26.751870] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:57:26.752720] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:26.752864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:26.754605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:26.755212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:26.755715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:26.785067] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: 0.99%, Actual: 0.07%
[2025-11-25T11:57:26.835272] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 7m 14s | Global ETA: 40m 50s
[2025-11-25T11:57:26.835567] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:57:26.836432] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:57:26.836561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:26.841474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:26.843333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:26.843910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:26.877781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:26.879198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:26.932975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:26.934163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:26.937100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:26.946436] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:57:26.954269] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 3.34%
[2025-11-25T11:57:27.116602] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:27.123898] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.56%, Actual: 0.34%
[2025-11-25T11:57:27.188400] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:57:27.232313] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 7.5s | Global ETA: 40m 51s
[2025-11-25T11:57:27.232583] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:57:27.233454] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:27.233599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:27.238563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:27.280773] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:57:27.297640] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 3.03%, Actual: 1.43%
[2025-11-25T11:57:27.361560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:27.363337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:27.364152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:27.366967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:27.385149] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:27.452404] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:27.475625] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 2.42%, Actual: 1.66%
[2025-11-25T11:57:27.476041] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 34.4862%
[2025-11-25T11:57:27.476207] [INFO ] [main      ] RVTY: DISCARDED add_volume_dispersion (score: 34.49%)
[2025-11-25T11:57:27.476330] [INFO ] [main      ] RVTY: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:57:27.476436] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_volume_flow_differentials']
[2025-11-25T11:57:27.476547] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:57:27.489586] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:27.490222] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:57:27.491180] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:27.491267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:27.537897] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.19% | Symbol ETA: 7m 14s | Global ETA: 40m 51s
[2025-11-25T11:57:27.566613] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.68% | Symbol ETA: 8.5s | Global ETA: 40m 51s
[2025-11-25T11:57:27.566805] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:57:27.567914] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:27.568065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:27.569865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:27.570451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:27.570961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:27.621483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:27.623012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:27.639954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:27.643194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:27.697414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:27.698942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:27.714119] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 3.02%, Actual: 1.77%
[2025-11-25T11:57:27.721871] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:57:27.752869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:27.753985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:27.757089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:27.888561] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -2.82%, Actual: 4.51%
[2025-11-25T11:57:27.896897] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:27.998055] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:57:28.015838] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -2.36% | Symbol ETA: 6.8s | Global ETA: 40m 52s
[2025-11-25T11:57:28.015989] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:57:28.016779] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:28.016856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:28.021738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:28.062313] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 0.86%, Actual: 3.14%
[2025-11-25T11:57:28.104082] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:57:28.144999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:28.147459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:28.148388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:28.151387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:28.178873] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:28.241560] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 2.11%
[2025-11-25T11:57:28.279432] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:28.309261] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.25% | Symbol ETA: 8.0s | Global ETA: 40m 52s
[2025-11-25T11:57:28.309575] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:57:28.310451] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:28.310602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:28.390549] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: -0.12% | Symbol ETA: 7.6s | Global ETA: 40m 53s
[2025-11-25T11:57:28.390859] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:57:28.391707] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:28.391849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:28.393585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:28.394187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:28.394689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:28.418460] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.70%, Actual: 1.66%
[2025-11-25T11:57:28.441799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:28.443491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:28.459891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:28.463051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:28.504613] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:57:28.517076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:28.518831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:28.572883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:28.574076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:28.577702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:28.612424] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.77%, Actual: 0.48%
[2025-11-25T11:57:28.688758] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:28.792758] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.56%, Actual: 0.17%
[2025-11-25T11:57:28.804854] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 2.33% | Symbol ETA: 6.1s | Global ETA: 40m 53s
[2025-11-25T11:57:28.805128] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:57:28.805952] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:28.806101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:28.811024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:28.824477] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:57:28.926098] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:57:28.937682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:28.939536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:28.940420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:28.943349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:28.969132] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.39%, Actual: 0.43%
[2025-11-25T11:57:29.004059] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:29.100558] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:29.137865] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.77% | Symbol ETA: 7.2s | Global ETA: 40m 54s
[2025-11-25T11:57:29.138054] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:57:29.139120] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:29.139267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:29.144889] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.95%, Actual: 0.67%
[2025-11-25T11:57:29.215396] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 6.7s | Global ETA: 40m 54s
[2025-11-25T11:57:29.215561] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:57:29.216343] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:57:29.216570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:29.218434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:29.219053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:29.219546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:29.274796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:29.276676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:29.286238] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:57:29.294374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:29.297631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:29.336704] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.19%, Actual: 2.39%
[2025-11-25T11:57:29.337139] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 45.5611%
[2025-11-25T11:57:29.337359] [INFO ] [main      ] LNG: KEPT add_atr (score: 45.56%)
[2025-11-25T11:57:29.337506] [INFO ] [main      ] LNG: Testing feature 3/53: add_atr_10
[2025-11-25T11:57:29.337638] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T11:57:29.337806] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:57:29.344035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:29.345737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:29.357889] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:29.358824] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:57:29.360632] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:29.360861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:29.368550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:29.371420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:29.372186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:29.372903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:29.400322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:29.401398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:29.404874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:29.465392] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:29.582529] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -1.70% | Symbol ETA: 5.3s | Global ETA: 40m 54s
[2025-11-25T11:57:29.582847] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:57:29.583670] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:29.583822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:29.589042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:29.650597] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:57:29.712445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:29.714703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:29.715722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:29.718743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:29.753353] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:57:29.757574] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:57:29.823106] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:29.936699] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:29.938263] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:29.949735] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 1.43% | Symbol ETA: 6.3s | Global ETA: 40m 55s
[2025-11-25T11:57:29.950003] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:57:29.950841] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:29.950979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:30.048076] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.18% | Symbol ETA: 5.8s | Global ETA: 40m 55s
[2025-11-25T11:57:30.069127] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:57:30.077447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:30.078947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:30.095260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:30.098184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:30.101003] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 3m 56s | Global ETA: 40m 55s
[2025-11-25T11:57:30.101329] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:57:30.102330] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:30.102479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:30.108286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:30.110711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:30.111323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:30.112055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:30.220573] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -3.11%, Actual: 2.49%
[2025-11-25T11:57:30.245852] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:30.367416] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.88% | Symbol ETA: 4.5s | Global ETA: 40m 55s
[2025-11-25T11:57:30.367733] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:57:30.368608] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:30.368882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:30.374355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:30.391758] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 0.68%
[2025-11-25T11:57:30.438926] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:57:30.490607] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:57:30.523027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:30.525169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:30.526047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:30.528892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:30.565490] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: -0.43%, Actual: 0.50%
[2025-11-25T11:57:30.611741] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:30.662607] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:30.734947] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 5.5s | Global ETA: 40m 56s
[2025-11-25T11:57:30.735259] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:57:30.736144] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:30.736297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:30.738449] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 0.57%
[2025-11-25T11:57:30.850548] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -2.04% | Symbol ETA: 3m 55s | Global ETA: 40m 56s
[2025-11-25T11:57:30.850855] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:57:30.851701] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:30.851832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:30.856911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:30.857981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:30.859198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:30.859513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:30.860004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:30.860530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:30.876462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:30.879352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:30.903528] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:57:30.907221] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 0.54%
[2025-11-25T11:57:31.078853] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.37%, Actual: 0.80%
[2025-11-25T11:57:31.081566] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:31.204982] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.79% | Symbol ETA: 3.8s | Global ETA: 40m 56s
[2025-11-25T11:57:31.205267] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:57:31.206082] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:31.206249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:31.208710] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:57:31.211764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:31.227244] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:57:31.249577] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.68%, Actual: 2.52%
[2025-11-25T11:57:31.344831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:31.347186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:31.348110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:31.351101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:31.398733] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:31.407320] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:31.430093] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 0.11%
[2025-11-25T11:57:31.520418] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 2.67% | Symbol ETA: 4.6s | Global ETA: 40m 57s
[2025-11-25T11:57:31.520559] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:57:31.521326] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:31.521533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:31.558320] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -1.04% | Symbol ETA: 3m 54s | Global ETA: 40m 57s
[2025-11-25T11:57:31.558472] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:57:31.559277] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:31.559355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:31.564331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:31.566389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:31.567050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:31.567551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:31.613558] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 0.27%
[2025-11-25T11:57:31.640800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:31.642099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:31.657330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:31.660081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:31.704576] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:57:31.794924] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.18%, Actual: 1.30%
[2025-11-25T11:57:31.795323] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 55.2143%
[2025-11-25T11:57:31.795544] [INFO ] [main      ] KOF: KEPT add_prior_day_tail_pressure (score: 55.21%)
[2025-11-25T11:57:31.795705] [INFO ] [main      ] KOF: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T11:57:31.795830] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_prior_mag_lag']
[2025-11-25T11:57:31.795968] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:57:31.810691] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:31.811268] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:57:31.812168] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:31.812320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:31.814273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:31.814923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:31.815503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:31.880532] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:31.925430] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:57:31.948134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:31.949540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:31.996089] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:57:32.004178] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -1.64% | Symbol ETA: 3.0s | Global ETA: 40m 58s
[2025-11-25T11:57:32.004478] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:57:32.005350] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:32.005523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:32.009470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:32.010772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:32.011019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:32.013781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:57:32.015555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:32.111671] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:32.144007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:32.146499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:32.147444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:32.150502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:32.163061] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:32.268829] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 3m 54s | Global ETA: 40m 58s
[2025-11-25T11:57:32.269116] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:57:32.269934] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:32.270068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:32.275108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:32.277054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:32.277664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:32.278194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:32.281102] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -3.42% | Symbol ETA: 3.8s | Global ETA: 40m 58s
[2025-11-25T11:57:32.281368] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:57:32.282201] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:32.282345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:32.374816] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:57:32.402822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:32.404423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:32.420195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:32.422971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:32.505495] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:57:32.554478] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:32.626354] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:57:32.672552] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.33% | Symbol ETA: 13.2s | Global ETA: 40m 58s
[2025-11-25T11:57:32.672719] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:57:32.673630] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:32.673728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:32.675503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:32.676058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:32.676515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:32.685976] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:32.765852] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:57:32.807299] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -1.55% | Symbol ETA: 2.2s | Global ETA: 40m 59s
[2025-11-25T11:57:32.807591] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:57:32.809273] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:32.809428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:32.811734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:32.813319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:32.814929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:32.843824] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:32.871211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:32.872384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:32.875393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:57:32.877254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:32.937130] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:32.948446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:32.950938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:32.951889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:32.954783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:33.009435] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.32% | Symbol ETA: 3m 53s | Global ETA: 40m 59s
[2025-11-25T11:57:33.009708] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:57:33.010525] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:33.010672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:33.015423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:33.017305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:33.017863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:33.018381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:33.061094] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 3.0s | Global ETA: 40m 59s
[2025-11-25T11:57:33.061405] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:57:33.062288] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:33.062437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:33.186525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:33.188180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:33.204396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:33.207379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:33.234201] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:57:33.305364] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:57:33.358422] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:57:33.405978] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:33.483169] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:33.528714] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:33.529928] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: 0.91% | Symbol ETA: 12.4s | Global ETA: 40m 60s
[2025-11-25T11:57:33.530207] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:57:33.531042] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:33.531184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:33.532992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:33.533559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:33.534044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:33.556694] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:57:33.600492] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.17% | Symbol ETA: 1.4s | Global ETA: 40m 60s
[2025-11-25T11:57:33.600802] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:57:33.601632] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:33.601790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:33.606583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:33.668463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:33.669782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:33.688357] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 1.51% | Symbol ETA: 3m 52s | Global ETA: 40m 60s
[2025-11-25T11:57:33.688618] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:57:33.689467] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:33.689597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:33.694815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:33.696830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:33.697390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:33.698313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:33.723180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:33.724201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:33.727161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:57:33.728838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:33.736095] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:33.738489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:33.740679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:33.741634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:33.744555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:33.865490] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.49% | Symbol ETA: 2.2s | Global ETA: 41m 0s
[2025-11-25T11:57:33.865694] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:57:33.866700] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:33.866864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:33.993970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:33.995625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:34.011974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:34.015178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:34.035181] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:57:34.065814] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:57:34.090273] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:57:34.204354] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:34.238684] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:34.262041] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:34.355135] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 0.70% | Symbol ETA: 11.4s | Global ETA: 41m 1s
[2025-11-25T11:57:34.355434] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:57:34.356384] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:34.356535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:34.358462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:34.358738] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -1.87% | Symbol ETA: 3m 51s | Global ETA: 41m 1s
[2025-11-25T11:57:34.359031] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:57:34.359082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:34.359622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:34.359941] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:34.360019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:34.364858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:34.366882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:34.367512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:34.368056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:34.375918] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -0.81% | Symbol ETA: 0.6s | Global ETA: 41m 1s
[2025-11-25T11:57:34.398171] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:57:34.487454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:34.488910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:34.544497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:34.545553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:34.548589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:57:34.550410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:34.552116] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.33%, Actual: 2.07%
[2025-11-25T11:57:34.583814] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:34.712267] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 4.89% | Symbol ETA: 1.4s | Global ETA: 41m 1s
[2025-11-25T11:57:34.712414] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:57:34.713188] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:34.713264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:34.713182] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:57:34.725850] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -2.36%, Actual: 2.19%
[2025-11-25T11:57:34.837155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:34.838923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:34.855977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:57:34.859143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:34.886163] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:34.895479] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:57:34.899640] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 2.33%, Actual: 0.51%
[2025-11-25T11:57:35.039745] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.54% | Symbol ETA: 3m 51s | Global ETA: 41m 2s
[2025-11-25T11:57:35.039910] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:57:35.040790] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:35.040970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:35.045837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:35.047706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:35.048270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:35.048829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:35.071766] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:35.077746] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -1.70%, Actual: 0.26%
[2025-11-25T11:57:35.188422] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 10.6s | Global ETA: 41m 2s
[2025-11-25T11:57:35.188748] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:57:35.189594] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:35.189758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:35.191540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:35.192134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:35.192691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:35.215841] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:57:35.247714] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.88%, Actual: 1.82%
[2025-11-25T11:57:35.321217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:35.322539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:35.377189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:35.378419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:35.381933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:57:35.383761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:35.388153] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:35.391811] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:57:35.417087] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.79%, Actual: 0.32%
[2025-11-25T11:57:35.508228] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 2.32% | Symbol ETA: 0.6s | Global ETA: 41m 2s
[2025-11-25T11:57:35.561526] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:35.587977] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -1.64%, Actual: 0.38%
[2025-11-25T11:57:35.684153] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.25%, Actual: 2.67%
[2025-11-25T11:57:35.712221] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.81% | Symbol ETA: 3m 50s | Global ETA: 41m 3s
[2025-11-25T11:57:35.712501] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:57:35.713315] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:35.713452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:35.718184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:35.720079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:35.720626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:57:35.721157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:35.730588] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:57:35.758658] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -1.55%, Actual: 2.15%
[2025-11-25T11:57:35.856846] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.77%, Actual: 3.10%
[2025-11-25T11:57:35.902933] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:35.931768] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.17%, Actual: 0.72%
[2025-11-25T11:57:36.016154] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -3.36% | Symbol ETA: 9.7s | Global ETA: 41m 3s
[2025-11-25T11:57:36.016300] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:57:36.017105] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:36.017184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:36.018956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:36.019509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:36.019941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:36.026680] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 1.43%, Actual: 1.78%
[2025-11-25T11:57:36.062637] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:57:36.113750] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -0.81%, Actual: 1.07%
[2025-11-25T11:57:36.113972] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 42.5592%
[2025-11-25T11:57:36.114063] [INFO ] [main      ] LVS: DISCARDED add_volume_flow_differentials (score: 42.56%)
[2025-11-25T11:57:36.114110] [INFO ] [main      ] LVS: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:57:36.114146] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_volume_pressure_into_close']
[2025-11-25T11:57:36.114185] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:57:36.129163] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:36.129599] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:57:36.130479] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:36.130554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:36.135430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:36.147281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:36.148638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:36.196608] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 1.72%
[2025-11-25T11:57:36.202209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:36.203262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:36.206298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:57:36.208091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:36.234306] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:36.263009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:36.265001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:36.265837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:36.267584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:36.366980] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 2.67%, Actual: 1.43%
[2025-11-25T11:57:36.384048] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 3m 49s | Global ETA: 41m 4s
[2025-11-25T11:57:36.537694] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -3.42%, Actual: 0.07%
[2025-11-25T11:57:36.554353] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 1.77%
[2025-11-25T11:57:36.555946] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:57:36.622795] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:57:36.713233] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 3.34%
[2025-11-25T11:57:36.726011] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -2.04%, Actual: 4.51%
[2025-11-25T11:57:36.728557] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:36.793908] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:36.843294] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 8.8s | Global ETA: 41m 4s
[2025-11-25T11:57:36.843591] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:57:36.844445] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:36.844592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:36.846375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:36.846971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:36.847483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:36.889471] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.34%
[2025-11-25T11:57:36.901389] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -1.04%, Actual: 3.14%
[2025-11-25T11:57:36.907572] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 2.52% | Symbol ETA: 7.4s | Global ETA: 41m 4s
[2025-11-25T11:57:36.907879] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:57:36.908720] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:36.908858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:36.913746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:36.974440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:36.975874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:37.028574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:37.029604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:37.032523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:57:37.034181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:37.037499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:37.039624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:37.040504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:37.042286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:37.061903] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 4.89%, Actual: 1.43%
[2025-11-25T11:57:37.074214] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 2.11%
[2025-11-25T11:57:37.232729] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 2.32%, Actual: 1.66%
[2025-11-25T11:57:37.233117] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 40.6457%
[2025-11-25T11:57:37.233307] [INFO ] [main      ] RVTY: DISCARDED add_volume_flow_differentials (score: 40.65%)
[2025-11-25T11:57:37.233429] [INFO ] [main      ] RVTY: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T11:57:37.233534] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_volume_pressure_into_close']
[2025-11-25T11:57:37.233656] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:57:37.246290] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:37.247061] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:57:37.246939] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 1.66%
[2025-11-25T11:57:37.248173] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:37.248275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:37.372622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:37.374050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:37.375946] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:57:37.381177] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:57:37.389822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:37.391545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:37.415228] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 1.51%, Actual: 0.48%
[2025-11-25T11:57:37.544612] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:37.550299] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:37.585594] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -1.87%, Actual: 0.17%
[2025-11-25T11:57:37.663504] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 8.0s | Global ETA: 41m 5s
[2025-11-25T11:57:37.663821] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -1.92% | Symbol ETA: 6.5s | Global ETA: 41m 5s
[2025-11-25T11:57:37.663826] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:57:37.663982] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:57:37.664746] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:37.664826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:37.664917] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:37.665062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:37.666530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:37.667174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:37.667684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:37.669993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:37.731537] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:57:37.756925] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.54%, Actual: 0.43%
[2025-11-25T11:57:37.793638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:37.795505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:37.796377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:37.796342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:37.797677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:37.798096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:37.852513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:37.853633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:37.856562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:57:37.858302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:37.907883] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:37.929269] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.81%, Actual: 0.67%
[2025-11-25T11:57:38.035786] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 6.07% | Symbol ETA: 7.5s | Global ETA: 41m 6s
[2025-11-25T11:57:38.036064] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:57:38.036919] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:38.037091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:38.101436] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.16%, Actual: 2.39%
[2025-11-25T11:57:38.101798] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 30.2027%
[2025-11-25T11:57:38.101920] [INFO ] [main      ] LNG: DISCARDED add_atr_10 (score: 30.20%)
[2025-11-25T11:57:38.102022] [INFO ] [main      ] LNG: Testing feature 4/53: add_atr_5
[2025-11-25T11:57:38.102119] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5']
[2025-11-25T11:57:38.102219] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:57:38.116121] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:38.116675] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:57:38.117611] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:38.117932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:38.122765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:38.124716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:38.125260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:38.125776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:38.144478] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:57:38.163544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:38.164935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:38.180963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:38.182845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:38.209909] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:57:38.318113] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:38.385208] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:38.431797] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 1.61% | Symbol ETA: 5.8s | Global ETA: 41m 6s
[2025-11-25T11:57:38.432081] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:57:38.432922] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:38.433087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:38.438014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:38.469253] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:57:38.501599] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: -1.02% | Symbol ETA: 7.2s | Global ETA: 41m 7s
[2025-11-25T11:57:38.501779] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:57:38.502675] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:38.502818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:38.504510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:38.505108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:38.505631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:38.525722] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:57:38.562061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:38.564020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:38.564899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:38.566667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:38.634833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:38.636223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:38.641853] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:38.691015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:38.692143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:38.695202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:57:38.696918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:38.697842] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:38.798313] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 3.02% | Symbol ETA: 2m 29s | Global ETA: 41m 7s
[2025-11-25T11:57:38.798578] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:57:38.799439] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:38.799573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:38.806400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:38.808362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:38.809601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:38.810110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:38.821203] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -1.65% | Symbol ETA: 6.7s | Global ETA: 41m 7s
[2025-11-25T11:57:38.821513] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:57:38.822357] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:38.822526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:38.948591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:38.950064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:38.966076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:38.967833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:38.978071] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:57:39.067461] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:57:39.152102] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:57:39.153742] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:39.241720] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:39.267574] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -2.48% | Symbol ETA: 5.1s | Global ETA: 41m 8s
[2025-11-25T11:57:39.267900] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:57:39.268773] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:39.268916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:39.273910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:39.304746] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:57:39.321318] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:39.360245] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 1.46% | Symbol ETA: 6.3s | Global ETA: 41m 8s
[2025-11-25T11:57:39.360547] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:57:39.361410] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:39.361564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:39.363375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:39.364017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:39.364518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:39.395023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:39.397135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:39.398054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:39.399802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:39.474938] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -2.82% | Symbol ETA: 2m 29s | Global ETA: 41m 8s
[2025-11-25T11:57:39.475198] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:57:39.476021] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:39.476152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:39.481000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:39.482836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:39.483380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:39.483865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:39.485664] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:39.488473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:39.489918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:39.543961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:39.545212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:39.548247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T11:57:39.549989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:39.608771] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.01% | Symbol ETA: 5.9s | Global ETA: 41m 8s
[2025-11-25T11:57:39.609079] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:57:39.609988] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:39.610126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:39.735661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:39.737355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:39.754862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:39.756900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:39.765317] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:57:39.828088] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:57:39.902853] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:57:39.943539] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:40.002332] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:40.063324] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.88% | Symbol ETA: 4.3s | Global ETA: 41m 9s
[2025-11-25T11:57:40.063626] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:57:40.064561] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:40.064740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:40.069842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:40.083246] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:40.107538] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:57:40.156471] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 0.86% | Symbol ETA: 2m 28s | Global ETA: 41m 9s
[2025-11-25T11:57:40.156784] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:57:40.157688] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:40.157823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:40.162799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:40.164729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:40.165300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:40.165811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:40.197888] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 5.5s | Global ETA: 41m 9s
[2025-11-25T11:57:40.201366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:40.203558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:40.204454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:40.206209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:40.283758] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:40.366520] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.33%, Actual: 2.49%
[2025-11-25T11:57:40.406857] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.26% | Symbol ETA: 5.1s | Global ETA: 41m 9s
[2025-11-25T11:57:40.407176] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:57:40.408044] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:40.408184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:40.505615] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:57:40.537471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:40.537444] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: 0.91%, Actual: 0.68%
[2025-11-25T11:57:40.539062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:40.556854] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:57:40.557020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:40.559208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:40.675814] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:40.703579] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 0.70%, Actual: 0.50%
[2025-11-25T11:57:40.730485] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:40.829944] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 2m 27s | Global ETA: 41m 10s
[2025-11-25T11:57:40.830220] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:57:40.831061] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:40.831192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:40.835986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:40.837881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:40.838430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:40.838935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:40.847633] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 1.19% | Symbol ETA: 3.5s | Global ETA: 41m 10s
[2025-11-25T11:57:40.847960] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:57:40.848857] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:40.848997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:40.853987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:40.870902] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.57%
[2025-11-25T11:57:40.902426] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:57:40.975883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:40.978293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:40.979270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:40.981156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:41.040592] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -3.36%, Actual: 0.54%
[2025-11-25T11:57:41.071257] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:41.182975] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:57:41.191875] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 4.36% | Symbol ETA: 4.3s | Global ETA: 41m 10s
[2025-11-25T11:57:41.192168] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:57:41.193002] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:41.193144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:41.211038] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.30%, Actual: 0.80%
[2025-11-25T11:57:41.313459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:41.314802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:41.330183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:41.331951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:41.347658] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:57:41.354922] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:41.381952] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 2.52%
[2025-11-25T11:57:41.506248] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.70% | Symbol ETA: 2m 27s | Global ETA: 41m 11s
[2025-11-25T11:57:41.506525] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:57:41.507370] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:41.507528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:41.512339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:41.514173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:41.514769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:41.515230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:41.529232] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:41.552552] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: -1.02%, Actual: 0.11%
[2025-11-25T11:57:41.648742] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -3.19% | Symbol ETA: 2.8s | Global ETA: 41m 11s
[2025-11-25T11:57:41.649045] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:57:41.649900] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:41.650038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:41.654931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:41.669513] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:57:41.722703] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 1.46%, Actual: 0.27%
[2025-11-25T11:57:41.780681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:41.782817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:41.783727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:41.785480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:41.844119] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:41.858763] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:57:41.893273] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 1.30%
[2025-11-25T11:57:41.893681] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 33.1534%
[2025-11-25T11:57:41.893825] [INFO ] [main      ] KOF: DISCARDED add_prior_mag_lag (score: 33.15%)
[2025-11-25T11:57:41.893940] [INFO ] [main      ] KOF: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T11:57:41.894045] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day']
[2025-11-25T11:57:41.894181] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:57:41.942126] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:41.943023] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:57:41.944044] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:41.944225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:41.946829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:41.947783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:41.948369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:41.969639] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -4.17% | Symbol ETA: 3.5s | Global ETA: 41m 11s
[2025-11-25T11:57:41.969858] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:57:41.971026] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:41.971245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:42.029310] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:42.085201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:42.086563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:42.107221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:42.108814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:42.125336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:42.127200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:42.140854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:42.141937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:42.144870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:57:42.147403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:42.159138] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:57:42.183164] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 2m 26s | Global ETA: 41m 12s
[2025-11-25T11:57:42.183452] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:57:42.184296] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:42.184432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:42.189293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:42.191136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:42.191711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:42.192174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:42.326462] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:42.445548] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 2.0s | Global ETA: 41m 12s
[2025-11-25T11:57:42.445728] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:57:42.446682] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:42.446823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:42.451771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:42.494354] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:57:42.497303] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:57:42.551466] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:57:42.578453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:42.580468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:42.581481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:42.583276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:42.666384] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:42.668505] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:42.724798] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:42.783254] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -3.70% | Symbol ETA: 12.5s | Global ETA: 41m 12s
[2025-11-25T11:57:42.783551] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:57:42.784413] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:42.784561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:42.786417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:42.787086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:42.787608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:42.791198] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 2.8s | Global ETA: 41m 12s
[2025-11-25T11:57:42.791388] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:57:42.792240] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:42.792379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:42.874050] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.56% | Symbol ETA: 2m 25s | Global ETA: 41m 13s
[2025-11-25T11:57:42.874340] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:57:42.875176] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:42.875308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:42.880140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:42.881993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:42.882483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:42.882965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:42.914976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:42.916362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:42.916430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:42.918087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:42.926965] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:57:42.936333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:42.938564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:42.975101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:42.976244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:42.979281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:57:42.981920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:43.096003] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:43.209142] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -5.14% | Symbol ETA: 1.2s | Global ETA: 41m 13s
[2025-11-25T11:57:43.209423] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:57:43.210265] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:43.210405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:43.215206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:43.223380] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:57:43.288195] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:57:43.328425] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:57:43.341410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:43.343499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:43.344394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:43.346172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:43.393944] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:43.460556] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:43.503183] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:43.544280] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.39% | Symbol ETA: 2m 25s | Global ETA: 41m 14s
[2025-11-25T11:57:43.544574] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:57:43.545451] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:43.545614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:43.550533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:43.552443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:43.553017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:43.553490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:43.582074] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.18% | Symbol ETA: 2.0s | Global ETA: 41m 14s
[2025-11-25T11:57:43.582367] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:57:43.583212] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:43.583354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:43.621078] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 11.6s | Global ETA: 41m 14s
[2025-11-25T11:57:43.621334] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:57:43.622195] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:43.622339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:43.624109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:43.624740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:43.625217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:43.688797] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:57:43.717247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:43.718863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:43.734279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:43.736624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:43.752112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:43.753361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:43.809151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:43.810251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:43.813238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:57:43.815798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:43.860870] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:43.898283] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:57:43.971421] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 0.4s | Global ETA: 41m 14s
[2025-11-25T11:57:44.069295] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:44.078869] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:57:44.147621] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 2.52%, Actual: 2.07%
[2025-11-25T11:57:44.165297] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:57:44.222037] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 2m 24s | Global ETA: 41m 14s
[2025-11-25T11:57:44.222319] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:57:44.223136] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:44.223298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:44.228686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:44.231457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:44.232287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:44.232974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:44.258872] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:44.319948] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.92%, Actual: 2.19%
[2025-11-25T11:57:44.360828] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:44.381113] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 0.94% | Symbol ETA: 1.2s | Global ETA: 41m 15s
[2025-11-25T11:57:44.381413] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:57:44.382281] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:44.382424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:44.471245] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.24% | Symbol ETA: 10.8s | Global ETA: 41m 15s
[2025-11-25T11:57:44.471548] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:57:44.472386] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:44.472532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:44.474264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:44.474863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:44.475345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:44.489041] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 1.61%, Actual: 0.51%
[2025-11-25T11:57:44.505863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:44.507990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:44.524962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:57:44.526933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:44.591346] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:57:44.601161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:44.602852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:44.661317] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -2.48%, Actual: 0.26%
[2025-11-25T11:57:44.669752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:44.670998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:44.674053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:57:44.676658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:44.800513] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:44.833763] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.88%, Actual: 1.82%
[2025-11-25T11:57:44.936852] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:57:44.950584] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.19% | Symbol ETA: 2m 23s | Global ETA: 41m 15s
[2025-11-25T11:57:45.006718] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 1.19%, Actual: 0.32%
[2025-11-25T11:57:45.045004] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:57:45.115455] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:45.120103] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 3.02%, Actual: 1.77%
[2025-11-25T11:57:45.176244] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -3.19%, Actual: 0.38%
[2025-11-25T11:57:45.214943] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:45.240016] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.19% | Symbol ETA: 0.4s | Global ETA: 41m 16s
[2025-11-25T11:57:45.290508] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -2.82%, Actual: 4.51%
[2025-11-25T11:57:45.325975] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.53% | Symbol ETA: 10.0s | Global ETA: 41m 16s
[2025-11-25T11:57:45.326269] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:57:45.327139] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:45.327290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:45.329073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:45.329693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:45.330195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:45.359039] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 2.15%
[2025-11-25T11:57:45.418764] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 6.07%, Actual: 2.67%
[2025-11-25T11:57:45.457855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:45.459278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:45.463250] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 0.86%, Actual: 3.14%
[2025-11-25T11:57:45.513493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:45.514627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:45.517519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:57:45.519962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:45.544012] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -5.14%, Actual: 0.72%
[2025-11-25T11:57:45.596070] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -1.65%, Actual: 3.10%
[2025-11-25T11:57:45.634607] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 2.11%
[2025-11-25T11:57:45.718355] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -0.12%, Actual: 1.07%
[2025-11-25T11:57:45.718757] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 32.7274%
[2025-11-25T11:57:45.718921] [INFO ] [main      ] LVS: DISCARDED add_volume_pressure_into_close (score: 32.73%)
[2025-11-25T11:57:45.719045] [INFO ] [main      ] LVS: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:57:45.719152] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_volume_zscore']
[2025-11-25T11:57:45.719264] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:57:45.733950] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:45.734616] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:57:45.735531] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:45.735689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:45.740558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:45.772692] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.01%, Actual: 1.78%
[2025-11-25T11:57:45.804793] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.70%, Actual: 1.66%
[2025-11-25T11:57:45.864514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:45.866508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:45.867427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:45.869191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:45.887879] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:57:45.951733] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 1.72%
[2025-11-25T11:57:45.986030] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.77%, Actual: 0.48%
[2025-11-25T11:57:46.062701] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:46.138568] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 4.36%, Actual: 1.43%
[2025-11-25T11:57:46.159131] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.56%, Actual: 0.17%
[2025-11-25T11:57:46.173091] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.47% | Symbol ETA: 9.1s | Global ETA: 41m 17s
[2025-11-25T11:57:46.173360] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:57:46.174233] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:46.174380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:46.176157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:46.176764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:46.177283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:46.234311] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:57:46.308060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:46.309380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:46.322971] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -4.17%, Actual: 0.07%
[2025-11-25T11:57:46.333438] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.39%, Actual: 0.43%
[2025-11-25T11:57:46.362437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:46.363451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:46.366479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:57:46.369110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:46.412799] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:46.503050] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.27%, Actual: 3.34%
[2025-11-25T11:57:46.503695] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.95%, Actual: 0.67%
[2025-11-25T11:57:46.529491] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 2.75% | Symbol ETA: 7.3s | Global ETA: 41m 18s
[2025-11-25T11:57:46.529657] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:57:46.530458] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:46.530717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:46.535521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:46.666227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:46.668634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:46.669785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:46.671534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:46.683461] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 0.34%
[2025-11-25T11:57:46.683459] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.19%, Actual: 2.39%
[2025-11-25T11:57:46.683837] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 45.5611%
[2025-11-25T11:57:46.684025] [INFO ] [main      ] LNG: KEPT add_atr_5 (score: 45.56%)
[2025-11-25T11:57:46.684138] [INFO ] [main      ] LNG: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:57:46.684240] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T11:57:46.684366] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:57:46.698563] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:46.699332] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:57:46.700236] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:46.700555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:46.706150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:46.708371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:46.708945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:46.709408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:46.710371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:46.714425] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:57:46.864153] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 0.94%, Actual: 1.43%
[2025-11-25T11:57:46.888284] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:46.998082] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 8.3s | Global ETA: 41m 18s
[2025-11-25T11:57:46.998374] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:57:46.999217] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:46.999359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:47.001085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:47.001695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:47.002181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:47.019083] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:57:47.040331] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.19%, Actual: 1.66%
[2025-11-25T11:57:47.040755] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 44.1357%
[2025-11-25T11:57:47.040961] [INFO ] [main      ] RVTY: DISCARDED add_volume_pressure_into_close (score: 44.14%)
[2025-11-25T11:57:47.041078] [INFO ] [main      ] RVTY: Testing feature 52/53: add_volume_zscore
[2025-11-25T11:57:47.041187] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_volume_zscore']
[2025-11-25T11:57:47.041303] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:57:47.054356] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:47.054986] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:57:47.055972] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:47.056113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:47.075884] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:57:47.131185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:47.132585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:47.188074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:47.189257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:47.191386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:47.192225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:57:47.193197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:47.194588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:47.196494] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:47.210077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:47.212330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:47.259604] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:47.331230] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 6.6s | Global ETA: 41m 19s
[2025-11-25T11:57:47.331499] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:57:47.332392] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:47.332556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:47.337491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:47.416067] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.97% | Symbol ETA: 1m 49s | Global ETA: 41m 19s
[2025-11-25T11:57:47.416231] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:57:47.417151] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:47.417284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:47.422068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:47.423909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:47.424458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:47.424937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:47.425749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:47.461943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:47.464117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:47.465071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:47.466843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:47.535496] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:57:47.556632] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:57:47.709708] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:47.728185] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:47.771434] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:57:47.824882] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: 0.94% | Symbol ETA: 7.4s | Global ETA: 41m 19s
[2025-11-25T11:57:47.825193] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:57:47.826111] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:47.826269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:47.828108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:47.828661] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:57:47.828756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:47.829205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:47.856447] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 3.42% | Symbol ETA: 7.4s | Global ETA: 41m 19s
[2025-11-25T11:57:47.856765] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:57:47.857628] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:47.857787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:47.954740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:47.956216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:47.967147] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:47.982661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:47.984371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:48.000784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:48.002770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:48.010828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:48.012127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:48.015242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:57:48.017984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:48.029979] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:48.128044] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -3.15% | Symbol ETA: 1m 49s | Global ETA: 41m 20s
[2025-11-25T11:57:48.128324] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:57:48.129223] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:48.129360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:48.134471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:48.136507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:48.137142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:48.137638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:48.138494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:48.142401] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 5.8s | Global ETA: 41m 20s
[2025-11-25T11:57:48.142495] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:57:48.143293] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:48.143369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:48.148405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:48.278815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:48.280945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:48.281883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:48.283586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:48.342474] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:57:48.369856] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:57:48.479078] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:57:48.513376] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:48.547636] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:48.629348] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:57:48.633825] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -3.02% | Symbol ETA: 6.5s | Global ETA: 41m 21s
[2025-11-25T11:57:48.634145] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:57:48.635057] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:48.635197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:48.650829] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:48.660490] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 6.6s | Global ETA: 41m 21s
[2025-11-25T11:57:48.660812] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:57:48.661639] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:48.661819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:48.663537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:48.664132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:48.664617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:48.760789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:48.763246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:48.779089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:48.781070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:48.786509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:48.787791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:48.794743] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 0.91% | Symbol ETA: 1m 48s | Global ETA: 41m 21s
[2025-11-25T11:57:48.795029] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:57:48.795865] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:48.795999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:48.800801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:48.802757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:48.803307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:48.803809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:48.804598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:48.810896] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:48.842456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:48.843509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:48.846327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:57:48.848891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:48.930041] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -1.99% | Symbol ETA: 5.0s | Global ETA: 41m 21s
[2025-11-25T11:57:48.930260] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:57:48.931098] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:48.931238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:48.936087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:49.080908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:49.083224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:49.084195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:49.085987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:49.147456] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:57:49.153242] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:57:49.189920] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:57:49.317060] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:49.346697] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:49.363521] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:49.451363] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:57:49.476376] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: 0.64% | Symbol ETA: 1m 47s | Global ETA: 41m 22s
[2025-11-25T11:57:49.476580] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:57:49.477793] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:49.477891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:49.485275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:49.485288] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 2.78% | Symbol ETA: 5.9s | Global ETA: 41m 22s
[2025-11-25T11:57:49.485435] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:57:49.486230] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:49.486454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:49.487454] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -0.88% | Symbol ETA: 5.7s | Global ETA: 41m 22s
[2025-11-25T11:57:49.487545] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:57:49.488075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:49.488314] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:49.488386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:49.488826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:49.489398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:49.490078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:49.490492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:49.490578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:49.491003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:49.608202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:49.610006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:49.611738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:49.612913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:49.626667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:49.628701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:49.630777] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:49.666813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:49.667920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:49.670977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T11:57:49.673456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:49.751071] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 1.32% | Symbol ETA: 4.2s | Global ETA: 41m 22s
[2025-11-25T11:57:49.751369] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:57:49.752246] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:49.752389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:49.757534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:49.855205] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:57:49.887306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:49.889453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:49.890338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:49.892070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:49.971598] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:57:50.015851] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:57:50.035816] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:50.142658] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:50.186045] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:50.188923] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 1m 46s | Global ETA: 41m 23s
[2025-11-25T11:57:50.189217] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:57:50.190094] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:50.190228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:50.195082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:50.196949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:50.197535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:50.198028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:50.198839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:50.253385] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:57:50.266347] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 5.0s | Global ETA: 41m 23s
[2025-11-25T11:57:50.266635] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:57:50.267494] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:50.267636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:50.298168] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.96% | Symbol ETA: 4.9s | Global ETA: 41m 23s
[2025-11-25T11:57:50.387349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:50.388842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:50.404737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:50.406628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:50.422890] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:50.471837] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -3.70%, Actual: 2.49%
[2025-11-25T11:57:50.537126] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:57:50.544852] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 2.41% | Symbol ETA: 3.4s | Global ETA: 41m 23s
[2025-11-25T11:57:50.545019] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:57:50.546100] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:50.546243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:50.551411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:50.648528] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.68%
[2025-11-25T11:57:50.678559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:50.680609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:50.681484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:50.683213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:50.708712] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:50.745952] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:57:50.822718] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.24%, Actual: 0.50%
[2025-11-25T11:57:50.862592] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 1.08% | Symbol ETA: 1m 46s | Global ETA: 41m 24s
[2025-11-25T11:57:50.862904] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:57:50.863756] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:50.863887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:50.868794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:50.870633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:50.871194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:50.871681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:50.872471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:50.925756] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:50.995893] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.53%, Actual: 0.57%
[2025-11-25T11:57:51.036111] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:57:51.047919] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: 2.18% | Symbol ETA: 4.2s | Global ETA: 41m 24s
[2025-11-25T11:57:51.048208] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:57:51.049056] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:51.049195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:51.167462] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.47%, Actual: 0.54%
[2025-11-25T11:57:51.173324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:51.174861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:51.191036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:51.192790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:51.205363] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:51.218357] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:57:51.318707] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -2.86% | Symbol ETA: 2.6s | Global ETA: 41m 24s
[2025-11-25T11:57:51.318877] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:57:51.319819] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:51.319959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:51.324923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:51.337015] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.68%, Actual: 0.80%
[2025-11-25T11:57:51.387225] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:51.448075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:51.450163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:51.451068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:51.452873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:51.508310] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: 0.94%, Actual: 2.52%
[2025-11-25T11:57:51.529181] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:57:51.534913] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.61% | Symbol ETA: 1m 45s | Global ETA: 41m 25s
[2025-11-25T11:57:51.535083] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:57:51.535999] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:51.536133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:51.541121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:51.543000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:51.543553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:51.544049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:51.544891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:51.682455] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: -0.92%, Actual: 0.11%
[2025-11-25T11:57:51.699184] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:51.799725] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:57:51.818790] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -2.24% | Symbol ETA: 3.4s | Global ETA: 41m 25s
[2025-11-25T11:57:51.819076] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:57:51.819935] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:51.820075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:51.854619] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -0.88%, Actual: 0.27%
[2025-11-25T11:57:51.889364] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:57:51.941172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:51.942676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:51.958487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:51.960223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:51.969742] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:52.024784] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.96%, Actual: 1.30%
[2025-11-25T11:57:52.025140] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 45.1678%
[2025-11-25T11:57:52.025305] [INFO ] [main      ] KOF: DISCARDED add_range_overlap_v_prior_day (score: 45.17%)
[2025-11-25T11:57:52.025419] [INFO ] [main      ] KOF: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T11:57:52.025525] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency']
[2025-11-25T11:57:52.025585] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:57:52.039106] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:52.039706] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:57:52.040599] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:52.040760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:52.042536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:52.043140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:52.043630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:52.063894] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:52.095629] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 1.8s | Global ETA: 41m 25s
[2025-11-25T11:57:52.095954] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:57:52.096907] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:52.097096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:52.102172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:52.172637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:52.174173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:52.230517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:52.230866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:52.232172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:52.232244] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.67% | Symbol ETA: 1m 44s | Global ETA: 41m 26s
[2025-11-25T11:57:52.232445] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:57:52.232820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:52.233679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:52.233630] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:52.233903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:52.235360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:52.235336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:57:52.237868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:52.239193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:52.241257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:52.241860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:52.242347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:52.243205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:52.295867] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:57:52.465689] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:52.580045] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:57:52.587276] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 2.6s | Global ETA: 41m 26s
[2025-11-25T11:57:52.587566] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:57:52.588383] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:52.588520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:52.590830] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:57:52.622040] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:57:52.710907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:52.712574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:52.729205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:52.731095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:52.751677] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:52.762582] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:52.794358] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:52.867815] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -3.50% | Symbol ETA: 12.0s | Global ETA: 41m 26s
[2025-11-25T11:57:52.867989] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:57:52.868981] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:52.869127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:52.870982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:52.871583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:52.872102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:52.880620] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -3.72% | Symbol ETA: 1.0s | Global ETA: 41m 26s
[2025-11-25T11:57:52.880903] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:57:52.881765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:52.881909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:52.886941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:52.946606] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.42% | Symbol ETA: 1m 44s | Global ETA: 41m 27s
[2025-11-25T11:57:52.946882] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:57:52.947739] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:52.947897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:52.952748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:52.954557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:52.955154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:52.955617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:52.956454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:53.001881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:53.003302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:53.017537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:53.019715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:53.020616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:53.022456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:53.069608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:53.071431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:53.075735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:57:53.078968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:53.080129] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:57:53.261404] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:53.302250] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:57:53.368446] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:57:53.382025] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 1.8s | Global ETA: 41m 27s
[2025-11-25T11:57:53.382329] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:57:53.383187] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:53.383330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:53.423158] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:57:53.471330] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:53.508831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:53.510339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:53.527724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:53.529479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:53.541412] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:53.596285] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:53.614841] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.33% | Symbol ETA: 1m 43s | Global ETA: 41m 27s
[2025-11-25T11:57:53.656761] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: -1.52% | Symbol ETA: 0.2s | Global ETA: 41m 28s
[2025-11-25T11:57:53.713004] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 11.2s | Global ETA: 41m 28s
[2025-11-25T11:57:53.713312] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:57:53.714228] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:53.714389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:53.716216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:53.716862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:53.717379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:53.787371] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.97%, Actual: 1.77%
[2025-11-25T11:57:53.836103] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 2.75%, Actual: 2.07%
[2025-11-25T11:57:53.847343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:53.848733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:53.882874] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:57:53.903163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:53.904224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:53.907153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:57:53.909403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:53.959921] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -3.15%, Actual: 4.51%
[2025-11-25T11:57:54.011964] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 2.19%
[2025-11-25T11:57:54.059478] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:54.130250] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 3.14%
[2025-11-25T11:57:54.177216] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 2.35% | Symbol ETA: 1.0s | Global ETA: 41m 28s
[2025-11-25T11:57:54.177516] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:57:54.178435] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:54.178580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:54.185253] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 0.51%
[2025-11-25T11:57:54.246532] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:57:54.302504] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: 0.64%, Actual: 2.11%
[2025-11-25T11:57:54.307357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:54.309020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:54.325960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T11:57:54.327794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:54.358871] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -1.99%, Actual: 0.26%
[2025-11-25T11:57:54.415100] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:54.473333] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.74%, Actual: 1.66%
[2025-11-25T11:57:54.527184] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.30% | Symbol ETA: 10.3s | Global ETA: 41m 29s
[2025-11-25T11:57:54.527479] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:57:54.528353] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:54.528497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:54.530302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:54.530226] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 1.82%
[2025-11-25T11:57:54.530841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:54.531333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:54.644590] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 1.08%, Actual: 0.48%
[2025-11-25T11:57:54.653953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:54.654954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:54.679806] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:57:54.706440] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 2.41%, Actual: 0.32%
[2025-11-25T11:57:54.709955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:54.710876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:54.713626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:57:54.715790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:54.816515] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.61%, Actual: 0.17%
[2025-11-25T11:57:54.854420] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:57:54.878486] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -2.86%, Actual: 0.38%
[2025-11-25T11:57:54.975395] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 1.78% | Symbol ETA: 0.2s | Global ETA: 41m 29s
[2025-11-25T11:57:54.986975] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.67%, Actual: 0.43%
[2025-11-25T11:57:55.054326] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:57:55.054525] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 2.15%
[2025-11-25T11:57:55.152683] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 3.42%, Actual: 2.67%
[2025-11-25T11:57:55.157900] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.42%, Actual: 0.67%
[2025-11-25T11:57:55.223684] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:55.229248] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.72%, Actual: 0.72%
[2025-11-25T11:57:55.329717] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.33%, Actual: 2.39%
[2025-11-25T11:57:55.330113] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 47.3975%
[2025-11-25T11:57:55.330270] [INFO ] [main      ] LNG: KEPT add_close_to_open_alignment (score: 47.40%)
[2025-11-25T11:57:55.330388] [INFO ] [main      ] LNG: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:57:55.330485] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context']
[2025-11-25T11:57:55.330596] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:57:55.330490] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -3.02%, Actual: 3.10%
[2025-11-25T11:57:55.331933] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 9.4s | Global ETA: 41m 30s
[2025-11-25T11:57:55.332234] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:57:55.333063] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:55.333212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:55.334962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:55.335533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:55.336035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:55.344395] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:55.344868] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:57:55.345913] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:57:55.346039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:55.350914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:55.352809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:55.353379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:55.353877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:55.354694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:57:55.355575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:55.402661] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.52%, Actual: 1.07%
[2025-11-25T11:57:55.403020] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 39.4845%
[2025-11-25T11:57:55.403191] [INFO ] [main      ] LVS: DISCARDED add_volume_zscore (score: 39.48%)
[2025-11-25T11:57:55.403313] [INFO ] [main      ] LVS: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:57:55.403422] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps', 'add_vwap_deviations']
[2025-11-25T11:57:55.403533] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T11:57:55.418458] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:55.419212] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 2
[2025-11-25T11:57:55.420176] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:55.420319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:55.425375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:55.462016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:55.463290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:55.506973] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 2.78%, Actual: 1.78%
[2025-11-25T11:57:55.517481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:55.518583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:55.521637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:57:55.523844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:55.552231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:55.554238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:55.555157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:57:55.561542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:55.679436] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 1.72%
[2025-11-25T11:57:55.695564] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:57:55.848906] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 2.18%, Actual: 1.43%
[2025-11-25T11:57:55.862415] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:57:55.866408] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:55.902723] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-20
[2025-11-25T11:57:56.017459] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.82% | Symbol ETA: 1m 27s | Global ETA: 41m 31s
[2025-11-25T11:57:56.017760] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:57:56.018241] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.24%, Actual: 0.07%
[2025-11-25T11:57:56.018595] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:57:56.018696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:56.023620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:56.025510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:56.026101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:56.026580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:56.027499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:57:56.028434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:56.031085] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:56.078451] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:56.144735] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.45% | Symbol ETA: 8.6s | Global ETA: 41m 31s
[2025-11-25T11:57:56.145049] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:57:56.145925] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:56.146069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:56.147855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:56.148506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:56.149017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:56.192726] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 3.34%
[2025-11-25T11:57:56.201272] [INFO ] [main      ] LVS: Lookback Days: 2, Magnitude: 2.02% | Symbol ETA: 7.0s | Global ETA: 41m 31s
[2025-11-25T11:57:56.201574] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 3
[2025-11-25T11:57:56.202517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:56.202680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:56.207830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:56.274851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:56.276039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:56.330098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:56.331305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:56.334244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:57:56.336464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:56.345713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:56.348018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:56.348977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:57:56.355734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:56.363705] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.16%, Actual: 0.34%
[2025-11-25T11:57:56.385446] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:57:56.533308] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.35%, Actual: 1.43%
[2025-11-25T11:57:56.569386] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:56.674042] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:57:56.701558] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.78%, Actual: 1.66%
[2025-11-25T11:57:56.701941] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 50.1283%
[2025-11-25T11:57:56.702103] [INFO ] [main      ] RVTY: DISCARDED add_volume_zscore (score: 50.13%)
[2025-11-25T11:57:56.702222] [INFO ] [main      ] RVTY: Testing feature 53/53: add_vwap_deviations
[2025-11-25T11:57:56.702330] [DEBUG] [main      ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime', 'add_vwap_deviations']
[2025-11-25T11:57:56.702440] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T11:57:56.712453] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-19
[2025-11-25T11:57:56.714942] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T11:57:56.715557] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 2
[2025-11-25T11:57:56.716461] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:56.716600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:56.740021] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.62% | Symbol ETA: 1m 27s | Global ETA: 41m 32s
[2025-11-25T11:57:56.740299] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:57:56.741173] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:57:56.741306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:56.746199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:56.748279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:56.748914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:56.749381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:56.750211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:57:56.751125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:56.839293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:56.840444] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:56.840973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:56.856726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:57:56.862469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:56.882039] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:56.946462] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -1.61% | Symbol ETA: 7.8s | Global ETA: 41m 32s
[2025-11-25T11:57:56.946613] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:57:56.947407] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:56.947484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:56.949184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:56.949731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:56.950322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:57.002122] [INFO ] [main      ] LVS: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 6.3s | Global ETA: 41m 32s
[2025-11-25T11:57:57.002418] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 4
[2025-11-25T11:57:57.003262] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:57.003404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:57.008251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:57.072183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:57.073574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:57.108350] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:57:57.126949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:57.128234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:57.131143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:57:57.133321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:57.134271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:57.136290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:57.137227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:57:57.143128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:57.199568] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-20
[2025-11-25T11:57:57.279029] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:57.370407] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:57:57.438660] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 1.43% | Symbol ETA: 1m 26s | Global ETA: 41m 33s
[2025-11-25T11:57:57.438848] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:57:57.439990] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:57:57.440102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:57.446968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:57.449561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:57.450289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:57.450885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:57.451954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:57:57.453073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:57.476224] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:57:57.487533] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-18
[2025-11-25T11:57:57.494320] [INFO ] [main      ] RVTY: Lookback Days: 2, Magnitude: 4.60% | Symbol ETA: 7.0s | Global ETA: 41m 33s
[2025-11-25T11:57:57.494601] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 3
[2025-11-25T11:57:57.495471] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:57.495611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:57.618302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:57.619879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:57.635821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:57:57.641540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:57.643905] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:57:57.658035] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:57.757462] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -0.97% | Symbol ETA: 7.0s | Global ETA: 41m 33s
[2025-11-25T11:57:57.757845] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:57:57.758619] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:57.758774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:57.760521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:57.761142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:57.761621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:57.776565] [INFO ] [main      ] LVS: Lookback Days: 4, Magnitude: 2.24% | Symbol ETA: 5.5s | Global ETA: 41m 33s
[2025-11-25T11:57:57.776911] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 5
[2025-11-25T11:57:57.777746] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:57.777869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:57.782964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:57.804501] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:57:57.884603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:57.886089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:57.912784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:57.914948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:57.915871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:57:57.921771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:57.940033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:57.941308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:57.944218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:57:57.946460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:57.976152] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:57.989467] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-19
[2025-11-25T11:57:58.132454] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -2.03% | Symbol ETA: 1m 25s | Global ETA: 41m 34s
[2025-11-25T11:57:58.132755] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:57:58.133586] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:57:58.133736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:58.138608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:58.140495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:58.141068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:58.141539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:58.142362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:57:58.143255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:58.168636] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:57:58.266289] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-17
[2025-11-25T11:57:58.288316] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:57:58.292402] [INFO ] [main      ] RVTY: Lookback Days: 3, Magnitude: -3.00% | Symbol ETA: 6.3s | Global ETA: 41m 34s
[2025-11-25T11:57:58.292699] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 4
[2025-11-25T11:57:58.293513] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:58.293625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:58.421175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:58.422876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:58.439712] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:58.440239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:57:58.446609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:58.458188] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:57:58.496118] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:57:58.556595] [INFO ] [main      ] LVS: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 4.7s | Global ETA: 41m 34s
[2025-11-25T11:57:58.556910] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 6
[2025-11-25T11:57:58.557843] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:58.557985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:58.562905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:58.568374] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.09% | Symbol ETA: 6.1s | Global ETA: 41m 34s
[2025-11-25T11:57:58.568705] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:57:58.569560] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:58.569723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:58.571466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:58.572092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:58.572574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:58.679765] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:58.687279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:58.689435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:58.690337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:57:58.694177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:58.695607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:58.696209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:58.749355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:58.750661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:58.753580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:57:58.755925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:58.785980] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-18
[2025-11-25T11:57:58.833584] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.08% | Symbol ETA: 1m 25s | Global ETA: 41m 35s
[2025-11-25T11:57:58.833804] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:57:58.834610] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:57:58.834763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:58.839795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:58.841620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:58.842221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:58.842720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:58.843515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:57:58.844425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:58.959613] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:57:59.067568] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-14
[2025-11-25T11:57:59.081947] [INFO ] [main      ] RVTY: Lookback Days: 4, Magnitude: 0.67% | Symbol ETA: 5.5s | Global ETA: 41m 35s
[2025-11-25T11:57:59.082240] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 5
[2025-11-25T11:57:59.083073] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:59.083214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:59.105296] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:57:59.192440] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:57:59.212758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:59.214412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:57:59.231072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:57:59.237279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:59.243375] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:57:59.280252] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:57:59.362975] [INFO ] [main      ] LVS: Lookback Days: 6, Magnitude: 0.98% | Symbol ETA: 3.9s | Global ETA: 41m 35s
[2025-11-25T11:57:59.363304] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 7
[2025-11-25T11:57:59.364177] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:57:59.364320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:59.365118] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:57:59.369337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:59.393246] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 0.56% | Symbol ETA: 5.3s | Global ETA: 41m 35s
[2025-11-25T11:57:59.393562] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:57:59.394419] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:57:59.394564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:59.396405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:59.397069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:59.397557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:59.498167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:57:59.500341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:59.501249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:57:59.507311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:59.510290] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.24% | Symbol ETA: 1m 24s | Global ETA: 41m 36s
[2025-11-25T11:57:59.510577] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:57:59.511449] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:57:59.511533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:57:59.516323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:57:59.518276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:57:59.518809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:57:59.519324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:57:59.520166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:57:59.520764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:57:59.521227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:59.522280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:57:59.575444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:57:59.576673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:57:59.579578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T11:57:59.580726] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-17
[2025-11-25T11:57:59.581766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:57:59.748342] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:57:59.851054] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-13
[2025-11-25T11:57:59.866115] [INFO ] [main      ] RVTY: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 4.7s | Global ETA: 41m 36s
[2025-11-25T11:57:59.866399] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 6
[2025-11-25T11:57:59.867203] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:57:59.867341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:57:59.883475] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:57:59.918551] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:57:59.989440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:57:59.990939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:00.007056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:58:00.013068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:00.036326] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:00.063178] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:00.102116] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:00.167455] [INFO ] [main      ] LVS: Lookback Days: 7, Magnitude: 0.83% | Symbol ETA: 3.2s | Global ETA: 41m 37s
[2025-11-25T11:58:00.167603] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 8
[2025-11-25T11:58:00.168410] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:00.168495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:00.173512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:00.211095] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.77% | Symbol ETA: 4.5s | Global ETA: 41m 37s
[2025-11-25T11:58:00.301838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:00.303811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:00.304617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:58:00.310856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:00.339871] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -1.58% | Symbol ETA: 1m 23s | Global ETA: 41m 37s
[2025-11-25T11:58:00.340167] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:58:00.341045] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:58:00.341187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:00.346026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:00.347861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:00.348499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:00.349027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:00.349858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:00.350753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:00.474545] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-14
[2025-11-25T11:58:00.535744] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -3.50%, Actual: 2.49%
[2025-11-25T11:58:00.692397] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:58:00.734229] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.14%, Actual: 0.68%
[2025-11-25T11:58:00.805490] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:00.810852] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-12
[2025-11-25T11:58:00.863460] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:00.904528] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.30%, Actual: 0.50%
[2025-11-25T11:58:00.932086] [INFO ] [main      ] RVTY: Lookback Days: 6, Magnitude: -1.47% | Symbol ETA: 4.2s | Global ETA: 41m 38s
[2025-11-25T11:58:00.932283] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 7
[2025-11-25T11:58:00.933596] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:00.933695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:01.013973] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.37% | Symbol ETA: 1m 23s | Global ETA: 41m 38s
[2025-11-25T11:58:01.014240] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:58:01.015083] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:58:01.015223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:01.020045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:01.021941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:01.022540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:01.023038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:01.023871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:01.024782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:01.035356] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:01.098734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:58:01.100168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:01.116366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:58:01.117089] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 0.57%
[2025-11-25T11:58:01.122326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:01.149571] [INFO ] [main      ] LVS: Lookback Days: 8, Magnitude: -1.67% | Symbol ETA: 2.5s | Global ETA: 41m 38s
[2025-11-25T11:58:01.149874] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 9
[2025-11-25T11:58:01.150761] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:01.150903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:01.156267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:01.283613] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.45%, Actual: 0.54%
[2025-11-25T11:58:01.289419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:01.291521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:01.292335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:58:01.298107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:01.363244] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:58:01.451786] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -1.61%, Actual: 0.80%
[2025-11-25T11:58:01.461383] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-13
[2025-11-25T11:58:01.535662] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:01.621528] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -0.97%, Actual: 2.52%
[2025-11-25T11:58:01.654720] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:01.683136] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 2.08% | Symbol ETA: 1m 22s | Global ETA: 41m 39s
[2025-11-25T11:58:01.683289] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:58:01.684066] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T11:58:01.684143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:01.689065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:01.691031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:01.691526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:01.691948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:01.692706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:01.693504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:01.716629] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-11
[2025-11-25T11:58:01.789262] [INFO ] [main      ] RVTY: Lookback Days: 7, Magnitude: -1.17% | Symbol ETA: 3.4s | Global ETA: 41m 39s
[2025-11-25T11:58:01.789402] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 8
[2025-11-25T11:58:01.790164] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:01.790237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:01.791241] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.09%, Actual: 0.11%
[2025-11-25T11:58:01.895856] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:01.914194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:58:01.915739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:01.932437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:58:01.938894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:01.959353] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 0.27%
[2025-11-25T11:58:02.010893] [INFO ] [main      ] LVS: Lookback Days: 9, Magnitude: -3.26% | Symbol ETA: 1.6s | Global ETA: 41m 39s
[2025-11-25T11:58:02.011190] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 10
[2025-11-25T11:58:02.012042] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:02.012183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:02.017199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:02.108966] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:58:02.127066] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.77%, Actual: 1.30%
[2025-11-25T11:58:02.127451] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 39.6536%
[2025-11-25T11:58:02.127622] [INFO ] [main      ] KOF: DISCARDED add_range_volume_efficiency (score: 39.65%)
[2025-11-25T11:58:02.127759] [INFO ] [main      ] KOF: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T11:58:02.127866] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency_refinements']
[2025-11-25T11:58:02.128000] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:58:02.141494] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:02.142136] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:58:02.143135] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:02.143282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:02.144941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:02.145149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:02.145815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:02.146310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:02.147058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:02.148043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:58:02.154228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:02.269832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:02.271256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:02.281133] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-12
[2025-11-25T11:58:02.281627] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:02.325527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:02.326845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:02.330056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:58:02.334456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:02.432189] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.70% | Symbol ETA: 1m 21s | Global ETA: 41m 40s
[2025-11-25T11:58:02.449864] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:02.506033] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-10
[2025-11-25T11:58:02.568385] [INFO ] [main      ] RVTY: Lookback Days: 8, Magnitude: 1.20% | Symbol ETA: 2.5s | Global ETA: 41m 40s
[2025-11-25T11:58:02.568672] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 9
[2025-11-25T11:58:02.569476] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:02.569606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:02.603402] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.82%, Actual: 1.77%
[2025-11-25T11:58:02.673423] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:58:02.683417] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:02.693203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:58:02.694836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:02.717226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:58:02.726338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:02.774812] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.62%, Actual: 4.51%
[2025-11-25T11:58:02.816449] [INFO ] [main      ] LVS: Lookback Days: 10, Magnitude: -2.37% | Symbol ETA: 0.8s | Global ETA: 41m 40s
[2025-11-25T11:58:02.816751] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 11
[2025-11-25T11:58:02.817607] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:02.817870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:02.822721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:02.842038] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:02.942198] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 1.43%, Actual: 3.14%
[2025-11-25T11:58:02.950089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:02.952227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:02.952936] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -3.13% | Symbol ETA: 11.4s | Global ETA: 41m 40s
[2025-11-25T11:58:02.953221] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:58:02.953171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:58:02.954058] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:02.954209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:02.955944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:02.956512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:02.957037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:02.959338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:03.082623] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-11
[2025-11-25T11:58:03.086413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:03.087837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:03.111056] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -2.03%, Actual: 2.11%
[2025-11-25T11:58:03.145570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:03.146805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:03.149858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:58:03.154052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:03.251139] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:03.278729] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.08%, Actual: 1.66%
[2025-11-25T11:58:03.304377] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-07
[2025-11-25T11:58:03.369546] [INFO ] [main      ] RVTY: Lookback Days: 9, Magnitude: 1.29% | Symbol ETA: 1.7s | Global ETA: 41m 41s
[2025-11-25T11:58:03.369833] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 10
[2025-11-25T11:58:03.370659] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:03.370789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:03.449666] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.24%, Actual: 0.48%
[2025-11-25T11:58:03.478096] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:03.492622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:58:03.493999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:03.500501] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:58:03.510028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:58:03.515830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:03.592862] [INFO ] [main      ] LVS: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 0.0s | Global ETA: 41m 41s
[2025-11-25T11:58:03.619789] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -1.58%, Actual: 0.17%
[2025-11-25T11:58:03.674236] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:03.762079] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 2.02%, Actual: 2.07%
[2025-11-25T11:58:03.788500] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.37%, Actual: 0.43%
[2025-11-25T11:58:03.788992] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.62% | Symbol ETA: 10.7s | Global ETA: 41m 42s
[2025-11-25T11:58:03.789280] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:58:03.790129] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:03.790270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:03.792076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:03.792672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:03.793159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:03.861402] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-10
[2025-11-25T11:58:03.920518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:03.921739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:03.937171] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -0.79%, Actual: 2.19%
[2025-11-25T11:58:03.961158] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 2.08%, Actual: 0.67%
[2025-11-25T11:58:03.976959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:03.977966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:03.980826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:58:03.984831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:04.030986] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:04.106563] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 2.24%, Actual: 0.51%
[2025-11-25T11:58:04.129593] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.70%, Actual: 2.39%
[2025-11-25T11:58:04.130066] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 47.4625%
[2025-11-25T11:58:04.130226] [INFO ] [main      ] LNG: KEPT add_composite_volatility_context (score: 47.46%)
[2025-11-25T11:58:04.130341] [INFO ] [main      ] LNG: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:58:04.130397] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios']
[2025-11-25T11:58:04.130507] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:58:04.144151] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:04.144900] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:58:04.145819] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:04.145960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:04.145981] [INFO ] [main      ] RVTY: Lookback Days: 10, Magnitude: 2.30% | Symbol ETA: 0.8s | Global ETA: 41m 42s
[2025-11-25T11:58:04.146258] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 11
[2025-11-25T11:58:04.147048] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:04.147178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:04.150811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:04.152589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:04.153104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:04.153585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:04.154401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:04.155299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:58:04.157780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:04.266392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:58:04.267718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:04.276321] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -1.76%, Actual: 0.26%
[2025-11-25T11:58:04.283553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T11:58:04.289365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:04.329463] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:58:04.449599] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 0.98%, Actual: 1.82%
[2025-11-25T11:58:04.495674] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:58:04.505090] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:04.619738] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.05% | Symbol ETA: 9.9s | Global ETA: 41m 43s
[2025-11-25T11:58:04.620002] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:58:04.620837] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:04.620977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:04.622892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:04.623484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:04.624012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:04.630375] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-07
[2025-11-25T11:58:04.637125] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.83%, Actual: 0.32%
[2025-11-25T11:58:04.664568] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:04.757322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:04.758578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:04.801376] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:04.808430] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -1.67%, Actual: 0.38%
[2025-11-25T11:58:04.813709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:04.814720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:04.817636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:58:04.821801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:04.829150] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 1m 14s | Global ETA: 41m 43s
[2025-11-25T11:58:04.829427] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:58:04.830265] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:04.830409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:04.835122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:04.836946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:04.837515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:04.838000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:04.838809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:04.839709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:58:04.842128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:04.916415] [INFO ] [main      ] RVTY: Lookback Days: 11, Magnitude: 3.04% | Symbol ETA: 0.0s | Global ETA: 41m 43s
[2025-11-25T11:58:04.977948] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -3.26%, Actual: 2.15%
[2025-11-25T11:58:05.086257] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.60%, Actual: 2.67%
[2025-11-25T11:58:05.147240] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -2.37%, Actual: 0.72%
[2025-11-25T11:58:05.171815] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:58:05.181060] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:58:05.257098] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -3.00%, Actual: 3.10%
[2025-11-25T11:58:05.319353] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: 0.21%, Actual: 1.07%
[2025-11-25T11:58:05.319706] [INFO ] [main      ] LVS: Magnitude Forecast Confidence: 39.5846%
[2025-11-25T11:58:05.319867] [INFO ] [main      ] LVS: DISCARDED add_vwap_deviations (score: 39.58%)
[2025-11-25T11:58:05.319986] [INFO ] [main      ] LVS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:58:05.320114] [INFO ] [main      ] LVS: Best accuracy: 52.17%
[2025-11-25T11:58:05.320234] [INFO ] [main      ] LVS: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gaps']
[2025-11-25T11:58:05.320338] [INFO ] [main      ] LVS: Improvement over baseline: 14.96%
[2025-11-25T11:58:05.320438] [INFO ] [main      ] LVS: Total time: 8.4 minutes
[2025-11-25T11:58:05.320536] [INFO ] [main      ] LVS: Average time per feature: 9.5 seconds
[2025-11-25T11:58:05.320634] [INFO ] [main      ] LVS: Average speed: 0.10 features/sec
[2025-11-25T11:58:05.346734] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:05.351406] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:05.427391] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 1.78%
[2025-11-25T11:58:05.459652] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.76% | Symbol ETA: 9.1s | Global ETA: 41m 44s
[2025-11-25T11:58:05.459802] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:58:05.460582] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:05.460675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:05.462439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:05.463081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:05.463577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:05.493403] [DEBUG] [METRICS   ] LVS: 2025-11-21:2025-11-24: Predicted: 0.93%, Actual: 2.07%
[2025-11-25T11:58:05.524658] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 1m 13s | Global ETA: 41m 44s
[2025-11-25T11:58:05.524950] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:58:05.525818] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:05.525965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:05.530999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:05.532949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:05.533560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:05.534061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:05.534932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:05.535892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:58:05.538514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:05.594854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:05.596225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:05.599237] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 1.72%
[2025-11-25T11:58:05.654123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:05.655417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:05.658591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:58:05.662950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:05.668272] [DEBUG] [METRICS   ] LVS: 2025-11-20:2025-11-21: Predicted: -1.17%, Actual: 2.19%
[2025-11-25T11:58:05.772066] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: -1.47%, Actual: 1.43%
[2025-11-25T11:58:05.843932] [DEBUG] [METRICS   ] LVS: 2025-11-19:2025-11-20: Predicted: 0.54%, Actual: 0.51%
[2025-11-25T11:58:05.884333] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:58:05.966955] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -1.17%, Actual: 0.07%
[2025-11-25T11:58:06.011224] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:58:06.012297] [DEBUG] [METRICS   ] LVS: 2025-11-18:2025-11-19: Predicted: -3.82%, Actual: 0.26%
[2025-11-25T11:58:06.052581] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:06.135994] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.20%, Actual: 3.34%
[2025-11-25T11:58:06.181498] [DEBUG] [METRICS   ] LVS: 2025-11-17:2025-11-18: Predicted: 2.34%, Actual: 1.82%
[2025-11-25T11:58:06.190169] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:06.213522] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -1.15% | Symbol ETA: 1m 12s | Global ETA: 41m 45s
[2025-11-25T11:58:06.213705] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:58:06.214617] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:06.214821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:06.219780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:06.221663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:06.222222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:06.222665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:06.223485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:06.224386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:58:06.226872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:06.305060] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.09% | Symbol ETA: 8.3s | Global ETA: 41m 45s
[2025-11-25T11:58:06.305224] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:58:06.305450] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 1.29%, Actual: 0.34%
[2025-11-25T11:58:06.306005] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:06.306226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:06.307992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:06.308597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:06.309092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:06.351879] [DEBUG] [METRICS   ] LVS: 2025-11-14:2025-11-17: Predicted: 0.95%, Actual: 0.32%
[2025-11-25T11:58:06.438726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:06.440150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:06.474366] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.30%, Actual: 1.43%
[2025-11-25T11:58:06.496466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:06.497460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:06.500482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:58:06.504830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:06.522462] [DEBUG] [METRICS   ] LVS: 2025-11-13:2025-11-14: Predicted: -0.67%, Actual: 0.38%
[2025-11-25T11:58:06.587118] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:58:06.651279] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 3.04%, Actual: 1.66%
[2025-11-25T11:58:06.651695] [INFO ] [main      ] RVTY: Magnitude Forecast Confidence: 43.7692%
[2025-11-25T11:58:06.651867] [INFO ] [main      ] RVTY: DISCARDED add_vwap_deviations (score: 43.77%)
[2025-11-25T11:58:06.651975] [INFO ] [main      ] RVTY: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T11:58:06.652078] [INFO ] [main      ] RVTY: Best accuracy: 63.12%
[2025-11-25T11:58:06.652184] [INFO ] [main      ] RVTY: Best feature set (3 features): ['add_directional_consistency', 'add_intraday_skewness_proxies', 'add_regime']
[2025-11-25T11:58:06.652294] [INFO ] [main      ] RVTY: Improvement over baseline: 16.23%
[2025-11-25T11:58:06.652411] [INFO ] [main      ] RVTY: Total time: 8.4 minutes
[2025-11-25T11:58:06.652525] [INFO ] [main      ] RVTY: Average time per feature: 9.5 seconds
[2025-11-25T11:58:06.652662] [INFO ] [main      ] RVTY: Average speed: 0.11 features/sec
[2025-11-25T11:58:06.698152] [DEBUG] [METRICS   ] LVS: 2025-11-12:2025-11-13: Predicted: -2.24%, Actual: 2.15%
[2025-11-25T11:58:06.753746] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:06.823735] [DEBUG] [METRICS   ] RVTY: 2025-11-21:2025-11-24: Predicted: 4.21%, Actual: 2.67%
[2025-11-25T11:58:06.854854] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:58:06.867401] [DEBUG] [METRICS   ] LVS: 2025-11-11:2025-11-12: Predicted: -3.72%, Actual: 0.72%
[2025-11-25T11:58:06.926035] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.80% | Symbol ETA: 1m 12s | Global ETA: 41m 46s
[2025-11-25T11:58:06.926339] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:58:06.927338] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:06.927499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:06.933034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:06.934986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:06.935568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:06.936066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:06.936913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:06.937896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:58:06.940582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:07.018575] [DEBUG] [METRICS   ] RVTY: 2025-11-20:2025-11-21: Predicted: -2.67%, Actual: 3.10%
[2025-11-25T11:58:07.028836] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:07.035841] [DEBUG] [METRICS   ] LVS: 2025-11-10:2025-11-11: Predicted: -1.24%, Actual: 1.07%
[2025-11-25T11:58:07.036617] [INFO ] [LOCAL     ] Saved configuration for LVS: 4 features, 52.17% accuracy -> ./output/feature-sets/LVS.json
[2025-11-25T11:58:07.037590] [INFO ] [main      ] Progress: 14/31 symbols completed (45.2%). LVS finished in 8m 35s. ETA: 36m 38s. Rate: 0.46 symbols/min
[2025-11-25T11:58:07.041128] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:58:07.055323] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:07.055947] [INFO ] [main      ] BWG: Testing with 53 available features
[2025-11-25T11:58:07.056246] [INFO ] [main      ] BWG: Establishing baseline with no features...
[2025-11-25T11:58:07.056363] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:58:07.069048] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:07.069952] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:58:07.070905] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:07.143975] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 7.4s | Global ETA: 36m 38s
[2025-11-25T11:58:07.144277] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:58:07.145115] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:07.145259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:07.146987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:07.147602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:07.148113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:07.189250] [DEBUG] [METRICS   ] RVTY: 2025-11-19:2025-11-20: Predicted: 1.81%, Actual: 1.78%
[2025-11-25T11:58:07.278332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:07.279330] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:58:07.279774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:07.335963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:07.337139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:07.340173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:58:07.344382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:07.358108] [DEBUG] [METRICS   ] RVTY: 2025-11-18:2025-11-19: Predicted: -1.73%, Actual: 1.72%
[2025-11-25T11:58:07.412178] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:58:07.446430] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:07.527737] [DEBUG] [METRICS   ] RVTY: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 1.43%
[2025-11-25T11:58:07.584791] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:07.607757] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 2.11% | Symbol ETA: 1m 11s | Global ETA: 36m 38s
[2025-11-25T11:58:07.607910] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:58:07.608719] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:07.608794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:07.613571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:07.615463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:07.616046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:07.616521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:07.617380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:07.618326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:58:07.620784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:07.642874] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.04%
[2025-11-25T11:58:07.643044] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:58:07.643810] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:07.698944] [DEBUG] [METRICS   ] RVTY: 2025-11-14:2025-11-17: Predicted: -2.36%, Actual: 0.07%
[2025-11-25T11:58:07.704323] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:58:07.869769] [DEBUG] [METRICS   ] RVTY: 2025-11-13:2025-11-14: Predicted: 1.55%, Actual: 3.34%
[2025-11-25T11:58:07.885684] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:07.958722] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:58:07.986878] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:58:08.001053] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -0.89% | Symbol ETA: 6.6s | Global ETA: 36m 39s
[2025-11-25T11:58:08.001365] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:58:08.002257] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:08.002405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:08.004265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:08.004959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:08.005471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:08.066018] [DEBUG] [METRICS   ] RVTY: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.34%
[2025-11-25T11:58:08.126087] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:08.135580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:08.137084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:08.156016] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:08.196091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:08.197366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:08.200417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:58:08.204656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:08.211160] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 1.49%
[2025-11-25T11:58:08.211536] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:58:08.212391] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:08.236003] [DEBUG] [METRICS   ] RVTY: 2025-11-11:2025-11-12: Predicted: 2.26%, Actual: 1.43%
[2025-11-25T11:58:08.289771] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.75% | Symbol ETA: 1m 10s | Global ETA: 36m 39s
[2025-11-25T11:58:08.289933] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:58:08.290718] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:08.290801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:08.295664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:08.297483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:08.298056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:08.298527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:08.299332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:08.300221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:58:08.302677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:08.411501] [DEBUG] [METRICS   ] RVTY: 2025-11-10:2025-11-11: Predicted: 1.25%, Actual: 1.66%
[2025-11-25T11:58:08.412242] [INFO ] [LOCAL     ] Saved configuration for RVTY: 3 features, 63.12% accuracy -> ./output/feature-sets/RVTY.json
[2025-11-25T11:58:08.413186] [INFO ] [main      ] Progress: 15/31 symbols completed (48.4%). RVTY finished in 8m 33s. ETA: 32m 12s. Rate: 0.50 symbols/min
[2025-11-25T11:58:08.416244] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:58:08.429202] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:08.429844] [INFO ] [main      ] BBAR: Testing with 53 available features
[2025-11-25T11:58:08.429962] [INFO ] [main      ] BBAR: Establishing baseline with no features...
[2025-11-25T11:58:08.430063] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:58:08.443045] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:08.443658] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:58:08.444582] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:08.548480] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:58:08.552510] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:58:08.639505] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:58:08.722937] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:08.723545] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:08.778109] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.04%
[2025-11-25T11:58:08.778441] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:58:08.779294] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:08.799110] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:58:08.812822] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:08.833182] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.45% | Symbol ETA: 5.8s | Global ETA: 32m 12s
[2025-11-25T11:58:08.833436] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:58:08.834271] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:08.834419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:08.836164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:08.836771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:08.837267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:08.965126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:08.966549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:08.968012] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:08.977537] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 1m 10s | Global ETA: 32m 13s
[2025-11-25T11:58:08.977778] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:58:08.978662] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:08.978805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:08.983805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:08.985737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:08.986318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:08.986827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:08.987709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:08.988625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:58:08.991145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:09.023621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:09.024566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:09.027487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:58:09.031372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:09.057877] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -8.52%
[2025-11-25T11:58:09.058183] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:58:09.059016] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:09.123444] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:58:09.294095] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:09.334460] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:58:09.349678] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.05%
[2025-11-25T11:58:09.350003] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:58:09.350858] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:09.392994] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:58:09.395313] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:58:09.503729] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:09.562187] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:09.564693] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:09.655445] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 3.35%
[2025-11-25T11:58:09.655677] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:58:09.656576] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:09.663827] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 5.15% | Symbol ETA: 1m 9s | Global ETA: 32m 13s
[2025-11-25T11:58:09.664111] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:58:09.665219] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:09.665358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:09.670372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:09.672297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:09.672907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:09.672934] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 4.9s | Global ETA: 32m 13s
[2025-11-25T11:58:09.673218] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:58:09.673393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:09.674067] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:09.674218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:09.674261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:09.675210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:58:09.675996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:09.676505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:09.676930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:09.678039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:09.693537] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:58:09.799273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:09.800675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:09.853452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:09.854456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:09.857428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T11:58:09.861487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:09.865564] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:09.921443] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01%
[2025-11-25T11:58:09.921796] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:58:09.922615] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:09.997310] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:58:10.051990] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:58:10.167556] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:10.226528] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:10.252715] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -1.89%
[2025-11-25T11:58:10.252932] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:58:10.253825] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:10.255632] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:58:10.263434] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:58:10.385285] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.89% | Symbol ETA: 1m 8s | Global ETA: 32m 14s
[2025-11-25T11:58:10.385441] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:58:10.386215] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:10.386428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:10.391300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:10.393138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:10.393711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:10.394176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:10.395015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:10.395916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:58:10.398376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:10.424379] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:10.433147] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:10.487971] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.46%
[2025-11-25T11:58:10.488323] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:58:10.489168] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:10.532107] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.49% | Symbol ETA: 4.1s | Global ETA: 32m 14s
[2025-11-25T11:58:10.589846] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:58:10.703299] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -3.13%, Actual: 2.49%
[2025-11-25T11:58:10.754010] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:58:10.756667] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:10.828512] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:58:10.842763] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -1.63%
[2025-11-25T11:58:10.843072] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:58:10.843924] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:10.871704] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.62%, Actual: 0.68%
[2025-11-25T11:58:10.924704] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:11.009114] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:11.039777] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 0.50%
[2025-11-25T11:58:11.063714] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.00%
[2025-11-25T11:58:11.064042] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:58:11.064886] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:11.083259] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.13% | Symbol ETA: 1m 7s | Global ETA: 32m 15s
[2025-11-25T11:58:11.208174] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.76%, Actual: 0.57%
[2025-11-25T11:58:11.208415] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:58:11.263247] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 0.81%, Actual: 1.77%
[2025-11-25T11:58:11.376015] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.09%, Actual: 0.54%
[2025-11-25T11:58:11.388579] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:11.421043] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:58:11.431611] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 4.51%
[2025-11-25T11:58:11.480273] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 0.43%
[2025-11-25T11:58:11.480585] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:58:11.481475] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:11.542118] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.44%, Actual: 0.80%
[2025-11-25T11:58:11.592596] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:11.606483] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 3.14%
[2025-11-25T11:58:11.646209] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00%
[2025-11-25T11:58:11.646535] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:58:11.647411] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:11.709281] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -0.89%, Actual: 2.52%
[2025-11-25T11:58:11.774389] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.80%, Actual: 2.11%
[2025-11-25T11:58:11.842098] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:58:11.876397] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.45%, Actual: 0.11%
[2025-11-25T11:58:11.942841] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 2.11%, Actual: 1.66%
[2025-11-25T11:58:11.991367] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:58:12.018324] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:12.043139] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.27%
[2025-11-25T11:58:12.111573] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -5.16%
[2025-11-25T11:58:12.111917] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:58:12.112959] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:12.127838] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.75%, Actual: 0.48%
[2025-11-25T11:58:12.174244] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:12.210262] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.49%, Actual: 1.30%
[2025-11-25T11:58:12.210561] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 47.8396%
[2025-11-25T11:58:12.210745] [INFO ] [main      ] KOF: DISCARDED add_range_volume_efficiency_refinements (score: 47.84%)
[2025-11-25T11:58:12.210866] [INFO ] [main      ] KOF: Testing feature 39/53: add_regime
[2025-11-25T11:58:12.210970] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_regime']
[2025-11-25T11:58:12.211088] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:58:12.224832] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:12.225348] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:58:12.226281] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:12.226424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:12.228213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:12.228818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:12.228947] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.00%
[2025-11-25T11:58:12.229305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:12.229275] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:58:12.230175] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:12.308610] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.54%, Actual: 0.17%
[2025-11-25T11:58:12.352132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:12.353307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:12.407517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:12.408422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:12.411221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:12.430468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:12.460912] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:58:12.476712] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 5.15%, Actual: 0.43%
[2025-11-25T11:58:12.593687] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:58:12.645747] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.89%, Actual: 0.67%
[2025-11-25T11:58:12.648595] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:12.741107] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 1.15%
[2025-11-25T11:58:12.741302] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:58:12.742178] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:12.763039] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:12.764830] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:58:12.816770] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.13%, Actual: 2.39%
[2025-11-25T11:58:12.817211] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 44.7850%
[2025-11-25T11:58:12.817375] [INFO ] [main      ] LNG: DISCARDED add_day_shape_ratios (score: 44.78%)
[2025-11-25T11:58:12.817512] [INFO ] [main      ] LNG: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:58:12.817624] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_directional_consistency']
[2025-11-25T11:58:12.817818] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:58:12.817722] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.38%
[2025-11-25T11:58:12.833338] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:12.833853] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:58:12.834780] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:12.834879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:12.839949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:12.841851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:12.842375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:12.842815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:12.843734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:12.844667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:12.931112] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:12.977624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:12.990095] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.68%
[2025-11-25T11:58:13.045542] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -3.66% | Symbol ETA: 11.1s | Global ETA: 32m 17s
[2025-11-25T11:58:13.045853] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:58:13.046726] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:13.046869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:13.048605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:13.049187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:13.049685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:13.100734] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:58:13.159021] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 1.49%, Actual: 0.82%
[2025-11-25T11:58:13.171533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:13.172630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:13.225203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:13.226122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:13.229014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:13.249014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:13.281317] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:13.327802] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.49%
[2025-11-25T11:58:13.330440] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:58:13.370949] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 1.74%
[2025-11-25T11:58:13.371251] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:58:13.372106] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:13.496625] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.05%, Actual: 0.54%
[2025-11-25T11:58:13.503938] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:13.583019] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:58:13.665870] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T11:58:13.673979] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.05% | Symbol ETA: 1m 3s | Global ETA: 32m 18s
[2025-11-25T11:58:13.674290] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:58:13.675194] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:13.675350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:13.680458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:13.682558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:13.683192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:13.683708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:13.684575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:13.685498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:13.724977] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:58:13.750725] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:13.816389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:13.837288] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.53%
[2025-11-25T11:58:13.873858] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 10.3s | Global ETA: 32m 18s
[2025-11-25T11:58:13.874090] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:58:13.874928] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:13.875075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:13.876825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:13.877412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:13.877914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:13.905789] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:13.993679] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: -1.27%
[2025-11-25T11:58:13.993979] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:58:13.994917] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T11:58:14.002312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:14.003455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:14.007586] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.00%, Actual: 0.88%
[2025-11-25T11:58:14.057148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:14.058057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:14.060897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:14.080281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:14.163464] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:58:14.184837] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:58:14.335551] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:14.346711] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:58:14.355005] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.25%
[2025-11-25T11:58:14.415598] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:58:14.499095] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.18% | Symbol ETA: 1m 3s | Global ETA: 32m 19s
[2025-11-25T11:58:14.499274] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:58:14.500115] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:14.500342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:14.505390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:14.507369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:14.507959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:14.508460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:14.509292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:14.510226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:14.524004] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.93%
[2025-11-25T11:58:14.524386] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 27.5770%
[2025-11-25T11:58:14.524457] [INFO ] [main      ] BWG: Baseline score (no features): 27.5770%
[2025-11-25T11:58:14.524572] [INFO ] [main      ] BWG: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:14.524692] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:58:14.524749] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:58:14.526533] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:14.537950] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:14.538407] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:58:14.539278] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:14.539365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:14.544199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:14.581682] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:14.616943] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -5.54%
[2025-11-25T11:58:14.637101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:14.698224] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 9.5s | Global ETA: 32m 19s
[2025-11-25T11:58:14.698509] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:58:14.699363] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:14.699508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:14.701245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:14.701839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:14.702322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:14.793797] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -8.52%, Actual: 2.25%
[2025-11-25T11:58:14.823318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:14.824394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:14.877165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:14.878067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:14.880816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:14.887769] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:58:14.899701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:14.969088] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 3.35%, Actual: 8.06%
[2025-11-25T11:58:14.997612] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:58:15.060132] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:15.120469] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 5m 8s | Global ETA: 32m 19s
[2025-11-25T11:58:15.120788] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:58:15.121625] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:15.121789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:15.126890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:15.148137] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -1.89%, Actual: 1.90%
[2025-11-25T11:58:15.167794] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:15.233417] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:58:15.319277] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 1m 2s | Global ETA: 32m 19s
[2025-11-25T11:58:15.319594] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:58:15.320429] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:15.320515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:15.325322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:15.325672] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -1.63%, Actual: 5.15%
[2025-11-25T11:58:15.327269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:15.327784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:15.328193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:15.328965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:15.329814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:15.400258] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:15.455275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:15.467812] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:58:15.513877] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 4.95%
[2025-11-25T11:58:15.518244] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -1.19% | Symbol ETA: 8.7s | Global ETA: 32m 20s
[2025-11-25T11:58:15.518534] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:58:15.519403] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:15.519551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:15.521330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:15.521968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:15.522388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:15.648077] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:15.652224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:15.653721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:15.707807] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -5.16%, Actual: 2.13%
[2025-11-25T11:58:15.708545] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.00% | Symbol ETA: 5m 9s | Global ETA: 32m 20s
[2025-11-25T11:58:15.708733] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:58:15.708901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:15.709555] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:15.709631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:15.710118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:15.713186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:15.714849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:15.733866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:15.800818] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:58:15.878896] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 1.15%, Actual: 3.19%
[2025-11-25T11:58:15.973404] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:16.047863] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 1.74%, Actual: 3.45%
[2025-11-25T11:58:16.078308] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:58:16.080667] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:58:16.132503] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 1m 1s | Global ETA: 32m 20s
[2025-11-25T11:58:16.132849] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:58:16.133798] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:16.133954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:16.139247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:16.141352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:16.141967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:16.142448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:16.143294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:16.144215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:16.216349] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: -1.27%, Actual: 3.00%
[2025-11-25T11:58:16.255633] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:16.256551] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:16.271690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:16.316808] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 5m 12s | Global ETA: 32m 20s
[2025-11-25T11:58:16.316962] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:58:16.317791] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:16.317864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:16.323156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:16.374974] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.28% | Symbol ETA: 7.9s | Global ETA: 32m 21s
[2025-11-25T11:58:16.375125] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:58:16.375936] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:16.376016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:16.377742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:16.378251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:16.378675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:16.387437] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -5.54%, Actual: 2.41%
[2025-11-25T11:58:16.387708] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 41.7181%
[2025-11-25T11:58:16.387782] [INFO ] [main      ] BBAR: Baseline score (no features): 41.7181%
[2025-11-25T11:58:16.387837] [INFO ] [main      ] BBAR: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:16.387884] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T11:58:16.387935] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:58:16.402068] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:16.402747] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:58:16.403696] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:16.403784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:16.408577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:16.503513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:16.504796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:16.560151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:16.561383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:16.564394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:16.584045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:16.617824] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:58:16.679160] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:58:16.749920] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:58:16.791054] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:16.863393] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:16.918861] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:16.924154] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 5m 14s | Global ETA: 32m 21s
[2025-11-25T11:58:16.924461] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:58:16.925327] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:16.925471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:16.928669] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:58:16.931016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:16.942776] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 2.79% | Symbol ETA: 60.0s | Global ETA: 32m 21s
[2025-11-25T11:58:16.943093] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:58:16.943990] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:16.944135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:16.949263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:16.951186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:16.951780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:16.952265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:16.953122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:16.954062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:17.011551] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -3.71% | Symbol ETA: 5m 22s | Global ETA: 32m 21s
[2025-11-25T11:58:17.011851] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:58:17.012675] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:17.012801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:17.017592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:17.082571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:17.103948] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:17.219354] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 7.0s | Global ETA: 32m 21s
[2025-11-25T11:58:17.219507] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:58:17.220297] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:17.220376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:17.222056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:17.222550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:17.222981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:17.286188] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:58:17.343869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:17.344999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:17.354906] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:58:17.398312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:17.399222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:17.402076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:17.421222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:17.428915] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:58:17.461476] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:17.521420] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.00% | Symbol ETA: 5m 13s | Global ETA: 32m 22s
[2025-11-25T11:58:17.521742] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:58:17.522566] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:17.522718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:17.525293] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:17.527861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:17.598235] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:17.612751] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 5.25% | Symbol ETA: 5m 19s | Global ETA: 32m 22s
[2025-11-25T11:58:17.613029] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:58:17.613847] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:17.613978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:17.618806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:17.744236] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 59.1s | Global ETA: 32m 22s
[2025-11-25T11:58:17.744539] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:58:17.745380] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:17.745548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:17.750454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:17.752303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:17.752885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:17.753359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:17.754176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:17.755077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:17.756192] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:58:17.876909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:17.878701] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:58:17.924054] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:17.953712] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:58:18.038588] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.48% | Symbol ETA: 6.2s | Global ETA: 32m 22s
[2025-11-25T11:58:18.038902] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:58:18.039742] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:18.039885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:18.041598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:18.042180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:18.042682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:18.051716] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:18.111681] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.39% | Symbol ETA: 5m 12s | Global ETA: 32m 22s
[2025-11-25T11:58:18.111990] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:58:18.112860] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:18.113000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:18.118707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:18.122037] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:18.163509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:18.164743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:18.210390] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -0.58% | Symbol ETA: 5m 17s | Global ETA: 32m 23s
[2025-11-25T11:58:18.210687] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:58:18.211499] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:18.211627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:18.216422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:18.217243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:18.218260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:18.219462] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:58:18.221123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:18.240094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:18.447914] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:18.457503] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:58:18.575431] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:58:18.578423] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:58:18.592427] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 58.3s | Global ETA: 32m 23s
[2025-11-25T11:58:18.592750] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:58:18.593587] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:18.593747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:18.598684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:18.600729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:18.601316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:18.601815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:18.602627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:18.603537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:18.626156] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:18.684903] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5m 10s | Global ETA: 32m 23s
[2025-11-25T11:58:18.685200] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:58:18.686050] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:18.686188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:18.690991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:18.731828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:18.744050] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:18.749982] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:18.833316] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -1.36% | Symbol ETA: 5m 20s | Global ETA: 32m 23s
[2025-11-25T11:58:18.833567] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:58:18.834383] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:18.834511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:18.839314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:18.870765] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.04% | Symbol ETA: 5.4s | Global ETA: 32m 23s
[2025-11-25T11:58:18.871072] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:58:18.871933] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:18.872079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:18.873885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:18.874478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:18.874978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:18.996851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:18.998268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:19.026928] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:58:19.051985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:19.053039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:19.055948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:19.075920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:19.087753] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:58:19.178580] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:58:19.199250] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:19.257147] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 5m 8s | Global ETA: 32m 24s
[2025-11-25T11:58:19.257452] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:58:19.258298] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:19.258437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:19.263965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:19.264110] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:19.348100] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:19.415902] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.44% | Symbol ETA: 57.5s | Global ETA: 32m 24s
[2025-11-25T11:58:19.416203] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:58:19.417299] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:19.417466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:19.422451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:19.424533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:19.425206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:19.425724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:19.426046] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:58:19.426618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:19.427561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:19.436348] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 5.72% | Symbol ETA: 5m 18s | Global ETA: 32m 24s
[2025-11-25T11:58:19.436633] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:58:19.437471] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:19.437599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:19.442345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:19.549162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:19.601669] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:19.609556] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:58:19.723745] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 1.21% | Symbol ETA: 4.5s | Global ETA: 32m 24s
[2025-11-25T11:58:19.723891] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:58:19.724669] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:19.724747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:19.726389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:19.726974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:19.727417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:19.788443] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:19.812061] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:58:19.847546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:19.848834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:19.849232] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 5m 7s | Global ETA: 32m 24s
[2025-11-25T11:58:19.849444] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:58:19.850339] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:19.850482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:19.855533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:19.901418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:19.902256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:19.905096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T11:58:19.914516] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:58:19.924301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:19.980913] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:20.068875] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -1.88% | Symbol ETA: 5m 20s | Global ETA: 32m 24s
[2025-11-25T11:58:20.069029] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:58:20.069813] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:20.069886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:20.074824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:20.085560] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:20.202691] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:58:20.239692] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 2.82% | Symbol ETA: 56.7s | Global ETA: 32m 25s
[2025-11-25T11:58:20.239843] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:58:20.240616] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:20.240706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:20.245563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:20.247727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:20.248238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:20.248752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:20.249570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:20.250492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:20.267083] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:58:20.373702] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:20.374079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:20.413431] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:58:20.431153] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 5m 6s | Global ETA: 32m 25s
[2025-11-25T11:58:20.440386] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:20.554189] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.71% | Symbol ETA: 3.7s | Global ETA: 32m 25s
[2025-11-25T11:58:20.583991] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:20.599693] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.68%
[2025-11-25T11:58:20.674749] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 5m 19s | Global ETA: 32m 25s
[2025-11-25T11:58:20.674920] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:58:20.675668] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:20.675753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:20.680554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:20.718343] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:58:20.723579] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -3.66%, Actual: 2.49%
[2025-11-25T11:58:20.775360] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.00%, Actual: 0.82%
[2025-11-25T11:58:20.888980] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:20.898308] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.01%, Actual: 0.68%
[2025-11-25T11:58:20.946218] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T11:58:21.018192] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:58:21.038595] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 55.8s | Global ETA: 32m 26s
[2025-11-25T11:58:21.066556] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 0.50%
[2025-11-25T11:58:21.115546] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.54%
[2025-11-25T11:58:21.186882] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:21.208521] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.05%, Actual: 1.77%
[2025-11-25T11:58:21.243100] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -1.19%, Actual: 0.57%
[2025-11-25T11:58:21.274262] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 5.75% | Symbol ETA: 5m 18s | Global ETA: 32m 26s
[2025-11-25T11:58:21.274428] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:58:21.275203] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:21.275289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:21.280096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:21.287447] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.00%, Actual: 0.84%
[2025-11-25T11:58:21.376095] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 4.51%
[2025-11-25T11:58:21.411927] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.28%, Actual: 0.54%
[2025-11-25T11:58:21.457600] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 0.53%
[2025-11-25T11:58:21.544282] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.41%, Actual: 3.14%
[2025-11-25T11:58:21.580407] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 0.80%
[2025-11-25T11:58:21.621143] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:58:21.624630] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.88%
[2025-11-25T11:58:21.712272] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 2.11%
[2025-11-25T11:58:21.765496] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.48%, Actual: 2.52%
[2025-11-25T11:58:21.792079] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T11:58:21.797312] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:21.882110] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 2.79%, Actual: 1.66%
[2025-11-25T11:58:21.884515] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 2.61% | Symbol ETA: 5m 17s | Global ETA: 32m 26s
[2025-11-25T11:58:21.884814] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:58:21.885614] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:21.885782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:21.890577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:21.935272] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.04%, Actual: 0.11%
[2025-11-25T11:58:21.961007] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.25%
[2025-11-25T11:58:22.051436] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.46%, Actual: 0.48%
[2025-11-25T11:58:22.117632] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 1.21%, Actual: 0.27%
[2025-11-25T11:58:22.127553] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.44%, Actual: 0.93%
[2025-11-25T11:58:22.127947] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 26.0277%
[2025-11-25T11:58:22.128078] [INFO ] [main      ] BWG: DISCARDED add_afternoon_v_morning_volatility_mix (score: 26.03%)
[2025-11-25T11:58:22.128192] [INFO ] [main      ] BWG: Testing feature 2/53: add_atr
[2025-11-25T11:58:22.128297] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T11:58:22.128405] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:58:22.141577] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:22.142310] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:58:22.143234] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:22.143370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:22.145143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:22.145756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:22.219486] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.17%
[2025-11-25T11:58:22.227527] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:58:22.286126] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.71%, Actual: 1.30%
[2025-11-25T11:58:22.286528] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 39.1010%
[2025-11-25T11:58:22.286712] [INFO ] [main      ] KOF: DISCARDED add_regime (score: 39.10%)
[2025-11-25T11:58:22.286822] [INFO ] [main      ] KOF: Testing feature 40/53: add_regime_flags
[2025-11-25T11:58:22.286935] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_regime_flags']
[2025-11-25T11:58:22.287080] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:58:22.301694] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:22.302231] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:58:22.303380] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:22.303523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:22.305309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:22.305930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:22.306408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:22.391107] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.44%, Actual: 0.43%
[2025-11-25T11:58:22.396584] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:22.435432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:22.436823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:22.479943] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:58:22.483495] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -2.12% | Symbol ETA: 5m 16s | Global ETA: 32m 27s
[2025-11-25T11:58:22.490187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:22.491277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:22.494196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:22.495336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:22.559039] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 2.82%, Actual: 0.67%
[2025-11-25T11:58:22.647272] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:22.653107] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -3.71%, Actual: 2.25%
[2025-11-25T11:58:22.705060] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.04% | Symbol ETA: 6m 33s | Global ETA: 32m 27s
[2025-11-25T11:58:22.705338] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:58:22.706183] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:22.706320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:22.708089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:22.708692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:22.727569] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.58%, Actual: 2.39%
[2025-11-25T11:58:22.727963] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 36.6636%
[2025-11-25T11:58:22.728133] [INFO ] [main      ] LNG: DISCARDED add_directional_consistency (score: 36.66%)
[2025-11-25T11:58:22.728250] [INFO ] [main      ] LNG: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:58:22.728355] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range']
[2025-11-25T11:58:22.728472] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:58:22.742354] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:22.742967] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:58:22.743824] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:22.743919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:22.748919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:22.750707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:22.751200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:22.751615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:22.752408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:22.753370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:22.755156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:22.823988] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 5.25%, Actual: 8.06%
[2025-11-25T11:58:22.839901] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:58:22.993030] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -0.58%, Actual: 1.90%
[2025-11-25T11:58:23.011805] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:23.045175] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:58:23.101730] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:58:23.128032] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.80% | Symbol ETA: 10.8s | Global ETA: 32m 28s
[2025-11-25T11:58:23.128326] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:58:23.129174] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:23.129319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:23.131086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:23.131681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:23.132155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:23.162139] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -1.36%, Actual: 5.15%
[2025-11-25T11:58:23.216570] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:23.265082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:23.266350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:23.273947] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 6m 32s | Global ETA: 32m 28s
[2025-11-25T11:58:23.274195] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:58:23.275030] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:23.275166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:23.276334] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:23.276903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:23.277421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:23.320061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:23.320973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:23.323906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:23.325112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:23.332209] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 5.72%, Actual: 4.95%
[2025-11-25T11:58:23.429928] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 0.71% | Symbol ETA: 1m 1s | Global ETA: 32m 28s
[2025-11-25T11:58:23.430225] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:58:23.431073] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:23.431217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:23.436201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:23.438162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:23.438785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:23.439254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:23.440088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:23.440999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:23.442798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:23.518908] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -1.88%, Actual: 2.13%
[2025-11-25T11:58:23.610674] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:58:23.669992] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:58:23.692777] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -0.72%, Actual: 3.19%
[2025-11-25T11:58:23.778926] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:23.788199] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:58:23.838006] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 6m 32s | Global ETA: 32m 29s
[2025-11-25T11:58:23.838302] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:58:23.839147] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:23.839285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:23.841047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:23.841620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:23.850739] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:23.868233] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 5.75%, Actual: 3.45%
[2025-11-25T11:58:23.971421] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:23.973313] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: 1.21% | Symbol ETA: 10.0s | Global ETA: 32m 29s
[2025-11-25T11:58:23.973616] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:58:23.974496] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:23.974660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:23.976434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:23.977070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:23.977561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:24.046493] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 2.61%, Actual: 3.00%
[2025-11-25T11:58:24.102986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:24.104284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:24.129541] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 1m 0s | Global ETA: 32m 29s
[2025-11-25T11:58:24.129716] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:58:24.130514] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:24.130761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:24.135700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:24.137612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:24.138205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:24.138623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:24.139491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:24.140407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:24.142178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:24.158617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:24.159787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:24.162679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:24.163795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:24.192302] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:58:24.218014] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -2.12%, Actual: 2.41%
[2025-11-25T11:58:24.218261] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 58.0102%
[2025-11-25T11:58:24.218443] [INFO ] [main      ] BBAR: KEPT add_afternoon_v_morning_volatility_mix (score: 58.01%)
[2025-11-25T11:58:24.218549] [INFO ] [main      ] BBAR: Testing feature 2/53: add_atr
[2025-11-25T11:58:24.218662] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T11:58:24.218763] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:58:24.232511] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:24.233230] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:58:24.234151] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:58:24.234279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:24.239434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:24.241405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:24.242060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:24.371055] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:24.431545] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 6m 31s | Global ETA: 32m 29s
[2025-11-25T11:58:24.431880] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:58:24.432768] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:24.432911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:24.434763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:24.435386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:24.487543] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:58:24.500391] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:58:24.598828] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:58:24.660956] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:24.670561] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:24.768080] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:24.785737] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.35% | Symbol ETA: 9.2s | Global ETA: 32m 30s
[2025-11-25T11:58:24.786026] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:58:24.786897] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:24.787065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:24.788856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:24.789444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:24.789959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:24.800432] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:58:24.814308] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 1.63% | Symbol ETA: 59.3s | Global ETA: 32m 30s
[2025-11-25T11:58:24.814477] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:58:24.815253] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:24.815343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:24.820091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:24.821896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:24.822392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:24.822814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:24.823545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:24.824366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:24.826156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:24.865960] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -5.90% | Symbol ETA: 6m 45s | Global ETA: 32m 30s
[2025-11-25T11:58:24.866112] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:58:24.866919] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:58:24.867026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:24.871848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:24.873930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:24.874696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:24.911952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:24.913246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:24.965332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:24.966349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:24.969353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:24.970468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:24.973707] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:25.037709] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 6m 31s | Global ETA: 32m 30s
[2025-11-25T11:58:25.038003] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:58:25.038881] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:25.039023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:25.040794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:25.041381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:25.173026] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:58:25.227404] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:58:25.319562] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:58:25.352492] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:25.382241] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:58:25.410520] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:25.488738] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:25.503403] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 10.57% | Symbol ETA: 6m 44s | Global ETA: 32m 30s
[2025-11-25T11:58:25.503705] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:58:25.504539] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:58:25.504691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:25.509695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:25.511553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:25.512161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:25.512971] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.57% | Symbol ETA: 58.7s | Global ETA: 32m 30s
[2025-11-25T11:58:25.513271] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:58:25.514131] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:25.514272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:25.519160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:25.521059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:25.521631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:25.522122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:25.522949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:25.523849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:25.525668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:25.556257] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:25.600862] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 8.3s | Global ETA: 32m 30s
[2025-11-25T11:58:25.601155] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:58:25.601998] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:25.602159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:25.603899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:25.604488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:25.604994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:25.614594] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.22% | Symbol ETA: 6m 30s | Global ETA: 32m 30s
[2025-11-25T11:58:25.614917] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:58:25.615751] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:25.615831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:25.617571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:25.618153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:25.727420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:25.728819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:25.784109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:25.785193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:25.788200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:25.789299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:25.857831] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:58:25.883085] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:58:25.954781] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:58:26.031241] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:26.052662] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:26.122753] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 0.37% | Symbol ETA: 6m 44s | Global ETA: 32m 31s
[2025-11-25T11:58:26.123052] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:58:26.123906] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:58:26.124038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:26.128617] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:26.129086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:26.131025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:26.131590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:26.132249] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:58:26.185328] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6m 30s | Global ETA: 32m 31s
[2025-11-25T11:58:26.185635] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:58:26.186466] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:26.186602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:26.188361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:26.188962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:26.203467] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.58% | Symbol ETA: 58.0s | Global ETA: 32m 31s
[2025-11-25T11:58:26.203621] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:58:26.204397] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:26.204473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:26.209229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:26.211141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:26.211764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:26.212232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:26.213059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:26.213965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:26.215696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:26.317323] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:26.434490] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.38% | Symbol ETA: 7.5s | Global ETA: 32m 31s
[2025-11-25T11:58:26.434861] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:58:26.436067] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:26.436231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:26.438164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:26.438812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:26.439341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:26.480333] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:58:26.548780] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:58:26.555228] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:58:26.564981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:26.566401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:26.620576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:26.621704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:26.624671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:26.625829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:26.652788] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:26.719521] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:26.724328] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:26.742585] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -4.61% | Symbol ETA: 6m 43s | Global ETA: 32m 32s
[2025-11-25T11:58:26.742773] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:58:26.743541] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:58:26.743624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:26.748609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:26.750556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:26.751135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:26.777584] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 6m 29s | Global ETA: 32m 32s
[2025-11-25T11:58:26.777916] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:58:26.778809] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:26.778952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:26.780776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:26.781384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:26.874376] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.03% | Symbol ETA: 57.3s | Global ETA: 32m 32s
[2025-11-25T11:58:26.874687] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:58:26.875498] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:26.875672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:26.880452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:26.882285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:26.882864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:26.883331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:26.884156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:26.885048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:26.886761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:26.982530] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:58:27.105066] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:58:27.133907] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:58:27.160135] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:27.230690] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:58:27.274476] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -1.06% | Symbol ETA: 6.7s | Global ETA: 32m 32s
[2025-11-25T11:58:27.274778] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:58:27.275607] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:27.275773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:27.277674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:27.278311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:27.278843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:27.279608] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:27.309078] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:27.367279] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 6m 28s | Global ETA: 32m 32s
[2025-11-25T11:58:27.367587] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:58:27.368455] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:27.368597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:27.369757] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 7.15% | Symbol ETA: 6m 42s | Global ETA: 32m 32s
[2025-11-25T11:58:27.370027] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:58:27.370348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:27.370840] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:58:27.370994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:27.370980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:27.375733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:27.377528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:27.378088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:27.401848] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:27.403600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:27.405055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:27.459183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:27.460427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:27.463316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:27.464518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:27.552706] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 56.6s | Global ETA: 32m 32s
[2025-11-25T11:58:27.553003] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:58:27.553841] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:27.553982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:27.558858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:27.560725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:27.561272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:27.561768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:27.562569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:27.563399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:27.565159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:27.713436] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:58:27.716639] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:58:27.812357] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:58:27.882696] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:27.889037] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:27.910215] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:58:27.946971] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 6m 28s | Global ETA: 32m 33s
[2025-11-25T11:58:27.973260] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -5.17% | Symbol ETA: 6m 42s | Global ETA: 32m 33s
[2025-11-25T11:58:27.973548] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:58:27.974377] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:58:27.974513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:27.979409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:27.981430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:27.982026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:27.984940] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:28.082240] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:28.114260] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 5.8s | Global ETA: 32m 33s
[2025-11-25T11:58:28.114447] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:58:28.115575] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:28.115844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:28.118054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:28.118802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:28.119379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:28.120183] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.04%, Actual: 0.68%
[2025-11-25T11:58:28.234718] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.38% | Symbol ETA: 55.9s | Global ETA: 32m 33s
[2025-11-25T11:58:28.235018] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:58:28.235849] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:28.235987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:28.240795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:28.242520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:28.243102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:28.243580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:28.244390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:28.245284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:28.245065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:28.246474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:28.246918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:28.290407] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 0.82%
[2025-11-25T11:58:28.300343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:28.301393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:28.304349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:28.305550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:28.323679] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:58:28.460622] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.49%
[2025-11-25T11:58:28.494068] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:28.584430] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:58:28.586253] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -6.07% | Symbol ETA: 6m 41s | Global ETA: 32m 34s
[2025-11-25T11:58:28.586530] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:58:28.587380] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:58:28.587557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:28.592660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:28.594558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:28.595141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:28.637075] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.54%
[2025-11-25T11:58:28.646825] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:58:28.754289] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:28.814501] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T11:58:28.819150] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:28.918348] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.31% | Symbol ETA: 55.2s | Global ETA: 32m 34s
[2025-11-25T11:58:28.918631] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:58:28.919887] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T11:58:28.920029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:28.925353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:28.928358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:28.928879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:28.929355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:28.930183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:28.931085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:28.933033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:28.940169] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.45% | Symbol ETA: 5.0s | Global ETA: 32m 34s
[2025-11-25T11:58:28.940474] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:58:28.941457] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:28.941613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:28.943437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:28.944093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:28.944522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:28.947897] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:58:28.997924] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 0.53%
[2025-11-25T11:58:29.072011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:29.073450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:29.124993] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:29.127371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:29.128664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:29.131678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:29.132870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:29.183463] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.88%
[2025-11-25T11:58:29.217864] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -1.61% | Symbol ETA: 6m 41s | Global ETA: 32m 34s
[2025-11-25T11:58:29.218207] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:58:29.219519] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:58:29.219757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:29.227485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:29.230583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:29.231710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:29.343109] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:58:29.370846] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:58:29.526765] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:58:29.607026] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:29.622384] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.25%
[2025-11-25T11:58:29.773368] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:58:29.793558] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:29.799480] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.14% | Symbol ETA: 54.5s | Global ETA: 32m 35s
[2025-11-25T11:58:29.872045] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.93%
[2025-11-25T11:58:29.872461] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 25.3908%
[2025-11-25T11:58:29.872670] [INFO ] [main      ] BWG: DISCARDED add_atr (score: 25.39%)
[2025-11-25T11:58:29.872798] [INFO ] [main      ] BWG: Testing feature 3/53: add_atr_10
[2025-11-25T11:58:29.872907] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_10']
[2025-11-25T11:58:29.873017] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:58:29.887621] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:29.888361] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:58:29.889664] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:29.889814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:29.892266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:29.893106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:29.949023] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.51% | Symbol ETA: 4.2s | Global ETA: 32m 35s
[2025-11-25T11:58:29.949218] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:58:29.950533] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:29.950669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:29.953328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:29.954392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:29.955189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:29.998454] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 0.71%, Actual: 1.77%
[2025-11-25T11:58:30.008454] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:30.124186] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 3.57% | Symbol ETA: 6m 40s | Global ETA: 32m 35s
[2025-11-25T11:58:30.124477] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:58:30.125428] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T11:58:30.125568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:30.130738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:30.132920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:30.133557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:30.133722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:30.135845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:30.174525] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 4.51%
[2025-11-25T11:58:30.221124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:30.223316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:30.228306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:30.230400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:30.333687] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:58:30.351548] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 1.63%, Actual: 3.14%
[2025-11-25T11:58:30.490980] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:58:30.510172] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:30.527495] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.57%, Actual: 2.11%
[2025-11-25T11:58:30.569598] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 3m 20s | Global ETA: 32m 36s
[2025-11-25T11:58:30.569981] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:58:30.570848] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:30.570987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:30.572765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:30.573359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:30.668607] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:30.680888] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:58:30.696554] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.58%, Actual: 1.66%
[2025-11-25T11:58:30.760531] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -2.59% | Symbol ETA: 6m 39s | Global ETA: 32m 36s
[2025-11-25T11:58:30.861849] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:30.869467] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.03%, Actual: 0.48%
[2025-11-25T11:58:30.916746] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:58:30.934393] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -5.90%, Actual: 2.25%
[2025-11-25T11:58:30.977809] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.89% | Symbol ETA: 3.4s | Global ETA: 32m 36s
[2025-11-25T11:58:31.039762] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 0.17%
[2025-11-25T11:58:31.089610] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:31.107552] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 10.57%, Actual: 8.06%
[2025-11-25T11:58:31.147809] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 3m 19s | Global ETA: 32m 36s
[2025-11-25T11:58:31.147959] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:58:31.148742] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:31.148830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:31.150516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:31.151083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:31.208698] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.38%, Actual: 0.43%
[2025-11-25T11:58:31.218338] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.80%, Actual: 2.49%
[2025-11-25T11:58:31.280469] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 1.90%
[2025-11-25T11:58:31.378499] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.31%, Actual: 0.67%
[2025-11-25T11:58:31.398393] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: 1.21%, Actual: 0.68%
[2025-11-25T11:58:31.453453] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -4.61%, Actual: 5.15%
[2025-11-25T11:58:31.495849] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:58:31.546389] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.14%, Actual: 2.39%
[2025-11-25T11:58:31.546799] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 50.3562%
[2025-11-25T11:58:31.547029] [INFO ] [main      ] LNG: KEPT add_fullday_parkinson_range (score: 50.36%)
[2025-11-25T11:58:31.547153] [INFO ] [main      ] LNG: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:58:31.547262] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gap_fill_state']
[2025-11-25T11:58:31.547375] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:58:31.561127] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:31.561846] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:58:31.562776] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:31.562916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:31.567791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:31.569673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:31.570226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:31.570727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:31.571527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:31.572420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:31.574149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:58:31.584133] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.35%, Actual: 0.50%
[2025-11-25T11:58:31.617302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:31.628900] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 7.15%, Actual: 4.95%
[2025-11-25T11:58:31.671158] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:31.736615] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 3m 18s | Global ETA: 32m 37s
[2025-11-25T11:58:31.736935] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:58:31.737845] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:31.737991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:31.739888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:31.740534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:31.790368] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.57%
[2025-11-25T11:58:31.809270] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -5.17%, Actual: 2.13%
[2025-11-25T11:58:31.966238] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.38%, Actual: 0.54%
[2025-11-25T11:58:31.972567] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:58:31.976962] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -6.07%, Actual: 3.19%
[2025-11-25T11:58:32.088549] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:58:32.138011] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -1.06%, Actual: 0.80%
[2025-11-25T11:58:32.149020] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:32.151591] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -1.61%, Actual: 3.45%
[2025-11-25T11:58:32.260100] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:32.305566] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -0.68%, Actual: 2.52%
[2025-11-25T11:58:32.316716] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.14% | Symbol ETA: 48.9s | Global ETA: 32m 38s
[2025-11-25T11:58:32.317063] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:58:32.318024] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:32.318179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:32.319627] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 3.57%, Actual: 3.00%
[2025-11-25T11:58:32.323306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:32.325346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:32.325952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:32.326461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:32.327356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:32.328354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:32.329818] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 3m 17s | Global ETA: 32m 38s
[2025-11-25T11:58:32.330130] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:58:32.330269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:58:32.331176] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:32.331356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:32.333205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:32.333888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:32.375590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:32.490902] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -2.59%, Actual: 2.41%
[2025-11-25T11:58:32.491272] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 58.1960%
[2025-11-25T11:58:32.491438] [INFO ] [main      ] BBAR: KEPT add_atr (score: 58.20%)
[2025-11-25T11:58:32.491547] [INFO ] [main      ] BBAR: Testing feature 3/53: add_atr_10
[2025-11-25T11:58:32.491660] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T11:58:32.491765] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:58:32.492212] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.45%, Actual: 0.11%
[2025-11-25T11:58:32.504372] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:32.504998] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:58:32.505885] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:32.505958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:32.510791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:32.512581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:32.513090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:32.513683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:32.663298] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.51%, Actual: 0.27%
[2025-11-25T11:58:32.685348] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:58:32.732423] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:58:32.834111] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.89%, Actual: 1.30%
[2025-11-25T11:58:32.834350] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 41.5068%
[2025-11-25T11:58:32.834438] [INFO ] [main      ] KOF: DISCARDED add_regime_flags (score: 41.51%)
[2025-11-25T11:58:32.834488] [INFO ] [main      ] KOF: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T11:58:32.834528] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T11:58:32.834573] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:58:32.847983] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:32.848409] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:58:32.849301] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:58:32.849381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:32.851103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:32.851624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:32.852053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:32.856687] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:32.856983] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:58:32.905693] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:32.914377] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 3m 17s | Global ETA: 32m 38s
[2025-11-25T11:58:32.914526] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:58:32.915293] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:32.915381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:32.917068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:32.917574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:32.980099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:32.981432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:33.034178] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:33.036628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:33.037920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:33.040889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:33.041532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:33.042613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:58:33.044365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:58:33.045536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:58:33.046339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:33.073612] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 48.2s | Global ETA: 32m 38s
[2025-11-25T11:58:33.073929] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:58:33.074787] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:33.074930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:33.079908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:33.081740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:33.082299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:33.082869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:33.083691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:33.084566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:33.086275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:58:33.129602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:33.136325] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -6.39% | Symbol ETA: 3m 33s | Global ETA: 32m 38s
[2025-11-25T11:58:33.136601] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:58:33.137582] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:33.137778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:33.143031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:33.145206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:33.145803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:33.146356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:33.254057] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:58:33.395256] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:58:33.424458] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:33.466275] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:58:33.482606] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 3m 16s | Global ETA: 32m 39s
[2025-11-25T11:58:33.483136] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:58:33.483989] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:33.484133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:33.486102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:33.486707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:33.506552] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:58:33.568127] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:33.635898] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:33.684294] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:33.710847] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.14% | Symbol ETA: 10.9s | Global ETA: 32m 39s
[2025-11-25T11:58:33.711139] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:58:33.712003] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:58:33.712092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:33.713899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:33.714496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:33.714939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:33.781596] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 7.72% | Symbol ETA: 3m 32s | Global ETA: 32m 39s
[2025-11-25T11:58:33.781891] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:58:33.782787] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:33.782928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:33.787992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:33.789934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:33.790513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:33.791076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:33.794024] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 47.3s | Global ETA: 32m 39s
[2025-11-25T11:58:33.794167] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:58:33.794999] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:33.795189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:33.801294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:33.803265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:33.803871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:33.804348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:33.805184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:33.806130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:33.807980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:58:33.830699] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:58:33.839915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:33.841244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:33.855449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:33.896516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:33.897452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:33.900337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:33.900930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:33.902049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:58:33.903763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:58:33.904862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:58:33.905612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:34.006386] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:34.067432] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 3m 15s | Global ETA: 32m 39s
[2025-11-25T11:58:34.067805] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:58:34.069227] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:34.069372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:34.071222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:34.071854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:34.142478] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:58:34.210901] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:58:34.248190] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:58:34.314375] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:34.385603] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:34.408975] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.98% | Symbol ETA: 3m 31s | Global ETA: 32m 40s
[2025-11-25T11:58:34.409248] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:58:34.410071] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:34.410202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:34.414979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:34.416854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:34.417423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:34.417980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:34.418223] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:34.456770] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:58:34.550862] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: 0.47% | Symbol ETA: 10.0s | Global ETA: 32m 40s
[2025-11-25T11:58:34.551156] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:58:34.552029] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:58:34.552122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:34.551962] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -3.02% | Symbol ETA: 46.6s | Global ETA: 32m 40s
[2025-11-25T11:58:34.552270] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:58:34.553083] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:34.553160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:34.553911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:34.554557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:34.555065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:34.558029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:34.559892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:34.560452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:34.560968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:34.561785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:34.562675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:34.564359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:58:34.606675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:34.636307] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:34.678263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:34.679663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:34.693396] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3m 15s | Global ETA: 32m 40s
[2025-11-25T11:58:34.693539] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:58:34.694308] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:34.694381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:34.696066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:34.696548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:34.734457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:34.735314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:34.738349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:34.738967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:34.740065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:58:34.741754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:58:34.742874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:58:34.743630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:34.759293] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:58:34.929014] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:34.968580] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:58:35.021722] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: 0.39% | Symbol ETA: 3m 31s | Global ETA: 32m 40s
[2025-11-25T11:58:35.022006] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:58:35.022849] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:35.022977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:35.027790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:35.029565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:35.030165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:35.030694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:35.045483] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:58:35.088467] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:58:35.148338] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:35.227041] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:35.272413] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:35.288108] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 3m 14s | Global ETA: 32m 41s
[2025-11-25T11:58:35.288416] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:58:35.289294] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:35.289438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:35.291198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:35.291804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:35.313104] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 3.65% | Symbol ETA: 45.9s | Global ETA: 32m 41s
[2025-11-25T11:58:35.313421] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:58:35.314427] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:35.314576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:35.320355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:35.322500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:35.323283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:35.323864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:35.324749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:35.325696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:35.327613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:58:35.372922] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:58:35.374288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:35.389258] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 0.84% | Symbol ETA: 9.1s | Global ETA: 32m 41s
[2025-11-25T11:58:35.389547] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:58:35.390373] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:58:35.390462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:35.392195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:35.392796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:35.393206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:35.515199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:35.516413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:35.540885] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:35.570571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:35.571805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:35.574720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:35.575248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:35.576331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:58:35.578042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:58:35.579163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:58:35.579925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:35.632256] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:58:35.633255] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 2.79% | Symbol ETA: 3m 30s | Global ETA: 32m 41s
[2025-11-25T11:58:35.633530] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:58:35.634339] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:35.634437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:35.639176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:35.640933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:35.641482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:35.642013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:35.718343] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:58:35.801610] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:35.858503] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 3m 14s | Global ETA: 32m 41s
[2025-11-25T11:58:35.894070] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:35.919951] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:58:35.978151] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:58:36.034845] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.07%, Actual: 0.68%
[2025-11-25T11:58:36.056397] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 45.1s | Global ETA: 32m 42s
[2025-11-25T11:58:36.056751] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:58:36.057640] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:36.057811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:36.062896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:36.064880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:36.065461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:36.066003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:36.066906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:36.067908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:36.069823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:58:36.089635] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:36.116197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:36.149432] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:36.205900] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T11:58:36.210359] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 8.2s | Global ETA: 32m 42s
[2025-11-25T11:58:36.210657] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:58:36.211505] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:58:36.211668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:36.213363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:36.213988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:36.214469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:36.241657] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -6.76% | Symbol ETA: 3m 29s | Global ETA: 32m 42s
[2025-11-25T11:58:36.241805] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:58:36.242536] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:36.242603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:36.247395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:36.249338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:36.249908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:36.250424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:36.343004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:36.344245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:36.398437] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T11:58:36.399790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:36.401131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:36.405146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:36.405960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:36.407412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:58:36.409616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:58:36.411134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:58:36.412111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:36.474321] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:58:36.571131] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.54%
[2025-11-25T11:58:36.589288] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:58:36.647969] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:36.749811] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T11:58:36.757433] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:36.760193] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:58:36.808873] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.47% | Symbol ETA: 44.4s | Global ETA: 32m 42s
[2025-11-25T11:58:36.809041] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:58:36.809869] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:36.809966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:36.814714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:36.816626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:36.817233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:36.817734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:36.818565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:36.819470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:36.821210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:58:36.848200] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -3.32% | Symbol ETA: 3m 29s | Global ETA: 32m 42s
[2025-11-25T11:58:36.848479] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:58:36.849298] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:36.849428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:36.854170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:36.855973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:36.856521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:36.857069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:36.864301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:36.923427] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.53%
[2025-11-25T11:58:36.930578] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:37.048864] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.35% | Symbol ETA: 7.4s | Global ETA: 32m 43s
[2025-11-25T11:58:37.049144] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:58:37.050023] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:58:37.050194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:37.052069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:37.052662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:37.053146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:37.101613] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.00%, Actual: 0.88%
[2025-11-25T11:58:37.176848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:37.178054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:37.195385] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:58:37.221580] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:58:37.231953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:37.232914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:37.235747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:37.236309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:37.237416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:58:37.239131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:58:37.240204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:58:37.240964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:37.277115] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:58:37.365757] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:37.398368] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:37.449543] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.25%
[2025-11-25T11:58:37.453757] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -0.47% | Symbol ETA: 3m 28s | Global ETA: 32m 43s
[2025-11-25T11:58:37.454039] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:58:37.454868] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:37.455002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:37.459809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:37.461598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:37.462166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:37.462693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:37.554518] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.82% | Symbol ETA: 43.6s | Global ETA: 32m 43s
[2025-11-25T11:58:37.554846] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:58:37.555708] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:37.555810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:37.560795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:37.562717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:37.563235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:37.563747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:37.564554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:37.565463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:37.567245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:58:37.583010] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:58:37.609362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:37.618318] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.93%
[2025-11-25T11:58:37.618721] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 25.3071%
[2025-11-25T11:58:37.618835] [INFO ] [main      ] BWG: DISCARDED add_atr_10 (score: 25.31%)
[2025-11-25T11:58:37.618952] [INFO ] [main      ] BWG: Testing feature 4/53: add_atr_5
[2025-11-25T11:58:37.619056] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_5']
[2025-11-25T11:58:37.619164] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:58:37.632310] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:37.632913] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:58:37.633854] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:37.633995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:37.635761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:37.636346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:37.754377] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:37.801433] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:58:37.878290] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 1.14% | Symbol ETA: 6.5s | Global ETA: 32m 43s
[2025-11-25T11:58:37.878597] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:58:37.879446] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:58:37.879597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:37.881360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:37.881980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:37.882466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:37.961282] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:58:37.969740] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:37.993271] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:58:38.007418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:38.008840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:38.056941] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 2.74% | Symbol ETA: 3m 27s | Global ETA: 32m 44s
[2025-11-25T11:58:38.057243] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:58:38.058064] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:38.058146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:38.062041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:38.062929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:38.063254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:38.064768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:38.065318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:38.065848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:38.066288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:38.066848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:38.071533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:58:38.073663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:58:38.074788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:58:38.075556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:38.141115] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:38.166818] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:38.228897] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.04% | Symbol ETA: 2m 12s | Global ETA: 32m 44s
[2025-11-25T11:58:38.229204] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:58:38.230092] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:38.230235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:38.232064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:38.232688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:38.311019] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.05% | Symbol ETA: 42.9s | Global ETA: 32m 44s
[2025-11-25T11:58:38.311347] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:58:38.312259] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:38.312406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:38.317590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:38.319528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:38.320152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:38.320691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:38.321568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:38.322511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:38.324434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:58:38.370695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:38.410357] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:58:38.419974] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:58:38.581794] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:38.596013] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:58:38.622173] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:38.671117] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -2.32% | Symbol ETA: 3m 27s | Global ETA: 32m 44s
[2025-11-25T11:58:38.724758] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:58:38.740712] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -0.96% | Symbol ETA: 5.7s | Global ETA: 32m 44s
[2025-11-25T11:58:38.741007] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:58:38.741868] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:58:38.742027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:38.743778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:38.744571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:38.745253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:38.774181] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:38.838280] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 2m 11s | Global ETA: 32m 45s
[2025-11-25T11:58:38.838596] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:58:38.839555] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:38.839734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:38.841615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:38.842363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:38.844525] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -6.39%, Actual: 2.25%
[2025-11-25T11:58:38.892204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:38.893948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:38.898895] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:38.950173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:38.951332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:38.954230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:38.954826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:38.955942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:58:38.957674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:58:38.958767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:58:38.959524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:39.019606] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 7.72%, Actual: 8.06%
[2025-11-25T11:58:39.069261] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 42.1s | Global ETA: 32m 45s
[2025-11-25T11:58:39.192225] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.98%, Actual: 1.90%
[2025-11-25T11:58:39.192389] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:58:39.241547] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.14%, Actual: 1.77%
[2025-11-25T11:58:39.301778] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:58:39.361666] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:39.363291] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: 0.39%, Actual: 5.15%
[2025-11-25T11:58:39.416863] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.68%, Actual: 4.51%
[2025-11-25T11:58:39.419068] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 2m 11s | Global ETA: 32m 45s
[2025-11-25T11:58:39.419335] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:58:39.420182] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:39.420324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:39.422052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:39.422622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:39.472606] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:39.535245] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 2.79%, Actual: 4.95%
[2025-11-25T11:58:39.594773] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.51%, Actual: 3.14%
[2025-11-25T11:58:39.607205] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.08% | Symbol ETA: 4.9s | Global ETA: 32m 45s
[2025-11-25T11:58:39.607526] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:58:39.608476] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:58:39.608629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:39.610484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:39.611117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:39.611636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:39.706544] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -6.76%, Actual: 2.13%
[2025-11-25T11:58:39.737079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:39.738482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:39.759168] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:58:39.773208] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -3.02%, Actual: 2.11%
[2025-11-25T11:58:39.791599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:39.792741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:39.795549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:39.796059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:39.797178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:58:39.798890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:58:39.800011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:58:39.800798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:39.876499] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -3.32%, Actual: 3.19%
[2025-11-25T11:58:39.927987] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:39.955154] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 3.65%, Actual: 1.66%
[2025-11-25T11:58:39.985089] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 2m 10s | Global ETA: 32m 46s
[2025-11-25T11:58:39.985386] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:58:39.986221] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:39.986363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:39.988111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:39.988693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:40.049474] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -0.47%, Actual: 3.45%
[2025-11-25T11:58:40.126160] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -0.04%, Actual: 0.48%
[2025-11-25T11:58:40.146112] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:58:40.228190] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 2.74%, Actual: 3.00%
[2025-11-25T11:58:40.299887] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.47%, Actual: 0.17%
[2025-11-25T11:58:40.318199] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:40.329815] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:58:40.401466] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -2.32%, Actual: 2.41%
[2025-11-25T11:58:40.401761] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 52.4657%
[2025-11-25T11:58:40.401884] [INFO ] [main      ] BBAR: DISCARDED add_atr_10 (score: 52.47%)
[2025-11-25T11:58:40.401988] [INFO ] [main      ] BBAR: Testing feature 4/53: add_atr_5
[2025-11-25T11:58:40.402085] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5']
[2025-11-25T11:58:40.402201] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:58:40.416870] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:40.417460] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:58:40.418358] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:40.418488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:40.423509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:40.425475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:40.426101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:40.426559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:40.439918] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 1.67% | Symbol ETA: 4.0s | Global ETA: 32m 46s
[2025-11-25T11:58:40.440191] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:58:40.441665] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T11:58:40.441806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:40.443526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:40.444119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:40.444597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:40.481035] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.82%, Actual: 0.43%
[2025-11-25T11:58:40.501455] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:40.558607] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 2m 9s | Global ETA: 32m 46s
[2025-11-25T11:58:40.558948] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:58:40.559787] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:40.559923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:40.561580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:40.562101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:40.570914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:40.572586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:40.644375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:40.645771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:40.649425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:58:40.650314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T11:58:40.651798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T11:58:40.654098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T11:58:40.655278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T11:58:40.656092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:40.662972] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.05%, Actual: 0.67%
[2025-11-25T11:58:40.766970] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:58:40.841048] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.40%, Actual: 2.39%
[2025-11-25T11:58:40.841470] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 35.3350%
[2025-11-25T11:58:40.841549] [INFO ] [main      ] LNG: DISCARDED add_gap_fill_state (score: 35.34%)
[2025-11-25T11:58:40.841686] [INFO ] [main      ] LNG: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:58:40.841796] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gap_morning_composite']
[2025-11-25T11:58:40.841889] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:58:40.856440] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:40.857073] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:58:40.857964] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:40.858111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:40.863605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:40.865602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:40.866258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:40.866769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:40.867702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:40.868589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:40.870490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:40.871532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:40.900548] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:58:40.937342] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:41.000085] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:58:41.033243] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -5.90% | Symbol ETA: 2m 15s | Global ETA: 32m 47s
[2025-11-25T11:58:41.033516] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:58:41.034347] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:41.034480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:41.039244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:41.041050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:41.041600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:41.042113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:41.068097] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:41.125199] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.22% | Symbol ETA: 2m 9s | Global ETA: 32m 47s
[2025-11-25T11:58:41.125505] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:58:41.126336] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:41.126475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:41.128227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:41.128810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:41.173374] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:41.225578] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:58:41.289351] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 0.44% | Symbol ETA: 3.2s | Global ETA: 32m 47s
[2025-11-25T11:58:41.378238] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:58:41.402076] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:41.460065] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.14%, Actual: 2.49%
[2025-11-25T11:58:41.464136] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:58:41.549026] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:41.565710] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 0.60% | Symbol ETA: 45.4s | Global ETA: 32m 47s
[2025-11-25T11:58:41.566017] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:58:41.566914] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:41.567072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:41.571945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:41.573901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:41.574463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:41.574961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:41.575781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:41.576661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:41.578365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:41.579396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:41.632528] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 0.68%
[2025-11-25T11:58:41.635476] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:41.644253] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 10.57% | Symbol ETA: 2m 14s | Global ETA: 32m 47s
[2025-11-25T11:58:41.644527] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:58:41.645334] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:41.645465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:41.650238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:41.652022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:41.652513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:41.652989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:41.693296] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2m 8s | Global ETA: 32m 48s
[2025-11-25T11:58:41.693573] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:58:41.694394] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:41.694534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:41.696266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:41.696847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:41.827890] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 0.84%, Actual: 0.50%
[2025-11-25T11:58:41.944620] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:58:41.989793] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:58:41.998792] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 0.57%
[2025-11-25T11:58:42.034842] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:58:42.120675] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:42.158703] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:42.170070] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.35%, Actual: 0.54%
[2025-11-25T11:58:42.204459] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:42.249912] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 0.37% | Symbol ETA: 2m 13s | Global ETA: 32m 48s
[2025-11-25T11:58:42.250180] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:58:42.251004] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:42.251134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:42.255913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:42.257751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:42.258306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:42.258785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:42.262119] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2m 8s | Global ETA: 32m 48s
[2025-11-25T11:58:42.262406] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:58:42.263244] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:42.263382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:42.265112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:42.265690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:42.286584] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.17% | Symbol ETA: 44.8s | Global ETA: 32m 48s
[2025-11-25T11:58:42.286932] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:58:42.287915] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:42.288066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:42.293293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:42.295547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:42.296125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:42.296723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:42.297722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:42.298702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:42.300675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:42.301926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:42.359620] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 1.14%, Actual: 0.80%
[2025-11-25T11:58:42.533471] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -0.96%, Actual: 2.52%
[2025-11-25T11:58:42.600258] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:58:42.612487] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:58:42.650521] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:58:42.703556] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.08%, Actual: 0.11%
[2025-11-25T11:58:42.784218] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:42.788029] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:42.823107] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:42.845774] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 2m 7s | Global ETA: 32m 49s
[2025-11-25T11:58:42.845944] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:58:42.846918] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:58:42.847085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:42.848904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:42.849500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:42.878323] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -4.61% | Symbol ETA: 2m 13s | Global ETA: 32m 49s
[2025-11-25T11:58:42.878600] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:58:42.879461] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:42.879595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:42.884539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:42.886404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:42.887020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:42.887498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:42.890932] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 1.67%, Actual: 0.27%
[2025-11-25T11:58:42.981592] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -1.68% | Symbol ETA: 44.0s | Global ETA: 32m 49s
[2025-11-25T11:58:42.981910] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:58:42.982771] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:42.982934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:42.987965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:42.989859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:42.990433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:42.990946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:42.991786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:42.992704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:42.994524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:42.995585] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:43.064289] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 0.44%, Actual: 1.30%
[2025-11-25T11:58:43.064713] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 44.5128%
[2025-11-25T11:58:43.064873] [INFO ] [main      ] KOF: DISCARDED add_return_volume_nonlinearity_proxies (score: 44.51%)
[2025-11-25T11:58:43.064995] [INFO ] [main      ] KOF: Testing feature 42/53: add_shelf_lag
[2025-11-25T11:58:43.065099] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_shelf_lag']
[2025-11-25T11:58:43.065226] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:58:43.142597] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:43.143332] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:58:43.144259] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:43.144406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:43.146185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:43.146822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:43.147333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:43.192610] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:58:43.231486] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:58:43.270790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:43.271893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:43.342331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:43.343583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:43.343470] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:58:43.346501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:58:43.347894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:43.362871] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:43.404843] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:43.420733] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 2m 7s | Global ETA: 32m 49s
[2025-11-25T11:58:43.497623] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 7.15% | Symbol ETA: 2m 12s | Global ETA: 32m 49s
[2025-11-25T11:58:43.497916] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:58:43.498780] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:43.498910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:43.503944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:43.505841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:43.506418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:43.506931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:43.520237] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:43.592520] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.04%, Actual: 0.68%
[2025-11-25T11:58:43.685790] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.74% | Symbol ETA: 43.3s | Global ETA: 32m 50s
[2025-11-25T11:58:43.685966] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:58:43.686766] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:43.687026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:43.688833] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:58:43.692195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:43.694231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:43.694854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:43.695353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:43.696208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:43.697156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:43.698923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:43.700001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:43.763499] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 0.82%
[2025-11-25T11:58:43.858041] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:58:43.861437] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:43.936977] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.49%
[2025-11-25T11:58:44.033386] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:44.058190] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:58:44.094701] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -0.58% | Symbol ETA: 11.3s | Global ETA: 32m 50s
[2025-11-25T11:58:44.094999] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:58:44.095839] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:44.095987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:44.097764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:44.098359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:44.098863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:44.111404] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.54%
[2025-11-25T11:58:44.125018] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -5.17% | Symbol ETA: 2m 12s | Global ETA: 32m 50s
[2025-11-25T11:58:44.125289] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:58:44.126136] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:44.126269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:44.131515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:44.133525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:44.134138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:44.134626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:44.222801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:44.224159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:44.232364] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:44.278459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:44.279724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:44.282338] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T11:58:44.282583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:58:44.283822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:44.389037] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 2.28% | Symbol ETA: 42.6s | Global ETA: 32m 50s
[2025-11-25T11:58:44.389210] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:58:44.390061] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:44.390303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:44.395373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:44.397418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:44.398089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:44.398578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:44.399459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:44.400398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:44.402230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:44.403330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:44.449789] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 0.53%
[2025-11-25T11:58:44.478543] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:58:44.619790] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.88%
[2025-11-25T11:58:44.622883] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:58:44.647882] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:44.739082] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -6.07% | Symbol ETA: 2m 11s | Global ETA: 32m 51s
[2025-11-25T11:58:44.739335] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:58:44.740243] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:44.740377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:44.745364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:44.747246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:44.747838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:44.748310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:44.754266] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:58:44.793352] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:58:44.794029] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:44.930513] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:44.968683] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.25%
[2025-11-25T11:58:45.028120] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 10.3s | Global ETA: 32m 51s
[2025-11-25T11:58:45.028418] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:58:45.029258] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:45.029402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:45.031140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:45.031743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:45.032225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:45.091700] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.84% | Symbol ETA: 41.9s | Global ETA: 32m 51s
[2025-11-25T11:58:45.091851] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:58:45.092670] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:45.092748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:45.093553] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:58:45.097742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:45.099629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:45.100159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:45.100564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:45.101347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:45.102191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:45.103925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:45.104921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:45.157447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:45.158577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:45.199546] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.93%
[2025-11-25T11:58:45.199826] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 25.3908%
[2025-11-25T11:58:45.199944] [INFO ] [main      ] BWG: DISCARDED add_atr_5 (score: 25.39%)
[2025-11-25T11:58:45.199994] [INFO ] [main      ] BWG: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:58:45.200033] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment']
[2025-11-25T11:58:45.200074] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:58:45.213623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:45.214266] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:45.214527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:45.214954] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:58:45.215864] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:45.215938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:45.216675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:45.217662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:58:45.218897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:45.267110] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:45.358831] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -1.61% | Symbol ETA: 2m 10s | Global ETA: 32m 51s
[2025-11-25T11:58:45.358989] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:58:45.359785] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:45.359860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:45.364838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:45.366701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:45.367250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:45.367727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:45.457498] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:58:45.580457] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:58:45.587545] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:58:45.631038] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:45.712956] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:58:45.748812] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:45.765729] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:45.783267] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 41.1s | Global ETA: 32m 52s
[2025-11-25T11:58:45.783549] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:58:45.784400] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:45.784541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:45.789340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:45.791170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:45.791754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:45.792231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:45.793059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:45.793945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:45.795666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:45.796692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:45.842558] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 1m 37s | Global ETA: 32m 52s
[2025-11-25T11:58:45.842909] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:58:45.844009] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:45.844201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:45.845212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:45.884101] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:45.979753] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 0.73% | Symbol ETA: 9.4s | Global ETA: 32m 52s
[2025-11-25T11:58:45.980043] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:58:45.980880] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:45.981021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:45.982748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:45.982929] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 3.57% | Symbol ETA: 2m 10s | Global ETA: 32m 52s
[2025-11-25T11:58:45.983215] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:58:45.983356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:45.983864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:45.984081] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T11:58:45.984170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:45.989098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:45.991012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:45.991571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:45.992082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:46.105659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:46.106796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:46.147187] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:58:46.161009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:46.161931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:46.164805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:58:46.166102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:46.192387] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:58:46.331622] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:46.334995] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:58:46.384617] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:46.458316] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 1m 36s | Global ETA: 32m 53s
[2025-11-25T11:58:46.458665] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:58:46.459713] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:46.459869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:46.460814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:46.486968] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.17% | Symbol ETA: 40.4s | Global ETA: 32m 53s
[2025-11-25T11:58:46.487295] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:58:46.488172] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:46.488320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:46.493337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:46.495256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:46.495869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:46.496298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:46.497150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:46.498064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:46.499879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:46.500937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:46.517065] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:46.530306] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:58:46.605832] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -2.59% | Symbol ETA: 2m 9s | Global ETA: 32m 53s
[2025-11-25T11:58:46.700024] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:46.774752] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -5.90%, Actual: 2.25%
[2025-11-25T11:58:46.841294] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:58:46.853760] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:58:46.921904] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -2.62% | Symbol ETA: 8.4s | Global ETA: 32m 53s
[2025-11-25T11:58:46.922201] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:58:46.923046] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:46.923187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:46.924940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:46.925514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:46.926012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:46.951028] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 10.57%, Actual: 8.06%
[2025-11-25T11:58:47.029630] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:47.033140] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:47.049034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:47.050438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:47.091680] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 1m 35s | Global ETA: 32m 53s
[2025-11-25T11:58:47.091989] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:58:47.092910] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:47.093052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:47.093893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:47.104851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:47.105835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:47.108726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:58:47.109968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:47.180372] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 1.90%
[2025-11-25T11:58:47.184995] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.87% | Symbol ETA: 39.7s | Global ETA: 32m 53s
[2025-11-25T11:58:47.185300] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:58:47.186146] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:47.186293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:47.191172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:47.193022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:47.193595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:47.194095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:47.194929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:47.195825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:47.197531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:47.198559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:47.355415] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -4.61%, Actual: 5.15%
[2025-11-25T11:58:47.448265] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:58:47.451157] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:58:47.531786] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 7.15%, Actual: 4.95%
[2025-11-25T11:58:47.542285] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:58:47.619688] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:47.628815] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:47.687118] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 1m 35s | Global ETA: 32m 54s
[2025-11-25T11:58:47.687415] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:58:47.688347] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:47.688432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:47.689335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:47.705922] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -5.17%, Actual: 2.13%
[2025-11-25T11:58:47.715363] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:47.850182] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -1.32% | Symbol ETA: 7.5s | Global ETA: 32m 54s
[2025-11-25T11:58:47.850343] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:58:47.851122] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:47.851348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:47.853091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:47.853695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:47.854169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:47.876212] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.27% | Symbol ETA: 39.0s | Global ETA: 32m 54s
[2025-11-25T11:58:47.878605] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -6.07%, Actual: 3.19%
[2025-11-25T11:58:47.976886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:47.978117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:48.032267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:48.033182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:48.036016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:58:48.037292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:48.045884] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:58:48.051300] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 0.60%, Actual: 1.77%
[2025-11-25T11:58:48.052220] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -1.61%, Actual: 3.45%
[2025-11-25T11:58:48.222764] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:48.223801] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.17%, Actual: 4.51%
[2025-11-25T11:58:48.224372] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 3.57%, Actual: 3.00%
[2025-11-25T11:58:48.281878] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 1m 34s | Global ETA: 32m 55s
[2025-11-25T11:58:48.282166] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:58:48.283046] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:48.283187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:48.283989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:48.379457] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:58:48.396375] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -1.68%, Actual: 3.14%
[2025-11-25T11:58:48.399262] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -2.59%, Actual: 2.41%
[2025-11-25T11:58:48.399630] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 58.1960%
[2025-11-25T11:58:48.399831] [INFO ] [main      ] BBAR: KEPT add_atr_5 (score: 58.20%)
[2025-11-25T11:58:48.399941] [INFO ] [main      ] BBAR: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T11:58:48.400041] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T11:58:48.400159] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:58:48.412688] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:48.413352] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:58:48.414308] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:48.414440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:48.419340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:48.421222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:48.421783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:48.422239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:48.423051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:48.551686] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:48.574947] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 2.11%
[2025-11-25T11:58:48.630446] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:58:48.745915] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 2.28%, Actual: 1.66%
[2025-11-25T11:58:48.762437] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:58:48.773886] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.56% | Symbol ETA: 6.5s | Global ETA: 32m 55s
[2025-11-25T11:58:48.774176] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:58:48.775038] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:48.775181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:48.776916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:48.777540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:48.778039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:48.804092] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:48.860261] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 1m 33s | Global ETA: 32m 55s
[2025-11-25T11:58:48.860383] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:58:48.861147] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:48.861221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:48.861919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:48.902426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:48.903679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:48.918267] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.84%, Actual: 0.48%
[2025-11-25T11:58:48.937662] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:48.957026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:48.957875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:48.960766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:58:48.962025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:49.035068] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -9.45% | Symbol ETA: 1m 42s | Global ETA: 32m 55s
[2025-11-25T11:58:49.035219] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:58:49.036069] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:49.036143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:49.041081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:49.043003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:49.043496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:49.043904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:49.044624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:49.098583] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 0.17%
[2025-11-25T11:58:49.202214] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:58:49.271012] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.17%, Actual: 0.43%
[2025-11-25T11:58:49.314951] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:58:49.374027] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:49.416719] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:58:49.432569] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 33s | Global ETA: 32m 56s
[2025-11-25T11:58:49.432741] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:58:49.433496] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:49.433562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:49.434263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:49.445422] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.87%, Actual: 0.67%
[2025-11-25T11:58:49.484893] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:49.591583] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:49.675031] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.27%, Actual: 2.39%
[2025-11-25T11:58:49.675429] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 47.9744%
[2025-11-25T11:58:49.675595] [INFO ] [main      ] LNG: DISCARDED add_gap_morning_composite (score: 47.97%)
[2025-11-25T11:58:49.675729] [INFO ] [main      ] LNG: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:58:49.675839] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gap_resolution_state']
[2025-11-25T11:58:49.675951] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:58:49.686865] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 4.79% | Symbol ETA: 1m 41s | Global ETA: 32m 56s
[2025-11-25T11:58:49.687169] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:58:49.688145] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:49.688284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:49.690840] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:49.691413] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:58:49.692406] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:49.692555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:49.694060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:49.696039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:49.696593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:49.697104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:49.697633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:49.697946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:49.699590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:49.700209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:49.700739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:49.701578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:49.702496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:49.704300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:49.721305] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.94% | Symbol ETA: 5.6s | Global ETA: 32m 56s
[2025-11-25T11:58:49.721450] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:58:49.722242] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:49.722322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:49.724063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:49.724569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:49.724988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:49.761162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:49.782088] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:58:49.846200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:49.847562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:49.899972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:49.900985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:49.903977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:58:49.905228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:49.954091] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:50.009660] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1m 32s | Global ETA: 32m 56s
[2025-11-25T11:58:50.009959] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:58:50.010836] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:50.010974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:50.011767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:50.051239] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:58:50.105285] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:58:50.224592] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:50.265811] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:58:50.272904] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:50.316195] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.40% | Symbol ETA: 1m 40s | Global ETA: 32m 57s
[2025-11-25T11:58:50.316525] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:58:50.317401] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:50.317538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:50.322526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:50.324486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:50.325094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:50.325562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:50.326345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:50.384881] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:58:50.428309] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 39.6s | Global ETA: 32m 57s
[2025-11-25T11:58:50.428606] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:58:50.429472] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:50.429633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:50.434764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:50.436853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:50.437489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:50.438002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:50.438839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:50.439798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:50.441562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:50.464858] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:50.498020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:50.568427] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:50.626436] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1m 32s | Global ETA: 32m 57s
[2025-11-25T11:58:50.626752] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:58:50.627671] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:50.627821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:50.628683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:50.672315] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:58:50.694900] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 0.52% | Symbol ETA: 4.6s | Global ETA: 32m 57s
[2025-11-25T11:58:50.695196] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:58:50.696102] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:50.696197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:50.698076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:50.698747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:50.699239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:50.829712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:50.831234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:50.839013] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:58:50.845750] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:50.886960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:50.888296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:50.891390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:58:50.892840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:50.939267] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -3.18% | Symbol ETA: 1m 40s | Global ETA: 32m 57s
[2025-11-25T11:58:50.939416] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:58:50.940216] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:50.940293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:50.945283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:50.947287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:50.947827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:50.948246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:50.949029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:50.981574] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:58:51.010359] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:51.160565] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:51.172032] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.11% | Symbol ETA: 38.8s | Global ETA: 32m 58s
[2025-11-25T11:58:51.172324] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:58:51.173201] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:51.173348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:51.178421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:51.180315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:51.180922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:51.181421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:51.182272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:51.183192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:51.184966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:51.218616] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 1m 31s | Global ETA: 32m 58s
[2025-11-25T11:58:51.239518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:51.243436] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:58:51.293174] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:58:51.389724] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.09%, Actual: 0.68%
[2025-11-25T11:58:51.411323] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:51.464831] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:51.556296] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 3.96% | Symbol ETA: 1m 39s | Global ETA: 32m 58s
[2025-11-25T11:58:51.556567] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:58:51.557499] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:51.557636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:51.560528] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T11:58:51.562691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:51.564693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:51.565262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:51.565753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:51.566557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:51.580517] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:58:51.641086] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.26% | Symbol ETA: 3.7s | Global ETA: 32m 58s
[2025-11-25T11:58:51.641239] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:58:51.642014] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:51.642093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:51.643748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:51.644239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:51.644627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:51.732187] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T11:58:51.751068] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:51.781156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:51.782703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:51.836084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:51.837078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:51.839955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T11:58:51.841315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:51.904236] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.54%
[2025-11-25T11:58:51.906707] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 38.1s | Global ETA: 32m 58s
[2025-11-25T11:58:51.906851] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:58:51.907623] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:51.907727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:51.910852] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:58:51.912632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:51.914540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:51.915126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:51.915603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:51.916444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:51.917453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:51.919204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:51.974246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:52.074204] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T11:58:52.080946] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:52.171120] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -1.29% | Symbol ETA: 1m 38s | Global ETA: 32m 59s
[2025-11-25T11:58:52.171389] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:58:52.172258] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:52.172359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:52.177321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:52.179197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:52.179783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:52.180243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:52.180582] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:58:52.181087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:52.253570] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.53%
[2025-11-25T11:58:52.315939] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:58:52.350280] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:52.425466] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.88%
[2025-11-25T11:58:52.494558] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:52.531468] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:58:52.570701] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.02% | Symbol ETA: 2.7s | Global ETA: 32m 59s
[2025-11-25T11:58:52.600087] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:58:52.658705] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -2.88% | Symbol ETA: 37.4s | Global ETA: 32m 59s
[2025-11-25T11:58:52.659006] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:58:52.659914] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:52.660057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:52.665066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:52.666946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:52.667491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:52.667993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:52.668872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:52.669815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:52.671554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:52.710048] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:52.726275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:52.742366] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -0.58%, Actual: 2.49%
[2025-11-25T11:58:52.776186] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.25%
[2025-11-25T11:58:52.804942] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 1m 38s | Global ETA: 32m 59s
[2025-11-25T11:58:52.805149] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:58:52.806093] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:52.806236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:52.811313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:52.813207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:52.813812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:52.814312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:52.815179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:52.913692] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 0.68%
[2025-11-25T11:58:52.958962] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.93%
[2025-11-25T11:58:52.959401] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 22.7544%
[2025-11-25T11:58:52.959578] [INFO ] [main      ] BWG: DISCARDED add_close_to_open_alignment (score: 22.75%)
[2025-11-25T11:58:52.959724] [INFO ] [main      ] BWG: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:58:52.959837] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context']
[2025-11-25T11:58:52.959968] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:58:52.979316] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:52.980058] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:58:52.981415] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:52.981595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:52.983010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:53.071006] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:58:53.085151] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 0.73%, Actual: 0.50%
[2025-11-25T11:58:53.168777] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:58:53.240888] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:53.253325] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -2.62%, Actual: 0.57%
[2025-11-25T11:58:53.332787] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:58:53.346050] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:53.397711] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 2.82% | Symbol ETA: 36.6s | Global ETA: 33m 0s
[2025-11-25T11:58:53.397999] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:58:53.398840] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:53.398985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:53.403908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:53.405769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:53.406333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:53.406827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:53.407726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:53.408621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:53.410411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:53.423061] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -1.32%, Actual: 0.54%
[2025-11-25T11:58:53.439867] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 1m 37s | Global ETA: 33m 0s
[2025-11-25T11:58:53.440177] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:58:53.441081] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:53.441237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:53.446128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:53.447988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:53.448512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:53.448987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:53.449840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:53.465211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:53.504869] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:53.564554] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 1m 18s | Global ETA: 33m 0s
[2025-11-25T11:58:53.564887] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:58:53.565755] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:53.565893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:53.566855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:53.593259] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.56%, Actual: 0.80%
[2025-11-25T11:58:53.763710] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.94%, Actual: 2.52%
[2025-11-25T11:58:53.807696] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:58:53.811271] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:58:53.913220] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:58:53.940914] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.11%
[2025-11-25T11:58:53.987857] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:53.988476] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:54.079874] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 3.39% | Symbol ETA: 1m 37s | Global ETA: 33m 1s
[2025-11-25T11:58:54.080155] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:58:54.081048] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:54.081182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:54.084697] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:54.086217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:54.088219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:54.088827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:54.089306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:54.090246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:54.112241] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.26%, Actual: 0.27%
[2025-11-25T11:58:54.139349] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 1.43% | Symbol ETA: 35.9s | Global ETA: 33m 1s
[2025-11-25T11:58:54.139662] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:58:54.140498] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:54.140659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:54.143427] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 1m 18s | Global ETA: 33m 1s
[2025-11-25T11:58:54.143744] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:58:54.144591] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:54.144711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:54.145540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:54.145720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:54.147423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:54.147955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:54.148474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:54.149332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:54.150219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:54.151932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:54.206940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:54.283491] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.02%, Actual: 1.30%
[2025-11-25T11:58:54.283907] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 39.2500%
[2025-11-25T11:58:54.284072] [INFO ] [main      ] KOF: DISCARDED add_shelf_lag (score: 39.25%)
[2025-11-25T11:58:54.284186] [INFO ] [main      ] KOF: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T11:58:54.284295] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_signed_carry_history_11']
[2025-11-25T11:58:54.284420] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:58:54.299034] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:54.299568] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:58:54.300486] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:54.300633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:54.302434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:54.303042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:54.303548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:54.429447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:54.430599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:54.448975] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:58:54.485633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:54.486549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:54.489540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:58:54.491054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:54.495379] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:58:54.554971] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:58:54.624499] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:54.666712] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:54.722041] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -5.98% | Symbol ETA: 1m 36s | Global ETA: 33m 1s
[2025-11-25T11:58:54.724489] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 1m 17s | Global ETA: 33m 1s
[2025-11-25T11:58:54.724802] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:58:54.725665] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:54.725804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:54.726130] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:54.726750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:54.831571] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:58:54.880698] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -3.08% | Symbol ETA: 35.2s | Global ETA: 33m 2s
[2025-11-25T11:58:54.880852] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:58:54.881621] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:54.881714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:54.887159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:54.889228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:54.889778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:54.890209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:54.890999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:54.891841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:54.893541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:54.899895] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -9.45%, Actual: 2.25%
[2025-11-25T11:58:54.948800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:55.003940] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:55.068432] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:58:55.069937] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 4.79%, Actual: 8.06%
[2025-11-25T11:58:55.124861] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.51% | Symbol ETA: 10.1s | Global ETA: 33m 2s
[2025-11-25T11:58:55.125116] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:58:55.125999] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:55.126141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:55.127903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:55.128500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:55.128991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:55.238744] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.40%, Actual: 1.90%
[2025-11-25T11:58:55.240630] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:55.254272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:55.255442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:55.294626] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:58:55.298131] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 1m 16s | Global ETA: 33m 2s
[2025-11-25T11:58:55.298449] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:58:55.299307] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:55.299452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:55.300411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:55.310316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:55.311243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:55.314111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:58:55.315571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:55.408514] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -3.18%, Actual: 5.15%
[2025-11-25T11:58:55.472278] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:55.580627] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 3.96%, Actual: 4.95%
[2025-11-25T11:58:55.623016] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.96% | Symbol ETA: 34.4s | Global ETA: 33m 2s
[2025-11-25T11:58:55.623314] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:58:55.624156] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:55.624304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:55.629276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:55.631179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:55.631762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:55.632236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:55.633058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:55.633986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:55.635677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:55.643411] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:58:55.664848] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:58:55.689457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:55.759352] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -1.29%, Actual: 2.13%
[2025-11-25T11:58:55.815625] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:55.840822] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:55.873024] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 1m 16s | Global ETA: 33m 3s
[2025-11-25T11:58:55.873341] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:58:55.874205] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:55.874352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:55.875302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:55.932611] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 0.06%, Actual: 3.19%
[2025-11-25T11:58:55.970185] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.07% | Symbol ETA: 9.4s | Global ETA: 33m 3s
[2025-11-25T11:58:55.970492] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:58:55.971458] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:55.971610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:55.973536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:55.974207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:55.974724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:56.033402] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:58:56.105926] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -0.48%, Actual: 3.45%
[2025-11-25T11:58:56.110772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:56.112175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:56.166760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:56.167869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:56.170836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:58:56.172449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:56.206063] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:56.229368] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:58:56.276884] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 3.39%, Actual: 3.00%
[2025-11-25T11:58:56.359436] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 2.30% | Symbol ETA: 33.7s | Global ETA: 33m 3s
[2025-11-25T11:58:56.359763] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:58:56.360606] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:56.360771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:56.365766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:56.367780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:56.368449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:56.368999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:56.369846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:56.370790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:56.372571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:56.417230] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:56.427609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:56.447950] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -5.98%, Actual: 2.41%
[2025-11-25T11:58:56.448266] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 46.9295%
[2025-11-25T11:58:56.448410] [INFO ] [main      ] BBAR: DISCARDED add_close_to_open_alignment (score: 46.93%)
[2025-11-25T11:58:56.448514] [INFO ] [main      ] BBAR: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T11:58:56.448613] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T11:58:56.448770] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:58:56.461688] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:56.462155] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:58:56.463123] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:56.463260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:56.468175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:56.470076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:56.470635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:56.471124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:56.472084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:56.476926] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 1m 15s | Global ETA: 33m 3s
[2025-11-25T11:58:56.477239] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:58:56.478090] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:56.478234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:56.479173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:56.533881] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:58:56.702526] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:56.769782] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:58:56.818101] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.06% | Symbol ETA: 8.5s | Global ETA: 33m 4s
[2025-11-25T11:58:56.818251] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:58:56.819051] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:56.819129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:56.819530] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:58:56.820833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:56.821348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:56.821761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:56.824662] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:58:56.940909] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:56.944975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:56.946221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:56.991672] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:57.000397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:57.001477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:57.002372] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:58:57.004402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:58:57.005935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:57.059752] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 1m 15s | Global ETA: 33m 4s
[2025-11-25T11:58:57.060063] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:58:57.060907] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:57.061047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:57.061985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:57.087400] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -6.18% | Symbol ETA: 1m 21s | Global ETA: 33m 4s
[2025-11-25T11:58:57.087716] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:58:57.088581] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:57.088733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:57.092927] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.21% | Symbol ETA: 32.9s | Global ETA: 33m 4s
[2025-11-25T11:58:57.093681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:57.095565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:57.096148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:57.096624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:57.097599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:57.263683] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: -1.18%, Actual: 1.77%
[2025-11-25T11:58:57.344868] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:58:57.399322] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:58:57.434228] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.11%, Actual: 4.51%
[2025-11-25T11:58:57.441074] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:58:57.519149] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:57.567909] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:58:57.604961] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 3.14%
[2025-11-25T11:58:57.608610] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:58:57.623674] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1m 14s | Global ETA: 33m 5s
[2025-11-25T11:58:57.623991] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:58:57.624830] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:57.624968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:57.625959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:57.644097] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 7.7s | Global ETA: 33m 5s
[2025-11-25T11:58:57.644407] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:58:57.645440] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:57.645595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:57.647555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:57.648313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:57.648888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:57.703227] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 1.61% | Symbol ETA: 1m 21s | Global ETA: 33m 5s
[2025-11-25T11:58:57.703526] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:58:57.704343] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:57.704477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:57.709458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:57.711404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:57.711994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:57.712472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:57.713422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:57.774228] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -2.88%, Actual: 2.11%
[2025-11-25T11:58:57.782768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:57.784263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:57.840995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:57.842364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:57.845523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:58:57.847133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:57.948072] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 2.82%, Actual: 1.66%
[2025-11-25T11:58:57.965015] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:58:58.059218] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:58:58.118900] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 1.43%, Actual: 0.48%
[2025-11-25T11:58:58.136119] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:58:58.206869] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 1m 14s | Global ETA: 33m 5s
[2025-11-25T11:58:58.207233] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:58:58.208106] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:58:58.208250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:58.209204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:58.229149] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:58:58.229619] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:58:58.291934] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -3.08%, Actual: 0.17%
[2025-11-25T11:58:58.322741] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.91% | Symbol ETA: 1m 20s | Global ETA: 33m 5s
[2025-11-25T11:58:58.323022] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:58:58.323887] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:58.324030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:58.329074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:58.331000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:58.331568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:58.332053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:58.333004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:58.401226] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:58.477950] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.96%, Actual: 0.43%
[2025-11-25T11:58:58.518856] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.19% | Symbol ETA: 6.9s | Global ETA: 33m 5s
[2025-11-25T11:58:58.519144] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:58:58.519985] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:58.520130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:58.521849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:58.522420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:58.522917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:58.564942] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:58:58.644147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:58.645581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:58.649353] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 2.30%, Actual: 0.67%
[2025-11-25T11:58:58.673957] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:58:58.698365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:58.699464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:58.702428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:58:58.703941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:58.732920] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:58:58.788796] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 1m 13s | Global ETA: 33m 6s
[2025-11-25T11:58:58.823669] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 2.39%
[2025-11-25T11:58:58.823972] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 34.1140%
[2025-11-25T11:58:58.824130] [INFO ] [main      ] LNG: DISCARDED add_gap_resolution_state (score: 34.11%)
[2025-11-25T11:58:58.824238] [INFO ] [main      ] LNG: Testing feature 13/53: add_gaps
[2025-11-25T11:58:58.824355] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps']
[2025-11-25T11:58:58.824466] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:58:58.838353] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:58:58.838925] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:58:58.839898] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:58.840044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:58.845077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:58.845674] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:58:58.847121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:58.847724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:58.848206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:58.849054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:58.849967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:58.851739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:58.852613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:58.939516] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -0.68% | Symbol ETA: 1m 19s | Global ETA: 33m 6s
[2025-11-25T11:58:58.939812] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:58:58.940610] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:58.940767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:58.945548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:58.947385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:58.947949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:58.948438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:58.949408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:58.960548] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.68%
[2025-11-25T11:58:59.046638] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:58:59.186140] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T11:58:59.205836] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:58:59.217137] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:58:59.293948] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:58:59.333221] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.71% | Symbol ETA: 6.0s | Global ETA: 33m 6s
[2025-11-25T11:58:59.333492] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:58:59.334334] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:58:59.334478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:59.336263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:59.336857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:59.337353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:58:59.357057] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T11:58:59.379539] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:58:59.460423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:58:59.461748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:58:59.464895] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:58:59.515698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:59.516943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:58:59.519934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:58:59.521511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:59.528866] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.54%
[2025-11-25T11:58:59.545758] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.81% | Symbol ETA: 36.9s | Global ETA: 33m 7s
[2025-11-25T11:58:59.546101] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:58:59.547070] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:58:59.547218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:59.552927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:59.554974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:59.555620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:59.556227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:58:59.557222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:59.558163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:58:59.558323] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 2.10% | Symbol ETA: 1m 19s | Global ETA: 33m 7s
[2025-11-25T11:58:59.558590] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:58:59.559411] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:58:59.559551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:58:59.560055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:58:59.560987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:59.564325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:58:59.566084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:58:59.566574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:58:59.566988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:58:59.567889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:58:59.698793] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T11:58:59.858455] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:58:59.868961] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.53%
[2025-11-25T11:58:59.916924] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:58:59.923610] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:59:00.027048] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:00.041514] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.00%, Actual: 0.88%
[2025-11-25T11:59:00.104612] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:00.109429] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:00.209172] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -8.18% | Symbol ETA: 1m 18s | Global ETA: 33m 7s
[2025-11-25T11:59:00.209474] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:59:00.210365] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:00.210502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:00.214815] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 5.2s | Global ETA: 33m 7s
[2025-11-25T11:59:00.214964] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:59:00.215802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:00.217794] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:00.217875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:00.217827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:00.218460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:00.218978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:00.219615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:00.220072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:00.220169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:00.220580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:00.288250] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.67% | Symbol ETA: 36.3s | Global ETA: 33m 7s
[2025-11-25T11:59:00.288419] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:59:00.289372] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:00.289519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:00.288202] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:59:00.295055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:00.297147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:00.297775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:00.298275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:00.299130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:00.300047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:00.301845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:00.302773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:00.434886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:00.436249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:00.488835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:00.490024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:00.492970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:59:00.494473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:00.614688] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 0.25%
[2025-11-25T11:59:00.678439] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:59:00.807036] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.93%
[2025-11-25T11:59:00.807446] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 22.2207%
[2025-11-25T11:59:00.807617] [INFO ] [main      ] BWG: DISCARDED add_composite_volatility_context (score: 22.22%)
[2025-11-25T11:59:00.807754] [INFO ] [main      ] BWG: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:59:00.807863] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios']
[2025-11-25T11:59:00.807973] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:59:00.821666] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:00.822270] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:59:00.823243] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:00.823385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:00.825933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:00.859661] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:59:00.899888] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:59:00.903498] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:00.995092] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -1.01% | Symbol ETA: 1m 18s | Global ETA: 33m 8s
[2025-11-25T11:59:00.995238] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:59:00.996015] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:00.996089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:01.000745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:01.002595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:01.003093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:01.003562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:01.004490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:01.041751] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:01.163670] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 0.98% | Symbol ETA: 4.4s | Global ETA: 33m 8s
[2025-11-25T11:59:01.163818] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:59:01.164564] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:01.164636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:01.166459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:01.166975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:01.167431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:01.173671] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:01.198339] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:59:01.286798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:01.288214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:01.329374] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 0.51% | Symbol ETA: 36.3s | Global ETA: 33m 8s
[2025-11-25T11:59:01.329667] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:59:01.330494] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:01.330629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:01.335493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:01.337357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:01.337935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:01.338411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:01.339224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:01.340119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:01.340258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:01.341281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:01.341995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:01.342869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:01.344111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:59:01.345511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:01.379081] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:59:01.388328] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:01.455578] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 1m 6s | Global ETA: 33m 9s
[2025-11-25T11:59:01.455748] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:59:01.456588] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:01.456689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:01.459260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:01.550958] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:01.643098] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 2.14% | Symbol ETA: 1m 17s | Global ETA: 33m 9s
[2025-11-25T11:59:01.643244] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:59:01.644039] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:01.644115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:01.649308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:01.651286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:01.651885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:01.652374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:01.653342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:01.695617] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:59:01.714861] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:59:01.834098] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:59:01.869980] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:01.914014] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:02.033011] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 3.5s | Global ETA: 33m 9s
[2025-11-25T11:59:02.033305] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:59:02.034178] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:02.034321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:02.036102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:02.036750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:02.037272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:02.045602] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -2.13% | Symbol ETA: 35.3s | Global ETA: 33m 9s
[2025-11-25T11:59:02.045995] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:59:02.047297] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:02.047467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:02.050232] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:02.054745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:02.056669] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:59:02.057063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:02.057853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:02.058444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:02.059304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:02.060246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:02.062086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:02.062992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:02.118639] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 1m 5s | Global ETA: 33m 9s
[2025-11-25T11:59:02.118835] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:59:02.119911] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:02.120170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:02.123103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:02.165346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:02.167253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:02.224074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:02.225324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:02.227995] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:02.228377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T11:59:02.229999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:02.316309] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 3.99% | Symbol ETA: 1m 16s | Global ETA: 33m 10s
[2025-11-25T11:59:02.316588] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:59:02.317466] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:02.317607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:02.322341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:02.324153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:02.324720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:02.325197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:02.326146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:02.429297] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:59:02.500572] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:59:02.586628] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:59:02.607815] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:02.658230] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:59:02.699072] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:02.761536] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 1m 5s | Global ETA: 33m 10s
[2025-11-25T11:59:02.761858] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:59:02.762793] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:02.762950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:02.765164] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:02.765500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:02.769917] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.28% | Symbol ETA: 34.4s | Global ETA: 33m 10s
[2025-11-25T11:59:02.770216] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:59:02.771117] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:02.771254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:02.776321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:02.778285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:02.778945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:02.779424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:02.780287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:02.781306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:02.783164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:02.784101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:02.823698] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:02.882512] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 0.97% | Symbol ETA: 2.7s | Global ETA: 33m 10s
[2025-11-25T11:59:02.913137] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -5.83% | Symbol ETA: 1m 16s | Global ETA: 33m 10s
[2025-11-25T11:59:03.064787] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.51%, Actual: 2.49%
[2025-11-25T11:59:03.082007] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -6.18%, Actual: 2.25%
[2025-11-25T11:59:03.134225] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:59:03.136755] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:59:03.237922] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.07%, Actual: 0.68%
[2025-11-25T11:59:03.250388] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 1.61%, Actual: 8.06%
[2025-11-25T11:59:03.315907] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:03.316270] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:03.375519] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 1m 4s | Global ETA: 33m 11s
[2025-11-25T11:59:03.375837] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:59:03.376708] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:03.376847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:03.379335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:03.407094] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.06%, Actual: 0.50%
[2025-11-25T11:59:03.418502] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.91%, Actual: 1.90%
[2025-11-25T11:59:03.480141] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -2.32% | Symbol ETA: 33.6s | Global ETA: 33m 11s
[2025-11-25T11:59:03.480321] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:59:03.481222] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:03.481317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:03.486349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:03.488351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:03.488977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:03.489453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:03.490306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:03.491242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:03.493058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:03.494046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:03.576944] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 0.57%
[2025-11-25T11:59:03.586629] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -0.68%, Actual: 5.15%
[2025-11-25T11:59:03.729274] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:59:03.753363] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 2.10%, Actual: 4.95%
[2025-11-25T11:59:03.756543] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.19%, Actual: 0.54%
[2025-11-25T11:59:03.845214] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:59:03.899372] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:03.919300] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -8.18%, Actual: 2.13%
[2025-11-25T11:59:03.945308] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.71%, Actual: 0.80%
[2025-11-25T11:59:03.957413] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 1m 3s | Global ETA: 33m 11s
[2025-11-25T11:59:03.957737] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:59:03.958577] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:03.958732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:03.961107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:04.023297] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:04.087765] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -1.01%, Actual: 3.19%
[2025-11-25T11:59:04.142929] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 2.52%
[2025-11-25T11:59:04.196248] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 1.26% | Symbol ETA: 32.8s | Global ETA: 33m 12s
[2025-11-25T11:59:04.196526] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:59:04.197458] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:04.197596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:04.202849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:04.204878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:04.205451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:04.206006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:04.206892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:04.207882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:04.209697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:04.210570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:04.255205] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 2.14%, Actual: 3.45%
[2025-11-25T11:59:04.306943] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:59:04.310541] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 0.98%, Actual: 0.11%
[2025-11-25T11:59:04.420756] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 3.99%, Actual: 3.00%
[2025-11-25T11:59:04.476224] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:04.477427] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 0.28%, Actual: 0.27%
[2025-11-25T11:59:04.534167] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 1m 3s | Global ETA: 33m 12s
[2025-11-25T11:59:04.534466] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:59:04.535245] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:04.535382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:04.537827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:04.565473] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:59:04.586139] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -5.83%, Actual: 2.41%
[2025-11-25T11:59:04.586382] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 41.4065%
[2025-11-25T11:59:04.586550] [INFO ] [main      ] BBAR: DISCARDED add_composite_volatility_context (score: 41.41%)
[2025-11-25T11:59:04.586682] [INFO ] [main      ] BBAR: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T11:59:04.586786] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-25T11:59:04.586893] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:59:04.599214] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:04.599920] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:59:04.600836] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:04.600973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:04.605732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:04.607551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:04.608112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:04.608514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:04.610902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:04.647897] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 0.97%, Actual: 1.30%
[2025-11-25T11:59:04.648324] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 45.2022%
[2025-11-25T11:59:04.648504] [INFO ] [main      ] KOF: DISCARDED add_signed_carry_history_11 (score: 45.20%)
[2025-11-25T11:59:04.648623] [INFO ] [main      ] KOF: Testing feature 44/53: add_sma_ratio
[2025-11-25T11:59:04.648773] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_sma_ratio']
[2025-11-25T11:59:04.648892] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:59:04.662487] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:04.663132] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:59:04.664067] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:04.664218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:04.666000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:04.666588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:04.667111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:04.743256] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:04.792347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:04.793827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:04.853698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:04.854935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:04.858024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:59:04.858941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:04.880481] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:59:04.904288] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.05% | Symbol ETA: 32.0s | Global ETA: 33m 12s
[2025-11-25T11:59:04.904596] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:59:04.905468] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:04.905605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:04.910782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:04.912690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:04.913371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:04.913915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:04.914760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:04.915749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:04.917584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:04.918510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:04.942355] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:59:05.057064] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:05.107766] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:05.115315] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 1m 2s | Global ETA: 33m 13s
[2025-11-25T11:59:05.115610] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:59:05.116446] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:05.116587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:05.118982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:05.206026] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -8.54% | Symbol ETA: 1m 8s | Global ETA: 33m 13s
[2025-11-25T11:59:05.206187] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:59:05.206947] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:05.207173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:05.211966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:05.213779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:05.214326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:05.214808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:05.217198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:05.230955] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:59:05.274444] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:59:05.410613] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:05.449639] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:05.470991] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:59:05.527033] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.86% | Symbol ETA: 9.9s | Global ETA: 33m 13s
[2025-11-25T11:59:05.527378] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:59:05.528401] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:05.528567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:05.530776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:05.531462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:05.532051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:05.550626] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:59:05.610163] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.63% | Symbol ETA: 31.2s | Global ETA: 33m 13s
[2025-11-25T11:59:05.610465] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:59:05.611469] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:05.611611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:05.616888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:05.618861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:05.619428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:05.619921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:05.620753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:05.621671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:05.623417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:05.624305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:05.648437] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:05.667914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:05.669363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:05.706365] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1m 1s | Global ETA: 33m 13s
[2025-11-25T11:59:05.706698] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:59:05.707579] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:05.707739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:05.710182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:05.716598] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:05.723554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:05.724812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:05.727733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:59:05.728550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:05.813291] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 4.08% | Symbol ETA: 1m 7s | Global ETA: 33m 13s
[2025-11-25T11:59:05.813583] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:59:05.814409] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:05.814548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:05.819275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:05.821083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:05.821638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:05.822120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:05.824474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:05.986853] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:59:06.055926] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:59:06.077243] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:59:06.168903] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:06.169708] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:59:06.224355] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:06.255154] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:06.281575] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1m 1s | Global ETA: 33m 14s
[2025-11-25T11:59:06.281907] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:59:06.282751] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:06.282889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:06.285259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:06.335090] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -3.28% | Symbol ETA: 30.5s | Global ETA: 33m 14s
[2025-11-25T11:59:06.360545] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:06.369011] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: 0.79% | Symbol ETA: 9.0s | Global ETA: 33m 14s
[2025-11-25T11:59:06.369363] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:59:06.370260] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:06.370351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:06.372226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:06.373048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:06.373471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:06.466809] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.78% | Symbol ETA: 1m 7s | Global ETA: 33m 14s
[2025-11-25T11:59:06.467152] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:59:06.468047] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:06.468192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:06.473303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:06.475276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:06.475912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:06.476422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:06.479147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:06.506171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:06.507709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:06.520458] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.81%, Actual: 1.77%
[2025-11-25T11:59:06.563228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:06.564472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:06.567527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:59:06.568400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:06.632007] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:59:06.696323] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.67%, Actual: 4.51%
[2025-11-25T11:59:06.808287] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:06.837917] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:59:06.865677] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 1m 0s | Global ETA: 33m 14s
[2025-11-25T11:59:06.869484] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 0.51%, Actual: 3.14%
[2025-11-25T11:59:06.916816] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:59:07.016739] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:07.041525] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -2.13%, Actual: 2.11%
[2025-11-25T11:59:07.046783] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.68%
[2025-11-25T11:59:07.087249] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:07.116684] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -2.15% | Symbol ETA: 1m 6s | Global ETA: 33m 15s
[2025-11-25T11:59:07.116838] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:59:07.117661] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:07.117742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:07.122757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:07.124926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:07.125430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:07.125925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:07.128397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:07.198429] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 3.28% | Symbol ETA: 8.1s | Global ETA: 33m 15s
[2025-11-25T11:59:07.198607] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:59:07.199399] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:07.199623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:07.201382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:07.202002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:07.202480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:07.216163] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.28%, Actual: 1.66%
[2025-11-25T11:59:07.223601] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T11:59:07.330208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:07.331502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:07.386062] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -2.32%, Actual: 0.48%
[2025-11-25T11:59:07.386630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:07.387781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:07.390685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:59:07.391491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:07.397374] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.49%
[2025-11-25T11:59:07.481135] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:59:07.555767] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 1.26%, Actual: 0.17%
[2025-11-25T11:59:07.577762] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.54%
[2025-11-25T11:59:07.658447] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:07.728466] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.05%, Actual: 0.43%
[2025-11-25T11:59:07.740937] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:59:07.759904] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 1.65% | Symbol ETA: 1m 6s | Global ETA: 33m 15s
[2025-11-25T11:59:07.760208] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:59:07.761092] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:07.761235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:07.762430] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T11:59:07.766374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:07.768390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:07.769014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:07.769491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:07.772161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:07.897784] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.63%, Actual: 0.67%
[2025-11-25T11:59:07.913485] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:07.936356] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.53%
[2025-11-25T11:59:08.022837] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 1.22% | Symbol ETA: 7.2s | Global ETA: 33m 16s
[2025-11-25T11:59:08.023140] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:59:08.023984] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:08.024128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:08.025866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:08.026431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:08.026928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:08.067405] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -3.28%, Actual: 2.39%
[2025-11-25T11:59:08.067802] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 42.0052%
[2025-11-25T11:59:08.067960] [INFO ] [main      ] LNG: DISCARDED add_gaps (score: 42.01%)
[2025-11-25T11:59:08.068088] [INFO ] [main      ] LNG: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:59:08.068188] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_intraday_skewness_proxies']
[2025-11-25T11:59:08.068293] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:59:08.083072] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:08.083765] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:59:08.084705] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:08.084824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:08.089633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:08.091482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:08.092063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:08.092528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:08.093334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:08.094228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:08.095948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:08.097226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:08.117532] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.88%
[2025-11-25T11:59:08.121302] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:59:08.148267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:08.149637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:08.203242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:08.204441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:08.207348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:59:08.208179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:08.296781] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:59:08.299368] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:08.403274] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -7.24% | Symbol ETA: 1m 5s | Global ETA: 33m 16s
[2025-11-25T11:59:08.404034] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:59:08.404908] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:08.405049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:08.409962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:08.411919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:08.412476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:08.412974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:08.415497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:08.446516] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:59:08.472324] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.25%
[2025-11-25T11:59:08.551225] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:59:08.619232] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:08.641744] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.39%, Actual: 0.93%
[2025-11-25T11:59:08.642144] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 23.8617%
[2025-11-25T11:59:08.642389] [INFO ] [main      ] BWG: DISCARDED add_day_shape_ratios (score: 23.86%)
[2025-11-25T11:59:08.642512] [INFO ] [main      ] BWG: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:59:08.642620] [DEBUG] [main      ] Testing with features: ['add_directional_consistency']
[2025-11-25T11:59:08.642744] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:59:08.656684] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:08.657328] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:59:08.658282] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:08.658422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:08.724278] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:08.763995] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:59:08.781538] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 3.09% | Symbol ETA: 34.0s | Global ETA: 33m 16s
[2025-11-25T11:59:08.781851] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:59:08.782352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:08.782810] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:08.782959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:08.788162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:08.790160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:08.790744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:08.791218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:08.792076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:08.792990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:08.794755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:08.796061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:08.847010] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -4.31% | Symbol ETA: 6.4s | Global ETA: 33m 17s
[2025-11-25T11:59:08.847305] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:59:08.848206] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:08.848354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:08.850180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:08.850827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:08.851246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:08.936162] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:08.975633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:08.977135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:09.030470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:09.031374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:09.034292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:59:09.034899] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -3.03% | Symbol ETA: 1m 4s | Global ETA: 33m 17s
[2025-11-25T11:59:09.035062] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:59:09.035117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:09.036055] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:09.036190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:09.042207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:09.044539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:09.045175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:09.045732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:09.048329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:09.139352] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:59:09.147533] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:59:09.311114] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:09.326293] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:09.368321] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 56.8s | Global ETA: 33m 17s
[2025-11-25T11:59:09.368620] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:59:09.369460] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:09.369605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:09.378012] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:59:09.396920] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:59:09.491135] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -2.80% | Symbol ETA: 33.4s | Global ETA: 33m 17s
[2025-11-25T11:59:09.491285] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:59:09.492091] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:09.492169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:09.492821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:09.496974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:09.498952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:09.499495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:09.499981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:09.500832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:09.501779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:09.503567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:09.504906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:09.548776] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:09.570469] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:09.658430] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 1.20% | Symbol ETA: 5.5s | Global ETA: 33m 17s
[2025-11-25T11:59:09.658750] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:59:09.659582] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:09.659756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:09.661512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:09.662094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:09.662577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:09.667934] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -0.06% | Symbol ETA: 1m 4s | Global ETA: 33m 17s
[2025-11-25T11:59:09.668234] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:59:09.669199] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:09.669353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:09.674386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:09.676282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:09.676867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:09.677362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:09.679892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:09.788263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:09.789577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:09.832814] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:59:09.843516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:09.844511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:09.847440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:59:09.847438] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:59:09.848224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:10.002241] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:10.022969] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:10.028915] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:59:10.058870] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 56.0s | Global ETA: 33m 18s
[2025-11-25T11:59:10.059040] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:59:10.059829] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:10.060035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:10.182299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:10.189669] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 32.6s | Global ETA: 33m 18s
[2025-11-25T11:59:10.189942] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:59:10.190235] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:59:10.190778] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:10.190920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:10.195669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:10.197557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:10.198156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:10.198623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:10.199471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:10.200371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:10.202122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:10.203403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:10.229851] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:10.328887] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 1.87% | Symbol ETA: 1m 3s | Global ETA: 33m 18s
[2025-11-25T11:59:10.329177] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:59:10.330031] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:10.330170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:10.335104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:10.336957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:10.337550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:10.338093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T11:59:10.340546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:10.361007] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:10.473163] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.93% | Symbol ETA: 4.7s | Global ETA: 33m 18s
[2025-11-25T11:59:10.473458] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:59:10.474294] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:10.474462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:10.476213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:10.476795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:10.477282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:10.522292] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:59:10.548043] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:59:10.602233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:10.603517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:10.657693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:10.658748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:10.661638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:59:10.662460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:10.686959] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:59:10.692430] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:10.722208] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:10.749476] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 55.2s | Global ETA: 33m 19s
[2025-11-25T11:59:10.749801] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:59:10.750631] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:10.750731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:10.866455] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:10.873123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:10.889071] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -2.79% | Symbol ETA: 31.9s | Global ETA: 33m 19s
[2025-11-25T11:59:10.889238] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:59:10.890051] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:10.890269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:10.895068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:10.896950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:10.897522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:10.897999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:10.898799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:10.899677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:10.901349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:10.902593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:10.963808] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -3.68% | Symbol ETA: 1m 2s | Global ETA: 33m 19s
[2025-11-25T11:59:11.005305] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:59:11.142986] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -8.54%, Actual: 2.25%
[2025-11-25T11:59:11.178737] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:11.214020] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:59:11.246393] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:59:11.286424] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 0.79% | Symbol ETA: 3.8s | Global ETA: 33m 19s
[2025-11-25T11:59:11.286727] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:59:11.287565] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:11.287725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:11.289428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:11.290008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:11.290477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:11.331376] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 4.08%, Actual: 8.06%
[2025-11-25T11:59:11.389829] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:11.412917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:11.414229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:11.417508] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:11.448907] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 54.6s | Global ETA: 33m 19s
[2025-11-25T11:59:11.449064] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:59:11.449921] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:11.450141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:11.467069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:11.468082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:11.471017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:59:11.471889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:11.503614] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.78%, Actual: 1.90%
[2025-11-25T11:59:11.579117] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.89% | Symbol ETA: 31.2s | Global ETA: 33m 19s
[2025-11-25T11:59:11.579411] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:59:11.580286] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:11.580423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:11.583949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:11.585459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:11.587411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:11.588024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:11.588495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:11.589349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:11.590275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:11.592040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:11.593346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:11.678399] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -2.15%, Actual: 5.15%
[2025-11-25T11:59:11.813342] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:59:11.853187] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 1.65%, Actual: 4.95%
[2025-11-25T11:59:11.939743] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:59:11.940530] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:59:11.985420] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:12.026341] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -7.24%, Actual: 2.13%
[2025-11-25T11:59:12.096358] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 3.0s | Global ETA: 33m 20s
[2025-11-25T11:59:12.096691] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:59:12.097621] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:12.097833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:12.099863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:12.100492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:12.101001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:12.111365] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:12.112905] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:12.167415] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 53.9s | Global ETA: 33m 20s
[2025-11-25T11:59:12.167727] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:59:12.168542] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:12.168698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:12.199117] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -3.03%, Actual: 3.19%
[2025-11-25T11:59:12.228457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:12.229938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:12.274230] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 30.5s | Global ETA: 33m 20s
[2025-11-25T11:59:12.274521] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:59:12.275376] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:12.275513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:12.280446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:12.282001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:12.282368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:12.282989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:12.283061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:12.283464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:12.284306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:12.285216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:12.285962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T11:59:12.286798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:12.286962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:12.288300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:12.293336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:12.386519] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 3.45%
[2025-11-25T11:59:12.576949] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 1.87%, Actual: 3.00%
[2025-11-25T11:59:12.626332] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:59:12.636513] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:59:12.645062] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:59:12.751064] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -3.68%, Actual: 2.41%
[2025-11-25T11:59:12.751328] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 45.0630%
[2025-11-25T11:59:12.751561] [INFO ] [main      ] BBAR: DISCARDED add_day_shape_ratios (score: 45.06%)
[2025-11-25T11:59:12.751709] [INFO ] [main      ] BBAR: Testing feature 8/53: add_directional_consistency
[2025-11-25T11:59:12.751807] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency']
[2025-11-25T11:59:12.751923] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:59:12.765170] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:12.765967] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:59:12.766928] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:12.767144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:12.772182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:12.774242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:12.774853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:12.775327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:12.796210] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:12.821122] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:12.827576] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:12.889479] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.27% | Symbol ETA: 53.2s | Global ETA: 33m 21s
[2025-11-25T11:59:12.889673] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:59:12.890705] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:12.890821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:12.907171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:12.908656] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.86% | Symbol ETA: 2.2s | Global ETA: 33m 21s
[2025-11-25T11:59:12.996034] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 29.8s | Global ETA: 33m 21s
[2025-11-25T11:59:12.996310] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:59:12.997191] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:12.997329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:13.002278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:13.004204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:13.004799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:13.005276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:13.006108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:13.007038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:13.008802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:13.010110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:13.016122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:13.078560] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.86%, Actual: 2.49%
[2025-11-25T11:59:13.248424] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: 0.79%, Actual: 0.68%
[2025-11-25T11:59:13.262345] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:59:13.363563] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:59:13.365201] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:59:13.417947] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 3.28%, Actual: 0.50%
[2025-11-25T11:59:13.436533] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:13.532856] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:13.533540] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -8.55% | Symbol ETA: 59.4s | Global ETA: 33m 22s
[2025-11-25T11:59:13.533846] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:59:13.534615] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:13.534825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:13.537343] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:13.539680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:13.541576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:13.542170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:13.542659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:13.587080] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 1.22%, Actual: 0.57%
[2025-11-25T11:59:13.595695] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 52.5s | Global ETA: 33m 22s
[2025-11-25T11:59:13.595983] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:59:13.596858] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:13.597056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:13.665753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:13.688989] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.03% | Symbol ETA: 29.1s | Global ETA: 33m 22s
[2025-11-25T11:59:13.689152] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:59:13.690063] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:13.690197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:13.695022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:13.696851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:13.697419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:13.697907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:13.698660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:13.699466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:13.701113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:13.702379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:13.726938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:13.755345] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -4.31%, Actual: 0.54%
[2025-11-25T11:59:13.923884] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 1.20%, Actual: 0.80%
[2025-11-25T11:59:14.010972] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:59:14.050475] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:59:14.074399] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:59:14.096266] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.93%, Actual: 2.52%
[2025-11-25T11:59:14.188521] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:14.226310] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:14.254795] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:14.269467] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 0.11%
[2025-11-25T11:59:14.283531] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 3.22% | Symbol ETA: 58.6s | Global ETA: 33m 22s
[2025-11-25T11:59:14.283824] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:59:14.284657] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:14.284793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:14.289605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:14.291535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:14.292147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:14.292636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:14.310917] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 51.8s | Global ETA: 33m 22s
[2025-11-25T11:59:14.311214] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:59:14.312085] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:14.312225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:14.380140] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 3.50% | Symbol ETA: 28.4s | Global ETA: 33m 22s
[2025-11-25T11:59:14.380436] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:59:14.381333] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:14.381468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:14.386316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:14.388220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:14.388789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:14.389249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:14.390071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:14.390958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:14.392676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:14.393928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:14.415537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:14.438687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:14.453077] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 0.27%
[2025-11-25T11:59:14.637046] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.86%, Actual: 1.30%
[2025-11-25T11:59:14.637501] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 46.1279%
[2025-11-25T11:59:14.637721] [INFO ] [main      ] KOF: DISCARDED add_sma_ratio (score: 46.13%)
[2025-11-25T11:59:14.637886] [INFO ] [main      ] KOF: Testing feature 46/53: add_vol_of_vol
[2025-11-25T11:59:14.638025] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_vol_of_vol']
[2025-11-25T11:59:14.638150] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:59:14.653243] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:14.653855] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:59:14.654873] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:14.655048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:14.657085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:14.657734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:14.658248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:14.743928] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:59:14.756087] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:59:14.789198] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:59:14.793888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:14.795344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:14.852527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:14.853693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:14.856763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:14.858047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:14.927378] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:14.931787] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:14.965248] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:15.018421] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -5.35% | Symbol ETA: 57.7s | Global ETA: 33m 23s
[2025-11-25T11:59:15.018744] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:59:15.019589] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:15.019750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:15.023794] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 51.1s | Global ETA: 33m 23s
[2025-11-25T11:59:15.024080] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:59:15.024932] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:15.024884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:15.025016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:15.026824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:15.027429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:15.027959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:15.104932] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -3.17% | Symbol ETA: 27.7s | Global ETA: 33m 23s
[2025-11-25T11:59:15.151081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:15.152958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:15.219360] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:59:15.275874] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 3.09%, Actual: 1.77%
[2025-11-25T11:59:15.401160] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:15.447269] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -2.80%, Actual: 4.51%
[2025-11-25T11:59:15.489159] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:59:15.497718] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:59:15.530777] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -3.53% | Symbol ETA: 9.5s | Global ETA: 33m 24s
[2025-11-25T11:59:15.531074] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:59:15.531980] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:15.532128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:15.533997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:15.534605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:15.535121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:15.616222] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 3.14%
[2025-11-25T11:59:15.657393] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:15.663366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:15.664818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:15.668748] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:15.719259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:15.720358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:15.723330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:15.724508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:15.726447] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 50.4s | Global ETA: 33m 24s
[2025-11-25T11:59:15.750995] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -3.52% | Symbol ETA: 57.0s | Global ETA: 33m 24s
[2025-11-25T11:59:15.751289] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:59:15.752124] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:15.752265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:15.757087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:15.758928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:15.759482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:15.759965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:15.787820] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -2.79%, Actual: 2.11%
[2025-11-25T11:59:15.886830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:15.900817] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.11%, Actual: 0.68%
[2025-11-25T11:59:15.956010] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.89%, Actual: 1.66%
[2025-11-25T11:59:16.063232] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:59:16.074208] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T11:59:16.133876] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 0.48%
[2025-11-25T11:59:16.226727] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:59:16.235970] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:16.253300] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.49%
[2025-11-25T11:59:16.318517] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 0.17%
[2025-11-25T11:59:16.362116] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.23% | Symbol ETA: 8.4s | Global ETA: 33m 25s
[2025-11-25T11:59:16.362423] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:59:16.363341] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:16.363491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:16.365393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:16.366058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:16.366568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:16.414332] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:16.432838] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.54%
[2025-11-25T11:59:16.496163] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.03%, Actual: 0.43%
[2025-11-25T11:59:16.516357] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 4.51% | Symbol ETA: 56.2s | Global ETA: 33m 25s
[2025-11-25T11:59:16.516736] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:59:16.517076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:16.518007] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:16.518109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:16.518613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:16.523550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:16.526277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:16.527062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:16.527733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:16.578704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:16.580712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:16.585013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:16.586864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:16.630325] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T11:59:16.678699] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 3.50%, Actual: 0.67%
[2025-11-25T11:59:16.720472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:16.876852] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.53%
[2025-11-25T11:59:16.921444] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -3.17%, Actual: 2.39%
[2025-11-25T11:59:16.921995] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 45.0105%
[2025-11-25T11:59:16.922169] [INFO ] [main      ] LNG: DISCARDED add_intraday_skewness_proxies (score: 45.01%)
[2025-11-25T11:59:16.922249] [INFO ] [main      ] LNG: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T11:59:16.922315] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_intraday_volatility_percentile']
[2025-11-25T11:59:16.922389] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:59:16.944798] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:16.945689] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:59:16.947041] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:16.947173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:16.955047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:16.958179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:16.959024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:16.959608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:16.960813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:16.962229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:16.965066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:59:17.064892] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:59:17.082509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:17.116277] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.00%, Actual: 0.88%
[2025-11-25T11:59:17.258311] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:59:17.320122] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:17.379506] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:59:17.483267] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.31% | Symbol ETA: 8.2s | Global ETA: 33m 26s
[2025-11-25T11:59:17.483477] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:59:17.484992] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:17.485146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:17.487973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:17.488946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:17.489596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:17.517449] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:17.543636] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:59:17.596847] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 0.25%
[2025-11-25T11:59:17.649556] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -7.22% | Symbol ETA: 55.7s | Global ETA: 33m 26s
[2025-11-25T11:59:17.649896] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:59:17.651171] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:17.651349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:17.658983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:17.661868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:17.662675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:17.663280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:17.664828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:17.666481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:17.723380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:17.724688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:17.727782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:17.729172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:17.750533] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:17.789705] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.93%
[2025-11-25T11:59:17.790004] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 25.3368%
[2025-11-25T11:59:17.790128] [INFO ] [main      ] BWG: DISCARDED add_directional_consistency (score: 25.34%)
[2025-11-25T11:59:17.790197] [INFO ] [main      ] BWG: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:59:17.790268] [DEBUG] [main      ] Testing with features: ['add_fullday_parkinson_range']
[2025-11-25T11:59:17.790341] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:59:17.807783] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:17.808276] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:59:17.809216] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:17.809304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:17.811033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:17.815243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:17.909937] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 3.05% | Symbol ETA: 32.7s | Global ETA: 33m 26s
[2025-11-25T11:59:17.910117] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:59:17.911067] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:17.911242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:17.916264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:17.918320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:17.918950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:17.919497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:17.920342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:17.921261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:17.923031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:59:18.012605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:18.102837] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:59:18.156683] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:59:18.174669] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:59:18.333187] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:18.349264] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:18.352856] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:18.366628] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:59:18.392451] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 55.6s | Global ETA: 33m 27s
[2025-11-25T11:59:18.392775] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:59:18.393629] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:18.393788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:18.395470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:18.439864] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 1.33% | Symbol ETA: 54.9s | Global ETA: 33m 27s
[2025-11-25T11:59:18.440168] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:59:18.441003] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:18.441145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:18.445982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:18.447822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:18.448401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:18.448918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:18.471917] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 7.3s | Global ETA: 33m 27s
[2025-11-25T11:59:18.472224] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:59:18.473148] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:18.473300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:18.475111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:18.475737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:18.476220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:18.545480] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:18.570499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:18.602244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:18.603899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:18.658204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:18.659415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:18.662321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:18.663512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:18.708887] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 31.1s | Global ETA: 33m 27s
[2025-11-25T11:59:18.709161] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:59:18.709965] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:18.710102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:18.714950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:18.716858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:18.717439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:18.717937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:18.718754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:18.719623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:18.721378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:59:18.756873] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:59:18.816875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:18.913918] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:59:18.935195] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:18.994147] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 55.1s | Global ETA: 33m 27s
[2025-11-25T11:59:18.994446] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:59:18.995280] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:18.995418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:18.997104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:19.001583] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:59:19.085856] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:19.171830] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:59:19.172475] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:19.179077] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -3.77% | Symbol ETA: 54.1s | Global ETA: 33m 28s
[2025-11-25T11:59:19.179322] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:59:19.180233] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:19.180371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:19.185913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:19.188098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:19.188727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:19.189201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:19.287475] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.69% | Symbol ETA: 6.2s | Global ETA: 33m 28s
[2025-11-25T11:59:19.287626] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:59:19.288445] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:19.288673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:19.290412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:19.291055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:19.291547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:19.312596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:19.343259] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:59:19.351705] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:19.420055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:19.421610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:19.476527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:19.477875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:19.480835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:19.482054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:19.515157] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -2.29% | Symbol ETA: 30.0s | Global ETA: 33m 28s
[2025-11-25T11:59:19.515483] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:59:19.516471] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:19.516608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:19.519109] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:19.521742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:19.523720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:19.524276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:19.524785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:19.525687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:19.526623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:19.528382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:59:19.577930] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 54.4s | Global ETA: 33m 28s
[2025-11-25T11:59:19.578242] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:59:19.579150] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:19.579238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:19.581084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:19.639958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:19.666384] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:59:19.830883] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:59:19.843412] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:19.932122] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 2.83% | Symbol ETA: 53.3s | Global ETA: 33m 28s
[2025-11-25T11:59:19.932407] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:59:19.933261] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:19.933414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:19.934056] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:59:19.938313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:19.940314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:19.940894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:19.941367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:19.987994] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:59:20.001713] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:20.059945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:20.115709] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 5.2s | Global ETA: 33m 29s
[2025-11-25T11:59:20.116012] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:59:20.116868] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:20.116954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:20.118717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:20.119305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:20.119745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:20.124899] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:20.155787] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:20.183275] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 53.9s | Global ETA: 33m 29s
[2025-11-25T11:59:20.183583] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:59:20.184379] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:20.184517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:20.186213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:20.245034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:20.246682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:20.305482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:20.307146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:20.310570] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.21% | Symbol ETA: 29.1s | Global ETA: 33m 29s
[2025-11-25T11:59:20.310867] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:59:20.311014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:20.311709] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:20.311853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:20.312512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:20.316638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:20.318531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:20.319130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:20.319594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:20.320397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:20.321280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:20.322966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:59:20.397903] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:59:20.410770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:20.536930] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:59:20.570689] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:20.659194] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -4.45% | Symbol ETA: 52.5s | Global ETA: 33m 29s
[2025-11-25T11:59:20.661244] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:59:20.711390] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:20.765148] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:59:20.769541] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.05% | Symbol ETA: 53.3s | Global ETA: 33m 29s
[2025-11-25T11:59:20.769899] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:59:20.770781] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:20.770918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:20.772585] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:20.831090] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:20.834141] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -8.55%, Actual: 2.25%
[2025-11-25T11:59:20.942437] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:20.943862] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 4.3s | Global ETA: 33m 29s
[2025-11-25T11:59:20.944157] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:59:20.945004] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:20.945149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:20.946891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:20.947486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:20.947985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:21.008183] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 3.22%, Actual: 8.06%
[2025-11-25T11:59:21.070305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:21.071713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:21.093877] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 2.59% | Symbol ETA: 28.2s | Global ETA: 33m 30s
[2025-11-25T11:59:21.094175] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:59:21.095085] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:21.095220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:21.100065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:21.101903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:21.102460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:21.102941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:21.103745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:21.104615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:21.106321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:59:21.119636] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:59:21.126551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:21.127823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:21.131034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:21.132333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:21.189113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:21.197955] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -5.35%, Actual: 1.90%
[2025-11-25T11:59:21.296252] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:21.353107] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 52.7s | Global ETA: 33m 30s
[2025-11-25T11:59:21.353415] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:59:21.354308] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:21.354467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:21.356227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:21.369530] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -3.52%, Actual: 5.15%
[2025-11-25T11:59:21.486704] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:59:21.524125] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:59:21.550581] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 4.51%, Actual: 4.95%
[2025-11-25T11:59:21.656606] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:21.691161] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:21.707899] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:59:21.736319] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -7.22%, Actual: 2.13%
[2025-11-25T11:59:21.772384] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 3.4s | Global ETA: 33m 30s
[2025-11-25T11:59:21.772701] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:59:21.773573] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:21.773764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:21.775691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:21.776336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:21.776915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:21.844406] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 1.61% | Symbol ETA: 27.3s | Global ETA: 33m 30s
[2025-11-25T11:59:21.844702] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:59:21.845526] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:21.845676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:21.850432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:21.852252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:21.852821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:21.853278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:21.854078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:21.854963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:21.856660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:59:21.881760] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:21.905922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:21.907353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:21.909166] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 1.33%, Actual: 3.19%
[2025-11-25T11:59:21.937863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:21.938780] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 52.1s | Global ETA: 33m 30s
[2025-11-25T11:59:21.938946] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:59:21.939728] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:21.939805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:21.941381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:21.965719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:21.966697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:21.969889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:21.971240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:22.094009] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -3.77%, Actual: 3.45%
[2025-11-25T11:59:22.264221] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 2.83%, Actual: 3.00%
[2025-11-25T11:59:22.272144] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:59:22.292411] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:59:22.329634] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:59:22.437970] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -4.45%, Actual: 2.41%
[2025-11-25T11:59:22.438375] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 54.3540%
[2025-11-25T11:59:22.438545] [INFO ] [main      ] BBAR: DISCARDED add_directional_consistency (score: 54.35%)
[2025-11-25T11:59:22.438675] [INFO ] [main      ] BBAR: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T11:59:22.438782] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range']
[2025-11-25T11:59:22.438893] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:59:22.442407] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:22.454519] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:22.455364] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:59:22.456231] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:22.456305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:22.461084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:22.462942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:22.463470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:22.463901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:22.465570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:22.466788] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:22.510320] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:22.522662] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 51.5s | Global ETA: 33m 31s
[2025-11-25T11:59:22.522930] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:59:22.523777] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:22.523918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:22.525553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:22.603329] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -2.13% | Symbol ETA: 26.5s | Global ETA: 33m 31s
[2025-11-25T11:59:22.603614] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:59:22.604491] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:22.604628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:22.609497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:22.611420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:22.612019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:22.612483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:22.613318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:22.614223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:22.615977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:59:22.627077] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -2.83% | Symbol ETA: 2.5s | Global ETA: 33m 31s
[2025-11-25T11:59:22.627380] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:59:22.628225] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:22.628368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:22.630254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:22.630889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:22.631372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:22.698191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:22.757929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:22.759425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:22.807686] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:59:22.814119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:22.815493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:22.818849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:22.820309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:22.883125] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:59:22.978932] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:23.032872] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:59:23.051502] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:23.075079] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -8.11% | Symbol ETA: 58.9s | Global ETA: 33m 32s
[2025-11-25T11:59:23.075243] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:59:23.076026] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:23.076210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:23.080991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:23.082854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:23.083415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:23.083902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:23.085539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:23.106724] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 50.9s | Global ETA: 33m 32s
[2025-11-25T11:59:23.106876] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:59:23.107664] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:23.107751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:23.109314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:23.180121] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:59:23.205072] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:23.352952] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:23.354021] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.91% | Symbol ETA: 25.6s | Global ETA: 33m 32s
[2025-11-25T11:59:23.354503] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:59:23.355331] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:23.355466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:23.360494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:23.362327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:23.362900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:23.363362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:23.364170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:23.365067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:23.366773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:59:23.428185] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:59:23.449750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:23.455249] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:59:23.470504] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 3.05% | Symbol ETA: 1.6s | Global ETA: 33m 32s
[2025-11-25T11:59:23.595847] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:23.627687] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:23.647929] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -3.53%, Actual: 2.49%
[2025-11-25T11:59:23.685078] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.33% | Symbol ETA: 50.3s | Global ETA: 33m 32s
[2025-11-25T11:59:23.689860] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 3.00% | Symbol ETA: 58.2s | Global ETA: 33m 32s
[2025-11-25T11:59:23.690005] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:59:23.690766] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:23.690840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:23.695531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:23.697299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:23.697794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:23.698185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:23.699759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:23.794913] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:59:23.825892] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.23%, Actual: 0.68%
[2025-11-25T11:59:23.867230] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.05%, Actual: 0.68%
[2025-11-25T11:59:23.969951] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:24.005395] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.31%, Actual: 0.50%
[2025-11-25T11:59:24.042718] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:59:24.044536] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T11:59:24.133438] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 24.8s | Global ETA: 33m 33s
[2025-11-25T11:59:24.133729] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:59:24.134806] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:24.134948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:24.140674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:24.142507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:24.143097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:24.143573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:24.144392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:24.145402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:24.147632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T11:59:24.190794] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 0.57%
[2025-11-25T11:59:24.219673] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.49%
[2025-11-25T11:59:24.220563] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:24.234451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:24.313683] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -4.41% | Symbol ETA: 57.6s | Global ETA: 33m 33s
[2025-11-25T11:59:24.313949] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:59:24.315260] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:24.315395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:24.320218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:24.322097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:24.322666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:24.323130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:24.324784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:24.371255] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.69%, Actual: 0.54%
[2025-11-25T11:59:24.389779] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.54%
[2025-11-25T11:59:24.546944] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.13%, Actual: 0.80%
[2025-11-25T11:59:24.562062] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 0.84%
[2025-11-25T11:59:24.601383] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:59:24.667772] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:59:24.717805] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 2.52%
[2025-11-25T11:59:24.729919] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.53%
[2025-11-25T11:59:24.782445] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:24.839992] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:24.895870] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.11%
[2025-11-25T11:59:24.897686] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.88%
[2025-11-25T11:59:24.931606] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -1.23% | Symbol ETA: 57.0s | Global ETA: 33m 34s
[2025-11-25T11:59:24.931963] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:59:24.932790] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:24.932931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:24.936805] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.78% | Symbol ETA: 24.0s | Global ETA: 33m 34s
[2025-11-25T11:59:24.937754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:24.939469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:24.939988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:24.940464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:24.942166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:25.067090] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:59:25.069835] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -2.83%, Actual: 0.27%
[2025-11-25T11:59:25.107657] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 3.05%, Actual: 1.77%
[2025-11-25T11:59:25.238166] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.25%
[2025-11-25T11:59:25.244804] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 3.05%, Actual: 1.30%
[2025-11-25T11:59:25.245229] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 34.9998%
[2025-11-25T11:59:25.245340] [INFO ] [main      ] KOF: DISCARDED add_vol_of_vol (score: 35.00%)
[2025-11-25T11:59:25.245462] [INFO ] [main      ] KOF: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T11:59:25.245571] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_volatility_decay_ratio']
[2025-11-25T11:59:25.245730] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:59:25.259253] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:25.259814] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:59:25.260748] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:25.260892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:25.262630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:25.263239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:25.263747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:25.278572] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 4.51%
[2025-11-25T11:59:25.288937] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:59:25.386827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:25.388197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:25.412162] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.33%, Actual: 0.93%
[2025-11-25T11:59:25.412567] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 23.0135%
[2025-11-25T11:59:25.412754] [INFO ] [main      ] BWG: DISCARDED add_fullday_parkinson_range (score: 23.01%)
[2025-11-25T11:59:25.412873] [INFO ] [main      ] BWG: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:59:25.412978] [DEBUG] [main      ] Testing with features: ['add_gap_fill_state']
[2025-11-25T11:59:25.413086] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:59:25.426330] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:25.426916] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:59:25.427940] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:25.428081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:25.442211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:25.443072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:25.445850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:59:25.446974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:25.446844] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -2.29%, Actual: 3.14%
[2025-11-25T11:59:25.473816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:25.474213] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:25.572604] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 7.02% | Symbol ETA: 56.4s | Global ETA: 33m 34s
[2025-11-25T11:59:25.572930] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:59:25.573780] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:25.573920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:25.578870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:25.580738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:25.581304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:25.581802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:25.583483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:25.614999] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 2.11%
[2025-11-25T11:59:25.781992] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:59:25.786048] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 2.59%, Actual: 1.66%
[2025-11-25T11:59:25.819992] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:59:25.925784] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:59:25.949738] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:25.958227] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 1.61%, Actual: 0.48%
[2025-11-25T11:59:25.994788] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:26.054905] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.06% | Symbol ETA: 42.1s | Global ETA: 33m 35s
[2025-11-25T11:59:26.055206] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:59:26.056027] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:26.056172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:26.061130] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.81% | Symbol ETA: 8.6s | Global ETA: 33m 35s
[2025-11-25T11:59:26.061423] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:59:26.062296] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:26.062439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:26.064226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:26.064892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:26.065371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:26.097735] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:26.100406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:26.131929] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -2.13%, Actual: 0.17%
[2025-11-25T11:59:26.191102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:26.192399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:26.193572] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -5.11% | Symbol ETA: 55.8s | Global ETA: 33m 35s
[2025-11-25T11:59:26.193748] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:59:26.194522] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:26.194605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:26.199498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:26.201275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:26.201779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:26.202377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:26.204040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:26.251523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:26.252484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:26.255548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:59:26.256831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:26.304621] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.91%, Actual: 0.43%
[2025-11-25T11:59:26.495869] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.72%, Actual: 0.67%
[2025-11-25T11:59:26.502473] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:59:26.549420] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:59:26.596594] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:59:26.669918] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:26.727879] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 41.6s | Global ETA: 33m 36s
[2025-11-25T11:59:26.728026] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:59:26.728661] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:26.728784] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:26.728857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:26.765749] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:26.772035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:26.775978] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.78%, Actual: 2.39%
[2025-11-25T11:59:26.776202] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 45.6726%
[2025-11-25T11:59:26.776359] [INFO ] [main      ] LNG: DISCARDED add_intraday_volatility_percentile (score: 45.67%)
[2025-11-25T11:59:26.776470] [INFO ] [main      ] LNG: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T11:59:26.776566] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_last_hour_momentum_mag']
[2025-11-25T11:59:26.776685] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:59:26.790197] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:26.790749] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:59:26.791632] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:26.791786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:26.796558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:26.798421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:26.798986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:26.799444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:26.800238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:26.801140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:26.802874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:59:26.803570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:26.823242] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -0.56% | Symbol ETA: 55.1s | Global ETA: 33m 36s
[2025-11-25T11:59:26.823548] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:59:26.824390] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:26.824610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:26.829490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:26.831369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:26.831954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:26.832430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:26.834130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:26.877207] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.90% | Symbol ETA: 7.9s | Global ETA: 33m 36s
[2025-11-25T11:59:26.877503] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:59:26.878395] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:26.878539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:26.880301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:26.880920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:26.881401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:27.004489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:27.005919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:27.060391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:27.061522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:27.064756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:59:27.066456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:27.107570] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:59:27.138273] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:59:27.184055] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:59:27.276901] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:27.309539] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:27.335982] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 40.9s | Global ETA: 33m 36s
[2025-11-25T11:59:27.336245] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:59:27.337100] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:27.337243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:27.356538] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:27.380549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:27.430510] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:59:27.451919] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -2.67% | Symbol ETA: 54.5s | Global ETA: 33m 36s
[2025-11-25T11:59:27.452219] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:59:27.453063] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:27.453203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:27.458066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:27.459956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:27.460606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:27.461153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:27.462863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:27.468363] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 0.79% | Symbol ETA: 30.4s | Global ETA: 33m 36s
[2025-11-25T11:59:27.468628] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:59:27.469451] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:27.469584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:27.474384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:27.476214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:27.476772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:27.477272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:27.478111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:27.478989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:27.480696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:59:27.481405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:27.602580] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:27.713771] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.48% | Symbol ETA: 7.1s | Global ETA: 33m 37s
[2025-11-25T11:59:27.714055] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:59:27.714894] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:27.715036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:27.716768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:27.717361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:27.717856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:27.724060] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:59:27.812914] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:59:27.840472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:27.841632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:27.849728] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:59:27.893265] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:27.895148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:27.896111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:27.898959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:59:27.900182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:27.950793] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 40.2s | Global ETA: 33m 37s
[2025-11-25T11:59:27.951071] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:59:27.951928] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:27.952064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:27.983162] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:27.995324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:28.023129] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:28.075674] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 1.66% | Symbol ETA: 53.9s | Global ETA: 33m 37s
[2025-11-25T11:59:28.075958] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:59:28.076841] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:28.076981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:28.081980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:28.083912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:28.084520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:28.085040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:28.086785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:28.188186] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -2.20% | Symbol ETA: 29.9s | Global ETA: 33m 37s
[2025-11-25T11:59:28.188461] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:59:28.189328] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:28.189462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:28.194293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:28.196164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:28.196725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:28.197207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:28.198034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:28.198934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:28.200666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:59:28.201363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:28.241575] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:59:28.336338] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:59:28.413564] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:28.438471] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:59:28.508245] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:28.525070] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 6.3s | Global ETA: 33m 38s
[2025-11-25T11:59:28.525222] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:59:28.526042] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:28.526123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:28.527914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:28.528454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:28.528894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:28.545499] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:59:28.566819] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 39.6s | Global ETA: 33m 38s
[2025-11-25T11:59:28.566968] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:59:28.567874] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:28.568030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:28.611208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:28.614441] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:28.663209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:28.664552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:28.710243] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -2.06% | Symbol ETA: 53.3s | Global ETA: 33m 38s
[2025-11-25T11:59:28.716317] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:28.718564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:28.719513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:28.722490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:59:28.723719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:28.874310] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 29.2s | Global ETA: 33m 38s
[2025-11-25T11:59:28.874577] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:59:28.875439] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:28.875573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:28.880378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:28.882412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:28.883003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:28.883463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:28.884441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:28.885358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:28.886204] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -8.11%, Actual: 2.25%
[2025-11-25T11:59:28.887156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:59:28.887890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:28.951062] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:59:29.065622] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:59:29.078817] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 3.00%, Actual: 8.06%
[2025-11-25T11:59:29.120146] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:29.177945] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 38.9s | Global ETA: 33m 38s
[2025-11-25T11:59:29.178212] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:59:29.179231] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:29.179369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:29.223278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:29.238293] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:29.252953] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:59:29.261807] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -4.41%, Actual: 1.90%
[2025-11-25T11:59:29.352936] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.49% | Symbol ETA: 5.5s | Global ETA: 33m 38s
[2025-11-25T11:59:29.353156] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:59:29.354001] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:29.354143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:29.355879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:29.356463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:29.356955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:29.425883] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:29.434288] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -1.23%, Actual: 5.15%
[2025-11-25T11:59:29.479378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:29.480617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:29.532967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:29.533940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:29.536784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:59:29.538060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:29.565671] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:59:29.586633] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.53% | Symbol ETA: 28.5s | Global ETA: 33m 39s
[2025-11-25T11:59:29.586934] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:59:29.587849] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:29.587977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:29.592778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:29.594582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:29.595146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:29.595607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:29.596419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:29.597321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:29.599023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:59:29.599743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:29.602485] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 7.02%, Actual: 4.95%
[2025-11-25T11:59:29.736944] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:29.772986] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -5.11%, Actual: 2.13%
[2025-11-25T11:59:29.795334] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 38.3s | Global ETA: 33m 39s
[2025-11-25T11:59:29.795510] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:59:29.796306] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:29.796533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:29.839758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:29.886187] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:59:29.941964] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:59:29.943978] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -0.56%, Actual: 3.19%
[2025-11-25T11:59:30.061213] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:30.114236] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -2.67%, Actual: 3.45%
[2025-11-25T11:59:30.114485] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:30.170148] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 4.7s | Global ETA: 33m 39s
[2025-11-25T11:59:30.170430] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:59:30.171299] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:30.171444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:30.173164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:30.173770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:30.174248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:30.189172] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:59:30.270062] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 3.90% | Symbol ETA: 27.8s | Global ETA: 33m 39s
[2025-11-25T11:59:30.270230] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:59:30.271008] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:30.271220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:30.276056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:30.277967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:30.278530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:30.279023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:30.279861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:30.280770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:30.282510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:59:30.282664] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 1.66%, Actual: 3.00%
[2025-11-25T11:59:30.283292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:30.299038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:30.300352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:30.352749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:30.353847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:30.356712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:59:30.357951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:30.357992] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:30.415391] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 37.7s | Global ETA: 33m 40s
[2025-11-25T11:59:30.415692] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:59:30.416582] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:30.416741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:30.450784] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -2.06%, Actual: 2.41%
[2025-11-25T11:59:30.451201] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 46.6333%
[2025-11-25T11:59:30.451366] [INFO ] [main      ] BBAR: DISCARDED add_fullday_parkinson_range (score: 46.63%)
[2025-11-25T11:59:30.451480] [INFO ] [main      ] BBAR: Testing feature 10/53: add_gap_fill_state
[2025-11-25T11:59:30.451586] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state']
[2025-11-25T11:59:30.451707] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:59:30.461520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:30.463989] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:30.464765] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:59:30.465682] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:30.465821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:30.470620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:30.472526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:30.473038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:30.473507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:30.516769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:30.627538] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:59:30.695348] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:59:30.801613] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:30.811223] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:59:30.855393] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:59:30.864149] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:30.957053] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 27.1s | Global ETA: 33m 40s
[2025-11-25T11:59:30.957225] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:59:30.958093] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:30.958266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:30.963146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:30.965119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:30.965752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:30.966219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:30.967065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:30.967944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:30.969692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:59:30.970406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:30.975225] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.12% | Symbol ETA: 3.8s | Global ETA: 33m 40s
[2025-11-25T11:59:30.975370] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:59:30.976131] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:30.976208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:30.977892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:30.978391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:30.978806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:30.988886] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:31.028250] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:31.050208] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 37.0s | Global ETA: 33m 40s
[2025-11-25T11:59:31.050375] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:59:31.051299] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:31.051388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:31.096629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:31.100686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:31.101902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:31.125910] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -3.50% | Symbol ETA: 44.2s | Global ETA: 33m 40s
[2025-11-25T11:59:31.126038] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:59:31.126822] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:31.126897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:31.131735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:31.133518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:31.134038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:31.134441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:31.153732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:31.154699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:31.157490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:59:31.158658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:31.178327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:31.314769] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:59:31.440148] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:59:31.485424] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:31.498244] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:59:31.527169] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:59:31.611181] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:31.639923] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.62% | Symbol ETA: 26.4s | Global ETA: 33m 41s
[2025-11-25T11:59:31.640092] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:59:31.640912] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:31.641131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:31.646002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:31.647950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:31.648533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:31.649021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:31.649873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:31.650759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:31.652444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:59:31.653183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:31.669856] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:31.670301] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 36.4s | Global ETA: 33m 41s
[2025-11-25T11:59:31.705727] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:31.780266] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 3.0s | Global ETA: 33m 41s
[2025-11-25T11:59:31.780569] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:59:31.781410] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:31.781553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:31.783276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:31.783869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:31.784344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:31.807111] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 7.49% | Symbol ETA: 43.7s | Global ETA: 33m 41s
[2025-11-25T11:59:31.807485] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:59:31.808848] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:31.809022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:31.814431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:31.816711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:31.817344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:31.817855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:31.850768] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.06%, Actual: 0.68%
[2025-11-25T11:59:31.865814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:31.921392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:31.922949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:31.976541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:31.977840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:31.980776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:59:31.981986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:31.995558] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:59:32.024488] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T11:59:32.162912] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:32.209851] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T11:59:32.216805] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:59:32.309768] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.52% | Symbol ETA: 25.7s | Global ETA: 33m 42s
[2025-11-25T11:59:32.309934] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:59:32.310703] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:32.310787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:32.315630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:32.317522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:32.318087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:32.318552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:32.319347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:32.320221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:32.321906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:59:32.322613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:32.325159] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:59:32.378410] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.54%
[2025-11-25T11:59:32.400598] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:32.497534] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 2.04% | Symbol ETA: 43.0s | Global ETA: 33m 42s
[2025-11-25T11:59:32.497846] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:59:32.497690] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:32.498678] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:32.498838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:32.504358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:32.506369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:32.506974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:32.507492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:32.549435] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T11:59:32.554020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:32.608019] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 2.2s | Global ETA: 33m 42s
[2025-11-25T11:59:32.608334] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:59:32.609199] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:32.609342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:32.611101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:32.611691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:32.612172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:32.662457] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:59:32.719575] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.53%
[2025-11-25T11:59:32.734515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:32.735942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:32.789447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:32.790660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:32.793567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T11:59:32.794848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:32.832768] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:32.890768] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.88%
[2025-11-25T11:59:32.911851] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:59:32.987387] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.70% | Symbol ETA: 25.0s | Global ETA: 33m 42s
[2025-11-25T11:59:32.987537] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:59:32.988297] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:32.988374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:32.993231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:32.995112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:32.995681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:32.996140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:32.996946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:32.997853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:32.999541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T11:59:33.000263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:33.061919] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:59:33.095291] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:33.140197] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:59:33.192185] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -5.55% | Symbol ETA: 42.4s | Global ETA: 33m 42s
[2025-11-25T11:59:33.192489] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:59:33.193368] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:33.193512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:33.198743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:33.201001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:33.201786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:33.202443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:33.232524] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.17%, Actual: 0.25%
[2025-11-25T11:59:33.248009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:33.312195] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:33.336919] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:59:33.405902] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.40%, Actual: 0.93%
[2025-11-25T11:59:33.406125] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 25.9561%
[2025-11-25T11:59:33.406211] [INFO ] [main      ] BWG: DISCARDED add_gap_fill_state (score: 25.96%)
[2025-11-25T11:59:33.406257] [INFO ] [main      ] BWG: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:59:33.406296] [DEBUG] [main      ] Testing with features: ['add_gap_morning_composite']
[2025-11-25T11:59:33.406334] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:59:33.419409] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:33.420023] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:59:33.420910] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:33.420981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:33.421931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:33.428251] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.22% | Symbol ETA: 1.4s | Global ETA: 33m 43s
[2025-11-25T11:59:33.505931] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:33.596444] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:59:33.599774] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.81%, Actual: 2.49%
[2025-11-25T11:59:33.655858] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.47% | Symbol ETA: 24.3s | Global ETA: 33m 43s
[2025-11-25T11:59:33.761420] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:59:33.764092] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:33.771839] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 0.68%
[2025-11-25T11:59:33.826241] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 0.79%, Actual: 1.77%
[2025-11-25T11:59:33.858319] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 9.86% | Symbol ETA: 41.7s | Global ETA: 33m 43s
[2025-11-25T11:59:33.858482] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:59:33.859376] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:33.859517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:33.864310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:33.866141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:33.866713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:33.867191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:33.909930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:33.934811] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:33.943999] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.48%, Actual: 0.50%
[2025-11-25T11:59:33.992002] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 38.7s | Global ETA: 33m 43s
[2025-11-25T11:59:33.992306] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:59:33.993148] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:33.993289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:33.994256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:33.995831] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -2.20%, Actual: 4.51%
[2025-11-25T11:59:34.115473] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.57%
[2025-11-25T11:59:34.165380] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.42%, Actual: 3.14%
[2025-11-25T11:59:34.258471] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:59:34.291385] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.49%, Actual: 0.54%
[2025-11-25T11:59:34.335849] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 2.11%
[2025-11-25T11:59:34.342274] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:59:34.425983] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:34.477998] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 0.80%
[2025-11-25T11:59:34.517465] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:34.520654] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -8.16% | Symbol ETA: 41.0s | Global ETA: 33m 44s
[2025-11-25T11:59:34.520949] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:59:34.521778] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:34.521929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:34.522049] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 3.90%, Actual: 1.66%
[2025-11-25T11:59:34.526719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:34.529625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:34.530458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:34.530950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:34.573492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:34.574146] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 38.2s | Global ETA: 33m 44s
[2025-11-25T11:59:34.574446] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:59:34.575318] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:34.575462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:34.576454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:34.649322] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.12%, Actual: 2.52%
[2025-11-25T11:59:34.690689] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.48%
[2025-11-25T11:59:34.818807] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: -0.73%, Actual: 0.11%
[2025-11-25T11:59:34.860673] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 0.17%
[2025-11-25T11:59:34.910154] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:59:34.920728] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:59:34.987888] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 0.35%, Actual: 0.27%
[2025-11-25T11:59:35.030466] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.52%, Actual: 0.43%
[2025-11-25T11:59:35.080161] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:35.095313] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:35.152071] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 37.6s | Global ETA: 33m 45s
[2025-11-25T11:59:35.152359] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:59:35.153206] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:35.153344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:35.154306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:35.156842] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.22%, Actual: 1.30%
[2025-11-25T11:59:35.157270] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 47.3856%
[2025-11-25T11:59:35.157444] [INFO ] [main      ] KOF: DISCARDED add_volatility_decay_ratio (score: 47.39%)
[2025-11-25T11:59:35.157570] [INFO ] [main      ] KOF: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T11:59:35.157695] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T11:59:35.157814] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:59:35.171466] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:35.172090] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:59:35.173064] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:59:35.173214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:35.175094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:35.175754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:35.175956] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 1.04% | Symbol ETA: 40.3s | Global ETA: 33m 45s
[2025-11-25T11:59:35.176243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:35.176263] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:59:35.177681] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:35.177820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:35.182763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:35.184739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:35.185319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:35.185814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:35.200585] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 0.67%
[2025-11-25T11:59:35.227947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:35.305868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:35.307290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:35.361022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:35.362242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:35.365326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:59:35.366010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:35.367242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:59:35.369414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:35.371076] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.47%, Actual: 2.39%
[2025-11-25T11:59:35.371289] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 41.5407%
[2025-11-25T11:59:35.371433] [INFO ] [main      ] LNG: DISCARDED add_last_hour_momentum_mag (score: 41.54%)
[2025-11-25T11:59:35.371524] [INFO ] [main      ] LNG: Testing feature 17/53: add_late_day_volatility
[2025-11-25T11:59:35.371602] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_day_volatility']
[2025-11-25T11:59:35.371708] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:59:35.385543] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:35.386112] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:59:35.387031] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:35.387160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:35.391984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:35.393865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:35.394402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:35.394866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:35.395698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:35.396538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:35.398319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:59:35.400191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:35.499538] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:59:35.570696] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:59:35.672551] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:35.707680] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:59:35.730234] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 37.0s | Global ETA: 33m 45s
[2025-11-25T11:59:35.730517] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:59:35.731371] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:35.731514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:35.732503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:35.740863] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:59:35.742452] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:35.836378] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 2.68% | Symbol ETA: 39.6s | Global ETA: 33m 45s
[2025-11-25T11:59:35.836688] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:59:35.838028] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:35.838170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:35.843002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:35.844896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:35.845388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:35.845883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:35.874179] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:35.889160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:35.913315] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:35.991432] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.53% | Symbol ETA: 8.4s | Global ETA: 33m 45s
[2025-11-25T11:59:35.991734] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:59:35.992558] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:59:35.992668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:35.994388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:35.994982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:35.995395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:36.079901] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.74% | Symbol ETA: 25.6s | Global ETA: 33m 46s
[2025-11-25T11:59:36.080184] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:59:36.080314] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:59:36.081077] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:36.081228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:36.086593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:36.088523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:36.089078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:36.089570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:36.090422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:36.091342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:36.093112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:59:36.095044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:36.116723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:36.117911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:36.172301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:36.173247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:36.176116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:59:36.176739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:36.177903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:59:36.180058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:36.227256] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:59:36.254866] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:36.313683] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 36.5s | Global ETA: 33m 46s
[2025-11-25T11:59:36.313850] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:59:36.314830] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:36.314974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:36.315928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:36.399726] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:36.453817] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:59:36.493789] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 6.29% | Symbol ETA: 39.0s | Global ETA: 33m 46s
[2025-11-25T11:59:36.494079] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:59:36.494916] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:36.495056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:36.499998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:36.502007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:36.502584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:36.503073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T11:59:36.520751] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:59:36.545310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:36.633875] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:36.668777] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:59:36.691029] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:36.804257] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 25.0s | Global ETA: 33m 46s
[2025-11-25T11:59:36.804546] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:59:36.805438] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:36.805577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:36.808927] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: 0.64% | Symbol ETA: 7.6s | Global ETA: 33m 46s
[2025-11-25T11:59:36.809212] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:59:36.810050] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:59:36.810195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:36.810625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:36.811934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:36.812517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:36.812580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:36.813007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:36.813198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:36.813750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:36.814569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:36.815475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:36.817331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:59:36.819602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:36.841504] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:36.889466] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:59:36.898769] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 35.9s | Global ETA: 33m 46s
[2025-11-25T11:59:36.899038] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:59:36.899887] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:36.900032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:36.901016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:36.939574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:36.940945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:36.994319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:36.995480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:36.998408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:59:36.999081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:37.000305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:59:37.002475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:37.061324] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:37.154013] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -8.77% | Symbol ETA: 38.3s | Global ETA: 33m 47s
[2025-11-25T11:59:37.165524] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:59:37.246977] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:59:37.325774] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -3.50%, Actual: 2.25%
[2025-11-25T11:59:37.335812] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:37.344545] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:59:37.421146] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:37.479340] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 35.3s | Global ETA: 33m 47s
[2025-11-25T11:59:37.479623] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:59:37.480533] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:37.480687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:37.481633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:37.487301] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.97% | Symbol ETA: 24.2s | Global ETA: 33m 47s
[2025-11-25T11:59:37.487579] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:59:37.488406] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:37.488538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:37.493426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:37.495260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:37.495838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:37.496317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:37.497130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:37.497350] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 7.49%, Actual: 8.06%
[2025-11-25T11:59:37.498075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:37.499824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:59:37.501673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:37.520378] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:37.643636] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 2.00% | Symbol ETA: 6.8s | Global ETA: 33m 47s
[2025-11-25T11:59:37.643960] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:59:37.644850] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:59:37.644997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:37.646883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:37.647549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:37.648052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:37.668668] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 2.04%, Actual: 1.90%
[2025-11-25T11:59:37.782712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:37.784001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:37.834200] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:59:37.839206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:37.840524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:37.843435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:59:37.844042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:37.845368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:59:37.847778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:37.847773] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:59:37.898129] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -5.55%, Actual: 5.15%
[2025-11-25T11:59:38.007528] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:38.020354] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:38.063113] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 34.7s | Global ETA: 33m 48s
[2025-11-25T11:59:38.063393] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:59:38.064242] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:38.064383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:38.065413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:38.070398] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 9.86%, Actual: 4.95%
[2025-11-25T11:59:38.182855] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 23.5s | Global ETA: 33m 48s
[2025-11-25T11:59:38.183141] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:59:38.184023] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:38.184156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:38.189246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:38.191198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:38.191802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:38.192304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:38.193158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:38.194070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:38.194154] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:59:38.195958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:59:38.197864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:38.240868] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -8.16%, Actual: 2.13%
[2025-11-25T11:59:38.367381] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:38.411666] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:59:38.411573] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 1.04%, Actual: 3.19%
[2025-11-25T11:59:38.486387] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -1.09% | Symbol ETA: 6.0s | Global ETA: 33m 48s
[2025-11-25T11:59:38.486712] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:59:38.487562] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:59:38.487725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:38.489473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:38.490075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:38.490548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:38.541133] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:59:38.582152] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 2.68%, Actual: 3.45%
[2025-11-25T11:59:38.584804] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:38.613768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:38.615132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:38.641870] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 34.2s | Global ETA: 33m 48s
[2025-11-25T11:59:38.642046] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:59:38.643099] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:38.643248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:38.644449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:38.668908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:38.669916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:38.672821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:59:38.673387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:38.674539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:59:38.676626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:38.710716] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:38.752777] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 6.29%, Actual: 3.00%
[2025-11-25T11:59:38.862254] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 2.93% | Symbol ETA: 22.8s | Global ETA: 33m 49s
[2025-11-25T11:59:38.862540] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:59:38.863375] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:38.863508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:38.868382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:38.870258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:38.870855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:38.871325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:38.872128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:38.873037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:38.874727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:59:38.876605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:38.924634] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -8.77%, Actual: 2.41%
[2025-11-25T11:59:38.924975] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 57.1277%
[2025-11-25T11:59:38.925080] [INFO ] [main      ] BBAR: DISCARDED add_gap_fill_state (score: 57.13%)
[2025-11-25T11:59:38.925203] [INFO ] [main      ] BBAR: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T11:59:38.925330] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite']
[2025-11-25T11:59:38.925444] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:59:38.985415] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:38.985903] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:59:38.986805] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:38.986943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:38.991839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:38.993722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:38.994279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:38.994765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:38.995801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:39.006837] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:59:39.017710] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:59:39.184936] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:39.189855] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:39.216458] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:59:39.243175] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 33.6s | Global ETA: 33m 49s
[2025-11-25T11:59:39.312241] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -0.87% | Symbol ETA: 5.2s | Global ETA: 33m 49s
[2025-11-25T11:59:39.312413] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:59:39.313252] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:59:39.313481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:39.315283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:39.315898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:39.316379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:39.340882] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:59:39.391140] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:39.421436] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.09%, Actual: 0.68%
[2025-11-25T11:59:39.457861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:39.459108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:39.512297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:39.513236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:39.516402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:59:39.517022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:39.517105] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:39.518231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:59:39.520446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:39.552236] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.70% | Symbol ETA: 22.1s | Global ETA: 33m 49s
[2025-11-25T11:59:39.552522] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:59:39.553378] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:39.553515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:39.558374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:39.560237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:39.560849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:39.561341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:39.562144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:39.563015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:39.564768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:59:39.566622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:39.594063] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T11:59:39.616262] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -9.22% | Symbol ETA: 41.3s | Global ETA: 33m 49s
[2025-11-25T11:59:39.616504] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:59:39.617352] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:39.617491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:39.622398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:39.624212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:39.624792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:39.625271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:39.626280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:39.767428] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T11:59:39.865736] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:59:39.907948] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:59:39.942994] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.54%
[2025-11-25T11:59:39.966697] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:59:40.038571] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:40.078571] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:40.120365] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T11:59:40.137285] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:40.156589] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -1.11% | Symbol ETA: 4.4s | Global ETA: 33m 50s
[2025-11-25T11:59:40.156919] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:59:40.157854] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:59:40.158011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:40.159880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:40.160485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:40.161134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:40.232624] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 7.93% | Symbol ETA: 40.6s | Global ETA: 33m 50s
[2025-11-25T11:59:40.232808] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:59:40.233570] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:40.233793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:40.233834] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -1.23% | Symbol ETA: 21.4s | Global ETA: 33m 50s
[2025-11-25T11:59:40.233973] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:59:40.234755] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:40.234904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:40.238801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:40.239870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:40.240676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:40.241237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:40.241723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:40.241710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:40.242279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:40.242769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:40.242678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:40.243535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:40.244354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:40.246039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:59:40.247896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:40.290082] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.53%
[2025-11-25T11:59:40.290710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:40.292146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:40.346590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:40.347914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:40.351014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:59:40.351600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:40.352791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:59:40.355008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:40.460192] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.88%
[2025-11-25T11:59:40.584511] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:59:40.634694] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:59:40.651771] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:59:40.701001] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:59:40.754438] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:40.806318] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.25%
[2025-11-25T11:59:40.820398] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:40.848754] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -3.06% | Symbol ETA: 39.9s | Global ETA: 33m 51s
[2025-11-25T11:59:40.849061] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:59:40.849876] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:40.850015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:40.854731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:40.856525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:40.857109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:40.857573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:40.858551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:40.870822] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:40.972688] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.37% | Symbol ETA: 20.7s | Global ETA: 33m 51s
[2025-11-25T11:59:40.972839] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:59:40.973597] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:40.973687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:40.975296] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.93%
[2025-11-25T11:59:40.975516] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 22.7544%
[2025-11-25T11:59:40.975608] [INFO ] [main      ] BWG: DISCARDED add_gap_morning_composite (score: 22.75%)
[2025-11-25T11:59:40.975685] [INFO ] [main      ] BWG: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:59:40.975730] [DEBUG] [main      ] Testing with features: ['add_gap_resolution_state']
[2025-11-25T11:59:40.975770] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:59:40.978423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:40.980221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:40.980737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:40.981153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:40.981894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:40.982709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:40.984402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:59:40.986203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:40.988775] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:40.989387] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:59:40.990281] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:40.990357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:40.992109] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.03% | Symbol ETA: 3.5s | Global ETA: 33m 51s
[2025-11-25T11:59:40.992250] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:59:40.993276] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:59:40.993356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:40.995106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:40.995699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:40.996168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:41.045558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:41.122146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:41.123542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:41.176041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:41.177263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:41.180266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:59:41.180866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:41.182063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:59:41.184216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:41.193323] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:59:41.321985] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:59:41.365706] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:41.389285] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:59:41.459611] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -6.84% | Symbol ETA: 39.3s | Global ETA: 33m 51s
[2025-11-25T11:59:41.459918] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:59:41.460744] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:41.460882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:41.465627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:41.467467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:41.468044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:41.468514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:41.469512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:41.490393] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:41.532822] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:59:41.562118] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:41.619062] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 33.9s | Global ETA: 33m 51s
[2025-11-25T11:59:41.619356] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:59:41.620193] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:41.620331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:41.637868] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.90% | Symbol ETA: 20.0s | Global ETA: 33m 51s
[2025-11-25T11:59:41.638156] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:59:41.638999] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:41.639143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:41.643992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:41.645842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:41.646397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:41.646884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:41.647724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:41.648582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:41.650291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T11:59:41.652148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:41.674326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:41.707357] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:41.807155] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:59:41.827509] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.18% | Symbol ETA: 2.7s | Global ETA: 33m 52s
[2025-11-25T11:59:41.827837] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:59:41.829143] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:59:41.829293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:41.831127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:41.831728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:41.832216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:41.957732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:41.959067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:41.973801] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:41.997858] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:59:42.012295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:42.013489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:42.016380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:59:42.016962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:42.018257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:59:42.020446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:42.022935] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:59:42.065300] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 3.08% | Symbol ETA: 38.7s | Global ETA: 33m 52s
[2025-11-25T11:59:42.065580] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:59:42.066400] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:42.066543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:42.071426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:42.073234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:42.073813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:42.074279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:42.075268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:42.167699] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:42.197187] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:42.253965] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 33.3s | Global ETA: 33m 52s
[2025-11-25T11:59:42.254254] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:59:42.255089] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:42.255226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:42.309411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:42.314957] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: 0.83% | Symbol ETA: 19.3s | Global ETA: 33m 52s
[2025-11-25T11:59:42.360288] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:59:42.411454] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:59:42.486335] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.74%, Actual: 1.77%
[2025-11-25T11:59:42.531861] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:42.593774] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:42.647341] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.60% | Symbol ETA: 1.9s | Global ETA: 33m 53s
[2025-11-25T11:59:42.647511] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:59:42.648317] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T11:59:42.648542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:42.650285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:42.650876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:42.651359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:42.657567] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 4.51%
[2025-11-25T11:59:42.687907] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:59:42.688150] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -4.61% | Symbol ETA: 38.1s | Global ETA: 33m 53s
[2025-11-25T11:59:42.688459] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:59:42.689284] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:42.689429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:42.694197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:42.696173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:42.696876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:42.697409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:42.698467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:42.776364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:42.777771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:42.828045] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.97%, Actual: 3.14%
[2025-11-25T11:59:42.830486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:42.831665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:42.834655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T11:59:42.835243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T11:59:42.836440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T11:59:42.838697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:42.862372] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:42.919850] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 32.7s | Global ETA: 33m 53s
[2025-11-25T11:59:42.920130] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:59:42.920979] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:42.921143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:42.974024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:43.001270] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 2.11%
[2025-11-25T11:59:43.037315] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:59:43.171330] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 2.93%, Actual: 1.66%
[2025-11-25T11:59:43.183543] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:59:43.208339] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:43.303074] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 37.4s | Global ETA: 33m 53s
[2025-11-25T11:59:43.303362] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:59:43.304269] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:43.304413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:43.309925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:43.312067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:43.312843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:43.313098] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:59:43.313314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:43.314327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:43.343163] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.70%, Actual: 0.48%
[2025-11-25T11:59:43.360918] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:43.484892] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:43.490252] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 3.22% | Symbol ETA: 1.1s | Global ETA: 33m 53s
[2025-11-25T11:59:43.519680] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -1.23%, Actual: 0.17%
[2025-11-25T11:59:43.542125] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 32.0s | Global ETA: 33m 54s
[2025-11-25T11:59:43.542425] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:59:43.543272] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:43.543416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:43.596530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:43.664067] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:59:43.667245] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.53%, Actual: 2.49%
[2025-11-25T11:59:43.696604] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.37%, Actual: 0.43%
[2025-11-25T11:59:43.837540] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:43.841634] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: 0.64%, Actual: 0.68%
[2025-11-25T11:59:43.871091] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.90%, Actual: 0.67%
[2025-11-25T11:59:43.929904] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -1.17% | Symbol ETA: 36.8s | Global ETA: 33m 54s
[2025-11-25T11:59:43.930048] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:59:43.930843] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:43.930919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:43.935797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:43.937686] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:59:43.937792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:43.938294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:43.938754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:43.939762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:44.017332] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 2.00%, Actual: 0.50%
[2025-11-25T11:59:44.043522] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: 0.83%, Actual: 2.39%
[2025-11-25T11:59:44.043904] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 40.1269%
[2025-11-25T11:59:44.044061] [INFO ] [main      ] LNG: DISCARDED add_late_day_volatility (score: 40.13%)
[2025-11-25T11:59:44.044174] [INFO ] [main      ] LNG: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T11:59:44.044272] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure']
[2025-11-25T11:59:44.044376] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:59:44.058005] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:44.058772] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:59:44.059719] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:44.059849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:44.064749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:44.066706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:44.067222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:44.067675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:44.068412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:44.069221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:44.070935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:44.073575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:44.108047] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:44.167041] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 31.4s | Global ETA: 33m 54s
[2025-11-25T11:59:44.167196] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:59:44.168034] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:44.168269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:44.191324] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -1.09%, Actual: 0.57%
[2025-11-25T11:59:44.227788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:44.282043] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:59:44.367467] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -0.87%, Actual: 0.54%
[2025-11-25T11:59:44.420753] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:59:44.450816] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:44.541834] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 2.04% | Symbol ETA: 36.2s | Global ETA: 33m 55s
[2025-11-25T11:59:44.541992] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:59:44.542896] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:44.542810] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -1.11%, Actual: 0.80%
[2025-11-25T11:59:44.542984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:44.547671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:44.549468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:44.550032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:44.550501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:44.551492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:44.578699] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:59:44.593528] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:44.720762] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.03%, Actual: 2.52%
[2025-11-25T11:59:44.748065] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:44.750102] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: -0.79% | Symbol ETA: 24.1s | Global ETA: 33m 55s
[2025-11-25T11:59:44.750387] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:59:44.751233] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:44.751379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:44.756259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:44.758266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:44.758870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:44.759336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:44.760160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:44.761053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:44.762842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:44.765556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:44.803980] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 30.8s | Global ETA: 33m 55s
[2025-11-25T11:59:44.804291] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:59:44.805126] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:44.805267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:44.858591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:44.885451] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:59:44.898658] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.18%, Actual: 0.11%
[2025-11-25T11:59:45.054101] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:45.075714] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.60%, Actual: 0.27%
[2025-11-25T11:59:45.112123] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:59:45.145404] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -5.16% | Symbol ETA: 35.6s | Global ETA: 33m 55s
[2025-11-25T11:59:45.193451] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:59:45.251095] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 3.22%, Actual: 1.30%
[2025-11-25T11:59:45.251498] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 47.3867%
[2025-11-25T11:59:45.251690] [INFO ] [main      ] KOF: DISCARDED add_volatility_state_percentiles (score: 47.39%)
[2025-11-25T11:59:45.251815] [INFO ] [main      ] KOF: Testing feature 49/53: add_volume_dispersion
[2025-11-25T11:59:45.251928] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_volume_dispersion']
[2025-11-25T11:59:45.252045] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:59:45.286066] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:45.314145] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -9.22%, Actual: 2.25%
[2025-11-25T11:59:45.330222] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:45.330998] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:59:45.331956] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:45.332101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:45.333933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:45.334549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:45.335083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:45.371549] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:45.427742] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 30.1s | Global ETA: 33m 56s
[2025-11-25T11:59:45.427889] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:59:45.428623] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:45.428710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:45.455450] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.25% | Symbol ETA: 23.4s | Global ETA: 33m 56s
[2025-11-25T11:59:45.455757] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:59:45.456582] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:45.456736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:45.461592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:45.463495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:45.463740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:45.464078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:45.464549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:45.464967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:45.465358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:45.466240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:45.467979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:45.470619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:45.482063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:45.484258] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 7.93%, Actual: 8.06%
[2025-11-25T11:59:45.519939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:45.521116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:45.524190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:59:45.525724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:45.657272] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -3.06%, Actual: 1.90%
[2025-11-25T11:59:45.814765] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:59:45.820999] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:59:45.834076] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -6.84%, Actual: 5.15%
[2025-11-25T11:59:45.866278] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:59:45.988897] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:45.989208] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:46.012670] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 3.08%, Actual: 4.95%
[2025-11-25T11:59:46.034811] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:46.043743] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 29.5s | Global ETA: 33m 56s
[2025-11-25T11:59:46.044047] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:59:46.044892] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:46.045029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:46.097805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:46.145178] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -3.63% | Symbol ETA: 8.2s | Global ETA: 33m 56s
[2025-11-25T11:59:46.145495] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:59:46.146354] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:46.146434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:46.148171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:46.148790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:46.149140] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -2.02% | Symbol ETA: 22.7s | Global ETA: 33m 56s
[2025-11-25T11:59:46.149343] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:59:46.149370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:46.150193] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:46.150336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:46.155125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:46.156984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:46.157583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:46.158066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:46.158819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:46.159725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:46.161406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:46.164112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:46.192608] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -4.61%, Actual: 2.13%
[2025-11-25T11:59:46.280424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:46.281902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:46.336772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:46.338002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:46.340915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:59:46.342412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:46.371402] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 3.19%
[2025-11-25T11:59:46.439799] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:59:46.502754] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:59:46.553216] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -1.17%, Actual: 3.45%
[2025-11-25T11:59:46.623155] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:46.671524] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:46.683975] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 28.8s | Global ETA: 33m 57s
[2025-11-25T11:59:46.684308] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:59:46.685263] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:46.685408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:46.706454] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:59:46.725380] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 2.04%, Actual: 3.00%
[2025-11-25T11:59:46.740811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:46.836815] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.93% | Symbol ETA: 22.0s | Global ETA: 33m 57s
[2025-11-25T11:59:46.837109] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:59:46.837960] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:46.838090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:46.842932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:46.844738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:46.845299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:46.845793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:46.846598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:46.847489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:46.849180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:46.851817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:46.874485] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:46.900573] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -5.16%, Actual: 2.41%
[2025-11-25T11:59:46.900853] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 49.4151%
[2025-11-25T11:59:46.900971] [INFO ] [main      ] BBAR: DISCARDED add_gap_morning_composite (score: 49.42%)
[2025-11-25T11:59:46.901033] [INFO ] [main      ] BBAR: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T11:59:46.901081] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_resolution_state']
[2025-11-25T11:59:46.901133] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:59:46.913890] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:46.914539] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:59:46.915456] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:46.915547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:46.920513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:46.922461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:46.923164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:46.923666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:46.978035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:46.987289] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.41% | Symbol ETA: 7.5s | Global ETA: 33m 57s
[2025-11-25T11:59:46.987591] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:59:46.988428] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:46.988579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:46.990297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:46.990883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:46.991366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:47.099318] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:59:47.136378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:47.138115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:47.191477] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:59:47.210452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:47.211766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:47.214698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:59:47.216147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:47.284059] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:47.322761] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:59:47.343266] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 28.2s | Global ETA: 33m 58s
[2025-11-25T11:59:47.358595] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:47.491629] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:47.512321] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.99% | Symbol ETA: 21.3s | Global ETA: 33m 58s
[2025-11-25T11:59:47.512632] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:59:47.513463] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:47.513597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:47.518135] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.04%, Actual: 0.68%
[2025-11-25T11:59:47.518382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:47.520180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:47.520782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:47.521242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:47.522048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:47.522931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:47.524592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:47.527403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:47.550925] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:59:47.600308] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -8.65% | Symbol ETA: 35.9s | Global ETA: 33m 58s
[2025-11-25T11:59:47.600591] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:59:47.601452] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:47.601597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:47.606370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:47.608217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:47.608803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:47.609264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:47.661799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:47.686050] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T11:59:47.728894] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:47.841463] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.27% | Symbol ETA: 6.7s | Global ETA: 33m 58s
[2025-11-25T11:59:47.841776] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:59:47.842591] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:47.842694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:47.844401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:47.844989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:47.845405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:47.852829] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.49%
[2025-11-25T11:59:47.861877] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:59:47.966935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:47.968299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:47.996757] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:59:48.019583] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.54%
[2025-11-25T11:59:48.021655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:48.022664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:48.025500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:59:48.026969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:48.031090] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:48.164381] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:48.187266] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T11:59:48.189109] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.10% | Symbol ETA: 20.6s | Global ETA: 33m 58s
[2025-11-25T11:59:48.189379] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:59:48.190210] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:48.190343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:48.195214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:48.197045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:48.197630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:48.198108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:48.198908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:48.199822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:48.201542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:48.204185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:48.259811] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 2.08% | Symbol ETA: 35.1s | Global ETA: 33m 59s
[2025-11-25T11:59:48.260094] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:59:48.260928] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:48.261067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:48.265823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:48.267621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:48.268234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:48.268726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:48.321973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:48.357639] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.53%
[2025-11-25T11:59:48.364059] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:59:48.532602] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.88%
[2025-11-25T11:59:48.532969] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:48.542851] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:59:48.643653] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.05% | Symbol ETA: 5.8s | Global ETA: 33m 59s
[2025-11-25T11:59:48.643952] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:59:48.644787] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:48.644929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:48.646658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:48.647260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:48.647764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:48.660089] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:59:48.705600] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:59:48.714469] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:48.769519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:48.770766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:48.828396] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:48.833038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:48.834119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:48.836978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:59:48.838452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:48.874047] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 19.9s | Global ETA: 33m 59s
[2025-11-25T11:59:48.874324] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:59:48.875169] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:48.875303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:48.876001] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.25%
[2025-11-25T11:59:48.880212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:48.882156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:48.882734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:48.883200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:48.884026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:48.884904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:48.886634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:48.889359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:48.918968] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 0.31% | Symbol ETA: 34.4s | Global ETA: 33m 59s
[2025-11-25T11:59:48.919239] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:59:48.920074] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:48.920212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:48.925107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:48.926977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:48.927555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:48.928031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:48.981314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:49.064173] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.39%, Actual: 0.93%
[2025-11-25T11:59:49.064585] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 23.1688%
[2025-11-25T11:59:49.064760] [INFO ] [main      ] BWG: DISCARDED add_gap_resolution_state (score: 23.17%)
[2025-11-25T11:59:49.064876] [INFO ] [main      ] BWG: Testing feature 13/53: add_gaps
[2025-11-25T11:59:49.064930] [DEBUG] [main      ] Testing with features: ['add_gaps']
[2025-11-25T11:59:49.065037] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:59:49.078226] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:49.078951] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:59:49.079883] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:49.080021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:49.080856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:49.180453] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:59:49.228669] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:59:49.316393] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:59:49.352473] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:49.397296] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:49.432935] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:59:49.464103] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -4.00% | Symbol ETA: 5.0s | Global ETA: 33m 60s
[2025-11-25T11:59:49.464401] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:59:49.465275] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:49.465425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:49.467254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:49.467876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:49.468368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:49.489358] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:49.557827] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 1.20% | Symbol ETA: 19.2s | Global ETA: 33m 60s
[2025-11-25T11:59:49.557988] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:59:49.558774] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:49.558856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:49.563584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:49.565457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:49.566036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:49.566506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:49.567381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:49.568255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:49.570001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:49.572612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:49.582018] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 33.7s | Global ETA: 33m 60s
[2025-11-25T11:59:49.582162] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:59:49.582933] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:49.583017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:49.587739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:49.589445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:49.590011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:49.590401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:49.593504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:49.594757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:49.643127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:49.644676] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:49.648361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:49.649343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:49.652215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:59:49.653700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:49.704689] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 32.6s | Global ETA: 34m 0s
[2025-11-25T11:59:49.704844] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:59:49.705599] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:49.705704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:49.706421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:49.920311] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:59:49.995811] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:59:50.006163] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T11:59:50.067234] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:59:50.097453] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:50.169151] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:50.182335] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:50.237021] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:50.256187] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 18.5s | Global ETA: 34m 1s
[2025-11-25T11:59:50.256453] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:59:50.257320] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T11:59:50.257460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:50.262473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:50.264413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:50.265007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:50.265500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:50.265607] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 6.72% | Symbol ETA: 33.1s | Global ETA: 34m 1s
[2025-11-25T11:59:50.265913] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:59:50.266320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:50.266771] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:50.266918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:50.267257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:50.269087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:50.271802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:50.271796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:50.273585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:50.274222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:50.274732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:50.292815] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.99% | Symbol ETA: 4.1s | Global ETA: 34m 1s
[2025-11-25T11:59:50.293127] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T11:59:50.293997] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:50.294147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:50.296032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:50.296752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:50.296695] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 31.8s | Global ETA: 34m 1s
[2025-11-25T11:59:50.297020] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:59:50.297198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:50.297915] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:50.298068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:50.298933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:50.337737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:50.422864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:50.424197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:50.478504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:50.479489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:50.482422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:59:50.483954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:50.621627] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:59:50.650696] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:59:50.679219] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:59:50.795213] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:50.823324] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:50.824671] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T11:59:50.848419] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:50.881789] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 31.2s | Global ETA: 34m 1s
[2025-11-25T11:59:50.882100] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:59:50.882955] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:50.883095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:50.883900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:50.942869] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -3.13% | Symbol ETA: 32.4s | Global ETA: 34m 1s
[2025-11-25T11:59:50.943188] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:59:50.944053] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:50.944194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:50.949204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:50.951199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:50.951783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:50.952265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:50.955697] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.38% | Symbol ETA: 17.9s | Global ETA: 34m 1s
[2025-11-25T11:59:50.992522] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:51.004463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:51.106815] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.62% | Symbol ETA: 3.3s | Global ETA: 34m 2s
[2025-11-25T11:59:51.107041] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T11:59:51.107893] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:51.107975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:51.109745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:51.110279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:51.110713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:51.131633] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: -0.79%, Actual: 1.77%
[2025-11-25T11:59:51.227151] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:59:51.242181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:51.243488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:51.297091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:51.298181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:51.301352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:59:51.302854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:51.306667] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.25%, Actual: 4.51%
[2025-11-25T11:59:51.354333] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:59:51.395856] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:51.454907] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.09% | Symbol ETA: 30.5s | Global ETA: 34m 2s
[2025-11-25T11:59:51.455197] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:59:51.456076] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:51.456214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:51.457052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:51.483372] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -2.02%, Actual: 3.14%
[2025-11-25T11:59:51.525489] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:51.619574] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -1.28% | Symbol ETA: 31.7s | Global ETA: 34m 2s
[2025-11-25T11:59:51.619859] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T11:59:51.620720] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:51.620858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:51.625944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:51.627863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:51.628429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:51.628947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:51.649384] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T11:59:51.660210] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.93%, Actual: 2.11%
[2025-11-25T11:59:51.685248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:51.800526] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:59:51.834401] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.99%, Actual: 1.66%
[2025-11-25T11:59:51.838073] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:51.946896] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 0.97% | Symbol ETA: 2.5s | Global ETA: 34m 2s
[2025-11-25T11:59:51.947217] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T11:59:51.948062] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:51.948207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:51.949944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:51.950512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:51.951008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:51.972015] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:52.009583] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.48%
[2025-11-25T11:59:52.029495] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T11:59:52.029867] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.04% | Symbol ETA: 29.9s | Global ETA: 34m 3s
[2025-11-25T11:59:52.030124] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:59:52.030995] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:52.031153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:52.031979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:52.075231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:52.076668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:52.129716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:52.130907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:52.133919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:59:52.135409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:52.184550] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 0.17%
[2025-11-25T11:59:52.199061] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:52.287967] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 2.27% | Symbol ETA: 31.1s | Global ETA: 34m 3s
[2025-11-25T11:59:52.288243] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T11:59:52.289082] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:52.289222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:52.294019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:52.295842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:52.296420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:52.296918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:52.349806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:52.359230] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 1.20%, Actual: 0.43%
[2025-11-25T11:59:52.375466] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:59:52.480240] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T11:59:52.532732] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.69%, Actual: 0.67%
[2025-11-25T11:59:52.546893] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:52.604176] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.26% | Symbol ETA: 29.3s | Global ETA: 34m 3s
[2025-11-25T11:59:52.604448] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T11:59:52.605276] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:52.605411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:52.606199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:52.650486] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:52.701455] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T11:59:52.706033] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.38%, Actual: 2.39%
[2025-11-25T11:59:52.706405] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 61.1863%
[2025-11-25T11:59:52.706622] [INFO ] [main      ] LNG: KEPT add_late_hour_microstructure (score: 61.19%)
[2025-11-25T11:59:52.706758] [INFO ] [main      ] LNG: Testing feature 19/53: add_late_session_pressure
[2025-11-25T11:59:52.706860] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_late_session_pressure']
[2025-11-25T11:59:52.707012] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T11:59:52.721842] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:52.722565] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T11:59:52.723510] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:52.723667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:52.728552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:52.730522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:52.731137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:52.731629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:52.732467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:52.733386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:52.735159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:52.737957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:59:52.739155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:52.760358] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -0.31% | Symbol ETA: 1.7s | Global ETA: 34m 3s
[2025-11-25T11:59:52.760660] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T11:59:52.761486] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:52.761654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:52.763443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:52.764049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:52.764542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:52.877178] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:52.887671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:52.889050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:52.945304] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T11:59:52.956108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:52.957827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:52.962060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T11:59:52.964107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:52.968990] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 5.14% | Symbol ETA: 30.4s | Global ETA: 34m 4s
[2025-11-25T11:59:52.969331] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T11:59:52.970222] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:52.970369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:52.975493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:52.978181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:52.979045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:52.979567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:53.030952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:53.087854] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T11:59:53.113607] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:53.170970] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 28.7s | Global ETA: 34m 4s
[2025-11-25T11:59:53.171245] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T11:59:53.172083] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:53.172220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:53.173015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:53.260569] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:53.309231] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T11:59:53.371523] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T11:59:53.428875] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.73% | Symbol ETA: 22.7s | Global ETA: 34m 4s
[2025-11-25T11:59:53.429150] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T11:59:53.429984] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:53.430119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:53.434913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:53.436744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:53.437349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:53.437841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:53.438631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:53.439505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:53.441266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:53.443939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:59:53.445075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:53.478226] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:53.508637] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T11:59:53.551441] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:53.590554] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.80% | Symbol ETA: 0.8s | Global ETA: 34m 4s
[2025-11-25T11:59:53.650370] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -6.47% | Symbol ETA: 29.7s | Global ETA: 34m 4s
[2025-11-25T11:59:53.677619] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:53.733455] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 28.1s | Global ETA: 34m 4s
[2025-11-25T11:59:53.733744] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T11:59:53.734568] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:53.734721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:53.735490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:53.766961] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -3.63%, Actual: 2.49%
[2025-11-25T11:59:53.798731] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T11:59:53.830367] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -8.65%, Actual: 2.25%
[2025-11-25T11:59:53.942774] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.41%, Actual: 0.68%
[2025-11-25T11:59:53.978804] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:54.009282] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 2.08%, Actual: 8.06%
[2025-11-25T11:59:54.094127] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T11:59:54.116886] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.27%, Actual: 0.50%
[2025-11-25T11:59:54.150234] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 22.1s | Global ETA: 34m 5s
[2025-11-25T11:59:54.150525] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T11:59:54.151383] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:54.151522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:54.156548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:54.158602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:54.159213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:54.159636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:54.160475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:54.161601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:54.163796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:54.166750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:59:54.167942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:54.189418] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 0.31%, Actual: 1.90%
[2025-11-25T11:59:54.270450] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:54.292757] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.05%, Actual: 0.57%
[2025-11-25T11:59:54.328767] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 27.5s | Global ETA: 34m 5s
[2025-11-25T11:59:54.329070] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T11:59:54.330013] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T11:59:54.330154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:54.331027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:54.390294] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -1.50%, Actual: 5.15%
[2025-11-25T11:59:54.472890] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -4.00%, Actual: 0.54%
[2025-11-25T11:59:54.534979] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T11:59:54.607824] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 6.72%, Actual: 4.95%
[2025-11-25T11:59:54.646015] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.99%, Actual: 0.80%
[2025-11-25T11:59:54.681663] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T11:59:54.705314] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:54.778062] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -3.13%, Actual: 2.13%
[2025-11-25T11:59:54.817957] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.62%, Actual: 2.52%
[2025-11-25T11:59:54.853334] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:54.867292] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 21.4s | Global ETA: 34m 6s
[2025-11-25T11:59:54.867590] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T11:59:54.868475] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:54.868610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:54.873478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:54.875469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:54.876119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:54.876606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:54.877495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:54.878446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:54.880325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:54.883217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:59:54.884441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:54.910672] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 27.0s | Global ETA: 34m 6s
[2025-11-25T11:59:54.948610] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -1.28%, Actual: 3.19%
[2025-11-25T11:59:54.997984] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 0.97%, Actual: 0.11%
[2025-11-25T11:59:55.079498] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.06%, Actual: 0.68%
[2025-11-25T11:59:55.125133] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 2.27%, Actual: 3.45%
[2025-11-25T11:59:55.174379] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.27%
[2025-11-25T11:59:55.230466] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T11:59:55.248614] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T11:59:55.304581] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 5.14%, Actual: 3.00%
[2025-11-25T11:59:55.357984] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.80%, Actual: 1.30%
[2025-11-25T11:59:55.358395] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 44.6400%
[2025-11-25T11:59:55.358515] [INFO ] [main      ] KOF: DISCARDED add_volume_dispersion (score: 44.64%)
[2025-11-25T11:59:55.358677] [INFO ] [main      ] KOF: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T11:59:55.358799] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_volume_flow_differentials']
[2025-11-25T11:59:55.358919] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T11:59:55.373358] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:55.374103] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T11:59:55.375062] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:55.375208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:55.377100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:55.377770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:55.378271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:55.404436] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:55.418042] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T11:59:55.481864] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -6.47%, Actual: 2.41%
[2025-11-25T11:59:55.482286] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 43.6936%
[2025-11-25T11:59:55.482404] [INFO ] [main      ] BBAR: DISCARDED add_gap_resolution_state (score: 43.69%)
[2025-11-25T11:59:55.482527] [INFO ] [main      ] BBAR: Testing feature 13/53: add_gaps
[2025-11-25T11:59:55.482675] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps']
[2025-11-25T11:59:55.482828] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T11:59:55.495838] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:55.496595] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T11:59:55.497630] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:55.497788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:55.502775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:55.504720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:55.505319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:55.505875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:55.506742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:55.509042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:55.510407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:55.565256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:55.566267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:55.569375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:59:55.571683] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 20.6s | Global ETA: 34m 6s
[2025-11-25T11:59:55.571966] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T11:59:55.572321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:55.572913] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:55.573041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:55.577954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:55.579866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:55.580450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:55.580945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:55.581780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:55.582728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:55.584477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:55.586485] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 0.54%
[2025-11-25T11:59:55.587430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:59:55.588716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:55.754040] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 0.84%
[2025-11-25T11:59:55.865984] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T11:59:55.922597] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.53%
[2025-11-25T11:59:55.926307] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T11:59:55.934246] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T11:59:56.035159] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:56.088816] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.00%, Actual: 0.88%
[2025-11-25T11:59:56.100105] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:56.105928] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:56.132079] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -9.41% | Symbol ETA: 34.3s | Global ETA: 34m 7s
[2025-11-25T11:59:56.132435] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T11:59:56.133316] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:56.133474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:56.138933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:56.140850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:56.141378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:56.141884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:56.142736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:56.213935] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -3.40% | Symbol ETA: 8.2s | Global ETA: 34m 7s
[2025-11-25T11:59:56.214105] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T11:59:56.214893] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:56.214984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:56.216636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:56.217202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:56.217625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:56.254280] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T11:59:56.264883] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.23% | Symbol ETA: 19.9s | Global ETA: 34m 7s
[2025-11-25T11:59:56.265175] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T11:59:56.266031] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:56.266172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:56.270980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:56.272851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:56.273410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:56.273901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:56.274715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:56.275578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:56.277299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:56.279957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:59:56.281080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:56.346310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:56.348228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:56.416329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:56.418100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:56.419778] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 0.25%
[2025-11-25T11:59:56.422338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:59:56.426479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:56.490751] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T11:59:56.586755] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.61%, Actual: 0.93%
[2025-11-25T11:59:56.587035] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 28.7745%
[2025-11-25T11:59:56.587191] [INFO ] [main      ] BWG: KEPT add_gaps (score: 28.77%)
[2025-11-25T11:59:56.587303] [INFO ] [main      ] BWG: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T11:59:56.587415] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies']
[2025-11-25T11:59:56.587527] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T11:59:56.600630] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T11:59:56.601322] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T11:59:56.602260] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:59:56.602407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:56.603224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:56.604586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:56.654924] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T11:59:56.668224] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:56.765373] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 6.08% | Symbol ETA: 33.7s | Global ETA: 34m 8s
[2025-11-25T11:59:56.765712] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T11:59:56.766595] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:56.766769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:56.771130] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T11:59:56.771842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:56.773746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:56.774321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:56.774846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:56.775733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:56.827383] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:56.938831] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T11:59:56.942515] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:56.995886] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -2.35% | Symbol ETA: 19.2s | Global ETA: 34m 8s
[2025-11-25T11:59:56.996146] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T11:59:56.997063] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:56.997203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:57.002181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:57.004137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:57.004733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:57.005255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:57.006091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:57.007076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:57.008868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:57.011615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:59:57.012831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:57.062703] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 7.4s | Global ETA: 34m 8s
[2025-11-25T11:59:57.063004] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T11:59:57.064314] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:57.064460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:57.066259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:57.066898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:57.067400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:57.107911] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T11:59:57.120003] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T11:59:57.167232] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 27.7s | Global ETA: 34m 8s
[2025-11-25T11:59:57.167521] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T11:59:57.168374] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:59:57.168515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:57.169321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:57.170630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:57.195286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:57.196707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:57.252759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:57.253989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:57.256931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:59:57.259829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:57.295308] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:57.357410] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T11:59:57.393955] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 2.86% | Symbol ETA: 33.0s | Global ETA: 34m 8s
[2025-11-25T11:59:57.394237] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T11:59:57.395070] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:57.395211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:57.400088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:57.402088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:57.402670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:57.403143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:57.404012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:57.510054] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T11:59:57.546597] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:57.606634] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T11:59:57.684343] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T11:59:57.706447] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.93% | Symbol ETA: 18.5s | Global ETA: 34m 9s
[2025-11-25T11:59:57.706730] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T11:59:57.707523] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:57.707677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:57.712434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:57.714274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:57.714846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:57.715308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:57.716130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:57.717039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:57.718749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:57.721396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:59:57.722509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:57.753161] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 27.2s | Global ETA: 34m 9s
[2025-11-25T11:59:57.753513] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T11:59:57.754746] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:59:57.754917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:57.756187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:57.758017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:57.770268] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T11:59:57.781362] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:57.900108] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.96% | Symbol ETA: 6.5s | Global ETA: 34m 9s
[2025-11-25T11:59:57.900404] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T11:59:57.901279] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:57.901425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:57.903191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:57.903818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:57.904307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:57.939885] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:58.032102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:58.033495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:58.036428] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: 2.45% | Symbol ETA: 32.4s | Global ETA: 34m 9s
[2025-11-25T11:59:58.036726] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T11:59:58.037616] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:58.037774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:58.042517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:58.044340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:58.044925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:58.045394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:58.046225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:58.069957] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T11:59:58.088827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:58.089847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:58.092762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:59:58.095534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:58.131992] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T11:59:58.243107] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T11:59:58.309462] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T11:59:58.369821] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 26.7s | Global ETA: 34m 9s
[2025-11-25T11:59:58.370101] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T11:59:58.370952] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:59:58.371092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:58.371897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:58.373230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:58.386002] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T11:59:58.402363] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.17% | Symbol ETA: 17.8s | Global ETA: 34m 9s
[2025-11-25T11:59:58.402532] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T11:59:58.403459] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:58.403607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:58.408763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:58.410600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:58.411190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:58.411707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:58.412532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:58.413459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:58.415251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:58.418139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:59:58.419357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:58.459273] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T11:59:58.572203] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:58.629928] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:58.669271] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 5.05% | Symbol ETA: 31.8s | Global ETA: 34m 10s
[2025-11-25T11:59:58.669560] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T11:59:58.670406] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:58.670547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:58.675397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:58.677342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:58.677866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:58.678342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:58.679181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:58.714074] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T11:59:58.747351] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.94% | Symbol ETA: 5.7s | Global ETA: 34m 10s
[2025-11-25T11:59:58.747669] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T11:59:58.748516] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:58.748685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:58.750484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:58.751099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:58.751526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:58.763074] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T11:59:58.882880] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T11:59:58.887083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:58.888459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:58.935710] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T11:59:58.942049] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.05% | Symbol ETA: 26.1s | Global ETA: 34m 10s
[2025-11-25T11:59:58.942351] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T11:59:58.943202] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:59:58.943348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:58.944169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:58.945516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:58.954130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:58.955310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:58.958228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:59:58.961072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:59.020115] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T11:59:59.094798] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 17.1s | Global ETA: 34m 10s
[2025-11-25T11:59:59.095070] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T11:59:59.095930] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:59.096016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:59.100872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:59.102715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:59.103210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:59.103693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T11:59:59.104549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T11:59:59.105495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T11:59:59.107315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T11:59:59.110166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T11:59:59.111360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:59.248336] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T11:59:59.288998] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T11:59:59.312418] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T11:59:59.367612] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -1.90% | Symbol ETA: 31.2s | Global ETA: 34m 10s
[2025-11-25T11:59:59.367911] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T11:59:59.368691] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T11:59:59.368826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T11:59:59.373553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:59.375354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:59.375918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:59.376389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:59.377254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:59.452656] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T11:59:59.468664] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:59.487177] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T11:59:59.538731] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 25.5s | Global ETA: 34m 11s
[2025-11-25T11:59:59.539057] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T11:59:59.540059] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T11:59:59.540209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:59.541061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T11:59:59.542839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:59.611563] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.36% | Symbol ETA: 4.9s | Global ETA: 34m 11s
[2025-11-25T11:59:59.611721] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T11:59:59.612750] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T11:59:59.612851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T11:59:59.614927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T11:59:59.615607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T11:59:59.616135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T11:59:59.637588] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T11:59:59.748370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T11:59:59.749590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T11:59:59.749594] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T11:59:59.804466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T11:59:59.805150] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.75% | Symbol ETA: 16.4s | Global ETA: 34m 11s
[2025-11-25T11:59:59.805401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T11:59:59.808396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T11:59:59.811306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T11:59:59.898516] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T11:59:59.919856] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T11:59:59.980220] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.73%, Actual: 1.77%
[2025-11-25T12:00:00.021849] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 3.97% | Symbol ETA: 30.5s | Global ETA: 34m 11s
[2025-11-25T12:00:00.021990] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:00:00.022785] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:00.022873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:00.028157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:00.029985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:00.030470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:00.030910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:00.031690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:00.074784] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:00.169132] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T12:00:00.176965] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 4.51%
[2025-11-25T12:00:00.231815] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 25.0s | Global ETA: 34m 11s
[2025-11-25T12:00:00.231962] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:00:00.232743] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:00:00.232816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:00.233522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:00.237860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:00.353018] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 3.14%
[2025-11-25T12:00:00.365567] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:00.562234] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:00:00.572089] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 2.11%
[2025-11-25T12:00:00.604699] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 4.1s | Global ETA: 34m 12s
[2025-11-25T12:00:00.604863] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T12:00:00.605880] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:00.605978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:00.609917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:00.610543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:00.611003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:00.659155] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:00:00.737865] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:00.839830] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.23%, Actual: 1.66%
[2025-11-25T12:00:00.841758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:00.842132] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -2.03% | Symbol ETA: 29.9s | Global ETA: 34m 12s
[2025-11-25T12:00:00.842267] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:00:00.843002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:00.843034] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:00.843104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:00.844002] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:00.847922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:00.849743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:00.850236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:00.850664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:00.851468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:00.899427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:00.900491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:00.902522] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 24.4s | Global ETA: 34m 12s
[2025-11-25T12:00:00.902676] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:00:00.903473] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:00:00.903545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:00.903716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:00:00.904276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:00.905534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:00.906636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:01.018161] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -2.35%, Actual: 0.48%
[2025-11-25T12:00:01.201662] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:00:01.212407] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.93%, Actual: 0.17%
[2025-11-25T12:00:01.293814] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:00:01.365423] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T12:00:01.380975] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:01.394345] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.17%, Actual: 0.43%
[2025-11-25T12:00:01.466085] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:01.477828] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 2.96% | Symbol ETA: 29.3s | Global ETA: 34m 13s
[2025-11-25T12:00:01.478129] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:00:01.479005] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:01.479151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:01.484184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:01.486239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:01.486826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:01.487351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:01.488246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:01.527210] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 23.8s | Global ETA: 34m 13s
[2025-11-25T12:00:01.527369] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:00:01.528186] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:00:01.528262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:01.529010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:01.530265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:01.539900] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:01.568245] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.69%, Actual: 0.67%
[2025-11-25T12:00:01.673383] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3.3s | Global ETA: 34m 13s
[2025-11-25T12:00:01.673554] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T12:00:01.674544] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:01.674680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:01.676909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:01.677550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:01.677990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:01.745475] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.75%, Actual: 2.39%
[2025-11-25T12:00:01.745865] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 38.5155%
[2025-11-25T12:00:01.746159] [INFO ] [main      ] LNG: DISCARDED add_late_session_pressure (score: 38.52%)
[2025-11-25T12:00:01.746224] [INFO ] [main      ] LNG: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:00:01.746279] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity']
[2025-11-25T12:00:01.746343] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:00:01.766481] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:01.767267] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:00:01.768327] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:01.768419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:01.774214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:01.777234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:01.778124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:01.778778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:01.779977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:01.781217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:01.783354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:01.787291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:01.790559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:01.820850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:01.822457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:01.846672] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:00:01.876220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:01.877359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:01.880424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:00:01.881833] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:00:01.883491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:02.021709] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:02.051965] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:02.110529] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 23.2s | Global ETA: 34m 13s
[2025-11-25T12:00:02.110829] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:00:02.111691] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:00:02.111830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:02.112624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:02.114019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:02.122860] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -3.28% | Symbol ETA: 28.6s | Global ETA: 34m 13s
[2025-11-25T12:00:02.169337] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:00:02.284346] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T12:00:02.322831] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -9.41%, Actual: 2.25%
[2025-11-25T12:00:02.350940] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:02.450597] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:00:02.477226] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:02.501028] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 6.08%, Actual: 8.06%
[2025-11-25T12:00:02.529505] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.29% | Symbol ETA: 22.6s | Global ETA: 34m 14s
[2025-11-25T12:00:02.529815] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:00:02.530753] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:02.530894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:02.536366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:02.538301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:02.538889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:02.539363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:02.540325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:02.541223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:02.543152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:02.546113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:02.548504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:02.606482] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 2.26% | Symbol ETA: 2.4s | Global ETA: 34m 14s
[2025-11-25T12:00:02.606798] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T12:00:02.607866] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:02.608013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:02.610247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:02.610941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:02.611622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:02.623253] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:02.683423] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.54% | Symbol ETA: 22.6s | Global ETA: 34m 14s
[2025-11-25T12:00:02.692627] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 2.86%, Actual: 1.90%
[2025-11-25T12:00:02.745939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:02.747489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:02.801609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:02.802962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:02.806239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:00:02.809334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:02.851575] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.01%, Actual: 0.68%
[2025-11-25T12:00:02.875544] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: 2.45%, Actual: 5.15%
[2025-11-25T12:00:02.899962] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:00:03.020114] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T12:00:03.058101] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 5.05%, Actual: 4.95%
[2025-11-25T12:00:03.070425] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:03.187626] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.49%
[2025-11-25T12:00:03.200768] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T12:00:03.250175] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 21.6s | Global ETA: 34m 15s
[2025-11-25T12:00:03.250346] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:00:03.251322] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:03.251537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:03.256890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:03.258958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:03.259526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:03.260018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:03.260472] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -1.90%, Actual: 2.13%
[2025-11-25T12:00:03.260870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:03.262163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:03.264306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:03.267108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:03.269226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:03.355256] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.05%, Actual: 0.54%
[2025-11-25T12:00:03.418833] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:03.438030] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 3.97%, Actual: 3.19%
[2025-11-25T12:00:03.527097] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T12:00:03.558386] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -2.18% | Symbol ETA: 1.5s | Global ETA: 34m 15s
[2025-11-25T12:00:03.558563] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T12:00:03.559576] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:03.559736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:03.561487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:03.562090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:03.562569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:03.614007] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:00:03.615229] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -2.03%, Actual: 3.45%
[2025-11-25T12:00:03.682101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:03.683249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:03.698565] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.53%
[2025-11-25T12:00:03.735376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:03.736451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:03.739519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:00:03.742445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:03.793578] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 2.96%, Actual: 3.00%
[2025-11-25T12:00:03.801630] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:03.875631] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.88%
[2025-11-25T12:00:03.966698] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -3.28%, Actual: 2.41%
[2025-11-25T12:00:03.967157] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 68.3274%
[2025-11-25T12:00:03.967356] [INFO ] [main      ] BBAR: KEPT add_gaps (score: 68.33%)
[2025-11-25T12:00:03.967473] [INFO ] [main      ] BBAR: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:00:03.967583] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_skewness_proxies']
[2025-11-25T12:00:03.967657] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:00:03.973351] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 1.44% | Symbol ETA: 20.8s | Global ETA: 34m 15s
[2025-11-25T12:00:03.973620] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:00:03.974479] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:03.974567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:03.979401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:03.980345] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:03.980833] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:00:03.981288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:03.981807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:03.981959] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:03.982049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:03.982297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:03.983149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:03.984029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:03.985710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:03.986826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:03.988528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:03.988661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:03.989139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:03.989525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:03.990273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:03.990934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:03.991463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:04.056075] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 0.23%
[2025-11-25T12:00:04.084909] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T12:00:04.235332] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.15%, Actual: 0.25%
[2025-11-25T12:00:04.254918] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:04.336408] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:00:04.340791] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:00:04.364607] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.86% | Symbol ETA: 0.6s | Global ETA: 34m 16s
[2025-11-25T12:00:04.408601] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.54%, Actual: 0.93%
[2025-11-25T12:00:04.408893] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 29.0948%
[2025-11-25T12:00:04.409152] [INFO ] [main      ] BWG: KEPT add_intraday_skewness_proxies (score: 29.09%)
[2025-11-25T12:00:04.409271] [INFO ] [main      ] BWG: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:00:04.409380] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile']
[2025-11-25T12:00:04.409491] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:00:04.422930] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:04.423519] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:00:04.424467] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:04.424614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:04.425450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:04.426843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:04.510638] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:04.516605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:04.516524] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:04.538302] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -3.40%, Actual: 2.49%
[2025-11-25T12:00:04.616858] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -6.13% | Symbol ETA: 31.2s | Global ETA: 34m 16s
[2025-11-25T12:00:04.617184] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:00:04.618030] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:04.618170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:04.622963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:04.624827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:04.625383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:04.625871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:04.626709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:04.628000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:04.696006] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -4.75% | Symbol ETA: 20.1s | Global ETA: 34m 16s
[2025-11-25T12:00:04.696299] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:00:04.697191] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:04.697326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:04.702228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:04.704149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:04.704742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:04.705212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:04.706046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:04.705933] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 0.68%
[2025-11-25T12:00:04.706912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:04.708607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:04.711317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:04.713419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:04.869312] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:00:04.878044] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.96%, Actual: 0.50%
[2025-11-25T12:00:04.973330] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:00:05.043690] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:05.051423] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.94%, Actual: 0.57%
[2025-11-25T12:00:05.080682] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:00:05.107458] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 27.4s | Global ETA: 34m 17s
[2025-11-25T12:00:05.107653] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:00:05.108593] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:05.108753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:05.109774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:05.111132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:05.149065] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:05.196204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:05.222611] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.36%, Actual: 0.54%
[2025-11-25T12:00:05.249911] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 6.60% | Symbol ETA: 30.5s | Global ETA: 34m 17s
[2025-11-25T12:00:05.250218] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:00:05.251058] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:05.251394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:05.256415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:05.258304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:05.258890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:05.259355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:05.260190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:05.261445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:05.264257] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:05.390306] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 0.80%
[2025-11-25T12:00:05.436079] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.94% | Symbol ETA: 19.4s | Global ETA: 34m 17s
[2025-11-25T12:00:05.436366] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:00:05.438477] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:05.438785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:05.443871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:05.445812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:05.446386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:05.446868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:05.447710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:05.448628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:05.450390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:05.453044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:05.455130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:05.548817] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:00:05.558589] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 2.52%
[2025-11-25T12:00:05.611195] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:00:05.726144] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 2.26%, Actual: 0.11%
[2025-11-25T12:00:05.729446] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:05.784449] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:05.792842] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 26.7s | Global ETA: 34m 17s
[2025-11-25T12:00:05.793159] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:00:05.794075] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:05.794222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:05.794271] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:00:05.795082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:05.796412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:05.882652] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.44% | Symbol ETA: 29.9s | Global ETA: 34m 17s
[2025-11-25T12:00:05.882960] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:00:05.883746] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:05.883883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:05.887313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:05.888709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:05.890691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:05.891267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:05.891778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:05.892622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:05.893109] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -2.18%, Actual: 0.27%
[2025-11-25T12:00:05.893955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:05.960909] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:06.062686] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.86%, Actual: 1.30%
[2025-11-25T12:00:06.063082] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 32.6797%
[2025-11-25T12:00:06.063198] [INFO ] [main      ] KOF: DISCARDED add_volume_flow_differentials (score: 32.68%)
[2025-11-25T12:00:06.063319] [INFO ] [main      ] KOF: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:00:06.063427] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_volume_pressure_into_close']
[2025-11-25T12:00:06.063544] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T12:00:06.078818] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:06.079582] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T12:00:06.080533] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:06.080733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:06.082455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:06.083030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:06.083448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:06.137478] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 18.6s | Global ETA: 34m 18s
[2025-11-25T12:00:06.137765] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:00:06.138819] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:06.138958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:06.143722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:06.145501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:06.146082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:06.146546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:06.147372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:06.148247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:06.149947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:06.152560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:06.154577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:06.206940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:06.208190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:06.238359] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:00:06.240157] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:00:06.262155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:06.263109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:06.265918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:00:06.267561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:06.405385] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:06.411796] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:06.464619] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 26.0s | Global ETA: 34m 18s
[2025-11-25T12:00:06.464777] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:00:06.465515] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:06.465583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:06.466293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:06.467569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:06.507146] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:00:06.509270] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -1.86% | Symbol ETA: 29.2s | Global ETA: 34m 18s
[2025-11-25T12:00:06.509421] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:00:06.510194] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:06.510280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:06.515167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:06.517051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:06.517531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:06.517964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:06.518731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:06.520077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:06.551798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:06.602306] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T12:00:06.679182] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:06.769333] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:06.849889] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 17.9s | Global ETA: 34m 18s
[2025-11-25T12:00:06.850184] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:00:06.851100] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:06.851238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:06.856560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:06.858480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:06.859091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:06.859594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:06.860457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:06.861372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:06.863196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:06.865048] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:00:06.866013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:06.868261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:06.886308] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -2.39% | Symbol ETA: 7.7s | Global ETA: 34m 18s
[2025-11-25T12:00:06.886601] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T12:00:06.887477] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:06.887620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:06.889386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:06.890001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:06.890491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:06.891289] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:00:07.012556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:07.013886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:07.039168] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:07.059879] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:07.068306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:07.069331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:07.072193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:00:07.073924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:07.119122] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 25.3s | Global ETA: 34m 19s
[2025-11-25T12:00:07.119374] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:00:07.120208] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:07.120372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:07.121166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:07.122525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:07.137414] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 8.84% | Symbol ETA: 28.6s | Global ETA: 34m 19s
[2025-11-25T12:00:07.137744] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:00:07.138614] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:07.138822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:07.143626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:07.145538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:07.146119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:07.146586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:07.147438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:07.148724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:07.207829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:07.226271] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:00:07.399929] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:07.411155] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T12:00:07.495070] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:00:07.560548] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:00:07.563885] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 5.03% | Symbol ETA: 17.1s | Global ETA: 34m 19s
[2025-11-25T12:00:07.564173] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:00:07.564996] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:07.565135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:07.570165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:07.572093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:07.572710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:07.573195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:07.574040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:07.574951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:07.576714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:07.579848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:07.580382] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:07.582042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:07.671298] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:07.697770] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 6.9s | Global ETA: 34m 19s
[2025-11-25T12:00:07.698052] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T12:00:07.698852] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:07.698943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:07.700609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:07.701218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:07.701723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:07.742369] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:07.768998] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -5.81% | Symbol ETA: 28.0s | Global ETA: 34m 19s
[2025-11-25T12:00:07.769322] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:00:07.770172] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:07.770315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:07.775123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:07.777102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:07.777708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:07.778179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:07.779020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:07.780274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:07.805083] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 24.6s | Global ETA: 34m 19s
[2025-11-25T12:00:07.805402] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:00:07.806388] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:07.806552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:07.807408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:07.808869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:07.825141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:07.826348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:07.879679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:07.880498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:07.883715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:00:07.885598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:07.901121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:07.929115] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:00:08.105014] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:08.133160] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:00:08.225015] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T12:00:08.261047] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:00:08.280887] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 2.85% | Symbol ETA: 16.4s | Global ETA: 34m 20s
[2025-11-25T12:00:08.281056] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:00:08.282017] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:08.282158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:08.287210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:08.289093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:08.289721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:08.290202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:08.291030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:08.291979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:08.293758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:08.296905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:08.299173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:08.305760] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:08.392994] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:08.402983] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -2.57% | Symbol ETA: 27.3s | Global ETA: 34m 20s
[2025-11-25T12:00:08.403294] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:00:08.404140] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:08.404284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:08.409120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:08.411023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:08.411578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:08.412065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:08.412901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:08.414177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:08.429601] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:08.489563] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 23.9s | Global ETA: 34m 20s
[2025-11-25T12:00:08.489856] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:00:08.490708] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:08.490845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:08.491660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:08.492993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:08.504928] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.82% | Symbol ETA: 6.1s | Global ETA: 34m 20s
[2025-11-25T12:00:08.505224] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T12:00:08.506064] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:08.506230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:08.508357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:08.508956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:08.509438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:08.577890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:08.630935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:08.632018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:08.650482] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:00:08.684662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:08.685551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:08.688368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:00:08.690071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:08.755726] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:00:08.824541] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:08.922885] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:00:08.927842] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:08.996338] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.66% | Symbol ETA: 15.7s | Global ETA: 34m 21s
[2025-11-25T12:00:09.024223] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 3.21% | Symbol ETA: 26.7s | Global ETA: 34m 21s
[2025-11-25T12:00:09.024528] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:00:09.025547] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T12:00:09.025957] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:09.026113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:09.030978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:09.032853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:09.033412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:09.033899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:09.034734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:09.036001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:09.094164] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:09.155627] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 23.3s | Global ETA: 34m 21s
[2025-11-25T12:00:09.155924] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:00:09.156816] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:09.156964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:09.157862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:09.159306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:09.181301] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.29%, Actual: 1.77%
[2025-11-25T12:00:09.192261] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:09.247979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:09.303559] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: -0.43% | Symbol ETA: 5.3s | Global ETA: 34m 21s
[2025-11-25T12:00:09.303870] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T12:00:09.304705] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:09.304842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:09.306558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:09.307171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:09.307673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:09.352501] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 4.51%
[2025-11-25T12:00:09.378292] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:00:09.428984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:09.430552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:09.486552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:09.487696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:09.490941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:00:09.492671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:09.535888] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 1.44%, Actual: 3.14%
[2025-11-25T12:00:09.555289] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:09.621173] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:00:09.655583] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 5.11% | Symbol ETA: 26.1s | Global ETA: 34m 21s
[2025-11-25T12:00:09.655905] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:00:09.656850] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:09.657033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:09.661982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:09.664007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:09.664555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:09.665109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:09.665899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:09.667231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:09.722089] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -4.75%, Actual: 2.11%
[2025-11-25T12:00:09.819964] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:09.889585] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 22.6s | Global ETA: 34m 22s
[2025-11-25T12:00:09.889942] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:00:09.890923] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:09.891070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:09.892015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:09.893898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:09.912570] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.94%, Actual: 1.66%
[2025-11-25T12:00:09.913030] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T12:00:09.999364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:10.131716] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:00:10.139394] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.45%, Actual: 0.48%
[2025-11-25T12:00:10.175368] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:10.329001] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -3.41% | Symbol ETA: 4.7s | Global ETA: 34m 22s
[2025-11-25T12:00:10.329379] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T12:00:10.330800] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:10.330995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:10.333742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:10.334680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:10.335362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:10.379215] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -1.14%, Actual: 0.17%
[2025-11-25T12:00:10.407683] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:10.502192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:10.503783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:10.515409] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -2.18% | Symbol ETA: 25.5s | Global ETA: 34m 22s
[2025-11-25T12:00:10.532368] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:00:10.576059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:10.577441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:10.580591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:00:10.582554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:10.617037] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 5.03%, Actual: 0.43%
[2025-11-25T12:00:10.697926] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -6.13%, Actual: 2.25%
[2025-11-25T12:00:10.715423] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:10.778002] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.30% | Symbol ETA: 21.9s | Global ETA: 34m 23s
[2025-11-25T12:00:10.778311] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:00:10.779338] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:10.779519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:10.780426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:10.781851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:10.802885] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 2.85%, Actual: 0.67%
[2025-11-25T12:00:10.867582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:10.875904] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 6.60%, Actual: 8.06%
[2025-11-25T12:00:10.947052] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T12:00:10.983453] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.66%, Actual: 2.39%
[2025-11-25T12:00:10.983875] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 44.3950%
[2025-11-25T12:00:10.984058] [INFO ] [main      ] LNG: DISCARDED add_micro_gap_fill_velocity (score: 44.40%)
[2025-11-25T12:00:10.984174] [INFO ] [main      ] LNG: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:00:10.984278] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:00:10.984411] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:00:11.000256] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:11.000986] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:00:11.001992] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:11.002133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:11.007352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:11.009629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:11.010434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:11.010979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:11.011873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:11.012812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:11.014729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:11.017879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:11.019011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:11.049146] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.44%, Actual: 1.90%
[2025-11-25T12:00:11.114053] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:11.220509] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -1.86%, Actual: 5.15%
[2025-11-25T12:00:11.223137] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: 0.75% | Symbol ETA: 3.9s | Global ETA: 34m 23s
[2025-11-25T12:00:11.223425] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T12:00:11.224262] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:11.224408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:11.226150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:11.226754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:11.227256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:11.274486] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:00:11.348263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:11.349542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:11.366265] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:00:11.391851] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 8.84%, Actual: 4.95%
[2025-11-25T12:00:11.402238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:11.403222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:11.406069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:00:11.407810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:11.458099] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:11.531842] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.56% | Symbol ETA: 21.2s | Global ETA: 34m 23s
[2025-11-25T12:00:11.533665] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:11.563401] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -5.81%, Actual: 2.13%
[2025-11-25T12:00:11.691585] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.59% | Symbol ETA: 21.0s | Global ETA: 34m 24s
[2025-11-25T12:00:11.691877] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:00:11.692671] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:11.692801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:11.697562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:11.699350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:11.699927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:11.700397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:11.701203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:11.702076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:11.703786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:11.706792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:11.707743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:11.708925] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.05%, Actual: 0.68%
[2025-11-25T12:00:11.737625] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -2.57%, Actual: 3.19%
[2025-11-25T12:00:11.746368] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T12:00:11.902230] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T12:00:11.915389] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 3.21%, Actual: 3.45%
[2025-11-25T12:00:11.917449] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:12.028259] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 3.0s | Global ETA: 34m 24s
[2025-11-25T12:00:12.028542] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T12:00:12.029334] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:12.029479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:12.031211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:12.031816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:12.032291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:12.048240] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:00:12.088103] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 5.11%, Actual: 3.00%
[2025-11-25T12:00:12.088285] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:00:12.151082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:12.152388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:12.204972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:12.206062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:12.208945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:00:12.210664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:12.214871] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:12.259531] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -2.18%, Actual: 2.41%
[2025-11-25T12:00:12.259798] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 62.4401%
[2025-11-25T12:00:12.259999] [INFO ] [main      ] BBAR: DISCARDED add_intraday_skewness_proxies (score: 62.44%)
[2025-11-25T12:00:12.260115] [INFO ] [main      ] BBAR: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:00:12.260219] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile']
[2025-11-25T12:00:12.260327] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:00:12.272089] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 0.54%
[2025-11-25T12:00:12.273576] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:12.274188] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:00:12.275095] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:12.275236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:12.280131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:12.282015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:12.282579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:12.283063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:12.283907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:12.369475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:12.381203] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.64% | Symbol ETA: 20.3s | Global ETA: 34m 24s
[2025-11-25T12:00:12.381483] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:00:12.382372] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:12.382509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:12.387362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:12.389270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:12.389856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:12.390327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:12.391143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:12.392040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:12.393756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:12.396375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:12.397217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:12.442541] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T12:00:12.550901] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T12:00:12.615442] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.53%
[2025-11-25T12:00:12.714697] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:00:12.728798] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:12.756498] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:00:12.802451] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.88%
[2025-11-25T12:00:12.843436] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 1.51% | Symbol ETA: 2.1s | Global ETA: 34m 25s
[2025-11-25T12:00:12.843753] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T12:00:12.844565] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:12.844726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:12.846628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:12.847268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:12.847787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:12.889732] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:12.932490] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:12.973572] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:00:12.981020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:12.982509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:12.990449] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -2.02% | Symbol ETA: 29.0s | Global ETA: 34m 25s
[2025-11-25T12:00:12.990760] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:00:12.991582] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:12.991741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:12.996638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:12.998570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:12.999298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:12.999891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:13.000928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:13.038161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:13.039280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:13.042589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:00:13.044398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:13.086843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:13.092030] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.78% | Symbol ETA: 19.7s | Global ETA: 34m 25s
[2025-11-25T12:00:13.092293] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:00:13.093139] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:13.093275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:13.098057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:13.099906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:13.100463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:13.100953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:13.101764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:13.102623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:13.104426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:13.107305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:13.108232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:13.157143] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.30%, Actual: 0.25%
[2025-11-25T12:00:13.330579] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.56%, Actual: 0.93%
[2025-11-25T12:00:13.330954] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 28.4538%
[2025-11-25T12:00:13.331084] [INFO ] [main      ] BWG: DISCARDED add_intraday_volatility_percentile (score: 28.45%)
[2025-11-25T12:00:13.331194] [INFO ] [main      ] BWG: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:00:13.331299] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag']
[2025-11-25T12:00:13.331404] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:00:13.345034] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:13.345762] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:00:13.346724] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:13.346860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:13.347725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:13.349144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:13.349905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:13.410525] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T12:00:13.430057] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:00:13.454328] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:00:13.592164] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:13.599792] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:13.627249] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:13.690770] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:00:13.698405] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 8.09% | Symbol ETA: 28.2s | Global ETA: 34m 26s
[2025-11-25T12:00:13.698710] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:00:13.699522] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:13.699681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:13.704439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:13.706302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:13.706890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:13.707377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:13.708246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:13.709277] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 1.3s | Global ETA: 34m 26s
[2025-11-25T12:00:13.709573] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T12:00:13.710595] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:13.710787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:13.712907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:13.713528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:13.714050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:13.794481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:13.795960] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 19.0s | Global ETA: 34m 26s
[2025-11-25T12:00:13.796269] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:00:13.797137] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:13.797273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:13.802161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:13.804009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:13.804565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:13.805006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:13.805841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:13.806716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:13.808455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:13.811111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:13.811951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:13.849048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:13.850550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:13.866458] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:13.906481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:13.907579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:13.910784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:00:13.912661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:13.928830] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 27.3s | Global ETA: 34m 26s
[2025-11-25T12:00:13.929101] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:00:13.929977] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:13.930137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:13.930987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:13.932366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:13.933113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:14.138947] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:00:14.162966] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:00:14.277881] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:00:14.279110] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T12:00:14.310823] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:14.334332] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:14.406633] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -1.45% | Symbol ETA: 27.5s | Global ETA: 34m 26s
[2025-11-25T12:00:14.406951] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:00:14.407830] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:14.407971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:14.412900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:14.414774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:14.415331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:14.415819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:14.416714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:14.448604] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:14.461997] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:14.499178] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 2.09% | Symbol ETA: 18.3s | Global ETA: 34m 27s
[2025-11-25T12:00:14.499457] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:00:14.500349] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:14.500487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:14.502326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:14.505559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:14.507630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:14.508261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:14.508772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:14.509603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:14.510550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:14.512159] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 26.7s | Global ETA: 34m 27s
[2025-11-25T12:00:14.512389] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:00:14.512414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:14.513248] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:14.513324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:14.514041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:14.515300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:14.515396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:14.515971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:14.516423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:14.577359] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 1.49% | Symbol ETA: 0.4s | Global ETA: 34m 27s
[2025-11-25T12:00:14.758166] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -2.39%, Actual: 2.49%
[2025-11-25T12:00:14.843735] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:00:14.857236] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:00:14.862718] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:00:14.933618] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 0.68%
[2025-11-25T12:00:15.022299] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:15.030094] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:15.038362] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:15.094177] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 26.1s | Global ETA: 34m 27s
[2025-11-25T12:00:15.094471] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:00:15.095328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:15.095469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:15.096320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:15.097744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:15.098532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:15.112211] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.82%, Actual: 0.50%
[2025-11-25T12:00:15.122530] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -5.21% | Symbol ETA: 26.8s | Global ETA: 34m 27s
[2025-11-25T12:00:15.122865] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:00:15.123724] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:15.123863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:15.128765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:15.130718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:15.131358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:15.131787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:15.132612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:15.199022] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.23% | Symbol ETA: 17.6s | Global ETA: 34m 27s
[2025-11-25T12:00:15.199299] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:00:15.200174] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:15.200311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:15.205335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:15.207240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:15.207839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:15.208351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:15.209109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:15.209990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:15.211741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:15.214438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:15.215303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:15.218766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:15.296246] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.57%
[2025-11-25T12:00:15.445183] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:00:15.516887] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -3.41%, Actual: 0.54%
[2025-11-25T12:00:15.564915] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:00:15.593462] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:00:15.622349] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:15.691317] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 25.5s | Global ETA: 34m 28s
[2025-11-25T12:00:15.691456] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:00:15.692248] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:15.692321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:15.693047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:15.694348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:15.695015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:15.735349] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:15.741695] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: 0.75%, Actual: 0.80%
[2025-11-25T12:00:15.786066] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:15.831175] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 6.08% | Symbol ETA: 26.1s | Global ETA: 34m 28s
[2025-11-25T12:00:15.831445] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:00:15.832356] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:15.832499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:15.837291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:15.839181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:15.839759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:15.840225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:15.841054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:15.919799] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 2.52%
[2025-11-25T12:00:15.924975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:15.949498] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -1.17% | Symbol ETA: 16.9s | Global ETA: 34m 28s
[2025-11-25T12:00:15.949798] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:00:15.950685] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:15.950821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:15.955901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:15.957824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:15.958405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:15.958899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:15.959729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:15.960632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:15.962386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:15.965136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:15.965995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:16.035388] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:00:16.093600] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 1.51%, Actual: 0.11%
[2025-11-25T12:00:16.209016] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:16.262847] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:00:16.271548] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.97% | Symbol ETA: 24.9s | Global ETA: 34m 28s
[2025-11-25T12:00:16.271678] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.27%
[2025-11-25T12:00:16.271885] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:00:16.272770] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:16.272906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:16.273714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:16.275036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:16.275781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:16.318106] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:00:16.432608] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:16.460789] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 1.49%, Actual: 1.30%
[2025-11-25T12:00:16.461191] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 40.9339%
[2025-11-25T12:00:16.461365] [INFO ] [main      ] KOF: DISCARDED add_volume_pressure_into_close (score: 40.93%)
[2025-11-25T12:00:16.461485] [INFO ] [main      ] KOF: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:00:16.461540] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_volume_zscore']
[2025-11-25T12:00:16.461705] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T12:00:16.475542] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:16.476154] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T12:00:16.477105] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:16.477256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:16.479091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:16.479741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:16.480215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:16.499703] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:16.540357] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -2.64% | Symbol ETA: 25.4s | Global ETA: 34m 29s
[2025-11-25T12:00:16.540523] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:00:16.541330] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:16.541552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:16.546354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:16.548259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:16.548831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:16.549335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:16.550179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:16.603683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:16.605003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:16.633285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:16.635365] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:00:16.658332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:16.659300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:16.661745] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.03% | Symbol ETA: 16.2s | Global ETA: 34m 29s
[2025-11-25T12:00:16.661888] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:00:16.662245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:00:16.662705] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:16.662786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:16.664024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:16.667905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:16.669911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:16.670494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:16.670997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:16.671842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:16.672763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:16.674532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:16.677330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:16.678187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:16.808973] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:16.872582] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.46% | Symbol ETA: 24.4s | Global ETA: 34m 29s
[2025-11-25T12:00:16.872917] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:00:16.873782] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:16.873921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:16.874741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:16.876160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:16.876921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:16.971672] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:00:17.006370] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T12:00:17.027476] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:00:17.141707] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:17.175478] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:17.205291] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:17.224901] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:00:17.237090] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 1.51% | Symbol ETA: 24.6s | Global ETA: 34m 29s
[2025-11-25T12:00:17.237389] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:00:17.238253] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:17.238398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:17.243150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:17.244979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:17.245528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:17.246010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:17.246970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:17.292370] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -3.80% | Symbol ETA: 7.5s | Global ETA: 34m 30s
[2025-11-25T12:00:17.292703] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T12:00:17.293583] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:17.293748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:17.295664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:17.296266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:17.296771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:17.330029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:17.375721] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 15.5s | Global ETA: 34m 30s
[2025-11-25T12:00:17.376027] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:00:17.377094] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:17.377245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:17.383311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:17.385861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:17.386535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:17.387085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:17.388008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:17.389245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:17.391592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:17.395207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:17.396397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:17.408551] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:17.426043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:17.427459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:17.473427] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 23.8s | Global ETA: 34m 30s
[2025-11-25T12:00:17.473745] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:00:17.474592] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:17.474749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:17.475605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:17.477042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:17.477822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:17.481062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:17.482060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:17.485023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:00:17.486766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:17.673420] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:00:17.760754] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:00:17.831881] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T12:00:17.839990] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:00:17.847881] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:17.941044] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:17.943920] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 2.44% | Symbol ETA: 23.9s | Global ETA: 34m 30s
[2025-11-25T12:00:17.944245] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:00:17.945094] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:17.945238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:17.950064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:17.951944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:17.952499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:17.952997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:17.953845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:18.001548] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:18.011872] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:18.037510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:18.072154] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 23.2s | Global ETA: 34m 30s
[2025-11-25T12:00:18.072442] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:00:18.073311] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:18.073458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:18.074305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:18.075666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:18.076420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:18.103995] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.26% | Symbol ETA: 14.8s | Global ETA: 34m 30s
[2025-11-25T12:00:18.117939] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 6.8s | Global ETA: 34m 30s
[2025-11-25T12:00:18.118255] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T12:00:18.119308] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:18.119456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:18.121320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:18.121929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:18.122419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:18.250938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:18.252195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:18.282246] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.59%, Actual: 1.77%
[2025-11-25T12:00:18.305257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:18.306280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:18.309318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:00:18.311055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:18.386541] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:00:18.427843] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:00:18.461195] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.64%, Actual: 4.51%
[2025-11-25T12:00:18.555206] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:18.603939] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:18.639207] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.78%, Actual: 3.14%
[2025-11-25T12:00:18.651376] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 4.38% | Symbol ETA: 23.2s | Global ETA: 34m 31s
[2025-11-25T12:00:18.651676] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:00:18.652489] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:00:18.652628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:18.657428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:18.659238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:18.659800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:18.660270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:18.661099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:18.664107] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 22.6s | Global ETA: 34m 31s
[2025-11-25T12:00:18.664388] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:00:18.665230] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:18.665368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:18.666160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:18.667540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:18.668303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:18.711347] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T12:00:18.742580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:18.817535] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.15%, Actual: 2.11%
[2025-11-25T12:00:18.883963] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:18.997866] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.08% | Symbol ETA: 6.1s | Global ETA: 34m 31s
[2025-11-25T12:00:18.998176] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T12:00:18.999277] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:18.999181] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 2.09%, Actual: 1.66%
[2025-11-25T12:00:18.999434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:19.001718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:19.002325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:19.002838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:19.022382] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:00:19.079248] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:00:19.128825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:19.130132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:19.167596] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.23%, Actual: 0.48%
[2025-11-25T12:00:19.183791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:19.184945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:19.187965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:00:19.189699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:19.190897] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:19.247025] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:19.250867] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 22.0s | Global ETA: 34m 32s
[2025-11-25T12:00:19.341408] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -1.17%, Actual: 0.17%
[2025-11-25T12:00:19.341627] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -7.84% | Symbol ETA: 22.5s | Global ETA: 34m 32s
[2025-11-25T12:00:19.422444] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.68%
[2025-11-25T12:00:19.512005] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -2.02%, Actual: 2.25%
[2025-11-25T12:00:19.519326] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.03%, Actual: 0.43%
[2025-11-25T12:00:19.533837] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T12:00:19.595333] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T12:00:19.685332] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 8.09%, Actual: 8.06%
[2025-11-25T12:00:19.702832] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 0.67%
[2025-11-25T12:00:19.714051] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:19.770501] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 0.49%
[2025-11-25T12:00:19.832254] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 5.2s | Global ETA: 34m 32s
[2025-11-25T12:00:19.832548] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T12:00:19.833393] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:19.833538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:19.835291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:19.835894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:19.836373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:19.855726] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -1.45%, Actual: 1.90%
[2025-11-25T12:00:19.872610] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.26%, Actual: 2.39%
[2025-11-25T12:00:19.872966] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 46.6530%
[2025-11-25T12:00:19.873120] [INFO ] [main      ] LNG: DISCARDED add_morning_followthrough_mag_T0 (score: 46.65%)
[2025-11-25T12:00:19.873227] [INFO ] [main      ] LNG: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:00:19.873326] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_morning_range_expansion']
[2025-11-25T12:00:19.873428] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:00:19.888240] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:19.888978] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:00:19.889921] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:19.890055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:19.894982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:19.896898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:19.897488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:19.897972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:19.898774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:19.899725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:19.901414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:19.904096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:00:19.909054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:19.943927] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.04%, Actual: 0.54%
[2025-11-25T12:00:19.962552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:19.963783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:20.017992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:20.019087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:20.021944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:00:20.023532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:20.027776] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -5.21%, Actual: 5.15%
[2025-11-25T12:00:20.128948] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.97%, Actual: 0.84%
[2025-11-25T12:00:20.194872] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 6.08%, Actual: 4.95%
[2025-11-25T12:00:20.245585] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:00:20.298185] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.53%
[2025-11-25T12:00:20.360796] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T12:00:20.362207] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -2.64%, Actual: 2.13%
[2025-11-25T12:00:20.413039] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:20.471569] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.88%
[2025-11-25T12:00:20.532618] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 1.51%, Actual: 3.19%
[2025-11-25T12:00:20.532611] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:20.577684] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.19% | Symbol ETA: 19.3s | Global ETA: 34m 33s
[2025-11-25T12:00:20.577940] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:00:20.578816] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:20.578971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:20.583894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:20.585719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:20.586318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:20.586809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:20.587670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:20.588529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:20.590277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:20.592913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:00:20.597264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:20.649876] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:00:20.650957] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -3.30% | Symbol ETA: 4.4s | Global ETA: 34m 33s
[2025-11-25T12:00:20.651256] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T12:00:20.652123] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:20.652270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:20.654060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:20.654573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:20.655074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:20.704075] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 2.44%, Actual: 3.45%
[2025-11-25T12:00:20.776695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:20.778315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:20.819348] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.21%, Actual: 0.25%
[2025-11-25T12:00:20.831209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:20.832306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:20.835354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:00:20.837096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:20.875199] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 4.38%, Actual: 3.00%
[2025-11-25T12:00:20.934467] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:00:20.988800] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 0.93%
[2025-11-25T12:00:20.989153] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 29.9899%
[2025-11-25T12:00:20.989342] [INFO ] [main      ] BWG: KEPT add_last_hour_momentum_mag (score: 29.99%)
[2025-11-25T12:00:20.989459] [INFO ] [main      ] BWG: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:00:20.989567] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_day_volatility']
[2025-11-25T12:00:20.989691] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:00:21.002838] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:21.003551] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:00:21.004496] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:21.004653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:21.005483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:21.006863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:21.007602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:21.009508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:21.049109] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -7.84%, Actual: 2.41%
[2025-11-25T12:00:21.049365] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 71.8802%
[2025-11-25T12:00:21.049501] [INFO ] [main      ] BBAR: KEPT add_intraday_volatility_percentile (score: 71.88%)
[2025-11-25T12:00:21.049561] [INFO ] [main      ] BBAR: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:00:21.049611] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag']
[2025-11-25T12:00:21.049681] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:00:21.062567] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:21.063106] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:00:21.064061] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:21.064152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:21.069005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:21.070894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:21.071399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:21.071827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:21.072587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:21.104114] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:21.158574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:21.159521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:21.176789] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T12:00:21.276740] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -2.06% | Symbol ETA: 18.7s | Global ETA: 34m 34s
[2025-11-25T12:00:21.277030] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:00:21.277869] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:21.278002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:21.282816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:21.284600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:21.285177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:21.285639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:21.286442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:21.287363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:21.289071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:21.291716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:00:21.295974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:21.353939] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:21.360615] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:00:21.478274] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 3.5s | Global ETA: 34m 34s
[2025-11-25T12:00:21.478605] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T12:00:21.479689] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:21.479878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:21.481872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:21.482614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:21.483175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:21.500101] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:00:21.538493] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:21.603426] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 22.6s | Global ETA: 34m 34s
[2025-11-25T12:00:21.603755] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:00:21.604606] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:21.604767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:21.605574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:21.606935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:21.607701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:21.609602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:21.617923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:21.619377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:21.635759] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:00:21.673379] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:21.677248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:21.678419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:21.681587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:00:21.683724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:21.777052] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -7.08% | Symbol ETA: 28.1s | Global ETA: 34m 34s
[2025-11-25T12:00:21.777549] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:00:21.778379] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:21.778520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:21.783271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:21.785085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:21.785632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:21.786283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:21.787267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:21.811737] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:21.872461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:21.873498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:21.960065] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:00:21.975834] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 18.0s | Global ETA: 34m 35s
[2025-11-25T12:00:21.976119] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:00:21.976979] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:21.977144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:21.981967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:21.983820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:21.984387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:21.984879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:21.985718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:21.986581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:21.988338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:21.991001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:00:21.995339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:22.042095] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T12:00:22.132870] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:22.196240] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 22.0s | Global ETA: 34m 35s
[2025-11-25T12:00:22.196521] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:00:22.197376] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:22.197517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:22.198309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:22.199621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:22.200400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:22.202267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:22.210368] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:00:22.221114] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:22.333317] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:00:22.341778] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -1.37% | Symbol ETA: 2.7s | Global ETA: 34m 35s
[2025-11-25T12:00:22.342086] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T12:00:22.343007] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:22.343156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:22.344970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:22.345598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:22.346152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:22.378839] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:22.477676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:22.477754] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 5.67% | Symbol ETA: 27.3s | Global ETA: 34m 35s
[2025-11-25T12:00:22.478060] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:00:22.478922] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:22.479062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:22.479094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:22.483837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:22.485685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:22.486231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:22.486720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:22.487552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:22.502103] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:22.534265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:22.535519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:22.538875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:00:22.540708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:22.549448] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:00:22.570881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:22.571727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:22.673165] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -2.86% | Symbol ETA: 17.3s | Global ETA: 34m 35s
[2025-11-25T12:00:22.673421] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:00:22.674264] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:22.674398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:22.679288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:22.681109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:22.681676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:22.682140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:22.682948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:22.683860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:22.685552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:22.688271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:00:22.692572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:22.731376] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:22.796575] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 21.4s | Global ETA: 34m 35s
[2025-11-25T12:00:22.796873] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:00:22.797727] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:22.797866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:22.798687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:22.800006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:22.800740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:22.802558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:22.903200] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T12:00:22.909209] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:00:23.032395] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:00:23.076157] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:23.077933] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:23.140994] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:00:23.174176] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 3.78% | Symbol ETA: 26.6s | Global ETA: 34m 36s
[2025-11-25T12:00:23.174478] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:00:23.175303] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:23.175445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:23.180183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:23.181972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:23.182517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:23.182999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:23.183835] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 1.9s | Global ETA: 34m 36s
[2025-11-25T12:00:23.183824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:23.184001] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T12:00:23.184935] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:23.185078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:23.186856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:23.187445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:23.187940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:23.200023] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:23.266203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:23.266965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:23.307786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:23.309008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:23.310297] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:23.360538] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.94% | Symbol ETA: 16.6s | Global ETA: 34m 36s
[2025-11-25T12:00:23.360839] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:00:23.361356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:23.361752] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:23.361896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:23.362364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:23.365223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:00:23.366720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:23.366957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:23.368559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:23.369135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:23.369631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:23.370431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:23.371308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:23.373017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:23.374281] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 20.8s | Global ETA: 34m 36s
[2025-11-25T12:00:23.374564] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:00:23.375441] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:23.375586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:23.375706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:00:23.376405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:23.377764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:23.378543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:23.380181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:23.380489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:23.601859] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:00:23.705759] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T12:00:23.719821] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:00:23.722907] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:00:23.769874] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:23.867503] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -5.91% | Symbol ETA: 25.9s | Global ETA: 34m 37s
[2025-11-25T12:00:23.867812] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:00:23.868662] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:23.868800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:23.873930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:23.875730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:23.876274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:23.876761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:23.877594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:23.880332] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:23.895451] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:23.909428] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:23.961610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:23.962382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:23.982809] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 20.2s | Global ETA: 34m 37s
[2025-11-25T12:00:23.983132] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:00:23.984160] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:23.984320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:23.985221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:23.987161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:23.988057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:23.990246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:23.992095] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 1.0s | Global ETA: 34m 37s
[2025-11-25T12:00:23.992397] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T12:00:23.993262] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:23.993407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:23.995169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:23.995835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:23.996321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:24.059087] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -0.33% | Symbol ETA: 15.9s | Global ETA: 34m 37s
[2025-11-25T12:00:24.059368] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:00:24.060250] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:24.060389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:24.065378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:24.067310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:24.067903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:24.068412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:24.069243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:24.070168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:24.071893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:24.074668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:00:24.079198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:24.117743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:24.119026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:24.172408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:24.173532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:24.176435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:00:24.178125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:24.304124] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:00:24.360039] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:00:24.433626] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:00:24.472975] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:24.526237] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T12:00:24.538663] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:24.570353] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 8.36% | Symbol ETA: 25.2s | Global ETA: 34m 37s
[2025-11-25T12:00:24.570504] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:00:24.571286] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:24.571512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:24.576241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:24.578112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:24.578714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:24.579182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:24.580013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:24.605052] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 19.6s | Global ETA: 34m 37s
[2025-11-25T12:00:24.605281] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:00:24.606282] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:24.606431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:24.607338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:24.608355] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:24.608885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:24.610023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:24.612579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:24.664212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:24.665006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:24.703686] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:24.778986] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 15.2s | Global ETA: 34m 38s
[2025-11-25T12:00:24.779272] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:00:24.780138] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:24.780277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:24.785043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:24.786887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:24.787466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:24.787993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:24.788813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:24.789710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:24.791370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:24.794019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:00:24.798426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:24.814792] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 2.89% | Symbol ETA: 0.2s | Global ETA: 34m 38s
[2025-11-25T12:00:24.965352] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:00:24.991969] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -3.80%, Actual: 2.49%
[2025-11-25T12:00:25.059305] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:00:25.138547] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:00:25.140503] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:25.169360] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: 0.42%, Actual: 0.68%
[2025-11-25T12:00:25.204352] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 19.0s | Global ETA: 34m 38s
[2025-11-25T12:00:25.204665] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:00:25.205509] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:25.205679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:25.206464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:25.207874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:25.208673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:25.210711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:25.229939] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:25.308146] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:25.326464] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -3.64% | Symbol ETA: 24.5s | Global ETA: 34m 38s
[2025-11-25T12:00:25.326625] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:00:25.327561] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:25.327716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:25.332538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:25.334374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:25.334944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:25.335408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:25.336227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:25.346239] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.08%, Actual: 0.50%
[2025-11-25T12:00:25.419966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:25.420667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:25.471418] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 5.00% | Symbol ETA: 14.5s | Global ETA: 34m 38s
[2025-11-25T12:00:25.471719] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:00:25.472584] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:25.472738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:25.477591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:25.479448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:25.480045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:25.480524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:25.481339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:25.482218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:25.483963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:25.486664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:00:25.491089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:25.521986] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.93%, Actual: 0.57%
[2025-11-25T12:00:25.553450] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:00:25.697627] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -3.30%, Actual: 0.54%
[2025-11-25T12:00:25.725691] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:25.758182] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:00:25.788510] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 18.4s | Global ETA: 34m 39s
[2025-11-25T12:00:25.788833] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:00:25.790159] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:25.790296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:25.791089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:25.792399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:25.793137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:25.795057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:25.830122] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:00:25.870866] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.89%, Actual: 0.80%
[2025-11-25T12:00:25.926096] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:25.998921] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:26.022097] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -4.20% | Symbol ETA: 23.8s | Global ETA: 34m 39s
[2025-11-25T12:00:26.022242] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:00:26.023008] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:26.023083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:26.027831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:26.029553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:26.030060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:26.030454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:26.031204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:26.043233] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.37%, Actual: 2.52%
[2025-11-25T12:00:26.114838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:26.115612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:26.137819] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:00:26.178906] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 13.8s | Global ETA: 34m 39s
[2025-11-25T12:00:26.179246] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:00:26.180507] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:26.180704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:26.186309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:26.188345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:26.188968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:26.189480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:26.190259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:26.191179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:26.192972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:26.195800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:00:26.200388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:26.216455] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 0.11%
[2025-11-25T12:00:26.311739] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:26.375849] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 17.8s | Global ETA: 34m 39s
[2025-11-25T12:00:26.376141] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:00:26.376986] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:26.377151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:26.377975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:26.379345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:26.380116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:26.381982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:26.391809] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 0.13%, Actual: 0.27%
[2025-11-25T12:00:26.454526] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:00:26.542044] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:00:26.569042] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.89%, Actual: 1.30%
[2025-11-25T12:00:26.569409] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 52.1961%
[2025-11-25T12:00:26.569586] [INFO ] [main      ] KOF: DISCARDED add_volume_zscore (score: 52.20%)
[2025-11-25T12:00:26.569722] [INFO ] [main      ] KOF: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:00:26.569827] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure', 'add_vwap_deviations']
[2025-11-25T12:00:26.569939] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T12:00:26.583447] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:26.584202] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 2
[2025-11-25T12:00:26.585137] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:26.585278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:26.587098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:26.587710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:26.588181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:26.623572] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:26.716178] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:26.718332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:26.719900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:26.721794] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -2.05% | Symbol ETA: 23.1s | Global ETA: 34m 40s
[2025-11-25T12:00:26.722110] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:00:26.722940] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:26.723081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:26.723867] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:00:26.727867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:26.729681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:26.730238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:26.730728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:26.731530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:26.776773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:26.778093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:26.781408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:00:26.787410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:26.819496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:26.820597] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:26.885543] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.70% | Symbol ETA: 13.1s | Global ETA: 34m 40s
[2025-11-25T12:00:26.894493] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:26.956412] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 17.2s | Global ETA: 34m 40s
[2025-11-25T12:00:27.058606] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.19%, Actual: 1.77%
[2025-11-25T12:00:27.131579] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.05%, Actual: 0.68%
[2025-11-25T12:00:27.133704] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-20
[2025-11-25T12:00:27.154735] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:00:27.230737] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -2.06%, Actual: 4.51%
[2025-11-25T12:00:27.304486] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:27.305268] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.82%
[2025-11-25T12:00:27.324120] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:27.399241] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 3.14%
[2025-11-25T12:00:27.417405] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 0.83% | Symbol ETA: 22.4s | Global ETA: 34m 40s
[2025-11-25T12:00:27.417712] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:00:27.418512] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:27.418672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:27.423408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:27.425212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:27.425784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:27.426255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:27.427104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:27.434413] [INFO ] [main      ] KOF: Lookback Days: 2, Magnitude: -1.65% | Symbol ETA: 7.6s | Global ETA: 34m 40s
[2025-11-25T12:00:27.434726] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 3
[2025-11-25T12:00:27.435497] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:27.435658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:27.437611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:27.438243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:27.438760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:27.476230] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:00:27.510524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:27.511270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:27.567995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:27.569333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:27.569388] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -2.86%, Actual: 2.11%
[2025-11-25T12:00:27.625032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:27.626273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:27.629288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:00:27.635323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:27.649621] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 0.54%
[2025-11-25T12:00:27.740806] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.94%, Actual: 1.66%
[2025-11-25T12:00:27.823462] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T12:00:27.847905] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:00:27.909985] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 0.48%
[2025-11-25T12:00:27.979573] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-19
[2025-11-25T12:00:27.997939] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.53%
[2025-11-25T12:00:28.019972] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:28.082104] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 0.17%
[2025-11-25T12:00:28.114275] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -2.99% | Symbol ETA: 21.7s | Global ETA: 34m 41s
[2025-11-25T12:00:28.154559] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:28.170425] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.88%
[2025-11-25T12:00:28.252333] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 5.00%, Actual: 0.43%
[2025-11-25T12:00:28.274412] [INFO ] [main      ] KOF: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 6.8s | Global ETA: 34m 41s
[2025-11-25T12:00:28.274711] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 4
[2025-11-25T12:00:28.275540] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:28.275627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:28.277489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:28.278266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:28.278699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:28.286972] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -7.08%, Actual: 2.25%
[2025-11-25T12:00:28.345780] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:00:28.409093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:28.410488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:28.423059] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.67%
[2025-11-25T12:00:28.456528] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 5.67%, Actual: 8.06%
[2025-11-25T12:00:28.465184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:28.466313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:28.469429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:00:28.475494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:28.516482] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.34%, Actual: 0.25%
[2025-11-25T12:00:28.594699] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.70%, Actual: 2.39%
[2025-11-25T12:00:28.595096] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 46.8935%
[2025-11-25T12:00:28.595255] [INFO ] [main      ] LNG: DISCARDED add_morning_range_expansion (score: 46.89%)
[2025-11-25T12:00:28.595364] [INFO ] [main      ] LNG: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:00:28.595467] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_open_11_elasticity']
[2025-11-25T12:00:28.595570] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:00:28.611910] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:28.612610] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:00:28.613561] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:28.613919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:28.618778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:28.620661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:28.621225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:28.621716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:28.622513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:28.623428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:28.625154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:28.627866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:00:28.629105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:28.630449] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 3.78%, Actual: 1.90%
[2025-11-25T12:00:28.724018] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 0.93%
[2025-11-25T12:00:28.724415] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 27.8280%
[2025-11-25T12:00:28.724550] [INFO ] [main      ] BWG: DISCARDED add_late_day_volatility (score: 27.83%)
[2025-11-25T12:00:28.724683] [INFO ] [main      ] BWG: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:00:28.724793] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure']
[2025-11-25T12:00:28.724910] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:00:28.738532] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:28.739157] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:00:28.740125] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:28.740269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:28.741119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:28.742564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:28.743337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:28.746342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:28.815686] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -5.91%, Actual: 5.15%
[2025-11-25T12:00:28.853451] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-18
[2025-11-25T12:00:28.969984] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:00:28.995233] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 8.36%, Actual: 4.95%
[2025-11-25T12:00:29.031079] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:29.106768] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:00:29.143578] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:29.152257] [INFO ] [main      ] KOF: Lookback Days: 4, Magnitude: 1.49% | Symbol ETA: 6.0s | Global ETA: 34m 42s
[2025-11-25T12:00:29.152424] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 5
[2025-11-25T12:00:29.153377] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:29.153532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:29.155408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:29.156220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:29.156898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:29.189481] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -3.64%, Actual: 2.13%
[2025-11-25T12:00:29.286303] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:29.288796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:29.290106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:29.330479] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 3.08% | Symbol ETA: 18.4s | Global ETA: 34m 42s
[2025-11-25T12:00:29.330787] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:00:29.331614] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:29.331767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:29.336604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:29.338503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:29.339077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:29.339574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:29.340382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:29.341261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:29.342983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:29.345632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:00:29.346906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:29.353119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:29.354782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:29.359111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:00:29.365796] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 21.6s | Global ETA: 34m 42s
[2025-11-25T12:00:29.366071] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:00:29.366963] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:29.367141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:29.367735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:29.367952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:29.369410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:29.370222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:29.373248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:29.402846] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -4.20%, Actual: 3.19%
[2025-11-25T12:00:29.574391] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -2.05%, Actual: 3.45%
[2025-11-25T12:00:29.707753] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:00:29.720152] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-17
[2025-11-25T12:00:29.749495] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 3.00%
[2025-11-25T12:00:29.753700] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:00:29.894756] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:29.910085] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:29.926491] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -2.99%, Actual: 2.41%
[2025-11-25T12:00:29.927166] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 58.5946%
[2025-11-25T12:00:29.927322] [INFO ] [main      ] BBAR: DISCARDED add_last_hour_momentum_mag (score: 58.59%)
[2025-11-25T12:00:29.927464] [INFO ] [main      ] BBAR: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:00:29.927590] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_late_day_volatility']
[2025-11-25T12:00:29.927724] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:00:29.932244] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:29.942992] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:29.943413] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:00:29.944315] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:29.944394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:29.950074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:29.952016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:29.952705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:29.953231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:29.954117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:30.001798] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 21.0s | Global ETA: 34m 43s
[2025-11-25T12:00:30.001951] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:00:30.002753] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:30.002827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:30.003566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:30.004845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:30.005493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:30.008259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:30.033961] [INFO ] [main      ] KOF: Lookback Days: 5, Magnitude: 0.13% | Symbol ETA: 5.2s | Global ETA: 34m 43s
[2025-11-25T12:00:30.034119] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 6
[2025-11-25T12:00:30.035006] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:30.035091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:30.036946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:30.037538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:30.037985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:30.045932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:30.048164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:30.074152] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -2.65% | Symbol ETA: 17.7s | Global ETA: 34m 43s
[2025-11-25T12:00:30.074293] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:00:30.075064] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:30.075194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:30.080304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:30.082176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:30.082683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:30.083108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:30.083849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:30.084732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:30.086488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:30.089198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:00:30.090402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:30.175973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:30.177256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:30.232073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:30.233197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:30.236405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:00:30.242714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:30.373048] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:00:30.405637] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:00:30.436269] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:00:30.562598] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:30.583820] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:30.607419] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:30.619569] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-14
[2025-11-25T12:00:30.630817] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 20.3s | Global ETA: 34m 44s
[2025-11-25T12:00:30.631129] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:00:30.632034] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:30.632178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:30.633033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:30.634421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:30.635174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:30.638107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:30.687669] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -1.29% | Symbol ETA: 26.7s | Global ETA: 34m 44s
[2025-11-25T12:00:30.687968] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:00:30.688902] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:30.689048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:30.694166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:30.696181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:30.696840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:30.697357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:30.698235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:30.774319] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 16.9s | Global ETA: 34m 44s
[2025-11-25T12:00:30.774598] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:00:30.775466] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:30.775622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:30.780880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:30.783030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:30.783617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:30.784120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:30.784982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:30.785917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:30.786085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:30.787773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:30.788437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:30.790516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:00:30.791838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:30.798013] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:30.917825] [INFO ] [main      ] KOF: Lookback Days: 6, Magnitude: -2.60% | Symbol ETA: 4.3s | Global ETA: 34m 44s
[2025-11-25T12:00:30.918132] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 7
[2025-11-25T12:00:30.919067] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:30.919215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:30.921104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:30.921786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:30.922299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:30.995780] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:00:31.056324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:31.057798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:31.111321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:31.112378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:31.115284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:00:31.120969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:31.129525] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:00:31.153216] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:00:31.178153] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:31.255236] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 19.7s | Global ETA: 34m 44s
[2025-11-25T12:00:31.255388] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:00:31.256373] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:31.256512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:31.257507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:31.259158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:31.260045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:31.263430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:31.302018] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:31.338710] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:31.400758] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 4.63% | Symbol ETA: 25.8s | Global ETA: 34m 45s
[2025-11-25T12:00:31.400902] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:00:31.401659] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:31.401751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:31.406388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:31.408161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:31.408718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:31.409124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:31.409885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:31.483194] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-13
[2025-11-25T12:00:31.496162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:31.498672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:31.542070] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.04% | Symbol ETA: 16.3s | Global ETA: 34m 45s
[2025-11-25T12:00:31.542251] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:00:31.543392] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:31.543683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:31.551538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:31.554528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:31.555334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:31.556019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:31.557230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:31.558574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:31.561139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:31.565270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:00:31.567193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:31.628348] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:00:31.672518] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:31.789980] [INFO ] [main      ] KOF: Lookback Days: 7, Magnitude: -0.36% | Symbol ETA: 3.5s | Global ETA: 34m 45s
[2025-11-25T12:00:31.790271] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 8
[2025-11-25T12:00:31.791127] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:31.791269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:31.793019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:31.793622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:31.794112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:31.819263] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:31.839831] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:00:31.889078] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 19.1s | Global ETA: 34m 45s
[2025-11-25T12:00:31.889276] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:00:31.890193] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:31.890426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:31.891311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:31.892758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:31.893584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:31.897160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:31.917245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:31.918587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:31.929363] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:00:31.971209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:31.972255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:31.975123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:00:31.980984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:32.011137] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:32.107062] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:32.113858] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -3.06% | Symbol ETA: 25.0s | Global ETA: 34m 45s
[2025-11-25T12:00:32.114196] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:00:32.115185] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:32.115337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:32.120536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:32.122622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:32.123239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:32.123756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:32.124590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:32.215688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:32.218108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:32.264057] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:00:32.270320] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.36% | Symbol ETA: 15.6s | Global ETA: 34m 45s
[2025-11-25T12:00:32.270590] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:00:32.271413] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:32.271549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:32.276339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:32.278187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:32.278747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:32.279204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:32.280011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:32.280906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:32.282597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:32.285285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:00:32.286518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:32.327708] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-12
[2025-11-25T12:00:32.442021] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:32.498705] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:32.512003] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 18.4s | Global ETA: 34m 46s
[2025-11-25T12:00:32.512161] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:00:32.513275] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:32.513358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:32.514157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:32.515475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:32.516168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:32.519026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:32.567798] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:00:32.622765] [INFO ] [main      ] KOF: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 2.6s | Global ETA: 34m 46s
[2025-11-25T12:00:32.623069] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 9
[2025-11-25T12:00:32.624165] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:32.624334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:32.626494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:32.627446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:32.628246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:32.646260] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:00:32.739194] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:32.774006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:32.775290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:32.837660] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:32.837857] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -4.32% | Symbol ETA: 24.3s | Global ETA: 34m 46s
[2025-11-25T12:00:32.838142] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:00:32.838358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:32.839005] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:32.839081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:32.840076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:32.843794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:32.843939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:00:32.845535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:32.846046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:32.846444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:32.847228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:32.852205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:32.889031] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:00:32.935604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:32.937766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:33.013695] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -3.16% | Symbol ETA: 14.8s | Global ETA: 34m 46s
[2025-11-25T12:00:33.013863] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:00:33.014709] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:33.014811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:33.019943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:33.021965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:33.022729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:33.023220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:33.024129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:33.025075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:33.026901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:33.029770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:00:33.031134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:33.071042] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:33.138673] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 17.8s | Global ETA: 34m 46s
[2025-11-25T12:00:33.138967] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:00:33.139856] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:33.140000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:33.140882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:33.142296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:33.143076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:33.145928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:33.208571] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-11
[2025-11-25T12:00:33.278820] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:00:33.378536] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:33.388220] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:00:33.452017] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:33.489741] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:00:33.491887] [INFO ] [main      ] KOF: Lookback Days: 9, Magnitude: 0.06% | Symbol ETA: 1.7s | Global ETA: 34m 47s
[2025-11-25T12:00:33.492189] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 10
[2025-11-25T12:00:33.493080] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:33.493223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:33.494959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:33.495563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:33.496078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:33.550383] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 10.39% | Symbol ETA: 23.6s | Global ETA: 34m 47s
[2025-11-25T12:00:33.550698] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:00:33.551538] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:33.551697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:33.556772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:33.558728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:33.559309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:33.559828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:33.560706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:33.575666] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:33.636406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:33.637999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:33.649692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:33.651881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:33.670096] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:33.693433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:33.694953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:33.698787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:00:33.705314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:33.737407] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 17.2s | Global ETA: 34m 47s
[2025-11-25T12:00:33.737742] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:00:33.738687] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:33.738840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:33.739064] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.66% | Symbol ETA: 14.1s | Global ETA: 34m 47s
[2025-11-25T12:00:33.739338] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:00:33.739757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:33.740198] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:33.740343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:33.741194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:33.742007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:33.744979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:33.745325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:33.747319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:33.747956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:33.748424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:33.749258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:33.750174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:33.751964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:33.754832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:00:33.756110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:33.994151] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:00:34.063693] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-10
[2025-11-25T12:00:34.091886] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:00:34.115078] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:00:34.165064] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:34.238848] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:34.261814] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:34.264675] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -6.22% | Symbol ETA: 22.9s | Global ETA: 34m 48s
[2025-11-25T12:00:34.264836] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:00:34.265791] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:34.265930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:34.270708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:34.272516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:34.273092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:34.273592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:34.274442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:34.295195] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:34.326582] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 16.5s | Global ETA: 34m 48s
[2025-11-25T12:00:34.326890] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:00:34.327818] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:00:34.327962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:34.328804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:34.330107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:34.330883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:34.333625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:34.353453] [INFO ] [main      ] KOF: Lookback Days: 10, Magnitude: -1.10% | Symbol ETA: 0.9s | Global ETA: 34m 48s
[2025-11-25T12:00:34.353773] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 11
[2025-11-25T12:00:34.354605] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:34.354766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:34.356494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:34.357116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:34.357599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:00:34.360878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:34.363020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:34.457432] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 5.87% | Symbol ETA: 13.4s | Global ETA: 34m 48s
[2025-11-25T12:00:34.457740] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:00:34.458584] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:34.458749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:34.463552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:34.465395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:34.465993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:34.466455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:34.467292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:34.468221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:34.469962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:34.472699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:00:34.473932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:34.483711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:00:34.485072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:00:34.539777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:34.540835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:00:34.543954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:00:34.550064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:34.688450] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:00:34.720074] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:00:34.814931] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:00:34.867671] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:34.900374] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-07
[2025-11-25T12:00:34.902533] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:34.933509] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.54% | Symbol ETA: 15.9s | Global ETA: 34m 48s
[2025-11-25T12:00:34.985884] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:35.001473] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 1.22% | Symbol ETA: 22.1s | Global ETA: 34m 48s
[2025-11-25T12:00:35.001795] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:00:35.002874] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:35.003051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:35.008084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:35.010180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:35.010788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:35.011290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:35.012165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:35.073038] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:35.101389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:35.103915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:35.107455] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.11%, Actual: 0.68%
[2025-11-25T12:00:35.151566] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 12.6s | Global ETA: 34m 49s
[2025-11-25T12:00:35.151748] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:00:35.152684] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:35.152818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:35.157714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:35.159520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:35.160086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:35.160557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:35.161378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:35.162265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:35.163963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:35.166616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:00:35.167911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:35.184520] [INFO ] [main      ] KOF: Lookback Days: 11, Magnitude: 3.51% | Symbol ETA: 0.0s | Global ETA: 34m 49s
[2025-11-25T12:00:35.282060] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 0.82%
[2025-11-25T12:00:35.358432] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -1.65%, Actual: 2.49%
[2025-11-25T12:00:35.456712] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:00:35.457704] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:00:35.529939] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -1.10%, Actual: 0.68%
[2025-11-25T12:00:35.543148] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:00:35.632039] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.12%, Actual: 0.54%
[2025-11-25T12:00:35.636010] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:35.702743] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: 1.49%, Actual: 0.50%
[2025-11-25T12:00:35.713905] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:35.733937] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -1.19% | Symbol ETA: 21.4s | Global ETA: 34m 49s
[2025-11-25T12:00:35.734251] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:00:35.735162] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:35.735310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:35.740500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:35.742625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:35.743241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:35.743770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:35.744625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:35.806979] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T12:00:35.832196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:35.834560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:35.873271] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.05% | Symbol ETA: 11.9s | Global ETA: 34m 49s
[2025-11-25T12:00:35.875046] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.57%
[2025-11-25T12:00:35.980767] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.53%
[2025-11-25T12:00:36.045234] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 3.08%, Actual: 1.77%
[2025-11-25T12:00:36.047482] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -2.60%, Actual: 0.54%
[2025-11-25T12:00:36.153708] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.88%
[2025-11-25T12:00:36.181236] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:00:36.215493] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -2.65%, Actual: 4.51%
[2025-11-25T12:00:36.221766] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 0.80%
[2025-11-25T12:00:36.327464] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:00:36.352236] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:36.386875] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.90%, Actual: 3.14%
[2025-11-25T12:00:36.400856] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 2.52%
[2025-11-25T12:00:36.447333] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 8.62% | Symbol ETA: 20.7s | Global ETA: 34m 50s
[2025-11-25T12:00:36.447664] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:00:36.448485] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:36.448717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:36.453467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:36.455317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:36.455893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:36.456370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:36.457271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:36.501147] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.17%, Actual: 0.25%
[2025-11-25T12:00:36.539253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:00:36.541634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:36.561051] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.04%, Actual: 2.11%
[2025-11-25T12:00:36.579678] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.11%
[2025-11-25T12:00:36.674714] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.54%, Actual: 0.93%
[2025-11-25T12:00:36.675120] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 35.8927%
[2025-11-25T12:00:36.675310] [INFO ] [main      ] BWG: KEPT add_late_hour_microstructure (score: 35.89%)
[2025-11-25T12:00:36.675429] [INFO ] [main      ] BWG: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:00:36.675536] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_late_session_pressure']
[2025-11-25T12:00:36.675665] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:00:36.689999] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:36.690492] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:00:36.691365] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:36.691441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:36.692205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:36.693483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:36.694173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:36.696901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:36.697999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:36.734135] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.36%, Actual: 1.66%
[2025-11-25T12:00:36.753431] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: -1.10%, Actual: 0.27%
[2025-11-25T12:00:36.886356] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:00:36.922013] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 3.51%, Actual: 1.30%
[2025-11-25T12:00:36.922380] [INFO ] [main      ] KOF: Magnitude Forecast Confidence: 37.8928%
[2025-11-25T12:00:36.922492] [INFO ] [main      ] KOF: DISCARDED add_vwap_deviations (score: 37.89%)
[2025-11-25T12:00:36.922608] [INFO ] [main      ] KOF: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:00:36.922732] [INFO ] [main      ] KOF: Best accuracy: 55.21%
[2025-11-25T12:00:36.922840] [INFO ] [main      ] KOF: Best feature set (8 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_prior_day_tail_pressure']
[2025-11-25T12:00:36.922894] [INFO ] [main      ] KOF: Improvement over baseline: 17.67%
[2025-11-25T12:00:36.922992] [INFO ] [main      ] KOF: Total time: 8.6 minutes
[2025-11-25T12:00:36.923092] [INFO ] [main      ] KOF: Average time per feature: 9.9 seconds
[2025-11-25T12:00:36.923141] [INFO ] [main      ] KOF: Average speed: 0.10 features/sec
[2025-11-25T12:00:36.961589] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -3.16%, Actual: 0.48%
[2025-11-25T12:00:37.045977] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:00:37.058709] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:37.112714] [DEBUG] [METRICS   ] KOF: 2025-11-21:2025-11-24: Predicted: -3.11%, Actual: 2.49%
[2025-11-25T12:00:37.136426] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.66%, Actual: 0.17%
[2025-11-25T12:00:37.157171] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -6.94% | Symbol ETA: 20.0s | Global ETA: 34m 51s
[2025-11-25T12:00:37.221039] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:37.288506] [DEBUG] [METRICS   ] KOF: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 0.68%
[2025-11-25T12:00:37.290218] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 20.4s | Global ETA: 34m 51s
[2025-11-25T12:00:37.290512] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:00:37.291365] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:37.291512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:37.292343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:37.293758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:37.294484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:37.297327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:37.298477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:37.311308] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 5.87%, Actual: 0.43%
[2025-11-25T12:00:37.332865] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -1.29%, Actual: 2.25%
[2025-11-25T12:00:37.464610] [DEBUG] [METRICS   ] KOF: 2025-11-19:2025-11-20: Predicted: -0.43%, Actual: 0.50%
[2025-11-25T12:00:37.484946] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.35%, Actual: 0.67%
[2025-11-25T12:00:37.504224] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 4.63%, Actual: 8.06%
[2025-11-25T12:00:37.640420] [DEBUG] [METRICS   ] KOF: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 0.57%
[2025-11-25T12:00:37.649464] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:00:37.657789] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.05%, Actual: 2.39%
[2025-11-25T12:00:37.658044] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 41.3760%
[2025-11-25T12:00:37.658280] [INFO ] [main      ] LNG: DISCARDED add_open_11_elasticity (score: 41.38%)
[2025-11-25T12:00:37.658402] [INFO ] [main      ] LNG: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:00:37.658500] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_open_reversal_intensity']
[2025-11-25T12:00:37.658619] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:00:37.673428] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:37.674155] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:00:37.675162] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:37.675301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:37.678806] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -3.06%, Actual: 1.90%
[2025-11-25T12:00:37.680381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:37.682283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:37.682913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:37.683381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:37.684218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:37.685128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:37.686900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:37.689685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:00:37.691133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:37.813798] [DEBUG] [METRICS   ] KOF: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 0.54%
[2025-11-25T12:00:37.825503] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:37.853471] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -4.32%, Actual: 5.15%
[2025-11-25T12:00:37.897571] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 19.8s | Global ETA: 34m 52s
[2025-11-25T12:00:37.897894] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:00:37.898787] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:37.898928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:37.899739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:37.901084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:37.901825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:37.904861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:37.905978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:37.989217] [DEBUG] [METRICS   ] KOF: 2025-11-14:2025-11-17: Predicted: -0.37%, Actual: 0.80%
[2025-11-25T12:00:38.032546] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 10.39%, Actual: 4.95%
[2025-11-25T12:00:38.037527] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:00:38.168104] [DEBUG] [METRICS   ] KOF: 2025-11-13:2025-11-14: Predicted: -1.68%, Actual: 2.52%
[2025-11-25T12:00:38.208902] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:38.209329] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -6.22%, Actual: 2.13%
[2025-11-25T12:00:38.259674] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:00:38.343099] [DEBUG] [METRICS   ] KOF: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 0.11%
[2025-11-25T12:00:38.378426] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.87% | Symbol ETA: 17.8s | Global ETA: 34m 52s
[2025-11-25T12:00:38.378740] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:00:38.379582] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:38.379745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:38.384780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:38.386664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:38.387250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:38.387741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:38.388561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:38.389461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:38.391219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:38.394020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:00:38.395521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:38.399593] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 1.22%, Actual: 3.19%
[2025-11-25T12:00:38.437051] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:38.507794] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 19.3s | Global ETA: 34m 52s
[2025-11-25T12:00:38.507949] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:00:38.508739] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:38.508836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:38.509566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:38.510877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:38.511517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:38.514628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:38.515771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:38.516853] [DEBUG] [METRICS   ] KOF: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 0.27%
[2025-11-25T12:00:38.588530] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -1.19%, Actual: 3.45%
[2025-11-25T12:00:38.695343] [DEBUG] [METRICS   ] KOF: 2025-11-10:2025-11-11: Predicted: 2.18%, Actual: 1.30%
[2025-11-25T12:00:38.696115] [INFO ] [LOCAL     ] Saved configuration for KOF: 8 features, 55.21% accuracy -> ./output/feature-sets/KOF.json
[2025-11-25T12:00:38.698015] [INFO ] [main      ] Progress: 16/31 symbols completed (51.6%). KOF finished in 8m 44s. ETA: 30m 39s. Rate: 0.49 symbols/min
[2025-11-25T12:00:38.700432] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:00:38.713456] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:38.714470] [INFO ] [main      ] CMU: Testing with 53 available features
[2025-11-25T12:00:38.714600] [INFO ] [main      ] CMU: Establishing baseline with no features...
[2025-11-25T12:00:38.714738] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:00:38.729164] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:38.729738] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:00:38.730691] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:00:38.753790] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:00:38.771551] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 8.62%, Actual: 3.00%
[2025-11-25T12:00:38.875829] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:00:38.927528] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:38.949548] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -6.94%, Actual: 2.41%
[2025-11-25T12:00:38.949976] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 48.6098%
[2025-11-25T12:00:38.950159] [INFO ] [main      ] BBAR: DISCARDED add_late_day_volatility (score: 48.61%)
[2025-11-25T12:00:38.950285] [INFO ] [main      ] BBAR: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:00:38.950395] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_late_hour_microstructure']
[2025-11-25T12:00:38.950509] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:00:38.963713] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:38.964444] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:00:38.965504] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:38.965669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:38.970760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:38.972878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:38.973476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:38.973998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:38.974867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:39.050848] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:39.063391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:39.066703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:39.078537] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:00:39.101636] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.25% | Symbol ETA: 17.1s | Global ETA: 30m 39s
[2025-11-25T12:00:39.101951] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:00:39.102811] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:39.102945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:39.107813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:39.109727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:39.110267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:39.110748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:39.111534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:39.112417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:39.114154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:39.116801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:00:39.118237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:39.120947] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 18.7s | Global ETA: 30m 39s
[2025-11-25T12:00:39.121243] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:00:39.122150] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:39.122292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:39.123132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:39.124480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:39.125227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:39.128265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:39.129520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:39.263839] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:39.314992] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00%
[2025-11-25T12:00:39.315287] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:00:39.316136] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:00:39.418954] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:00:39.478071] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:00:39.479221] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:00:39.596022] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:39.653240] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:39.656911] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:39.664262] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:00:39.701963] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -3.12% | Symbol ETA: 25.2s | Global ETA: 30m 40s
[2025-11-25T12:00:39.702280] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:00:39.703159] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:39.703299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:39.708306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:39.710395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:39.711063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:39.711541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:39.712376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:39.722465] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.80% | Symbol ETA: 18.0s | Global ETA: 30m 40s
[2025-11-25T12:00:39.722720] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:00:39.723548] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:39.723717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:39.724491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:39.725856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:39.726576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:39.729564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:39.730728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:39.800296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:39.803699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:39.824454] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -1.09% | Symbol ETA: 16.4s | Global ETA: 30m 40s
[2025-11-25T12:00:39.824777] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:00:39.825764] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:39.825907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:39.830958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:39.833101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:39.833784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:39.834264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:39.835157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:39.836134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:39.838041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:39.840975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:00:39.842590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:39.844395] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:39.897327] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00%
[2025-11-25T12:00:39.897630] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:00:39.898504] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:00:40.069273] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:00:40.157121] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:00:40.203891] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:00:40.238929] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:40.256418] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:00:40.306390] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 17.4s | Global ETA: 30m 40s
[2025-11-25T12:00:40.306634] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:00:40.307499] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:40.307656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:40.308441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:40.309811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:40.310527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:40.313284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:40.314470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:40.339538] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:40.394988] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:40.427071] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:40.446446] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 6.25% | Symbol ETA: 24.5s | Global ETA: 30m 41s
[2025-11-25T12:00:40.446769] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:00:40.447690] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:40.447852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:40.452891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:40.454868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:40.455475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:40.456027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:40.456988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:40.479412] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00%
[2025-11-25T12:00:40.479591] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:00:40.480368] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:00:40.549889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:40.553262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:40.596597] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 15.8s | Global ETA: 30m 41s
[2025-11-25T12:00:40.596799] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:00:40.597912] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:40.598022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:40.603883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:40.605969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:40.606777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:40.607306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:40.608193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:40.609153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:40.611089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:40.614026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:00:40.615704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:40.658398] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:00:40.830280] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:00:40.831630] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:40.898849] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 16.8s | Global ETA: 30m 41s
[2025-11-25T12:00:40.899131] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:00:40.900476] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:40.900634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:40.901463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:40.901629] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:00:40.902912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:40.903715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:40.906512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:40.907705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:41.005956] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:41.017695] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:00:41.057609] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00%
[2025-11-25T12:00:41.057993] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:00:41.058868] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:00:41.074198] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:41.182127] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 2.76% | Symbol ETA: 23.7s | Global ETA: 30m 41s
[2025-11-25T12:00:41.182479] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:00:41.183527] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:41.183748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:41.189721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:41.190527] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:41.192551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:41.193403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:41.194062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:41.195216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:41.268041] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:00:41.297834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:41.300821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:41.371125] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 15.1s | Global ETA: 30m 41s
[2025-11-25T12:00:41.371383] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:00:41.372220] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:41.372357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:41.377201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:41.379035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:41.379585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:41.380061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:41.380895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:41.381785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:41.383477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:41.386170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:00:41.387589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:41.401907] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:00:41.435088] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:41.500828] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 16.2s | Global ETA: 30m 42s
[2025-11-25T12:00:41.500967] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:00:41.501748] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:41.501830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:41.502531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:41.503804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:41.504449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:41.507122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:41.508163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:41.572401] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:41.624168] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00%
[2025-11-25T12:00:41.624501] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:00:41.625415] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:00:41.638179] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:00:41.755409] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:00:41.810440] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:41.849914] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:00:41.908991] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -2.08% | Symbol ETA: 23.0s | Global ETA: 30m 42s
[2025-11-25T12:00:41.909263] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:00:41.910108] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:41.910247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:41.915046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:41.916902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:41.917493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:41.917983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:41.918817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:41.953064] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:41.965236] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:00:42.003187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:42.006347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:42.038694] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:42.106358] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 15.6s | Global ETA: 30m 42s
[2025-11-25T12:00:42.106679] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:00:42.107561] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:42.107723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:42.108527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:42.109890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:42.110666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:42.113478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:42.114683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:42.115800] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 14.4s | Global ETA: 30m 42s
[2025-11-25T12:00:42.116062] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:00:42.116890] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:42.117042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:42.121824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:42.123637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:42.124205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:42.124686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:42.125481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:42.126366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:42.128105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:42.130770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:00:42.132169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:42.142976] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:42.195886] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00%
[2025-11-25T12:00:42.196181] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:00:42.197133] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:00:42.350020] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:00:42.459887] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:00:42.475109] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:00:42.523733] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:42.553662] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:00:42.623000] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 6.11% | Symbol ETA: 22.2s | Global ETA: 30m 43s
[2025-11-25T12:00:42.623157] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:00:42.624118] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:42.624260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:42.629189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:42.631035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:42.631299] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:42.631607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:42.632033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:42.632830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:42.662529] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:42.697314] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.55% | Symbol ETA: 15.0s | Global ETA: 30m 43s
[2025-11-25T12:00:42.715409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:42.718371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:42.732261] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:42.785484] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00%
[2025-11-25T12:00:42.785863] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:00:42.786820] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:00:42.835841] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -2.43% | Symbol ETA: 13.6s | Global ETA: 30m 43s
[2025-11-25T12:00:42.836152] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:00:42.837106] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:42.837248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:42.842432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:42.844487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:42.845100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:42.845593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:42.846467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:42.847588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:42.849373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:42.852143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:00:42.853711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:42.869948] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: -0.03%, Actual: 0.68%
[2025-11-25T12:00:43.041934] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 0.82%
[2025-11-25T12:00:43.062498] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:00:43.160244] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:00:43.211313] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:00:43.229452] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:43.231709] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:00:43.328953] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -3.96% | Symbol ETA: 21.5s | Global ETA: 30m 43s
[2025-11-25T12:00:43.329273] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:00:43.330130] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:43.330273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:43.335235] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:43.335668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:43.337879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:43.338683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:43.339383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:43.340281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:43.385300] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.54%
[2025-11-25T12:00:43.393152] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00%
[2025-11-25T12:00:43.393533] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:00:43.394616] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:00:43.405498] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:43.425530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:43.428747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:43.563308] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 0.84%
[2025-11-25T12:00:43.569251] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 5.43% | Symbol ETA: 12.9s | Global ETA: 30m 44s
[2025-11-25T12:00:43.569537] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:00:43.570375] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:43.570463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:43.575366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:43.577353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:43.577977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:43.578445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:43.579266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:43.580157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:43.581913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:43.584804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:00:43.586229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:43.742104] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.53%
[2025-11-25T12:00:43.770238] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:00:43.775984] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:00:43.916047] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.88%
[2025-11-25T12:00:43.927102] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:00:43.943758] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:43.951778] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:44.004012] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00%
[2025-11-25T12:00:44.004354] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:00:44.005211] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:00:44.043862] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -1.20% | Symbol ETA: 20.8s | Global ETA: 30m 44s
[2025-11-25T12:00:44.044023] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:00:44.044809] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:44.044910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:44.049767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:44.051530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:44.052216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:44.052729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:44.053551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:44.089436] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:00:44.098321] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:44.143624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:44.146777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:44.261476] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.40%, Actual: 0.25%
[2025-11-25T12:00:44.275293] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 12.2s | Global ETA: 30m 44s
[2025-11-25T12:00:44.275579] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:00:44.276479] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:44.276616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:44.281599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:44.283546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:44.284172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:44.284661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:44.285520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:44.286436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:44.288257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:44.291087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:00:44.292572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:44.352153] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:00:44.431690] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.55%, Actual: 0.93%
[2025-11-25T12:00:44.432081] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 33.7060%
[2025-11-25T12:00:44.432211] [INFO ] [main      ] BWG: DISCARDED add_late_session_pressure (score: 33.71%)
[2025-11-25T12:00:44.432326] [INFO ] [main      ] BWG: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:00:44.432430] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity']
[2025-11-25T12:00:44.432529] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:00:44.447177] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:44.447751] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:00:44.448718] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:44.448877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:44.449742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:44.451270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:44.452077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:44.454965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:44.457149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:44.489339] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:00:44.527185] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:44.578531] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00%
[2025-11-25T12:00:44.653635] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:00:44.663915] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:44.756303] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:00:44.762511] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -2.87% | Symbol ETA: 20.0s | Global ETA: 30m 45s
[2025-11-25T12:00:44.762796] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:00:44.763574] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:44.763741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:44.768678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:44.770545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:44.771121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:44.771692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:44.772544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:44.801859] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:00:44.837331] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:44.860500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:44.863664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:44.929752] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:00:44.975495] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:44.996146] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.62% | Symbol ETA: 11.4s | Global ETA: 30m 45s
[2025-11-25T12:00:45.046042] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.10% | Symbol ETA: 18.9s | Global ETA: 30m 45s
[2025-11-25T12:00:45.046207] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:00:45.047219] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:45.047420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:45.048233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:45.049749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:45.050676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:45.053438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:45.055481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:45.105824] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:00:45.171498] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.87%, Actual: 1.77%
[2025-11-25T12:00:45.205089] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:00:45.280954] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:00:45.342579] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 4.51%
[2025-11-25T12:00:45.375294] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:45.409082] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:00:45.456840] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:00:45.471866] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 3.21% | Symbol ETA: 19.3s | Global ETA: 30m 45s
[2025-11-25T12:00:45.472060] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:00:45.472987] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:45.473207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:45.478071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:45.479964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:45.480519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:45.481012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:45.481859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:45.514208] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 3.14%
[2025-11-25T12:00:45.565159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:45.568315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:45.584302] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:45.636830] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:00:45.656632] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.20% | Symbol ETA: 18.3s | Global ETA: 30m 46s
[2025-11-25T12:00:45.656916] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:00:45.657798] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:45.657940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:45.658738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:45.660055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:45.660810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:45.663573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:45.665619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:45.683272] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.89%, Actual: 2.11%
[2025-11-25T12:00:45.813735] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:00:45.852878] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 1.66%
[2025-11-25T12:00:45.908629] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:00:45.986598] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:00:46.007125] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:00:46.020620] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 0.48%
[2025-11-25T12:00:46.077867] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:46.161302] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:00:46.175330] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:46.175593] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -7.32% | Symbol ETA: 18.6s | Global ETA: 30m 46s
[2025-11-25T12:00:46.190388] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -2.43%, Actual: 0.17%
[2025-11-25T12:00:46.246860] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 17.7s | Global ETA: 30m 46s
[2025-11-25T12:00:46.247186] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:00:46.248098] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:46.248243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:46.249087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:46.250429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:46.251190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:46.254028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:46.256144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:46.337326] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:00:46.337752] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:00:46.337882] [INFO ] [main      ] CMU: Baseline score (no features): 13.5335%
[2025-11-25T12:00:46.337996] [INFO ] [main      ] CMU: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:46.338110] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T12:00:46.338245] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:00:46.352321] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:46.352997] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:00:46.353983] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:00:46.354132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:46.358116] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -3.12%, Actual: 2.25%
[2025-11-25T12:00:46.359915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:46.360340] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 5.43%, Actual: 0.43%
[2025-11-25T12:00:46.528751] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.67%
[2025-11-25T12:00:46.540482] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 6.25%, Actual: 8.06%
[2025-11-25T12:00:46.593137] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:00:46.707795] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.62%, Actual: 2.39%
[2025-11-25T12:00:46.708179] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 37.2013%
[2025-11-25T12:00:46.708346] [INFO ] [main      ] LNG: DISCARDED add_open_reversal_intensity (score: 37.20%)
[2025-11-25T12:00:46.708460] [INFO ] [main      ] LNG: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:00:46.708561] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:00:46.708683] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:00:46.713020] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:00:46.722901] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 2.76%, Actual: 1.90%
[2025-11-25T12:00:46.726117] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:46.726701] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:00:46.727717] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:46.727857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:46.733004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:46.734947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:46.735544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:46.735994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:46.736903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:46.737833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:46.739620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:46.742783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:00:46.744444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:46.763453] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:46.833684] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.10% | Symbol ETA: 17.1s | Global ETA: 30m 47s
[2025-11-25T12:00:46.833949] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:00:46.834800] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:46.834940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:46.835755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:46.837106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:46.837844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:46.840571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:46.842611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:46.890117] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:46.891820] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -2.08%, Actual: 5.15%
[2025-11-25T12:00:46.947095] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 5m 14s | Global ETA: 30m 47s
[2025-11-25T12:00:46.947414] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:00:46.948286] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:00:46.948427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:46.953584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:47.063604] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 6.11%, Actual: 4.95%
[2025-11-25T12:00:47.104504] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:00:47.185862] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:00:47.237267] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -3.96%, Actual: 2.13%
[2025-11-25T12:00:47.283790] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:47.309803] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:00:47.364062] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:47.406341] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -1.20%, Actual: 3.19%
[2025-11-25T12:00:47.436669] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 16.5s | Global ETA: 30m 47s
[2025-11-25T12:00:47.436968] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:00:47.437859] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:47.438018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:47.438819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:47.440164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:47.440942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:47.443748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:47.445909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:47.455585] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.83% | Symbol ETA: 17.1s | Global ETA: 30m 47s
[2025-11-25T12:00:47.455885] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:00:47.456769] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:47.456921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:47.462022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:47.464069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:47.464674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:47.465199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:47.466046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:47.466965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:47.468757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:47.471462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:00:47.473212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:47.484436] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:47.539822] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 5m 13s | Global ETA: 30m 47s
[2025-11-25T12:00:47.540106] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:00:47.540969] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:00:47.541108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:47.546210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:47.576114] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -2.87%, Actual: 3.45%
[2025-11-25T12:00:47.764196] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 3.21%, Actual: 3.00%
[2025-11-25T12:00:47.810290] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:00:47.831227] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:00:47.889387] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:00:47.936990] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -7.32%, Actual: 2.41%
[2025-11-25T12:00:47.937432] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 62.0746%
[2025-11-25T12:00:47.937607] [INFO ] [main      ] BBAR: DISCARDED add_late_hour_microstructure (score: 62.07%)
[2025-11-25T12:00:47.937742] [INFO ] [main      ] BBAR: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:00:47.937866] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_late_session_pressure']
[2025-11-25T12:00:47.937993] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:00:47.950926] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:47.951707] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:00:47.952669] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:47.952753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:47.957615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:47.959616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:47.960258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:47.960760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:47.961588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:48.001368] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:48.010233] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:48.045946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:48.047469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:48.062607] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:48.076045] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.76% | Symbol ETA: 15.9s | Global ETA: 30m 48s
[2025-11-25T12:00:48.076347] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:00:48.077342] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:48.077499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:48.078385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:48.079922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:48.080715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:48.083758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:48.086104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:48.118293] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 5m 10s | Global ETA: 30m 48s
[2025-11-25T12:00:48.118457] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:00:48.119268] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:00:48.119355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:48.124453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:48.194091] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: 0.37% | Symbol ETA: 16.4s | Global ETA: 30m 48s
[2025-11-25T12:00:48.194363] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:00:48.195293] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:48.195431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:48.200828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:48.202882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:48.203543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:48.204143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:48.205025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:48.205995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:48.207987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:48.210829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:00:48.212487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:48.390302] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:00:48.448170] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:00:48.471020] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:00:48.561770] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:48.570580] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:00:48.627518] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:48.642809] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:48.663935] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -7.10% | Symbol ETA: 23.4s | Global ETA: 30m 48s
[2025-11-25T12:00:48.664089] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:00:48.664875] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:48.664950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:48.669903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:48.671806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:48.672463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:48.672964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:48.673810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:48.696609] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 5m 8s | Global ETA: 30m 48s
[2025-11-25T12:00:48.696906] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:00:48.697767] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:00:48.697905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:48.699994] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 15.3s | Global ETA: 30m 48s
[2025-11-25T12:00:48.700163] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:00:48.701034] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:48.701251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:48.702154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:48.702891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:48.703546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:48.704264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:48.707238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:48.709392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:48.756702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:48.757965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:48.762088] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:48.939390] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -1.54% | Symbol ETA: 15.7s | Global ETA: 30m 49s
[2025-11-25T12:00:48.939565] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:00:48.940435] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:48.940688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:48.946065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:48.948145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:48.948856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:48.949392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:48.950293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:48.951286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:48.953187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:48.956035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:00:48.957785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:49.047533] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:00:49.060439] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:00:49.103150] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:00:49.230198] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:49.235727] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:49.273293] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:49.286195] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5m 8s | Global ETA: 30m 49s
[2025-11-25T12:00:49.286489] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:00:49.287354] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:00:49.287495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:49.292365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:49.306423] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 14.7s | Global ETA: 30m 49s
[2025-11-25T12:00:49.306747] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:00:49.307615] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:49.307781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:49.308580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:49.309928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:49.310674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:49.313481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:49.315639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:49.326270] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:00:49.372503] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 9.90% | Symbol ETA: 22.7s | Global ETA: 30m 49s
[2025-11-25T12:00:49.372817] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:00:49.373699] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:49.373838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:49.378723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:49.380660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:49.381226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:49.381721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:49.382542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:49.465723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:49.467228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:49.519604] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:49.632125] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:00:49.668007] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:00:49.703394] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -4.22% | Symbol ETA: 15.0s | Global ETA: 30m 49s
[2025-11-25T12:00:49.703528] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:00:49.704323] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:49.704402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:49.709345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:49.711301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:49.711913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:49.712359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:49.713191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:49.714073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:49.715795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:49.718531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:00:49.720348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:49.813957] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:49.848377] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:49.869561] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:00:49.870313] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5m 7s | Global ETA: 30m 49s
[2025-11-25T12:00:49.870448] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:00:49.871262] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:00:49.871343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:49.876216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:49.920349] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 14.1s | Global ETA: 30m 50s
[2025-11-25T12:00:49.920495] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:00:49.921299] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:49.921386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:49.922166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:49.923419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:49.924093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:49.926782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:49.928809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:50.048496] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:50.073759] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:00:50.147849] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -0.59% | Symbol ETA: 22.1s | Global ETA: 30m 50s
[2025-11-25T12:00:50.148170] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:00:50.149156] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:50.149308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:50.154282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:50.156300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:50.156927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:50.157452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:50.158299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:50.223161] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:00:50.242292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:50.243840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:50.244332] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:50.277045] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:00:50.394076] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:50.419498] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 4.95% | Symbol ETA: 14.3s | Global ETA: 30m 50s
[2025-11-25T12:00:50.419817] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:00:50.420714] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:50.420850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:50.425798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:50.428001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:50.428695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:50.429186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:50.430049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:50.430969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:50.432795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:50.435566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:00:50.437255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:50.447963] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5m 6s | Global ETA: 30m 50s
[2025-11-25T12:00:50.448277] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:00:50.449184] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:00:50.449325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:50.453376] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:50.454280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:50.524357] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 13.5s | Global ETA: 30m 50s
[2025-11-25T12:00:50.596280] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:00:50.700555] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.10%, Actual: 0.68%
[2025-11-25T12:00:50.767528] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:50.796021] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:00:50.798271] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:00:50.877714] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 21.4s | Global ETA: 30m 50s
[2025-11-25T12:00:50.878037] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:00:50.878881] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:50.879051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:50.880778] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.20%, Actual: 0.82%
[2025-11-25T12:00:50.884047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:50.885892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:50.886439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:50.886928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:50.887798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:50.971716] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:50.972397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:50.974108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:50.980363] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:51.030202] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 5m 5s | Global ETA: 30m 51s
[2025-11-25T12:00:51.030507] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:00:51.031365] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:00:51.031507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:51.036581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:51.058725] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:00:51.149295] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.31% | Symbol ETA: 13.5s | Global ETA: 30m 51s
[2025-11-25T12:00:51.149468] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:00:51.150383] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:51.150612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:51.155707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:51.157581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:51.158123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:51.158618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:51.159523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:51.160439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:51.162193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:51.165078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:00:51.166846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:51.231584] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.54%
[2025-11-25T12:00:51.340417] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:00:51.378075] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:00:51.403345] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.96%, Actual: 0.84%
[2025-11-25T12:00:51.518279] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:00:51.533400] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:51.549378] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:51.578859] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 0.53%
[2025-11-25T12:00:51.603323] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 5m 4s | Global ETA: 30m 51s
[2025-11-25T12:00:51.603627] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:00:51.604481] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:00:51.604622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:51.609755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:51.633329] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 5.43% | Symbol ETA: 20.7s | Global ETA: 30m 51s
[2025-11-25T12:00:51.633617] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:00:51.634443] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:51.634584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:51.639398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:51.641215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:51.641781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:51.642244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:51.643105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:51.695276] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:51.726638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:51.727968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:51.756484] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 0.88%
[2025-11-25T12:00:51.867966] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 12.8s | Global ETA: 30m 51s
[2025-11-25T12:00:51.868243] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:00:51.869182] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:51.869322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:51.874395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:51.876339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:51.876943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:51.877448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:51.878305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:51.879273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:51.881045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:51.883891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:00:51.885571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:51.935447] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:00:51.957337] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:00:52.073090] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:00:52.109532] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 0.25%
[2025-11-25T12:00:52.125750] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:52.178851] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5m 3s | Global ETA: 30m 52s
[2025-11-25T12:00:52.240529] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:00:52.242383] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:52.282633] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.44%, Actual: 0.93%
[2025-11-25T12:00:52.283074] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 35.7948%
[2025-11-25T12:00:52.283932] [INFO ] [main      ] BWG: DISCARDED add_micro_gap_fill_velocity (score: 35.79%)
[2025-11-25T12:00:52.284059] [INFO ] [main      ] BWG: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:00:52.284167] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:00:52.284286] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:00:52.298898] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:52.299686] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:00:52.300614] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:52.300792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:52.301546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:52.302936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:52.303692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:52.306479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:52.307328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:52.339015] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -4.05% | Symbol ETA: 19.9s | Global ETA: 30m 52s
[2025-11-25T12:00:52.339296] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:00:52.340127] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:52.340268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:52.345053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:52.346964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:52.347582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:52.348083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:52.348199] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:00:52.348954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:52.417453] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:52.432587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:52.434043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:52.518699] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:00:52.588307] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.53% | Symbol ETA: 12.0s | Global ETA: 30m 52s
[2025-11-25T12:00:52.588596] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:00:52.589531] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:52.589697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:52.594951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:52.597077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:52.597772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:52.598264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:52.599113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:52.600034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:52.601847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:52.604763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:00:52.606723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:52.649502] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:00:52.705901] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:00:52.793395] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:00:52.819477] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:52.881433] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:00:52.885533] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 17.8s | Global ETA: 30m 52s
[2025-11-25T12:00:52.885850] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:00:52.886700] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:52.886838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:52.887629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:52.889042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:52.889790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:52.892505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:52.893301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:52.967131] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:52.974488] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:00:53.055266] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:00:53.066225] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -1.82% | Symbol ETA: 19.2s | Global ETA: 30m 52s
[2025-11-25T12:00:53.066531] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:00:53.067440] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:53.067596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:53.072715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:53.074628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:53.075219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:53.075738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:53.076587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:53.155061] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:53.173888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:53.175409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:53.226187] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:00:53.228291] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:00:53.328201] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 2.47% | Symbol ETA: 11.3s | Global ETA: 30m 53s
[2025-11-25T12:00:53.328496] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:00:53.329375] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:53.329516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:53.334635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:53.336539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:53.337182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:53.337722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:53.338552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:53.339523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:53.341343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:53.344069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:00:53.345849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:53.396294] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:53.398962] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:00:53.462766] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 17.2s | Global ETA: 30m 53s
[2025-11-25T12:00:53.463041] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:00:53.463879] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:53.464017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:53.464814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:53.466145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:53.466884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:53.469624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:53.470419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:53.531535] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:00:53.572462] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:00:53.702330] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:53.704591] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:00:53.747769] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:00:53.797634] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -4.60% | Symbol ETA: 18.4s | Global ETA: 30m 53s
[2025-11-25T12:00:53.797937] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:00:53.798806] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:53.798954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:53.803810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:53.805664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:53.806216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:53.806700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:53.807541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:53.813149] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:00:53.881079] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:53.904408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:53.906395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:53.921689] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:00:53.922082] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:00:53.922219] [INFO ] [main      ] CMU: KEPT add_afternoon_v_morning_volatility_mix (score: 13.53%)
[2025-11-25T12:00:53.922331] [INFO ] [main      ] CMU: Testing feature 2/53: add_atr
[2025-11-25T12:00:53.922437] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T12:00:53.922547] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:00:53.935837] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:53.936452] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:00:53.937432] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:53.937518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:53.942541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:53.944517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:53.945088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:53.986081] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:54.045017] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 10.6s | Global ETA: 30m 53s
[2025-11-25T12:00:54.053557] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 16.7s | Global ETA: 30m 53s
[2025-11-25T12:00:54.053857] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:00:54.054740] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:54.054883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:54.055736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:54.057164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:54.057923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:54.061025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:54.061824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:54.229636] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.83%, Actual: 1.77%
[2025-11-25T12:00:54.252568] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:00:54.326041] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:00:54.407732] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 4.51%
[2025-11-25T12:00:54.412214] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:00:54.422777] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:54.512429] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:54.522152] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: -0.73% | Symbol ETA: 17.7s | Global ETA: 30m 54s
[2025-11-25T12:00:54.522499] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:00:54.523579] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:54.523764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:54.529220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:54.531200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:54.531799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:54.532282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:54.533138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:54.568904] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 6m 32s | Global ETA: 30m 54s
[2025-11-25T12:00:54.569056] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:00:54.569869] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:54.569944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:54.574877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:54.576748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:54.577504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:54.583140] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:54.588832] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -1.54%, Actual: 3.14%
[2025-11-25T12:00:54.625179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:00:54.626520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:54.649549] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.18% | Symbol ETA: 16.1s | Global ETA: 30m 54s
[2025-11-25T12:00:54.649708] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:00:54.650474] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:54.650564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:54.651292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:54.652567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:54.653278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:54.655989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:54.656728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:54.759806] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -4.22%, Actual: 2.11%
[2025-11-25T12:00:54.929139] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 4.95%, Actual: 1.66%
[2025-11-25T12:00:54.930355] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:00:54.970633] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:00:54.999199] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:00:55.098747] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.31%, Actual: 0.48%
[2025-11-25T12:00:55.102439] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:55.141079] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:55.158090] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 6m 32s | Global ETA: 30m 54s
[2025-11-25T12:00:55.158400] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:00:55.159263] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:55.159404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:55.164333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:55.166224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:55.166816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:55.169983] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:55.236037] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -4.92% | Symbol ETA: 17.0s | Global ETA: 30m 54s
[2025-11-25T12:00:55.236027] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.93% | Symbol ETA: 15.5s | Global ETA: 30m 54s
[2025-11-25T12:00:55.236249] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:00:55.237116] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:55.237254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:55.238071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:55.239421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:55.240152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:55.242926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:55.243772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:55.268235] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.68%, Actual: 0.17%
[2025-11-25T12:00:55.409888] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -7.10%, Actual: 2.25%
[2025-11-25T12:00:55.437587] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.53%, Actual: 0.43%
[2025-11-25T12:00:55.510126] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:00:55.579761] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 9.90%, Actual: 8.06%
[2025-11-25T12:00:55.583068] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:00:55.618895] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 2.47%, Actual: 0.67%
[2025-11-25T12:00:55.682414] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:55.738620] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 6m 31s | Global ETA: 30m 55s
[2025-11-25T12:00:55.738916] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:00:55.739796] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:55.739935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:55.744893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:55.746795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:55.747396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:55.752849] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -0.59%, Actual: 1.90%
[2025-11-25T12:00:55.754861] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:55.798150] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.44%, Actual: 2.39%
[2025-11-25T12:00:55.798413] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 34.2683%
[2025-11-25T12:00:55.798527] [INFO ] [main      ] LNG: DISCARDED add_open_vs_close_liquidity_ratio (score: 34.27%)
[2025-11-25T12:00:55.798587] [INFO ] [main      ] LNG: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:00:55.798639] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_open_vs_prev_range_position']
[2025-11-25T12:00:55.798742] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:00:55.813929] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:55.814519] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:00:55.815446] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:55.815583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:55.820033] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 14.9s | Global ETA: 30m 55s
[2025-11-25T12:00:55.820331] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:00:55.820473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:55.821253] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:55.821395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:55.822184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:55.822298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:55.822812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:55.823225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:55.823596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:55.823959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:55.824334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:55.824776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:55.826458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:55.827252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:55.827981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:55.829344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:00:55.832364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:55.926050] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 5.15%
[2025-11-25T12:00:56.095815] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:00:56.098480] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 5.43%, Actual: 4.95%
[2025-11-25T12:00:56.162548] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:00:56.178177] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:00:56.269639] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -4.05%, Actual: 2.13%
[2025-11-25T12:00:56.272904] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:56.330265] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:56.330684] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6m 30s | Global ETA: 30m 56s
[2025-11-25T12:00:56.330974] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:00:56.331852] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:56.331997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:56.337163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:56.339344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:56.339961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:56.353304] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:56.395811] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 14.3s | Global ETA: 30m 56s
[2025-11-25T12:00:56.395973] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:00:56.396893] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:56.397053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:56.397792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:56.399171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:56.399904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:56.402735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:56.403543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:56.463379] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -1.82%, Actual: 3.19%
[2025-11-25T12:00:56.520777] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 16.2s | Global ETA: 30m 56s
[2025-11-25T12:00:56.521063] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:00:56.521963] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:56.522106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:56.527111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:56.529288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:56.529955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:56.530372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:56.531240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:56.532177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:56.534045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:56.536907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:00:56.540324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:56.636208] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -4.60%, Actual: 3.45%
[2025-11-25T12:00:56.693815] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:00:56.743048] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:00:56.808031] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: -0.73%, Actual: 3.00%
[2025-11-25T12:00:56.867706] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:56.882550] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:00:56.910358] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:56.925596] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6m 30s | Global ETA: 30m 56s
[2025-11-25T12:00:56.925972] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:00:56.926849] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:56.926934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:56.931951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:56.933935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:56.934449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:56.974785] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 13.7s | Global ETA: 30m 56s
[2025-11-25T12:00:56.974939] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:00:56.975717] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:56.975798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:56.976502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:56.977951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:56.978703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:56.980519] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -4.92%, Actual: 2.41%
[2025-11-25T12:00:56.980953] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 47.5065%
[2025-11-25T12:00:56.981126] [INFO ] [main      ] BBAR: DISCARDED add_late_session_pressure (score: 47.51%)
[2025-11-25T12:00:56.981246] [INFO ] [main      ] BBAR: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:00:56.981354] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_micro_gap_fill_velocity']
[2025-11-25T12:00:56.981467] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:00:56.981419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:56.982257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:56.994325] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:00:56.994976] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:00:56.995857] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:56.995934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:57.000874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:57.002690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:57.003232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:57.003626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:57.004411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:57.052075] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:57.092106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:57.095660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:57.229584] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -2.85% | Symbol ETA: 15.5s | Global ETA: 30m 56s
[2025-11-25T12:00:57.229780] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:00:57.230895] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:57.231031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:57.235879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:57.237823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:57.238407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:57.238912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:57.239749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:57.240793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:57.243489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:57.246463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:00:57.249624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:57.331526] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:00:57.359076] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:00:57.533366] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:57.559709] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:00:57.620989] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:00:57.629373] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 13.2s | Global ETA: 30m 57s
[2025-11-25T12:00:57.629574] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:00:57.630731] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:00:57.630841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:57.631888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:00:57.633606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:00:57.634812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:57.639084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:00:57.640421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:57.687393] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6m 29s | Global ETA: 30m 57s
[2025-11-25T12:00:57.687571] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:00:57.688530] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:57.688803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:57.695044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:57.697378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:57.698198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:57.714203] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:00:57.797760] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:00:57.946968] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -4.71% | Symbol ETA: 24.3s | Global ETA: 30m 57s
[2025-11-25T12:00:57.947364] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:00:57.948738] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:57.948930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:57.957168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:57.960348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:57.961195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:57.961784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:57.962847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:57.984613] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:58.068451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:58.071316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:58.131023] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:00:58.167544] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 15.3s | Global ETA: 30m 57s
[2025-11-25T12:00:58.167877] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:00:58.168838] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:58.168987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:58.174785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:58.177378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:58.178169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:58.178780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:58.179837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:58.180903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:58.182821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:58.185862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:00:58.189377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:58.216138] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:00:58.317523] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:00:58.384621] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.70% | Symbol ETA: 12.6s | Global ETA: 30m 57s
[2025-11-25T12:00:58.440511] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:00:58.466004] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:00:58.499907] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6m 29s | Global ETA: 30m 58s
[2025-11-25T12:00:58.500212] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:00:58.501091] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:58.501237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:58.506278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:58.508360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:58.509005] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:58.569639] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.14%, Actual: 0.68%
[2025-11-25T12:00:58.585085] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:00:58.685319] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:00:58.748146] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 0.82%
[2025-11-25T12:00:58.764309] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:00:58.790001] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 6.45% | Symbol ETA: 22.9s | Global ETA: 30m 58s
[2025-11-25T12:00:58.790310] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:00:58.791232] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:58.791374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:58.796317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:58.798287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:58.798872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:58.799384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:58.800273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:58.868837] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:00:58.888483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:58.891119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:58.928093] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:00:58.939035] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.11% | Symbol ETA: 14.5s | Global ETA: 30m 58s
[2025-11-25T12:00:58.939302] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:00:58.940141] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:58.940454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:58.945391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:58.947251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:58.947823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:58.948286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:58.949259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:58.950303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:58.952009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:58.954688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:00:58.957683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:59.066613] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:00:59.108517] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.18%, Actual: 0.54%
[2025-11-25T12:00:59.128683] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 6m 28s | Global ETA: 30m 58s
[2025-11-25T12:00:59.128845] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:00:59.129669] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:59.129747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:59.134811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:59.137024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:59.137689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:59.247742] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:00:59.295056] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:00:59.350363] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.93%, Actual: 0.84%
[2025-11-25T12:00:59.425129] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:00:59.464911] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:00:59.499152] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:00:59.530782] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.50%, Actual: 0.53%
[2025-11-25T12:00:59.531323] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.30% | Symbol ETA: 21.6s | Global ETA: 30m 59s
[2025-11-25T12:00:59.531635] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:00:59.532566] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:00:59.532732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:59.537888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:59.540209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:59.541036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:59.541572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:00:59.542498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:00:59.622774] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.22% | Symbol ETA: 13.6s | Global ETA: 30m 59s
[2025-11-25T12:00:59.623056] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:00:59.623967] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:00:59.624103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:59.629183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:59.630326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:00:59.631035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:59.631603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:00:59.632090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:00:59.632977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:59.632941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:00:59.633829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:00:59.635549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:00:59.638326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:00:59.641359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:59.674527] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:00:59.714390] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.88%
[2025-11-25T12:00:59.733462] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 6m 27s | Global ETA: 30m 59s
[2025-11-25T12:00:59.733774] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:00:59.734595] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:00:59.734752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:00:59.739724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:00:59.741638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:00:59.742270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:00:59.902256] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:00:59.979448] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:00:59.984285] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:01:00.099152] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 0.25%
[2025-11-25T12:01:00.101578] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:01:00.168301] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:00.209346] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:00.272720] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -3.30% | Symbol ETA: 20.6s | Global ETA: 30m 59s
[2025-11-25T12:01:00.273007] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:01:00.273838] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:00.273979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:00.278872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:00.280758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:00.281308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:00.281803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:00.282612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:00.291470] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:00.292462] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.70%, Actual: 0.93%
[2025-11-25T12:01:00.292860] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 36.9139%
[2025-11-25T12:01:00.293066] [INFO ] [main      ] BWG: KEPT add_morning_followthrough_mag_T0 (score: 36.91%)
[2025-11-25T12:01:00.293196] [INFO ] [main      ] BWG: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:01:00.293304] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion']
[2025-11-25T12:01:00.293418] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:01:00.308888] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:00.309902] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:01:00.310967] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:00.311125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:00.312008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:00.313669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:00.314631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:00.317810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:00.318696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:00.323660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:00.348447] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6m 27s | Global ETA: 30m 59s
[2025-11-25T12:01:00.386386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:01:00.388619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:00.507855] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.04% | Symbol ETA: 12.9s | Global ETA: 30m 59s
[2025-11-25T12:01:00.508186] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:01:00.509292] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:00.509452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:00.515023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:00.517297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:00.517940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:00.518485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:00.519379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:00.520309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:00.522109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:00.524929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:00.528122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:00.576752] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:01:00.819042] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:01:00.852476] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:01:00.894949] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:01:01.007891] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:01:01.031477] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:01.045382] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:01:01.064461] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:01.104420] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 19.0s | Global ETA: 30m 60s
[2025-11-25T12:01:01.104567] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:01:01.105376] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:01.105455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:01.106210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:01.107523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:01.108208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:01.110993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:01.111745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:01.116210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:01.178784] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:01.223200] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:01:01.230988] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.53% | Symbol ETA: 12.1s | Global ETA: 31m 0s
[2025-11-25T12:01:01.231268] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:01:01.232130] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:01.232266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:01.237073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:01.238914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:01.239474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:01.239966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:01.240774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:01.241633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:01.243514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:01.246178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:01.249363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:01.282775] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 4.51% | Symbol ETA: 20.0s | Global ETA: 31m 0s
[2025-11-25T12:01:01.283050] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:01:01.283892] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:01.284031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:01.288816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:01.290612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:01.291175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:01.291657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:01.292459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:01.380450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:01:01.385049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:01.431098] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:01:01.588347] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:01:01.603003] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:01:01.613255] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:01:01.741003] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:01:01.763252] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:01.771321] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:01:01.781514] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:01.836604] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.25% | Symbol ETA: 17.9s | Global ETA: 31m 1s
[2025-11-25T12:01:01.836768] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:01:01.837576] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:01.837679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:01.838449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:01.839772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:01.840639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:01.843799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:01.844566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:01.848990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:01.921885] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:01.942314] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:01:01.948633] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.52% | Symbol ETA: 11.4s | Global ETA: 31m 1s
[2025-11-25T12:01:01.948772] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:01:01.949529] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:01.949601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:01.954426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:01.956174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:01.956684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:01.957135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:01.957889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:01.958695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:01.960317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:01.962940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:01.965874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:02.032149] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -5.20% | Symbol ETA: 19.1s | Global ETA: 31m 1s
[2025-11-25T12:01:02.032470] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:01:02.033412] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:02.033557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:02.039333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:02.041366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:02.041974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:02.042475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:02.043331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:02.112185] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:01:02.136848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:01:02.139392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:02.208714] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:01:02.281939] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:01:02.282156] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:01:02.282247] [INFO ] [main      ] CMU: KEPT add_atr (score: 13.53%)
[2025-11-25T12:01:02.282295] [INFO ] [main      ] CMU: Testing feature 3/53: add_atr_10
[2025-11-25T12:01:02.282333] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T12:01:02.282373] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:01:02.295393] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:02.296021] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:01:02.296881] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:01:02.296954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:02.301805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:02.303593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:02.304107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:02.304563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:02.307572] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:01:02.386483] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:02.458238] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 16.8s | Global ETA: 31m 1s
[2025-11-25T12:01:02.458397] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:01:02.459199] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:02.459293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:02.460036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:02.461312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:02.461983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:02.464719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:02.465499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:02.470071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:02.477432] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:02.506761] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:01:02.640593] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.83% | Symbol ETA: 10.6s | Global ETA: 31m 1s
[2025-11-25T12:01:02.640758] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:01:02.641507] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:02.641583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:02.645441] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:01:02.646317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:02.648123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:02.648620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:02.649093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:02.650044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:02.650940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:02.652637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:02.655338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:02.658340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:02.687973] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:02.799866] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -0.59% | Symbol ETA: 18.2s | Global ETA: 31m 2s
[2025-11-25T12:01:02.800154] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:01:02.801024] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:02.801165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:02.806890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:02.808912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:02.809573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:02.810088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:02.810994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:02.817571] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:02.822397] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:01:02.874012] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 3m 34s | Global ETA: 31m 2s
[2025-11-25T12:01:02.874277] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:01:02.875054] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:01:02.875184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:02.880039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:02.881885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:02.882439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:02.882975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:02.901666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:01:02.904180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:02.995906] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:03.001974] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:01:03.064267] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 16.0s | Global ETA: 31m 2s
[2025-11-25T12:01:03.064584] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:01:03.065379] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:03.065519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:03.066308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:03.067668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:03.068377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:03.071090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:03.071900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:03.076442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:03.170484] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:03.219959] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:01:03.256944] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:01:03.329932] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.50% | Symbol ETA: 9.8s | Global ETA: 31m 2s
[2025-11-25T12:01:03.388834] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:03.416982] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:01:03.435736] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:03.445373] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 3m 34s | Global ETA: 31m 2s
[2025-11-25T12:01:03.445630] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:01:03.446449] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:01:03.446579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:03.451530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:03.453413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:03.453989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:03.454516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:03.504034] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 0.26%, Actual: 1.77%
[2025-11-25T12:01:03.536860] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 17.3s | Global ETA: 31m 2s
[2025-11-25T12:01:03.537178] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:01:03.538062] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:03.538221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:03.543359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:03.545260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:03.545850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:03.546333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:03.547198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:03.587918] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:03.632124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:01:03.634630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:03.657214] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.05% | Symbol ETA: 15.2s | Global ETA: 31m 2s
[2025-11-25T12:01:03.657515] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:01:03.658371] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:03.658459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:03.659325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:03.660689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:03.661346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:03.664154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:03.664967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:03.669343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:03.677323] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -2.85%, Actual: 4.51%
[2025-11-25T12:01:03.793911] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:01:03.853002] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 3.14%
[2025-11-25T12:01:03.961525] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:03.976542] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:01:04.010334] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:01:04.017586] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 3m 33s | Global ETA: 31m 3s
[2025-11-25T12:01:04.017898] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:01:04.018779] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:01:04.018908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:04.023758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:04.025583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:04.026146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:04.026684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:04.026661] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.11%, Actual: 2.11%
[2025-11-25T12:01:04.149039] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:04.180629] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:04.203729] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 1.66%
[2025-11-25T12:01:04.249449] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 14.4s | Global ETA: 31m 3s
[2025-11-25T12:01:04.249801] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:01:04.250626] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:04.250784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:04.251565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:04.252052] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 4.51% | Symbol ETA: 16.5s | Global ETA: 31m 3s
[2025-11-25T12:01:04.252369] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:01:04.252940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:04.253212] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:04.253361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:04.253682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:04.256419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:04.257274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:04.258273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:04.260153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:04.260728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:04.261187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:04.261639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:04.262022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:04.346856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:01:04.349272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:04.366931] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:01:04.379033] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.04%, Actual: 0.48%
[2025-11-25T12:01:04.538026] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:04.559581] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.53%, Actual: 0.17%
[2025-11-25T12:01:04.594461] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 3m 32s | Global ETA: 31m 3s
[2025-11-25T12:01:04.594737] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:01:04.595658] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:01:04.595740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:04.600729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:04.602573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:04.603094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:04.603628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:04.611802] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:01:04.695105] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:01:04.738619] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.52%, Actual: 0.43%
[2025-11-25T12:01:04.780250] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:04.848916] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 13.8s | Global ETA: 31m 4s
[2025-11-25T12:01:04.849201] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:01:04.850053] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:04.850193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:04.851001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:04.852301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:04.853005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:04.855769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:04.856516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:04.860868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:04.877099] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:04.915129] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 0.67%
[2025-11-25T12:01:04.946404] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:01:04.989768] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: 1.08% | Symbol ETA: 15.7s | Global ETA: 31m 4s
[2025-11-25T12:01:05.098150] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.50%, Actual: 2.39%
[2025-11-25T12:01:05.098341] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 39.3063%
[2025-11-25T12:01:05.098435] [INFO ] [main      ] LNG: DISCARDED add_open_vs_prev_range_position (score: 39.31%)
[2025-11-25T12:01:05.098483] [INFO ] [main      ] LNG: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:01:05.098524] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_overnight_gap_amplitude']
[2025-11-25T12:01:05.098584] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:01:05.113489] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:05.113999] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:01:05.114887] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:05.114965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:05.119476] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:05.119911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:05.121845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:05.122350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:05.122776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:05.123515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:05.124334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:05.126053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:05.128734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:05.129424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:05.176576] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3m 32s | Global ETA: 31m 4s
[2025-11-25T12:01:05.176845] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:01:05.176926] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -4.71%, Actual: 2.25%
[2025-11-25T12:01:05.177792] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:01:05.177913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:05.182846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:05.184716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:05.185314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:05.185858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:05.213139] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:01:05.361260] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 6.45%, Actual: 8.06%
[2025-11-25T12:01:05.383375] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:05.451851] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 13.1s | Global ETA: 31m 4s
[2025-11-25T12:01:05.452145] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:01:05.453019] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:05.453160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:05.453962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:05.455333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:05.456086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:05.458877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:05.459715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:05.464005] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:05.476040] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:01:05.529533] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:01:05.542747] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.30%, Actual: 1.90%
[2025-11-25T12:01:05.649467] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:05.698228] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:05.721074] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -3.30%, Actual: 5.15%
[2025-11-25T12:01:05.754459] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3m 31s | Global ETA: 31m 4s
[2025-11-25T12:01:05.754748] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:01:05.755558] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:01:05.755707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:05.760527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:05.762324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:05.762901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:05.763451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:05.799697] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:01:05.815402] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.23% | Symbol ETA: 15.6s | Global ETA: 31m 4s
[2025-11-25T12:01:05.815551] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:01:05.816338] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:05.816416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:05.821341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:05.823245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:05.823794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:05.824197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:05.824938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:05.825787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:05.827453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:05.830038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:05.830761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:05.900751] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 4.51%, Actual: 4.95%
[2025-11-25T12:01:05.968074] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:06.035413] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 12.5s | Global ETA: 31m 5s
[2025-11-25T12:01:06.035727] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:01:06.036555] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:06.036711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:06.037510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:06.038831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:06.039544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:06.042281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:06.043083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:06.047391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:06.069693] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -5.20%, Actual: 2.13%
[2025-11-25T12:01:06.100993] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:01:06.171159] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:01:06.241716] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 3.19%
[2025-11-25T12:01:06.269428] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:06.325137] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3m 31s | Global ETA: 31m 5s
[2025-11-25T12:01:06.325384] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:01:06.326205] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:01:06.326339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:06.331163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:06.332995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:06.333554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:06.334086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:06.342035] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:06.384590] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:01:06.412220] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 3.45%
[2025-11-25T12:01:06.508281] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -2.00% | Symbol ETA: 14.9s | Global ETA: 31m 5s
[2025-11-25T12:01:06.508586] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:01:06.509494] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:06.509656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:06.514537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:06.516541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:06.517185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:06.517688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:06.518533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:06.519460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:06.521240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:06.524073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:06.524941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:06.552886] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:06.582279] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 4.51%, Actual: 3.00%
[2025-11-25T12:01:06.620236] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.55% | Symbol ETA: 11.8s | Global ETA: 31m 5s
[2025-11-25T12:01:06.669836] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:01:06.752423] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: 1.08%, Actual: 2.41%
[2025-11-25T12:01:06.752875] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 49.8168%
[2025-11-25T12:01:06.753053] [INFO ] [main      ] BBAR: DISCARDED add_micro_gap_fill_velocity (score: 49.82%)
[2025-11-25T12:01:06.753170] [INFO ] [main      ] BBAR: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:01:06.753276] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:01:06.753387] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:01:06.766024] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:06.766792] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:01:06.767780] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:06.767924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:06.772925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:06.774854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:06.775427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:06.775930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:06.776780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:06.796309] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.15%, Actual: 0.68%
[2025-11-25T12:01:06.836237] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:06.862243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:06.863435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:06.866634] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:01:06.891382] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3m 30s | Global ETA: 31m 5s
[2025-11-25T12:01:06.891664] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:01:06.892478] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:01:06.892608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:06.897588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:06.899449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:06.900021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:06.900536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:06.981822] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.82%
[2025-11-25T12:01:07.035128] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:07.160153] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:01:07.192788] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.29% | Symbol ETA: 14.1s | Global ETA: 31m 6s
[2025-11-25T12:01:07.193080] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:01:07.193923] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:07.194069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:07.198934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:07.200750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:07.201335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:07.201853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:07.202728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:07.203631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:07.205392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:07.208109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:07.208904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:07.209154] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:01:07.239288] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:01:07.339074] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.54%
[2025-11-25T12:01:07.391587] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:07.409434] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:07.465444] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 3m 30s | Global ETA: 31m 6s
[2025-11-25T12:01:07.465761] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:01:07.466615] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:01:07.466788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:07.471667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:07.473557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:07.474158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:07.474705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:07.493763] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -6.17% | Symbol ETA: 22.2s | Global ETA: 31m 6s
[2025-11-25T12:01:07.494060] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:01:07.495058] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:07.495200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:07.500565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:07.502384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:07.502968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:07.503443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:07.504267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:07.518441] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 0.84%
[2025-11-25T12:01:07.547824] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:01:07.593709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:07.594728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:07.700911] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.53%
[2025-11-25T12:01:07.716449] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:07.815756] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:01:07.868924] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 0.88%
[2025-11-25T12:01:07.885541] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -2.55% | Symbol ETA: 13.5s | Global ETA: 31m 6s
[2025-11-25T12:01:07.885701] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:01:07.886461] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:07.886539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:07.891367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:07.893315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:07.893926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:07.894410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:07.895230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:07.896099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:07.897800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:07.900448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:07.901225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:07.938549] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:01:07.986576] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:08.038699] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:01:08.042750] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3m 29s | Global ETA: 31m 6s
[2025-11-25T12:01:08.123818] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:08.205343] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.27%, Actual: 0.25%
[2025-11-25T12:01:08.226564] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 7.61% | Symbol ETA: 21.5s | Global ETA: 31m 7s
[2025-11-25T12:01:08.226878] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:01:08.227744] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:08.227885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:08.229574] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:01:08.233028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:08.234869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:08.235459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:08.235947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:08.236767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:08.252098] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:01:08.320796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:08.321985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:08.374577] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.55%, Actual: 0.93%
[2025-11-25T12:01:08.374831] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 38.4958%
[2025-11-25T12:01:08.374944] [INFO ] [main      ] BWG: KEPT add_morning_range_expansion (score: 38.50%)
[2025-11-25T12:01:08.375004] [INFO ] [main      ] BWG: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:01:08.375052] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity']
[2025-11-25T12:01:08.375107] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:01:08.389432] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:08.390127] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:01:08.391036] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:08.391227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:08.392111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:08.393489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:08.394239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:08.397095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:08.397904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:08.401364] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:01:08.402381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:08.403696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:08.419750] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:08.581854] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 2.99% | Symbol ETA: 12.8s | Global ETA: 31m 7s
[2025-11-25T12:01:08.582139] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:01:08.583001] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:08.583143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:08.587953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:08.589893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:08.590464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:08.590961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:08.591783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:08.592702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:08.594402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:08.595686] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:01:08.597119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:08.597900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:08.669691] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:01:08.742316] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:01:08.790945] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:01:08.841832] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:08.914806] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:08.939222] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.90% | Symbol ETA: 20.7s | Global ETA: 31m 7s
[2025-11-25T12:01:08.939522] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:01:08.940560] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:08.940724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:08.945738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:08.947743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:08.948321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:08.948844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:08.949738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:08.963081] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:01:08.973425] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:01:08.985369] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 16.4s | Global ETA: 31m 7s
[2025-11-25T12:01:08.985676] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:01:08.986543] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:08.986700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:08.987498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:08.988831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:08.989547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:08.992335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:08.993141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:08.997537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:08.998815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:09.035120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:09.036184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:09.151935] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:09.152627] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:01:09.311716] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 1.50% | Symbol ETA: 12.1s | Global ETA: 31m 8s
[2025-11-25T12:01:09.312017] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:01:09.312809] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:09.312947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:09.317784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:09.319590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:09.320172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:09.320660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:09.321458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:09.322350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:09.324104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:09.326796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:09.327595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:09.333152] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:01:09.357779] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:01:09.380165] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:01:09.514507] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:01:09.527919] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:09.551986] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:09.598312] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.29% | Symbol ETA: 15.9s | Global ETA: 31m 8s
[2025-11-25T12:01:09.598457] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:01:09.599253] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:09.599331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:09.600094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:09.601414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:09.602098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:09.604811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:09.605661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:09.610032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:09.611306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:09.651663] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -0.01% | Symbol ETA: 20.0s | Global ETA: 31m 8s
[2025-11-25T12:01:09.651952] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:01:09.652811] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:09.652957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:09.658068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:09.659982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:09.660540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:09.661027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:09.661891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:09.669398] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:01:09.698293] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:01:09.748472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:09.749616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:09.838963] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:09.881175] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:01:09.881609] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:01:09.881805] [INFO ] [main      ] CMU: KEPT add_atr_10 (score: 13.53%)
[2025-11-25T12:01:09.881923] [INFO ] [main      ] CMU: Testing feature 4/53: add_atr_5
[2025-11-25T12:01:09.882021] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5']
[2025-11-25T12:01:09.882125] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:01:09.895875] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:09.896480] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:01:09.897460] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:01:09.897599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:09.902979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:09.905057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:09.905709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:09.906294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:09.906823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:09.950512] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:01:10.003014] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.86% | Symbol ETA: 11.4s | Global ETA: 31m 8s
[2025-11-25T12:01:10.003255] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:01:10.004127] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:10.004269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:10.009179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:10.011053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:10.011623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:10.012102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:10.012954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:10.013853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:10.015578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:10.018518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:10.019287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:10.098711] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:01:10.122635] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:10.193153] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 15.2s | Global ETA: 31m 9s
[2025-11-25T12:01:10.193444] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:01:10.194318] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:10.194460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:10.195247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:10.196604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:10.197377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:10.200149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:10.200981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:10.205312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:10.206554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:10.260711] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:01:10.271161] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:10.361351] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:01:10.370260] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 6.86% | Symbol ETA: 19.2s | Global ETA: 31m 9s
[2025-11-25T12:01:10.370555] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:01:10.371375] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:10.371519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:10.376289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:10.378136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:10.378713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:10.379185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:10.380021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:10.432209] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:10.466826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:10.467889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:10.489280] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 2m 9s | Global ETA: 31m 9s
[2025-11-25T12:01:10.489572] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:01:10.490422] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:01:10.490497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:10.495228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:10.497131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:10.497735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:10.498198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:10.498693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:10.531484] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:10.545559] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:01:10.692132] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.54% | Symbol ETA: 10.7s | Global ETA: 31m 9s
[2025-11-25T12:01:10.692273] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:01:10.693031] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:10.693245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:10.698195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:10.700077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:10.700685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:10.701151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:10.701998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:10.702939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:10.704702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:10.707482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:10.708265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:10.718740] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:10.788304] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.30% | Symbol ETA: 14.6s | Global ETA: 31m 9s
[2025-11-25T12:01:10.788556] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:01:10.789410] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:10.789553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:10.790346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:10.791698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:10.792414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:10.795158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:10.795976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:10.800348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:10.801578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:10.810249] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:01:10.838911] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:01:10.981193] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:11.006725] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:11.048486] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:01:11.062357] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 2m 9s | Global ETA: 31m 9s
[2025-11-25T12:01:11.062617] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:01:11.063447] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:01:11.063579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:11.068396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:11.070236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:11.070871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:11.071396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:11.071889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:11.078897] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -5.50% | Symbol ETA: 18.5s | Global ETA: 31m 9s
[2025-11-25T12:01:11.079181] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:01:11.080058] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:11.080211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:11.085199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:11.087100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:11.087706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:11.088130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:11.088994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:11.139500] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:01:11.173556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:11.174633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:11.215923] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:11.308995] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:11.377099] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.69% | Symbol ETA: 10.0s | Global ETA: 31m 10s
[2025-11-25T12:01:11.377271] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:01:11.377240] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.97% | Symbol ETA: 14.0s | Global ETA: 31m 10s
[2025-11-25T12:01:11.377335] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:01:11.378061] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:11.378138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:11.378108] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:11.378193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:11.378917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:11.380190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:11.380948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:11.383088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:11.383744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:11.384480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:11.384897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:11.385391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:11.385826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:11.386561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:11.387407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:11.389025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:11.389066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:11.390224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:11.391862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:11.392541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:11.403960] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:01:11.513345] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:01:11.570311] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:11.625807] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 2m 8s | Global ETA: 31m 10s
[2025-11-25T12:01:11.626074] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:01:11.626905] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:01:11.627051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:11.631817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:11.633657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:11.634232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:11.634770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:11.635240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:11.682374] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:11.728385] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:01:11.728294] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:01:11.780864] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -4.23% | Symbol ETA: 17.8s | Global ETA: 31m 10s
[2025-11-25T12:01:11.781142] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:01:11.781981] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:11.782136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:11.787016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:11.789042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:11.789600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:11.790086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:11.791085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:11.876243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:11.877394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:11.897054] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:11.896966] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:11.965867] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 13.4s | Global ETA: 31m 10s
[2025-11-25T12:01:11.966009] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:01:11.966793] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:11.966884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:11.967600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:11.968887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:11.969535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:11.971757] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:01:11.972243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:11.972992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:11.977253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:11.978428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:12.057838] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.87% | Symbol ETA: 9.3s | Global ETA: 31m 10s
[2025-11-25T12:01:12.141974] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:12.198185] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 2m 8s | Global ETA: 31m 10s
[2025-11-25T12:01:12.198448] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:01:12.199280] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:01:12.199412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:12.204241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:12.206167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:12.206789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:12.207322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:12.207823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:12.218328] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:01:12.227331] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.23%, Actual: 1.77%
[2025-11-25T12:01:12.315409] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:01:12.392366] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:12.398524] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -2.00%, Actual: 4.51%
[2025-11-25T12:01:12.488267] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:12.490996] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 5.17% | Symbol ETA: 17.1s | Global ETA: 31m 11s
[2025-11-25T12:01:12.491285] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:01:12.492134] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:12.492289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:12.497215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:12.499264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:12.499854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:12.500358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:12.501297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:12.557063] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 12.8s | Global ETA: 31m 11s
[2025-11-25T12:01:12.557341] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:01:12.558359] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:12.558502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:12.559299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:12.560632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:12.561369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:12.564102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:12.564924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:12.569246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:12.570554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:12.571143] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.29%, Actual: 3.14%
[2025-11-25T12:01:12.572747] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:01:12.587256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:12.588362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:12.739010] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -2.55%, Actual: 2.11%
[2025-11-25T12:01:12.740891] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:12.798418] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 2m 7s | Global ETA: 31m 11s
[2025-11-25T12:01:12.798756] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:01:12.799713] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:01:12.799847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:12.805060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:12.807176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:12.807776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:12.808308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:12.808841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:12.906074] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:01:12.907817] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 2.99%, Actual: 1.66%
[2025-11-25T12:01:12.925979] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:01:13.073215] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:13.075505] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 1.50%, Actual: 0.48%
[2025-11-25T12:01:13.095089] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:13.140884] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 12.2s | Global ETA: 31m 11s
[2025-11-25T12:01:13.141160] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:01:13.142049] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:13.142192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:13.143002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:13.144334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:13.145085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:13.147847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:13.148663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:13.153027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:13.154282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:13.162429] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:01:13.191492] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 4.97% | Symbol ETA: 16.3s | Global ETA: 31m 11s
[2025-11-25T12:01:13.191793] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:01:13.192609] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:13.192782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:13.197616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:13.199465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:13.200036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:13.200512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:13.201333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:13.244273] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 0.17%
[2025-11-25T12:01:13.284167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:13.285072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:13.338371] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:13.397397] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2m 6s | Global ETA: 31m 12s
[2025-11-25T12:01:13.397710] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:01:13.398565] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:01:13.398721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:13.404071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:13.406058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:13.406764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:13.407264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:13.407768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:13.413442] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.54%, Actual: 0.43%
[2025-11-25T12:01:13.492027] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:01:13.583120] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.69%, Actual: 0.67%
[2025-11-25T12:01:13.631394] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:01:13.662171] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:13.730484] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 11.6s | Global ETA: 31m 12s
[2025-11-25T12:01:13.730799] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:01:13.731631] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:13.731790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:13.732584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:13.733929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:13.734673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:13.737410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:13.738160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:13.742668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:13.744000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:13.753919] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.87%, Actual: 2.39%
[2025-11-25T12:01:13.754206] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 42.9159%
[2025-11-25T12:01:13.754369] [INFO ] [main      ] LNG: DISCARDED add_overnight_gap_amplitude (score: 42.92%)
[2025-11-25T12:01:13.754504] [INFO ] [main      ] LNG: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:01:13.754625] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_overnight_gap_mag']
[2025-11-25T12:01:13.754756] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:01:13.759784] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:01:13.769591] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:13.770080] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:01:13.770939] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:13.771126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:13.776018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:13.777943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:13.778515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:13.779010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:13.779826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:13.780762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:13.782508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:13.785231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:13.786101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:13.803175] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:13.897900] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -8.89% | Symbol ETA: 15.6s | Global ETA: 31m 12s
[2025-11-25T12:01:13.934056] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:13.992735] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2m 6s | Global ETA: 31m 12s
[2025-11-25T12:01:13.993005] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:01:13.993845] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:01:13.993974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:13.998902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:14.000724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:14.001273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:14.001779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:14.002231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:14.069298] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -6.17%, Actual: 2.25%
[2025-11-25T12:01:14.103524] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:01:14.125906] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:01:14.240505] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 7.61%, Actual: 8.06%
[2025-11-25T12:01:14.282492] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:14.295237] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:14.347207] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:01:14.354971] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 11.0s | Global ETA: 31m 12s
[2025-11-25T12:01:14.410844] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.90%, Actual: 1.90%
[2025-11-25T12:01:14.457344] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.63% | Symbol ETA: 14.2s | Global ETA: 31m 13s
[2025-11-25T12:01:14.457662] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:01:14.458519] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:14.458694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:14.463488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:14.465347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:14.465957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:14.466429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:14.467262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:14.468194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:14.469903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:14.472542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:14.473309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:14.517034] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:14.529958] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.14%, Actual: 0.68%
[2025-11-25T12:01:14.572857] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2m 5s | Global ETA: 31m 13s
[2025-11-25T12:01:14.573138] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:01:14.573968] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:01:14.574102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:14.579043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:14.580854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:14.581399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:14.581927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:14.582059] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 5.15%
[2025-11-25T12:01:14.582387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:14.701787] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 0.82%
[2025-11-25T12:01:14.755146] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 6.86%, Actual: 4.95%
[2025-11-25T12:01:14.812537] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:01:14.872392] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:01:14.928761] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:01:14.928632] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -5.50%, Actual: 2.13%
[2025-11-25T12:01:14.985388] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:15.045816] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.30%, Actual: 0.54%
[2025-11-25T12:01:15.103625] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:15.106198] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -4.23%, Actual: 3.19%
[2025-11-25T12:01:15.161392] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 2m 5s | Global ETA: 31m 13s
[2025-11-25T12:01:15.161692] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:01:15.162505] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:01:15.162656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:15.167607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:15.168946] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 13.6s | Global ETA: 31m 13s
[2025-11-25T12:01:15.169240] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:01:15.169499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:15.170014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:15.170208] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:15.170367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:15.170541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:15.171030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:15.175330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:15.177320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:15.177974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:15.178472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:15.179378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:15.180407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:15.182434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:15.185548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:15.186511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:15.227275] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.97%, Actual: 0.84%
[2025-11-25T12:01:15.281024] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 5.17%, Actual: 3.45%
[2025-11-25T12:01:15.421119] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.53%
[2025-11-25T12:01:15.452880] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 4.97%, Actual: 3.00%
[2025-11-25T12:01:15.516313] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:01:15.549256] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:01:15.595890] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 0.88%
[2025-11-25T12:01:15.622451] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -8.89%, Actual: 2.41%
[2025-11-25T12:01:15.622831] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 50.0535%
[2025-11-25T12:01:15.622998] [INFO ] [main      ] BBAR: DISCARDED add_morning_followthrough_mag_T0 (score: 50.05%)
[2025-11-25T12:01:15.623118] [INFO ] [main      ] BBAR: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:01:15.623222] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_morning_range_expansion']
[2025-11-25T12:01:15.623332] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:01:15.635938] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:15.636624] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:01:15.637572] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:15.637726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:15.642563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:15.644411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:15.645000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:15.645472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:15.646302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:15.689733] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:15.720278] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:15.731206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:15.735386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:15.751424] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2m 4s | Global ETA: 31m 14s
[2025-11-25T12:01:15.764874] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:01:15.880757] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 0.94% | Symbol ETA: 12.9s | Global ETA: 31m 14s
[2025-11-25T12:01:15.880924] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:01:15.881868] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:15.882012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:15.886844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:15.888743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:15.889303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:15.889794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:15.890581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:15.891467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:15.893183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:15.895911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:15.896747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:15.924354] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:01:15.938473] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.20%, Actual: 0.25%
[2025-11-25T12:01:16.071224] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:01:16.096250] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:01:16.107228] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.50%, Actual: 0.93%
[2025-11-25T12:01:16.107666] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 42.6200%
[2025-11-25T12:01:16.107837] [INFO ] [main      ] BWG: KEPT add_open_11_elasticity (score: 42.62%)
[2025-11-25T12:01:16.107958] [INFO ] [main      ] BWG: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:01:16.108064] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity']
[2025-11-25T12:01:16.108180] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:01:16.122702] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:16.123453] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:01:16.124449] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:16.124594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:16.125446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:16.126866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:16.127630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:16.130535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:16.131363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:16.135813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:16.137058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:16.138448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:16.232343] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:01:16.239972] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:16.272925] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:01:16.339823] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -4.56% | Symbol ETA: 19.4s | Global ETA: 31m 14s
[2025-11-25T12:01:16.340098] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:01:16.340933] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:16.341077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:16.345900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:16.347763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:16.348340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:16.348851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:16.349694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:16.403519] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:16.434507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:16.439247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:16.451306] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:01:16.477466] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:01:16.579021] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.18% | Symbol ETA: 12.2s | Global ETA: 31m 14s
[2025-11-25T12:01:16.579331] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:01:16.580272] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:16.580436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:16.585702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:16.587952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:16.588782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:16.589442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:16.590706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:16.591974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:16.594429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:16.598089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:16.599305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:16.631860] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:01:16.647986] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:16.719866] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 15.1s | Global ETA: 31m 15s
[2025-11-25T12:01:16.720138] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:01:16.721064] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:16.721205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:16.721996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:16.723315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:16.724054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:16.726942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:16.727804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:16.732313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:16.733593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:16.735016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:16.780493] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:01:16.808260] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:01:16.950266] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:16.961105] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:01:16.979771] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:01:17.053230] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 8.88% | Symbol ETA: 18.8s | Global ETA: 31m 15s
[2025-11-25T12:01:17.053395] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:01:17.054383] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:17.054533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:17.059619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:17.061598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:17.062224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:17.062763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:17.063715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:17.080990] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:01:17.132209] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:17.152839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:17.154543] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:01:17.157806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:17.255157] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:17.292550] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.74% | Symbol ETA: 11.5s | Global ETA: 31m 15s
[2025-11-25T12:01:17.292864] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:01:17.293669] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:17.293808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:17.298934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:17.301205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:17.301785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:17.302272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:17.303099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:17.304000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:17.305738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:17.308442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:17.309272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:17.327989] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:01:17.342119] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 1.30% | Symbol ETA: 14.6s | Global ETA: 31m 15s
[2025-11-25T12:01:17.342484] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:01:17.344530] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:17.344853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:17.345988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:17.348030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:17.349088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:17.352984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:17.354207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:17.360689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:17.362640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:17.364985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:17.498626] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:01:17.498935] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:01:17.499045] [INFO ] [main      ] CMU: KEPT add_atr_5 (score: 13.53%)
[2025-11-25T12:01:17.499104] [INFO ] [main      ] CMU: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T12:01:17.499155] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T12:01:17.499207] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:01:17.510468] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:01:17.547258] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:17.548028] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:01:17.548979] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:17.549115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:17.554008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:17.555938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:17.556512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:17.557016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:17.557500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:17.558345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:17.643918] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:01:17.682887] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:17.719289] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:01:17.784010] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -1.71% | Symbol ETA: 18.1s | Global ETA: 31m 16s
[2025-11-25T12:01:17.784169] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:01:17.784960] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:17.785037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:17.790001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:17.791821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:17.792473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:17.792993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:17.793850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:17.818482] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:17.882456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:17.887298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:17.889125] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:17.899484] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:01:17.960935] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 14.0s | Global ETA: 31m 16s
[2025-11-25T12:01:17.961239] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:01:17.962122] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:17.962267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:17.963092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:17.964453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:17.965203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:17.968138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:17.968976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:17.973410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:17.974786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:17.976169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:17.985270] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.63% | Symbol ETA: 10.8s | Global ETA: 31m 16s
[2025-11-25T12:01:17.985584] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:01:17.986521] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:17.986712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:17.992377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:17.994718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:17.995347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:17.995858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:17.996737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:17.997739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:17.999565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:18.002619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:18.003543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:18.072840] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:18.129720] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 1m 37s | Global ETA: 31m 16s
[2025-11-25T12:01:18.129871] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:01:18.130729] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:18.130821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:18.135711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:18.137811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:18.138366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:18.138913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:18.139387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:18.140214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:18.227432] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:01:18.319919] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:01:18.371919] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:01:18.397967] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:18.475222] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:01:18.489321] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:18.500420] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 17.4s | Global ETA: 31m 16s
[2025-11-25T12:01:18.500581] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:01:18.501347] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:18.501437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:18.506173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:18.507950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:18.508604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:18.509095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:18.509935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:18.555608] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:18.559296] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.28% | Symbol ETA: 13.4s | Global ETA: 31m 16s
[2025-11-25T12:01:18.559591] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:01:18.560437] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:18.560581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:18.561373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:18.562731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:18.563452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:18.566182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:18.566989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:18.571291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:18.572520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:18.573871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:18.596380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:18.601197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:18.652587] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:18.715337] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 1m 36s | Global ETA: 31m 17s
[2025-11-25T12:01:18.715672] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:01:18.716561] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:18.716732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:18.722111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:18.724295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:18.724883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:18.725506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:18.726024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:18.726307] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.30% | Symbol ETA: 10.1s | Global ETA: 31m 17s
[2025-11-25T12:01:18.726661] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:01:18.726913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:18.727672] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:18.727763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:18.733096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:18.735458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:18.736063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:18.736520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:18.737447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:18.738476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:18.740434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:18.743580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:18.744721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:18.908808] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:01:18.958896] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:01:19.079578] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:19.085811] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:01:19.100401] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:01:19.133749] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:19.150996] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.05% | Symbol ETA: 12.8s | Global ETA: 31m 17s
[2025-11-25T12:01:19.151303] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:01:19.152156] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:19.152300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:19.153112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:19.154432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:19.155168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:19.157927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:19.158736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:19.163034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:19.164265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:19.165606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:19.235501] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 10.05% | Symbol ETA: 16.7s | Global ETA: 31m 17s
[2025-11-25T12:01:19.235784] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:01:19.236620] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:19.236841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:19.241769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:19.243668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:19.244251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:19.244762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:19.245596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:19.254150] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:19.270171] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:19.310327] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 1m 36s | Global ETA: 31m 17s
[2025-11-25T12:01:19.310596] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:01:19.311431] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:19.311571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:19.316439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:19.318353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:19.318928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:19.319450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:19.319942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:19.320769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:19.331785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:19.336465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:19.429826] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.89% | Symbol ETA: 9.4s | Global ETA: 31m 17s
[2025-11-25T12:01:19.430122] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:01:19.430972] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:19.431113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:19.436058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:19.438369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:19.439086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:19.439520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:19.440409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:19.441382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:19.443300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:19.446250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:19.447318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:19.498875] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:01:19.656528] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:01:19.668543] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:19.678277] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:01:19.739704] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 12.2s | Global ETA: 31m 17s
[2025-11-25T12:01:19.739978] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:01:19.740827] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:19.740970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:19.741948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:19.743452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:19.744175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:19.746955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:19.747801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:19.752423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:19.753660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:19.755189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:19.823689] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:01:19.830222] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:19.887597] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 1m 35s | Global ETA: 31m 18s
[2025-11-25T12:01:19.887935] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:01:19.888793] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:19.888927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:19.893766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:19.895573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:19.896144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:19.896674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:19.897167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:19.898002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:19.923319] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:19.998625] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:20.032580] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -4.81% | Symbol ETA: 16.0s | Global ETA: 31m 18s
[2025-11-25T12:01:20.032914] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:01:20.033889] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:20.034045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:20.040479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:20.042755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:20.044422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:20.045509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:20.046566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:20.094392] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:01:20.133633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:20.138343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:20.173897] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.68% | Symbol ETA: 8.7s | Global ETA: 31m 18s
[2025-11-25T12:01:20.174198] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:01:20.175095] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:20.175240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:20.180039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:20.181855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:20.182413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:20.182907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:20.183752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:20.184636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:20.186372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:20.189084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:20.189934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:20.262872] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:20.266051] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:01:20.331949] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 11.6s | Global ETA: 31m 18s
[2025-11-25T12:01:20.332111] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:01:20.332887] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:20.333082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:20.333887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:20.335212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:20.335951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:20.339264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:20.340312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:20.346444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:20.348220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:20.350108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:20.434893] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:20.482993] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:01:20.490590] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 1m 34s | Global ETA: 31m 18s
[2025-11-25T12:01:20.490758] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:01:20.491522] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:20.491596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:20.496363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:20.498165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:20.498835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:20.499350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:20.499839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:20.500682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:20.547141] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:01:20.652608] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:20.704136] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:01:20.725490] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:20.747575] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 15.3s | Global ETA: 31m 18s
[2025-11-25T12:01:20.747881] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:01:20.748711] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:20.748849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:20.754222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:20.756033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:20.756616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:20.757125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:20.757960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:20.836831] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:01:20.839786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:20.844336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:20.875810] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:20.888049] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 8.0s | Global ETA: 31m 19s
[2025-11-25T12:01:20.946087] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 11.0s | Global ETA: 31m 19s
[2025-11-25T12:01:20.946256] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:01:20.947234] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:20.947379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:20.948149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:20.949483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:20.950280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:20.953073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:20.953967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:20.958387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:20.959781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:20.961188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:21.004375] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:21.060259] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 34s | Global ETA: 31m 19s
[2025-11-25T12:01:21.060499] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:01:21.061343] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:21.061433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:21.061272] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.63%, Actual: 1.77%
[2025-11-25T12:01:21.066372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:21.068363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:21.068904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:21.069443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:21.069944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:21.070794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:21.179592] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:01:21.229407] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 4.51%
[2025-11-25T12:01:21.310017] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:01:21.346781] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:21.396544] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 0.94%, Actual: 3.14%
[2025-11-25T12:01:21.406326] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:01:21.443030] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -0.62% | Symbol ETA: 14.5s | Global ETA: 31m 19s
[2025-11-25T12:01:21.443327] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:01:21.444169] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:21.444322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:21.449214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:21.451046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:21.451597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:21.452084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:21.452909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:21.477911] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:21.535009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:21.539404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:21.548422] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 10.4s | Global ETA: 31m 19s
[2025-11-25T12:01:21.548787] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:01:21.549832] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:21.549992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:21.550939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:21.552322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:21.553130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:21.556104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:21.557153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:21.561826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:21.563495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:21.564594] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.18%, Actual: 2.11%
[2025-11-25T12:01:21.565122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:21.573528] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:21.629040] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 33s | Global ETA: 31m 19s
[2025-11-25T12:01:21.629325] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:01:21.630170] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:21.630301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:21.635152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:21.637012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:21.637567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:21.638125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:21.638591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:21.639455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:21.734284] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.74%, Actual: 1.66%
[2025-11-25T12:01:21.876115] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:01:21.904288] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.63%, Actual: 0.48%
[2025-11-25T12:01:21.915821] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:01:21.975315] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:01:22.043802] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:22.072106] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.30%, Actual: 0.17%
[2025-11-25T12:01:22.085504] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:22.140109] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 7.23% | Symbol ETA: 13.8s | Global ETA: 31m 20s
[2025-11-25T12:01:22.140429] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:01:22.141320] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:22.141473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:22.142386] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:22.146458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:22.148411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:22.149032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:22.149511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:22.150363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:22.155837] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 9.8s | Global ETA: 31m 20s
[2025-11-25T12:01:22.198109] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1m 33s | Global ETA: 31m 20s
[2025-11-25T12:01:22.198395] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:01:22.199244] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:22.199378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:22.204256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:22.206166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:22.206756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:22.207297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:22.207880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:22.208925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:22.234317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:22.239177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:22.240658] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.89%, Actual: 0.43%
[2025-11-25T12:01:22.328478] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.14%, Actual: 0.68%
[2025-11-25T12:01:22.410066] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 0.67%
[2025-11-25T12:01:22.496575] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 1.30%, Actual: 0.82%
[2025-11-25T12:01:22.558486] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:01:22.580499] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.48%, Actual: 2.39%
[2025-11-25T12:01:22.580906] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 46.8111%
[2025-11-25T12:01:22.581075] [INFO ] [main      ] LNG: DISCARDED add_overnight_gap_mag (score: 46.81%)
[2025-11-25T12:01:22.581195] [INFO ] [main      ] LNG: Testing feature 29/53: add_pct_change
[2025-11-25T12:01:22.581304] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_pct_change']
[2025-11-25T12:01:22.581421] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:01:22.589913] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:01:22.596287] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:22.596906] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:01:22.597907] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:22.598056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:22.603072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:22.605009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:22.605597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:22.606107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:22.607184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:22.608124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:22.609886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:22.612625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:22.615038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:22.664164] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:01:22.736263] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:22.759493] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:22.795936] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1m 32s | Global ETA: 31m 20s
[2025-11-25T12:01:22.796123] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:01:22.797192] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:01:22.797335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:22.802819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:22.804828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:22.805418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:22.805986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:22.806492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:22.807427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:22.829898] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.28%, Actual: 0.54%
[2025-11-25T12:01:22.864273] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -7.40% | Symbol ETA: 13.1s | Global ETA: 31m 20s
[2025-11-25T12:01:22.952106] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:01:22.994748] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 0.84%
[2025-11-25T12:01:23.033611] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -4.56%, Actual: 2.25%
[2025-11-25T12:01:23.119993] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:23.160129] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.53%
[2025-11-25T12:01:23.160206] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:01:23.205528] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 8.88%, Actual: 8.06%
[2025-11-25T12:01:23.291470] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 0.78% | Symbol ETA: 13.8s | Global ETA: 31m 21s
[2025-11-25T12:01:23.291798] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:01:23.292576] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:23.292731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:23.297528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:23.299373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:23.299955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:23.300428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:23.301258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:23.302161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:23.303900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:23.306598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:23.308757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:23.325814] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.88%
[2025-11-25T12:01:23.330007] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:23.377708] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -1.71%, Actual: 1.90%
[2025-11-25T12:01:23.385696] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1m 31s | Global ETA: 31m 21s
[2025-11-25T12:01:23.493112] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:01:23.546456] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 5.15%
[2025-11-25T12:01:23.553677] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:01:23.650958] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:01:23.662877] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.28%, Actual: 0.25%
[2025-11-25T12:01:23.717784] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 10.05%, Actual: 4.95%
[2025-11-25T12:01:23.726462] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:01:23.828755] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:23.835541] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 0.93%
[2025-11-25T12:01:23.835930] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 42.8702%
[2025-11-25T12:01:23.836100] [INFO ] [main      ] BWG: KEPT add_open_reversal_intensity (score: 42.87%)
[2025-11-25T12:01:23.836221] [INFO ] [main      ] BWG: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:23.836329] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:01:23.836490] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:01:23.850558] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:23.851165] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:01:23.852110] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:23.852254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:23.853087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:23.854481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:23.855213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:23.857988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:23.858787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:23.863484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:23.864781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:23.866335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:23.868155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:23.889224] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -4.81%, Actual: 2.13%
[2025-11-25T12:01:23.904279] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:01:24.012780] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.57% | Symbol ETA: 13.2s | Global ETA: 31m 21s
[2025-11-25T12:01:24.013284] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:01:24.014140] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:24.014286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:24.019193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:24.021068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:24.021675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:24.022159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:24.023003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:24.023968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:24.026190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:24.028953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:24.031119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:24.064452] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 1.45%, Actual: 3.19%
[2025-11-25T12:01:24.081378] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:01:24.214112] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:01:24.235837] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -0.62%, Actual: 3.45%
[2025-11-25T12:01:24.257236] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:01:24.371505] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:01:24.382211] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:24.403957] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 7.23%, Actual: 3.00%
[2025-11-25T12:01:24.452942] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.27% | Symbol ETA: 14.4s | Global ETA: 31m 22s
[2025-11-25T12:01:24.453243] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:01:24.454142] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:24.454281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:24.455078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:24.456401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:24.457149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:24.459941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:24.460750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:24.465099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:24.466349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:24.467743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:24.469306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:24.488329] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:01:24.540715] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:24.574042] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -7.40%, Actual: 2.41%
[2025-11-25T12:01:24.574278] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 44.4621%
[2025-11-25T12:01:24.574516] [INFO ] [main      ] BBAR: DISCARDED add_morning_range_expansion (score: 44.46%)
[2025-11-25T12:01:24.574632] [INFO ] [main      ] BBAR: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:01:24.574760] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_open_11_elasticity']
[2025-11-25T12:01:24.574888] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:01:24.587198] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:24.587874] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:01:24.588808] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:24.588951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:24.593753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:24.595571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:24.596141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:24.596616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:24.597474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:24.660440] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:01:24.682008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:24.683409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:24.709978] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 0.23% | Symbol ETA: 12.5s | Global ETA: 31m 22s
[2025-11-25T12:01:24.710126] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:01:24.710916] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:24.710993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:24.715750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:24.717690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:24.718267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:24.718768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:24.719568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:24.720461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:24.722178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:24.724943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:24.727198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:24.808606] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:01:24.832494] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:01:24.975950] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:25.004003] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:01:25.017813] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:01:25.050825] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 13.8s | Global ETA: 31m 22s
[2025-11-25T12:01:25.051046] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:01:25.051847] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:25.051989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:25.052960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:25.054427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:25.055221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:25.058025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:25.058820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:25.063170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:25.064449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:25.064737] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:01:25.065924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:25.067509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:25.177815] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:01:25.178054] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:01:25.178149] [INFO ] [main      ] CMU: KEPT add_close_to_open_alignment (score: 13.53%)
[2025-11-25T12:01:25.178197] [INFO ] [main      ] CMU: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T12:01:25.178235] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context']
[2025-11-25T12:01:25.178276] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:01:25.185370] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:25.191163] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:25.191833] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:01:25.192715] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:25.192795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:25.197663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:25.199485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:25.200010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:25.200487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:25.200929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:25.201718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:25.202548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:25.233037] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:25.284226] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -5.34% | Symbol ETA: 18.5s | Global ETA: 31m 23s
[2025-11-25T12:01:25.284367] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:01:25.285134] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:25.285263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:25.290010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:25.291851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:25.292408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:25.292902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:25.293729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:25.376929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:25.378166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:25.408156] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:01:25.413182] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -2.01% | Symbol ETA: 11.8s | Global ETA: 31m 23s
[2025-11-25T12:01:25.413474] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:01:25.414322] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:25.414465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:25.419291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:25.421127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:25.421730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:25.422209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:25.423026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:25.423908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:25.425603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:25.428425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:25.430504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:25.547829] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:01:25.583326] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:25.656415] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 13.2s | Global ETA: 31m 23s
[2025-11-25T12:01:25.656719] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:01:25.657587] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:25.657761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:25.658545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:25.659913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:25.660637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:25.663446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:25.664329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:25.668748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:25.670043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:25.671424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:25.673063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:25.712706] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:01:25.720065] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:25.767322] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:01:25.779737] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 1m 17s | Global ETA: 31m 23s
[2025-11-25T12:01:25.780004] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:01:25.780829] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:25.780964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:25.785750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:25.787585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:25.788148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:25.788687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:25.789156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:25.789976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:25.790858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:25.880732] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:25.936974] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:25.979217] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 8.45% | Symbol ETA: 17.8s | Global ETA: 31m 23s
[2025-11-25T12:01:25.979529] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:01:25.980375] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:25.980460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:25.985323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:25.987229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:25.987765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:25.988176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:25.988946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:26.009408] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:01:26.073112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:26.074598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:26.108210] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 3.81% | Symbol ETA: 11.1s | Global ETA: 31m 23s
[2025-11-25T12:01:26.108361] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:01:26.109164] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:26.109244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:26.114271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:26.116059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:26.116558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:26.117009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:26.117774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:26.118762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:26.120407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:26.123044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:26.125208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:26.128301] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:01:26.178388] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:26.250778] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 12.6s | Global ETA: 31m 24s
[2025-11-25T12:01:26.250925] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:01:26.251694] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:26.251777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:26.252562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:26.253871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:26.254510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:26.257264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:26.258034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:26.262377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:26.263750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:26.265087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:26.266675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:26.302068] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:26.366461] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 1m 17s | Global ETA: 31m 24s
[2025-11-25T12:01:26.366800] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:01:26.367778] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:26.367932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:26.373422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:26.375628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:26.376275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:26.376861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:26.377395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:26.378300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:26.379270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:26.414910] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:01:26.459457] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:01:26.585689] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:26.620005] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:01:26.627796] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:26.682562] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -3.25% | Symbol ETA: 17.1s | Global ETA: 31m 24s
[2025-11-25T12:01:26.682870] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:01:26.683859] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:26.684010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:26.689158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:26.691087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:26.691687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:26.692169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:26.693052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:26.748144] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:01:26.775444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:26.776885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:26.804583] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.55% | Symbol ETA: 10.4s | Global ETA: 31m 24s
[2025-11-25T12:01:26.804776] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:01:26.805744] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:26.805886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:26.810686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:26.812492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:26.813080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:26.813562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:26.814373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:26.815265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:26.816971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:26.819602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:26.821628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:26.837887] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:26.912453] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 12.1s | Global ETA: 31m 24s
[2025-11-25T12:01:26.912795] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:01:26.913724] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:26.913879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:26.914764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:26.916187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:26.916973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:26.919917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:26.920856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:26.921051] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:26.925560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:26.927252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:26.928848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:26.930677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:26.980497] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 1m 16s | Global ETA: 31m 24s
[2025-11-25T12:01:26.980772] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:01:26.981588] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:26.981738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:26.986673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:26.988574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:26.989148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:26.989692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:26.990171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:26.991015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:26.991921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:27.119784] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:01:27.160912] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:01:27.283573] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:01:27.293317] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:27.330281] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:27.334190] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:01:27.393509] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -5.96% | Symbol ETA: 16.4s | Global ETA: 31m 25s
[2025-11-25T12:01:27.393834] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:01:27.394695] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:27.394840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:27.399795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:27.401740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:27.402352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:27.402862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:27.403759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:27.456335] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:27.491255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:27.492904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:27.506101] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:27.508721] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -1.87% | Symbol ETA: 9.7s | Global ETA: 31m 25s
[2025-11-25T12:01:27.509019] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:01:27.509962] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:27.510112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:27.515534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:27.517611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:27.518183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:27.518685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:27.519546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:27.520419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:27.522118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:27.525173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:27.527512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:27.528607] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 11.5s | Global ETA: 31m 25s
[2025-11-25T12:01:27.528961] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:01:27.529841] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:27.529985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:27.530812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:27.532165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:27.532910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:27.535671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:27.536483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:27.540927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:27.542280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:27.543670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:27.545270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:27.565827] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 1m 16s | Global ETA: 31m 25s
[2025-11-25T12:01:27.566113] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:01:27.566965] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:27.567130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:27.572147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:27.574219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:27.574854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:27.575408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:27.575922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:27.576802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:27.577756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:27.851631] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:01:27.873989] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:01:27.898136] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:01:27.923749] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:01:28.035185] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:28.051773] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:28.075237] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:28.097264] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:28.133760] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 7.89% | Symbol ETA: 15.8s | Global ETA: 31m 25s
[2025-11-25T12:01:28.133920] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:01:28.134682] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:28.134882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:28.139684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:28.141482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:28.142051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:28.142520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:28.143347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:28.148968] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 10.9s | Global ETA: 31m 25s
[2025-11-25T12:01:28.149240] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:01:28.150685] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:28.150827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:28.151607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:28.153049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:28.153796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:28.156539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:28.157375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:28.157279] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 1m 15s | Global ETA: 31m 25s
[2025-11-25T12:01:28.157589] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:01:28.158487] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:28.158635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:28.161808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:28.163078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:28.163583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:28.164513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:28.165596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:28.166181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:28.166160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:28.166803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:28.167331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:28.168249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:28.169228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:28.225251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:28.226541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:28.231729] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 1.26% | Symbol ETA: 9.0s | Global ETA: 31m 25s
[2025-11-25T12:01:28.232039] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:01:28.232993] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:28.233142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:28.238505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:28.240739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:28.241340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:28.241869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:28.242756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:28.243735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:28.245587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:28.248585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:28.251474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:28.504104] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:01:28.517145] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:01:28.565017] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:01:28.608307] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:01:28.673921] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:28.690539] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:28.734064] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:28.743724] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.06% | Symbol ETA: 10.2s | Global ETA: 31m 26s
[2025-11-25T12:01:28.744020] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:01:28.744882] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:28.745027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:28.745823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:28.747162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:28.747942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:28.749556] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 15s | Global ETA: 31m 26s
[2025-11-25T12:01:28.749726] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:01:28.750489] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:28.750559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:28.750847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:28.751628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:28.755449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:28.756079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:28.757303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:28.757282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:28.757846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:28.758453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:28.758832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:28.758957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:28.759731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:28.760539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:28.760603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:28.787074] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:28.830917] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -7.40% | Symbol ETA: 15.0s | Global ETA: 31m 26s
[2025-11-25T12:01:28.831064] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:01:28.831843] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:28.831918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:28.836584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:28.838356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:28.838864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:28.839262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:28.840017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:28.922901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:28.924348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:28.972340] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.32% | Symbol ETA: 8.3s | Global ETA: 31m 26s
[2025-11-25T12:01:28.972489] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:01:28.973396] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:28.973627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:28.978847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:28.980852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:28.981438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:28.981975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:28.982894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:28.983817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:28.985616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:28.988528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:28.990699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:29.097813] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:01:29.110536] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:01:29.265375] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:01:29.265624] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:29.281980] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:29.336044] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 9.6s | Global ETA: 31m 26s
[2025-11-25T12:01:29.336352] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:01:29.337273] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:29.337417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:29.338242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:29.339574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:29.340374] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 14s | Global ETA: 31m 26s
[2025-11-25T12:01:29.340320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:29.340528] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:01:29.341416] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:29.341498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:29.343287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:29.344092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:29.346114] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:01:29.346638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:29.348437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:29.348680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:29.349205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:29.349692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:29.349859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:29.350144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:29.350978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:29.351283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:29.351845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:29.352949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:29.437216] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:29.526225] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:29.537337] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -0.92% | Symbol ETA: 14.3s | Global ETA: 31m 27s
[2025-11-25T12:01:29.537593] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:01:29.538424] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:29.538565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:29.543516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:29.545530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:29.546105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:29.546628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:29.547539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:29.631584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:29.633220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:29.693575] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:01:29.699571] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:01:29.708610] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 7.6s | Global ETA: 31m 27s
[2025-11-25T12:01:29.862942] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:29.872402] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:29.887737] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 0.78%, Actual: 1.77%
[2025-11-25T12:01:29.931345] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1m 13s | Global ETA: 31m 27s
[2025-11-25T12:01:29.931664] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:01:29.932526] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:29.932681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:29.934003] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.65% | Symbol ETA: 9.0s | Global ETA: 31m 27s
[2025-11-25T12:01:29.937634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:29.939756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:29.940353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:29.940900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:29.941382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:29.942247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:29.943177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:29.977605] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:01:30.071101] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.57%, Actual: 4.51%
[2025-11-25T12:01:30.109922] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.27%, Actual: 0.68%
[2025-11-25T12:01:30.153312] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:30.251864] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 3.14%
[2025-11-25T12:01:30.259145] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 0.94% | Symbol ETA: 13.6s | Global ETA: 31m 27s
[2025-11-25T12:01:30.259440] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:01:30.260310] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:30.260454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:30.265380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:30.267416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:30.268057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:30.268538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:30.269385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:30.277484] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.82%
[2025-11-25T12:01:30.290552] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:01:30.353092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:30.354832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:30.428795] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -2.01%, Actual: 2.11%
[2025-11-25T12:01:30.456147] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.49%
[2025-11-25T12:01:30.462168] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:30.520896] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1m 13s | Global ETA: 31m 28s
[2025-11-25T12:01:30.521184] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:01:30.522049] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:30.522190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:30.527270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:30.529263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:30.529862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:30.530381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:30.530875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:30.531716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:30.532594] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:30.617128] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 3.81%, Actual: 1.66%
[2025-11-25T12:01:30.635972] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.20%, Actual: 0.54%
[2025-11-25T12:01:30.704993] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:01:30.795595] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.55%, Actual: 0.48%
[2025-11-25T12:01:30.814585] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.96%, Actual: 0.84%
[2025-11-25T12:01:30.876952] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:30.878706] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:01:30.974976] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 2.80% | Symbol ETA: 12.9s | Global ETA: 31m 28s
[2025-11-25T12:01:30.975268] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:01:30.976098] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:30.976238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:30.978509] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -1.87%, Actual: 0.17%
[2025-11-25T12:01:30.981094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:30.982915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:30.983457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:30.983941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:30.984768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:30.994855] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.53%
[2025-11-25T12:01:31.067319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:31.068917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:31.076504] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:31.138954] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1m 12s | Global ETA: 31m 28s
[2025-11-25T12:01:31.158586] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 1.26%, Actual: 0.43%
[2025-11-25T12:01:31.172105] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.88%
[2025-11-25T12:01:31.312998] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:01:31.336686] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.32%, Actual: 0.67%
[2025-11-25T12:01:31.340574] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.23%
[2025-11-25T12:01:31.413153] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:01:31.483745] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:01:31.509996] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.25%
[2025-11-25T12:01:31.517457] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.17%, Actual: 2.39%
[2025-11-25T12:01:31.517889] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 35.4012%
[2025-11-25T12:01:31.518067] [INFO ] [main      ] LNG: DISCARDED add_pct_change (score: 35.40%)
[2025-11-25T12:01:31.518200] [INFO ] [main      ] LNG: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:01:31.518319] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_preclose_acceleration_mag']
[2025-11-25T12:01:31.518437] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:01:31.535205] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:31.535853] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:01:31.536852] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:31.537039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:31.542676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:31.544976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:31.545617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:31.546135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:31.547053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:31.548018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:31.550188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:31.553891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:01:31.555552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:31.582987] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:31.653793] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:01:31.678344] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 0.93%
[2025-11-25T12:01:31.678565] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 41.5991%
[2025-11-25T12:01:31.678625] [INFO ] [main      ] BWG: DISCARDED add_open_vs_close_liquidity_ratio (score: 41.60%)
[2025-11-25T12:01:31.678704] [INFO ] [main      ] BWG: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:01:31.678763] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_prev_range_position']
[2025-11-25T12:01:31.678907] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:01:31.679123] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -6.67% | Symbol ETA: 12.2s | Global ETA: 31m 29s
[2025-11-25T12:01:31.692900] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:31.693509] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:01:31.694371] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:31.694450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:31.695199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:31.696469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:31.697153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:31.699828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:31.700527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:31.705022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:31.706215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:31.707541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:31.710421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:31.825660] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:01:31.849443] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -5.34%, Actual: 2.25%
[2025-11-25T12:01:31.912677] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:01:31.998782] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:01:32.019086] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 8.45%, Actual: 8.06%
[2025-11-25T12:01:32.067800] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:01:32.104718] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:32.187406] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:01:32.192874] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -3.25%, Actual: 1.90%
[2025-11-25T12:01:32.244300] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:32.284316] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 0.42% | Symbol ETA: 13.8s | Global ETA: 31m 29s
[2025-11-25T12:01:32.284621] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:01:32.285717] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:32.285864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:32.291616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:32.293916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:32.294538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:32.295206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:32.296134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:32.297098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:32.299099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:32.301986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:01:32.303188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:32.320024] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 14.1s | Global ETA: 31m 29s
[2025-11-25T12:01:32.320314] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:01:32.321156] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:32.321298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:32.322092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:32.323432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:32.324174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:32.326924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:32.327747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:32.332213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:32.333533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:32.334895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:32.338099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:32.362980] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -5.96%, Actual: 5.15%
[2025-11-25T12:01:32.371335] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:01:32.529905] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 7.89%, Actual: 4.95%
[2025-11-25T12:01:32.539013] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:01:32.674279] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:01:32.684630] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:01:32.696330] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -7.40%, Actual: 2.13%
[2025-11-25T12:01:32.707019] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:01:32.858980] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:32.860594] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:32.866401] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -0.92%, Actual: 3.19%
[2025-11-25T12:01:32.873920] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:01:32.874196] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:01:32.874348] [INFO ] [main      ] CMU: KEPT add_composite_volatility_context (score: 13.53%)
[2025-11-25T12:01:32.874454] [INFO ] [main      ] CMU: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T12:01:32.874550] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios']
[2025-11-25T12:01:32.874668] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:01:32.887228] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:32.887747] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:01:32.888660] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:32.888792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:32.893632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:32.895475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:32.896037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:32.896553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:32.897067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:32.897898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:32.898792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:32.901285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:32.932028] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 13.4s | Global ETA: 31m 30s
[2025-11-25T12:01:32.932319] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:01:32.933924] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:32.934069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:32.934876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:32.936210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:32.936948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:32.939791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:32.940578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:32.944986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:32.946236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:32.947610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:32.950611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:33.033802] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.88% | Symbol ETA: 13.1s | Global ETA: 31m 30s
[2025-11-25T12:01:33.034113] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:01:33.035018] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:33.035165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:33.035258] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 0.94%, Actual: 3.45%
[2025-11-25T12:01:33.040452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:33.042509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:33.043192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:33.043825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:33.044712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:33.045668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:33.047515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:33.050474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:01:33.051770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:33.202688] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 2.80%, Actual: 3.00%
[2025-11-25T12:01:33.240428] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:01:33.297134] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:01:33.368391] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -6.67%, Actual: 2.41%
[2025-11-25T12:01:33.368706] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 52.9971%
[2025-11-25T12:01:33.368885] [INFO ] [main      ] BBAR: DISCARDED add_open_11_elasticity (score: 53.00%)
[2025-11-25T12:01:33.369007] [INFO ] [main      ] BBAR: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:01:33.369113] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity']
[2025-11-25T12:01:33.369224] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:01:33.381580] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:33.381987] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:01:33.382971] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:33.383115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:33.387941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:33.389791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:33.390339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:33.390827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:33.391636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:33.410901] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:01:33.413399] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:33.470238] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:33.474539] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 1m 4s | Global ETA: 31m 30s
[2025-11-25T12:01:33.474770] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:01:33.474776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:33.475553] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:33.475713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:33.476206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:33.480489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:33.482333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:33.482896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:33.483408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:33.483893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:33.484722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:33.485596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:33.488101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:33.544208] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 12.8s | Global ETA: 31m 30s
[2025-11-25T12:01:33.544372] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:01:33.545286] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:33.545429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:33.546190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:33.547546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:33.548290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:33.551030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:33.551837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:33.556231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:33.557560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:33.558945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:33.561992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:33.595778] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:33.764194] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.31% | Symbol ETA: 12.3s | Global ETA: 31m 31s
[2025-11-25T12:01:33.764505] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:01:33.765462] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:33.765614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:33.770830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:33.772685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:33.773290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:33.773801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:33.774620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:33.775578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:33.777363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:33.780092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:01:33.781255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:33.810259] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:01:33.823759] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:01:33.903441] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:01:33.976561] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:33.988591] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:34.048864] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 1m 4s | Global ETA: 31m 31s
[2025-11-25T12:01:34.049154] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:01:34.049977] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:34.050111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:34.054967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:34.056790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:34.057343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:34.057878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:34.058347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:34.059171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:34.060073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:34.062543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:34.072252] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:34.074787] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -2.39% | Symbol ETA: 17.3s | Global ETA: 31m 31s
[2025-11-25T12:01:34.075073] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:01:34.075907] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:34.076048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:34.080870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:34.082697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:34.083242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:34.083738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:34.084558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:34.125258] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:01:34.146849] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.19% | Symbol ETA: 12.1s | Global ETA: 31m 31s
[2025-11-25T12:01:34.147178] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:01:34.147975] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:34.148118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:34.148915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:34.150246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:34.150982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:34.153740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:34.154535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:34.159005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:34.160279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:34.161708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:34.164730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:34.169294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:34.170766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:34.297183] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:34.397264] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:01:34.464436] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -2.37% | Symbol ETA: 11.5s | Global ETA: 31m 31s
[2025-11-25T12:01:34.464604] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:01:34.465566] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:34.465730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:34.470771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:34.472722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:34.473314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:34.473831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:34.474678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:34.475574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:34.477356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:34.480124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:01:34.481296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:34.502371] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:01:34.505881] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:01:34.567474] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:34.629455] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 1m 3s | Global ETA: 31m 31s
[2025-11-25T12:01:34.629760] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:01:34.630600] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:34.630704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:34.635636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:34.637618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:34.638159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:34.638726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:34.639213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:34.640085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:34.641009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:34.643789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:34.673133] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:34.699261] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:34.771236] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 4.58% | Symbol ETA: 16.6s | Global ETA: 31m 32s
[2025-11-25T12:01:34.771536] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:01:34.772327] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:34.772469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:34.777250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:34.779095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:34.779671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:34.780136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:34.780960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:34.804443] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.79% | Symbol ETA: 11.6s | Global ETA: 31m 32s
[2025-11-25T12:01:34.804830] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:01:34.806137] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:34.806324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:34.807523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:34.809470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:34.810571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:34.814687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:34.816114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:34.820945] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:01:34.823108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:34.825212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:34.827383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:34.832299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:34.864102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:34.865877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:34.990231] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:01:34.991952] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:35.157325] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:35.157762] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.21% | Symbol ETA: 10.7s | Global ETA: 31m 32s
[2025-11-25T12:01:35.157912] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:01:35.158775] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:35.158854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:35.163838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:35.165861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:35.166402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:35.166821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:35.167821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:35.168857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:35.170763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:35.173709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:01:35.175060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:35.204659] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:01:35.214166] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:01:35.219603] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 1m 3s | Global ETA: 31m 32s
[2025-11-25T12:01:35.219748] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:01:35.220489] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:35.220560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:35.225370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:35.227183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:35.227688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:35.228129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:35.228521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:35.229281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:35.230103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:35.232478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:35.371492] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:35.389864] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:35.465862] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 11.0s | Global ETA: 31m 32s
[2025-11-25T12:01:35.466163] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:01:35.467131] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:35.467289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:35.468175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:35.468588] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 3.67% | Symbol ETA: 16.0s | Global ETA: 31m 32s
[2025-11-25T12:01:35.468905] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:01:35.469776] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:35.469861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:35.469701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:35.470618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:35.473534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:35.474403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:35.474558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:35.476376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:35.476944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:35.477618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:35.478450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:35.479028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:35.480707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:35.482335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:35.485844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:35.534492] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:01:35.560845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:35.562370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:35.574519] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:01:35.720287] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:35.745980] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:35.807543] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 1m 2s | Global ETA: 31m 33s
[2025-11-25T12:01:35.807844] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:01:35.808696] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:35.808830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:35.813733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:35.815663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:35.816223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:35.816755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:35.817249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:35.818090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:35.818980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:35.821435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:35.835675] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:01:35.885403] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 10.0s | Global ETA: 31m 33s
[2025-11-25T12:01:35.885724] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:01:35.886582] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:35.886742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:35.891834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:35.893777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:35.894370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:35.894902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:35.895742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:35.896659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:35.897066] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:01:35.898429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:35.901218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:01:35.902457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:36.009429] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:36.064236] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:36.083488] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 10.4s | Global ETA: 31m 33s
[2025-11-25T12:01:36.083809] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:01:36.084687] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:36.084835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:36.085638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:36.087044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:36.087793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:36.090743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:36.091682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:36.096200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:36.097555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:36.098993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:36.102085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:36.158704] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:01:36.159071] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -4.73% | Symbol ETA: 15.3s | Global ETA: 31m 33s
[2025-11-25T12:01:36.159377] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:01:36.160214] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:36.160370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:36.165167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:36.166991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:36.167555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:36.168042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:36.168874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:36.248464] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:01:36.252658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:36.254125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:36.327415] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:36.387626] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 1s | Global ETA: 31m 33s
[2025-11-25T12:01:36.387938] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:01:36.388751] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:36.388882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:36.393693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:36.395490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:36.396063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:36.396569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:36.397065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:36.397895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:36.398782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:36.401231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:36.442413] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:36.448708] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:01:36.600137] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:01:36.602729] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -1.21% | Symbol ETA: 9.3s | Global ETA: 31m 33s
[2025-11-25T12:01:36.603021] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:01:36.603813] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:36.603956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:36.608905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:36.610837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:36.611431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:36.611929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:36.612764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:36.613674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:36.615398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:36.618185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:01:36.619433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:36.630052] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:36.701471] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 9.7s | Global ETA: 31m 33s
[2025-11-25T12:01:36.701764] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:01:36.702577] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:36.702736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:36.703451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:36.708857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:36.710595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:36.713408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:36.714209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:36.718537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:36.719780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:36.721137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:36.724049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:36.735816] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:01:36.769451] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:36.868613] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 6.70% | Symbol ETA: 14.6s | Global ETA: 31m 34s
[2025-11-25T12:01:36.868952] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:01:36.869828] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:36.869961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:36.874770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:36.876569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:36.877152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:36.877624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:36.878446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:36.903093] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:36.960124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:36.961694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:36.962459] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 1s | Global ETA: 31m 34s
[2025-11-25T12:01:36.962765] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:01:36.963574] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:36.963684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:36.968508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:36.970333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:36.970901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:36.971355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:36.971835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:36.972660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:36.973523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:36.976021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:36.976251] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:01:37.061387] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:01:37.145128] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:37.233433] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:37.298387] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:01:37.305918] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.45% | Symbol ETA: 8.5s | Global ETA: 31m 34s
[2025-11-25T12:01:37.306086] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:01:37.306689] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 9.1s | Global ETA: 31m 34s
[2025-11-25T12:01:37.306985] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:01:37.307031] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:37.307122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:37.307883] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:37.307962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:37.308698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:37.310001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:37.310727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:37.311468] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:01:37.312191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:37.313402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:37.314156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:37.314111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:37.314748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:37.315158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:37.315902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:37.316751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:37.318466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:37.318552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:37.319779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:37.321123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:37.321281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:01:37.322370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:37.324098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:37.464752] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:37.477945] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:37.537881] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1m 0s | Global ETA: 31m 34s
[2025-11-25T12:01:37.538166] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:01:37.539029] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:37.539162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:37.543943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:37.545738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:37.546284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:37.546815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:37.547300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:37.548127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:37.549012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:37.551490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:37.562856] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -10.06% | Symbol ETA: 13.9s | Global ETA: 31m 34s
[2025-11-25T12:01:37.563009] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:01:37.563779] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:37.563856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:37.568530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:37.570260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:37.570761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:37.571153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:37.571892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:37.655661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:37.657330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:37.661857] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:01:37.675092] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:01:37.828888] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:37.844577] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:37.889310] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:01:37.916098] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.43% | Symbol ETA: 8.5s | Global ETA: 31m 35s
[2025-11-25T12:01:37.992317] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.64% | Symbol ETA: 7.8s | Global ETA: 31m 35s
[2025-11-25T12:01:37.992607] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:01:37.993457] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:37.993602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:37.998388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:38.000201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:38.000797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:38.001282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:38.002117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:38.003022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:38.004761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:38.007078] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:01:38.007408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:01:38.008545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:38.057143] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:38.085323] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.68%
[2025-11-25T12:01:38.116903] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 59.6s | Global ETA: 31m 35s
[2025-11-25T12:01:38.117184] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:01:38.118007] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:01:38.118148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:38.122941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:38.124756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:38.125301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:38.125834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:38.126303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:38.127153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:38.128043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:38.130508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:38.182771] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:38.265739] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.31%, Actual: 0.82%
[2025-11-25T12:01:38.284587] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -1.15% | Symbol ETA: 13.2s | Global ETA: 31m 35s
[2025-11-25T12:01:38.284790] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:01:38.285612] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:38.285704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:38.291016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:38.292828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:38.293343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:38.293800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:38.294595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:38.345400] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:01:38.380796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:38.382500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:38.440152] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:01:38.512518] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:38.528205] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:01:38.611140] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.19%, Actual: 0.54%
[2025-11-25T12:01:38.670196] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 7.1s | Global ETA: 31m 35s
[2025-11-25T12:01:38.700305] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:38.731877] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:01:38.760510] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 59.0s | Global ETA: 31m 35s
[2025-11-25T12:01:38.781696] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.79%, Actual: 0.84%
[2025-11-25T12:01:38.839348] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 0.42%, Actual: 1.77%
[2025-11-25T12:01:38.905417] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:38.939844] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:01:38.954962] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.53%
[2025-11-25T12:01:39.001625] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 1.87% | Symbol ETA: 12.5s | Global ETA: 31m 36s
[2025-11-25T12:01:39.001949] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:01:39.002836] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:39.002982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:39.008007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:39.009958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:39.010462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:39.010977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:39.011449] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 4.51%
[2025-11-25T12:01:39.011846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:39.094972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:39.096482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:39.107540] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:01:39.128442] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.88%
[2025-11-25T12:01:39.183145] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 3.14%
[2025-11-25T12:01:39.275199] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:01:39.304376] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:01:39.353580] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -2.37%, Actual: 2.11%
[2025-11-25T12:01:39.431020] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:01:39.442416] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:01:39.476837] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.29%, Actual: 0.25%
[2025-11-25T12:01:39.528144] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.21%, Actual: 1.66%
[2025-11-25T12:01:39.598500] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:39.609598] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:01:39.646620] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.43%, Actual: 0.93%
[2025-11-25T12:01:39.647026] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 36.5163%
[2025-11-25T12:01:39.647207] [INFO ] [main      ] BWG: DISCARDED add_open_vs_prev_range_position (score: 36.52%)
[2025-11-25T12:01:39.647338] [INFO ] [main      ] BWG: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:01:39.647448] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude']
[2025-11-25T12:01:39.647594] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:01:39.662047] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:39.662609] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:01:39.663585] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:39.663747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:39.664580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:39.666024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:39.666793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:39.669767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:39.670625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:39.675143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:39.676439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:39.677894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:39.678633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:39.693585] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 1.56% | Symbol ETA: 11.8s | Global ETA: 31m 36s
[2025-11-25T12:01:39.693887] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:01:39.694719] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:39.694856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:39.699669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:39.701212] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.48%
[2025-11-25T12:01:39.701466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:39.702040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:39.702501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:39.703361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:39.778749] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:01:39.786212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:39.787710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:39.875637] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -1.21%, Actual: 0.17%
[2025-11-25T12:01:39.946672] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:01:40.022386] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:01:40.052374] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.45%, Actual: 0.43%
[2025-11-25T12:01:40.114071] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:01:40.137350] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:01:40.198029] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:40.225117] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.64%, Actual: 0.67%
[2025-11-25T12:01:40.270182] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.27% | Symbol ETA: 13.4s | Global ETA: 31m 37s
[2025-11-25T12:01:40.270472] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:01:40.271337] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:40.271485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:40.272355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:40.273769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:40.274519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:40.277541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:40.278391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:40.282938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:40.284174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:40.285628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:40.286402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:40.286616] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:01:40.307389] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:40.396514] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.83%, Actual: 2.39%
[2025-11-25T12:01:40.396786] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 39.7876%
[2025-11-25T12:01:40.396974] [INFO ] [main      ] LNG: DISCARDED add_preclose_acceleration_mag (score: 39.79%)
[2025-11-25T12:01:40.397121] [INFO ] [main      ] LNG: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:01:40.397236] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_prev_1100_to_open']
[2025-11-25T12:01:40.397354] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:01:40.404331] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -5.48% | Symbol ETA: 11.1s | Global ETA: 31m 37s
[2025-11-25T12:01:40.412175] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:40.412899] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:01:40.413837] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:40.413979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:40.418817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:40.420703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:40.421271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:40.421776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:40.422581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:40.423482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:40.425234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:40.427992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:01:40.428848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:40.458380] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:01:40.458610] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:01:40.458730] [INFO ] [main      ] CMU: KEPT add_day_shape_ratios (score: 13.53%)
[2025-11-25T12:01:40.458849] [INFO ] [main      ] CMU: Testing feature 8/53: add_directional_consistency
[2025-11-25T12:01:40.458914] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency']
[2025-11-25T12:01:40.458970] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:01:40.471919] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:40.472584] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:01:40.473508] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:40.473602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:40.478518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:40.480418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:40.480958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:40.481430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:40.481880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:40.482677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:40.483670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:40.486247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:40.581559] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -2.39%, Actual: 2.25%
[2025-11-25T12:01:40.611357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:40.628917] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:01:40.760905] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 4.58%, Actual: 8.06%
[2025-11-25T12:01:40.771397] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:01:40.799124] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:40.871614] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 12.8s | Global ETA: 31m 37s
[2025-11-25T12:01:40.871910] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:01:40.872745] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:40.872887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:40.873683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:40.875028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:40.875773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:40.878584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:40.879393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:40.883752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:40.885032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:40.886414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:40.887162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:40.940701] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 3.67%, Actual: 1.90%
[2025-11-25T12:01:40.942092] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:40.954955] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:01:41.107902] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 0.62% | Symbol ETA: 12.8s | Global ETA: 31m 37s
[2025-11-25T12:01:41.108175] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:01:41.109040] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:41.109191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:41.114190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:41.116093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:41.116302] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -4.73%, Actual: 5.15%
[2025-11-25T12:01:41.116690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:41.117216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:41.118061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:41.118985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:41.120773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:41.123573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:01:41.124412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:41.127049] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:41.189140] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 55.2s | Global ETA: 31m 38s
[2025-11-25T12:01:41.189433] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:01:41.190266] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:41.190401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:41.195257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:41.197152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:41.197730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:41.198251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:41.198746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:41.199567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:41.200475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:41.203018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:41.228245] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:01:41.284148] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 6.70%, Actual: 4.95%
[2025-11-25T12:01:41.327169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:41.400349] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:41.458886] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -10.06%, Actual: 2.13%
[2025-11-25T12:01:41.463137] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:01:41.472675] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 12.2s | Global ETA: 31m 38s
[2025-11-25T12:01:41.472837] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:01:41.473760] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:41.473903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:41.474633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:41.475981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:41.476730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:41.479551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:41.480351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:41.484699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:41.485971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:41.487380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:41.488136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:41.632819] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:41.639124] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -1.15%, Actual: 3.19%
[2025-11-25T12:01:41.668090] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:01:41.800313] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -2.86% | Symbol ETA: 12.1s | Global ETA: 31m 38s
[2025-11-25T12:01:41.800478] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:01:41.801415] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:41.801563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:41.807061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:41.809517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:41.810164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:41.810117] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 1.87%, Actual: 3.45%
[2025-11-25T12:01:41.810592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:41.811354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:41.812292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:41.814193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:41.816981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:01:41.817890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:41.828912] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:01:41.839513] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:41.901203] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 54.5s | Global ETA: 31m 38s
[2025-11-25T12:01:41.901500] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:01:41.902332] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:41.902468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:41.907312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:41.909160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:41.909723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:41.910248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:41.910741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:41.911545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:41.912429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:41.914893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:41.980753] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 1.56%, Actual: 3.00%
[2025-11-25T12:01:42.000407] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:42.035620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:42.072076] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 11.6s | Global ETA: 31m 38s
[2025-11-25T12:01:42.072374] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:01:42.073817] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:42.073957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:42.074749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:42.076069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:42.076806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:42.079742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:42.080920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:42.085548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:42.086839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:42.088286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:42.089043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:42.152077] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -5.48%, Actual: 2.41%
[2025-11-25T12:01:42.152486] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 55.5781%
[2025-11-25T12:01:42.153141] [INFO ] [main      ] BBAR: DISCARDED add_open_reversal_intensity (score: 55.58%)
[2025-11-25T12:01:42.153264] [INFO ] [main      ] BBAR: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:42.153373] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:01:42.153483] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:01:42.166178] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:42.166803] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:01:42.167759] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:42.167844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:42.170999] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:01:42.172773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:42.174672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:42.175237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:42.175721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:42.176533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:42.266630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:42.268804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:42.341948] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:42.369753] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:01:42.429091] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:01:42.502014] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -1.00% | Symbol ETA: 11.4s | Global ETA: 31m 39s
[2025-11-25T12:01:42.502197] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:01:42.503065] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:42.503221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:42.508250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:42.510196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:42.510799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:42.511305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:42.512159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:42.513070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:42.514907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:42.517779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:01:42.518626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:42.539076] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:42.600526] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:42.602455] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 53.7s | Global ETA: 31m 39s
[2025-11-25T12:01:42.602684] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:01:42.603532] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:42.603685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:42.608690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:42.610589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:42.611160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:42.611705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:42.612195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:42.613042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:42.613941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:42.616433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:42.632560] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:01:42.672656] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 11.0s | Global ETA: 31m 39s
[2025-11-25T12:01:42.672941] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:01:42.673791] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:42.673938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:42.674743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:42.676081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:42.676823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:42.679941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:42.680803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:42.685389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:42.686712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:42.688166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:42.688942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:42.740844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:42.807277] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:42.863092] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:01:42.908741] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -4.95% | Symbol ETA: 16.9s | Global ETA: 31m 39s
[2025-11-25T12:01:42.909029] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:01:42.909934] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:42.910080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:42.915238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:42.917243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:42.917829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:42.918345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:42.919216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:43.007329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:43.009387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:43.033240] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:01:43.033848] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:43.087311] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:01:43.197267] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -3.23% | Symbol ETA: 10.7s | Global ETA: 31m 39s
[2025-11-25T12:01:43.197558] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:01:43.198467] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:43.198629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:43.203592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:43.205722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:43.206329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:43.206840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:43.207716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:43.208599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:43.208929] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:43.210356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:43.213267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:01:43.214350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:43.259248] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:43.280572] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 10.4s | Global ETA: 31m 40s
[2025-11-25T12:01:43.280757] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:01:43.281688] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:43.281841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:43.282573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:43.283926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:43.284677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:43.287483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:43.288321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:43.292674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:43.293995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:43.295397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:43.296139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:43.320478] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 53.0s | Global ETA: 31m 40s
[2025-11-25T12:01:43.320781] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:01:43.321602] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:43.321772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:43.326589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:43.328455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:43.329038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:43.329499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:43.329983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:43.330846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:43.331753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:43.334256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:43.365178] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:01:43.457526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:43.545220] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:43.560135] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:01:43.640401] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:01:43.646077] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 2.00% | Symbol ETA: 16.2s | Global ETA: 31m 40s
[2025-11-25T12:01:43.646244] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:01:43.647204] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:43.647345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:43.652196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:43.654153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:43.654767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:43.655241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:43.656078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:43.731118] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:43.741693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:43.743709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:43.806050] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:01:43.811855] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:43.883926] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 9.8s | Global ETA: 31m 40s
[2025-11-25T12:01:43.884203] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:01:43.885043] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:43.885187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:43.885983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:43.887314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:43.888047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:43.890792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:43.891580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:43.895962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:43.896335] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 10.0s | Global ETA: 31m 40s
[2025-11-25T12:01:43.896664] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:01:43.897261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:43.897587] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:43.897768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:43.898688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:43.899407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:43.902856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:43.904779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:43.905360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:43.905809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:43.906636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:43.907579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:43.909376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:43.912112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:01:43.912959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:43.984610] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:44.048514] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 52.3s | Global ETA: 31m 40s
[2025-11-25T12:01:44.048810] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:01:44.049634] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:44.049830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:44.054968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:44.057025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:44.057624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:44.058189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:44.058707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:44.059572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:44.060511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:44.063223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:44.091238] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:01:44.194997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:44.239534] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:01:44.257211] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:01:44.266617] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:44.364219] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 15.4s | Global ETA: 31m 41s
[2025-11-25T12:01:44.364508] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:01:44.365383] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:44.365534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:44.370980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:44.373064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:44.373850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:44.374517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:44.375353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:44.411027] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:44.430249] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:44.463462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:44.465547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:44.481960] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 9.2s | Global ETA: 31m 41s
[2025-11-25T12:01:44.482249] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:01:44.483104] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:44.483247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:44.484047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:44.485385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:44.486070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:44.488845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:44.489625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:44.493950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:44.495192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:44.496570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:44.497346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:44.554528] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:01:44.599077] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -2.77% | Symbol ETA: 9.3s | Global ETA: 31m 41s
[2025-11-25T12:01:44.599412] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:01:44.600295] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:44.600665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:44.605960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:44.608234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:44.608990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:44.609511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:44.610354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:44.611677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:44.613421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:44.616468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:01:44.617346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:44.739224] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:44.800823] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 51.6s | Global ETA: 31m 41s
[2025-11-25T12:01:44.801109] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:01:44.801976] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:44.802113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:44.807166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:44.809072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:44.809693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:44.810247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:44.810742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:44.811573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:44.812485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:44.815051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:44.821955] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:01:44.841170] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:01:44.942582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:44.957915] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:01:44.995771] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:45.010733] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:45.082810] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 8.6s | Global ETA: 31m 41s
[2025-11-25T12:01:45.082940] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:01:45.083703] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:45.083783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:45.084476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:45.085744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:45.086445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:45.089146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:45.089907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:45.094270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:45.095467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:45.096882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:45.097565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:45.098082] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -3.52% | Symbol ETA: 14.6s | Global ETA: 31m 41s
[2025-11-25T12:01:45.098226] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:01:45.098999] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:45.099074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:45.104751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:45.106495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:45.107011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:45.107482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:45.108284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:45.138975] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:45.196406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:45.198144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:45.301431] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:01:45.305389] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 8.6s | Global ETA: 31m 41s
[2025-11-25T12:01:45.305539] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:01:45.306344] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:45.306423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:45.311377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:45.313453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:45.314068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:45.314556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:45.315439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:45.316350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:45.318137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:45.320926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:01:45.321820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:45.445578] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:01:45.488615] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:45.540915] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:01:45.553132] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 50.9s | Global ETA: 31m 42s
[2025-11-25T12:01:45.553430] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:01:45.554507] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:45.554689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:45.560188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:45.562885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:45.563613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:45.564176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:45.564699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:45.565638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:45.566703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:45.570061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:45.618033] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:45.661883] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:01:45.689862] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.65% | Symbol ETA: 8.0s | Global ETA: 31m 42s
[2025-11-25T12:01:45.698672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:45.737126] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:45.829282] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:45.833800] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 8.89% | Symbol ETA: 13.9s | Global ETA: 31m 42s
[2025-11-25T12:01:45.834074] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:01:45.834913] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:45.835052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:45.839983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:45.841871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:45.842434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:45.842937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:45.843804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:45.859356] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.27%, Actual: 0.68%
[2025-11-25T12:01:45.932016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:45.933946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:45.985888] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.80% | Symbol ETA: 7.9s | Global ETA: 31m 42s
[2025-11-25T12:01:45.986187] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:01:45.987050] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:45.987211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:45.992033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:45.993877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:45.994447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:45.994944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:45.995781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:45.996680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:45.998440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:46.001243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:01:46.002086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:46.028625] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 0.82%
[2025-11-25T12:01:46.039960] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:01:46.200497] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.49%
[2025-11-25T12:01:46.211734] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:46.272599] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 50.2s | Global ETA: 31m 42s
[2025-11-25T12:01:46.272906] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:01:46.273758] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:46.273895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:46.278904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:46.280785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:46.281374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:46.281875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:46.282349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:46.283203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:46.284108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:46.286687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:46.292680] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:01:46.343708] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:01:46.373538] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.20%, Actual: 0.54%
[2025-11-25T12:01:46.413604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:46.471762] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:46.518233] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:46.550158] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.96%, Actual: 0.84%
[2025-11-25T12:01:46.571602] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -7.25% | Symbol ETA: 13.2s | Global ETA: 31m 43s
[2025-11-25T12:01:46.571958] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:01:46.572840] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:46.573001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:46.578106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:46.580029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:46.580597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:46.581100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:46.581955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:46.668342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:46.670525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:46.693879] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.90% | Symbol ETA: 7.2s | Global ETA: 31m 43s
[2025-11-25T12:01:46.694060] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:01:46.694931] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:46.695168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:46.700287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:46.702313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:46.702932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:46.703425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:46.704264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:46.705173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:46.707082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:46.709923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:01:46.710892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:46.739269] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.53%
[2025-11-25T12:01:46.763248] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:01:46.922716] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.88%
[2025-11-25T12:01:46.936960] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:47.000456] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 49.5s | Global ETA: 31m 43s
[2025-11-25T12:01:47.000746] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:01:47.001792] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:47.001925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:47.006767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:47.008602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:47.009178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:47.009710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:47.010176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:47.011008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:47.011900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:47.014370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:47.018489] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:01:47.058939] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:01:47.102371] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.23%
[2025-11-25T12:01:47.134056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:47.210623] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:47.226520] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:47.277940] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.13%, Actual: 0.25%
[2025-11-25T12:01:47.313824] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -2.92% | Symbol ETA: 12.5s | Global ETA: 31m 43s
[2025-11-25T12:01:47.314116] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:01:47.314998] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:47.315140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:47.319970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:47.321907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:47.322485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:47.322974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:47.323814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:47.388188] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.08% | Symbol ETA: 6.5s | Global ETA: 31m 43s
[2025-11-25T12:01:47.407722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:47.409788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:47.460537] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 0.93%
[2025-11-25T12:01:47.460891] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 43.2931%
[2025-11-25T12:01:47.461106] [INFO ] [main      ] BWG: KEPT add_overnight_gap_amplitude (score: 43.29%)
[2025-11-25T12:01:47.461228] [INFO ] [main      ] BWG: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:01:47.461338] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag']
[2025-11-25T12:01:47.461475] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:01:47.477771] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:47.478114] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:01:47.478439] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:01:47.479841] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:47.479931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:47.480790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:47.482171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:47.482869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:47.486200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:47.487073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:47.491961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:47.493276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:47.495108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:47.495892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:47.496928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:47.564265] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 0.62%, Actual: 1.77%
[2025-11-25T12:01:47.655006] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:47.719716] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 48.8s | Global ETA: 31m 44s
[2025-11-25T12:01:47.733664] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -2.86%, Actual: 4.51%
[2025-11-25T12:01:47.752204] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:01:47.839355] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:01:47.893665] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:01:47.905782] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -1.00%, Actual: 3.14%
[2025-11-25T12:01:47.920876] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:48.010350] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:48.016046] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 2.59% | Symbol ETA: 11.7s | Global ETA: 31m 44s
[2025-11-25T12:01:48.016336] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:01:48.017185] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:48.017333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:48.022173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:48.023988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:48.024537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:48.025018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:48.025855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:48.060907] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:01:48.074349] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -3.23%, Actual: 2.11%
[2025-11-25T12:01:48.082799] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 12.7s | Global ETA: 31m 44s
[2025-11-25T12:01:48.083098] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:01:48.083960] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:48.084103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:48.084904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:48.086311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:48.087068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:48.089804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:48.090579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:48.094886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:48.096106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:48.097469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:48.098204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:48.098984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:48.112289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:48.114582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:48.231463] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:01:48.309706] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 1.66%
[2025-11-25T12:01:48.404835] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:01:48.441515] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:01:48.479035] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:01:48.480519] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -2.77%, Actual: 0.48%
[2025-11-25T12:01:48.580458] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:01:48.611638] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:48.658537] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.16%, Actual: 0.17%
[2025-11-25T12:01:48.658606] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:48.691417] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 12.1s | Global ETA: 31m 45s
[2025-11-25T12:01:48.691585] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:01:48.692395] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:48.692490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:48.693249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:48.694735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:48.695493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:48.698662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:48.699694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:48.705307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:48.707514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:48.709065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:48.709875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:48.710711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:48.752171] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:01:48.758774] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 2.10% | Symbol ETA: 11.0s | Global ETA: 31m 45s
[2025-11-25T12:01:48.759079] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:01:48.760060] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:48.760209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:48.765355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:48.767359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:48.767950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:48.768487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:48.769516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:48.833910] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.80%, Actual: 0.43%
[2025-11-25T12:01:48.858472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:01:48.860488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:48.921383] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:01:49.016342] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.90%, Actual: 0.67%
[2025-11-25T12:01:49.059814] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:01:49.091025] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:01:49.194555] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.08%, Actual: 2.39%
[2025-11-25T12:01:49.194985] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 41.4069%
[2025-11-25T12:01:49.195158] [INFO ] [main      ] LNG: DISCARDED add_prev_1100_to_open (score: 41.41%)
[2025-11-25T12:01:49.195277] [INFO ] [main      ] LNG: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:01:49.195384] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_prev_close_to_1100']
[2025-11-25T12:01:49.195499] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:01:49.211261] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:49.211900] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:01:49.211727] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:01:49.212861] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:49.212948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:49.217907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:49.219976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:49.220507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:49.221017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:49.221849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:49.222756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:49.224523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:49.227316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:01:49.228242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:49.228443] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:49.261506] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:01:49.302761] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 11.5s | Global ETA: 31m 45s
[2025-11-25T12:01:49.302917] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:01:49.303812] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:49.303954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:49.304710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:49.306064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:49.306802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:49.309683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:49.310487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:49.314893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:49.316220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:49.317693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:49.318440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:49.319217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:49.391858] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:49.434105] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:01:49.434517] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:01:49.434697] [INFO ] [main      ] CMU: KEPT add_directional_consistency (score: 13.53%)
[2025-11-25T12:01:49.434808] [INFO ] [main      ] CMU: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T12:01:49.434908] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range']
[2025-11-25T12:01:49.435012] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:01:49.448046] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:49.448681] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:01:49.449690] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:49.449823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:49.454785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:49.456635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:49.457222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:49.457794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:49.458277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:49.459130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:49.460056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:49.462558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:49.491515] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -2.82% | Symbol ETA: 10.2s | Global ETA: 31m 45s
[2025-11-25T12:01:49.585632] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:01:49.589605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:49.591855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:49.660766] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:01:49.669310] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -4.95%, Actual: 2.25%
[2025-11-25T12:01:49.770848] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:49.831360] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:49.848957] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 2.00%, Actual: 8.06%
[2025-11-25T12:01:49.905254] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 10.9s | Global ETA: 31m 46s
[2025-11-25T12:01:49.905541] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:01:49.906344] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:49.906486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:49.907299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:49.908619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:49.909395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:49.912119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:49.912922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:49.917261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:49.918497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:49.919878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:49.920597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:49.921378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:49.957682] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:01:49.964435] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.93% | Symbol ETA: 12.7s | Global ETA: 31m 46s
[2025-11-25T12:01:49.964857] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:01:49.965955] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:49.966060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:49.971254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:49.973514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:49.974147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:49.974744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:49.975632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:49.976670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:49.978738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:49.981787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:01:49.982844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:50.032203] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 1.90%
[2025-11-25T12:01:50.142125] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:50.205702] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 56.2s | Global ETA: 31m 46s
[2025-11-25T12:01:50.205858] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:01:50.206680] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:50.206761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:50.211924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:50.212958] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -3.52%, Actual: 5.15%
[2025-11-25T12:01:50.213802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:50.214304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:50.214800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:50.215228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:50.216042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:50.217109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:50.219866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:50.287678] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:01:50.331616] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:01:50.354565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:50.356888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:50.385764] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 8.89%, Actual: 4.95%
[2025-11-25T12:01:50.460837] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:50.501170] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:50.534759] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.91% | Symbol ETA: 10.3s | Global ETA: 31m 46s
[2025-11-25T12:01:50.535062] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:01:50.535923] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:50.536068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:50.536881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:50.538218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:50.538969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:50.541757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:50.542586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:50.546982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:50.548339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:50.549786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:50.550544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:50.551386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:50.561135] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -7.25%, Actual: 2.13%
[2025-11-25T12:01:50.671941] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.29% | Symbol ETA: 11.8s | Global ETA: 31m 46s
[2025-11-25T12:01:50.672253] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:01:50.673150] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:50.673296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:50.678214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:50.680165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:50.680765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:50.681249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:50.682107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:50.683020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:50.684791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:50.687540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:01:50.688358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:50.729994] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:01:50.737308] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -2.92%, Actual: 3.19%
[2025-11-25T12:01:50.904290] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:01:50.909519] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:50.917717] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 2.59%, Actual: 3.45%
[2025-11-25T12:01:50.975687] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 55.5s | Global ETA: 31m 47s
[2025-11-25T12:01:50.975978] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:01:50.976854] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:50.977015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:50.982323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:50.984509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:50.985127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:50.985720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:50.986214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:50.987132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:50.988274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:50.991173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:51.034331] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:01:51.082877] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:51.097785] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 2.10%, Actual: 3.00%
[2025-11-25T12:01:51.129036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:51.131347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:51.157325] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 9.7s | Global ETA: 31m 47s
[2025-11-25T12:01:51.157624] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:01:51.158526] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:51.158695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:51.159490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:51.160866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:51.161583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:51.164349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:51.165172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:51.169771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:51.171203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:51.172686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:51.173470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:51.174311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:51.204979] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:51.275889] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -2.82%, Actual: 2.41%
[2025-11-25T12:01:51.276263] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 53.5941%
[2025-11-25T12:01:51.276446] [INFO ] [main      ] BBAR: DISCARDED add_open_vs_close_liquidity_ratio (score: 53.59%)
[2025-11-25T12:01:51.276566] [INFO ] [main      ] BBAR: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:01:51.276696] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_open_vs_prev_range_position']
[2025-11-25T12:01:51.276813] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:01:51.290094] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:51.290882] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:01:51.291850] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:51.291993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:51.297245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:51.299316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:51.299928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:51.300418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:51.301327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:51.364234] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -1.86% | Symbol ETA: 11.0s | Global ETA: 31m 47s
[2025-11-25T12:01:51.364538] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:01:51.365452] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:51.365602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:51.370788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:51.372767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:51.373350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:51.373856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:51.374702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:51.375606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:51.377401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:51.380139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:01:51.381026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:51.391037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:51.394521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:51.494786] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:01:51.524830] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:01:51.673208] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:51.700202] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:51.733270] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:01:51.736775] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 54.7s | Global ETA: 31m 47s
[2025-11-25T12:01:51.737094] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:01:51.737999] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:51.738140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:51.743039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:51.744967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:51.745527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:51.746067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:51.746542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:51.747422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:51.748325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:51.750899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:51.753215] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:01:51.774240] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 9.1s | Global ETA: 31m 47s
[2025-11-25T12:01:51.774550] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:01:51.775424] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:51.775581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:51.776412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:51.777878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:51.778638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:51.781471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:51.782378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:51.786991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:51.788464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:51.789928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:51.790732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:51.791507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:51.876447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:51.878535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:51.905504] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:51.934076] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:52.052610] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -2.36% | Symbol ETA: 16.7s | Global ETA: 31m 48s
[2025-11-25T12:01:52.052965] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:01:52.053919] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:52.054073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:52.059111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:52.061044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:52.061624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:52.062119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:52.063025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:52.085261] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.43% | Symbol ETA: 10.3s | Global ETA: 31m 48s
[2025-11-25T12:01:52.085546] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:01:52.086426] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:52.086576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:52.091597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:52.093731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:52.094378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:52.094917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:52.095940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:52.096990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:52.098869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:52.101625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:01:52.102501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:52.142331] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:01:52.150986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:52.154504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:52.222823] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:01:52.317217] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:52.391886] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 8.5s | Global ETA: 31m 48s
[2025-11-25T12:01:52.392167] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:01:52.393026] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:52.393170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:52.393988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:52.393892] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:52.395285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:52.395968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:52.398750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:52.399608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:52.404007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:52.405314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:52.406704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:52.407440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:52.408238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:52.446956] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:01:52.455144] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 53.9s | Global ETA: 31m 48s
[2025-11-25T12:01:52.455292] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:01:52.456066] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:52.456162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:52.461156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:52.463066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:52.463627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:52.464153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:52.464621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:52.465501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:52.466388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:52.468903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:52.498522] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:01:52.590658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:52.592599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:52.626705] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:52.690378] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:52.757920] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:01:52.789943] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.01% | Symbol ETA: 9.5s | Global ETA: 31m 48s
[2025-11-25T12:01:52.790248] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:01:52.791108] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:52.791253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:52.792988] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 10.96% | Symbol ETA: 15.9s | Global ETA: 31m 48s
[2025-11-25T12:01:52.793293] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:01:52.794207] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:52.794352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:52.796166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:52.798057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:52.798619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:52.799152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:52.799388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:52.800006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:52.800837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:52.801666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:52.802216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:52.802576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:52.802628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:52.803567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:52.805277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:01:52.806201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:52.893983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:52.897852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:52.927452] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:52.933063] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:01:52.999129] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 7.8s | Global ETA: 31m 49s
[2025-11-25T12:01:52.999444] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:01:53.000364] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:53.000554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:53.001575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:53.003048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:53.003941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:53.006991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:53.008128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:53.012690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:53.014343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:53.016000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:53.016876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:01:53.017763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:53.104672] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:53.165283] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:01:53.172969] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 53.1s | Global ETA: 31m 49s
[2025-11-25T12:01:53.173264] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:01:53.174108] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:53.174257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:53.179536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:53.181483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:53.182083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:53.182638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:53.183143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:53.184033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:53.184968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:53.187565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:53.259544] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:01:53.314628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:53.316726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:53.335166] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:53.368342] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:01:53.432930] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:53.503736] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -0.70% | Symbol ETA: 8.8s | Global ETA: 31m 49s
[2025-11-25T12:01:53.504038] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:01:53.504897] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:53.505041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:53.509985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:53.511832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:53.512393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:53.512883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:53.513750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:53.514675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:53.516415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:53.519130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:01:53.519972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:53.533215] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -1.97% | Symbol ETA: 15.1s | Global ETA: 31m 49s
[2025-11-25T12:01:53.533387] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:01:53.534170] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:53.534395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:53.539662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:53.541851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:53.542538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:53.543077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:53.543986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:53.569290] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:53.634257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:53.637879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:53.642827] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.70% | Symbol ETA: 7.2s | Global ETA: 31m 49s
[2025-11-25T12:01:53.662713] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:01:53.819305] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.19%, Actual: 0.68%
[2025-11-25T12:01:53.838884] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:53.867371] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:01:53.907070] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 52.3s | Global ETA: 31m 49s
[2025-11-25T12:01:53.907355] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:01:53.908269] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:53.908424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:53.913710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:53.915766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:53.916357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:53.916916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:53.917443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:53.918363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:53.919329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:53.922204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:53.994361] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 0.82%
[2025-11-25T12:01:54.014879] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:01:54.044198] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:54.052613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:54.054935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:54.171142] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:01:54.187343] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:54.206951] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -1.93% | Symbol ETA: 8.1s | Global ETA: 31m 50s
[2025-11-25T12:01:54.207282] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:01:54.208147] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:54.208290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:54.213662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:54.215895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:54.216513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:54.217025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:54.218032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:54.218967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:54.221061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:54.223809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:01:54.224681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:54.285967] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -5.98% | Symbol ETA: 14.3s | Global ETA: 31m 50s
[2025-11-25T12:01:54.286251] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:01:54.287127] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:54.287268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:54.292196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:54.294080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:54.294635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:54.295123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:54.295998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:54.347773] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.12%, Actual: 0.54%
[2025-11-25T12:01:54.386180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:54.389787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:54.429567] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:01:54.524233] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.91%, Actual: 0.84%
[2025-11-25T12:01:54.579301] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:01:54.617844] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:54.684333] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 51.6s | Global ETA: 31m 50s
[2025-11-25T12:01:54.684636] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:01:54.685598] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:54.685765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:54.691536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:54.693667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:54.694312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:54.694905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:54.695394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:54.696360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:54.696324] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.53%
[2025-11-25T12:01:54.697328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:54.700258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:54.740352] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:01:54.750709] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:54.833905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:54.836074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:54.869095] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 0.88%
[2025-11-25T12:01:54.908130] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.67% | Symbol ETA: 7.4s | Global ETA: 31m 50s
[2025-11-25T12:01:54.908430] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:01:54.909284] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:54.909431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:54.914337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:54.916286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:54.916872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:54.917368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:54.918217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:54.919158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:54.919280] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:54.920906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:54.923678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:01:54.924598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:55.021578] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 5.40% | Symbol ETA: 13.6s | Global ETA: 31m 51s
[2025-11-25T12:01:55.021890] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:01:55.022726] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:55.022864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:55.027987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:55.030061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:55.030685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:55.031185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:55.032082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:55.044362] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:01:55.127610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:55.130996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:55.187059] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:01:55.226750] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 0.25%
[2025-11-25T12:01:55.271533] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:01:55.366825] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:55.400445] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.70%, Actual: 0.93%
[2025-11-25T12:01:55.400823] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 39.4698%
[2025-11-25T12:01:55.400954] [INFO ] [main      ] BWG: DISCARDED add_overnight_gap_mag (score: 39.47%)
[2025-11-25T12:01:55.401066] [INFO ] [main      ] BWG: Testing feature 29/53: add_pct_change
[2025-11-25T12:01:55.401152] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_pct_change']
[2025-11-25T12:01:55.401254] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:01:55.415443] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:55.416096] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:01:55.417096] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:55.417238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:55.418092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:55.419445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:55.420117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:55.422817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:55.423534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:55.427882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:55.429111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:55.430400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:55.431107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:55.433120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:55.433376] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 50.9s | Global ETA: 31m 51s
[2025-11-25T12:01:55.433526] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:01:55.434365] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:55.434532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:55.439900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:55.442279] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:55.442192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:55.442958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:55.443622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:55.444204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:55.445172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:55.446196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:55.449158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:55.482316] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:01:55.584349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:55.586624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:55.613494] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 6.7s | Global ETA: 31m 51s
[2025-11-25T12:01:55.613664] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:01:55.614423] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:55.614500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:55.619377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:55.621221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:55.621907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:55.622418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:55.623312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:55.624263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:55.626037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:55.628831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:01:55.629586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:55.657271] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:55.761090] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -6.56% | Symbol ETA: 12.8s | Global ETA: 31m 51s
[2025-11-25T12:01:55.761240] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:01:55.762036] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:55.762116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:55.767109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:55.769176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:55.769799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:55.770286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:55.771145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:55.789355] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:01:55.857280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:55.860671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:55.925924] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:01:55.962979] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:55.971417] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:01:56.043884] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 12.5s | Global ETA: 31m 51s
[2025-11-25T12:01:56.044189] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:01:56.045202] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:56.045366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:56.046264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:56.047725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:56.048505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:56.051421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:56.052285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:56.056826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:56.058315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:56.059827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:56.060624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:56.062844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:56.095017] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:56.142380] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:56.155961] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 50.1s | Global ETA: 31m 52s
[2025-11-25T12:01:56.156230] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:01:56.157074] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:56.157160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:56.162016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:56.163882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:56.164423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:56.164955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:56.165415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:56.166237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:56.167141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:56.169597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:56.199469] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:01:56.290111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:56.292245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:56.307815] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.18% | Symbol ETA: 6.0s | Global ETA: 31m 52s
[2025-11-25T12:01:56.367516] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:56.417911] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:01:56.464307] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 2.02% | Symbol ETA: 12.1s | Global ETA: 31m 52s
[2025-11-25T12:01:56.464598] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:01:56.465422] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:56.465566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:56.470387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:56.472198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:56.472772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:56.473239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:56.474068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:56.483465] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.93%, Actual: 1.77%
[2025-11-25T12:01:56.555808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:56.559026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:56.591138] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:56.631683] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:01:56.660335] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 4.51%
[2025-11-25T12:01:56.673784] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 11.8s | Global ETA: 31m 52s
[2025-11-25T12:01:56.674077] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:01:56.674929] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:56.675070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:56.675860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:56.677207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:56.677945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:56.680700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:56.681465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:56.685723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:56.686938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:56.688296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:56.689031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:56.691045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:56.800239] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:56.836864] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -1.86%, Actual: 3.14%
[2025-11-25T12:01:56.861263] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 49.4s | Global ETA: 31m 52s
[2025-11-25T12:01:56.893332] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:01:57.011309] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.43%, Actual: 2.11%
[2025-11-25T12:01:57.034378] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:01:57.034603] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:01:57.063986] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:01:57.160815] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 1.00% | Symbol ETA: 11.3s | Global ETA: 31m 53s
[2025-11-25T12:01:57.161110] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:01:57.161951] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:57.162097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:57.166936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:57.168794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:57.169348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:57.169840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:57.170753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:57.185587] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.01%, Actual: 1.66%
[2025-11-25T12:01:57.207910] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:01:57.209780] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:01:57.254097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:57.257590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:57.287347] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 11.2s | Global ETA: 31m 53s
[2025-11-25T12:01:57.287676] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:01:57.288519] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:57.288753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:57.289538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:57.290901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:57.291684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:57.294481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:57.295341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:57.299864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:57.301203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:57.302595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:57.303336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:57.305452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:57.359948] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 0.48%
[2025-11-25T12:01:57.386164] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:01:57.530672] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -1.93%, Actual: 0.17%
[2025-11-25T12:01:57.558315] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:01:57.596157] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:01:57.652876] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:01:57.705305] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.67%, Actual: 0.43%
[2025-11-25T12:01:57.732589] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:01:57.770915] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:01:57.823734] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:01:57.870249] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 4.43% | Symbol ETA: 10.6s | Global ETA: 31m 53s
[2025-11-25T12:01:57.870548] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:01:57.871456] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:01:57.871594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:57.876438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:57.877329] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.67%
[2025-11-25T12:01:57.878385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:57.879024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:57.879497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:57.880321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:01:57.902094] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 10.5s | Global ETA: 31m 53s
[2025-11-25T12:01:57.902257] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:01:57.903072] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:57.903167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:57.903917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:57.905200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:57.904994] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:01:57.905924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:57.908673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:57.909413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:57.913769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:57.915032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:57.916345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:57.917055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:57.919092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:57.962978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:01:57.966191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:58.050153] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.18%, Actual: 2.39%
[2025-11-25T12:01:58.050572] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 38.9354%
[2025-11-25T12:01:58.050781] [INFO ] [main      ] LNG: DISCARDED add_prev_close_to_1100 (score: 38.94%)
[2025-11-25T12:01:58.050911] [INFO ] [main      ] LNG: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:01:58.051019] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_prev_close_to_open']
[2025-11-25T12:01:58.051153] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:01:58.067222] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:58.068048] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:01:58.069121] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:58.069271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:58.075292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:58.076731] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:01:58.077467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:58.078062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:58.078771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:58.079867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:58.081102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:58.083455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:58.086622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:01:58.087523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:58.251058] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:01:58.261355] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:01:58.311746] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:01:58.421811] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:01:58.433400] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:01:58.484747] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:01:58.484937] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:01:58.512062] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 9.9s | Global ETA: 31m 54s
[2025-11-25T12:01:58.512345] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:01:58.513189] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:58.513332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:58.514133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:58.515444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:58.516203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:58.518992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:58.519830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:58.524143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:58.525386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:58.526749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:58.527492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:58.529612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:58.581824] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -3.94% | Symbol ETA: 9.9s | Global ETA: 31m 54s
[2025-11-25T12:01:58.590283] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:01:58.590605] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:01:58.590819] [INFO ] [main      ] CMU: KEPT add_fullday_parkinson_range (score: 13.53%)
[2025-11-25T12:01:58.590932] [INFO ] [main      ] CMU: Testing feature 10/53: add_gap_fill_state
[2025-11-25T12:01:58.591027] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state']
[2025-11-25T12:01:58.591132] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:01:58.604025] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:01:58.604564] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:01:58.605474] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:01:58.605567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:58.610492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:58.612347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:58.612887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:58.613403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:58.613896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:58.614755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:58.615623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:58.618152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:58.667837] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:58.741036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:58.742936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:01:58.753207] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -2.36%, Actual: 2.25%
[2025-11-25T12:01:58.785942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:58.832584] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.63% | Symbol ETA: 12.4s | Global ETA: 31m 54s
[2025-11-25T12:01:58.832903] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:01:58.833780] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:58.833929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:58.838930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:58.840845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:58.841411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:58.841904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:58.842733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:58.843620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:58.845393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:58.848115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:01:58.848990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:58.874659] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:01:58.923046] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 10.96%, Actual: 8.06%
[2025-11-25T12:01:59.047693] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:01:59.093346] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -1.97%, Actual: 1.90%
[2025-11-25T12:01:59.121204] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:01:59.127989] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 9.3s | Global ETA: 31m 54s
[2025-11-25T12:01:59.128279] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:01:59.129127] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:59.129269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:59.130068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:59.131369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:59.132114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:59.134882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:59.135718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:59.140164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:59.141360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:59.142737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:59.143444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:59.145504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:59.191672] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:01:59.263064] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -5.98%, Actual: 5.15%
[2025-11-25T12:01:59.289631] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:01:59.354030] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 50.5s | Global ETA: 31m 55s
[2025-11-25T12:01:59.354307] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:01:59.355128] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:01:59.355261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:59.360082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:59.361925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:59.362071] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:01:59.362477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:01:59.363029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:59.363502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:59.364326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:59.365214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:01:59.367777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:01:59.432551] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 5.40%, Actual: 4.95%
[2025-11-25T12:01:59.489070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:59.489217] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:01:59.491063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:01:59.533393] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 11.4s | Global ETA: 31m 55s
[2025-11-25T12:01:59.533564] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:01:59.533788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:59.534494] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:01:59.534588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:01:59.539491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:01:59.541334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:01:59.541927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:01:59.542393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:01:59.543219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:01:59.544117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:01:59.545853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:59.548580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:01:59.549401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:59.602098] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -6.56%, Actual: 2.13%
[2025-11-25T12:01:59.661490] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:01:59.739907] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 8.7s | Global ETA: 31m 55s
[2025-11-25T12:01:59.740204] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:01:59.741009] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:01:59.741151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:01:59.741959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:01:59.743296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:01:59.744038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:01:59.747125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:01:59.747965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:01:59.752345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:01:59.753713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:01:59.755106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:01:59.755861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:01:59.757964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:01:59.772023] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 2.02%, Actual: 3.19%
[2025-11-25T12:01:59.871924] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:01:59.904102] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:01:59.945415] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 1.00%, Actual: 3.45%
[2025-11-25T12:02:00.053064] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:00.086928] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:00.112915] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:02:00.122965] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 4.43%, Actual: 3.00%
[2025-11-25T12:02:00.124051] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 49.8s | Global ETA: 31m 55s
[2025-11-25T12:02:00.124313] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:02:00.125238] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:02:00.125377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:00.130522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:00.132978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:00.133574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:00.134122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:00.134616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:00.135480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:00.136428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:00.139247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:00.264625] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 0.94% | Symbol ETA: 10.7s | Global ETA: 31m 55s
[2025-11-25T12:02:00.264971] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:02:00.266035] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:00.266210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:00.272174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:00.274398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:00.275187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:00.275833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:00.275821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:00.276759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:00.277779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:00.277988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:00.279705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:00.282662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:00.283777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:00.287169] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:00.298469] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -3.94%, Actual: 2.41%
[2025-11-25T12:02:00.298927] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 66.6429%
[2025-11-25T12:02:00.299107] [INFO ] [main      ] BBAR: DISCARDED add_open_vs_prev_range_position (score: 66.64%)
[2025-11-25T12:02:00.299229] [INFO ] [main      ] BBAR: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:02:00.299287] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_overnight_gap_amplitude']
[2025-11-25T12:02:00.299398] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:02:00.312505] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:00.313149] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:02:00.314028] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:00.314110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:00.318914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:00.320821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:00.321491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:00.321994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:00.322844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:00.325337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:00.365228] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 8.0s | Global ETA: 31m 56s
[2025-11-25T12:02:00.365393] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:02:00.366199] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:00.366437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:00.367293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:00.368743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:00.369494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:00.372310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:00.373208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:00.377612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:00.379508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:00.380921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:00.381666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:02:00.383751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:00.422450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:00.423429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:00.760571] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:02:00.774692] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:02:00.823755] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:02:00.952629] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:01.027025] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:01.032013] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 7.4s | Global ETA: 31m 56s
[2025-11-25T12:02:01.032316] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:02:01.033402] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:01.033575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:01.034573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:01.036024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:01.036250] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:02:01.036703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:01.039415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:01.040192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:01.045251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:01.046534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:01.047865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:01.048498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:02:01.050430] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:01.050634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:01.203851] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -4.33% | Symbol ETA: 17.0s | Global ETA: 31m 56s
[2025-11-25T12:02:01.204006] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:02:01.204803] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:01.204878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:01.209865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:01.211831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:01.212324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:01.212755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:01.213496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:01.246402] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.18% | Symbol ETA: 10.3s | Global ETA: 31m 56s
[2025-11-25T12:02:01.246959] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:02:01.248069] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:01.248226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:01.253988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:01.256238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:01.257023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:01.257455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:01.258359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:01.259404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:01.261461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:01.265159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:01.266267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:01.298061] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:01.300509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:01.301478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:01.365151] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 50.2s | Global ETA: 31m 56s
[2025-11-25T12:02:01.365305] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:02:01.366120] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:02:01.366199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:01.371206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:01.373113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:01.373611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:01.374097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:01.374518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:01.375304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:01.376173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:01.378928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:01.416950] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:02:01.507905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:01.510061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:01.556898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:01.621442] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:01.690292] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:02:01.727782] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 6.8s | Global ETA: 31m 57s
[2025-11-25T12:02:01.773088] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:02:01.872874] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:01.904040] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.24%, Actual: 0.68%
[2025-11-25T12:02:01.927136] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:02:01.960880] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:02.040061] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.74% | Symbol ETA: 9.5s | Global ETA: 31m 57s
[2025-11-25T12:02:02.040219] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:02:02.041133] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:02.041220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:02.046456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:02.048594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:02.049127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:02.049538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:02.050299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:02.051160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:02.052915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:02.055577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:02.056381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:02.067904] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 6.48% | Symbol ETA: 16.0s | Global ETA: 31m 57s
[2025-11-25T12:02:02.068057] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:02:02.068893] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:02.068971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:02.074251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:02.076127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:02.076623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:02.077066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:02.077837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:02.087662] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 0.82%
[2025-11-25T12:02:02.098990] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:02.162617] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 49.1s | Global ETA: 31m 57s
[2025-11-25T12:02:02.162780] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:02:02.163740] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:02:02.163817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:02.166704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:02.167691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:02.168832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:02.170628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:02.171137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:02.171576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:02.171990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:02.172795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:02.173597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:02.176044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:02.267688] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.49%
[2025-11-25T12:02:02.303245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:02.305701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:02.350352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:02.406932] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:02:02.456251] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 0.54%
[2025-11-25T12:02:02.528534] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:02:02.585468] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:02.630317] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.10%, Actual: 0.84%
[2025-11-25T12:02:02.693235] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:02:02.721422] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:02.751059] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.63% | Symbol ETA: 8.7s | Global ETA: 31m 58s
[2025-11-25T12:02:02.751357] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:02:02.752234] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:02.752385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:02.757261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:02.759174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:02.759758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:02.760228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:02.761106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:02.762042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:02.763822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:02.766548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:02.767446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:02.802454] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.57%, Actual: 0.53%
[2025-11-25T12:02:02.818459] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -1.16% | Symbol ETA: 14.9s | Global ETA: 31m 58s
[2025-11-25T12:02:02.818735] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:02:02.819554] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:02.819702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:02.824440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:02.826279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:02.826858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:02.827346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:02.828237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:02.863191] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:02.915129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:02.916306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:02.927298] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 48.1s | Global ETA: 31m 58s
[2025-11-25T12:02:02.927583] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:02:02.928422] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:02:02.928567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:02.933482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:02.935323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:02.935906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:02.936434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:02.936928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:02.937808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:02.938724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:02.941455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:02.973277] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.88%
[2025-11-25T12:02:03.065482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:03.067753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:03.112598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:03.132822] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:02:03.150886] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.23%
[2025-11-25T12:02:03.259727] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:02:03.310248] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:03.331130] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.25%
[2025-11-25T12:02:03.429841] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:03.459780] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:02:03.472069] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.30% | Symbol ETA: 7.9s | Global ETA: 31m 58s
[2025-11-25T12:02:03.472374] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:02:03.473253] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:03.473398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:03.478544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:03.480453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:03.481050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:03.481520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:03.482341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:03.483248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:03.484989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:03.487734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:03.488576] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:03.529977] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -3.62% | Symbol ETA: 13.8s | Global ETA: 31m 59s
[2025-11-25T12:02:03.530229] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:02:03.531051] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:03.531183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:03.535965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:03.537865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:03.538423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:03.538944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:03.539769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:03.577293] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.39%, Actual: 0.93%
[2025-11-25T12:02:03.577738] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 42.2517%
[2025-11-25T12:02:03.577928] [INFO ] [main      ] BWG: DISCARDED add_pct_change (score: 42.25%)
[2025-11-25T12:02:03.578052] [INFO ] [main      ] BWG: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:02:03.578162] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_preclose_acceleration_mag']
[2025-11-25T12:02:03.578323] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:02:03.593453] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:03.594097] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:02:03.595075] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:03.595225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:03.596099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:03.597517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:03.598295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:03.601204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:03.602048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:03.606501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:03.607872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:03.609243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:03.609982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:03.611114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:03.627121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:03.628048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:03.639242] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:03.704387] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 47.1s | Global ETA: 31m 59s
[2025-11-25T12:02:03.704679] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:02:03.705498] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:02:03.705678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:03.710663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:03.712522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:03.713161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:03.713704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:03.714172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:03.715061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:03.715975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:03.718571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:03.830835] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:02:03.843425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:03.845446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:03.889144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:03.973011] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:02:03.979217] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:02:04.002324] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:04.150155] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:04.153804] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:04.164322] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.89% | Symbol ETA: 7.1s | Global ETA: 31m 59s
[2025-11-25T12:02:04.164637] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:02:04.165478] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:04.165624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:04.171248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:04.173343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:04.173937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:04.174414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:04.175232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:04.176188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:04.177973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:04.180853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:04.181698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:04.228853] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:02:04.229761] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 12.2s | Global ETA: 31m 59s
[2025-11-25T12:02:04.229928] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:02:04.230736] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:04.230952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:04.231847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:04.233250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:04.234046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:04.237381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:04.238614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:04.244177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:04.245615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:04.247275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:04.248297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:04.249507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:04.252686] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 9.99% | Symbol ETA: 13.0s | Global ETA: 31m 59s
[2025-11-25T12:02:04.252864] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:02:04.253665] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:04.253749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:04.258883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:04.260911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:04.261451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:04.261916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:04.262740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:04.350131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:04.351056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:04.401710] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:04.465867] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 46.3s | Global ETA: 31m 59s
[2025-11-25T12:02:04.466140] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:02:04.467035] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:02:04.467190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:04.472176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:04.474031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:04.474606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:04.475150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:04.475630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:04.476467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:04.477419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:04.479997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:04.527690] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:02:04.605797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:04.608069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:04.619619] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:02:04.652287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:04.695971] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:02:04.754376] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:04.794284] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:04.865264] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:04.871398] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 11.6s | Global ETA: 31m 60s
[2025-11-25T12:02:04.871703] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:02:04.872566] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:04.872729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:04.873512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:04.874880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:04.875595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:04.878365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:04.879198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:04.883598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:04.884931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:04.886283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:04.887047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:04.888160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:04.922509] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.68% | Symbol ETA: 6.3s | Global ETA: 31m 60s
[2025-11-25T12:02:04.922834] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:02:04.923660] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:04.923811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:04.928881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:04.930921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:04.931554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:04.932052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:04.932933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:04.933839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:04.935582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:04.938306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:04.939218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:04.962951] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -5.26% | Symbol ETA: 12.1s | Global ETA: 31m 60s
[2025-11-25T12:02:04.963224] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:02:04.964045] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:04.964178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:04.968982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:04.970805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:04.971292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:04.971773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:04.972568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:04.999447] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:02:05.057874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:05.058813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:05.175580] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:05.249128] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 45.4s | Global ETA: 32m 0s
[2025-11-25T12:02:05.249424] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:02:05.250320] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:02:05.250469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:05.255702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:05.257901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:05.258536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:05.259113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:05.259669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:05.260586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:05.261552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:05.263916] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:02:05.264297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:05.284082] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:02:05.399867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:05.402243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:05.402789] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:02:05.447024] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:05.448177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:05.458859] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:05.523821] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 11.0s | Global ETA: 32m 0s
[2025-11-25T12:02:05.524109] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:02:05.525005] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:05.525164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:05.526028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:05.527546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:05.528325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:05.531254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:05.532154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:05.536740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:05.538131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:05.539566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:05.540345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:05.541515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:05.581531] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:05.623491] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 5.5s | Global ETA: 32m 0s
[2025-11-25T12:02:05.686427] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -0.47% | Symbol ETA: 11.3s | Global ETA: 32m 1s
[2025-11-25T12:02:05.686735] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:02:05.687848] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:05.688164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:05.695095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:05.697855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:05.698617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:05.699491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:05.700898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:05.804509] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.63%, Actual: 1.77%
[2025-11-25T12:02:05.820942] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:02:05.829924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:05.831195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:05.958548] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:02:06.068021] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:06.072369] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 4.51%
[2025-11-25T12:02:06.149506] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 44.6s | Global ETA: 32m 1s
[2025-11-25T12:02:06.149883] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:02:06.151122] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:02:06.151331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:06.157199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:06.159906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:06.160606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:06.161199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:06.161740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:06.162730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:06.163970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:06.167393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:06.217815] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:06.315821] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 0.94%, Actual: 3.14%
[2025-11-25T12:02:06.321505] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 10.6s | Global ETA: 32m 1s
[2025-11-25T12:02:06.321892] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:02:06.323239] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:06.323423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:06.324630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:06.326699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:06.327917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:06.332382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:06.333938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:06.340631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:06.340879] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:02:06.342845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:06.345005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:06.346078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:06.347829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:06.348728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:06.351562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:06.410623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:06.506330] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.18%, Actual: 2.11%
[2025-11-25T12:02:06.541569] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:06.646196] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 4.64% | Symbol ETA: 10.6s | Global ETA: 32m 1s
[2025-11-25T12:02:06.646354] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:02:06.647267] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:06.647349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:06.652358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:06.654375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:06.654899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:06.655309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:06.656119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:06.685227] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.74%, Actual: 1.66%
[2025-11-25T12:02:06.731679] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:02:06.745147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:06.746093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:06.810481] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:02:06.860453] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.63%, Actual: 0.48%
[2025-11-25T12:02:06.913464] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:06.989381] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.91% | Symbol ETA: 9.9s | Global ETA: 32m 2s
[2025-11-25T12:02:06.989699] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:02:06.990692] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:06.990879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:06.991732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:06.993096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:06.993845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:06.996712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:06.997667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:07.002308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:07.003707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:07.005202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:07.005209] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:07.005889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:07.007077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:07.038368] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.30%, Actual: 0.17%
[2025-11-25T12:02:07.068734] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 43.7s | Global ETA: 32m 2s
[2025-11-25T12:02:07.102173] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:02:07.214454] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.89%, Actual: 0.43%
[2025-11-25T12:02:07.240174] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:02:07.270268] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:07.360715] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:02:07.365031] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 5.54% | Symbol ETA: 9.8s | Global ETA: 32m 2s
[2025-11-25T12:02:07.365309] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:02:07.366134] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:07.366268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:07.371063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:07.372865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:07.373409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:07.373886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:07.374693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:07.384014] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 0.67%
[2025-11-25T12:02:07.409470] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:02:07.456302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:07.457237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:07.530619] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:07.554116] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.48%, Actual: 2.39%
[2025-11-25T12:02:07.554526] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 46.8111%
[2025-11-25T12:02:07.554730] [INFO ] [main      ] LNG: DISCARDED add_prev_close_to_open (score: 46.81%)
[2025-11-25T12:02:07.554855] [INFO ] [main      ] LNG: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:02:07.554964] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_prior_day_tail_pressure']
[2025-11-25T12:02:07.555098] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:02:07.570060] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:07.570851] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:02:07.571805] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:07.571947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:07.576784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:07.578670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:07.579253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:07.579756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:07.580557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:07.580589] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:02:07.581455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:07.583195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:07.585983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:07.588760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:07.604304] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 9.2s | Global ETA: 32m 2s
[2025-11-25T12:02:07.604457] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:02:07.605221] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:07.605299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:07.606025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:07.607347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:07.608015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:07.610683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:07.611403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:07.615730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:07.616988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:07.618332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:07.619017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:07.620092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:07.755190] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:02:07.799048] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:02:07.930531] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:02:07.931983] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:02:07.966739] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:02:07.971858] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:08.069679] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -5.66% | Symbol ETA: 9.0s | Global ETA: 32m 3s
[2025-11-25T12:02:08.101326] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:08.105412] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:02:08.154935] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:08.230702] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 8.5s | Global ETA: 32m 3s
[2025-11-25T12:02:08.231000] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:02:08.231914] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:08.232059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:08.232924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:08.234485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:08.235370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:08.238366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:08.239173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:08.243459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:08.244695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:08.245121] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -4.33%, Actual: 2.25%
[2025-11-25T12:02:08.246055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:08.246786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:08.247931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:08.270426] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.47% | Symbol ETA: 11.8s | Global ETA: 32m 3s
[2025-11-25T12:02:08.270741] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:02:08.271580] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:08.271758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:08.276495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:08.278396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:08.278670] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:02:08.279012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:08.279504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:08.280325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:08.281216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:08.282943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:08.285703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:08.288535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:08.421277] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 6.48%, Actual: 8.06%
[2025-11-25T12:02:08.455300] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:02:08.597069] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -1.16%, Actual: 1.90%
[2025-11-25T12:02:08.607691] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:02:08.628954] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:02:08.632893] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:02:08.769997] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -3.62%, Actual: 5.15%
[2025-11-25T12:02:08.779022] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:08.797823] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:08.809738] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:02:08.810125] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:02:08.810298] [INFO ] [main      ] CMU: KEPT add_gap_fill_state (score: 13.53%)
[2025-11-25T12:02:08.810420] [INFO ] [main      ] CMU: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T12:02:08.810554] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite']
[2025-11-25T12:02:08.810690] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:02:08.823587] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:08.824294] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:02:08.825222] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:02:08.825368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:08.830446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:08.832456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:08.833119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:08.833705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:08.834166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:08.835001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:08.835956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:08.838617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:08.854948] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 7.8s | Global ETA: 32m 4s
[2025-11-25T12:02:08.855167] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:02:08.856015] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:08.856161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:08.856978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:08.858361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:08.859103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:08.861907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:08.862718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:08.867172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:08.868426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:08.869842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:08.870553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:08.871683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:08.942798] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 9.99%, Actual: 4.95%
[2025-11-25T12:02:08.969689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:08.972000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:08.972634] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 11.1s | Global ETA: 32m 4s
[2025-11-25T12:02:08.972976] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:02:08.973884] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:08.974032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:08.979080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:08.980974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:08.981564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:08.982081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:08.982955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:08.983878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:08.985657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:08.988505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:08.991867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:09.020331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:09.021912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:09.122370] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -5.26%, Actual: 2.13%
[2025-11-25T12:02:09.217018] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:02:09.299773] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 3.19%
[2025-11-25T12:02:09.344412] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:02:09.387555] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:09.435209] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:02:09.460388] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 7.1s | Global ETA: 32m 4s
[2025-11-25T12:02:09.460707] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:02:09.462242] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:09.462384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:09.463249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:09.464589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:09.465366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:09.468208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:09.469055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:09.472930] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 4.64%, Actual: 3.45%
[2025-11-25T12:02:09.473504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:09.474822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:09.476228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:09.476964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:09.478139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:09.526306] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:09.609532] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:09.649828] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 5.54%, Actual: 3.00%
[2025-11-25T12:02:09.676711] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 50.6s | Global ETA: 32m 4s
[2025-11-25T12:02:09.676990] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:02:09.677879] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:02:09.678029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:09.683345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:09.685313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:09.685926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:09.686478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:09.686943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:09.687885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:09.688819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:09.691424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:09.695665] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 2.09% | Symbol ETA: 10.4s | Global ETA: 32m 4s
[2025-11-25T12:02:09.695962] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:02:09.696807] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:09.696951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:09.701811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:09.703622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:09.704207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:09.704616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:09.705423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:09.706315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:09.708052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:09.710673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:09.713577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:09.820924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:09.821546] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:02:09.823210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:09.824505] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -5.66%, Actual: 2.41%
[2025-11-25T12:02:09.824757] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 52.8108%
[2025-11-25T12:02:09.824931] [INFO ] [main      ] BBAR: DISCARDED add_overnight_gap_amplitude (score: 52.81%)
[2025-11-25T12:02:09.825041] [INFO ] [main      ] BBAR: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:02:09.825141] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_overnight_gap_mag']
[2025-11-25T12:02:09.825250] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:02:09.838093] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:09.838829] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:02:09.839742] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:09.839896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:09.844693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:09.846529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:09.847150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:09.847561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:09.848407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:09.869427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:09.870748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:09.933784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:02:09.934797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:09.993698] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:10.056903] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:02:10.065971] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.77% | Symbol ETA: 6.5s | Global ETA: 32m 5s
[2025-11-25T12:02:10.220753] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:02:10.229309] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:10.238182] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.19%, Actual: 0.68%
[2025-11-25T12:02:10.293707] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:02:10.389518] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:10.409767] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -2.47% | Symbol ETA: 9.7s | Global ETA: 32m 5s
[2025-11-25T12:02:10.410124] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:02:10.411007] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 0.82%
[2025-11-25T12:02:10.411367] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:10.411567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:10.416946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:10.418967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:10.419563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:10.420071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:10.420939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:10.421865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:10.424114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:10.426889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:10.429955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:10.455752] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 49.4s | Global ETA: 32m 5s
[2025-11-25T12:02:10.455898] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:02:10.456633] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:02:10.456748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:10.461671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:10.463445] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:10.463924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:10.464434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:10.464928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:10.465382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:10.466184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:10.467152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:10.470172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:10.569956] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -6.14% | Symbol ETA: 15.4s | Global ETA: 32m 5s
[2025-11-25T12:02:10.570106] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:02:10.570904] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:10.570993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:10.575864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:10.577756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:10.578319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:10.578816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:10.579666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:10.589703] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:02:10.605544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:10.607805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:10.655022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:10.656455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:10.666381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:02:10.667408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:10.755902] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.12%, Actual: 0.54%
[2025-11-25T12:02:10.775796] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:02:10.921232] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.91%, Actual: 0.84%
[2025-11-25T12:02:10.948938] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:11.002983] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:02:11.011242] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:02:11.086000] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.53%
[2025-11-25T12:02:11.115131] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 2.41% | Symbol ETA: 9.0s | Global ETA: 32m 6s
[2025-11-25T12:02:11.115426] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:02:11.116281] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:11.116429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:11.121303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:11.123172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:11.123788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:11.124265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:11.125090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:11.125975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:11.127696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:11.130340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:11.133128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:11.178754] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:11.185989] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:11.246910] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 48.6s | Global ETA: 32m 6s
[2025-11-25T12:02:11.247301] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:02:11.248433] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:02:11.248612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:11.251060] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 0.88%
[2025-11-25T12:02:11.253794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:11.255761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:11.256348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:11.256928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:11.257456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:11.258323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:11.259244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:11.261877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:11.285579] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 1.79% | Symbol ETA: 14.6s | Global ETA: 32m 6s
[2025-11-25T12:02:11.285856] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:02:11.286712] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:11.286850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:11.292196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:11.294080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:11.294659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:11.295136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:11.296004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:11.381526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:02:11.382537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:11.391561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:11.393739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:11.417191] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:02:11.440542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:11.441798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:11.478059] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:02:11.584276] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 0.25%
[2025-11-25T12:02:11.661662] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:11.734810] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:02:11.751401] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.77%, Actual: 0.93%
[2025-11-25T12:02:11.751664] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 39.8427%
[2025-11-25T12:02:11.751820] [INFO ] [main      ] BWG: DISCARDED add_preclose_acceleration_mag (score: 39.84%)
[2025-11-25T12:02:11.751938] [INFO ] [main      ] BWG: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:02:11.752047] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_prev_1100_to_open']
[2025-11-25T12:02:11.752161] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:02:11.768229] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:11.769009] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:02:11.769945] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:11.770087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:11.770948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:11.772305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:11.773056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:11.775836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:11.776633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:11.781075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:11.782359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:11.783739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:11.784472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:11.785253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:11.787181] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:02:11.830682] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 1.09% | Symbol ETA: 8.3s | Global ETA: 32m 6s
[2025-11-25T12:02:11.830990] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:02:11.831867] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:11.832016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:11.837073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:11.838959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:11.839538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:11.840042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:11.840889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:11.841801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:11.843538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:11.846286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:11.849272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:11.913009] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:11.960072] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:12.011788] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.88% | Symbol ETA: 13.9s | Global ETA: 32m 6s
[2025-11-25T12:02:12.012096] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:02:12.012937] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:12.013077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:12.018023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:12.020017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:12.020599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:12.021089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:12.021963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:12.025852] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 47.7s | Global ETA: 32m 6s
[2025-11-25T12:02:12.026159] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:02:12.027026] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:02:12.027177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:12.032061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:12.034021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:12.034606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:12.035152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:12.035629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:12.036478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:12.037402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:12.040053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:12.108492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:02:12.109513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:12.120352] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:02:12.163578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:12.165686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:12.192865] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:02:12.208815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:12.209987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:12.287078] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:12.358620] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 11.3s | Global ETA: 32m 7s
[2025-11-25T12:02:12.358906] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:02:12.360386] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:12.360529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:12.361331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:12.362666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:12.362788] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:12.363383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:12.366147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:12.366949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:12.371300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:12.372558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:12.373923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:12.374628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:12.375398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:12.463875] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:02:12.529932] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 2.09% | Symbol ETA: 7.6s | Global ETA: 32m 7s
[2025-11-25T12:02:12.530242] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:02:12.531156] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:12.531300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:12.536196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:12.538298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:12.538939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:12.539421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:12.540251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:12.541190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:12.542963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:12.545708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:12.548499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:12.548706] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:02:12.656811] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:12.715201] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:02:12.721719] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:12.758936] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 13.2s | Global ETA: 32m 7s
[2025-11-25T12:02:12.759242] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:02:12.760093] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:12.760228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:12.765334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:12.767324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:12.767920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:12.768422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:12.769314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:12.787180] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 46.9s | Global ETA: 32m 7s
[2025-11-25T12:02:12.787492] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:02:12.788369] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:02:12.788516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:12.793448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:12.795354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:12.795953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:12.796478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:12.796971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:12.797852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:12.798771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:12.801316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:12.862164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:02:12.863341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:12.883063] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:12.897111] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:02:12.925260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:12.927422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:12.959452] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 10.8s | Global ETA: 32m 7s
[2025-11-25T12:02:12.959833] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:02:12.961067] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:12.961251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:12.962390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:12.964369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:12.965437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:12.969617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:12.970631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:12.970840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:12.971791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:12.977493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:12.979325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:12.981366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:12.982483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:12.983662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:13.066186] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:13.232079] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 1.39% | Symbol ETA: 6.9s | Global ETA: 32m 8s
[2025-11-25T12:02:13.232363] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:02:13.233212] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:13.233355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:13.238197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:13.240047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:13.240609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:13.241137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:13.241955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:13.242859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:13.244552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:13.245590] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:02:13.247225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:13.250170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:13.312117] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:02:13.326466] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:02:13.416280] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:13.482606] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:13.500414] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:13.513550] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 7.59% | Symbol ETA: 12.5s | Global ETA: 32m 8s
[2025-11-25T12:02:13.513887] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:02:13.514728] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:13.514873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:13.519770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:13.521629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:13.522206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:13.522690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:13.523495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:13.547309] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 46.1s | Global ETA: 32m 8s
[2025-11-25T12:02:13.547460] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:02:13.548266] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:02:13.548346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:13.553168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:13.555118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:13.555710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:13.556265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:13.556766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:13.557618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:13.558584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:13.561170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:13.577063] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 10.2s | Global ETA: 32m 8s
[2025-11-25T12:02:13.577236] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:02:13.578200] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:13.578347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:13.579145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:13.580507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:13.581280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:13.584171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:13.585035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:13.589485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:13.590321] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:02:13.590925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:13.592397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:13.593189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:13.593981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:13.607321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:02:13.608469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:13.684950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:13.686972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:13.731142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:13.732595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:13.760422] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:13.923973] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.86% | Symbol ETA: 6.2s | Global ETA: 32m 8s
[2025-11-25T12:02:13.924272] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:02:13.925149] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:13.925297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:13.930266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:13.932217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:13.932846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:13.933347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:13.934180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:13.935046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:13.936789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:13.939588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:13.942638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:13.942732] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:02:13.953597] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:02:14.074976] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:02:14.112534] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:14.127059] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:14.186505] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 9.6s | Global ETA: 32m 9s
[2025-11-25T12:02:14.186828] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:02:14.187689] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:14.187832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:14.188681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:14.190106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:14.190889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:14.193841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:14.194681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:14.199266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:14.200564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:14.202163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:14.202974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:14.203800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:14.225486] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -9.64% | Symbol ETA: 11.7s | Global ETA: 32m 9s
[2025-11-25T12:02:14.225779] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:02:14.226611] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:14.226761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:14.231551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:14.233373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:14.233942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:14.234409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:14.235210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:14.246777] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:14.289259] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:02:14.311504] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 45.3s | Global ETA: 32m 9s
[2025-11-25T12:02:14.311792] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:02:14.312605] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:02:14.312767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:14.317578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:14.319426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:14.319368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:02:14.319949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:14.320402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:14.320515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:14.320821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:14.321682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:14.322587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:14.325123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:14.447940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:14.449894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:14.460087] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:14.493542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:14.494667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:14.547486] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:02:14.624020] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.50% | Symbol ETA: 5.5s | Global ETA: 32m 9s
[2025-11-25T12:02:14.658947] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:02:14.719571] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:14.792771] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.92% | Symbol ETA: 9.0s | Global ETA: 32m 9s
[2025-11-25T12:02:14.792917] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:02:14.793679] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:14.793771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:14.794473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:14.795514] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.47%, Actual: 1.77%
[2025-11-25T12:02:14.795982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:14.796718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:14.799487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:14.800278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:14.804589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:14.805847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:14.807226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:14.807980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:14.808772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:14.828332] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:14.838710] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:02:14.925590] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 11.0s | Global ETA: 32m 9s
[2025-11-25T12:02:14.925890] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:02:14.926711] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:14.926841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:14.931619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:14.933473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:14.934061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:14.934468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:14.935289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:14.966359] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 4.51%
[2025-11-25T12:02:15.011054] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:15.018484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:02:15.019674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:15.075871] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 44.5s | Global ETA: 32m 9s
[2025-11-25T12:02:15.076163] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:02:15.077015] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:02:15.077160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:15.081985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:15.083833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:15.084394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:15.084942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:15.085417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:15.086309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:15.087238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:15.089758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:15.148304] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 2.09%, Actual: 3.14%
[2025-11-25T12:02:15.150148] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:02:15.212205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:15.214099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:15.257397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:15.258474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:15.320538] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -2.47%, Actual: 2.11%
[2025-11-25T12:02:15.322056] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:15.363093] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:02:15.395168] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 8.4s | Global ETA: 32m 10s
[2025-11-25T12:02:15.395455] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:02:15.396332] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:15.396483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:15.397335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:15.398781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:15.399560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:15.402418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:15.403303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:15.407944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:15.409336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:15.410748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:15.411476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:15.412273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:15.493439] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 2.41%, Actual: 1.66%
[2025-11-25T12:02:15.535969] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:15.608528] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:02:15.633666] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 2.06% | Symbol ETA: 10.3s | Global ETA: 32m 10s
[2025-11-25T12:02:15.633820] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:02:15.634570] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:15.634658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:15.639465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:15.641389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:15.642015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:15.642477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:15.643402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:15.664555] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 1.09%, Actual: 0.48%
[2025-11-25T12:02:15.728380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:02:15.729448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:15.767977] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:02:15.788459] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:15.834857] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 2.09%, Actual: 0.17%
[2025-11-25T12:02:15.855288] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 43.7s | Global ETA: 32m 10s
[2025-11-25T12:02:15.855574] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:02:15.856411] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:02:15.856560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:15.861786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:15.863755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:15.864356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:15.864937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:15.865446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:15.866342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:15.867346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:15.870072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:15.944805] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:16.005108] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 1.39%, Actual: 0.43%
[2025-11-25T12:02:16.006113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:16.008571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:16.018112] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 7.8s | Global ETA: 32m 10s
[2025-11-25T12:02:16.018400] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:02:16.019230] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:16.019379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:16.020216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:16.021605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:16.022374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:16.025301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:16.026154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:16.030625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:16.031919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:16.033311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:16.034066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:16.034883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:16.058853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:16.060337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:16.071582] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:02:16.189832] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.86%, Actual: 0.67%
[2025-11-25T12:02:16.240875] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:16.338903] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 3.98% | Symbol ETA: 9.5s | Global ETA: 32m 11s
[2025-11-25T12:02:16.339203] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:02:16.340085] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:16.340220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:16.345016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:16.346900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:16.347466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:16.347945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:16.348884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:16.359006] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.50%, Actual: 2.39%
[2025-11-25T12:02:16.359356] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 48.3919%
[2025-11-25T12:02:16.359520] [INFO ] [main      ] LNG: DISCARDED add_prior_day_tail_pressure (score: 48.39%)
[2025-11-25T12:02:16.359706] [INFO ] [main      ] LNG: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:02:16.359814] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_prior_mag_lag']
[2025-11-25T12:02:16.359931] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:02:16.374583] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:16.375146] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:02:16.376082] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:16.376225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:16.381085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:16.381580] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:02:16.383021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:16.383595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:16.384087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:16.384910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:16.385809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:16.387534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:16.390205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:16.391893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:16.431191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:02:16.432091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:16.437082] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:02:16.559398] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:16.618925] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:16.631074] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 7.2s | Global ETA: 32m 11s
[2025-11-25T12:02:16.631369] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:02:16.632227] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:16.632374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:16.633170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:16.634506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:16.635193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:16.637926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:16.638719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:16.643048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:16.644213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:16.645569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:16.646364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:16.647219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:16.687667] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 42.9s | Global ETA: 32m 11s
[2025-11-25T12:02:16.729195] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:02:16.776730] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:02:16.877847] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:02:16.899344] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:16.954792] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:16.994237] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:02:17.049531] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -5.76% | Symbol ETA: 8.8s | Global ETA: 32m 11s
[2025-11-25T12:02:17.053498] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:02:17.068204] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.74% | Symbol ETA: 10.9s | Global ETA: 32m 11s
[2025-11-25T12:02:17.068485] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:02:17.069388] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:17.069532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:17.074381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:17.076240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:17.076836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:17.077339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:17.078196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:17.079091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:17.080815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:17.083506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:17.085230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:17.173019] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:17.217739] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -6.14%, Actual: 2.25%
[2025-11-25T12:02:17.225434] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:02:17.245836] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 6.6s | Global ETA: 32m 11s
[2025-11-25T12:02:17.246140] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:02:17.247053] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:17.247205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:17.248099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:17.249572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:17.250394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:17.253448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:17.254485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:17.259657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:17.261134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:17.262626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:17.263408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:17.264239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:17.388876] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 1.79%, Actual: 8.06%
[2025-11-25T12:02:17.396487] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:02:17.425394] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:02:17.559702] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.88%, Actual: 1.90%
[2025-11-25T12:02:17.574909] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:02:17.595698] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:17.649989] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:02:17.731270] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 5.15%
[2025-11-25T12:02:17.762475] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: 0.82% | Symbol ETA: 10.2s | Global ETA: 32m 12s
[2025-11-25T12:02:17.762791] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:02:17.763677] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:17.763822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:17.768884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:17.770757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:17.771348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:17.771861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:17.772719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:17.773616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:17.774761] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:02:17.775400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:17.778239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:17.780016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:17.828091] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:17.901249] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.80% | Symbol ETA: 6.0s | Global ETA: 32m 12s
[2025-11-25T12:02:17.903493] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 7.59%, Actual: 4.95%
[2025-11-25T12:02:17.949394] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:02:18.074839] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -9.64%, Actual: 2.13%
[2025-11-25T12:02:18.076945] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.24%, Actual: 0.68%
[2025-11-25T12:02:18.120506] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:02:18.128928] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:02:18.245554] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 3.19%
[2025-11-25T12:02:18.291914] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:18.306991] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:02:18.311146] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 0.82%
[2025-11-25T12:02:18.416478] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 2.06%, Actual: 3.45%
[2025-11-25T12:02:18.453316] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 9.5s | Global ETA: 32m 13s
[2025-11-25T12:02:18.453610] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:02:18.454496] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:18.454661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:18.459581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:18.461567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:18.462170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:18.462679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:18.463503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:18.464403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:18.466192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:18.469240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:18.471078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:18.476538] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:02:18.476928] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:02:18.477120] [INFO ] [main      ] CMU: KEPT add_gap_morning_composite (score: 13.53%)
[2025-11-25T12:02:18.477237] [INFO ] [main      ] CMU: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T12:02:18.477342] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state']
[2025-11-25T12:02:18.477456] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:02:18.483117] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:02:18.489879] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:18.490394] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:02:18.491306] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:02:18.491451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:18.496344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:18.498245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:18.498833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:18.499445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:18.499954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:18.500802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:18.501697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:18.504235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:18.592272] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 3.98%, Actual: 3.00%
[2025-11-25T12:02:18.631880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:18.633951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:18.658704] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.54%
[2025-11-25T12:02:18.679525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:18.680639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:18.736773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:18.767818] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -5.76%, Actual: 2.41%
[2025-11-25T12:02:18.768191] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 38.0736%
[2025-11-25T12:02:18.768359] [INFO ] [main      ] BBAR: DISCARDED add_overnight_gap_mag (score: 38.07%)
[2025-11-25T12:02:18.768471] [INFO ] [main      ] BBAR: Testing feature 29/53: add_pct_change
[2025-11-25T12:02:18.768568] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_pct_change']
[2025-11-25T12:02:18.768686] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:02:18.781601] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:18.782183] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:02:18.783106] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:18.783237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:18.788038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:18.789882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:18.790422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:18.790899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:18.791714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:18.821091] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:02:18.838757] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.92%, Actual: 0.84%
[2025-11-25T12:02:18.877669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:02:18.880036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:18.999809] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:19.020358] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 0.53%
[2025-11-25T12:02:19.083579] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:02:19.180855] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.18% | Symbol ETA: 8.9s | Global ETA: 32m 13s
[2025-11-25T12:02:19.181223] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:02:19.182216] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:19.182372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:19.187491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:19.189479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:19.190081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:19.190579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:19.191433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:19.192339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:19.194123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:19.196903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:19.198635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:19.200852] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.88%
[2025-11-25T12:02:19.232094] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:02:19.256138] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:19.325926] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 43.5s | Global ETA: 32m 13s
[2025-11-25T12:02:19.326094] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:02:19.326917] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:02:19.327024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:19.332116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:19.334207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:19.334835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:19.335324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:19.335861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:19.336788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:19.337757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:19.340415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:19.377367] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:02:19.460000] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:19.475479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:19.477842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:19.525315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:19.526757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:19.540465] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:02:19.557477] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.25%
[2025-11-25T12:02:19.568288] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -4.69% | Symbol ETA: 14.7s | Global ETA: 32m 14s
[2025-11-25T12:02:19.568570] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:02:19.569416] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:19.569551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:19.574443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:19.576345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:19.576920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:19.577421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:19.578300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:19.581904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:19.663609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:02:19.665942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:19.709816] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:19.731469] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.80%, Actual: 0.93%
[2025-11-25T12:02:19.731879] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 36.4056%
[2025-11-25T12:02:19.732056] [INFO ] [main      ] BWG: DISCARDED add_prev_1100_to_open (score: 36.41%)
[2025-11-25T12:02:19.732176] [INFO ] [main      ] BWG: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:02:19.732286] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_prev_close_to_1100']
[2025-11-25T12:02:19.732421] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:02:19.747820] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:19.748439] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:02:19.749406] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:19.749557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:19.750409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:19.751789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:19.752518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:19.755341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:19.756277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:19.760846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:19.762276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:19.763713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:19.764452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:19.765297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:19.872913] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 3.12% | Symbol ETA: 8.2s | Global ETA: 32m 14s
[2025-11-25T12:02:19.873213] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:02:19.874069] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:19.874212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:19.879036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:19.880871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:19.881448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:19.881942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:19.882757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:19.883554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:19.885278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:19.888001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:19.889765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:19.935747] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:02:20.015489] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:02:20.112987] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:02:20.133455] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:20.189784] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:20.202460] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 42.9s | Global ETA: 32m 14s
[2025-11-25T12:02:20.202776] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:02:20.203550] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:02:20.203717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:20.208712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:20.210677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:20.211266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:20.211847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:20.212340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:20.213195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:20.214103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:20.216728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:20.249906] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:02:20.285326] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:20.298374] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 1.50% | Symbol ETA: 13.7s | Global ETA: 32m 14s
[2025-11-25T12:02:20.298526] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:02:20.299311] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:20.299388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:20.304368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:20.306453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:20.307095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:20.307549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:20.308366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:20.345846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:20.348109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:20.359111] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 10.9s | Global ETA: 32m 14s
[2025-11-25T12:02:20.359256] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:02:20.360025] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:20.360110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:20.360831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:20.362081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:20.362746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:20.365420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:20.366152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:20.370379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:20.371556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:20.372887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:20.373522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:20.374220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:20.394840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:20.396304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:20.398246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:02:20.400546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:20.419783] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:20.450815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:20.586486] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 7.5s | Global ETA: 32m 15s
[2025-11-25T12:02:20.586734] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:02:20.587633] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:20.587809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:20.592780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:20.594605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:20.595195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:20.595692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:20.596503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:20.597448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:20.599214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:20.601999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:20.603709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:20.729317] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:02:20.763616] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:02:20.794765] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:02:20.898898] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:20.935662] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:20.945346] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:02:20.964420] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:20.973269] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 10.3s | Global ETA: 32m 15s
[2025-11-25T12:02:20.973580] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:02:20.974455] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:20.974602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:20.975459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:20.976851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:20.977594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:20.980623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:20.981478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:20.986110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:20.987496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:20.988980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:20.989760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:20.990550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:21.032915] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 42.0s | Global ETA: 32m 15s
[2025-11-25T12:02:21.033220] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:02:21.034222] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:02:21.034411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:21.040161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:21.040824] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -0.79% | Symbol ETA: 12.9s | Global ETA: 32m 15s
[2025-11-25T12:02:21.041110] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:02:21.041946] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:21.042076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:21.042508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:21.043200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:21.043893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:21.044595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:21.045687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:21.046751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:21.047565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:21.049408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:21.049354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:21.049916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:21.050500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:21.051266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:21.123739] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:21.134133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:02:21.136387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:21.176064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:21.178291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:21.221805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:21.223231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:21.278008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:21.285588] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 1.04% | Symbol ETA: 6.8s | Global ETA: 32m 15s
[2025-11-25T12:02:21.285897] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:02:21.286751] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:21.286895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:21.291937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:21.293834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:21.294418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:21.294935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:21.295772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:21.296680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:21.298528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:21.301280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:21.303104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:21.335457] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:02:21.472151] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:02:21.506392] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:21.582158] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 9.7s | Global ETA: 32m 15s
[2025-11-25T12:02:21.582432] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:02:21.583293] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:21.583441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:21.584270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:21.585631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:21.586427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:21.589321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:21.590160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:21.594611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:21.595899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:21.597251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:21.598016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:21.598856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:21.616144] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:02:21.640912] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:21.645288] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:02:21.743858] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: 0.33% | Symbol ETA: 12.1s | Global ETA: 32m 16s
[2025-11-25T12:02:21.744140] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:02:21.745619] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:21.745777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:21.750571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:21.752372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:21.752929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:21.753409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:21.754215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:21.787018] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:21.817289] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:21.837686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:02:21.840040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:21.853599] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 41.1s | Global ETA: 32m 16s
[2025-11-25T12:02:21.853929] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:02:21.854773] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:02:21.854919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:21.859866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:21.861772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:21.862280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:21.862834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:21.863337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:21.864193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:21.865109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:21.867760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:21.944365] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:02:21.979354] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.26% | Symbol ETA: 6.1s | Global ETA: 32m 16s
[2025-11-25T12:02:21.979675] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:02:21.980471] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:21.980617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:21.985719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:21.987637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:21.988259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:21.988767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:21.989588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:21.990547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:21.992308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:21.995058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:21.996813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:21.997716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:21.999923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:22.044756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:22.046301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:22.101909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:22.113205] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:22.174983] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:02:22.185267] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 9.1s | Global ETA: 32m 16s
[2025-11-25T12:02:22.185562] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:02:22.186423] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:22.186572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:22.187404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:22.188770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:22.189492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:22.192275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:22.193111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:22.197488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:22.198798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:22.200176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:22.200914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:22.201706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:22.339242] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:02:22.348880] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:22.441566] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:02:22.457340] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 8.54% | Symbol ETA: 11.3s | Global ETA: 32m 16s
[2025-11-25T12:02:22.457686] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:02:22.458567] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:22.458726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:22.463660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:22.465677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:22.466328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:22.466885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:22.467878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:22.509994] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:22.541165] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:02:22.555284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:02:22.557843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:22.612293] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:22.671326] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 5.4s | Global ETA: 32m 16s
[2025-11-25T12:02:22.671494] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:02:22.672474] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:22.672624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:22.677756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:22.678985] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 40.2s | Global ETA: 32m 16s
[2025-11-25T12:02:22.679154] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:02:22.679680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:22.679945] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:02:22.680031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:22.680191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:22.680604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:22.681439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:22.682279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:22.684133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:22.684942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:22.686786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:22.686917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:22.687331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:22.687814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:22.688229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:22.688825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:22.689022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:22.689901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:22.692364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:22.711366] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:22.785824] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.91% | Symbol ETA: 8.4s | Global ETA: 32m 17s
[2025-11-25T12:02:22.785989] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:02:22.786828] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:22.786922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:22.787714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:22.789106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:22.789869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:22.792661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:22.793444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:22.797833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:22.799075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:22.800435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:22.801212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:22.802000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:22.816223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:22.818420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:22.862463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:22.863895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:22.917949] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:02:22.918318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:23.041930] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:02:23.092055] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:23.147755] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:02:23.196666] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -4.58% | Symbol ETA: 10.6s | Global ETA: 32m 17s
[2025-11-25T12:02:23.196950] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:02:23.197824] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:23.197961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:23.202940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:23.204773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:23.205325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:23.205825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:23.206688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:23.211822] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:23.259472] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:02:23.293166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:02:23.295516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:23.320538] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:23.371401] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.98% | Symbol ETA: 4.7s | Global ETA: 32m 17s
[2025-11-25T12:02:23.393678] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 7.8s | Global ETA: 32m 17s
[2025-11-25T12:02:23.393822] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:02:23.394578] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:23.394674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:23.395391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:23.396666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:23.397346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:23.400054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:23.400926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:23.405289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:23.406557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:23.407948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:23.408722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:23.409531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:23.431460] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:23.499394] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 39.4s | Global ETA: 32m 17s
[2025-11-25T12:02:23.499699] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:02:23.500515] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:02:23.500676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:23.505511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:23.507411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:23.507999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:23.508520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:23.509009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:23.509896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:23.510801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:23.513334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:23.543091] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.74%, Actual: 1.77%
[2025-11-25T12:02:23.637854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:23.640074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:23.657331] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:02:23.685331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:23.686780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:23.713115] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: 0.82%, Actual: 4.51%
[2025-11-25T12:02:23.740157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:23.752999] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:02:23.834725] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:23.884054] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 3.14%
[2025-11-25T12:02:23.924120] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:23.942133] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 2.29% | Symbol ETA: 9.9s | Global ETA: 32m 18s
[2025-11-25T12:02:23.942430] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:02:23.943293] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:23.943431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:23.948583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:23.950555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:23.951128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:23.951592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:23.952417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:23.996024] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 7.2s | Global ETA: 32m 18s
[2025-11-25T12:02:23.996175] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:02:23.996953] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:23.997052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:23.997813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:23.999083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:23.999764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:24.002539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:24.003307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:24.007725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:24.008916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:24.010255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:24.010921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:24.011659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:24.042246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:02:24.044822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:24.054575] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.18%, Actual: 2.11%
[2025-11-25T12:02:24.083257] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:02:24.225524] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 3.12%, Actual: 1.66%
[2025-11-25T12:02:24.260182] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:24.327874] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 38.5s | Global ETA: 32m 18s
[2025-11-25T12:02:24.328168] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:02:24.329056] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:02:24.329207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:24.334273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:24.336196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:24.336799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:24.337364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:24.337873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:24.338767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:24.339699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:24.342283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:24.367190] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:02:24.395295] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 0.48%
[2025-11-25T12:02:24.398969] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:02:24.470135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:24.472298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:24.517068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:24.518200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:24.539013] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:24.566733] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 1.04%, Actual: 0.17%
[2025-11-25T12:02:24.572321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:24.579635] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:24.610740] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 6.6s | Global ETA: 32m 18s
[2025-11-25T12:02:24.611040] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:02:24.611890] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:24.612031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:24.612828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:24.614187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:24.615016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:24.617788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:24.618582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:24.622982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:24.624229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:24.625596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:24.626323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:24.627137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:24.686029] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -2.29% | Symbol ETA: 9.1s | Global ETA: 32m 18s
[2025-11-25T12:02:24.686326] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:02:24.687316] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:24.687458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:24.692665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:24.694760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:24.695321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:24.695862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:24.696708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:24.738055] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.26%, Actual: 0.43%
[2025-11-25T12:02:24.783879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:02:24.786330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:24.909101] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 0.67%
[2025-11-25T12:02:24.920053] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:02:24.968819] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:02:25.078283] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.98%, Actual: 2.39%
[2025-11-25T12:02:25.078558] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 36.3045%
[2025-11-25T12:02:25.078690] [INFO ] [main      ] LNG: DISCARDED add_prior_mag_lag (score: 36.30%)
[2025-11-25T12:02:25.078755] [INFO ] [main      ] LNG: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:02:25.078949] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_range_overlap_v_prior_day']
[2025-11-25T12:02:25.079070] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:02:25.093780] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:25.093763] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:25.094214] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:02:25.095245] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:25.095330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:25.100102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:25.101911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:25.102419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:25.102851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:25.103594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:25.104437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:25.106327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:25.109114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:25.111596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:25.127951] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:02:25.138818] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:25.160362] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 37.7s | Global ETA: 32m 19s
[2025-11-25T12:02:25.160655] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:02:25.161478] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:02:25.161624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:25.166548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:25.168475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:25.169060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:25.169579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:25.170066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:25.170906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:25.171805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:25.174296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:25.209473] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 6.0s | Global ETA: 32m 19s
[2025-11-25T12:02:25.209783] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:02:25.210606] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:25.210771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:25.211544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:25.212979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:25.213757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:25.216483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:25.217414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:25.221896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:25.223155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:25.224529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:25.225273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:25.226111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:25.296578] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:25.300871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:25.302980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:25.348081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:25.349289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:25.398288] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: -0.47% | Symbol ETA: 8.4s | Global ETA: 32m 19s
[2025-11-25T12:02:25.398571] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:02:25.399398] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:25.399531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:25.403340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:25.404353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:25.406176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:25.406737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:25.407211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:25.408032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:25.453314] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:02:25.489596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:02:25.491896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:25.572722] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:02:25.629461] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:25.743254] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:25.756349] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:02:25.794289] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 10.5s | Global ETA: 32m 19s
[2025-11-25T12:02:25.794584] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:02:25.795421] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:25.795569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:25.800489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:25.802337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:25.802917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:25.803427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:25.804258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:25.805154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:25.806887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:25.809732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:25.812228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:25.814440] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.70% | Symbol ETA: 5.4s | Global ETA: 32m 19s
[2025-11-25T12:02:25.829037] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:02:25.928401] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:25.987874] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.19%, Actual: 0.68%
[2025-11-25T12:02:25.994697] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 36.9s | Global ETA: 32m 20s
[2025-11-25T12:02:25.994989] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:02:25.995787] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:02:25.995930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:26.000482] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:26.000844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:26.002675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:26.003248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:26.003793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:26.004265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:26.005100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:26.006021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:26.008541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:26.101208] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -2.11% | Symbol ETA: 7.7s | Global ETA: 32m 20s
[2025-11-25T12:02:26.127594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:26.129746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:26.154384] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:02:26.160255] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 0.82%
[2025-11-25T12:02:26.171599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:26.172750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:26.225235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:26.268316] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -4.69%, Actual: 2.25%
[2025-11-25T12:02:26.332688] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:02:26.337311] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:26.436809] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 1.50%, Actual: 8.06%
[2025-11-25T12:02:26.507278] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 9.9s | Global ETA: 32m 20s
[2025-11-25T12:02:26.507587] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:02:26.508484] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:26.508630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:26.508618] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.12%, Actual: 0.54%
[2025-11-25T12:02:26.513577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:26.515599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:26.516270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:26.516710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:26.517558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:26.518492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:26.520285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:26.523068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:26.525900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:26.576224] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:02:26.605906] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 1.90%
[2025-11-25T12:02:26.682422] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.91%, Actual: 0.84%
[2025-11-25T12:02:26.747973] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:26.780847] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 5.15%
[2025-11-25T12:02:26.814961] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 36.0s | Global ETA: 32m 20s
[2025-11-25T12:02:26.852924] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 0.53%
[2025-11-25T12:02:26.864669] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:02:26.952618] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 8.54%, Actual: 4.95%
[2025-11-25T12:02:26.984579] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:02:27.023560] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 0.88%
[2025-11-25T12:02:27.035476] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:27.123075] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -4.58%, Actual: 2.13%
[2025-11-25T12:02:27.154520] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:02:27.196311] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:02:27.203448] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 1.76% | Symbol ETA: 9.2s | Global ETA: 32m 21s
[2025-11-25T12:02:27.203772] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:02:27.204601] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:27.204773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:27.209941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:27.212012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:27.212610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:27.213134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:27.214001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:27.214923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:27.216735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:27.219539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:27.222164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:27.292696] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 2.29%, Actual: 3.19%
[2025-11-25T12:02:27.323421] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:02:27.370978] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 0.25%
[2025-11-25T12:02:27.463886] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -2.29%, Actual: 3.45%
[2025-11-25T12:02:27.493689] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:02:27.545564] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.70%, Actual: 0.93%
[2025-11-25T12:02:27.545976] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 39.2883%
[2025-11-25T12:02:27.546148] [INFO ] [main      ] BWG: DISCARDED add_prev_close_to_1100 (score: 39.29%)
[2025-11-25T12:02:27.546269] [INFO ] [main      ] BWG: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:02:27.546381] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_prev_close_to_open']
[2025-11-25T12:02:27.546499] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:02:27.560545] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:27.561249] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:02:27.562189] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:27.562332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:27.563155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:27.564506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:27.565243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:27.567867] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:02:27.568064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:27.568907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:27.573417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:27.574715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:27.576105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:27.576861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:27.577687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:27.633465] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 3.00%
[2025-11-25T12:02:27.661479] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:02:27.738481] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:27.803338] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -2.11%, Actual: 2.41%
[2025-11-25T12:02:27.803707] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 43.8271%
[2025-11-25T12:02:27.803812] [INFO ] [main      ] BBAR: DISCARDED add_pct_change (score: 43.83%)
[2025-11-25T12:02:27.803920] [INFO ] [main      ] BBAR: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:02:27.804015] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_preclose_acceleration_mag']
[2025-11-25T12:02:27.804114] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:02:27.816622] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:27.817346] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:02:27.818253] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:27.818385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:27.823222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:27.825049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:27.825592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:27.826067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:27.826897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:27.830135] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:02:27.898200] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -2.82% | Symbol ETA: 8.4s | Global ETA: 32m 21s
[2025-11-25T12:02:27.898379] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:02:27.899341] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:27.899486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:27.904405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:27.906328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:27.906905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:27.907432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:27.908253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:27.909148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:27.910899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:27.911605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:27.913048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:27.913662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:27.916147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:27.922249] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:02:27.998821] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:02:28.095803] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:28.167548] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:02:28.171607] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 10.4s | Global ETA: 32m 22s
[2025-11-25T12:02:28.171783] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:02:28.172549] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:28.172623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:28.173360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:28.174820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:28.175557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:28.178390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:28.179292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:28.183748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:28.185182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:28.186612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:28.187386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:28.188279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:28.250888] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:02:28.255949] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:02:28.336771] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:02:28.422727] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:28.432499] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:28.504582] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:02:28.504971] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:02:28.505146] [INFO ] [main      ] CMU: KEPT add_gap_resolution_state (score: 13.53%)
[2025-11-25T12:02:28.505266] [INFO ] [main      ] CMU: Testing feature 13/53: add_gaps
[2025-11-25T12:02:28.505372] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps']
[2025-11-25T12:02:28.505486] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:02:28.518092] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:28.518779] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:02:28.519706] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:02:28.519853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:28.524179] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -1.31% | Symbol ETA: 13.5s | Global ETA: 32m 22s
[2025-11-25T12:02:28.524473] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:02:28.524722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:28.525308] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:28.525386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:28.526707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:28.527303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:28.527851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:28.528333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:28.529161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:28.530062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:28.530112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:28.531934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:28.532469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:28.532561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:28.532987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:28.533810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:28.538664] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:02:28.587839] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.20% | Symbol ETA: 7.7s | Global ETA: 32m 22s
[2025-11-25T12:02:28.588115] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:02:28.588974] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:28.589118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:28.593940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:28.595809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:28.596383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:28.596871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:28.597709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:28.598579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:28.600287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:28.602929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:28.605450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:28.618662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:28.619990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:28.655716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:28.657850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:28.701489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:28.702577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:28.715020] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:28.756564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:28.757719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:28.790858] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 9.8s | Global ETA: 32m 22s
[2025-11-25T12:02:28.791171] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:02:28.792096] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:28.792265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:28.793129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:28.794513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:28.795334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:28.798272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:28.799317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:28.804008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:28.805581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:28.807134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:28.807941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:28.808745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:28.944799] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:02:28.955795] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:02:29.093496] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:02:29.114929] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:29.123914] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:29.148746] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:02:29.222249] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 4.16% | Symbol ETA: 12.8s | Global ETA: 32m 23s
[2025-11-25T12:02:29.222508] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:02:29.223288] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:29.223423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:29.228161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:29.229972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:29.230504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:29.230977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:29.231793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:29.261850] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:29.279516] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 7.0s | Global ETA: 32m 23s
[2025-11-25T12:02:29.279687] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:02:29.280434] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:29.280512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:29.285332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:29.287292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:29.287875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:29.288384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:29.289211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:29.290105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:29.291763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:29.294429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:29.296921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:29.316460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:29.317690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:29.320582] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:29.333150] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 40.8s | Global ETA: 32m 23s
[2025-11-25T12:02:29.333453] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:02:29.334304] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:02:29.334468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:29.339507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:29.341360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:29.341937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:29.342471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:29.342968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:29.343843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:29.344737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:29.347232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:29.393538] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 9.2s | Global ETA: 32m 23s
[2025-11-25T12:02:29.393863] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:02:29.394700] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:29.394844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:29.395615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:29.397031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:29.397820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:29.400526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:29.401318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:29.405609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:29.406865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:29.408247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:29.408969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:29.409750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:29.469071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:29.471339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:29.515123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:29.516325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:29.570349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:29.571328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:29.643321] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:02:29.656985] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:02:29.755832] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:02:29.812441] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:29.825458] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:29.906962] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:02:29.922041] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 1.06% | Symbol ETA: 12.1s | Global ETA: 32m 23s
[2025-11-25T12:02:29.922355] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:02:29.923180] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:29.923315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:29.928110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:29.929130] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:29.929934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:29.930480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:29.930954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:29.931772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:29.973253] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.18% | Symbol ETA: 6.3s | Global ETA: 32m 23s
[2025-11-25T12:02:29.973530] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:02:29.974365] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:29.974511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:29.979319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:29.981141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:29.981720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:29.982187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:29.983004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:29.983901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:29.985604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:29.988290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:29.990801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:30.001771] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 8.5s | Global ETA: 32m 23s
[2025-11-25T12:02:30.002066] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:02:30.002943] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:30.003031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:30.003864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:30.005243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:30.005958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:30.008834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:30.009630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:30.014049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:30.014843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:30.015342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:30.016238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:30.016723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:30.017490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:30.018270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:30.074134] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:30.144228] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 39.9s | Global ETA: 32m 23s
[2025-11-25T12:02:30.144520] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:02:30.145357] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:02:30.145501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:30.150323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:30.152173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:30.152754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:30.153275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:30.153793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:30.154628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:30.155455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:30.157954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:30.279447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:30.281588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:30.325351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:30.326592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:30.330128] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:02:30.353417] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:02:30.369256] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:02:30.380011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:30.381053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:30.500762] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:30.525601] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:30.566760] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:30.626951] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -1.55% | Symbol ETA: 11.4s | Global ETA: 32m 24s
[2025-11-25T12:02:30.627210] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:02:30.628036] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:30.628168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:30.632977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:30.634795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:30.635334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:30.635813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:30.636623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:30.640941] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.91% | Symbol ETA: 8.0s | Global ETA: 32m 24s
[2025-11-25T12:02:30.641239] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:02:30.642247] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:30.642421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:30.643502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:30.645321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:30.646272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:30.649273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:30.650158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:30.654786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:30.656126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:30.657581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:30.658337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:30.659221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:30.665628] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.23% | Symbol ETA: 5.6s | Global ETA: 32m 24s
[2025-11-25T12:02:30.665944] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:02:30.666796] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:30.666939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:30.671919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:30.673753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:30.674312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:30.674804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:30.675605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:30.676504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:30.678225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:30.680882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:30.683322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:30.721597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:30.722818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:30.723663] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:02:30.893092] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:30.963176] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 39.1s | Global ETA: 32m 24s
[2025-11-25T12:02:30.963323] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:02:30.964090] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:02:30.964170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:30.968967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:30.970774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:30.971256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:30.971721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:30.972126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:30.972889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:30.973714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:30.976118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:31.024141] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:02:31.025890] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:02:31.068069] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:02:31.098091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:31.100082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:31.143028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:31.144349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:31.194455] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:31.197564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:31.198764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:31.232885] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:31.238944] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:31.305331] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 7.4s | Global ETA: 32m 25s
[2025-11-25T12:02:31.305481] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:02:31.306698] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:31.306778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:31.307750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:31.309066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:31.309754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:31.312514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:31.313289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:31.317809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:31.319032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:31.320362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:31.321057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:31.321795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:31.338810] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 5.71% | Symbol ETA: 10.7s | Global ETA: 32m 25s
[2025-11-25T12:02:31.338958] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:02:31.339739] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:31.339815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:31.344693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:31.346464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:31.346974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:31.347399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:31.348152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:31.355932] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.49% | Symbol ETA: 4.9s | Global ETA: 32m 25s
[2025-11-25T12:02:31.356163] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:02:31.357026] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:31.357183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:31.361975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:31.363826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:31.364393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:31.364884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:31.365715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:31.366591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:31.368333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:31.371288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:31.373773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:31.434344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:31.435678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:31.544610] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:02:31.689384] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:02:31.714190] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:31.718919] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:02:31.778555] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:02:31.783813] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 38.3s | Global ETA: 32m 25s
[2025-11-25T12:02:31.784119] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:02:31.784980] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:02:31.785129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:31.790039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:31.791905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:31.792472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:31.793013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:31.793492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:31.794335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:31.795238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:31.797825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:31.861355] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:31.896221] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:31.920572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:31.922436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:31.935042] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 6.8s | Global ETA: 32m 25s
[2025-11-25T12:02:31.935355] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:02:31.936214] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:31.936360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:31.937206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:31.938565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:31.939313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:31.942103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:31.942992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:31.947465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:31.947866] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:31.948825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:31.950238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:31.950986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:31.951784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:31.966879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:31.968329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:32.023855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:32.024919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:32.045375] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -9.09% | Symbol ETA: 10.0s | Global ETA: 32m 25s
[2025-11-25T12:02:32.045517] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:02:32.046274] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:32.046350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:32.051284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:32.053215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:32.053864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:32.054271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:32.055010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:32.065879] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.88% | Symbol ETA: 4.2s | Global ETA: 32m 25s
[2025-11-25T12:02:32.138291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:32.139447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:32.243102] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 0.83%, Actual: 1.77%
[2025-11-25T12:02:32.298763] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:02:32.367773] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:02:32.415446] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.48%, Actual: 4.51%
[2025-11-25T12:02:32.477180] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:32.482207] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:02:32.537862] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:32.551444] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 6.1s | Global ETA: 32m 26s
[2025-11-25T12:02:32.551594] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:02:32.552415] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:32.552498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:32.553252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:32.554526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:32.555198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:32.557970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:32.558824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:32.563222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:32.564519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:32.565854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:32.566508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:32.567254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:32.585882] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 1.76%, Actual: 3.14%
[2025-11-25T12:02:32.610088] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 37.5s | Global ETA: 32m 26s
[2025-11-25T12:02:32.610240] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:02:32.611199] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:02:32.611280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:32.616898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:32.618890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:32.619425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:32.619902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:32.620313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:32.621092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:32.621955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:32.624464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:32.660681] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:32.750774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:32.752678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:32.756107] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -2.82%, Actual: 2.11%
[2025-11-25T12:02:32.761582] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -1.88% | Symbol ETA: 9.3s | Global ETA: 32m 26s
[2025-11-25T12:02:32.761873] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:02:32.762730] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:32.762951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:32.767844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:32.769760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:32.770310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:32.770816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:32.771586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:32.797517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:32.798862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:32.853623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:32.854833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:32.860510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:32.861931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:32.925457] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.20%, Actual: 1.66%
[2025-11-25T12:02:32.937134] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:02:33.096776] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.25%, Actual: 0.48%
[2025-11-25T12:02:33.111535] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:33.182718] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 5.5s | Global ETA: 32m 26s
[2025-11-25T12:02:33.182981] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:02:33.183835] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:33.183980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:33.184782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:33.186128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:33.186864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:33.189624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:33.190432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:33.195304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:33.196549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:33.197952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:33.198677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:33.199441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:33.205384] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:02:33.211956] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:02:33.264747] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 0.17%
[2025-11-25T12:02:33.380418] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:33.380474] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:33.433379] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.23%, Actual: 0.43%
[2025-11-25T12:02:33.452631] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 36.7s | Global ETA: 32m 27s
[2025-11-25T12:02:33.452820] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:02:33.453591] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:02:33.453696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:33.458989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:33.460896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:33.461408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:33.462058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:33.462461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:33.463421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:33.464259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:33.466892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:33.478136] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 0.97% | Symbol ETA: 8.6s | Global ETA: 32m 27s
[2025-11-25T12:02:33.478276] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:02:33.479031] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:33.479105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:33.483818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:33.485603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:33.486097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:33.486487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:33.487270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:33.543258] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:02:33.573030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:33.574258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:33.593134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:33.595207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:33.603569] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.49%, Actual: 0.67%
[2025-11-25T12:02:33.640207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:33.641996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:33.696635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:33.697835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:33.729612] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:33.776299] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.88%, Actual: 2.39%
[2025-11-25T12:02:33.776534] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 49.6241%
[2025-11-25T12:02:33.776638] [INFO ] [main      ] LNG: DISCARDED add_range_overlap_v_prior_day (score: 49.62%)
[2025-11-25T12:02:33.776714] [INFO ] [main      ] LNG: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:02:33.776766] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_range_volume_efficiency']
[2025-11-25T12:02:33.776817] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:02:33.792137] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:33.792800] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:02:33.793703] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:33.793780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:33.798808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:33.800709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:33.801204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:33.801617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:33.802416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:33.803271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:33.805059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:33.807844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:02:33.810231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:33.810480] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.70% | Symbol ETA: 4.9s | Global ETA: 32m 27s
[2025-11-25T12:02:33.921741] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:02:33.994148] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.19%, Actual: 0.68%
[2025-11-25T12:02:34.045572] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:02:34.094011] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:34.154228] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:02:34.171890] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 0.82%
[2025-11-25T12:02:34.190367] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: -3.13% | Symbol ETA: 7.9s | Global ETA: 32m 27s
[2025-11-25T12:02:34.190512] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:02:34.191265] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:34.191340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:34.196012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:34.197756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:34.198357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:34.198830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:34.199629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:34.217626] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:34.283516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:02:34.284858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:34.286039] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 35.9s | Global ETA: 32m 27s
[2025-11-25T12:02:34.286186] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:02:34.286956] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:02:34.287061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:34.291859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:34.293782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:34.294342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:34.294884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:34.295357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:34.296213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:34.297154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:34.299637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:34.323043] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:34.343791] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:02:34.420926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:34.422977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:34.465933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:34.467051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:34.482584] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.26% | Symbol ETA: 10.1s | Global ETA: 32m 28s
[2025-11-25T12:02:34.482899] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:02:34.483747] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:34.483889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:34.488687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:34.490481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:34.491049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:34.491522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:34.492344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:34.493238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:34.494959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:34.497676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:02:34.499935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:34.510918] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.12%, Actual: 0.54%
[2025-11-25T12:02:34.519952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:34.520973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:34.679153] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.91%, Actual: 0.84%
[2025-11-25T12:02:34.681270] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:02:34.844799] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:02:34.846902] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.53%
[2025-11-25T12:02:34.857159] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:34.863831] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:02:34.969752] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -4.28% | Symbol ETA: 7.2s | Global ETA: 32m 28s
[2025-11-25T12:02:35.017943] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 0.88%
[2025-11-25T12:02:35.038862] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:35.088453] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:35.105833] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 35.1s | Global ETA: 32m 28s
[2025-11-25T12:02:35.106116] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:02:35.107150] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:02:35.107301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:35.112458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:35.114306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:35.114887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:35.115436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:35.115928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:35.116922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:35.117841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:35.120483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:35.151202] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -1.31%, Actual: 2.25%
[2025-11-25T12:02:35.189528] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:02:35.244866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:35.247076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:35.259987] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 9.7s | Global ETA: 32m 28s
[2025-11-25T12:02:35.260281] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:02:35.261272] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:35.261423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:35.266714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:35.268810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:35.269434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:35.269947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:35.270863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:35.271874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:35.273768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:35.276602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:02:35.279026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:35.292277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:35.293871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:35.330604] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 4.16%, Actual: 8.06%
[2025-11-25T12:02:35.350448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:35.351541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:35.358609] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 0.25%
[2025-11-25T12:02:35.524330] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 1.06%, Actual: 1.90%
[2025-11-25T12:02:35.529920] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.70%, Actual: 0.93%
[2025-11-25T12:02:35.530156] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 39.4698%
[2025-11-25T12:02:35.530262] [INFO ] [main      ] BWG: DISCARDED add_prev_close_to_open (score: 39.47%)
[2025-11-25T12:02:35.530313] [INFO ] [main      ] BWG: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:02:35.530352] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_prior_day_tail_pressure']
[2025-11-25T12:02:35.530393] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:02:35.544724] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:35.545179] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:02:35.546061] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:35.546154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:35.546918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:35.548227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:35.548916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:35.551725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:35.552456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:35.556868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:35.558380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:35.559739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:35.560382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:35.563178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:35.644185] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:02:35.698726] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:02:35.704235] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -1.55%, Actual: 5.15%
[2025-11-25T12:02:35.822968] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:35.868264] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:35.891268] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 5.71%, Actual: 4.95%
[2025-11-25T12:02:35.906459] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:02:35.934939] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 34.3s | Global ETA: 32m 29s
[2025-11-25T12:02:35.935244] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:02:35.936092] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:02:35.936237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:35.941203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:35.943059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:35.943619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:35.944203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:35.944701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:35.945511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:35.946405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:35.948931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:35.984619] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -1.32% | Symbol ETA: 9.0s | Global ETA: 32m 29s
[2025-11-25T12:02:35.984910] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:02:35.985795] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:35.985937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:35.990754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:35.992580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:35.993153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:35.993626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:35.994437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:35.995330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:35.997056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:35.999739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:02:36.001969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:36.059598] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -9.09%, Actual: 2.13%
[2025-11-25T12:02:36.068827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:36.070835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:36.087637] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:36.113268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:36.114433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:36.164383] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 10.2s | Global ETA: 32m 29s
[2025-11-25T12:02:36.164717] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:02:36.165571] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:36.165749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:36.166535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:36.167150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:36.167896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:36.168159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:36.168535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:36.171275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:36.172078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:36.176499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:36.177801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:36.179288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:36.180074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:36.183021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:36.245009] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -1.88%, Actual: 3.19%
[2025-11-25T12:02:36.338143] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:02:36.420957] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 0.97%, Actual: 3.45%
[2025-11-25T12:02:36.506698] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:36.507403] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:02:36.527207] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:02:36.589749] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: -3.13%, Actual: 3.00%
[2025-11-25T12:02:36.672289] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 8.2s | Global ETA: 32m 30s
[2025-11-25T12:02:36.672578] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:02:36.673456] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:36.673603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:36.676849] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:36.678622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:36.680517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:36.681100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:36.681588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:36.682417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:36.683375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:36.685214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:36.688020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:02:36.690308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:36.696747] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:36.748010] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 33.4s | Global ETA: 32m 30s
[2025-11-25T12:02:36.765076] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -4.28%, Actual: 2.41%
[2025-11-25T12:02:36.765471] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 52.5675%
[2025-11-25T12:02:36.765635] [INFO ] [main      ] BBAR: DISCARDED add_preclose_acceleration_mag (score: 52.57%)
[2025-11-25T12:02:36.765762] [INFO ] [main      ] BBAR: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:02:36.765857] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_prev_1100_to_open']
[2025-11-25T12:02:36.765955] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:02:36.772900] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.16% | Symbol ETA: 9.5s | Global ETA: 32m 30s
[2025-11-25T12:02:36.773048] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:02:36.773905] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:36.773985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:36.774766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:36.776139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:36.776925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:36.778870] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:36.779381] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:02:36.779721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:36.780252] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:36.780330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:36.780458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:36.784766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:36.785149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:36.786125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:36.786969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:36.787492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:36.787498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:36.787911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:36.788220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:36.788689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:36.791039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:36.873026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:36.874026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:36.934463] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:02:37.033350] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:02:37.108246] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:02:37.129750] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:02:37.203824] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:37.214717] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:02:37.285334] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:02:37.301671] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:37.366890] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.85% | Symbol ETA: 7.4s | Global ETA: 32m 30s
[2025-11-25T12:02:37.367235] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:02:37.368173] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:37.368325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:37.373314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:37.375378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:37.376026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:37.376503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:37.376990] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 8.9s | Global ETA: 32m 30s
[2025-11-25T12:02:37.377296] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:02:37.377380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:37.378461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:37.378941] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:37.379096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:37.379927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:37.380286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:37.381307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:37.382082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:37.383087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:02:37.384135] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:37.384921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:37.385758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:37.385631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:37.390159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:37.391438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:37.392858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:37.393587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:37.396440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:37.462520] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:02:37.484210] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -3.45% | Symbol ETA: 12.9s | Global ETA: 32m 30s
[2025-11-25T12:02:37.484497] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:02:37.485322] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:37.485462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:37.490181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:37.491977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:37.492532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:37.493004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:37.493816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:37.575816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:37.576674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:37.641762] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:02:37.734931] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:02:37.738297] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:02:37.818883] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:02:37.905310] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:37.910278] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:02:37.924867] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:37.981004] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 8.3s | Global ETA: 32m 31s
[2025-11-25T12:02:37.981293] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:02:37.982141] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:37.982293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:37.983090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:37.984417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:37.985156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:37.987915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:37.988724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:37.993064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:37.994302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:37.995675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:37.996020] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:02:37.996380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:37.999234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:38.077788] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:38.089475] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 6.7s | Global ETA: 32m 31s
[2025-11-25T12:02:38.089812] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:02:38.090748] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:38.090892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:38.095779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:38.097797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:38.098402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:38.098912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:38.099762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:38.100677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:38.102455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:38.105227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:02:38.107538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:38.165997] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:02:38.180087] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 3.63% | Symbol ETA: 12.2s | Global ETA: 32m 31s
[2025-11-25T12:02:38.180248] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:02:38.181077] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:38.181158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:38.186093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:38.187941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:38.188570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:38.188992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:38.189753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:38.280866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:38.281903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:38.336061] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:02:38.341277] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:02:38.454978] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:02:38.509419] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:02:38.509790] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:02:38.509955] [INFO ] [main      ] CMU: KEPT add_gaps (score: 13.53%)
[2025-11-25T12:02:38.510074] [INFO ] [main      ] CMU: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:02:38.510185] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies']
[2025-11-25T12:02:38.510345] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:02:38.513454] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:38.523236] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:38.523788] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:02:38.524749] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:02:38.524897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:38.530288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:38.532341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:38.533127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:38.533689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:38.534183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:38.535130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:38.536253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:38.539274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:38.589244] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.95% | Symbol ETA: 7.6s | Global ETA: 32m 31s
[2025-11-25T12:02:38.589541] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:02:38.590371] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:38.590516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:38.591321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:38.592672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:38.593381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:38.596127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:38.596942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:38.601232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:38.602862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:38.604209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:38.604942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:38.607738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:38.632366] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:02:38.633065] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:38.667572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:38.670003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:38.714037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:38.715169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:38.770023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:38.771123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:38.772471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:38.801236] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -1.24% | Symbol ETA: 6.0s | Global ETA: 32m 32s
[2025-11-25T12:02:38.801139] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:38.801403] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:02:38.802365] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:38.802517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:38.808310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:38.810226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:38.810824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:38.811314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:38.812168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:38.813099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:38.815099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:38.817918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:02:38.820313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:38.899056] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.69% | Symbol ETA: 11.5s | Global ETA: 32m 32s
[2025-11-25T12:02:38.899217] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:02:38.900007] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:38.900208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:38.904934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:38.906767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:38.907322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:38.907799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:38.908605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:38.946540] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:02:38.991354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:38.992511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:39.115290] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:02:39.116621] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:39.174372] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:02:39.195099] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 7.0s | Global ETA: 32m 32s
[2025-11-25T12:02:39.195381] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:02:39.196407] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:39.196554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:39.197387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:39.198718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:39.199430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:39.202480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:39.203484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:39.208373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:39.209592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:39.211165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:39.211897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:39.214672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:39.288961] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:39.332665] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:02:39.352958] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:39.360346] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 37.5s | Global ETA: 32m 32s
[2025-11-25T12:02:39.360669] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:02:39.361501] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:02:39.361665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:39.366490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:39.368344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:39.368930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:39.369464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:39.369976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:39.370820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:39.371728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:39.374234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:39.497794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:39.499947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:39.515018] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:39.515830] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.16% | Symbol ETA: 5.3s | Global ETA: 32m 32s
[2025-11-25T12:02:39.516150] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:02:39.517080] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:39.517256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:39.522373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:39.524310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:39.524912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:39.525410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:39.526258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:39.527262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:39.529073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:39.531831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:02:39.534160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:39.549254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:39.550735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:39.555670] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:02:39.604702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:39.605857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:39.607232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:39.616137] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -2.69% | Symbol ETA: 10.8s | Global ETA: 32m 32s
[2025-11-25T12:02:39.616425] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:02:39.617341] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:39.617517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:39.623747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:39.625845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:39.626419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:39.626912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:39.627814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:39.716624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:39.717903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:39.726083] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:39.802718] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 6.4s | Global ETA: 32m 33s
[2025-11-25T12:02:39.802987] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:02:39.803825] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:39.803970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:39.804762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:39.806096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:39.806837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:39.809605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:39.810427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:39.814758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:39.815993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:39.817381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:39.818146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:39.820951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:39.890312] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:02:39.955546] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:02:40.077968] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:02:40.082848] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:40.132546] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:40.169098] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:02:40.205829] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 36.7s | Global ETA: 32m 33s
[2025-11-25T12:02:40.206049] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:02:40.206889] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:02:40.207049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:40.211975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:40.213848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:40.214401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:40.214952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:40.215438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:40.216274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:40.217191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:40.219696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:40.246022] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:40.258936] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 2.25% | Symbol ETA: 4.6s | Global ETA: 32m 33s
[2025-11-25T12:02:40.259243] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:02:40.260289] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:40.260445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:40.265711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:40.267962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:40.268551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:40.269114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:40.269994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:40.270953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:40.272841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:40.275825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:02:40.278326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:40.339632] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:40.344867] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 10.55% | Symbol ETA: 10.1s | Global ETA: 32m 33s
[2025-11-25T12:02:40.345134] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:02:40.345917] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:40.346047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:40.350138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:40.350816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:40.352329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:40.352614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:40.353194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:40.353677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:40.354465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:40.398555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:40.399739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:40.414922] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 5.8s | Global ETA: 32m 33s
[2025-11-25T12:02:40.415227] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:02:40.416087] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:40.416230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:40.417052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:40.418374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:40.419052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:40.421816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:40.422596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:40.426923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:40.428174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:40.429522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:40.430241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:40.432997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:40.437045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:40.438085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:40.454510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:40.455483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:40.456852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:40.641944] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:02:40.773583] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:02:40.777135] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:02:40.800353] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:02:40.820602] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:40.944874] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:40.946617] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:40.973976] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:40.981434] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 3.9s | Global ETA: 32m 34s
[2025-11-25T12:02:41.019290] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 5.2s | Global ETA: 32m 34s
[2025-11-25T12:02:41.019587] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:02:41.020376] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:41.020526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:41.021311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:41.022668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:41.023389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:41.026230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:41.027082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:41.031433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:41.032676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:41.034015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:41.034756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:02:41.037593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:41.044014] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -3.48% | Symbol ETA: 9.4s | Global ETA: 32m 34s
[2025-11-25T12:02:41.044302] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:02:41.044715] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 35.9s | Global ETA: 32m 34s
[2025-11-25T12:02:41.045012] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:02:41.045277] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:41.045386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:41.045829] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:02:41.045931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:41.050526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:41.050787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:41.052399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:41.052623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:41.052937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:41.053241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:41.053430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:41.053762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:41.054181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:41.054246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:41.054978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:41.055810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:41.058319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:41.141213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:41.142109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:41.159994] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.26%, Actual: 1.77%
[2025-11-25T12:02:41.180130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:41.181993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:41.224602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:41.225728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:41.278718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:41.279746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:41.281083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:41.335525] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 4.51%
[2025-11-25T12:02:41.381941] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:02:41.477661] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:02:41.511728] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -1.32%, Actual: 3.14%
[2025-11-25T12:02:41.552526] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:41.619933] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:02:41.629183] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 4.6s | Global ETA: 32m 34s
[2025-11-25T12:02:41.649742] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:41.693218] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 2.11%
[2025-11-25T12:02:41.749627] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 0.87% | Symbol ETA: 8.7s | Global ETA: 32m 34s
[2025-11-25T12:02:41.749923] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:02:41.750775] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:41.750905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:41.756979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:41.759467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:41.760348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:41.761110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:41.762183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:41.790282] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:41.825149] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.14%, Actual: 0.68%
[2025-11-25T12:02:41.856340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:41.857550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:41.861251] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 35.0s | Global ETA: 32m 34s
[2025-11-25T12:02:41.861527] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:02:41.862908] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:02:41.863051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:41.867924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:41.869736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:41.870299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:41.870846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:41.871351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:41.872202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:41.873293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:41.876129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:41.893606] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 1.66%
[2025-11-25T12:02:41.998044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:41.998277] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.16%, Actual: 0.82%
[2025-11-25T12:02:41.999921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:42.043596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:42.045032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:42.067043] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.48%
[2025-11-25T12:02:42.097705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:42.098617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:42.099992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:42.168939] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:02:42.203508] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:02:42.241392] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -1.24%, Actual: 0.17%
[2025-11-25T12:02:42.343404] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.32%, Actual: 0.54%
[2025-11-25T12:02:42.372980] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:42.416130] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.16%, Actual: 0.43%
[2025-11-25T12:02:42.436176] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:02:42.470732] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 2.74% | Symbol ETA: 8.0s | Global ETA: 32m 35s
[2025-11-25T12:02:42.471011] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:02:42.471835] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:42.471969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:42.476796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:42.478630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:42.479196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:42.479675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:42.480472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:42.523945] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.95%, Actual: 0.84%
[2025-11-25T12:02:42.566306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:42.567472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:42.592720] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 2.25%, Actual: 0.67%
[2025-11-25T12:02:42.606972] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:42.677513] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 34.2s | Global ETA: 32m 35s
[2025-11-25T12:02:42.677851] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:02:42.678762] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:02:42.678903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:42.683758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:42.685594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:42.686167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:42.686709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:42.687367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:42.688241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:42.689134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:42.691618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:42.702630] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.59%, Actual: 0.53%
[2025-11-25T12:02:42.770191] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 2.39%
[2025-11-25T12:02:42.770585] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 36.0554%
[2025-11-25T12:02:42.770971] [INFO ] [main      ] LNG: DISCARDED add_range_volume_efficiency (score: 36.06%)
[2025-11-25T12:02:42.771098] [INFO ] [main      ] LNG: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:02:42.771212] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:02:42.771297] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:02:42.788185] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:42.788841] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:02:42.790273] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:42.790426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:42.796049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:42.798204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:42.798913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:42.799572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:42.800420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:42.801533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:42.803714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:42.806493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:02:42.810823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:42.816504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:42.818342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:42.861712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:42.862752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:42.899203] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.88%
[2025-11-25T12:02:42.915956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:42.916937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:42.918185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:42.929198] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:02:43.083785] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 0.23%
[2025-11-25T12:02:43.124463] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:43.174113] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:02:43.217576] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 1.20% | Symbol ETA: 7.3s | Global ETA: 32m 36s
[2025-11-25T12:02:43.217875] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:02:43.219164] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:43.219295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:43.224033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:43.225883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:43.226425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:43.226905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:43.227742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:43.273265] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.34%, Actual: 0.25%
[2025-11-25T12:02:43.278832] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:02:43.312393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:02:43.313467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:43.351310] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:43.450752] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:43.457807] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 0.93%
[2025-11-25T12:02:43.458206] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 41.7184%
[2025-11-25T12:02:43.458387] [INFO ] [main      ] BWG: DISCARDED add_prior_day_tail_pressure (score: 41.72%)
[2025-11-25T12:02:43.458508] [INFO ] [main      ] BWG: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:02:43.458639] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_prior_mag_lag']
[2025-11-25T12:02:43.458777] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:02:43.473510] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:43.474203] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:02:43.475110] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:43.475189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:43.475962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:43.477375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:43.478087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:43.480982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:43.481756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:43.486326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:43.487677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:43.489041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:43.489912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:43.491520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:43.523123] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 33.3s | Global ETA: 32m 36s
[2025-11-25T12:02:43.523262] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:02:43.524064] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:02:43.524144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:43.528206] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.99% | Symbol ETA: 10.3s | Global ETA: 32m 36s
[2025-11-25T12:02:43.528347] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:02:43.529153] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:43.529231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:43.529214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:43.531264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:43.531953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:43.532397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:43.532848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:43.533601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:43.534586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:43.534968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:43.536974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:43.537414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:43.537495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:43.537934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:43.538699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:43.539692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:43.541423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:43.544053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:02:43.548182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:43.661546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:43.663468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:43.667695] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:02:43.707398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:43.708695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:43.763598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:43.764766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:43.766133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:43.838864] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:43.841226] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:02:43.891704] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:02:43.935325] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -6.84% | Symbol ETA: 6.6s | Global ETA: 32m 36s
[2025-11-25T12:02:44.018330] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:44.066288] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:44.097508] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 9.8s | Global ETA: 32m 37s
[2025-11-25T12:02:44.098032] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:02:44.099224] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:44.099379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:44.100257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:44.101730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:44.102551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:44.105789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:44.106709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:44.108511] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -3.45%, Actual: 2.25%
[2025-11-25T12:02:44.111410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:44.112764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:44.113763] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:02:44.114208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:44.115201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:44.117033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:44.250035] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.76% | Symbol ETA: 9.5s | Global ETA: 32m 37s
[2025-11-25T12:02:44.250199] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:02:44.250999] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:44.251084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:44.256269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:44.258703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:44.259280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:44.259819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:44.260661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:44.261547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:44.263294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:44.266014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:02:44.270034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:44.281034] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 3.63%, Actual: 8.06%
[2025-11-25T12:02:44.288947] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:44.360220] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 32.5s | Global ETA: 32m 37s
[2025-11-25T12:02:44.360482] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:02:44.361353] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:02:44.361500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:44.366421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:44.368324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:44.368913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:44.369433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:44.369958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:44.370834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:44.371766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:44.374307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:44.453220] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.69%, Actual: 1.90%
[2025-11-25T12:02:44.502781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:44.505020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:44.538674] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:02:44.549766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:44.550883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:44.605870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:44.607010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:44.608360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:44.611884] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:02:44.624627] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -2.69%, Actual: 5.15%
[2025-11-25T12:02:44.711088] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:44.784103] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:44.788522] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 9.5s | Global ETA: 32m 37s
[2025-11-25T12:02:44.788861] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:02:44.789731] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:44.789879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:44.790705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:44.792136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:44.792923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:44.795753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:44.796591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:44.796629] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 10.55%, Actual: 4.95%
[2025-11-25T12:02:44.801187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:44.802493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:44.803926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:44.804667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:44.806341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:44.942116] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 8.7s | Global ETA: 32m 37s
[2025-11-25T12:02:44.942598] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:02:44.943441] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:44.943602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:44.948482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:44.950730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:44.951483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:44.952168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:44.952919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:44.953842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:44.955561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:44.957807] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:02:44.958196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:02:44.962237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:44.971962] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -3.48%, Actual: 2.13%
[2025-11-25T12:02:45.131131] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:45.150932] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 0.87%, Actual: 3.19%
[2025-11-25T12:02:45.162870] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:02:45.201632] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 31.7s | Global ETA: 32m 38s
[2025-11-25T12:02:45.201813] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:02:45.202780] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:02:45.202960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:45.208378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:45.210331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:45.210941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:45.211479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:45.212013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:45.212902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:45.213849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:45.216672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:45.308432] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:02:45.334962] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 2.74%, Actual: 3.45%
[2025-11-25T12:02:45.341376] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:45.344235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:45.346314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:45.391546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:45.392914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:45.420233] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 8.7s | Global ETA: 32m 38s
[2025-11-25T12:02:45.420528] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:02:45.421391] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:45.421538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:45.422344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:45.423686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:45.424405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:45.427222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:45.428025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:45.432377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:45.433776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:45.435118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:45.435859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:45.437510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:45.446171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:45.447364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:45.448768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:45.479030] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:45.519729] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 1.20%, Actual: 3.00%
[2025-11-25T12:02:45.654126] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 7.9s | Global ETA: 32m 38s
[2025-11-25T12:02:45.654398] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:02:45.655405] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:45.655548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:45.661024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:45.662849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:45.663412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:45.663918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:45.664742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:45.665614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:45.667561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:45.670617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:02:45.675245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:45.692198] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -6.84%, Actual: 2.41%
[2025-11-25T12:02:45.692412] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 52.0047%
[2025-11-25T12:02:45.692508] [INFO ] [main      ] BBAR: DISCARDED add_prev_1100_to_open (score: 52.00%)
[2025-11-25T12:02:45.692557] [INFO ] [main      ] BBAR: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:02:45.692610] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_prev_close_to_1100']
[2025-11-25T12:02:45.692670] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:02:45.705024] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:45.705752] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:02:45.706675] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:45.706807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:45.711676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:45.713519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:45.714090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:45.714549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:45.715370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:45.795294] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:02:45.799883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:45.800960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:45.801942] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:02:45.970265] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:45.974432] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:46.015936] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:02:46.045246] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 30.8s | Global ETA: 32m 38s
[2025-11-25T12:02:46.045525] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:02:46.046360] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:02:46.046508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:46.048734] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.28% | Symbol ETA: 8.1s | Global ETA: 32m 38s
[2025-11-25T12:02:46.049032] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:02:46.049839] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:46.049980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:46.050788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:46.051620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:46.052168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:46.052880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:46.053797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:46.054327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:46.054806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:46.055251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:46.055772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:46.056057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:46.056586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:46.057169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:46.059855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:46.061081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:46.062351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:46.063701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:46.064553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:46.066930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:46.153782] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:02:46.190299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:46.191545] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:46.192624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:46.238512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:46.239834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:46.295212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:46.296460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:46.297875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:46.333718] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:46.356678] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.04% | Symbol ETA: 7.2s | Global ETA: 32m 39s
[2025-11-25T12:02:46.356860] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:02:46.358039] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:46.358133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:46.364625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:46.367300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:46.367897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:46.368326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:46.369308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:46.370155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:46.371861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:46.374939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:02:46.379428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:46.416290] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:02:46.454119] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -2.46% | Symbol ETA: 12.8s | Global ETA: 32m 39s
[2025-11-25T12:02:46.454397] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:02:46.455256] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:46.455392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:46.460994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:46.463104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:46.463707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:46.464189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:46.465029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:46.552011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:46.553137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:46.595412] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:46.660429] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:02:46.674561] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.09% | Symbol ETA: 7.4s | Global ETA: 32m 39s
[2025-11-25T12:02:46.674911] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:02:46.675805] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:46.676145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:46.676964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:46.678315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:46.679269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:46.682054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:46.682950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:46.687397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:46.688802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:46.690182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:46.690978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:46.692603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:46.739871] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:02:46.856060] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:46.915425] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:46.923731] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:02:46.927791] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 30.0s | Global ETA: 32m 39s
[2025-11-25T12:02:47.053774] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:02:47.086403] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.73% | Symbol ETA: 6.5s | Global ETA: 32m 39s
[2025-11-25T12:02:47.086710] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:02:47.087600] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:47.087770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:47.092757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:47.094973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:47.095560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:47.096077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:47.096937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:47.097884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:47.099618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:47.099819] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:47.102613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:02:47.107032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:47.126857] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:02:47.198733] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 8.08% | Symbol ETA: 12.0s | Global ETA: 32m 39s
[2025-11-25T12:02:47.199005] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:02:47.199826] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:47.199958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:47.204933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:47.206775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:47.207380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:47.207901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:47.208766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:47.224544] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:47.295822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:47.296747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:47.303261] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 6.7s | Global ETA: 32m 40s
[2025-11-25T12:02:47.303542] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:02:47.304883] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:47.305066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:47.306130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:47.307709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:47.308462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:47.308427] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:02:47.311479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:47.312391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:47.317244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:47.318619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:47.320107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:47.320886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:47.322582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:47.462618] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:02:47.478918] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:02:47.635095] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:47.640115] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:02:47.649408] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:02:47.671904] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:02:47.809325] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 5.8s | Global ETA: 32m 40s
[2025-11-25T12:02:47.809624] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:02:47.810485] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:47.810629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:47.813634] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:47.816336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:47.818819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:47.819473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:47.819964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:47.821057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:47.822314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:47.824470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:47.825504] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:02:47.827543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:02:47.832499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:47.844474] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:47.915553] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.14% | Symbol ETA: 11.2s | Global ETA: 32m 40s
[2025-11-25T12:02:47.915735] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:02:47.916489] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:47.916576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:47.921481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:47.923313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:47.923891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:47.924360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:47.925230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:47.926338] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 6.1s | Global ETA: 32m 40s
[2025-11-25T12:02:47.926571] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:02:47.927437] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:47.927587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:47.928611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:47.930175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:47.930927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:47.934372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:47.935312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:47.939985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:47.941190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:47.942577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:47.943260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:47.944879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:48.007133] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:02:48.014783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:48.015800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:48.184228] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:02:48.186850] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:02:48.299344] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:02:48.355032] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:02:48.361696] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:48.367336] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:02:48.487536] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:48.526316] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:48.529762] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.66% | Symbol ETA: 5.1s | Global ETA: 32m 41s
[2025-11-25T12:02:48.529929] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:02:48.530891] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:48.531037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:48.535965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:48.538067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:48.538728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:48.539320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:48.540181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:48.541094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:48.542895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:48.545671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:02:48.548298] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:02:48.550059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:48.562831] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 5.5s | Global ETA: 32m 41s
[2025-11-25T12:02:48.562982] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:02:48.563782] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:48.563888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:48.564619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:48.565949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:48.566796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:48.569749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:48.570552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:48.575067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:48.576385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:48.577911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:48.578628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:48.580322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:48.624448] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -4.70% | Symbol ETA: 10.4s | Global ETA: 32m 41s
[2025-11-25T12:02:48.624753] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:02:48.625579] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:48.625729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:48.630667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:48.632499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:48.633064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:48.633525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:48.634343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:48.720126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:48.721032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:48.733678] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:02:48.734090] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:02:48.734262] [INFO ] [main      ] CMU: KEPT add_intraday_skewness_proxies (score: 13.53%)
[2025-11-25T12:02:48.734386] [INFO ] [main      ] CMU: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:02:48.734500] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile']
[2025-11-25T12:02:48.734656] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:02:48.748346] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:48.748964] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:02:48.749896] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:02:48.750045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:48.756469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:48.759410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:48.760254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:48.761014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:48.761706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:48.762887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:48.764166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:48.767920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:48.896243] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:02:48.900182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:48.902429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:48.920049] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:02:48.950712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:48.952300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:49.011831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:49.013323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:49.014814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:49.065321] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:02:49.071991] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:49.094262] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:49.105679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:49.169659] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 4.8s | Global ETA: 32m 41s
[2025-11-25T12:02:49.169973] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:02:49.170867] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:49.171015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:49.171843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:49.173250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:49.174020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:49.176882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:49.177736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:49.182194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:49.183477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:49.184900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:49.185632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:02:49.187366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:49.237601] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 2.67% | Symbol ETA: 4.4s | Global ETA: 32m 41s
[2025-11-25T12:02:49.237495] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:49.237792] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:02:49.238586] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:49.238696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:49.243739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:49.245712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:49.246300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:49.246818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:49.247695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:49.248614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:49.250752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:49.253500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:02:49.257543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:49.336613] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 4.86% | Symbol ETA: 9.7s | Global ETA: 32m 41s
[2025-11-25T12:02:49.336913] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:02:49.337741] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:49.337872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:49.342776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:49.344571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:49.345132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:49.345593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:49.346405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:49.434738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:49.435801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:49.456884] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:02:49.529588] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:02:49.605012] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:02:49.632459] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:49.703211] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:49.710402] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 36.4s | Global ETA: 32m 42s
[2025-11-25T12:02:49.710696] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:02:49.711535] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:02:49.711711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:49.716536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:49.718523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:49.719343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:49.720033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:49.720517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:49.721605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:49.722538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:49.725331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:49.780284] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.70% | Symbol ETA: 4.2s | Global ETA: 32m 42s
[2025-11-25T12:02:49.784889] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:02:49.787827] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:49.860062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:49.862452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:49.909882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:49.911006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:49.959598] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:49.962370] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.14%, Actual: 0.68%
[2025-11-25T12:02:49.972045] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.07% | Symbol ETA: 3.6s | Global ETA: 32m 42s
[2025-11-25T12:02:49.978244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:49.979899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:49.982057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:50.064491] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -6.88% | Symbol ETA: 9.0s | Global ETA: 32m 42s
[2025-11-25T12:02:50.064786] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:02:50.065606] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:50.065761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:50.071207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:50.073812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:50.074402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:50.074892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:50.075724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:50.083240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:50.142733] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.11%, Actual: 0.82%
[2025-11-25T12:02:50.163944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:50.164976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:50.165254] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.99%, Actual: 1.77%
[2025-11-25T12:02:50.323208] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.49%
[2025-11-25T12:02:50.339449] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.76%, Actual: 4.51%
[2025-11-25T12:02:50.468847] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:02:50.502464] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.28%, Actual: 0.54%
[2025-11-25T12:02:50.513583] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.49%, Actual: 3.14%
[2025-11-25T12:02:50.521885] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:02:50.651218] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:50.683555] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.09%, Actual: 0.84%
[2025-11-25T12:02:50.693885] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:50.695593] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 2.11%
[2025-11-25T12:02:50.728514] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 35.7s | Global ETA: 32m 43s
[2025-11-25T12:02:50.728685] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:02:50.729810] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:02:50.729958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:50.735373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:50.737287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:50.737928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:50.738484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:50.739004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:50.739876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:50.740792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:50.743516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:50.796704] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -3.06% | Symbol ETA: 8.2s | Global ETA: 32m 43s
[2025-11-25T12:02:50.796939] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:02:50.798298] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:50.798429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:50.803176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:50.805003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:50.805558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:50.806033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:50.806847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:50.872305] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.53%
[2025-11-25T12:02:50.876971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:50.879110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:50.883205] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.04%, Actual: 1.66%
[2025-11-25T12:02:50.892450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:50.893409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:50.926804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:50.928225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:50.982223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:50.983548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:50.985248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:51.049310] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.88%
[2025-11-25T12:02:51.066388] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.73%, Actual: 0.48%
[2025-11-25T12:02:51.070624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:51.220304] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:02:51.233034] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:02:51.243247] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 0.17%
[2025-11-25T12:02:51.400324] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.15%, Actual: 0.25%
[2025-11-25T12:02:51.404869] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:51.418817] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:02:51.423921] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.66%, Actual: 0.43%
[2025-11-25T12:02:51.502758] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 1.61% | Symbol ETA: 7.5s | Global ETA: 32m 43s
[2025-11-25T12:02:51.503048] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:02:51.504315] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:51.504446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:51.509300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:51.511164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:51.511729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:51.512192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:51.513022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:51.582746] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.70%, Actual: 0.93%
[2025-11-25T12:02:51.583148] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 37.6620%
[2025-11-25T12:02:51.583328] [INFO ] [main      ] BWG: DISCARDED add_prior_mag_lag (score: 37.66%)
[2025-11-25T12:02:51.583448] [INFO ] [main      ] BWG: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:02:51.583558] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_range_overlap_v_prior_day']
[2025-11-25T12:02:51.583690] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:02:51.594372] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:51.595753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:51.596609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:51.601526] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 2.67%, Actual: 0.67%
[2025-11-25T12:02:51.666163] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 34.6s | Global ETA: 32m 44s
[2025-11-25T12:02:51.666318] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:02:51.667114] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:02:51.667200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:51.671984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:51.673768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:51.674262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:51.674759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:51.675178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:51.675953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:51.676781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:51.679251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:51.770986] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:51.771760] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:02:51.772764] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:51.772904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:51.773737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:51.775074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:51.775809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:51.778744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:51.779787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:51.784600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:51.785860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:51.787234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:51.787901] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.07%, Actual: 2.39%
[2025-11-25T12:02:51.787949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:51.788138] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 47.7794%
[2025-11-25T12:02:51.788240] [INFO ] [main      ] LNG: DISCARDED add_range_volume_efficiency_refinements (score: 47.78%)
[2025-11-25T12:02:51.788290] [INFO ] [main      ] LNG: Testing feature 39/53: add_regime
[2025-11-25T12:02:51.788333] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_regime']
[2025-11-25T12:02:51.788376] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:02:51.790442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:51.803087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:51.805078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:51.805868] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:51.806357] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:02:51.807339] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:51.807421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:51.812432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:51.814425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:51.814980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:51.815400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:51.816234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:51.817126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:51.818921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:51.822242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:02:51.843434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:51.848950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:51.850112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:51.903096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:51.904128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:51.905434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:51.933829] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:02:51.992109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:52.100799] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:52.145681] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:02:52.195015] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 1.08% | Symbol ETA: 6.8s | Global ETA: 32m 44s
[2025-11-25T12:02:52.195295] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:02:52.196116] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:52.196247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:52.201031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:52.202828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:52.203178] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:02:52.203395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:52.203887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:52.204703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:52.287069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:02:52.288163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:52.318594] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:52.342408] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:02:52.375004] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:52.393594] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 9.5s | Global ETA: 32m 44s
[2025-11-25T12:02:52.393899] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:02:52.394996] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:52.395144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:52.395983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:52.397369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:52.398294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:52.401129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:52.402055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:52.406431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:52.407873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:52.409294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:52.410051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:52.412509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:52.519760] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:52.546102] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.23% | Symbol ETA: 10.0s | Global ETA: 32m 44s
[2025-11-25T12:02:52.546392] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:02:52.547291] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:52.547437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:52.552485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:52.554383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:52.554990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:52.555412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:52.556314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:52.557296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:52.559123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:52.562014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:02:52.582121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:52.595917] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 33.5s | Global ETA: 32m 45s
[2025-11-25T12:02:52.596223] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:02:52.597248] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:02:52.597349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:52.602776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:52.604772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:52.605305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:52.605909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:52.606446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:52.607343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:52.608323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:52.610994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:52.631088] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:02:52.744213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:52.746498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:52.759388] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:02:52.794992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:52.796462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:52.804022] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:52.853786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:52.854903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:52.856471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:52.905964] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -4.82% | Symbol ETA: 6.0s | Global ETA: 32m 45s
[2025-11-25T12:02:52.951965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:52.954018] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:02:52.954682] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:53.036302] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 9.0s | Global ETA: 32m 45s
[2025-11-25T12:02:53.036600] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:02:53.037704] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:53.037880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:53.038932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:53.040521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:53.041417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:53.045017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:53.046237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:53.051921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:53.053599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:53.055502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:53.056586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:53.060394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:53.078263] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -2.46%, Actual: 2.25%
[2025-11-25T12:02:53.133312] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:53.307159] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 8.08%, Actual: 8.06%
[2025-11-25T12:02:53.359386] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -4.06% | Symbol ETA: 9.5s | Global ETA: 32m 45s
[2025-11-25T12:02:53.359735] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:02:53.360863] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:53.361034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:53.367092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:53.369539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:53.370300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:53.370861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:53.371792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:53.372794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:53.374865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:53.377938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:02:53.392790] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:02:53.405662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:53.518639] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:02:53.572973] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.14%, Actual: 1.90%
[2025-11-25T12:02:53.639253] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:53.737452] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 32.7s | Global ETA: 32m 46s
[2025-11-25T12:02:53.737836] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:02:53.739130] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:02:53.739332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:53.746410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:53.749448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:53.750359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:53.751029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:53.751661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:53.752752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:53.753753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:53.756598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:53.776348] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:53.834351] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -4.70%, Actual: 5.15%
[2025-11-25T12:02:53.884811] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 8.9s | Global ETA: 32m 46s
[2025-11-25T12:02:53.885181] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:02:53.886556] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:53.886826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:53.888053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:53.890133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:53.891365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:53.895951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:53.897606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:53.904752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:53.907116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:53.909490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:53.910832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:53.914969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:53.918808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:53.921608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:53.934327] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:02:53.978552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:53.980103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:54.026526] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 4.86%, Actual: 4.95%
[2025-11-25T12:02:54.056299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:54.058103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:54.060143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:54.181805] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:54.188152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:54.216562] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -6.88%, Actual: 2.13%
[2025-11-25T12:02:54.349722] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 0.10% | Symbol ETA: 9.3s | Global ETA: 32m 46s
[2025-11-25T12:02:54.349873] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:02:54.350676] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:54.350767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:54.351373] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:02:54.355495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:54.357451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:54.358055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:54.358536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:54.359361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:54.360262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:54.362001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:54.364661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:02:54.383569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:54.400942] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -3.06%, Actual: 3.19%
[2025-11-25T12:02:54.532044] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:54.584284] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 1.61%, Actual: 3.45%
[2025-11-25T12:02:54.592136] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:02:54.609271] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.13% | Symbol ETA: 8.2s | Global ETA: 32m 46s
[2025-11-25T12:02:54.609560] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:02:54.610454] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:54.610601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:54.611449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:54.613055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:54.613829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:54.616827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:54.617721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:54.622684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:54.624189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:54.625689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:54.626480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:54.629374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:54.753551] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:02:54.760623] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 1.08%, Actual: 3.00%
[2025-11-25T12:02:54.784123] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:54.879590] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 31.8s | Global ETA: 32m 47s
[2025-11-25T12:02:54.879915] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:02:54.880857] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:02:54.881009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:54.886156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:54.888318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:54.888979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:54.889531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:54.890058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:54.890968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:54.891927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:54.894660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:54.925615] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:54.938922] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -4.82%, Actual: 2.41%
[2025-11-25T12:02:54.939290] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 68.7400%
[2025-11-25T12:02:54.939447] [INFO ] [main      ] BBAR: DISCARDED add_prev_close_to_1100 (score: 68.74%)
[2025-11-25T12:02:54.939554] [INFO ] [main      ] BBAR: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:02:54.939671] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_prev_close_to_open']
[2025-11-25T12:02:54.939775] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:02:54.954011] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:02:54.954683] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:02:54.955686] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:54.955772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:54.960920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:54.962977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:54.963542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:54.964094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:54.964973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:54.994591] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:02:55.023284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:55.025557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:55.051767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:55.052889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:55.069151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:55.070465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:55.099013] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -3.09% | Symbol ETA: 8.3s | Global ETA: 32m 47s
[2025-11-25T12:02:55.099296] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:02:55.100166] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:55.100311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:55.105170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:55.107043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:55.107622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:55.108159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:55.108991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:55.110270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:55.111984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:55.114616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:02:55.124770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:55.125911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:55.127406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:55.135590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:55.180488] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:55.213790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:55.256486] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.83% | Symbol ETA: 7.4s | Global ETA: 32m 47s
[2025-11-25T12:02:55.256809] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:02:55.257736] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:55.257887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:55.258756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:55.260159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:55.260927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:55.263866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:55.264718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:55.269907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:55.271312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:55.272766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:55.273511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:55.276117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:55.395988] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:02:55.478052] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:02:55.569175] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:02:55.586378] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:02:55.649783] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:55.652504] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:02:55.671936] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -6.14% | Symbol ETA: 12.2s | Global ETA: 32m 47s
[2025-11-25T12:02:55.672211] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:02:55.673086] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:55.673222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:55.678197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:55.680160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:55.680805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:55.681289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:55.682206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:55.761356] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:55.773434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:55.774629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:55.827762] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: -0.60% | Symbol ETA: 7.3s | Global ETA: 32m 48s
[2025-11-25T12:02:55.828249] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:02:55.829340] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:55.829429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:55.833943] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 30.8s | Global ETA: 32m 48s
[2025-11-25T12:02:55.834115] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:02:55.834375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:55.835094] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:02:55.835239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:55.836324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:55.836920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:55.837356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:55.838147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:55.839018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:55.840535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:55.840738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:55.842494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:55.843026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:55.843352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:02:55.843560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:55.844247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:55.845267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:55.845679] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:55.846355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:55.848866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:55.863680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:55.927759] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.37% | Symbol ETA: 6.7s | Global ETA: 32m 48s
[2025-11-25T12:02:55.927927] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:02:55.928883] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:55.928987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:55.929850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:55.931250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:55.932006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:55.935145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:55.935973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:55.940865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:55.942284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:55.943713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:55.945286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:55.948475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:55.971696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:55.973526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:56.018627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:56.020253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:56.073981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:56.075261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:56.076672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:56.139120] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:02:56.160235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:56.218076] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:02:56.306830] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:02:56.331488] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:02:56.394352] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:56.433944] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 1.79% | Symbol ETA: 11.7s | Global ETA: 32m 48s
[2025-11-25T12:02:56.434222] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:02:56.435090] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:56.435223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:56.440072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:56.441986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:56.442585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:56.443012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:56.443833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:56.488388] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:56.509807] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:02:56.531844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:56.533015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:56.564506] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 1.25% | Symbol ETA: 6.5s | Global ETA: 32m 48s
[2025-11-25T12:02:56.564695] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:02:56.565510] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:56.565761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:56.567524] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6.0s | Global ETA: 32m 48s
[2025-11-25T12:02:56.567707] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:02:56.568548] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:56.568632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:56.569448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:56.570814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:56.571276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:56.571949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:56.573270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:56.573866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:56.574302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:56.575080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:56.575176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:56.575990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:56.576081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:56.577938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:56.580553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:56.580702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:02:56.581924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:56.583844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:56.584807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:56.587608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:56.600630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:56.691469] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:56.766326] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 29.8s | Global ETA: 32m 48s
[2025-11-25T12:02:56.766474] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:02:56.767338] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:02:56.767438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:56.772669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:56.774841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:56.775491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:56.776078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:56.776595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:56.777577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:56.778566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:56.781405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:56.890784] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:02:56.911608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:56.913952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:56.951153] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:02:56.951861] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:02:56.959793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:56.961410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:57.015442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:57.016779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:57.018284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:57.062669] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:02:57.106790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:57.127832] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:57.136689] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:57.164478] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.88% | Symbol ETA: 10.9s | Global ETA: 32m 49s
[2025-11-25T12:02:57.164786] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:02:57.165841] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:57.165974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:57.171047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:57.172978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:57.173528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:57.174017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:57.174834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:57.213108] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 5.3s | Global ETA: 32m 49s
[2025-11-25T12:02:57.213387] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:02:57.214295] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:57.214446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:57.215331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:57.216840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:57.217613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:57.220565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:57.221388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:57.226044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:57.227399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:57.229003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:57.229779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:57.232290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:57.260325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:57.261415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:57.294461] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 5.7s | Global ETA: 32m 49s
[2025-11-25T12:02:57.294776] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:02:57.295629] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:57.295794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:57.300638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:57.302557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:57.303159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:57.303680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:57.304486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:57.305383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:57.307168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:57.309859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:02:57.329687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:57.462094] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:02:57.587407] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:02:57.607482] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:02:57.634956] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:57.676230] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:02:57.708264] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 28.7s | Global ETA: 32m 49s
[2025-11-25T12:02:57.708564] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:02:57.709445] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:02:57.709596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:57.714556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:57.716504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:57.717167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:02:57.717736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:57.718227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:57.719110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:57.720050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:02:57.722692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:02:57.764478] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:57.778672] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:02:57.840089] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 4.6s | Global ETA: 32m 49s
[2025-11-25T12:02:57.840385] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:02:57.841277] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:02:57.841425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:57.842277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:57.843682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:02:57.844443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:57.845302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:57.847495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:02:57.847559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:02:57.848535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:02:57.852301] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:02:57.853663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:02:57.854936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:02:57.856405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:02:57.857206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:02:57.859836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:57.876053] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 10.2s | Global ETA: 32m 49s
[2025-11-25T12:02:57.876200] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:02:57.876981] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:57.877088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:57.881887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:57.883717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:57.884381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:57.884873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:57.885713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:57.890377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:02:57.891818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:02:57.945259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:57.946314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:02:57.947720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:57.969465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:57.970432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:58.017574] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.05% | Symbol ETA: 4.9s | Global ETA: 32m 50s
[2025-11-25T12:02:58.017744] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:02:58.018527] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:58.018771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:58.023603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:58.025531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:58.026150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:58.026633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:58.027474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:58.028360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:58.030085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:58.032524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:58.032764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:02:58.051682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:58.219783] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:02:58.321544] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:02:58.381995] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:02:58.394855] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:02:58.414543] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:58.490143] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 3.9s | Global ETA: 32m 50s
[2025-11-25T12:02:58.494293] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:02:58.549899] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:58.569178] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:02:58.592921] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 7.59% | Symbol ETA: 9.4s | Global ETA: 32m 50s
[2025-11-25T12:02:58.593226] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:02:58.594084] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:58.594218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:58.599061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:58.600958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:58.601528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:58.602021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:58.602851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:58.620594] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 27.8s | Global ETA: 32m 50s
[2025-11-25T12:02:58.668068] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.19%, Actual: 0.68%
[2025-11-25T12:02:58.686798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:58.687973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:58.734756] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.72% | Symbol ETA: 4.1s | Global ETA: 32m 50s
[2025-11-25T12:02:58.735026] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:02:58.735913] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:02:58.736061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:58.741125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:58.743107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:58.743729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:58.744221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:02:58.745073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:02:58.746030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:02:58.748103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:02:58.751003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:02:58.771710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:58.790340] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:02:58.844339] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.31%, Actual: 0.82%
[2025-11-25T12:02:58.961576] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:02:59.022340] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:02:59.031897] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:02:59.121790] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:02:59.143901] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:02:59.200615] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.54%
[2025-11-25T12:02:59.203467] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:02:59.294446] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:02:59.300181] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -9.64% | Symbol ETA: 8.7s | Global ETA: 32m 51s
[2025-11-25T12:02:59.300473] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:02:59.301326] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:02:59.301462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:02:59.306296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:02:59.308266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:02:59.308891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:02:59.309361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:02:59.310140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:02:59.321570] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:02:59.376590] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.83%, Actual: 0.84%
[2025-11-25T12:02:59.394450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:02:59.395589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:02:59.459508] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.62% | Symbol ETA: 3.3s | Global ETA: 32m 51s
[2025-11-25T12:02:59.500702] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:02:59.557708] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.37%, Actual: 0.53%
[2025-11-25T12:02:59.633395] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.23%, Actual: 1.77%
[2025-11-25T12:02:59.675852] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:02:59.734036] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.88%
[2025-11-25T12:02:59.737273] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:02:59.805512] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -4.06%, Actual: 4.51%
[2025-11-25T12:02:59.844192] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:02:59.909635] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:02:59.915125] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:02:59.976429] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 3.14%
[2025-11-25T12:03:00.006078] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 7.9s | Global ETA: 32m 51s
[2025-11-25T12:03:00.006365] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:03:00.007225] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:00.007360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:00.012190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:00.013108] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:03:00.014284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:00.014999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:00.015490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:00.016351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:00.094332] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.25%, Actual: 0.25%
[2025-11-25T12:03:00.103932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:03:00.105344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:00.147285] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -3.09%, Actual: 2.11%
[2025-11-25T12:03:00.184081] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:03:00.277241] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 0.93%
[2025-11-25T12:03:00.277663] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 34.9399%
[2025-11-25T12:03:00.277834] [INFO ] [main      ] BWG: DISCARDED add_range_overlap_v_prior_day (score: 34.94%)
[2025-11-25T12:03:00.277978] [INFO ] [main      ] BWG: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:03:00.278104] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_range_volume_efficiency']
[2025-11-25T12:03:00.278267] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:03:00.294118] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:00.294896] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:03:00.295939] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:00.296097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:00.297034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:00.298468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:00.299262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:00.302325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:00.303102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:00.307808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:00.309569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:00.311380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:00.312181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:00.314632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:00.320215] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: -0.60%, Actual: 1.66%
[2025-11-25T12:03:00.366139] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:03:00.366550] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:03:00.366756] [INFO ] [main      ] CMU: KEPT add_intraday_volatility_percentile (score: 13.53%)
[2025-11-25T12:03:00.366885] [INFO ] [main      ] CMU: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:03:00.367018] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag']
[2025-11-25T12:03:00.367145] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:03:00.381021] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:00.381675] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:03:00.382576] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:03:00.382746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:00.387865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:00.390071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:00.390693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:00.391251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:00.391783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:00.392661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:00.393576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:00.396257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:00.460171] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:03:00.490066] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 1.25%, Actual: 0.48%
[2025-11-25T12:03:00.529138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:00.531413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:00.577818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:00.579419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:00.632608] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:00.634553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:00.635820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:00.637199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:00.669684] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.17%
[2025-11-25T12:03:00.700095] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:03:00.732740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:00.733832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:00.741288] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 2.06% | Symbol ETA: 7.2s | Global ETA: 32m 52s
[2025-11-25T12:03:00.741602] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:03:00.742523] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:00.742711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:00.747708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:00.749731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:00.750331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:00.750870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:00.751744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:00.851152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:03:00.852247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:00.856612] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.05%, Actual: 0.43%
[2025-11-25T12:03:01.125117] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:01.143872] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:03:01.209428] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 12.1s | Global ETA: 32m 53s
[2025-11-25T12:03:01.209727] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:03:01.210543] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:01.210696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:01.211466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:01.212809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:01.213527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:01.216309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:01.216179] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.72%, Actual: 0.67%
[2025-11-25T12:03:01.217135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:01.221541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:01.222876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:01.224216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:01.224909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:01.227189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:01.296603] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:03:01.413207] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:01.472029] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:01.473477] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.62%, Actual: 2.39%
[2025-11-25T12:03:01.473723] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 46.5583%
[2025-11-25T12:03:01.473826] [INFO ] [main      ] LNG: DISCARDED add_regime (score: 46.56%)
[2025-11-25T12:03:01.473876] [INFO ] [main      ] LNG: Testing feature 40/53: add_regime_flags
[2025-11-25T12:03:01.473915] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_regime_flags']
[2025-11-25T12:03:01.473957] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:03:01.490728] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:01.491192] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:03:01.492040] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:01.492130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:01.496158] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 38.7s | Global ETA: 32m 53s
[2025-11-25T12:03:01.496311] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:03:01.497182] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:03:01.497270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:01.497224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:01.499162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:01.499717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:01.500317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:01.501090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:01.501929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:01.502419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:01.503822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:01.504537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:01.505075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:01.505540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:01.505985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:01.506548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:01.506775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:01.507621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:01.507943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:01.510372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:01.573263] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 3.98% | Symbol ETA: 6.5s | Global ETA: 32m 53s
[2025-11-25T12:03:01.573578] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:03:01.574428] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:01.574570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:01.580057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:01.582100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:01.582685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:01.583152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:01.584000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:01.637501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:01.639611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:01.666325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:03:01.667363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:01.685451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:01.686827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:01.747301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:01.748406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:01.749833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:01.792752] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:03:01.835944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:01.836634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:01.869625] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:03:01.970504] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:02.032063] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:03:02.046929] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:02.047705] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 10.9s | Global ETA: 32m 53s
[2025-11-25T12:03:02.047853] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:03:02.048604] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:02.048717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:02.049429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:02.050708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:02.051359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:02.054089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:02.054828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:02.059150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:02.060356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:02.061664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:02.062299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:02.064486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:02.176217] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:03:02.205938] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:02.214210] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 0.87% | Symbol ETA: 9.7s | Global ETA: 32m 54s
[2025-11-25T12:03:02.214353] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:03:02.215130] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:02.215206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:02.219971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:02.221795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:02.222301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:02.222725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:02.223461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:02.224354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:02.226065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:02.228746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:02.229848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:02.302352] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -5.76% | Symbol ETA: 5.8s | Global ETA: 32m 54s
[2025-11-25T12:03:02.344098] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:02.412625] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:03:02.416319] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 36.8s | Global ETA: 32m 54s
[2025-11-25T12:03:02.416533] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:03:02.417423] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:03:02.417572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:02.422397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:02.424228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:02.424810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:02.425352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:02.425860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:02.426699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:02.427598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:02.430112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:02.471664] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -6.14%, Actual: 2.25%
[2025-11-25T12:03:02.551523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:02.553271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:02.573629] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:03:02.586705] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:02.618973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:02.620890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:02.644742] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 1.79%, Actual: 8.06%
[2025-11-25T12:03:02.661997] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 9.4s | Global ETA: 32m 54s
[2025-11-25T12:03:02.662150] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:03:02.662993] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:02.663080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:02.663851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:02.665137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:02.665822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:02.668606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:02.669384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:02.673690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:02.674946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:02.676276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:02.676962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:02.678830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:02.679317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:02.680074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:02.681476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:02.744181] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:02.770603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:02.771801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:02.822358] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.88%, Actual: 1.90%
[2025-11-25T12:03:02.913197] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 8.9s | Global ETA: 32m 54s
[2025-11-25T12:03:02.913342] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:03:02.914207] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:02.914387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:02.919224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:02.921059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:02.921622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:02.922141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:02.922953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:02.923839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:02.925544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:02.928231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:02.929369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:02.992566] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 5.15%
[2025-11-25T12:03:03.044293] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:03:03.114500] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:03:03.160692] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 7.59%, Actual: 4.95%
[2025-11-25T12:03:03.218761] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:03.269114] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:03:03.286057] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:03.292960] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 8.4s | Global ETA: 32m 55s
[2025-11-25T12:03:03.293266] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:03:03.294155] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:03.294304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:03.295136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:03.296484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:03.297246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:03.300046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:03.300795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:03.305169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:03.306482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:03.307926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:03.308672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:03.311291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:03.330280] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -9.64%, Actual: 2.13%
[2025-11-25T12:03:03.359557] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 35.6s | Global ETA: 32m 55s
[2025-11-25T12:03:03.359873] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:03:03.360714] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:03:03.360858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:03.365683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:03.367514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:03.368033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:03.368562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:03.369069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:03.369908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:03.370803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:03.373274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:03.438471] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:03.497608] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 3.19%
[2025-11-25T12:03:03.497544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:03.499773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:03.543632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:03.545137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:03.596836] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 0.67% | Symbol ETA: 8.1s | Global ETA: 32m 55s
[2025-11-25T12:03:03.596978] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:03:03.597770] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:03.597848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:03.600018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:03.601160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:03.602572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:03.602512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:03.604354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:03.604889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:03.605308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:03.606064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:03.607037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:03.608757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:03.611426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:03.612578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:03.663507] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:03:03.668546] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 2.06%, Actual: 3.45%
[2025-11-25T12:03:03.688876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:03.690034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:03.838827] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:03.839434] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 3.98%, Actual: 3.00%
[2025-11-25T12:03:03.913082] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 7.5s | Global ETA: 32m 55s
[2025-11-25T12:03:03.913413] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:03:03.915051] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:03.915199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:03.916040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:03.917451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:03.918229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:03.921115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:03.921978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:03.926440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:03.927861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:03.929272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:03.930049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:03.932404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:03.951470] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:03:04.008374] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -5.76%, Actual: 2.41%
[2025-11-25T12:03:04.008797] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 38.0736%
[2025-11-25T12:03:04.009476] [INFO ] [main      ] BBAR: DISCARDED add_prev_close_to_open (score: 38.07%)
[2025-11-25T12:03:04.009601] [INFO ] [main      ] BBAR: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:03:04.009737] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_prior_day_tail_pressure']
[2025-11-25T12:03:04.009854] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:03:04.022619] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:04.023359] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:03:04.024317] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:04.024463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:04.029627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:04.031563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:04.032170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:04.032678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:04.033529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:04.037683] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:03:04.122255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:03:04.125454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:04.176963] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:04.205242] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:04.277611] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 34.5s | Global ETA: 32m 55s
[2025-11-25T12:03:04.277931] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:03:04.278736] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:03:04.278882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:04.281771] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:03:04.283761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:04.285587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:04.286176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:04.286725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:04.287230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:04.288072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:04.288961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:04.291515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:04.345036] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.66% | Symbol ETA: 7.5s | Global ETA: 32m 56s
[2025-11-25T12:03:04.345298] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:03:04.346150] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:04.346285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:04.351111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:04.352936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:04.353540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:04.354032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:04.354855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:04.355678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:04.357403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:04.360052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:04.361191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:04.411663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:04.413671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:04.454379] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:04.456397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:04.457623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:04.464085] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:03:04.509889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:04.510980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:04.512306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:04.529201] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 6.7s | Global ETA: 32m 56s
[2025-11-25T12:03:04.529512] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:03:04.530391] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:04.530541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:04.531426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:04.532930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:04.533728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:04.536719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:04.537688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:04.542289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:04.543723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:04.545197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:04.546003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:04.548363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:04.595915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:04.596954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:04.634173] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:04.701775] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:03:04.736549] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -2.72% | Symbol ETA: 11.6s | Global ETA: 32m 56s
[2025-11-25T12:03:04.736865] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:03:04.737736] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:04.737878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:04.742677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:04.744489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:04.745069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:04.745536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:04.746347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:04.836624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:03:04.839883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:04.872782] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:04.949607] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:03:04.952272] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:03:05.026479] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.31% | Symbol ETA: 6.8s | Global ETA: 32m 56s
[2025-11-25T12:03:05.026783] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:03:05.027682] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:05.027818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:05.032702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:05.034691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:05.035309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:05.035803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:05.036619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:05.037558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:05.039279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:05.041961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:05.043092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:05.148046] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:05.166415] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:05.182864] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:03:05.222227] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 33.5s | Global ETA: 32m 56s
[2025-11-25T12:03:05.222521] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:03:05.223377] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:03:05.223530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:05.228419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:05.230329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:05.230943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:05.231474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:05.231977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:05.232838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:05.233745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:05.236299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:05.237891] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 6.0s | Global ETA: 32m 56s
[2025-11-25T12:03:05.238177] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:03:05.239015] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:05.239165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:05.239961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:05.241300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:05.242043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:05.244786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:05.245506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:05.249905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:05.251141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:05.252490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:05.253223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:05.255432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:05.351766] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:05.361706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:05.364020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:05.382476] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:03:05.408611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:05.410090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:05.451956] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 3.69% | Symbol ETA: 10.9s | Global ETA: 32m 57s
[2025-11-25T12:03:05.452250] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:03:05.453138] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:05.453287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:05.458442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:05.460322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:05.460938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:05.461423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:05.462287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:05.464373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:05.465398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:05.466749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:05.550767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:05.551275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:03:05.552090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:05.553325] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:05.554464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:05.595029] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:03:05.714885] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.81% | Symbol ETA: 6.0s | Global ETA: 32m 57s
[2025-11-25T12:03:05.715158] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:03:05.716011] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:05.716145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:05.721987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:05.723941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:05.724520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:05.725003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:05.725816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:05.726692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:05.728550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:05.731571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:05.732707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:05.772136] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:05.845568] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 5.3s | Global ETA: 32m 57s
[2025-11-25T12:03:05.845734] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:03:05.846512] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:05.846592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:05.847355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:05.848730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:05.849520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:05.852325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:05.853172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:05.857699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:05.858983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:05.860392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:05.861141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:05.863442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:05.924945] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:03:05.926557] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:03:06.074029] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:03:06.093911] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:06.163492] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:06.195930] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.73% | Symbol ETA: 10.3s | Global ETA: 32m 57s
[2025-11-25T12:03:06.196229] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:03:06.197116] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:06.197265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:06.202224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:06.204123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:06.204710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:06.205197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:06.206057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:06.207293] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:03:06.236490] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 32.6s | Global ETA: 32m 57s
[2025-11-25T12:03:06.236799] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:03:06.237627] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:03:06.237842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:06.242795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:06.243828] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:06.244797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:06.245402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:06.245956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:06.246444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:06.247324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:06.248231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:06.250783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:06.294152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:03:06.297314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:06.371887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:06.374092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:06.380046] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:06.405052] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 5.3s | Global ETA: 32m 57s
[2025-11-25T12:03:06.405216] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:03:06.406023] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:06.406163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:06.411049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:06.413219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:06.413957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:06.414426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:06.415256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:06.416142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:06.416799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:06.417876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:06.418290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:06.420587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:06.421758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:06.451497] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 4.5s | Global ETA: 32m 58s
[2025-11-25T12:03:06.451762] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:03:06.452576] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:06.452733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:06.453511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:06.454921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:06.455665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:06.458423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:06.459250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:06.463568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:06.464838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:06.466248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:06.466980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:06.469321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:06.471698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:06.472978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:06.474518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:06.561763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:06.562933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:06.643472] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:03:06.760750] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:03:06.808808] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:03:06.813537] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:06.900314] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:03:06.912235] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: 2.08% | Symbol ETA: 9.6s | Global ETA: 32m 58s
[2025-11-25T12:03:06.912523] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:03:06.913357] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:06.913500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:06.918556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:06.920427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:06.921009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:06.921493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:06.922381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:06.929892] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:06.982243] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:07.011765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:03:07.015062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:07.055781] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 3.9s | Global ETA: 32m 58s
[2025-11-25T12:03:07.070497] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:07.088606] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 1.30% | Symbol ETA: 4.6s | Global ETA: 32m 58s
[2025-11-25T12:03:07.088899] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:03:07.089762] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:07.089897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:07.094717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:07.096666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:07.097296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:07.097783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:07.098592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:07.099492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:07.101227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:07.103915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:07.105069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:07.142297] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 31.6s | Global ETA: 32m 58s
[2025-11-25T12:03:07.142551] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:03:07.143390] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:03:07.143537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:07.148365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:07.150178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:07.150765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:07.151290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:07.151787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:07.152614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:07.153506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:07.156014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:07.229352] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.15%, Actual: 0.68%
[2025-11-25T12:03:07.274726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:07.276790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:07.319199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:07.320509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:07.355349] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:03:07.372688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:07.373606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:07.374869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:07.402313] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 0.82%
[2025-11-25T12:03:07.443486] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:03:07.457274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:07.458148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:07.525460] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:07.575133] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 0.49%
[2025-11-25T12:03:07.614419] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:07.625798] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 14.36% | Symbol ETA: 8.8s | Global ETA: 32m 59s
[2025-11-25T12:03:07.626104] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:03:07.626935] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:07.627093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:07.631994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:07.633867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:07.634440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:07.634946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:07.635822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:07.724158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:03:07.727504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:07.748092] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.17%, Actual: 0.54%
[2025-11-25T12:03:07.774911] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.75% | Symbol ETA: 3.9s | Global ETA: 32m 59s
[2025-11-25T12:03:07.775168] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:03:07.776013] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:07.776149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:07.780988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:07.782803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:07.783353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:07.783831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:07.784616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:07.785498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:07.787252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:07.789937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:07.791084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:07.803325] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:03:07.920529] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T12:03:07.971702] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:08.043941] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 30.6s | Global ETA: 32m 59s
[2025-11-25T12:03:08.044236] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:03:08.045140] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:03:08.045294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:08.050361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:08.052267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:08.052891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:08.053439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:08.053960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:08.054844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:08.055785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:08.058341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:08.071957] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:03:08.092274] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.53%
[2025-11-25T12:03:08.130480] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:03:08.185868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:08.188091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:08.231542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:08.233106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:08.245482] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:08.267449] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.88%
[2025-11-25T12:03:08.287751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:08.288873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:08.290327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:08.309971] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:08.348600] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -5.67% | Symbol ETA: 8.1s | Global ETA: 32m 59s
[2025-11-25T12:03:08.348954] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:03:08.349963] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:08.350127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:08.355264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:08.357271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:08.357883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:08.358365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:08.359222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:08.378448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:08.379512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:08.440896] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 0.23%
[2025-11-25T12:03:08.449457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:03:08.452851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:08.474762] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.52% | Symbol ETA: 3.2s | Global ETA: 32m 59s
[2025-11-25T12:03:08.610104] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.25%
[2025-11-25T12:03:08.650999] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 0.87%, Actual: 1.77%
[2025-11-25T12:03:08.732248] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:03:08.778944] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.67%, Actual: 0.93%
[2025-11-25T12:03:08.779326] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 40.5487%
[2025-11-25T12:03:08.779496] [INFO ] [main      ] BWG: DISCARDED add_range_volume_efficiency (score: 40.55%)
[2025-11-25T12:03:08.779616] [INFO ] [main      ] BWG: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:03:08.779745] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:03:08.779885] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:03:08.795064] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:08.795571] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:03:08.796034] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:03:08.796441] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:08.796521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:08.797291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:08.798673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:08.799329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:08.802077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:08.802804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:08.807129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:08.808347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:08.809637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:08.810298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:08.814195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:08.824067] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 4.51%
[2025-11-25T12:03:08.908467] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:08.965126] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:08.983800] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 29.6s | Global ETA: 32m 60s
[2025-11-25T12:03:08.984124] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:03:08.985018] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:03:08.985169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:08.990218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:08.992143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:08.992899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:08.993441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:08.993946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:08.994848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:08.995850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:08.998319] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 3.14%
[2025-11-25T12:03:08.998515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:09.064985] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 7.4s | Global ETA: 32m 60s
[2025-11-25T12:03:09.065274] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:03:09.066699] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:09.066837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:09.071692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:09.073495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:09.074064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:09.074530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:09.075356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:09.122985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:09.125189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:09.152546] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:03:09.158048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:03:09.161174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:09.168728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:09.169905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:09.173438] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.66%, Actual: 2.11%
[2025-11-25T12:03:09.222126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:09.223191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:09.224662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:09.309395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:09.310447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:09.328018] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:09.347420] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.31%, Actual: 1.66%
[2025-11-25T12:03:09.402434] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 8.9s | Global ETA: 33m 0s
[2025-11-25T12:03:09.402718] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:03:09.403568] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:09.403732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:09.404507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:09.405887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:09.406608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:09.409420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:09.410227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:09.414554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:09.415805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:09.417329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:09.418085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:09.422358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:09.498581] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:03:09.524153] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.81%, Actual: 0.48%
[2025-11-25T12:03:09.649770] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:03:09.669228] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:09.699146] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 0.17%
[2025-11-25T12:03:09.769509] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 7.41% | Symbol ETA: 6.7s | Global ETA: 33m 1s
[2025-11-25T12:03:09.769820] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:03:09.770686] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:09.770825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:09.774152] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:03:09.775715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:09.777607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:09.778212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:09.778714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:09.779547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:09.819277] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:09.866865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:03:09.869928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:09.871563] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 0.43%
[2025-11-25T12:03:09.891309] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 28.7s | Global ETA: 33m 1s
[2025-11-25T12:03:09.945932] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:10.020447] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 8.3s | Global ETA: 33m 1s
[2025-11-25T12:03:10.020738] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:03:10.022371] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:10.022512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:10.023299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:10.024635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:10.025371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:10.028186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:10.029018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:10.033382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:10.034622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:10.036054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:10.036788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:10.040768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:10.043912] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.75%, Actual: 0.67%
[2025-11-25T12:03:10.061827] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:03:10.218723] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.52%, Actual: 2.39%
[2025-11-25T12:03:10.219110] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 45.7343%
[2025-11-25T12:03:10.219284] [INFO ] [main      ] LNG: DISCARDED add_regime_flags (score: 45.73%)
[2025-11-25T12:03:10.219402] [INFO ] [main      ] LNG: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:10.219525] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:03:10.219638] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:03:10.231054] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:03:10.235263] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:10.235908] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:03:10.236778] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:03:10.236858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:10.239436] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:03:10.241761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:10.243672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:10.244177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:10.244576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:10.245403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:10.246256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:10.248133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:10.250939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:10.251513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:10.252602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:10.254362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:10.255448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:10.256195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:10.382084] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:03:10.412588] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:03:10.415922] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:10.516412] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 2.04% | Symbol ETA: 5.9s | Global ETA: 33m 1s
[2025-11-25T12:03:10.516718] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:03:10.517605] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:10.517770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:10.523048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:10.524992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:10.525562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:10.526062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:10.526929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:10.553592] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:10.583362] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:03:10.616919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:03:10.620131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:10.620503] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:03:10.630005] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 7.7s | Global ETA: 33m 1s
[2025-11-25T12:03:10.630311] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:03:10.631182] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:10.631329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:10.632151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:10.633537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:10.634284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:10.637097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:10.637950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:10.642347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:10.643632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:10.645044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:10.645801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:10.649742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:10.751943] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:03:10.797614] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:10.922223] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:03:10.980411] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.23% | Symbol ETA: 9.3s | Global ETA: 33m 2s
[2025-11-25T12:03:10.980703] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:03:10.981170] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:03:10.981590] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:03:10.981771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:10.986767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:10.988903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:10.989497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:10.989982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:10.990806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:10.991714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:10.993486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:10.996252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:10.996927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:10.998086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:10.999856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:11.000947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:11.001050] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:03:11.001720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:11.091037] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:03:11.160639] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:11.173140] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:11.246869] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 7.1s | Global ETA: 33m 2s
[2025-11-25T12:03:11.247145] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:03:11.247997] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:11.248140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:11.248953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:11.250313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:11.251053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:11.253812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:11.254590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:11.258022] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:03:11.258985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:11.260235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:11.260535] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -7.21% | Symbol ETA: 5.2s | Global ETA: 33m 2s
[2025-11-25T12:03:11.261595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:11.262328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:11.266258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:11.351154] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:03:11.424369] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:03:11.437567] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -2.72%, Actual: 2.25%
[2025-11-25T12:03:11.543045] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:11.594489] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:03:11.594831] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:03:11.594941] [INFO ] [main      ] CMU: KEPT add_last_hour_momentum_mag (score: 13.53%)
[2025-11-25T12:03:11.595059] [INFO ] [main      ] CMU: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:03:11.595168] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility']
[2025-11-25T12:03:11.595285] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:03:11.608558] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:11.609160] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:03:11.610090] [DEBUG] [FEATURES  ] DataBuilder: Executing 18 feature methods.
[2025-11-25T12:03:11.610257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:11.610203] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:03:11.615154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:11.615517] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 3.69%, Actual: 8.06%
[2025-11-25T12:03:11.617055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:11.617536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:11.618002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:11.618444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:11.619209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:11.620053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:11.622458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:11.745720] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: 0.62% | Symbol ETA: 8.7s | Global ETA: 33m 2s
[2025-11-25T12:03:11.745870] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:03:11.745852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:11.746718] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:03:11.746822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:11.747731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:11.752116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:11.754127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:11.754759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:11.755253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:11.756118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:11.757064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:11.758925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:11.761950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:11.762796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:11.763986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:11.765933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:11.767169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:11.767983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:11.791762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:11.791907] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:11.792894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:11.795230] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.73%, Actual: 1.90%
[2025-11-25T12:03:11.847523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:11.848458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:11.849902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:11.869854] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.87% | Symbol ETA: 6.5s | Global ETA: 33m 3s
[2025-11-25T12:03:11.870023] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:03:11.870915] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:11.871143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:11.872014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:11.873401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:11.874240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:11.877319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:11.878232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:11.883143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:11.884488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:11.885986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:11.886785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:11.891458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:11.934705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:11.935580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:11.937575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:11.967122] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: 2.08%, Actual: 5.15%
[2025-11-25T12:03:12.120272] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:03:12.146881] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 14.36%, Actual: 4.95%
[2025-11-25T12:03:12.241501] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:03:12.272568] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:03:12.293072] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:12.316974] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -5.67%, Actual: 2.13%
[2025-11-25T12:03:12.421369] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:12.439534] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:12.467288] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.14% | Symbol ETA: 7.8s | Global ETA: 33m 3s
[2025-11-25T12:03:12.467611] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:03:12.468590] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:03:12.468754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:12.473850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:12.476036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:12.476816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:12.477343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:12.478277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:12.479272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:12.481263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:12.484161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:12.484902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:12.486066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:12.487965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:12.489218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:12.490103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:12.501887] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 0.35%, Actual: 3.19%
[2025-11-25T12:03:12.502816] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.37% | Symbol ETA: 5.9s | Global ETA: 33m 3s
[2025-11-25T12:03:12.502997] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:03:12.504117] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:12.504279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:12.505229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:12.506813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:12.507666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:12.510776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:12.511754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:12.513458] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 33.4s | Global ETA: 33m 3s
[2025-11-25T12:03:12.513768] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:03:12.514592] [DEBUG] [FEATURES  ] DataBuilder: Executing 18 feature methods.
[2025-11-25T12:03:12.514756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:12.516894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:12.518594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:12.519620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:12.520691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:12.521472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:12.521467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:12.522051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:12.522590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:12.523083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:12.523928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:12.524829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:12.526855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:12.527415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:12.650059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:12.651881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:12.685716] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 7.41%, Actual: 3.45%
[2025-11-25T12:03:12.694942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:12.696062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:12.749721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:12.750620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:12.751957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:12.832498] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:03:12.835060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:12.835893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:12.837796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:12.860003] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 2.04%, Actual: 3.00%
[2025-11-25T12:03:12.883127] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:03:13.000565] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:13.028857] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -7.21%, Actual: 2.41%
[2025-11-25T12:03:13.029243] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 46.1480%
[2025-11-25T12:03:13.029407] [INFO ] [main      ] BBAR: DISCARDED add_prior_day_tail_pressure (score: 46.15%)
[2025-11-25T12:03:13.029527] [INFO ] [main      ] BBAR: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:03:13.029632] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_prior_mag_lag']
[2025-11-25T12:03:13.029759] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:03:13.042120] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:13.042693] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:03:13.043579] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:13.043739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:13.048697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:13.050621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:13.051235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:13.051723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:13.052537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:13.076831] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:13.135848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:03:13.137841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:13.148716] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 5.3s | Global ETA: 33m 4s
[2025-11-25T12:03:13.148935] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:03:13.149817] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:13.149961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:13.150765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:13.152119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:13.152862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:13.155612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:13.156415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:13.160774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:13.162008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:13.163370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:13.164099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:13.168022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:13.171513] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:03:13.173039] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 7.0s | Global ETA: 33m 4s
[2025-11-25T12:03:13.173318] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:03:13.174169] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:03:13.174311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:13.179187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:13.181020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:13.181571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:13.182052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:13.182867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:13.183760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:13.185446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:13.188130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:13.188735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:13.189821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:13.191471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:13.192555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:13.193331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:13.340276] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:13.412907] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 32.5s | Global ETA: 33m 4s
[2025-11-25T12:03:13.413189] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:03:13.414030] [DEBUG] [FEATURES  ] DataBuilder: Executing 18 feature methods.
[2025-11-25T12:03:13.414176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:13.419020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:13.420914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:13.421468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:13.422011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:13.422492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:13.423322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:13.424214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:13.426703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:13.484213] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:03:13.509222] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:03:13.530235] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:03:13.548182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:13.550008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:13.593085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:13.594180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:13.648629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:13.649772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:13.651156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:13.659741] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:13.684249] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:13.703258] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:13.737930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:13.738673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:13.740620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:13.758484] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 4.7s | Global ETA: 33m 4s
[2025-11-25T12:03:13.758819] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:03:13.759765] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:13.759919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:13.760870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:13.762237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:13.763007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:13.763574] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -3.70% | Symbol ETA: 11.3s | Global ETA: 33m 4s
[2025-11-25T12:03:13.763774] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:03:13.764747] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:13.764889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:13.765849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:13.766679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:13.769900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:13.771235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:13.771913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:13.772494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:13.772487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:13.772992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:13.773865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:13.773908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:13.774542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:13.778666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:13.867061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:03:13.869177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:13.875966] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.94% | Symbol ETA: 6.3s | Global ETA: 33m 4s
[2025-11-25T12:03:13.876265] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:03:13.877276] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:03:13.877416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:13.882478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:13.884402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:13.885140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:13.885663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:13.886468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:13.887398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:13.889183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:13.891900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:13.892497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:13.893592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:13.895278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:13.896378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:13.897177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:14.085275] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:03:14.132948] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:03:14.231666] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:03:14.236735] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:03:14.255775] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:14.305399] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:14.329330] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 31.6s | Global ETA: 33m 5s
[2025-11-25T12:03:14.329671] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:03:14.330513] [DEBUG] [FEATURES  ] DataBuilder: Executing 18 feature methods.
[2025-11-25T12:03:14.330679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:14.335547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:14.337407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:14.337977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:14.338546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:14.339037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:14.339904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:14.340847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:14.343424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:14.379425] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 4.1s | Global ETA: 33m 5s
[2025-11-25T12:03:14.379733] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:03:14.380563] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:14.380727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:14.381590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:14.382918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:14.383691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:14.386527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:14.387365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:14.391792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:14.393024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:14.394363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:14.395083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:14.399073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:14.404110] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:14.413112] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:14.466573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:14.468747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:14.504251] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 8.92% | Symbol ETA: 10.6s | Global ETA: 33m 5s
[2025-11-25T12:03:14.504538] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:03:14.505369] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:14.505509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:14.510278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:14.511403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:14.512087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:14.512532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:14.512580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:14.513009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:14.513854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:14.565975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:14.566950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:14.568369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:14.588265] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.98% | Symbol ETA: 5.5s | Global ETA: 33m 5s
[2025-11-25T12:03:14.588565] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:03:14.589413] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:03:14.589556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:14.594430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:14.596254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:14.596824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:14.597309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:14.597278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:03:14.598066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:14.598960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:14.599064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:14.600685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:14.603376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:14.603981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:14.605055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:14.606796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:14.608172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:14.609014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:14.653005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:14.653926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:14.655834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:14.736485] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:03:14.905334] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:14.936500] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:03:14.965340] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:03:14.977394] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 3.4s | Global ETA: 33m 5s
[2025-11-25T12:03:14.992749] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:03:15.105883] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:15.144054] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:15.148426] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.68%
[2025-11-25T12:03:15.164108] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:15.203780] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -5.43% | Symbol ETA: 9.8s | Global ETA: 33m 6s
[2025-11-25T12:03:15.204074] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:03:15.204976] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:15.205117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:15.209950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:15.211845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:15.212393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:15.212882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:15.213706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:15.237754] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 30.7s | Global ETA: 33m 6s
[2025-11-25T12:03:15.238045] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:03:15.238885] [DEBUG] [FEATURES  ] DataBuilder: Executing 18 feature methods.
[2025-11-25T12:03:15.238977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:15.243885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:15.245766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:15.246258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:15.246833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:15.247347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:15.248197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:15.249139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:15.251658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:15.297094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:03:15.298876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:15.318659] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 4.8s | Global ETA: 33m 6s
[2025-11-25T12:03:15.318944] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:03:15.319166] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 0.82%
[2025-11-25T12:03:15.319813] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:03:15.319960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:15.325077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:15.326967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:15.327592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:15.328100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:15.329011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:15.329927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:15.331780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:15.334513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:15.335127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:15.336320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:15.338122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:15.339240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:15.340069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:15.372638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:15.374613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:15.417373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:15.418625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:15.471911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:15.473008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:15.474364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:15.489996] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.49%
[2025-11-25T12:03:15.560379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:15.561952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:15.563985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:15.637828] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:03:15.661599] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.17%, Actual: 0.54%
[2025-11-25T12:03:15.698963] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:03:15.813598] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:15.834891] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.87%, Actual: 0.84%
[2025-11-25T12:03:15.879964] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:15.911514] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:03:15.919847] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -6.47% | Symbol ETA: 9.1s | Global ETA: 33m 6s
[2025-11-25T12:03:15.920090] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:03:15.920901] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:15.921041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:15.926370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:15.928559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:15.929128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:15.929600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:15.930427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:16.007454] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.37%, Actual: 0.53%
[2025-11-25T12:03:16.015056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:03:16.016921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:16.056796] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 5.64% | Symbol ETA: 4.1s | Global ETA: 33m 7s
[2025-11-25T12:03:16.057095] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:03:16.057973] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:03:16.058111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:16.062986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:16.064803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:16.065377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:16.065875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:16.066686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:16.067570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:16.069333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:16.072003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:16.072526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:16.073608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:16.075289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:16.076401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:16.077185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:16.081013] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:16.154696] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 29.8s | Global ETA: 33m 7s
[2025-11-25T12:03:16.154994] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:03:16.155874] [DEBUG] [FEATURES  ] DataBuilder: Executing 18 feature methods.
[2025-11-25T12:03:16.156020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:16.160976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:16.162776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:16.163334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:16.163878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:16.164357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:16.165214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:16.166116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:16.168704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:16.179147] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.88%
[2025-11-25T12:03:16.288857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:16.290861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:16.333376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:16.334589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:16.349735] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:03:16.353966] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:03:16.387780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:16.389043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:16.390403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:16.421492] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:03:16.474071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:16.475182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:16.477174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:16.521761] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.17%, Actual: 0.25%
[2025-11-25T12:03:16.525250] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:16.592024] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:16.623688] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 10.01% | Symbol ETA: 8.4s | Global ETA: 33m 7s
[2025-11-25T12:03:16.623833] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:03:16.624669] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:16.624847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:16.629605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:16.631408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:16.631979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:16.632453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:16.633275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:16.692192] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.40%, Actual: 0.93%
[2025-11-25T12:03:16.692585] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 35.2993%
[2025-11-25T12:03:16.692714] [INFO ] [main      ] BWG: DISCARDED add_range_volume_efficiency_refinements (score: 35.30%)
[2025-11-25T12:03:16.692842] [INFO ] [main      ] BWG: Testing feature 39/53: add_regime
[2025-11-25T12:03:16.692955] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_regime']
[2025-11-25T12:03:16.693074] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:03:16.707667] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:16.708248] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:03:16.709210] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:16.709359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:16.710183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:16.711557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:16.712299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:16.715219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:16.716047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:16.716391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:03:16.718257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:16.720638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:16.721888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:16.723334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:16.724099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:16.740449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:16.759582] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.56% | Symbol ETA: 3.3s | Global ETA: 33m 7s
[2025-11-25T12:03:16.759879] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:03:16.760726] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:03:16.760862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:16.765658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:16.767481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:16.768067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:16.768534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:16.769404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:16.770286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:16.772005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:16.774668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:16.775266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:16.776353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:16.778050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:16.779143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:16.779910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:16.813500] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:03:16.981309] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:17.053633] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 28.9s | Global ETA: 33m 7s
[2025-11-25T12:03:17.053941] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:03:17.054795] [DEBUG] [FEATURES  ] DataBuilder: Executing 18 feature methods.
[2025-11-25T12:03:17.054940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:17.059909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:17.061747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:17.062304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:17.062844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:17.063312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:17.064158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:17.065059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:17.067550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:17.082493] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:03:17.113726] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:03:17.117066] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:03:17.189480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:17.191597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:17.237831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:17.239140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:17.255945] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:17.285827] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:17.288846] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:17.294308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:17.295360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:17.296750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:17.333933] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 8.5s | Global ETA: 33m 8s
[2025-11-25T12:03:17.334228] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:03:17.335105] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:17.335254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:17.336113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:17.337611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:17.338370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:17.341256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:17.342134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:17.346834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:17.348216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:17.349627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:17.350382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:17.367132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:17.387215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:17.387761] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -11.75% | Symbol ETA: 7.7s | Global ETA: 33m 8s
[2025-11-25T12:03:17.388105] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:03:17.388399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:17.389020] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:17.389100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:17.390815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:17.394583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:17.396888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:17.397614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:17.398228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:17.399319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:17.457534] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.00% | Symbol ETA: 2.6s | Global ETA: 33m 8s
[2025-11-25T12:03:17.493758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:03:17.495792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:17.628604] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.23%, Actual: 1.77%
[2025-11-25T12:03:17.716885] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:03:17.747164] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:03:17.799818] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: 0.62%, Actual: 4.51%
[2025-11-25T12:03:17.851447] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:03:17.888074] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:17.924322] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:17.965360] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 7.9s | Global ETA: 33m 8s
[2025-11-25T12:03:17.965677] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:03:17.966498] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:17.966683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:17.967527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:17.968890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:17.969680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:17.972487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:17.973351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:17.975771] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 3.14%
[2025-11-25T12:03:17.977917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:17.979238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:17.980694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:17.981463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:17.998232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:18.000158] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 28.0s | Global ETA: 33m 8s
[2025-11-25T12:03:18.000320] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:03:18.001173] [DEBUG] [FEATURES  ] DataBuilder: Executing 18 feature methods.
[2025-11-25T12:03:18.001413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:18.006544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:18.008491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:18.009090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:18.009633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:18.010139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:18.011111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:18.012038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:18.014573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:18.028194] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:18.129947] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 4.84% | Symbol ETA: 7.0s | Global ETA: 33m 8s
[2025-11-25T12:03:18.130267] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:03:18.131151] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:18.131296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:18.136361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:18.138307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:18.138913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:18.139397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:18.140257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:18.144491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:18.146931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:18.151765] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.76%, Actual: 2.11%
[2025-11-25T12:03:18.193142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:18.194558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:18.229903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:03:18.231799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:18.248770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:18.249822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:18.251183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:18.322672] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.94%, Actual: 1.66%
[2025-11-25T12:03:18.333433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:18.334282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:18.336160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:18.342322] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:03:18.495023] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.98%, Actual: 0.48%
[2025-11-25T12:03:18.512962] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:18.584746] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:03:18.590676] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 7.3s | Global ETA: 33m 9s
[2025-11-25T12:03:18.591007] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:03:18.591873] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:18.592019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:18.592899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:18.594983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:18.595770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:18.598591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:18.599483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:18.603931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:18.605176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:18.606586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:18.607332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:18.623401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:18.666548] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.17%
[2025-11-25T12:03:18.675421] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:03:18.764627] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:18.842680] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 5.64%, Actual: 0.43%
[2025-11-25T12:03:18.844940] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:18.863563] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -1.78% | Symbol ETA: 6.2s | Global ETA: 33m 9s
[2025-11-25T12:03:18.863730] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:03:18.864514] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:18.864593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:18.869658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:18.871618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:18.872278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:18.872785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:18.873694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:18.917814] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 27.1s | Global ETA: 33m 9s
[2025-11-25T12:03:18.918126] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:03:18.918985] [DEBUG] [FEATURES  ] DataBuilder: Executing 18 feature methods.
[2025-11-25T12:03:18.919132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:18.923957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:18.925808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:18.926364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:18.926903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:18.927389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:18.928237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:18.929135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:18.931636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:18.962992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:03:18.965090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:18.966712] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:03:19.017947] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 0.67%
[2025-11-25T12:03:19.050508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:19.052721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:19.094848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:19.096089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:19.139923] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:19.148319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:19.149362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:19.150761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:19.192770] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.00%, Actual: 2.39%
[2025-11-25T12:03:19.193150] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 41.6801%
[2025-11-25T12:03:19.193329] [INFO ] [main      ] LNG: DISCARDED add_return_volume_nonlinearity_proxies (score: 41.68%)
[2025-11-25T12:03:19.193470] [INFO ] [main      ] LNG: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:03:19.193582] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_shelf_lag']
[2025-11-25T12:03:19.193734] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:03:19.208743] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:19.209330] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:03:19.210287] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:19.210420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:19.215379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:19.217325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:19.217928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:19.218406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:19.218826] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.35% | Symbol ETA: 6.7s | Global ETA: 33m 9s
[2025-11-25T12:03:19.219128] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:03:19.219244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:19.220064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:19.220111] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:19.220257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:19.221152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:19.221792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:19.222611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:19.223401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:19.224381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:19.225884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:19.226429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:19.227341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:19.231941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:19.233351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:19.233952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:19.234882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:19.234848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:19.235674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:19.236777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:19.252894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:19.320580] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:03:19.495198] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:19.577108] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:03:19.577316] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:03:19.591269] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 4.95% | Symbol ETA: 5.5s | Global ETA: 33m 10s
[2025-11-25T12:03:19.591555] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:03:19.592373] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:19.592518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:19.597449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:19.599333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:19.599933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:19.600420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:19.601310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:19.607989] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:03:19.693112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:03:19.695143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:19.756577] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:19.756563] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:19.785288] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:19.831015] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 26.2s | Global ETA: 33m 10s
[2025-11-25T12:03:19.831291] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:03:19.832141] [DEBUG] [FEATURES  ] DataBuilder: Executing 18 feature methods.
[2025-11-25T12:03:19.832304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:19.837144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:19.839113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:19.839882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:19.840415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:19.840923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:19.841757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:19.842633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:19.845109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:19.862524] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.05% | Symbol ETA: 6.1s | Global ETA: 33m 10s
[2025-11-25T12:03:19.862864] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:03:19.863729] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:19.863874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:19.864842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:19.866406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:19.867225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:19.870065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:19.870931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:19.875327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:19.876626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:19.878070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:19.878803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:19.896000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:19.966820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:19.969043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:20.025568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:20.027405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:20.054958] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:03:20.085568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:20.086913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:20.088399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:20.139473] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.49% | Symbol ETA: 10.8s | Global ETA: 33m 10s
[2025-11-25T12:03:20.139637] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:03:20.140456] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:20.140563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:20.145262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:20.147041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:20.147544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:20.147971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:20.148730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:20.149658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:20.151412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:20.154112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:20.155570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:20.177624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:20.178784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:20.180701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:20.235638] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:20.243902] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:03:20.338136] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 4.8s | Global ETA: 33m 11s
[2025-11-25T12:03:20.414246] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:20.489382] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 5.4s | Global ETA: 33m 11s
[2025-11-25T12:03:20.489678] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:03:20.490509] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:20.490669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:20.491446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:20.492794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:20.493513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:20.496245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:20.497067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:20.501529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:20.502423] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:03:20.502808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:20.504186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:20.504932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:20.514475] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -3.70%, Actual: 2.25%
[2025-11-25T12:03:20.520972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:20.530135] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:03:20.677542] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:20.695552] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 8.92%, Actual: 8.06%
[2025-11-25T12:03:20.702992] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:20.778210] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 25.3s | Global ETA: 33m 11s
[2025-11-25T12:03:20.865697] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:03:20.879233] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -5.43%, Actual: 1.90%
[2025-11-25T12:03:20.960205] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:03:21.045227] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:21.058352] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -6.47%, Actual: 5.15%
[2025-11-25T12:03:21.070075] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: 0.58% | Symbol ETA: 9.8s | Global ETA: 33m 11s
[2025-11-25T12:03:21.070362] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:03:21.071215] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:21.071351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:21.076221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:21.078258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:21.079064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:21.079547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:21.080378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:21.081294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:21.083075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:21.085742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:21.087274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:21.119522] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 4.8s | Global ETA: 33m 11s
[2025-11-25T12:03:21.119806] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:03:21.120678] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:21.120818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:21.121684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:21.123026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:21.123768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:21.126572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:21.127412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:21.129888] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:03:21.131774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:21.133049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:21.134405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:21.135133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:21.150667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:21.236583] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 10.01%, Actual: 4.95%
[2025-11-25T12:03:21.298141] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:03:21.415173] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -11.75%, Actual: 2.13%
[2025-11-25T12:03:21.425214] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:03:21.466909] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:03:21.489864] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:03:21.588978] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 4.84%, Actual: 3.19%
[2025-11-25T12:03:21.596706] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:21.643618] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:03:21.662178] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:21.739142] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 4.2s | Global ETA: 33m 12s
[2025-11-25T12:03:21.739448] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:03:21.740306] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:21.740463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:21.741293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:21.742628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:21.743361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:21.746161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:21.747050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:21.751451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:21.752767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:21.754174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:21.754908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:21.765273] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -1.78%, Actual: 3.45%
[2025-11-25T12:03:21.770459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:21.822836] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:03:21.939289] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 8.8s | Global ETA: 33m 12s
[2025-11-25T12:03:21.939589] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:03:21.940487] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:21.940667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:21.940662] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 4.95%, Actual: 3.00%
[2025-11-25T12:03:21.945574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:21.947531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:21.948129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:21.948600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:21.949403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:21.950315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:21.952060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:21.954731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:21.956286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:22.004069] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:03:22.111364] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:03:22.115247] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -0.46%, Actual: 2.41%
[2025-11-25T12:03:22.115635] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 50.9693%
[2025-11-25T12:03:22.115824] [INFO ] [main      ] BBAR: DISCARDED add_prior_mag_lag (score: 50.97%)
[2025-11-25T12:03:22.115948] [INFO ] [main      ] BBAR: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:03:22.116053] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_range_overlap_v_prior_day']
[2025-11-25T12:03:22.116166] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:03:22.129255] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:22.130023] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:03:22.130973] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:22.131115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:22.136071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:22.138036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:22.138618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:22.139120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:22.139987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:22.182400] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:03:22.227293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:03:22.229976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:22.283944] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:22.297469] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:03:22.351792] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:03:22.362627] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 3.5s | Global ETA: 33m 12s
[2025-11-25T12:03:22.362946] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:03:22.363823] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:22.363979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:22.364805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:22.366144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:22.366900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:22.369744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:22.370532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:22.375038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:22.376305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:22.377726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:22.378451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:22.394148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:22.469658] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:22.523504] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:03:22.523910] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:03:22.524081] [INFO ] [main      ] CMU: KEPT add_late_day_volatility (score: 13.53%)
[2025-11-25T12:03:22.524203] [INFO ] [main      ] CMU: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:03:22.524341] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure']
[2025-11-25T12:03:22.524535] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:03:22.539075] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:22.539846] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:03:22.540824] [DEBUG] [FEATURES  ] DataBuilder: Executing 19 feature methods.
[2025-11-25T12:03:22.540975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:22.546238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:22.548289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:22.548898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:22.549382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:22.549893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:22.550777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:22.551710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:22.554370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:22.578832] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:03:22.681512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:22.683839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:22.727544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:22.728782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:22.737180] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:03:22.755085] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:22.781974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:22.783155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:22.784515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:22.817915] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -2.36% | Symbol ETA: 7.8s | Global ETA: 33m 13s
[2025-11-25T12:03:22.818174] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:03:22.819054] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:22.819189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:22.824040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:22.825882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:22.826441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:22.826921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:22.827748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:22.828603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:22.830304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:22.832969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:22.834471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:22.858945] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -7.98% | Symbol ETA: 11.0s | Global ETA: 33m 13s
[2025-11-25T12:03:22.859282] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:03:22.860337] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:22.860529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:22.867188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:22.868968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:22.869407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:22.870041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:22.870019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:22.870471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:22.871270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:22.872056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:22.874931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:22.914162] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:22.962449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:03:22.965841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:22.989488] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 2.9s | Global ETA: 33m 13s
[2025-11-25T12:03:23.162283] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.68%
[2025-11-25T12:03:23.180999] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:03:23.214892] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:03:23.317953] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:03:23.332841] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 0.82%
[2025-11-25T12:03:23.349476] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:23.390981] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:23.470433] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 30.9s | Global ETA: 33m 13s
[2025-11-25T12:03:23.470745] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:03:23.471580] [DEBUG] [FEATURES  ] DataBuilder: Executing 19 feature methods.
[2025-11-25T12:03:23.471746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:23.476586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:23.478463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:23.479052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:23.479594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:23.480103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:23.480948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:23.481847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:23.484366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:23.491639] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:23.504404] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:03:23.590199] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 6.30% | Symbol ETA: 10.3s | Global ETA: 33m 14s
[2025-11-25T12:03:23.590501] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:03:23.591342] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:23.591483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:23.596299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:23.598172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:23.598782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:23.599252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:23.600078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:23.606963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:23.609191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:23.652220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:23.653586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:23.674783] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.35%, Actual: 0.54%
[2025-11-25T12:03:23.686690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:03:23.689400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:23.706012] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 3.03% | Symbol ETA: 6.9s | Global ETA: 33m 14s
[2025-11-25T12:03:23.706188] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:03:23.706890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:23.707040] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:23.707141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:23.708118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:23.709467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:23.712163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:23.714228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:23.714866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:23.715367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:23.716210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:23.717149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:23.718973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:23.721739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:23.723320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:23.797161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:23.798141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:23.800209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:23.803143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:23.845417] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 0.84%
[2025-11-25T12:03:24.018535] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.57%, Actual: 0.53%
[2025-11-25T12:03:24.047557] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:03:24.071886] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:03:24.156931] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:03:24.188898] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.88%
[2025-11-25T12:03:24.226008] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:24.243713] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:24.327989] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -1.34% | Symbol ETA: 9.5s | Global ETA: 33m 14s
[2025-11-25T12:03:24.328295] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:03:24.329237] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:24.329388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:24.334712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:24.336895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:24.337600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:24.337477] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:24.338060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:24.338985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:24.361210] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:03:24.418232] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 30.0s | Global ETA: 33m 14s
[2025-11-25T12:03:24.418532] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:03:24.419394] [DEBUG] [FEATURES  ] DataBuilder: Executing 19 feature methods.
[2025-11-25T12:03:24.419556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:24.424913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:24.426852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:24.427508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:24.428134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:24.428638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:24.429510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:24.430584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:24.433271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:24.435403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:03:24.438477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:24.544913] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 0.25%
[2025-11-25T12:03:24.566176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:24.568555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:24.591061] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.54% | Symbol ETA: 6.0s | Global ETA: 33m 15s
[2025-11-25T12:03:24.591216] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:03:24.592072] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:24.592149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:24.597172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:24.599004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:24.599501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:24.599914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:24.600699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:24.601489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:24.603134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:24.605751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:24.607174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:24.617543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:24.619064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:24.675521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:24.676631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:24.677978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:24.718500] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.44%, Actual: 0.93%
[2025-11-25T12:03:24.718770] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 40.8980%
[2025-11-25T12:03:24.718971] [INFO ] [main      ] BWG: DISCARDED add_regime (score: 40.90%)
[2025-11-25T12:03:24.719061] [INFO ] [main      ] BWG: Testing feature 40/53: add_regime_flags
[2025-11-25T12:03:24.719137] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_regime_flags']
[2025-11-25T12:03:24.719236] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:03:24.733048] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:24.733853] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:03:24.734768] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:24.734897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:24.735758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:24.737245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:24.737967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:24.740821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:24.741604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:24.745974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:24.747281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:24.748675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:24.749381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:24.750477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:24.768448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:24.769491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:24.771429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:24.774334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:24.801235] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:03:24.951404] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:03:24.977984] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:25.078394] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: 4.63% | Symbol ETA: 8.8s | Global ETA: 33m 15s
[2025-11-25T12:03:25.078731] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:03:25.079568] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:25.079734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:25.084910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:25.086829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:25.087455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:25.088002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:25.088908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:25.102236] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:03:25.124577] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:25.132113] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:03:25.180178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:03:25.183093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:25.279346] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:25.311268] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:25.356298] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 8.3s | Global ETA: 33m 15s
[2025-11-25T12:03:25.356443] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:03:25.357265] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:25.357488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:25.358236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:25.359627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:25.360365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:25.363237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:25.364069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:25.369000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:25.370684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:25.372110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:25.372865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:25.374001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:25.391320] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 29.2s | Global ETA: 33m 15s
[2025-11-25T12:03:25.391595] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:03:25.392463] [DEBUG] [FEATURES  ] DataBuilder: Executing 19 feature methods.
[2025-11-25T12:03:25.392662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:25.397876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:25.399895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:25.400485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:25.401021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:25.401524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:25.402505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:25.403447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:25.406457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:25.476257] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 2.13% | Symbol ETA: 5.1s | Global ETA: 33m 15s
[2025-11-25T12:03:25.476538] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:03:25.477385] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:25.477519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:25.482333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:25.484285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:25.484811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:25.485276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:25.486079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:25.486959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:25.488750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:25.491380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:25.492864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:25.538954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:25.541234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:25.543809] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:03:25.588258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:25.589771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:25.647440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:25.648628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:25.650109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:25.716874] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:03:25.722621] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:25.739139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:25.740078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:25.742158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:25.745145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:25.821503] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 9.10% | Symbol ETA: 8.1s | Global ETA: 33m 16s
[2025-11-25T12:03:25.821695] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:03:25.822483] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:25.822753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:25.827921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:25.830151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:25.830733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:25.831199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:25.832069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:25.837683] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:03:25.897792] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:25.924921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:03:25.927899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:25.974022] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 7.6s | Global ETA: 33m 16s
[2025-11-25T12:03:25.974320] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:03:25.976001] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:25.976147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:25.976956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:25.978311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:25.979063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:25.981912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:25.982741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:25.987123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:25.988464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:25.989860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:25.990576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:25.991735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:26.012251] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:26.105769] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:03:26.273484] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:03:26.283451] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:26.349954] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:03:26.360121] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 28.2s | Global ETA: 33m 16s
[2025-11-25T12:03:26.360271] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:03:26.361100] [DEBUG] [FEATURES  ] DataBuilder: Executing 19 feature methods.
[2025-11-25T12:03:26.361185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:26.366217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:26.366800] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.67% | Symbol ETA: 4.2s | Global ETA: 33m 16s
[2025-11-25T12:03:26.366948] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:03:26.367810] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:26.367890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:26.368169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:26.368698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:26.369349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:26.369935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:26.370882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:26.371875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:26.372890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:26.374828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:26.374790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:26.375377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:26.375831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:26.376614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:26.377510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:26.379261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:26.382158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:26.383784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:26.446511] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:26.504472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:26.506901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:26.541044] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:26.544358] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -5.01% | Symbol ETA: 7.4s | Global ETA: 33m 16s
[2025-11-25T12:03:26.544635] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:03:26.545457] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:26.545619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:26.550433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:26.552317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:26.552920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:26.553245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:26.553388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:26.554222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:26.554667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:26.610321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:26.611480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:26.612916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:26.620477] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 7.1s | Global ETA: 33m 16s
[2025-11-25T12:03:26.620669] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:03:26.621494] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:26.621604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:26.622397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:26.623789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:26.624489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:26.627460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:26.628351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:26.632902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:26.634196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:26.635740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:26.635703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:03:26.636430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:26.637583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:26.638413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:26.700976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:26.701917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:26.703935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:26.706859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:26.728999] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:03:26.900732] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:26.972378] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:03:26.979438] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:03:27.060030] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:03:27.140869] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:27.150957] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:27.225947] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 6.4s | Global ETA: 33m 17s
[2025-11-25T12:03:27.226227] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:03:27.227144] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:27.227289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:27.228131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:27.229493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:27.230237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:27.233079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:27.233901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:27.237554] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 0.63% | Symbol ETA: 6.6s | Global ETA: 33m 17s
[2025-11-25T12:03:27.237883] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:03:27.238363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:27.238439] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:27.238748] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:27.238901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:27.239674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:27.241081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:27.241875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:27.242993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:27.243783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:27.245604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:27.246204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:27.246698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:27.247521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:27.259403] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.79% | Symbol ETA: 3.3s | Global ETA: 33m 17s
[2025-11-25T12:03:27.259585] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:03:27.260468] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:27.260579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:27.265760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:27.267904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:27.268539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:27.269009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:27.269876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:27.270768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:27.272735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:27.275535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:27.277265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:27.317961] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 27.3s | Global ETA: 33m 17s
[2025-11-25T12:03:27.318109] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:03:27.318910] [DEBUG] [FEATURES  ] DataBuilder: Executing 19 feature methods.
[2025-11-25T12:03:27.319123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:27.324229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:27.326230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:27.326877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:27.327486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:27.328032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:27.328967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:27.329889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:27.330569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:03:27.332504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:27.333274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:27.464207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:27.466532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:27.512361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:27.513781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:27.570512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:27.571840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:27.573258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:27.586344] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:03:27.619769] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:03:27.662800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:27.663865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:27.665931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:27.668930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:27.671427] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:03:27.758216] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:27.789213] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:27.831820] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.92% | Symbol ETA: 5.8s | Global ETA: 33m 18s
[2025-11-25T12:03:27.832115] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:03:27.832981] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:27.833130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:27.833984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:27.835410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:27.836220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:27.839379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:27.840223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:27.840951] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:27.844814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:27.846132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:27.847566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:27.848317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:27.849499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:27.936082] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 3.75% | Symbol ETA: 5.9s | Global ETA: 33m 18s
[2025-11-25T12:03:27.936381] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:03:27.937266] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:27.937407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:27.942250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:27.944106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:27.944683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:27.945161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:27.945998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:28.028704] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:03:28.029614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:03:28.032385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:28.127365] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.02% | Symbol ETA: 2.4s | Global ETA: 33m 18s
[2025-11-25T12:03:28.194931] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:03:28.211666] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:28.290738] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 26.3s | Global ETA: 33m 18s
[2025-11-25T12:03:28.291057] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:03:28.291953] [DEBUG] [FEATURES  ] DataBuilder: Executing 19 feature methods.
[2025-11-25T12:03:28.292126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:28.297450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:28.299496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:28.300105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:28.300668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:28.301177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:28.301878] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.49%, Actual: 1.77%
[2025-11-25T12:03:28.302044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:28.303091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:28.305874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:28.368834] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:28.410742] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:03:28.437184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:28.439627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:28.446936] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 5.2s | Global ETA: 33m 18s
[2025-11-25T12:03:28.447099] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:03:28.447905] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:28.447985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:28.448764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:28.450098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:28.450787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:28.453563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:28.454373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:28.459038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:28.460267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:28.461623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:28.462317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:28.463407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:28.474192] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: 0.58%, Actual: 4.51%
[2025-11-25T12:03:28.487355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:28.488598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:28.545811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:28.546896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:28.548338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:28.588170] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:28.637666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:28.638686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:28.640832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:28.643842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:28.644877] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.21%, Actual: 3.14%
[2025-11-25T12:03:28.685487] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 2.00% | Symbol ETA: 5.1s | Global ETA: 33m 18s
[2025-11-25T12:03:28.685674] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:03:28.686431] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:28.686500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:28.691486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:28.693356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:28.693879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:28.694291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:28.695079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:28.783407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:03:28.786054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:28.806215] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:03:28.819332] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -2.36%, Actual: 2.11%
[2025-11-25T12:03:28.976609] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:28.991504] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 3.03%, Actual: 1.66%
[2025-11-25T12:03:29.000101] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:03:29.050159] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.5s | Global ETA: 33m 19s
[2025-11-25T12:03:29.050430] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:03:29.051962] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:29.052109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:29.052913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:29.054234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:29.054988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:29.057754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:29.058530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:29.062890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:29.064119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:29.065459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:29.066212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:29.067340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:29.138062] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:03:29.162190] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.54%, Actual: 0.48%
[2025-11-25T12:03:29.178232] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:29.255274] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 25.4s | Global ETA: 33m 19s
[2025-11-25T12:03:29.255568] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:03:29.256560] [DEBUG] [FEATURES  ] DataBuilder: Executing 19 feature methods.
[2025-11-25T12:03:29.256739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:29.262253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:29.264278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:29.264888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:29.265433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:29.265942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:29.266857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:29.267836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:29.270458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:29.312555] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:29.337273] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 2.13%, Actual: 0.17%
[2025-11-25T12:03:29.400911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:29.403167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:29.408290] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -0.96% | Symbol ETA: 4.4s | Global ETA: 33m 19s
[2025-11-25T12:03:29.409239] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:03:29.449961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:29.451390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:29.508132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:29.509325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:29.510772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:29.527991] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.67%, Actual: 0.43%
[2025-11-25T12:03:29.580918] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:29.584576] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -7.98%, Actual: 2.25%
[2025-11-25T12:03:29.599279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:29.600410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:29.602557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:29.605524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:29.654299] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: -0.12% | Symbol ETA: 3.9s | Global ETA: 33m 19s
[2025-11-25T12:03:29.654598] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:03:29.655449] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:29.655594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:29.656392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:29.657904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:29.658616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:29.661373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:29.662167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:29.666513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:29.667891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:29.669241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:29.669969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:29.671141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:29.712958] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.79%, Actual: 0.67%
[2025-11-25T12:03:29.775950] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 6.30%, Actual: 8.06%
[2025-11-25T12:03:29.885098] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.02%, Actual: 2.39%
[2025-11-25T12:03:29.885444] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 38.2845%
[2025-11-25T12:03:29.885601] [INFO ] [main      ] LNG: DISCARDED add_shelf_lag (score: 38.28%)
[2025-11-25T12:03:29.885729] [INFO ] [main      ] LNG: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:03:29.885874] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_signed_carry_history_11']
[2025-11-25T12:03:29.885980] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:03:29.901232] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:29.901990] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:03:29.903000] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:29.903135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:29.908212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:29.910145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:29.910782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:29.911268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:29.912131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:29.913086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:29.914891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:29.918075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:29.919783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:29.954617] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -1.34%, Actual: 1.90%
[2025-11-25T12:03:29.960595] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:03:30.015284] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:03:30.138751] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:30.140017] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: 4.63%, Actual: 5.15%
[2025-11-25T12:03:30.186556] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:30.217050] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 24.4s | Global ETA: 33m 20s
[2025-11-25T12:03:30.217351] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:03:30.218262] [DEBUG] [FEATURES  ] DataBuilder: Executing 19 feature methods.
[2025-11-25T12:03:30.218418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:30.223598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:30.225549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:30.226193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:30.226770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:30.227294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:30.228196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:30.229163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:30.231797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:30.259217] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 3.3s | Global ETA: 33m 20s
[2025-11-25T12:03:30.259522] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:03:30.260387] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:03:30.260534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:30.261329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:30.262744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:30.263492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:30.266295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:30.267251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:30.271622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:30.272972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:30.274349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:30.275096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:30.276270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:30.291695] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:03:30.318103] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 9.10%, Actual: 4.95%
[2025-11-25T12:03:30.358340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:30.360505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:30.402806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:30.404078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:30.456744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:30.458009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:30.459388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:30.472574] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:30.495208] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -5.01%, Actual: 2.13%
[2025-11-25T12:03:30.542040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:30.543135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:30.545090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:30.547919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:30.646197] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.83% | Symbol ETA: 9.2s | Global ETA: 33m 20s
[2025-11-25T12:03:30.646461] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:03:30.647341] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:30.647477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:30.652293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:30.654154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:30.654744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:30.655206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:30.656053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:30.656937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:30.658697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:30.661366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:30.662877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:30.672553] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 0.63%, Actual: 3.19%
[2025-11-25T12:03:30.675602] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:03:30.848705] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:30.851767] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 3.75%, Actual: 3.45%
[2025-11-25T12:03:30.889588] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:03:30.926720] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 2.7s | Global ETA: 33m 20s
[2025-11-25T12:03:31.008565] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:03:31.030139] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 2.00%, Actual: 3.00%
[2025-11-25T12:03:31.060251] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:31.099827] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.19%, Actual: 0.68%
[2025-11-25T12:03:31.133690] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 23.5s | Global ETA: 33m 21s
[2025-11-25T12:03:31.133988] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:03:31.134849] [DEBUG] [FEATURES  ] DataBuilder: Executing 19 feature methods.
[2025-11-25T12:03:31.134998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:31.139893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:31.141730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:31.142307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:31.142856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:31.143328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:31.144167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:31.145063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:31.147568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:31.176971] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:31.206204] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -0.96%, Actual: 2.41%
[2025-11-25T12:03:31.206613] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 55.4177%
[2025-11-25T12:03:31.206811] [INFO ] [main      ] BBAR: DISCARDED add_range_overlap_v_prior_day (score: 55.42%)
[2025-11-25T12:03:31.206936] [INFO ] [main      ] BBAR: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:03:31.207074] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_range_volume_efficiency']
[2025-11-25T12:03:31.207189] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:03:31.220113] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:31.220887] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:03:31.221857] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:31.221998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:31.226971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:31.229124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:31.229802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:31.230291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:31.231173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:31.266401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:31.268572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:31.269985] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 0.82%
[2025-11-25T12:03:31.310307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:31.311519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:31.320485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:31.323424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:31.356320] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.92% | Symbol ETA: 8.4s | Global ETA: 33m 21s
[2025-11-25T12:03:31.356600] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:03:31.357485] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:31.357624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:31.362594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:31.363754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:31.364450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:31.364723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:31.365040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:31.365520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:31.365978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:31.366357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:31.367292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:31.369040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:31.371743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:31.373342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:31.440689] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:03:31.448794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:31.449726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:31.451712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:31.454558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:31.613879] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.54%
[2025-11-25T12:03:31.678783] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:03:31.733586] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:03:31.782830] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.92%, Actual: 0.84%
[2025-11-25T12:03:31.801518] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:03:31.856804] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:31.915954] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:31.954055] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.54%, Actual: 0.53%
[2025-11-25T12:03:31.955996] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -3.95% | Symbol ETA: 10.7s | Global ETA: 33m 21s
[2025-11-25T12:03:31.956297] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:03:31.957185] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:31.957331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:31.962439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:31.964347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:31.965005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:31.965514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:31.966380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:31.975830] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:32.049150] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 22.5s | Global ETA: 33m 22s
[2025-11-25T12:03:32.054835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:32.057355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:32.080271] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 7.6s | Global ETA: 33m 22s
[2025-11-25T12:03:32.080562] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:03:32.081368] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:32.081507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:32.086522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:32.088392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:32.088985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:32.089469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:32.090302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:32.091207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:32.093033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:32.095814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:32.097386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:32.127788] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.88%
[2025-11-25T12:03:32.225451] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:03:32.299098] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 0.23%
[2025-11-25T12:03:32.401296] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:03:32.411440] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:03:32.445420] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:03:32.472980] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 0.25%
[2025-11-25T12:03:32.579863] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:03:32.592056] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:32.615026] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:32.649173] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.44%, Actual: 0.93%
[2025-11-25T12:03:32.649589] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 35.2376%
[2025-11-25T12:03:32.649720] [INFO ] [main      ] BWG: DISCARDED add_regime_flags (score: 35.24%)
[2025-11-25T12:03:32.649841] [INFO ] [main      ] BWG: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:32.649954] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:03:32.650070] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:03:32.664965] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:32.665762] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:03:32.666757] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:03:32.666903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:32.667827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:32.669200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:32.670006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:32.672898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:32.673755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:32.678258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:32.679601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:32.681094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:32.681910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:32.683883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:32.684507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:32.685612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:32.687428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:32.688601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:32.689491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:32.692300] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 5.76% | Symbol ETA: 9.9s | Global ETA: 33m 22s
[2025-11-25T12:03:32.692604] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:03:32.693481] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:32.693628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:32.698745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:32.700600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:32.701192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:32.701699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:32.702557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:32.758143] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:03:32.788442] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.26% | Symbol ETA: 6.9s | Global ETA: 33m 22s
[2025-11-25T12:03:32.788737] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:03:32.789558] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:32.789711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:32.794587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:32.795698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:32.796388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:32.796975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:32.797496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:32.798312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:32.798435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:32.799206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:32.800853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:32.803581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:32.805085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:32.957041] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:03:33.039802] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:03:33.152694] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:03:33.167082] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:03:33.201011] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:03:33.211534] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:33.295672] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.52% | Symbol ETA: 8.0s | Global ETA: 33m 23s
[2025-11-25T12:03:33.295973] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:03:33.296883] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:03:33.297060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:33.297883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:33.299234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:33.299991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:33.302814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:33.303662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:33.308397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:33.309786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:33.311438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:33.312196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:33.314583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:33.315443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:33.316861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:33.318852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:33.320013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:33.320873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:33.340537] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:33.352346] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:03:33.374465] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:33.438284] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 0.90% | Symbol ETA: 9.2s | Global ETA: 33m 23s
[2025-11-25T12:03:33.438584] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:03:33.439431] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:33.439578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:33.444452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:33.446281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:33.446858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:33.447345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:33.448174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:33.524997] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:03:33.541260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:33.543999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:33.544675] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 6.2s | Global ETA: 33m 23s
[2025-11-25T12:03:33.544979] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:03:33.545926] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:33.546065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:33.551187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:33.553171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:33.553743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:33.554248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:33.555091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:33.556038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:33.557852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:33.560627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:33.562184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:33.670445] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:03:33.695557] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:03:33.840507] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:33.865634] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:03:33.865907] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:03:33.866154] [INFO ] [main      ] CMU: KEPT add_late_hour_microstructure (score: 13.53%)
[2025-11-25T12:03:33.866272] [INFO ] [main      ] CMU: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:03:33.866384] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure']
[2025-11-25T12:03:33.866500] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:03:33.880120] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:33.880704] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:03:33.881608] [DEBUG] [FEATURES  ] DataBuilder: Executing 20 feature methods.
[2025-11-25T12:03:33.881771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:33.886687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:33.888753] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:03:33.888786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:33.889401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:33.889976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:33.890480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:33.891355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:33.892319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:33.894916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:33.909787] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:03:33.921134] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.32% | Symbol ETA: 7.4s | Global ETA: 33m 23s
[2025-11-25T12:03:33.921413] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:03:33.922210] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:03:33.922359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:33.923198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:33.924534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:33.925278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:33.928099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:33.928940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:33.933311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:33.934569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:33.935994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:33.936794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:33.938694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:33.939306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:33.940421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:33.942194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:33.943325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:33.944123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:34.023352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:34.025584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:34.066597] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:34.069094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:34.070242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:34.092476] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:34.124057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:34.125239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:34.126567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:34.166743] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -5.85% | Symbol ETA: 8.5s | Global ETA: 33m 23s
[2025-11-25T12:03:34.167052] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:03:34.167912] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:34.168051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:34.172864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:34.174686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:34.175238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:34.175732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:34.176535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:34.212333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:34.213437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:34.215393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:34.218269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:34.219495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:34.259276] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 5.5s | Global ETA: 33m 24s
[2025-11-25T12:03:34.259588] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:03:34.260580] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:34.260745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:34.265512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:34.265853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:34.267343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:34.267935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:34.268396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:34.268632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:34.269200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:34.270086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:34.271772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:34.274574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:34.276071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:34.283873] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:03:34.453922] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:34.539952] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 6.8s | Global ETA: 33m 24s
[2025-11-25T12:03:34.540230] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:03:34.541130] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:03:34.541277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:34.542090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:34.543414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:34.544154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:34.546923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:34.547735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:34.552041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:34.553271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:34.554620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:34.555391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:34.557251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:34.557860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:34.558969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:34.560671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:34.561808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:34.562565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:34.565525] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:03:34.619508] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:03:34.629273] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:03:34.733524] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:34.796407] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:34.803864] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:34.812063] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 29.8s | Global ETA: 33m 24s
[2025-11-25T12:03:34.812357] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:03:34.813208] [DEBUG] [FEATURES  ] DataBuilder: Executing 20 feature methods.
[2025-11-25T12:03:34.813375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:34.818292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:34.820196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:34.820808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:34.821281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:34.821793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:34.822614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:34.823512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:34.826025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:34.899768] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 11.13% | Symbol ETA: 7.7s | Global ETA: 33m 24s
[2025-11-25T12:03:34.900078] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:03:34.900943] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:34.901086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:34.906098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:34.908153] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:03:34.908310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:34.908878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:34.909292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:34.910098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:34.949040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:34.951098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:34.982191] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 1.80% | Symbol ETA: 4.7s | Global ETA: 33m 24s
[2025-11-25T12:03:34.982473] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:03:34.983408] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:34.983548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:34.988930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:34.990994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:34.991603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:34.992144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:34.992994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:34.993905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:34.994822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:34.995827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:34.996005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:34.998610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:34.999318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:35.000226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:35.002018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:35.050301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:35.051177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:35.052515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:35.104373] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:35.135928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:35.136807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:35.138697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:35.141436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:35.142598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:35.186842] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 6.2s | Global ETA: 33m 24s
[2025-11-25T12:03:35.187222] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:03:35.189180] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:03:35.189337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:35.190219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:35.191581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:35.192389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:35.195259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:35.196157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:35.200545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:35.201895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:35.203213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:35.203967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:35.205861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:35.206481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:35.207685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:35.209420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:35.210573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:35.211368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:35.348147] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:03:35.349727] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:03:35.494603] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:03:35.522824] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:35.529316] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:35.555835] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:03:35.624548] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -4.92% | Symbol ETA: 7.0s | Global ETA: 33m 25s
[2025-11-25T12:03:35.624876] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:03:35.625720] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:35.625823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:35.630638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:35.632511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:35.633063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:35.633536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:35.634363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:35.671124] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:35.701824] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.16% | Symbol ETA: 4.0s | Global ETA: 33m 25s
[2025-11-25T12:03:35.702139] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:03:35.703085] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:35.703231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:35.708520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:35.710565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:35.711129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:35.711661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:35.712506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:35.713430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:35.715266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:35.718105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:35.719733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:35.724755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:35.727437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:35.731960] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:35.750096] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 28.9s | Global ETA: 33m 25s
[2025-11-25T12:03:35.750280] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:03:35.751258] [DEBUG] [FEATURES  ] DataBuilder: Executing 20 feature methods.
[2025-11-25T12:03:35.751409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:35.756353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:35.758296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:35.758899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:35.759437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:35.759951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:35.760789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:35.761689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:35.764212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:35.816217] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.04% | Symbol ETA: 5.5s | Global ETA: 33m 25s
[2025-11-25T12:03:35.816382] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:03:35.817220] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:03:35.817316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:35.818063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:35.819340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:35.820022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:35.822832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:35.823628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:35.828031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:35.829358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:35.830779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:35.831500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:35.833546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:35.834185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:35.835336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:35.837167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:35.838328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:35.839143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:35.886761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:35.888814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:35.931508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:35.933021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:35.987163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:35.988286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:35.989616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:36.076787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:36.077730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:36.079615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:36.082423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:36.083368] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:03:36.083589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:36.084501] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:03:36.192727] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:03:36.257305] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:36.275012] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:36.357975] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -4.99% | Symbol ETA: 6.2s | Global ETA: 33m 26s
[2025-11-25T12:03:36.358316] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:03:36.359416] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:36.359587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:36.365461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:36.366584] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:36.367679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:36.368318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:36.368830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:36.369685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:36.417986] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:03:36.447990] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.82% | Symbol ETA: 4.9s | Global ETA: 33m 26s
[2025-11-25T12:03:36.448296] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:03:36.448588] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 3.02% | Symbol ETA: 3.3s | Global ETA: 33m 26s
[2025-11-25T12:03:36.448900] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:03:36.449190] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:03:36.449272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:36.449883] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:36.450032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:36.450014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:36.451351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:36.452064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:36.454857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:36.455192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:36.455963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:36.457132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:36.457744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:36.458223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:36.459063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:36.459975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:36.460620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:36.461778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:36.462004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:36.462786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:36.463355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:36.464034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:36.464585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:36.465559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:36.466155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:36.466064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:36.466701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:36.467828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:36.469528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:36.470682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:36.471406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:36.604231] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:36.682489] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 28.0s | Global ETA: 33m 26s
[2025-11-25T12:03:36.682654] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:03:36.683410] [DEBUG] [FEATURES  ] DataBuilder: Executing 20 feature methods.
[2025-11-25T12:03:36.683495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:36.688290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:36.690218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:36.690740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:36.691284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:36.691787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:36.692611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:36.693501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:36.696011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:36.809481] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:03:36.816289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:36.818467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:36.821766] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:03:36.822223] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:03:36.861004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:36.862185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:36.914760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:36.915833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:36.917193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:36.978408] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:36.995889] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:37.000806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:37.001952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:37.004175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:37.007391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:37.008032] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:37.008664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:37.073035] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 5.5s | Global ETA: 33m 26s
[2025-11-25T12:03:37.073350] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:03:37.074205] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:37.074346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:37.077872] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 4.3s | Global ETA: 33m 26s
[2025-11-25T12:03:37.078177] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:03:37.079051] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:03:37.079201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:37.079145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:37.079964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:37.081097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:37.081332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:37.081715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:37.082119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:37.082245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:37.083128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:37.084972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:37.085911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:37.090347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:37.091725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:37.093115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:37.093870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:37.095766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:37.096368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:37.097538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:37.099254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:37.100503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:37.101335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:37.169751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:37.172251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:37.178933] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.74% | Symbol ETA: 2.5s | Global ETA: 33m 26s
[2025-11-25T12:03:37.359256] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.83%, Actual: 1.77%
[2025-11-25T12:03:37.367828] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:03:37.453478] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:03:37.517327] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:03:37.529748] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.92%, Actual: 4.51%
[2025-11-25T12:03:37.548287] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:37.627231] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 27.0s | Global ETA: 33m 27s
[2025-11-25T12:03:37.627517] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:03:37.628360] [DEBUG] [FEATURES  ] DataBuilder: Executing 20 feature methods.
[2025-11-25T12:03:37.628511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:37.632157] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:37.633370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:37.635226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:37.635809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:37.636338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:37.636853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:37.637721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:37.638590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:37.641068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:37.693873] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:37.705070] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.16%, Actual: 3.14%
[2025-11-25T12:03:37.714919] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 3.6s | Global ETA: 33m 27s
[2025-11-25T12:03:37.715241] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:03:37.716170] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:03:37.716291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:37.717172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:37.718549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:37.719339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:37.722275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:37.723203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:37.727956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:37.729468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:37.730901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:37.731594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:37.733544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:37.734198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:37.735348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:37.737172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:37.738400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:37.739234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:37.761146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:37.763217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:37.789850] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 1.18% | Symbol ETA: 4.8s | Global ETA: 33m 27s
[2025-11-25T12:03:37.790150] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:03:37.790998] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:37.791111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:37.796105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:37.798022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:37.798562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:37.799037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:37.799853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:37.805707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:37.806955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:37.859788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:37.860884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:37.862215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:37.883050] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.26%, Actual: 2.11%
[2025-11-25T12:03:37.888725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:03:37.891244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:37.945545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:37.946403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:37.948387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:37.951216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:37.952411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:38.057192] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 1.66%
[2025-11-25T12:03:38.123816] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:03:38.227739] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -0.59%, Actual: 0.48%
[2025-11-25T12:03:38.240794] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:03:38.308176] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:03:38.319532] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:38.401142] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 3.0s | Global ETA: 33m 27s
[2025-11-25T12:03:38.401443] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:03:38.402348] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T12:03:38.402495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:38.403324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:38.404697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:38.405418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:38.405926] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 1.80%, Actual: 0.17%
[2025-11-25T12:03:38.408232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:38.409102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:38.413497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:38.414944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:38.416355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:38.417120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:38.419018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:38.419608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:38.420759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:38.422475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:38.423631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:38.424460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:38.425412] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:38.480215] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:38.546767] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -4.39% | Symbol ETA: 4.0s | Global ETA: 33m 28s
[2025-11-25T12:03:38.564487] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 26.1s | Global ETA: 33m 28s
[2025-11-25T12:03:38.564708] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:03:38.565833] [DEBUG] [FEATURES  ] DataBuilder: Executing 20 feature methods.
[2025-11-25T12:03:38.565990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:38.571270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:38.573924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:38.574608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:38.575185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:38.575708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:38.576608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:38.577573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:38.577816] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.16%, Actual: 0.43%
[2025-11-25T12:03:38.580374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:38.716447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:38.718523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:38.729958] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -3.95%, Actual: 2.25%
[2025-11-25T12:03:38.750076] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 3.02%, Actual: 0.67%
[2025-11-25T12:03:38.763784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:38.765122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:38.785476] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:03:38.820007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:38.821138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:38.822584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:38.910728] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 5.76%, Actual: 8.06%
[2025-11-25T12:03:38.911840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:38.913060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:38.915020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:38.918852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:38.920117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:38.922359] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.74%, Actual: 2.39%
[2025-11-25T12:03:38.922669] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 35.3614%
[2025-11-25T12:03:38.922837] [INFO ] [main      ] LNG: DISCARDED add_signed_carry_history_11 (score: 35.36%)
[2025-11-25T12:03:38.922944] [INFO ] [main      ] LNG: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:03:38.923040] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_sma_ratio']
[2025-11-25T12:03:38.923145] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:03:38.937994] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:38.938528] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:03:38.939444] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:38.939618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:38.944464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:38.946360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:38.947021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:38.947541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:38.948397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:38.949319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:38.951091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:38.953869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:38.954738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:38.965144] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:39.048635] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 2.4s | Global ETA: 33m 28s
[2025-11-25T12:03:39.093573] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 0.90%, Actual: 1.90%
[2025-11-25T12:03:39.231787] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.52%, Actual: 0.68%
[2025-11-25T12:03:39.275888] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -5.85%, Actual: 5.15%
[2025-11-25T12:03:39.286040] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:03:39.313798] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:03:39.408712] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 0.82%
[2025-11-25T12:03:39.450335] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 11.13%, Actual: 4.95%
[2025-11-25T12:03:39.457811] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:39.495130] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:39.536358] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 25.2s | Global ETA: 33m 29s
[2025-11-25T12:03:39.536699] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:03:39.537789] [DEBUG] [FEATURES  ] DataBuilder: Executing 20 feature methods.
[2025-11-25T12:03:39.537958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:39.543111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:39.545076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:39.545686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:39.546259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:39.546770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:39.547658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:39.548581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:39.551196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:39.583639] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:03:39.627206] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -4.92%, Actual: 2.13%
[2025-11-25T12:03:39.663029] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.12% | Symbol ETA: 8.4s | Global ETA: 33m 29s
[2025-11-25T12:03:39.663308] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:03:39.664168] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:39.664308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:39.669629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:39.671664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:39.672298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:39.672796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:39.673605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:39.674720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:39.675372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:39.676507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:39.677816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:39.679366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:39.680248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:39.720799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:39.722117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:39.758094] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 0.54%
[2025-11-25T12:03:39.775553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:39.777035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:39.778380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:39.806163] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -4.99%, Actual: 3.19%
[2025-11-25T12:03:39.862539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:39.863744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:39.865720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:39.868697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:39.869928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:39.931528] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 0.84%
[2025-11-25T12:03:39.977457] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 3.45%
[2025-11-25T12:03:40.034516] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:03:40.105246] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.53%
[2025-11-25T12:03:40.150225] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 1.18%, Actual: 3.00%
[2025-11-25T12:03:40.208775] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:40.222509] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:03:40.283106] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.88%
[2025-11-25T12:03:40.321004] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -4.39%, Actual: 2.41%
[2025-11-25T12:03:40.321409] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 50.1254%
[2025-11-25T12:03:40.321576] [INFO ] [main      ] BBAR: DISCARDED add_range_volume_efficiency (score: 50.13%)
[2025-11-25T12:03:40.321711] [INFO ] [main      ] BBAR: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:03:40.321811] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:03:40.321932] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:03:40.336180] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:40.337052] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:03:40.338029] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:40.338197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:40.343051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:40.345402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:40.346011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:40.346486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:40.347339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:40.374234] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.90% | Symbol ETA: 7.6s | Global ETA: 33m 29s
[2025-11-25T12:03:40.374517] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:03:40.375375] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:40.375516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:40.380443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:40.382319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:40.382854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:40.383335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:40.384163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:40.385069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:40.386820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:40.389747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:40.390767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:40.401490] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:40.432465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:40.436992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:40.457160] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.23%
[2025-11-25T12:03:40.480508] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 24.3s | Global ETA: 33m 29s
[2025-11-25T12:03:40.480704] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:03:40.481490] [DEBUG] [FEATURES  ] DataBuilder: Executing 20 feature methods.
[2025-11-25T12:03:40.481748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:40.487339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:40.489422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:40.490095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:40.490676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:40.491172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:40.492144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:40.493125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:40.495756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:40.625831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:40.628113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:40.630276] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.25%
[2025-11-25T12:03:40.674338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:40.675982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:40.733929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:40.735599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:40.735512] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:03:40.737304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:40.778704] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:03:40.804283] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.67%, Actual: 0.93%
[2025-11-25T12:03:40.804711] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 47.2717%
[2025-11-25T12:03:40.804982] [INFO ] [main      ] BWG: KEPT add_return_volume_nonlinearity_proxies (score: 47.27%)
[2025-11-25T12:03:40.805131] [INFO ] [main      ] BWG: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:03:40.805247] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_shelf_lag']
[2025-11-25T12:03:40.805395] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:03:40.820394] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:40.821425] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:03:40.822430] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:40.822583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:40.823416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:40.824803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:40.825541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:40.828530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:40.829372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:40.833858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:40.835258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:40.836749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:40.837551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:40.839526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:40.840160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:40.841312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:40.843083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:40.843109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:40.844160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:40.844413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:40.845244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:40.846380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:40.846956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:40.849506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:40.850943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:40.910270] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:40.953767] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:41.059986] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -5.99% | Symbol ETA: 10.2s | Global ETA: 33m 30s
[2025-11-25T12:03:41.060258] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:03:41.061152] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:41.061305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:41.066797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:41.068924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:41.069507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:41.070015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:41.070900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:41.072771] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -1.56% | Symbol ETA: 6.9s | Global ETA: 33m 30s
[2025-11-25T12:03:41.072914] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:03:41.073721] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:41.073816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:41.078714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:41.080535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:41.082269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:41.082737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:41.083490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:41.084344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:41.086119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:41.088849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:41.089618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:41.169321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:41.173839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:41.202343] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:03:41.235604] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:03:41.376052] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:41.412749] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:41.439470] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:03:41.493771] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 23.3s | Global ETA: 33m 30s
[2025-11-25T12:03:41.494044] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:03:41.495014] [DEBUG] [FEATURES  ] DataBuilder: Executing 20 feature methods.
[2025-11-25T12:03:41.495170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:41.500346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:41.502336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:41.503004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:41.503555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:41.504064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:41.504938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:41.505951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:41.508828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:41.556609] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 8.8s | Global ETA: 33m 30s
[2025-11-25T12:03:41.556919] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:03:41.557843] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:41.558000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:41.558868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:41.560216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:41.560173] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:03:41.560904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:41.563767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:41.564591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:41.569297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:41.570552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:41.571944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:41.572684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:41.574520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:41.575108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:41.576261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:41.577994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:41.579146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:41.579946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:41.581504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:41.614058] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:41.641044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:41.643416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:41.688672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:41.690253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:41.746385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:41.747848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:41.749817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:41.763874] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:41.795979] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.10% | Symbol ETA: 6.2s | Global ETA: 33m 31s
[2025-11-25T12:03:41.796468] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:03:41.797575] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:41.797737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:41.802871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:41.804704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:41.805307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:41.805790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:41.806585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:41.807541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:41.809346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:41.812175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:41.813060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:41.836950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:41.838025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:41.839983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:41.843130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:41.844297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:41.884754] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 4.59% | Symbol ETA: 9.9s | Global ETA: 33m 31s
[2025-11-25T12:03:41.885050] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:03:41.885922] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:41.886064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:41.891906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:41.894290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:41.894888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:41.895395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:41.896236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:41.938514] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:03:41.982062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:41.986564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:42.117789] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:42.163476] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:03:42.194152] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:03:42.288925] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 8.1s | Global ETA: 33m 31s
[2025-11-25T12:03:42.289210] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:03:42.290081] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:42.290229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:42.291043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:42.292359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:42.293112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:42.295869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:42.296672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:42.300996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:42.302235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:42.303618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:42.304403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:42.306250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:42.306839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:42.307993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:42.309693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:42.310843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:42.311604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:42.313158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:42.326159] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:03:42.333754] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:42.368027] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:42.459188] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 22.4s | Global ETA: 33m 31s
[2025-11-25T12:03:42.459487] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:03:42.460381] [DEBUG] [FEATURES  ] DataBuilder: Executing 20 feature methods.
[2025-11-25T12:03:42.460531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:42.465434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:42.467338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:42.467939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:42.468464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:42.468959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:42.469814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:42.470726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:42.473285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:42.495928] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:42.503588] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 5.5s | Global ETA: 33m 31s
[2025-11-25T12:03:42.503896] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:03:42.504758] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:42.504891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:42.509902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:42.511897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:42.512461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:42.512941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:42.513755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:42.514622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:42.516430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:42.519808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:42.520994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:42.595138] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -1.24% | Symbol ETA: 9.0s | Global ETA: 33m 31s
[2025-11-25T12:03:42.595306] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:03:42.596120] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:42.596332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:42.600362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:42.601255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:42.602639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:42.603128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:42.603724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:42.604195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:42.605027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:42.667336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:42.669242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:42.676454] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:03:42.688426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:42.692866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:42.734823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:42.736541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:42.738681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:42.845128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:42.846343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:42.848482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:42.852047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:42.853503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:42.862139] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:42.944681] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:03:43.038946] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:03:43.045441] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.09% | Symbol ETA: 7.4s | Global ETA: 33m 32s
[2025-11-25T12:03:43.045754] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:03:43.046728] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:43.046882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:43.047773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:43.049244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:43.050015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:43.053048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:43.054018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:43.058744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:43.060328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:43.062070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:43.062934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:43.065009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:43.065710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:43.066918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:43.068754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:43.069917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:43.070659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:43.072412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:43.124512] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:43.211206] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:43.233660] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:03:43.290139] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -2.19% | Symbol ETA: 4.8s | Global ETA: 33m 32s
[2025-11-25T12:03:43.290414] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:03:43.291297] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:43.291433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:43.296925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:43.299118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:43.299830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:43.300314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:43.301154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:43.302072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:43.303826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:43.306829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:43.307771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:43.312367] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -1.16% | Symbol ETA: 8.2s | Global ETA: 33m 32s
[2025-11-25T12:03:43.312690] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:03:43.313581] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:43.313757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:43.318622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:43.320559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:43.321188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:43.321682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:43.322437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:43.410492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:43.412302] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:43.415293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:43.433863] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:03:43.492012] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 21.4s | Global ETA: 33m 32s
[2025-11-25T12:03:43.619143] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:43.671243] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:03:43.676747] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:03:43.770569] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:03:43.801773] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 6.7s | Global ETA: 33m 33s
[2025-11-25T12:03:43.802060] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:03:43.802961] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:43.803169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:43.804059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:43.805836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:43.806738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:43.809858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:43.810678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:43.815287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:43.816753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:43.818467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:43.819249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:43.821221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:43.821848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:43.823703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:43.825588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:43.826829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:43.827662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:43.829322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:43.849058] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:03:43.855859] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:43.950951] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:44.023898] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.88% | Symbol ETA: 4.1s | Global ETA: 33m 33s
[2025-11-25T12:03:44.024187] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:03:44.025043] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:44.025206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:44.030459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:44.032509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:44.033154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:44.033633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:44.034539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:44.035445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:44.036356] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:03:44.037368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:44.040123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:44.041071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:44.051704] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 4.21% | Symbol ETA: 7.4s | Global ETA: 33m 33s
[2025-11-25T12:03:44.051999] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:03:44.053121] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:44.053270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:44.058536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:44.060664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:44.061414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:44.061928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:44.062989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:44.152471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:44.156759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:44.192622] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:03:44.218829] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:03:44.375569] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:44.396063] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:03:44.400329] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:03:44.554327] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.90% | Symbol ETA: 5.9s | Global ETA: 33m 33s
[2025-11-25T12:03:44.554476] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:03:44.555313] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:44.555397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:44.555510] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:03:44.556219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:44.557770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:44.558674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:44.561595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:44.562447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:44.567050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:44.568373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:44.569773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:44.570523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:44.572151] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:03:44.572464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:44.573085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:44.574236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:44.576018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:44.577196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:44.577937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:44.578803] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:44.579470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:44.734812] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:44.746107] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.87% | Symbol ETA: 3.3s | Global ETA: 33m 33s
[2025-11-25T12:03:44.746265] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:03:44.746827] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:03:44.747128] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:44.747211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:44.752341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:44.754220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:44.754749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:44.755224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:44.756094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:44.757324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:44.759223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:44.762045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:44.763079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:44.838119] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -8.64% | Symbol ETA: 6.7s | Global ETA: 33m 33s
[2025-11-25T12:03:44.838265] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:03:44.839060] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:44.839135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:44.844032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:44.845863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:44.846537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:44.846957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:44.847761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:44.918133] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:03:44.930589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:44.934630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:44.944705] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:03:45.087469] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:03:45.114627] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:03:45.120757] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:45.258560] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:03:45.258975] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:03:45.259141] [INFO ] [main      ] CMU: KEPT add_late_session_pressure (score: 13.53%)
[2025-11-25T12:03:45.259264] [INFO ] [main      ] CMU: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:03:45.259375] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity']
[2025-11-25T12:03:45.259527] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:03:45.271776] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:03:45.273788] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:45.274256] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:03:45.275148] [DEBUG] [FEATURES  ] DataBuilder: Executing 21 feature methods.
[2025-11-25T12:03:45.275235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:45.280166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:45.282028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:45.282522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:45.283000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:45.283421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:45.284193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:45.285043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:45.287586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:45.290509] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:45.299366] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.24% | Symbol ETA: 5.2s | Global ETA: 33m 34s
[2025-11-25T12:03:45.299528] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:03:45.300344] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:45.300429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:45.301166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:45.302492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:45.303196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:45.305938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:45.306674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:45.311122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:45.312315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:45.313723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:45.314438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:45.316241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:45.316773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:45.317876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:45.319596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:45.320719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:45.321432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:45.322926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:45.414549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:45.416595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:45.443480] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:45.452383] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 2.36% | Symbol ETA: 2.6s | Global ETA: 33m 34s
[2025-11-25T12:03:45.452544] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:03:45.453328] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:45.453406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:45.458194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:45.460452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:45.461255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:45.461704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:45.462522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:45.462617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:45.463575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:45.463864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:45.465622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:45.468379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:45.469281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:45.520948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:45.522062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:45.523530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:45.546099] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -4.52% | Symbol ETA: 5.9s | Global ETA: 33m 34s
[2025-11-25T12:03:45.546252] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:03:45.547103] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:45.547182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:45.552257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:45.554258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:45.555067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:45.555753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:45.556789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:45.619452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:45.620478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:45.622892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:45.626094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:45.627597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:45.629908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:45.656857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:45.663618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:45.705787] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:03:45.874031] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:03:45.893449] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:46.082103] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:03:46.092875] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 4.4s | Global ETA: 33m 35s
[2025-11-25T12:03:46.093206] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:03:46.094276] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:46.094479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:46.095088] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:46.095557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:46.097535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:46.098400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:46.099381] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:03:46.101662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:46.102758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:46.109091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:46.111257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:46.113485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:46.114851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:46.117753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:46.118639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:46.120192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:46.122831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:46.124363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:46.125295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:46.127186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:46.310961] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 1.9s | Global ETA: 33m 35s
[2025-11-25T12:03:46.341405] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:46.360512] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:46.445779] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 30.3s | Global ETA: 33m 35s
[2025-11-25T12:03:46.445945] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:03:46.446974] [DEBUG] [FEATURES  ] DataBuilder: Executing 21 feature methods.
[2025-11-25T12:03:46.447147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:46.453688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:46.456581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:46.457838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:46.458634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:46.459343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:46.460713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:46.462170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:46.466314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:46.501196] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 4.69% | Symbol ETA: 5.2s | Global ETA: 33m 35s
[2025-11-25T12:03:46.501575] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:03:46.502989] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:46.503187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:46.509861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:46.512601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:46.513470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:46.514109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:46.515286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:46.559868] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.12%, Actual: 1.77%
[2025-11-25T12:03:46.618921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:46.622745] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:03:46.623487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:46.631220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:46.634501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:46.699931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:46.702160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:46.770256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:46.771607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:46.773170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:46.776178] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 4.51%
[2025-11-25T12:03:46.859785] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:46.870945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:46.872440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:46.875341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:46.879724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:46.881671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:46.884885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:46.966282] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -1.56%, Actual: 3.14%
[2025-11-25T12:03:47.080333] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:03:47.080799] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 3.8s | Global ETA: 33m 36s
[2025-11-25T12:03:47.081112] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:03:47.082221] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:47.082449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:47.083429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:47.084948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:47.085782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:47.088991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:47.090161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:47.095384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:47.097271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:47.098967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:47.099903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:47.102184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:47.102930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:47.104141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:47.106345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:47.107886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:47.108875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:47.110745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:47.150977] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.10%, Actual: 2.11%
[2025-11-25T12:03:47.251112] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:47.251362] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:03:47.327503] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 1.66%
[2025-11-25T12:03:47.354446] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 1.69% | Symbol ETA: 4.5s | Global ETA: 33m 36s
[2025-11-25T12:03:47.354814] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:03:47.355859] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:47.356038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:47.361348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:47.363674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:47.364340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:47.364881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:47.365763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:47.422758] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:47.461508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:03:47.466546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:47.497270] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -2.19%, Actual: 0.48%
[2025-11-25T12:03:47.505334] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 28.7s | Global ETA: 33m 36s
[2025-11-25T12:03:47.505652] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:03:47.505704] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:03:47.506480] [DEBUG] [FEATURES  ] DataBuilder: Executing 21 feature methods.
[2025-11-25T12:03:47.506662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:47.511525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:47.513380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:47.513956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:47.514495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:47.514997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:47.515835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:47.516741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:47.519295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:47.649691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:47.652004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:47.669981] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.88%, Actual: 0.17%
[2025-11-25T12:03:47.680947] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:47.696193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:47.697993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:47.755195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:47.756511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:47.758041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:47.808870] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:03:47.847489] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.87%, Actual: 0.43%
[2025-11-25T12:03:47.848982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:47.850169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:47.852225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:47.852687] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 3.0s | Global ETA: 33m 36s
[2025-11-25T12:03:47.852843] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:03:47.853664] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:47.853764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:47.854535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:47.855830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:47.855960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:47.856663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:47.857566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:47.859399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:47.860172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:47.860179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:47.864428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:47.865597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:47.866931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:47.867613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:47.869418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:47.869959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:47.871033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:47.872728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:47.873802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:47.874514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:03:47.876013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:47.977294] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:48.019488] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 2.36%, Actual: 0.67%
[2025-11-25T12:03:48.079516] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -4.84% | Symbol ETA: 3.7s | Global ETA: 33m 37s
[2025-11-25T12:03:48.191785] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.78%, Actual: 2.39%
[2025-11-25T12:03:48.192153] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 32.0103%
[2025-11-25T12:03:48.192307] [INFO ] [main      ] LNG: DISCARDED add_sma_ratio (score: 32.01%)
[2025-11-25T12:03:48.192414] [INFO ] [main      ] LNG: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:03:48.192510] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_vol_of_vol']
[2025-11-25T12:03:48.192634] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:03:48.207202] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:48.207872] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:03:48.208792] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:48.208925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:48.213745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:48.215628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:48.216189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:48.216668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:48.216947] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:03:48.217174] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:03:48.217472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:48.218307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:48.219971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:48.222544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:03:48.223752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:48.284281] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -5.99%, Actual: 2.25%
[2025-11-25T12:03:48.392254] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:48.397849] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:48.460769] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 4.59%, Actual: 8.06%
[2025-11-25T12:03:48.484972] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 27.3s | Global ETA: 33m 37s
[2025-11-25T12:03:48.485271] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:03:48.486148] [DEBUG] [FEATURES  ] DataBuilder: Executing 21 feature methods.
[2025-11-25T12:03:48.486305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:48.491549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:48.493576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:48.494198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:48.494767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:48.495294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:48.496193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:48.497176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:48.499921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:48.561772] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.86% | Symbol ETA: 2.2s | Global ETA: 33m 37s
[2025-11-25T12:03:48.573821] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:03:48.630671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:48.632728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:48.647540] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -1.24%, Actual: 1.90%
[2025-11-25T12:03:48.682066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:48.683592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:48.732576] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.29%, Actual: 0.68%
[2025-11-25T12:03:48.740973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:48.742312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:48.743729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:48.774174] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:48.835350] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -1.16%, Actual: 5.15%
[2025-11-25T12:03:48.836570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:48.841101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:48.843200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:48.846181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:48.847454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:48.849608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:48.910024] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 0.82%
[2025-11-25T12:03:48.977033] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.41% | Symbol ETA: 8.4s | Global ETA: 33m 37s
[2025-11-25T12:03:48.977378] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:03:48.978383] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:48.978525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:48.984472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:48.986693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:48.987391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:48.987989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:48.988948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:48.989981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:48.991852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:48.995131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:03:48.996541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:49.017099] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 4.21%, Actual: 4.95%
[2025-11-25T12:03:49.079022] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 0.49%
[2025-11-25T12:03:49.195451] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -8.64%, Actual: 2.13%
[2025-11-25T12:03:49.210990] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:03:49.249352] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 0.54%
[2025-11-25T12:03:49.375319] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -4.52%, Actual: 3.19%
[2025-11-25T12:03:49.388880] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:49.423342] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.90%, Actual: 0.84%
[2025-11-25T12:03:49.423715] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:03:49.475231] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 26.1s | Global ETA: 33m 38s
[2025-11-25T12:03:49.475521] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:03:49.476413] [DEBUG] [FEATURES  ] DataBuilder: Executing 21 feature methods.
[2025-11-25T12:03:49.476568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:49.481942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:49.484042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:49.484621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:49.485262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:49.485809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:49.486953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:49.488078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:49.490935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:49.559730] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 4.69%, Actual: 3.45%
[2025-11-25T12:03:49.598546] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 0.53%
[2025-11-25T12:03:49.610570] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:49.621958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:49.624142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:49.670709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:49.672132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:49.727753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:49.729028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:49.730551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:49.740229] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 1.69%, Actual: 3.00%
[2025-11-25T12:03:49.771187] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.88%
[2025-11-25T12:03:49.779686] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.05% | Symbol ETA: 7.8s | Global ETA: 33m 38s
[2025-11-25T12:03:49.779962] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:03:49.780807] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:49.780951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:49.785769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:49.787603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:49.788198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:49.788694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:49.789516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:49.790412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:49.792139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:49.794832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:03:49.796035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:49.814740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:49.815816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:49.817779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:49.820625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:49.821860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:49.824298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:49.912814] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -4.84%, Actual: 2.41%
[2025-11-25T12:03:49.913191] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 52.7758%
[2025-11-25T12:03:49.913388] [INFO ] [main      ] BBAR: DISCARDED add_range_volume_efficiency_refinements (score: 52.78%)
[2025-11-25T12:03:49.913507] [INFO ] [main      ] BBAR: Testing feature 39/53: add_regime
[2025-11-25T12:03:49.913614] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_regime']
[2025-11-25T12:03:49.913741] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:03:49.926675] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:49.927365] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:03:49.928342] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:49.928423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:49.933453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:49.935536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:49.936304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:49.936837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:49.937787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:49.949232] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.23%
[2025-11-25T12:03:50.029637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:50.051184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:50.132046] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.25%
[2025-11-25T12:03:50.140330] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:03:50.180304] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:03:50.308509] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.86%, Actual: 0.93%
[2025-11-25T12:03:50.308918] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 39.0348%
[2025-11-25T12:03:50.309051] [INFO ] [main      ] BWG: DISCARDED add_shelf_lag (score: 39.03%)
[2025-11-25T12:03:50.309179] [INFO ] [main      ] BWG: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:03:50.309307] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11']
[2025-11-25T12:03:50.309424] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:03:50.313158] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:50.323930] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:50.324395] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:03:50.325294] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:50.325399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:50.326172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:50.327667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:50.328455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:50.331403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:50.332305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:50.337050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:50.338317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:50.339935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:50.340658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:50.342526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:50.343166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:50.344315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:50.346168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:50.347375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:50.348207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:50.349794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:50.359173] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:50.406206] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:03:50.449226] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 25.0s | Global ETA: 33m 39s
[2025-11-25T12:03:50.449532] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:03:50.450500] [DEBUG] [FEATURES  ] DataBuilder: Executing 21 feature methods.
[2025-11-25T12:03:50.450679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:50.455877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:50.457889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:50.458506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:50.459063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:50.459558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:50.460441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:50.461382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:50.463997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:50.482528] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 2.10% | Symbol ETA: 6.8s | Global ETA: 33m 39s
[2025-11-25T12:03:50.482840] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:03:50.483700] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:50.483845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:50.488899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:50.490807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:50.491369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:50.491875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:50.492753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:50.493710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:50.495481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:50.498283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:03:50.499521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:50.581321] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:50.589306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:50.591615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:50.634984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:50.636467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:50.683060] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -4.77% | Symbol ETA: 10.3s | Global ETA: 33m 39s
[2025-11-25T12:03:50.683342] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:03:50.684209] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:50.684353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:50.689352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:50.690917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:50.691215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:50.691803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:50.692273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:50.692217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:50.693044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:50.693661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:50.703616] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:03:50.778767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:50.779987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:50.782016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:50.784432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:50.784999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:50.786275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:50.788418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:50.805965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:50.844633] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:03:50.880013] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:50.966476] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 8.0s | Global ETA: 33m 39s
[2025-11-25T12:03:50.966617] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:03:50.967433] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:50.967518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:50.968281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:50.969572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:50.970244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:50.973174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:50.973959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:50.978522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:50.979704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:50.981005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:50.981676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:50.983452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:50.983966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:50.985018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:50.986636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:50.987766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:50.988488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:50.989890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:51.020220] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:51.143763] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:03:51.159447] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:03:51.196156] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.01% | Symbol ETA: 6.0s | Global ETA: 33m 39s
[2025-11-25T12:03:51.196313] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:03:51.197196] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:51.197427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:51.202620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:51.204637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:51.205263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:51.205779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:51.206612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:51.208276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:51.210678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:51.213587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:03:51.214926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:51.314434] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:51.333980] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:51.341982] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:03:51.396410] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 23.9s | Global ETA: 33m 40s
[2025-11-25T12:03:51.396717] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:03:51.397551] [DEBUG] [FEATURES  ] DataBuilder: Executing 21 feature methods.
[2025-11-25T12:03:51.397719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:51.402690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:51.404578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:51.405182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:51.405732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:51.406217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:51.407242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:51.408145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:51.410674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:51.432790] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 5.84% | Symbol ETA: 9.6s | Global ETA: 33m 40s
[2025-11-25T12:03:51.433084] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:03:51.433927] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:51.434071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:51.438948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:51.440816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:51.441368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:51.441855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:51.442737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:51.516150] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:51.529792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:51.530765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:51.532931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:51.550807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:51.559722] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:03:51.575406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:51.576682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:51.601346] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 1.34% | Symbol ETA: 7.4s | Global ETA: 33m 40s
[2025-11-25T12:03:51.601493] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:03:51.602255] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:51.602338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:51.603053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:51.604317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:51.605027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:51.607717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:51.608439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:51.612729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:51.613896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:51.615189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:51.615843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:51.617631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:51.618140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:51.619158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:51.620808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:51.621881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:51.622572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:51.624005] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:51.629779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:51.630693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:51.631999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:51.715311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:51.716308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:51.718433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:51.721522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:51.722694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:51.724723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:51.743579] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:51.898294] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:03:51.910068] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.54% | Symbol ETA: 5.2s | Global ETA: 33m 40s
[2025-11-25T12:03:51.910217] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:03:51.911111] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:51.911226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:51.916332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:51.918353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:51.918908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:51.919543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:51.920396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:51.921325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:51.923153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:51.926154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:03:51.927735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:51.972201] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:03:52.064476] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:03:52.069239] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:52.157725] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:52.168217] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -4.31% | Symbol ETA: 8.8s | Global ETA: 33m 40s
[2025-11-25T12:03:52.168556] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:03:52.169414] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:52.169558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:52.174386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:52.176281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:52.176884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:52.177370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:52.178214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:52.231832] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:52.247912] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 6.8s | Global ETA: 33m 40s
[2025-11-25T12:03:52.248063] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:03:52.248858] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:52.248944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:52.249688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:52.251062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:52.251778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:52.254553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:52.255323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:52.259776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:52.261013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:52.262523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:52.263291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:52.265223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:52.265832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:52.267073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:52.268960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:52.270159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:52.270976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:52.272268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:52.272528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:52.299524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:52.310838] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:03:52.327601] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 22.8s | Global ETA: 33m 41s
[2025-11-25T12:03:52.327751] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:03:52.328496] [DEBUG] [FEATURES  ] DataBuilder: Executing 21 feature methods.
[2025-11-25T12:03:52.328573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:52.333523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:52.335391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:52.335972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:52.336495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:52.336988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:52.337842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:52.338748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:52.341246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:52.462200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:52.464238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:52.482711] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:52.508053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:52.509721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:52.562037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:52.562963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:52.564264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:52.621074] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:03:52.637081] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:03:52.649098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:52.650053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:52.651994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:52.652985] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -2.34% | Symbol ETA: 4.4s | Global ETA: 33m 41s
[2025-11-25T12:03:52.653274] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:03:52.654140] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:52.654281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:52.654903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:52.656122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:52.658247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:52.659296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:52.661218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:52.661830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:52.662363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:52.663332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:52.664251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:52.666017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:52.668783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:03:52.670018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:52.796946] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:52.808258] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:52.883782] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.18% | Symbol ETA: 6.1s | Global ETA: 33m 41s
[2025-11-25T12:03:52.884070] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:03:52.884923] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:52.885069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:52.885905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:52.887264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:52.888008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:52.890786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:52.891580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:52.895922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:52.897274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:52.898622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:52.899400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:52.901246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:52.901829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:52.902932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:52.904602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:52.905748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:52.906560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:52.906538] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -4.12% | Symbol ETA: 8.0s | Global ETA: 33m 41s
[2025-11-25T12:03:52.906838] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:03:52.907999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:52.908291] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:52.908442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:52.913248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:52.915073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:52.915624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:52.916098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:52.916929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:53.000436] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:03:53.002979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:53.022137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:53.041844] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:03:53.169220] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:53.218381] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:53.246056] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:03:53.250004] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 21.8s | Global ETA: 33m 41s
[2025-11-25T12:03:53.250288] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:03:53.251142] [DEBUG] [FEATURES  ] DataBuilder: Executing 21 feature methods.
[2025-11-25T12:03:53.251290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:53.256174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:53.258023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:53.258595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:53.259137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:53.259549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:53.260389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:53.261277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:53.263819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:53.359996] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:03:53.382049] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 3.7s | Global ETA: 33m 42s
[2025-11-25T12:03:53.382343] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:03:53.383182] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:53.383323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:53.388228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:53.389055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:53.390095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:53.390681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:53.391148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:53.391165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:53.391941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:53.392869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:53.394561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:53.397311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:03:53.398495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:53.416361] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:53.439789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:53.441164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:53.495973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:53.497292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:53.498712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:53.503464] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.00% | Symbol ETA: 5.4s | Global ETA: 33m 42s
[2025-11-25T12:03:53.503608] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:03:53.504377] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:53.504479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:53.505228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:53.506559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:53.507263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:53.510136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:53.510943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:53.515321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:53.516589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:53.517993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:53.518756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:53.520601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:53.521179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:53.522325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:53.524048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:53.525198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:53.525995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:53.527516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:53.536085] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:03:53.587422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:53.588681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:53.590731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:53.593784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:53.595024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:53.597225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:53.638660] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 5.66% | Symbol ETA: 7.2s | Global ETA: 33m 42s
[2025-11-25T12:03:53.638814] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:03:53.639558] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:53.639659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:53.644397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:53.646194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:53.646764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:53.647260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:53.648129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:53.731928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:53.747851] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:03:53.751403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:53.871776] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:03:53.919783] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:53.942083] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:03:54.043459] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:54.085117] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.73% | Symbol ETA: 2.9s | Global ETA: 33m 42s
[2025-11-25T12:03:54.085406] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:03:54.086271] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:54.086425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:54.091308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:54.093216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:54.093837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:54.094306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:54.095130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:54.096056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:54.097055] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:03:54.097863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:54.100636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:03:54.101898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:54.116389] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:54.140387] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 4.8s | Global ETA: 33m 42s
[2025-11-25T12:03:54.140531] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:03:54.141294] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:54.141378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:54.142093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:54.143375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:54.144050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:54.146946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:54.147697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:54.152756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:54.153968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:54.155263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:54.155951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:54.157747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:54.158269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:54.159313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:54.160976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:54.162060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:54.162971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:54.164792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:54.208506] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 20.8s | Global ETA: 33m 42s
[2025-11-25T12:03:54.208804] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:03:54.209787] [DEBUG] [FEATURES  ] DataBuilder: Executing 21 feature methods.
[2025-11-25T12:03:54.209947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:54.215111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:54.217146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:54.217771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:54.218349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:54.218877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:54.219769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:54.220707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:54.223338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:54.275902] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:03:54.349792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:54.352040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:54.374911] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -8.90% | Symbol ETA: 6.5s | Global ETA: 33m 42s
[2025-11-25T12:03:54.375180] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:03:54.376048] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:54.376194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:54.381097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:54.383016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:54.383575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:54.384056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:54.384897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:54.396365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:54.397731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:54.451624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:54.452272] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:03:54.452781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:54.454127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:54.469581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:54.489817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:54.506570] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:03:54.538147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:54.539291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:54.541307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:54.544228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:54.545544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:54.547661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:54.626218] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:54.678012] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:54.763301] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 4.2s | Global ETA: 33m 43s
[2025-11-25T12:03:54.763594] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:03:54.764986] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:54.765132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:54.765967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:54.767351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:54.768103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:54.771008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:54.771896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:54.776360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:54.777694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:54.779107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:54.780059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:54.782011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:54.782618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:54.783826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:54.785463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:54.786630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:54.786881] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: -0.50% | Symbol ETA: 2.2s | Global ETA: 33m 43s
[2025-11-25T12:03:54.787155] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:03:54.787458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:54.788058] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:54.788191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:54.788902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:54.793210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:54.795172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:54.795781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:54.796297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:54.797154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:54.798075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:54.799909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:54.802711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:03:54.803996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:54.838321] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:03:54.900762] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:03:55.012210] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:03:55.081510] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:55.110166] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 5.8s | Global ETA: 33m 43s
[2025-11-25T12:03:55.110448] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:03:55.111274] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:55.111418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:55.116202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:55.118026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:55.118603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:55.119083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:55.119946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:55.133327] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:03:55.156920] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:03:55.167082] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 19.8s | Global ETA: 33m 43s
[2025-11-25T12:03:55.201598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:55.220534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:55.302720] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:55.329081] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:55.343763] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:03:55.386226] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 3.5s | Global ETA: 33m 43s
[2025-11-25T12:03:55.386374] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:03:55.387172] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:55.387256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:55.387975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:55.389287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:55.389968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:55.392600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:55.393324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:55.397738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:55.398941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:55.400238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:55.400919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:55.402677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:55.403182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:55.404192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:55.405866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:55.406964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:55.407716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:55.409102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:55.495827] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.53% | Symbol ETA: 1.5s | Global ETA: 33m 43s
[2025-11-25T12:03:55.526941] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:03:55.560586] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:03:55.668294] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.41%, Actual: 1.77%
[2025-11-25T12:03:55.701048] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:03:55.729536] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:03:55.752021] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:03:55.826293] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -1.41% | Symbol ETA: 5.0s | Global ETA: 33m 44s
[2025-11-25T12:03:55.826583] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:03:55.827426] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:55.827566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:55.832355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:55.834192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:55.834760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:55.835222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:55.836053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:55.838541] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.05%, Actual: 4.51%
[2025-11-25T12:03:55.871163] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:03:55.919348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:55.926361] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:55.938952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:56.007507] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 2.10%, Actual: 3.14%
[2025-11-25T12:03:56.008243] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 2.9s | Global ETA: 33m 44s
[2025-11-25T12:03:56.008543] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:03:56.010345] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:56.010489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:56.011286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:56.012612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:56.013354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:56.016106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:56.016911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:56.021226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:56.022461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:56.023824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:56.024543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:56.026374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:56.026956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:56.028077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:56.029818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:56.030929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:56.031813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:03:56.033271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:56.046595] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:03:56.183434] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.01%, Actual: 2.11%
[2025-11-25T12:03:56.220676] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:03:56.288793] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:03:56.360075] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.54%, Actual: 1.66%
[2025-11-25T12:03:56.379432] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:03:56.391044] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:03:56.457551] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:03:56.543776] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -2.34%, Actual: 0.48%
[2025-11-25T12:03:56.555176] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:56.555498] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 0.55% | Symbol ETA: 4.3s | Global ETA: 33m 44s
[2025-11-25T12:03:56.555658] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:03:56.556444] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:56.556539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:56.561348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:56.563221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:56.563835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:56.564300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:56.565131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:56.565779] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:03:56.637030] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 2.3s | Global ETA: 33m 45s
[2025-11-25T12:03:56.646609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:03:56.665873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:56.721770] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.39%, Actual: 0.17%
[2025-11-25T12:03:56.734331] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:03:56.807417] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.24%, Actual: 0.68%
[2025-11-25T12:03:56.895585] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.73%, Actual: 0.43%
[2025-11-25T12:03:56.903683] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:03:56.904051] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:03:56.904223] [INFO ] [main      ] CMU: KEPT add_micro_gap_fill_velocity (score: 13.53%)
[2025-11-25T12:03:56.904342] [INFO ] [main      ] CMU: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:03:56.904452] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:03:56.904610] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:03:56.980200] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 1.34%, Actual: 0.82%
[2025-11-25T12:03:56.981132] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:56.981607] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:03:56.982520] [DEBUG] [FEATURES  ] DataBuilder: Executing 22 feature methods.
[2025-11-25T12:03:56.982696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:56.987692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:56.989557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:56.990136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:56.990691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:56.991189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:56.992043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:56.993056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:56.995594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:57.005562] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:03:57.073408] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 0.67%
[2025-11-25T12:03:57.140063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:57.142139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:57.152988] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:03:57.185734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:57.187065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:57.201843] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:03:57.241888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:57.243096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:57.244469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:57.251918] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.53%, Actual: 2.39%
[2025-11-25T12:03:57.252300] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 48.5937%
[2025-11-25T12:03:57.252463] [INFO ] [main      ] LNG: DISCARDED add_vol_of_vol (score: 48.59%)
[2025-11-25T12:03:57.252574] [INFO ] [main      ] LNG: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:03:57.252692] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_volatility_decay_ratio']
[2025-11-25T12:03:57.252801] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:03:57.268336] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:57.268948] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:03:57.269929] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:57.270084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:57.275272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:57.277261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:57.277863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:57.278350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:57.279313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:57.280328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:57.282146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:57.285015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:03:57.286358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:57.299110] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 3.5s | Global ETA: 33m 45s
[2025-11-25T12:03:57.324451] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.18%, Actual: 0.54%
[2025-11-25T12:03:57.332334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:57.333402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:57.335408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:57.338403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:57.339700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:57.341919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:57.342828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:57.471584] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -4.77%, Actual: 2.25%
[2025-11-25T12:03:57.495717] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.00%, Actual: 0.84%
[2025-11-25T12:03:57.641912] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:03:57.645201] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 5.84%, Actual: 8.06%
[2025-11-25T12:03:57.667107] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 0.53%
[2025-11-25T12:03:57.687322] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:03:57.810590] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:57.820220] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -4.31%, Actual: 1.90%
[2025-11-25T12:03:57.837488] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.88%
[2025-11-25T12:03:57.858936] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:57.943421] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 27.3s | Global ETA: 33m 46s
[2025-11-25T12:03:57.943732] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:03:57.944567] [DEBUG] [FEATURES  ] DataBuilder: Executing 22 feature methods.
[2025-11-25T12:03:57.944737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:57.950014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:57.951995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:57.952581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:57.953148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:57.953669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:57.954514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:57.955434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:57.958085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:57.969382] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 7.5s | Global ETA: 33m 46s
[2025-11-25T12:03:57.969694] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:03:57.970515] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:57.970670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:57.975457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:57.977357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:57.977940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:57.978413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:57.979225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:57.980112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:57.981826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:57.984481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:03:57.985724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:57.993484] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -4.12%, Actual: 5.15%
[2025-11-25T12:03:58.006236] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.23%
[2025-11-25T12:03:58.090965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:58.093202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:58.139063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:58.140440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:58.168517] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 5.66%, Actual: 4.95%
[2025-11-25T12:03:58.179113] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 0.25%
[2025-11-25T12:03:58.194816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:58.195885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:58.197249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:58.282699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:58.283754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:58.285700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:58.288571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:58.289946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:58.292026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:58.292865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:58.326863] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:03:58.340350] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -8.90%, Actual: 2.13%
[2025-11-25T12:03:58.354117] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.93%
[2025-11-25T12:03:58.354452] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 43.7215%
[2025-11-25T12:03:58.355796] [INFO ] [main      ] BWG: DISCARDED add_signed_carry_history_11 (score: 43.72%)
[2025-11-25T12:03:58.355976] [INFO ] [main      ] BWG: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:03:58.356134] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_sma_ratio']
[2025-11-25T12:03:58.356352] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:03:58.377225] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:58.377945] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:03:58.379288] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:58.379480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:58.380738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:58.382831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:58.383900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:58.387874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:58.388758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:58.393162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:58.394440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:58.395816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:58.396522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:58.398412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:58.399007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:58.400131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:58.401848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:58.403002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:58.403793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:58.404600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:58.502086] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:58.520292] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -0.54%, Actual: 3.19%
[2025-11-25T12:03:58.645964] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:03:58.679244] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -1.40% | Symbol ETA: 6.8s | Global ETA: 33m 46s
[2025-11-25T12:03:58.679516] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:03:58.680339] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:58.680425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:58.685204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:58.687044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:58.687547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:58.688021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:58.688824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:58.689692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:58.690936] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -1.41%, Actual: 3.45%
[2025-11-25T12:03:58.691354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:58.693993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:03:58.695225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:58.755230] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:03:58.823135] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:58.861451] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 0.55%, Actual: 3.00%
[2025-11-25T12:03:58.909604] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 26.3s | Global ETA: 33m 47s
[2025-11-25T12:03:58.909925] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:03:58.910843] [DEBUG] [FEATURES  ] DataBuilder: Executing 22 feature methods.
[2025-11-25T12:03:58.910998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:58.916181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:58.918195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:58.918833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:58.919379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:58.919939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:58.920804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:58.921659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:58.924605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:58.930739] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:59.016699] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 7.4s | Global ETA: 33m 47s
[2025-11-25T12:03:59.016846] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:03:59.017690] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:59.017792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:59.018543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:59.019943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:59.020701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:59.023593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:59.024384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:59.030062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:59.031755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:59.032778] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:03:59.032921] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -0.48%, Actual: 2.41%
[2025-11-25T12:03:59.033294] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 43.2915%
[2025-11-25T12:03:59.033459] [INFO ] [main      ] BBAR: DISCARDED add_regime (score: 43.29%)
[2025-11-25T12:03:59.033560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:59.033573] [INFO ] [main      ] BBAR: Testing feature 40/53: add_regime_flags
[2025-11-25T12:03:59.033709] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_regime_flags']
[2025-11-25T12:03:59.033820] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:03:59.034386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:59.036835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:59.037694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:59.039226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:59.041200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:59.042435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:59.043200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:59.044055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:59.046290] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:03:59.046877] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:03:59.047741] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:59.047816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:59.052505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:59.052882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:59.054264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:59.054757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:59.054995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:03:59.055147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:59.055907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:59.098205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:03:59.099354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:03:59.142111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:59.143393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:59.153441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:59.154300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:59.155546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:59.202071] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:59.240250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:59.241151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:03:59.243007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:59.245768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:03:59.247041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:03:59.249122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:59.249974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:59.364932] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 6.1s | Global ETA: 33m 47s
[2025-11-25T12:03:59.365082] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:03:59.365877] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:03:59.366083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:59.370959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:59.372807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:59.373357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:59.373839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:59.374672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:59.375523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:59.377237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:59.379903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:03:59.381157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:59.394552] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:03:59.488058] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:03:59.591094] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:03:59.602977] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:03:59.661955] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:03:59.688601] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 6.9s | Global ETA: 33m 47s
[2025-11-25T12:03:59.688973] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:03:59.690950] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:03:59.691103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:59.691991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:03:59.693390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:03:59.694185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:03:59.697320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:03:59.698255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:03:59.703023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:03:59.704286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:03:59.705682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:03:59.706425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:59.708441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:59.709165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:59.710404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:03:59.712220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:03:59.713444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:03:59.714335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:03:59.715283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:59.723439] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:03:59.762938] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -5.86% | Symbol ETA: 9.5s | Global ETA: 33m 47s
[2025-11-25T12:03:59.763083] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:03:59.763896] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:03:59.764112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:59.767587] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:03:59.769178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:59.770993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:59.771537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:59.772017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:03:59.772877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:03:59.851711] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 25.3s | Global ETA: 33m 48s
[2025-11-25T12:03:59.851856] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:03:59.852621] [DEBUG] [FEATURES  ] DataBuilder: Executing 22 feature methods.
[2025-11-25T12:03:59.852722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:03:59.857787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:03:59.859284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:03:59.859588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:03:59.860354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:03:59.860588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:03:59.861004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:03:59.861497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:03:59.862346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:03:59.863280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:03:59.865938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:03:59.894006] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:03:59.992904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:03:59.995004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:00.042928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:00.044450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:00.057914] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -2.20% | Symbol ETA: 5.4s | Global ETA: 33m 48s
[2025-11-25T12:04:00.058171] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:04:00.059022] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:00.059155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:00.063971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:00.065791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:00.066352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:00.066861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:00.067682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:00.068585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:00.069582] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:04:00.070379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:00.073096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:00.074323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:00.098169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:00.099422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:00.100786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:00.188872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:00.189966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:00.191954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:00.194874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:00.196136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:00.198325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:00.199182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:00.204839] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:04:00.249228] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:00.334702] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 6.2s | Global ETA: 33m 48s
[2025-11-25T12:04:00.334996] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:04:00.335918] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:00.336085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:00.336941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:00.338304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:00.338981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:00.341778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:00.342571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:00.346987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:00.348299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:00.349693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:00.350425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:00.352302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:00.352931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:00.354045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:00.355830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:00.356978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:00.357794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:00.358610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:00.379113] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:00.426302] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:04:00.480184] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 7.63% | Symbol ETA: 8.8s | Global ETA: 33m 48s
[2025-11-25T12:04:00.480354] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:04:00.481152] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:00.481375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:00.486168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:00.488073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:00.488616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:00.489096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:00.489954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:00.539496] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:04:00.575593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:00.577157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:00.596328] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:00.703442] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:04:00.711477] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:00.756561] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.09% | Symbol ETA: 4.7s | Global ETA: 33m 48s
[2025-11-25T12:04:00.756829] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:04:00.757699] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:00.757832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:00.762814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:00.771407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:00.772302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:00.772828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:00.773758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:00.774668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:00.776537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:00.781161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:00.783208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:00.801435] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 24.4s | Global ETA: 33m 48s
[2025-11-25T12:04:00.801731] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:04:00.802589] [DEBUG] [FEATURES  ] DataBuilder: Executing 22 feature methods.
[2025-11-25T12:04:00.802761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:00.807690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:00.809540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:00.810125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:00.810676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:00.811154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:00.812001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:00.812898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:00.815393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:00.879925] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:00.931478] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:04:00.963420] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 5.6s | Global ETA: 33m 49s
[2025-11-25T12:04:00.963568] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:04:00.964390] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:00.964477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:00.965222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:00.966535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:00.967246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:00.970032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:00.970834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:00.975377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:00.976619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:00.978053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:00.978765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:00.980708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:00.981218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:00.982317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:00.984000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:00.985104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:00.985878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:00.986633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:00.990898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:00.995037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:01.087512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:01.089079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:01.194900] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:01.201910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:01.203121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:01.204460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:01.317704] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:04:01.401453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:01.402442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:01.407465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:01.410449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:01.411820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:01.413977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:01.414827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:01.416803] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:04:01.421734] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -1.57% | Symbol ETA: 8.6s | Global ETA: 33m 49s
[2025-11-25T12:04:01.422148] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:04:01.423735] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:01.423850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:01.440014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:01.446079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:01.446837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:01.447446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:01.451554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:01.546240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:01.547526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:01.586328] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:01.647088] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:01.731838] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.95% | Symbol ETA: 5.0s | Global ETA: 33m 49s
[2025-11-25T12:04:01.731988] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:04:01.732776] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:01.733086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:01.734019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:01.735265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:01.735944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:01.738845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:01.739561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:01.744139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:01.745314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:01.746607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:01.747296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:01.749082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:01.749613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:01.750686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:01.752304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:01.752855] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 4.2s | Global ETA: 33m 49s
[2025-11-25T12:04:01.753000] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:04:01.753373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:01.753788] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:01.753877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:01.754089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:01.754829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:01.758853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:01.760915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:01.761420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:01.762033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:01.762802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:01.763617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:01.765494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:01.768725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:01.770064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:01.770924] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:04:01.953542] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:02.042852] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 23.7s | Global ETA: 33m 50s
[2025-11-25T12:04:02.043958] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:04:02.043154] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:04:02.046740] [DEBUG] [FEATURES  ] DataBuilder: Executing 22 feature methods.
[2025-11-25T12:04:02.046860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:02.051954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:02.053995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:02.054792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:02.055363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:02.055898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:02.056843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:02.057847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:02.060531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:02.120889] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:04:02.129176] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:04:02.185614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:02.187856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:02.218330] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:02.231276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:02.232573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:02.286453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:02.287739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:02.289076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:02.298006] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:02.301677] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:02.314451] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -4.60% | Symbol ETA: 7.9s | Global ETA: 33m 50s
[2025-11-25T12:04:02.314769] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:04:02.315587] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:02.315752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:02.320573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:02.322483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:02.323075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:02.323552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:02.324390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:02.377115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:02.378247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:02.380201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:02.383087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:02.383474] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 4.4s | Global ETA: 33m 50s
[2025-11-25T12:04:02.383805] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:04:02.384319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:02.384682] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:02.384836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:02.385682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:02.386480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:02.387101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:02.387364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:02.387914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:02.390834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:02.391784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:02.396280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:02.397766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:02.399198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:02.399947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:02.401861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:02.402544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:02.403723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:02.405519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:02.406684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:02.407549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:02.408426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:02.409252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:02.410689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:02.466363] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 3.4s | Global ETA: 33m 50s
[2025-11-25T12:04:02.466681] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:04:02.467636] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:02.467805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:02.472898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:02.474888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:02.475520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:02.476038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:02.477041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:02.477978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:02.479832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:02.482658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:02.483944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:02.750421] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:04:02.756188] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:04:02.767637] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:04:02.832065] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:04:02.920195] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:02.937668] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:02.954228] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:03.002715] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:03.003065] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 22.6s | Global ETA: 33m 51s
[2025-11-25T12:04:03.003351] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:04:03.004202] [DEBUG] [FEATURES  ] DataBuilder: Executing 22 feature methods.
[2025-11-25T12:04:03.004390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:03.009377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:03.011213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:03.011795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:03.012322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:03.012819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:03.013670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:03.014539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:03.017052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:03.034361] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 3.7s | Global ETA: 33m 51s
[2025-11-25T12:04:03.034698] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:04:03.035318] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 11.98% | Symbol ETA: 7.0s | Global ETA: 33m 51s
[2025-11-25T12:04:03.035586] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:03.035626] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:04:03.035740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:03.036523] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:03.036554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:03.036660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:03.037961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:03.038607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:03.041295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:03.041620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:03.042150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:03.043600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:03.044218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:03.044714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:03.045524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:03.046461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:03.047792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:03.049164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:03.049917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:03.051821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:03.052406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:03.053535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:03.055275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:03.056402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:03.057231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:03.058074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:03.129692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:03.130985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:03.137923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:03.139725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:03.170629] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 5.03% | Symbol ETA: 2.7s | Global ETA: 33m 51s
[2025-11-25T12:04:03.170804] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:04:03.171588] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:03.171694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:03.176674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:03.178509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:03.179197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:03.179715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:03.180545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:03.181449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:03.183059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:03.183257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:03.184273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:03.185929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:03.187273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:03.237738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:03.238691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:03.239999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:03.323609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:03.324687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:03.326567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:03.329401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:03.330585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:03.332674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:03.333491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:03.400227] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:04:03.487867] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:04:03.536380] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:04:03.573208] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:03.652668] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 3.0s | Global ETA: 33m 51s
[2025-11-25T12:04:03.652811] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:04:03.653563] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:03.653661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:03.654519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:03.655906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:03.656622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:03.657440] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:03.659415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:03.660213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:03.664500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:03.665750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:03.667114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:03.667840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:03.669725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:03.670267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:03.671388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:03.673085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:03.673669] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:04:03.674191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:03.674986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:03.675794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:03.707956] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:03.754273] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -0.06% | Symbol ETA: 6.2s | Global ETA: 33m 51s
[2025-11-25T12:04:03.754420] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:04:03.755176] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:03.755276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:03.760051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:03.761841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:03.762324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:03.762744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:03.763484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:03.846908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:03.848241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:03.848515] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:03.870512] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.46% | Symbol ETA: 1.9s | Global ETA: 33m 51s
[2025-11-25T12:04:03.870679] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:04:03.871425] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:03.871505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:03.876288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:03.878174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:03.878728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:03.879136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:03.879883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:03.880709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:03.882354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:03.885100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:03.886308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:03.931966] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 21.6s | Global ETA: 33m 51s
[2025-11-25T12:04:03.932257] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:04:03.933130] [DEBUG] [FEATURES  ] DataBuilder: Executing 22 feature methods.
[2025-11-25T12:04:03.933254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:03.938289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:03.940417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:03.941049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:03.941594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:03.942074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:03.942938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:03.943955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:03.946616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:04.018419] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:04:04.069767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:04.071923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:04.114778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:04.116222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:04.170330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:04.171543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:04.172901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:04.192188] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:04.193771] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:04:04.229587] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:04:04.256851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:04.257869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:04.259779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:04.262555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:04.263747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:04.265814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:04.266671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:04.274103] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 2.3s | Global ETA: 33m 52s
[2025-11-25T12:04:04.274256] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:04:04.275042] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:04.275127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:04.275888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:04.277252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:04.277918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:04.280660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:04.281366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:04.285948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:04.287222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:04.288601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:04.289320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:04.291151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:04.291676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:04.292872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:04.294573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:04.295677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:04.296402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:04.297186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:04.364750] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:04.402968] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:04.463087] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 5.4s | Global ETA: 33m 52s
[2025-11-25T12:04:04.463231] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:04:04.463991] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:04.464066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:04.468865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:04.470628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:04.471156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:04.471545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:04.472301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:04.556806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:04.558152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:04.568227] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.72% | Symbol ETA: 1.2s | Global ETA: 33m 52s
[2025-11-25T12:04:04.609666] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:04:04.638276] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:04:04.739850] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 0.84%, Actual: 1.77%
[2025-11-25T12:04:04.779412] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:04.811704] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:04.863777] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 20.6s | Global ETA: 33m 52s
[2025-11-25T12:04:04.863921] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:04:04.864714] [DEBUG] [FEATURES  ] DataBuilder: Executing 22 feature methods.
[2025-11-25T12:04:04.864804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:04.869720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:04.871679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:04.872255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:04.872801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:04.873277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:04.874123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:04.875026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:04.877509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:04.892581] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 1.7s | Global ETA: 33m 52s
[2025-11-25T12:04:04.908813] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:04:04.910092] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.40%, Actual: 4.51%
[2025-11-25T12:04:04.997717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:04.999939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:05.043400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:05.044944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:05.065606] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.15%, Actual: 0.68%
[2025-11-25T12:04:05.079101] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.54%, Actual: 3.14%
[2025-11-25T12:04:05.097981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:05.099243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:05.100585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:05.143631] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:05.184050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:05.185152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:05.187160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:05.189932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:05.191200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:05.193294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:05.194146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:05.239624] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 0.82%
[2025-11-25T12:04:05.248352] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 2.31% | Symbol ETA: 4.6s | Global ETA: 33m 53s
[2025-11-25T12:04:05.248657] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:04:05.249471] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:05.249617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:05.250348] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -2.20%, Actual: 2.11%
[2025-11-25T12:04:05.254449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:05.256300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:05.256886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:05.257318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:05.258154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:05.340274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:05.341456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:05.409045] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:04:05.419701] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.09%, Actual: 1.66%
[2025-11-25T12:04:05.536522] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:04:05.577576] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 0.54%
[2025-11-25T12:04:05.590109] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 0.39%, Actual: 0.48%
[2025-11-25T12:04:05.680919] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:04:05.705930] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:05.747930] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.95%, Actual: 0.84%
[2025-11-25T12:04:05.762826] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -1.02%, Actual: 0.17%
[2025-11-25T12:04:05.790134] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 19.6s | Global ETA: 33m 53s
[2025-11-25T12:04:05.790408] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:04:05.791275] [DEBUG] [FEATURES  ] DataBuilder: Executing 22 feature methods.
[2025-11-25T12:04:05.791424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:05.796298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:05.798162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:05.798751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:05.799274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:05.799771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:05.800574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:05.801444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:05.803919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:05.854534] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:05.918190] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.53%
[2025-11-25T12:04:05.924484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:05.926664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:05.934242] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 5.03%, Actual: 0.43%
[2025-11-25T12:04:05.949164] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: -4.08% | Symbol ETA: 3.8s | Global ETA: 33m 53s
[2025-11-25T12:04:05.949444] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:04:05.950275] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:05.950359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:05.955217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:05.957069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:05.957571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:05.958072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:05.958914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:05.969088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:05.970214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:06.022111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:06.023057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:06.024350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:06.040331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:06.041728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:06.088882] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.08%, Actual: 0.88%
[2025-11-25T12:04:06.106795] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.46%, Actual: 0.67%
[2025-11-25T12:04:06.109084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:06.109904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:06.112131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:06.114849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:06.115975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:06.118015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:06.118834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:06.264360] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:04:06.284071] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.72%, Actual: 2.39%
[2025-11-25T12:04:06.284350] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 44.9089%
[2025-11-25T12:04:06.284459] [INFO ] [main      ] LNG: DISCARDED add_volatility_decay_ratio (score: 44.91%)
[2025-11-25T12:04:06.284526] [INFO ] [main      ] LNG: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:04:06.284578] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:04:06.284636] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:04:06.299756] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:06.300226] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:04:06.301156] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:06.301260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:06.306239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:06.308196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:06.308778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:06.309216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:06.309999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:06.310858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:06.312586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:06.315347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:06.315917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:06.317158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:06.319228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:06.390797] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:04:06.438634] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 0.25%
[2025-11-25T12:04:06.495127] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:04:06.563813] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:06.612066] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.83%, Actual: 0.93%
[2025-11-25T12:04:06.612419] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 38.7389%
[2025-11-25T12:04:06.612580] [INFO ] [main      ] BWG: DISCARDED add_sma_ratio (score: 38.74%)
[2025-11-25T12:04:06.612717] [INFO ] [main      ] BWG: Testing feature 45/53: add_true_range
[2025-11-25T12:04:06.612832] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range']
[2025-11-25T12:04:06.612962] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:04:06.626212] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:06.626967] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:04:06.627916] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:06.628055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:06.628870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:06.630250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:06.630997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:06.633782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:06.634553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:06.638946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:06.640223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:06.641563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:06.642320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:06.644173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:06.644743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:06.645850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:06.647622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:06.648758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:06.649509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:06.668509] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -3.16% | Symbol ETA: 3.0s | Global ETA: 33m 54s
[2025-11-25T12:04:06.673584] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:04:06.687870] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:06.769153] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 18.6s | Global ETA: 33m 54s
[2025-11-25T12:04:06.839020] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -5.86%, Actual: 2.25%
[2025-11-25T12:04:06.852821] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:06.940797] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:04:06.988211] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:04:07.019722] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 7.63%, Actual: 8.06%
[2025-11-25T12:04:07.025887] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: -1.32% | Symbol ETA: 7.5s | Global ETA: 33m 54s
[2025-11-25T12:04:07.026192] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:04:07.027102] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:07.027263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:07.032369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:07.034338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:07.034964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:07.035454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:07.036352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:07.037317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:07.039271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:07.042108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:07.042764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:07.044001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:07.046214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:07.111796] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:04:07.159381] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:07.199428] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -1.57%, Actual: 1.90%
[2025-11-25T12:04:07.242038] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.52% | Symbol ETA: 7.0s | Global ETA: 33m 54s
[2025-11-25T12:04:07.242338] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:04:07.243190] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:07.243337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:07.244153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:07.245499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:07.246263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:07.249443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:07.250424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:07.254989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:07.256262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:07.257690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:07.258415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:07.260343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:07.260949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:07.262171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:07.263989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:07.265184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:07.266037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:07.281375] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:04:07.373091] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -4.60%, Actual: 5.15%
[2025-11-25T12:04:07.400375] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:04:07.450726] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:04:07.543336] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 11.98%, Actual: 4.95%
[2025-11-25T12:04:07.579104] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:07.605544] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:04:07.619530] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:04:07.712753] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 2.13%
[2025-11-25T12:04:07.751540] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: 0.37% | Symbol ETA: 6.8s | Global ETA: 33m 55s
[2025-11-25T12:04:07.751828] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:04:07.752678] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:07.752822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:07.757672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:07.759540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:07.760134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:07.760623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:07.761526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:07.762430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:07.764283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:07.767234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:07.768703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:07.770075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:07.772284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:07.776190] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:07.788199] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:04:07.857320] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.32% | Symbol ETA: 6.4s | Global ETA: 33m 55s
[2025-11-25T12:04:07.857466] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:04:07.858279] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:07.858365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:07.859108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:07.860398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:07.861202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:07.864058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:07.864813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:07.869251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:07.870441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:07.871769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:07.872422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:07.874255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:07.874772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:07.875859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:07.877548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:07.878668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:07.879382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:07.884661] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 3.19%
[2025-11-25T12:04:07.959786] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:04:08.057166] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 2.31%, Actual: 3.45%
[2025-11-25T12:04:08.125742] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:04:08.129522] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:04:08.221130] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:04:08.228941] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: -4.08%, Actual: 3.00%
[2025-11-25T12:04:08.298099] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:08.299000] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:04:08.391796] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:08.398164] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -3.16%, Actual: 2.41%
[2025-11-25T12:04:08.398414] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 50.3958%
[2025-11-25T12:04:08.398669] [INFO ] [main      ] BBAR: DISCARDED add_regime_flags (score: 50.40%)
[2025-11-25T12:04:08.398788] [INFO ] [main      ] BBAR: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:08.398901] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:04:08.399012] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:04:08.411601] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:08.412168] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:04:08.413079] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:08.413225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:08.418059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:08.419904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:08.420464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:08.420956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:08.421789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:08.468749] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 6.0s | Global ETA: 33m 56s
[2025-11-25T12:04:08.469052] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:04:08.469306] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:04:08.469689] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:04:08.469799] [INFO ] [main      ] CMU: KEPT add_morning_followthrough_mag_T0 (score: 13.53%)
[2025-11-25T12:04:08.469917] [INFO ] [main      ] CMU: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:04:08.470029] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion']
[2025-11-25T12:04:08.469956] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:08.470144] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:04:08.470160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:08.475213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:08.477390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:08.477393] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 5.8s | Global ETA: 33m 56s
[2025-11-25T12:04:08.477539] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:04:08.477970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:08.478358] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:08.478383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:08.478460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:08.479158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:08.479210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:08.480161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:08.480507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:08.481256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:08.482170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:08.483468] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:08.483965] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:04:08.484130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:08.484958] [DEBUG] [FEATURES  ] DataBuilder: Executing 23 feature methods.
[2025-11-25T12:04:08.485021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:08.485159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:08.485151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:08.485637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:08.486825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:08.489127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:08.489604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:08.490071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:08.490844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:08.491862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:08.492198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:08.492351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:08.492829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:08.492914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:08.493243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:08.494030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:08.494745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:08.494870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:08.495245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:08.496347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:08.497313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:08.498068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:08.499157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:08.499885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:08.505226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:08.505825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:08.506856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:08.508493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:08.509542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:08.510234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:08.620840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:08.622674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:08.666175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:08.667235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:08.720417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:08.721260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:08.722605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:08.810912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:08.811926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:08.813870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:08.816799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:08.818011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:08.820060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:08.820887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:08.825245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:08.838769] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:04:08.847344] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:04:08.850583] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:04:09.008189] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:09.014533] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:09.021917] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:09.101914] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 5.2s | Global ETA: 33m 56s
[2025-11-25T12:04:09.102188] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:04:09.103876] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:09.104012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:09.104798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:09.106125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:09.106881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:09.109734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:09.110514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:09.114929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:09.116182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:09.117548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:09.118275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:09.120020] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -6.02% | Symbol ETA: 9.2s | Global ETA: 33m 56s
[2025-11-25T12:04:09.120105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:09.120247] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:04:09.120766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:09.121021] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:09.121100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:09.121929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:09.123602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:09.124740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:09.125491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:09.125798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:09.127703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:09.128261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:09.128722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:09.129534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:09.162529] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:04:09.179819] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 5.3s | Global ETA: 33m 56s
[2025-11-25T12:04:09.180098] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:04:09.180965] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:09.181110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:09.185918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:09.187767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:09.188267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:09.188772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:09.189579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:09.190454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:09.192164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:09.194829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:09.195412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:09.196556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:09.198668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:09.212389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:09.213108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:09.214218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:09.215966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:09.217105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:09.217878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:09.331215] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:09.417381] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 25.5s | Global ETA: 33m 57s
[2025-11-25T12:04:09.417696] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:04:09.418571] [DEBUG] [FEATURES  ] DataBuilder: Executing 23 feature methods.
[2025-11-25T12:04:09.418752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:09.423946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:09.425857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:09.426506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:09.427097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:09.427593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:09.428525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:09.429435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:09.432066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:09.464506] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:04:09.542993] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:04:09.555919] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:04:09.566323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:09.568721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:09.616974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:09.618520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:09.635658] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:09.675916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:09.677443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:09.678967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:09.713533] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:09.717083] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.04% | Symbol ETA: 4.6s | Global ETA: 33m 57s
[2025-11-25T12:04:09.717234] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:04:09.718038] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:09.718142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:09.718900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:09.720170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:09.720874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:09.723662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:09.724398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:09.726313] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:09.728826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:09.730017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:09.731318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:09.732022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:09.733829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:09.734321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:09.735418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:09.737143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:09.738207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:09.738951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:09.768785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:09.769608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:09.771701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:09.774800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:09.776225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:09.778549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:09.779328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:09.783889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:09.831193] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 3.64% | Symbol ETA: 8.5s | Global ETA: 33m 57s
[2025-11-25T12:04:09.831490] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:04:09.832319] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:09.832503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:09.837315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:09.839313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:09.839948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:09.840370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:09.841252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:09.881794] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 1.02% | Symbol ETA: 4.5s | Global ETA: 33m 57s
[2025-11-25T12:04:09.881958] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:04:09.882753] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:09.882844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:09.887749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:09.889505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:09.890076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:09.890505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:09.891271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:09.892109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:09.893794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:09.896411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:09.896968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:09.898093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:09.900130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:09.935044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:09.935798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:09.937265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:09.939231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:09.940323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:09.941077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:10.082936] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:04:10.149374] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:04:10.244422] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:04:10.271088] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:10.283818] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:04:10.330598] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:10.358499] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.82% | Symbol ETA: 4.0s | Global ETA: 33m 57s
[2025-11-25T12:04:10.358674] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:04:10.359510] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:10.359756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:10.360564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:10.362074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:10.362821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:10.365659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:10.366468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:10.371050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:10.372374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:10.373791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:10.374507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:10.376401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:10.377027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:10.378159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:10.379895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:10.381059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:10.381872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:10.419620] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:10.421370] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 24.8s | Global ETA: 33m 57s
[2025-11-25T12:04:10.421546] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:04:10.422456] [DEBUG] [FEATURES  ] DataBuilder: Executing 23 feature methods.
[2025-11-25T12:04:10.422716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:10.428208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:10.430386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:10.431013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:10.431571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:10.432095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:10.432981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:10.433972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:10.436931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:10.458748] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:10.562625] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -0.88% | Symbol ETA: 7.8s | Global ETA: 33m 58s
[2025-11-25T12:04:10.562920] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:04:10.563747] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:10.563888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:10.568725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:10.570076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:10.570567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:10.571169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:10.571676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:10.572504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:10.572619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:10.591058] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: 1.06% | Symbol ETA: 3.8s | Global ETA: 33m 58s
[2025-11-25T12:04:10.591207] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:04:10.592019] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:10.592122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:10.597167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:10.599071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:10.599611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:10.600059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:10.600998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:10.601930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:10.603745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:10.606541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:10.607199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:10.608394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:10.610625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:10.621299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:10.622901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:10.656490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:10.657225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:10.658354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:10.660191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:10.661376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:10.662201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:10.680598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:10.681920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:10.683323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:10.726628] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:04:10.775408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:10.776552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:10.779123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:10.782088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:10.783372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:10.785766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:10.786820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:10.791436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:10.897770] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:10.954520] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:04:10.979117] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 3.4s | Global ETA: 33m 58s
[2025-11-25T12:04:10.979410] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:04:10.980286] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:10.980427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:10.981249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:10.982583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:10.983313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:10.986104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:10.986935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:10.991341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:10.992723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:10.994123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:10.994865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:10.996770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:10.997380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:10.998518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:11.000267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:11.001411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:11.002216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:11.065817] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:04:11.126350] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:11.152939] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:04:11.241719] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:11.310677] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 3.1s | Global ETA: 33m 58s
[2025-11-25T12:04:11.310966] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:04:11.311854] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:11.312010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:11.317122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:11.319118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:11.319757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:11.320260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:11.321126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:11.322049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:11.323866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:11.326700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:11.327476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:11.328808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:11.331019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:11.333111] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:11.347383] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -1.35% | Symbol ETA: 7.2s | Global ETA: 33m 58s
[2025-11-25T12:04:11.347728] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:04:11.347507] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:04:11.348559] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:11.348661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:11.353721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:11.355901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:11.356584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:11.357132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:11.358076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:11.423588] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 23.9s | Global ETA: 33m 58s
[2025-11-25T12:04:11.423910] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:04:11.424785] [DEBUG] [FEATURES  ] DataBuilder: Executing 23 feature methods.
[2025-11-25T12:04:11.424938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:11.430231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:11.432201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:11.432896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:11.433446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:11.433966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:11.434899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:11.435860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:11.438635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:11.445187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:11.446070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:11.447231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:11.448983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:11.450122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:11.450888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:11.516843] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:11.572480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:11.574800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:11.597800] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 2.7s | Global ETA: 33m 59s
[2025-11-25T12:04:11.597950] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:04:11.598735] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:11.598818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:11.599554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:11.600954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:11.601696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:11.604686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:11.605513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:11.610019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:11.611388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:11.612822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:11.613540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:11.615403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:11.615993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:11.617132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:11.618880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:11.620018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:11.620817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:11.622018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:11.623381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:11.673907] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:04:11.681138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:11.682217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:11.683593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:11.773469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:11.774537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:11.776800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:11.780177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:11.781473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:11.783744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:11.784580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:11.788759] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:04:11.789197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:11.847187] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:11.962524] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:11.973232] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:04:12.014479] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.61% | Symbol ETA: 2.4s | Global ETA: 33m 59s
[2025-11-25T12:04:12.014797] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:04:12.015698] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:12.015842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:12.020835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:12.023292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:12.024157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:12.024813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:12.025982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:12.027110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:12.029014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:12.031824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:12.032439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:12.033676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:12.035893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:12.072233] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 7.23% | Symbol ETA: 6.5s | Global ETA: 33m 59s
[2025-11-25T12:04:12.072372] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:04:12.073135] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:12.073225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:12.077927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:12.079686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:12.080321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:12.080822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:12.081638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:12.142723] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:12.145016] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:04:12.163734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:12.164554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:12.165716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:12.167497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:12.168591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:12.169348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:12.222810] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 2.1s | Global ETA: 33m 59s
[2025-11-25T12:04:12.223075] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:04:12.223926] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:04:12.224066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:12.224890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:12.226277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:12.227046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:12.229778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:12.230541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:12.234851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:12.236069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:12.237462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:12.238183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:12.240010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:12.240560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:12.241637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:12.243323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:12.244430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:12.245216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:12.324877] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:12.377879] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:04:12.415758] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 23.0s | Global ETA: 33m 59s
[2025-11-25T12:04:12.416048] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:04:12.417064] [DEBUG] [FEATURES  ] DataBuilder: Executing 23 feature methods.
[2025-11-25T12:04:12.417223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:12.422595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:12.424544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:12.425177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:12.425806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:12.426305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:12.427216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:12.428230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:12.430952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:12.507856] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:04:12.555726] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:12.566722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:12.569073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:12.609914] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:04:12.614053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:12.615561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:12.671274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:12.672514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:12.673883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:12.679605] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:12.742118] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 2.38% | Symbol ETA: 1.7s | Global ETA: 33m 60s
[2025-11-25T12:04:12.742384] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:04:12.743241] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:12.743384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:12.748236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:12.750104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:12.750684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:12.751159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:12.751989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:12.752882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:12.754591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:12.757350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:12.757973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:12.758663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:12.759171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:12.759804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:12.761292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:12.761753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:12.764695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:12.765916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:12.768233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:12.769116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:12.773500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:12.782266] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:12.784972] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -2.61% | Symbol ETA: 5.7s | Global ETA: 33m 60s
[2025-11-25T12:04:12.785274] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:04:12.786086] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:12.786230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:12.791140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:12.793048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:12.793605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:12.794129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:12.794964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:12.862863] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 1.5s | Global ETA: 33m 60s
[2025-11-25T12:04:12.878380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:12.879283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:12.880431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:12.882253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:12.883359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:12.884152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:13.052887] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.52%, Actual: 0.68%
[2025-11-25T12:04:13.103529] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:04:13.112528] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:04:13.222665] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 0.82%
[2025-11-25T12:04:13.222943] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:04:13.272591] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:13.281046] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:13.367602] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 22.0s | Global ETA: 34m 0s
[2025-11-25T12:04:13.367966] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:04:13.369730] [DEBUG] [FEATURES  ] DataBuilder: Executing 23 feature methods.
[2025-11-25T12:04:13.369900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:13.374827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:13.376713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:13.377319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:13.377883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:13.378363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:13.379242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:13.380144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:13.382811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:13.394104] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:04:13.423329] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:13.432541] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.26% | Symbol ETA: 1.0s | Global ETA: 34m 0s
[2025-11-25T12:04:13.505866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:13.508123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:13.530722] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 1.94% | Symbol ETA: 5.0s | Global ETA: 34m 0s
[2025-11-25T12:04:13.530872] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:04:13.531664] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:13.531759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:13.536907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:13.538978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:13.539590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:13.540106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:13.540985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:13.552523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:13.554146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:13.566025] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 0.54%
[2025-11-25T12:04:13.602226] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: -1.32%, Actual: 1.77%
[2025-11-25T12:04:13.608764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:13.610050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:13.611429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:13.626675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:13.627579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:13.628819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:13.630576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:13.631708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:13.632446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:13.696922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:13.698131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:13.700080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:13.702943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:13.704173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:13.706246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:13.707109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:13.711509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:13.740260] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 0.84%
[2025-11-25T12:04:13.782012] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 4.51%
[2025-11-25T12:04:13.913915] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.53%
[2025-11-25T12:04:13.960982] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 3.14%
[2025-11-25T12:04:13.976679] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:04:14.058462] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:04:14.087873] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.88%
[2025-11-25T12:04:14.139759] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 2.11%
[2025-11-25T12:04:14.145891] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:14.227332] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:14.249541] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 0.42% | Symbol ETA: 4.3s | Global ETA: 34m 1s
[2025-11-25T12:04:14.249830] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:04:14.250633] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:14.250801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:14.255835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:14.257857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:14.258622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:14.259434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:14.260457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:14.263132] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.23%
[2025-11-25T12:04:14.314538] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 21.0s | Global ETA: 34m 1s
[2025-11-25T12:04:14.314704] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:04:14.315547] [DEBUG] [FEATURES  ] DataBuilder: Executing 23 feature methods.
[2025-11-25T12:04:14.315776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:14.320669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:14.322484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:14.323051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:14.323569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:14.323965] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 1.66%
[2025-11-25T12:04:14.324095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:14.324971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:14.326046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:14.329165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:14.344300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:14.344931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:14.346038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:14.347768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:14.348915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:14.349671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:14.435736] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.25%
[2025-11-25T12:04:14.450321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:14.452263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:14.495500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:14.496606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:14.500916] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: 1.06%, Actual: 0.48%
[2025-11-25T12:04:14.549841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:14.551078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:14.552443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:14.610261] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.67%, Actual: 0.93%
[2025-11-25T12:04:14.610615] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 47.2717%
[2025-11-25T12:04:14.610832] [INFO ] [main      ] BWG: KEPT add_true_range (score: 47.27%)
[2025-11-25T12:04:14.610947] [INFO ] [main      ] BWG: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:04:14.611062] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_vol_of_vol']
[2025-11-25T12:04:14.611175] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:04:14.625854] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:14.626413] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:04:14.627336] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:14.627499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:14.628393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:14.629840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:14.630561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:14.633472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:14.634332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:14.638418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:14.638949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:14.639459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:14.640239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:14.641449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:14.641584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:14.642382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:14.644353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:14.644266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:14.644891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:14.645500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:14.646125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:14.647688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:14.647985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:14.648474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:14.649211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:14.650075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:14.651194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:14.652890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:14.681477] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: 0.70%, Actual: 0.17%
[2025-11-25T12:04:14.694035] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:04:14.861755] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.61%, Actual: 0.43%
[2025-11-25T12:04:14.862099] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:14.965276] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: -0.50% | Symbol ETA: 3.5s | Global ETA: 34m 2s
[2025-11-25T12:04:14.965574] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:04:14.966395] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:04:14.966537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:14.971281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:14.973088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:14.973659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:14.974127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:14.974964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:14.998299] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:04:15.005856] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:04:15.043802] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 2.38%, Actual: 0.67%
[2025-11-25T12:04:15.057622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:15.058529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:15.059717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:15.061499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:15.062602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:15.063352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:15.171014] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:15.178978] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:15.213431] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.26%, Actual: 2.39%
[2025-11-25T12:04:15.213858] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 34.7677%
[2025-11-25T12:04:15.214026] [INFO ] [main      ] LNG: DISCARDED add_volatility_state_percentiles (score: 34.77%)
[2025-11-25T12:04:15.214142] [INFO ] [main      ] LNG: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:04:15.214248] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_volume_dispersion']
[2025-11-25T12:04:15.214361] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:04:15.229292] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:15.229858] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:04:15.230800] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:15.230942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:15.235812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:15.237713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:15.238275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:15.238772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:15.239568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:15.240461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:15.242210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:15.244896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:15.246359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:15.256847] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 20.0s | Global ETA: 34m 2s
[2025-11-25T12:04:15.257175] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:04:15.259010] [DEBUG] [FEATURES  ] DataBuilder: Executing 23 feature methods.
[2025-11-25T12:04:15.259165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:15.263006] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 7.0s | Global ETA: 34m 2s
[2025-11-25T12:04:15.263286] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:04:15.264309] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:15.264304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:15.264397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:15.265258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:15.266249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:15.266593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:15.266927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:15.267284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:15.267481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:15.268024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:15.268900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:15.269821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:15.270070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:15.270877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:15.272385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:15.275364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:15.276759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:15.278186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:15.278929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:15.280912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:15.281505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:15.282720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:15.284493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:15.285770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:15.286561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:15.287843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:15.395840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:15.398046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:15.401251] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:04:15.441708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:15.443225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:15.497593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:15.498951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:15.500309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:15.571941] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:15.585731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:15.586870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:15.588847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:15.591541] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:04:15.591741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:15.592987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:15.595108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:15.596022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:15.600535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:15.634314] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:04:15.675206] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -7.99% | Symbol ETA: 2.8s | Global ETA: 34m 2s
[2025-11-25T12:04:15.765699] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:15.807213] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:15.854388] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -6.02%, Actual: 2.25%
[2025-11-25T12:04:15.890677] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 6.3s | Global ETA: 34m 3s
[2025-11-25T12:04:15.890950] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:04:15.891807] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:15.891971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:15.892770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:15.894088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:15.894849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:15.897797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:15.898563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:15.903044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:15.904339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:15.905804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:15.906530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:15.908564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:15.909248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:15.910398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:15.912183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:15.913428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:15.914251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:15.915463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:15.935996] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 2.78% | Symbol ETA: 7.1s | Global ETA: 34m 3s
[2025-11-25T12:04:15.936294] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:04:15.937189] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:15.937379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:15.942669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:15.944517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:15.945094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:15.945570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:15.946418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:15.947370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:15.949141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:15.949873] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:04:15.951821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:15.953335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:16.040186] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 3.64%, Actual: 8.06%
[2025-11-25T12:04:16.119969] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:16.208113] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 19.0s | Global ETA: 34m 3s
[2025-11-25T12:04:16.208377] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:04:16.209224] [DEBUG] [FEATURES  ] DataBuilder: Executing 23 feature methods.
[2025-11-25T12:04:16.209374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:16.214163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:16.216422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:16.217017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:16.217548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:16.218068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:16.218918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:16.219813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:16.222312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:16.224893] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 1.90%
[2025-11-25T12:04:16.266260] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:04:16.313456] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:04:16.343340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:16.345465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:16.387608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:16.388760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:16.400040] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -1.35%, Actual: 5.15%
[2025-11-25T12:04:16.442947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:16.444021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:16.445378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:16.448793] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:16.489459] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:16.528415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:16.529331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:16.531284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:16.533634] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 5.7s | Global ETA: 34m 3s
[2025-11-25T12:04:16.533969] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:04:16.534141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:16.534844] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:16.534997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:16.535360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:16.535833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:16.537264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:16.537519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:16.538050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:16.538371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:16.540912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:16.541753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:16.542779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:16.546270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:16.547595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:16.548958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:16.549675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:16.551448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:16.552024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:16.553223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:16.554977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:16.556139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:16.556943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:16.558212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:16.575026] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 7.23%, Actual: 4.95%
[2025-11-25T12:04:16.662816] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: 1.07% | Symbol ETA: 6.5s | Global ETA: 34m 3s
[2025-11-25T12:04:16.662986] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:04:16.663866] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:16.664091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:16.669075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:16.671037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:16.671616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:16.672114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:16.672956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:16.673881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:16.675706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:16.678449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:16.679955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:16.741735] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -2.61%, Actual: 2.13%
[2025-11-25T12:04:16.902295] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:04:16.925718] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 1.94%, Actual: 3.19%
[2025-11-25T12:04:16.952850] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:04:17.028246] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:04:17.073993] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:17.108146] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 3.45%
[2025-11-25T12:04:17.132482] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:17.157969] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 5.0s | Global ETA: 34m 4s
[2025-11-25T12:04:17.158250] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:04:17.160244] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:17.160391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:17.161269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:17.162710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:17.163489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:17.166401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:17.167261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:17.171837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:17.173116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:17.174541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:17.175305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:17.177246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:17.177851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:17.179039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:17.180807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:17.181956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:17.182810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:17.184032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:17.203278] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:17.222588] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 18.0s | Global ETA: 34m 4s
[2025-11-25T12:04:17.222761] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:04:17.223607] [DEBUG] [FEATURES  ] DataBuilder: Executing 23 feature methods.
[2025-11-25T12:04:17.223734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:17.229123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:17.231000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:17.231706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:17.232324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:17.232848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:17.233732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:17.234660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:17.237240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:17.285617] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 3.00%
[2025-11-25T12:04:17.363881] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.82% | Symbol ETA: 5.7s | Global ETA: 34m 4s
[2025-11-25T12:04:17.364025] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:04:17.364830] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:17.364917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:17.366235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:17.368376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:17.369738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:17.371498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:17.372009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:17.372404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:17.373149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:17.374011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:17.375660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:17.378321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:17.379775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:17.413588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:17.415253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:17.462455] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -7.99%, Actual: 2.41%
[2025-11-25T12:04:17.462742] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 41.8842%
[2025-11-25T12:04:17.462865] [INFO ] [main      ] BBAR: DISCARDED add_return_volume_nonlinearity_proxies (score: 41.88%)
[2025-11-25T12:04:17.462930] [INFO ] [main      ] BBAR: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:04:17.462980] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_shelf_lag']
[2025-11-25T12:04:17.463032] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:04:17.472575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:17.473803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:17.475210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:17.476062] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:17.476718] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:04:17.477664] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:17.477743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:17.482724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:17.484637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:17.485167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:17.485582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:17.486372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:17.535729] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:04:17.566929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:17.568062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:17.570070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:17.573219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:17.574508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:17.575039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:04:17.576521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:17.577053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:17.577962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:17.582604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:17.712386] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:17.715989] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:04:17.798618] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 4.4s | Global ETA: 34m 4s
[2025-11-25T12:04:17.798919] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:04:17.799793] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:17.799935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:17.800745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:17.802215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:17.802990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:17.805950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:17.806815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:17.811406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:17.813003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:17.814434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:17.815176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:17.817088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:17.817682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:17.818865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:17.820569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:17.821732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:17.822552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:17.823777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:17.884150] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:17.927814] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:04:17.936171] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:04:18.050888] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.65% | Symbol ETA: 5.0s | Global ETA: 34m 5s
[2025-11-25T12:04:18.051180] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:04:18.052031] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:18.052177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:18.057050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:18.058892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:18.059454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:18.059946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:18.060762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:18.061631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:18.063358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:18.066011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:18.067481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:18.101550] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:18.120365] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:18.172927] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:04:18.208361] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 17.1s | Global ETA: 34m 5s
[2025-11-25T12:04:18.309574] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -4.18% | Symbol ETA: 9.9s | Global ETA: 34m 5s
[2025-11-25T12:04:18.309912] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:04:18.310770] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:18.310911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:18.315790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:18.317759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:18.318342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:18.318864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:18.319708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:18.342490] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:18.387888] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:04:18.404908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:04:18.406503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:18.406579] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:04:18.426079] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 3.8s | Global ETA: 34m 5s
[2025-11-25T12:04:18.426361] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:04:18.427222] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:18.427362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:18.428171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:18.429524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:18.430246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:18.433002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:18.433789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:18.438144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:18.439441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:18.440829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:18.441525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:18.443392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:18.443970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:18.445065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:18.446791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:18.447940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:18.448668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:18.449855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:18.577147] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:18.585321] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:04:18.734482] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 2.70% | Symbol ETA: 4.2s | Global ETA: 34m 5s
[2025-11-25T12:04:18.734806] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:04:18.735636] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:18.735808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:18.740632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:18.742445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:18.743023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:18.743495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:18.744320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:18.745223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:18.745444] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:04:18.746949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:18.749587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:18.751086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:18.768967] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:04:18.791809] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:04:18.915321] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:18.948412] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:04:18.963945] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:19.045908] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 3.1s | Global ETA: 34m 6s
[2025-11-25T12:04:19.046187] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:04:19.047053] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:19.047191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:19.047952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:19.049257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:19.049981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:19.052714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:19.053496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:19.057916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:19.059176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:19.060523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:19.061243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:19.063127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:19.063707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:19.064805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:19.066472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:19.067598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:19.068384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:19.069533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:19.110923] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 10.96% | Symbol ETA: 9.0s | Global ETA: 34m 6s
[2025-11-25T12:04:19.111092] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:04:19.111893] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:19.112138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:19.117080] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:04:19.117072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:19.119118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:19.119631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:19.120062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:19.120841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:19.120968] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:04:19.204275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:04:19.205449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:19.287613] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:04:19.290808] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:19.409010] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:04:19.452614] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -2.95% | Symbol ETA: 3.6s | Global ETA: 34m 6s
[2025-11-25T12:04:19.452932] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:04:19.453787] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:19.453931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:19.458823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:19.460723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:19.461362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:19.461889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:19.462716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:19.463610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:19.465316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:19.468009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:19.469486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:19.470852] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:04:19.544452] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:04:19.591219] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:19.672881] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:04:19.677202] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 2.5s | Global ETA: 34m 6s
[2025-11-25T12:04:19.677482] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:04:19.678319] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:19.678465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:19.679373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:19.680860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:19.681593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:19.684443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:19.685358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:19.690567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:19.693287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:19.694831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:19.695611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:19.697728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:19.698400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:19.699574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:19.701520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:19.702906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:19.703870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:19.705244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:19.716927] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:19.817148] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:04:19.851282] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:04:19.909185] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -4.84% | Symbol ETA: 8.1s | Global ETA: 34m 6s
[2025-11-25T12:04:19.909348] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:04:19.910266] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:19.910406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:19.915223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:19.917069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:19.917634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:19.918122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:19.919002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:19.995349] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:20.002021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:04:20.003452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:20.027310] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:04:20.027748] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:04:20.027938] [INFO ] [main      ] CMU: KEPT add_morning_range_expansion (score: 13.53%)
[2025-11-25T12:04:20.028057] [INFO ] [main      ] CMU: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:04:20.028165] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity']
[2025-11-25T12:04:20.028310] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:04:20.042943] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:04:20.043088] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:20.043891] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:04:20.044908] [DEBUG] [FEATURES  ] DataBuilder: Executing 24 feature methods.
[2025-11-25T12:04:20.045067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:20.050438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:20.052440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:20.053094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:20.053665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:20.054177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:20.055060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:20.055992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:20.058675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:20.168490] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.20% | Symbol ETA: 2.9s | Global ETA: 34m 7s
[2025-11-25T12:04:20.168843] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:04:20.169734] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:20.169892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:20.175425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:20.177716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:20.178391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:20.178923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:20.179801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:20.180742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:20.182568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:20.185468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:20.187155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:20.194543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:20.196848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:20.211394] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:20.242276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:20.243742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:20.297569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:20.298754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:20.300102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:20.304458] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 1.9s | Global ETA: 34m 7s
[2025-11-25T12:04:20.304764] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:04:20.305573] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:20.305737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:20.306495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:20.307870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:20.308590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:20.311501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:20.312474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:20.317467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:20.318706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:20.320418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:20.321306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:20.323181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:20.323704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:20.324800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:20.326474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:20.327609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:20.328391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:20.329536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:20.344595] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:04:20.387167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:20.388342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:20.390541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:20.393935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:20.395365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:20.397854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:20.398689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:20.403091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:20.404395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:20.516042] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:20.551618] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:04:20.673251] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:04:20.708532] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 7.3s | Global ETA: 34m 7s
[2025-11-25T12:04:20.708844] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:04:20.709669] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:20.709817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:20.714563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:20.716440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:20.717031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:20.717721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:20.718727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:20.731543] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:20.748922] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:04:20.805068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:04:20.806279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:20.847423] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:20.920618] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.59% | Symbol ETA: 2.2s | Global ETA: 34m 7s
[2025-11-25T12:04:20.920956] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:04:20.921896] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:20.922044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:20.922470] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:20.927316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:20.929329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:20.929945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:20.930182] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 1.2s | Global ETA: 34m 7s
[2025-11-25T12:04:20.930463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:20.931251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:20.932228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:20.934037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:20.936923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:20.938571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:21.010975] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 24.5s | Global ETA: 34m 7s
[2025-11-25T12:04:21.011477] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:04:21.012291] [DEBUG] [FEATURES  ] DataBuilder: Executing 24 feature methods.
[2025-11-25T12:04:21.012444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:21.017383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:21.019628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:21.020213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:21.020772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:21.021261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:21.022275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:21.023174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:21.025717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:21.099157] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.68%
[2025-11-25T12:04:21.146422] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:04:21.157587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:21.159818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:21.208030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:21.209190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:21.266989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:21.267989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:21.269402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:21.272240] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 0.82%
[2025-11-25T12:04:21.296334] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:04:21.319091] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:21.359481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:21.360598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:21.362561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:21.365535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:21.366783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:21.369026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:21.369934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:21.374478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:21.375855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:21.440680] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:04:21.473946] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:21.516923] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 8.43% | Symbol ETA: 6.5s | Global ETA: 34m 8s
[2025-11-25T12:04:21.517114] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:04:21.518042] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:21.518185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:21.523090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:21.524913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:21.525475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:21.525966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:21.526793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:21.609093] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 0.54%
[2025-11-25T12:04:21.610908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:04:21.612298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:21.637102] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.55% | Symbol ETA: 1.5s | Global ETA: 34m 8s
[2025-11-25T12:04:21.637253] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:04:21.638039] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:21.638147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:21.642982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:21.644976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:21.645509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:21.645922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:21.646796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:21.648004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:21.649831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:21.653009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:21.654727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:21.735852] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:04:21.839318] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T12:04:21.905061] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:21.949552] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:04:21.990626] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 23.5s | Global ETA: 34m 8s
[2025-11-25T12:04:21.990939] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:04:21.992267] [DEBUG] [FEATURES  ] DataBuilder: Executing 24 feature methods.
[2025-11-25T12:04:21.992422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:21.997337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:21.999178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:21.999817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:22.000356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:22.000867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:22.001712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:22.002588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:22.005090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:22.005883] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:04:22.021767] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.53%
[2025-11-25T12:04:22.117690] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:22.127254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:22.129062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:22.172761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:22.173913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:22.177213] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:22.191498] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.88%
[2025-11-25T12:04:22.226258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:22.227205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:22.228504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:22.308522] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -10.84% | Symbol ETA: 5.7s | Global ETA: 34m 9s
[2025-11-25T12:04:22.308839] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:04:22.309673] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:22.309811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:22.313087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:22.313912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:22.314589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:22.315808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:22.316460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:22.317123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:22.317593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:22.318416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:22.318565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:22.319763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:22.321853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:22.322684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:22.326933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:22.328167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:22.335425] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 0.7s | Global ETA: 34m 9s
[2025-11-25T12:04:22.359492] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 0.23%
[2025-11-25T12:04:22.402450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:04:22.404084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:22.504462] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 2.78%, Actual: 1.77%
[2025-11-25T12:04:22.527923] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.21%, Actual: 0.25%
[2025-11-25T12:04:22.666501] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:04:22.674153] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: 1.07%, Actual: 4.51%
[2025-11-25T12:04:22.696500] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 0.93%
[2025-11-25T12:04:22.696889] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 43.1273%
[2025-11-25T12:04:22.697047] [INFO ] [main      ] BWG: DISCARDED add_vol_of_vol (score: 43.13%)
[2025-11-25T12:04:22.697157] [INFO ] [main      ] BWG: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:04:22.697260] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_volatility_decay_ratio']
[2025-11-25T12:04:22.697375] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:04:22.711538] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:22.712101] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:04:22.713026] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:22.713165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:22.713974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:22.715308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:22.716039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:22.718826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:22.719593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:22.723963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:22.725201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:22.726550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:22.727329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:22.729185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:22.729772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:22.730884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:22.732571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:22.733723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:22.734482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:22.735712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:22.741572] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:04:22.835670] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:22.854363] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.82%, Actual: 3.14%
[2025-11-25T12:04:22.910271] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:22.924081] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 22.5s | Global ETA: 34m 9s
[2025-11-25T12:04:22.924373] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:04:22.925206] [DEBUG] [FEATURES  ] DataBuilder: Executing 24 feature methods.
[2025-11-25T12:04:22.925366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:22.930238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:22.932054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:22.932618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:22.933172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:22.933678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:22.934514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:22.935403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:22.937910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:23.036011] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 2.11%
[2025-11-25T12:04:23.059429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:23.061351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:23.074697] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:04:23.101839] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -0.40% | Symbol ETA: 4.8s | Global ETA: 34m 9s
[2025-11-25T12:04:23.102135] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:04:23.102962] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:23.103101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:23.104050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:23.105184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:23.107902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:23.109731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:23.110278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:23.110765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:23.111571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:23.159467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:23.160476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:23.161825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:23.194292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:04:23.195822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:23.217734] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 2.70%, Actual: 1.66%
[2025-11-25T12:04:23.243132] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:23.247462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:23.248385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:23.250406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:23.253265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:23.254491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:23.256630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:23.257530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:23.262063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:23.263356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:23.324844] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.23% | Symbol ETA: 6.6s | Global ETA: 34m 10s
[2025-11-25T12:04:23.325140] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:04:23.325978] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:23.326116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:23.326908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:23.328254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:23.328989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:23.331822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:23.332600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:23.337023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:23.338435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:23.339809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:23.340511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:23.342335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:23.342938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:23.344099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:23.345890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:23.347077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:23.347896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:23.349146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:23.396202] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -2.95%, Actual: 0.48%
[2025-11-25T12:04:23.538803] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:04:23.591295] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.20%, Actual: 0.17%
[2025-11-25T12:04:23.603712] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:04:23.696018] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:04:23.709702] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:23.763553] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.59%, Actual: 0.43%
[2025-11-25T12:04:23.778804] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:23.864779] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 21.5s | Global ETA: 34m 10s
[2025-11-25T12:04:23.865071] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:04:23.865962] [DEBUG] [FEATURES  ] DataBuilder: Executing 24 feature methods.
[2025-11-25T12:04:23.866115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:23.870153] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:23.871409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:23.873396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:23.874026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:23.874571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:23.875078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:23.875953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:23.876877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:23.879486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:23.900976] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 5.82% | Symbol ETA: 4.0s | Global ETA: 34m 10s
[2025-11-25T12:04:23.901294] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:04:23.902139] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:23.902279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:23.907063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:23.908884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:23.909470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:23.909958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:23.910820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:23.934029] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.55%, Actual: 0.67%
[2025-11-25T12:04:23.953442] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 6.0s | Global ETA: 34m 10s
[2025-11-25T12:04:23.953747] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:04:23.954801] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:23.954946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:23.955970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:23.957382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:23.958138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:23.961022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:23.961905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:23.967170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:23.968889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:23.970389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:23.971157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:23.973108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:23.973727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:23.974884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:23.976665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:23.977833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:23.978624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:23.979889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:23.992316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:04:23.993739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:24.018004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:24.020012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:24.064461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:24.065865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:24.104848] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -0.67%, Actual: 2.39%
[2025-11-25T12:04:24.105237] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 38.5277%
[2025-11-25T12:04:24.105410] [INFO ] [main      ] LNG: DISCARDED add_volume_dispersion (score: 38.53%)
[2025-11-25T12:04:24.105528] [INFO ] [main      ] LNG: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:04:24.105634] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_volume_flow_differentials']
[2025-11-25T12:04:24.105765] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:04:24.120764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:24.121662] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:24.122091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:24.122116] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:04:24.123389] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:24.123605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:24.123904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:24.128475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:24.130367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:24.130879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:24.131278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:24.132027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:24.133026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:24.135002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:24.137832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:24.140939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:24.214860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:24.215770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:24.217640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:24.220442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:24.221793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:24.224015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:24.224955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:24.229544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:24.230721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:24.336315] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:04:24.341166] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:04:24.510332] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:24.510770] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:24.549725] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:04:24.573436] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:04:24.593199] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 5.4s | Global ETA: 34m 11s
[2025-11-25T12:04:24.593451] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:04:24.594301] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:24.594448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:24.595259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:24.596602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:24.597371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:24.600177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:24.600998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:24.605440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:24.606720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:24.608121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:24.608855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:24.610721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:24.611294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:24.612446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:24.614203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:24.615393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:24.616184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:24.617437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:24.703496] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 3.52% | Symbol ETA: 3.2s | Global ETA: 34m 11s
[2025-11-25T12:04:24.703801] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:04:24.704616] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:24.704951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:24.709829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:24.711565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:24.712140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:24.712604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:24.713421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:24.718535] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:24.750889] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:24.794580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:04:24.796062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:24.838173] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 20.6s | Global ETA: 34m 11s
[2025-11-25T12:04:24.838461] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:04:24.839312] [DEBUG] [FEATURES  ] DataBuilder: Executing 24 feature methods.
[2025-11-25T12:04:24.839463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:24.844326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:24.846222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:24.846806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:24.847350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:24.847849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:24.848693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:24.849562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:24.852043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:24.889070] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 3.15% | Symbol ETA: 7.4s | Global ETA: 34m 11s
[2025-11-25T12:04:24.889214] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:04:24.889974] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:24.890052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:24.895105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:24.896941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:24.897472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:24.897897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:24.898635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:24.899500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:24.901220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:24.903960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:24.907024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:24.966526] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:04:24.974548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:24.976773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:25.022166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:25.023391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:25.078310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:25.079328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:25.080635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:25.142080] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:25.141980] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:04:25.163829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:25.164686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:25.166578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:25.169408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:25.170582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:25.172636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:25.173500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:25.177883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:25.179164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:25.225795] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 4.8s | Global ETA: 34m 11s
[2025-11-25T12:04:25.226079] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:04:25.226969] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:25.227127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:25.227951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:25.229325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:25.230082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:25.232986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:25.233844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:25.238527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:25.240042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:25.241500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:25.242250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:25.244205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:25.244821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:25.245972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:25.247863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:25.249136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:25.249984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:25.251118] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:04:25.251295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:25.313398] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:25.423742] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:25.500300] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -3.99% | Symbol ETA: 2.4s | Global ETA: 34m 12s
[2025-11-25T12:04:25.519560] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:04:25.601316] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:04:25.602118] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 6.5s | Global ETA: 34m 12s
[2025-11-25T12:04:25.602376] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:04:25.603236] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:25.603388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:25.608291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:25.610142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:25.610731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:25.611236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:25.612065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:25.612967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:25.614686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:25.617338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:25.620154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:25.670672] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -4.18%, Actual: 2.25%
[2025-11-25T12:04:25.689635] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:25.773891] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 19.6s | Global ETA: 34m 12s
[2025-11-25T12:04:25.774180] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:04:25.775471] [DEBUG] [FEATURES  ] DataBuilder: Executing 24 feature methods.
[2025-11-25T12:04:25.775623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:25.780520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:25.780964] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:25.782358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:25.782956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:25.783492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:25.783996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:25.784839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:25.785732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:25.788271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:25.841955] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 10.96%, Actual: 8.06%
[2025-11-25T12:04:25.865359] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 4.2s | Global ETA: 34m 12s
[2025-11-25T12:04:25.865506] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:04:25.866315] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:25.866402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:25.867195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:25.868545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:25.869225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:25.872079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:25.872829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:25.877352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:25.878592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:25.881475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:25.882162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:25.883993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:25.884502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:25.885573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:25.887483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:25.888539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:25.889329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:25.890487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:25.911522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:25.913508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:25.955740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:25.956751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:25.966599] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:04:26.009059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:26.009950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:26.011196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:26.014201] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -4.84%, Actual: 1.90%
[2025-11-25T12:04:26.095140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:26.096071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:26.098135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:26.101028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:26.102204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:26.104285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:26.105118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:26.109455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:26.110710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:26.140552] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:26.186442] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 5.15%
[2025-11-25T12:04:26.243034] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:04:26.315101] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 5.7s | Global ETA: 34m 12s
[2025-11-25T12:04:26.316100] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:04:26.316953] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:26.317117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:26.322458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:26.324320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:26.324910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:26.325403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:26.326222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:26.327212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:26.328930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:26.331559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:26.334476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:26.356935] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 8.43%, Actual: 4.95%
[2025-11-25T12:04:26.422672] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:26.449752] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:04:26.505312] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 3.6s | Global ETA: 34m 13s
[2025-11-25T12:04:26.505461] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:04:26.506245] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:26.506330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:26.507074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:26.508476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:26.509203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:26.511932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:26.512729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:26.517055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:26.518308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:26.519673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:26.520365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:26.522140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:26.522725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:26.523824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:26.525499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:26.526610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:26.527636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:26.528854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:26.537322] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -10.84%, Actual: 2.13%
[2025-11-25T12:04:26.618725] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:26.695781] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:04:26.704883] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 18.6s | Global ETA: 34m 13s
[2025-11-25T12:04:26.705198] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:04:26.707036] [DEBUG] [FEATURES  ] DataBuilder: Executing 24 feature methods.
[2025-11-25T12:04:26.707197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:26.710851] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 3.19%
[2025-11-25T12:04:26.712314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:26.714328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:26.714998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:26.715553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:26.716045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:26.716924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:26.717861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:26.720429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:26.842079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:26.844468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:26.864633] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:26.882636] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 5.82%, Actual: 3.45%
[2025-11-25T12:04:26.882791] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:04:26.887891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:26.889378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:26.942183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:26.943231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:26.944547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:27.027294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:27.028396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:27.030322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:27.033154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:27.034341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:27.036435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:27.037289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:27.041671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:27.042970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:27.045458] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.23% | Symbol ETA: 4.9s | Global ETA: 34m 13s
[2025-11-25T12:04:27.045774] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:04:27.046611] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:27.046771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:27.051708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:27.052235] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 3.52%, Actual: 3.00%
[2025-11-25T12:04:27.053705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:27.054314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:27.054849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:27.055683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:27.056551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:27.058327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:27.061137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:27.064029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:27.067384] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:27.150369] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 3.0s | Global ETA: 34m 13s
[2025-11-25T12:04:27.150693] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:04:27.151608] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:27.151778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:27.152606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:27.154016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:27.154779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:27.157627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:27.158411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:27.163144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:27.164512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:27.165893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:27.166675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:27.168811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:27.169496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:27.170637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:27.172451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:27.173745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:27.174552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:27.175814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:27.220556] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -3.99%, Actual: 2.41%
[2025-11-25T12:04:27.220793] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 44.5350%
[2025-11-25T12:04:27.220913] [INFO ] [main      ] BBAR: DISCARDED add_shelf_lag (score: 44.53%)
[2025-11-25T12:04:27.220981] [INFO ] [main      ] BBAR: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:04:27.221031] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_signed_carry_history_11']
[2025-11-25T12:04:27.221083] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:04:27.234464] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:27.234931] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:04:27.235784] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:27.235871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:27.240589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:27.242389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:27.242910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:27.243442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:27.244277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:27.327939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:04:27.329814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:27.380189] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:04:27.407892] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:04:27.544212] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:04:27.549678] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:27.583285] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:27.634391] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 17.7s | Global ETA: 34m 14s
[2025-11-25T12:04:27.634710] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:04:27.635532] [DEBUG] [FEATURES  ] DataBuilder: Executing 24 feature methods.
[2025-11-25T12:04:27.635704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:27.640672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:27.642480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:27.643070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:27.643595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:27.644094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:27.644940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:27.645828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:27.648421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:27.667619] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:04:27.723370] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:27.748444] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 2.58% | Symbol ETA: 4.2s | Global ETA: 34m 14s
[2025-11-25T12:04:27.748754] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:04:27.749602] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:27.749771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:27.754716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:27.756591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:27.757248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:27.757787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:27.758672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:27.759579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:27.761357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:27.764123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:27.767176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:27.769771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:27.771604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:27.807124] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 2.3s | Global ETA: 34m 14s
[2025-11-25T12:04:27.807278] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:04:27.808124] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:27.808213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:27.809012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:27.810357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:27.811102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:27.813939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:27.814672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:27.814805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:27.815855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:27.819425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:27.820864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:27.822349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:27.823125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:27.825231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:27.825828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:27.826982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:27.828808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:27.829959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:27.830749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:27.831973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:27.835934] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:27.868887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:27.869819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:27.871119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:27.937657] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: 0.44% | Symbol ETA: 8.6s | Global ETA: 34m 14s
[2025-11-25T12:04:27.937804] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:04:27.938549] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:27.938620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:27.943363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:27.945349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:27.945936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:27.946410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:27.947279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:27.955313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:27.956240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:27.958111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:27.960867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:27.961971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:27.963950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:27.964692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:27.968928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:27.970098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:28.031594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:04:28.033519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:28.105591] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:04:28.191363] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:04:28.274092] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:28.308093] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:04:28.367308] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:28.368838] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:04:28.437737] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -0.45% | Symbol ETA: 3.4s | Global ETA: 34m 14s
[2025-11-25T12:04:28.438028] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:04:28.438900] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:28.439044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:28.443835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:28.445637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:28.446225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:28.446727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:28.447549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:28.448458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:28.450173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:28.450711] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 1.7s | Global ETA: 34m 14s
[2025-11-25T12:04:28.450863] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:04:28.451683] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:28.451800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:28.452590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:28.453063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:28.453979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:28.454699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:28.455889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:28.457784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:28.458668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:28.463296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:28.464753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:28.466193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:28.466990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:28.469094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:28.469733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:28.470912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:28.472756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:28.473932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:28.474801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:28.476147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:28.480403] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:28.536383] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:28.566475] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 16.7s | Global ETA: 34m 14s
[2025-11-25T12:04:28.566625] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:04:28.567454] [DEBUG] [FEATURES  ] DataBuilder: Executing 24 feature methods.
[2025-11-25T12:04:28.567541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:28.572405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:28.574375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:28.574987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:28.575515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:28.576008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:28.576877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:28.577859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:28.580401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:28.635033] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 9.98% | Symbol ETA: 7.9s | Global ETA: 34m 15s
[2025-11-25T12:04:28.635336] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:04:28.636169] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:28.636308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:28.641136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:28.643011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:28.643499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:28.643988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:28.644815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:28.701034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:28.703108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:28.727763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:04:28.729605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:28.745838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:28.747184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:28.793725] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:04:28.800819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:28.802109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:28.803513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:28.845006] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:04:28.886603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:28.887514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:28.889539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:28.892308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:28.893525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:28.895583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:28.896400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:28.900709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:28.901942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:28.962027] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:29.031384] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:29.067225] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:04:29.114842] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -1.01% | Symbol ETA: 1.1s | Global ETA: 34m 15s
[2025-11-25T12:04:29.130520] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 2.7s | Global ETA: 34m 15s
[2025-11-25T12:04:29.130705] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:04:29.131666] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:29.131812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:29.136779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:29.138718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:29.139310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:29.139832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:29.140677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:29.141575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:29.143346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:29.146099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:29.149012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:29.239603] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:29.244161] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:04:29.300398] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.23%, Actual: 0.68%
[2025-11-25T12:04:29.339318] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -4.44% | Symbol ETA: 7.2s | Global ETA: 34m 15s
[2025-11-25T12:04:29.339479] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:04:29.340366] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:29.340507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:29.345282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:29.347155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:29.347722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:29.348224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:29.349063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:29.413131] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:29.432153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:04:29.433826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:29.482891] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 0.82%
[2025-11-25T12:04:29.489590] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:04:29.495804] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 15.8s | Global ETA: 34m 15s
[2025-11-25T12:04:29.660325] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:29.660739] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:04:29.666673] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:04:29.769053] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:04:29.831434] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 4.10% | Symbol ETA: 2.0s | Global ETA: 34m 16s
[2025-11-25T12:04:29.831577] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:04:29.832355] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:29.832442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:29.832419] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 0.54%
[2025-11-25T12:04:29.837190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:29.837511] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:04:29.839105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:29.839704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:29.840184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:29.841021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:29.841909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:29.843624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:29.846292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:29.849116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:29.938805] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:30.001576] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.84%
[2025-11-25T12:04:30.007276] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:04:30.036890] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -1.49% | Symbol ETA: 6.5s | Global ETA: 34m 16s
[2025-11-25T12:04:30.037186] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:04:30.038044] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:30.038182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:30.042953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:30.044781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:30.045332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:30.045826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:30.046660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:30.131034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:04:30.132911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:30.172612] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.53%
[2025-11-25T12:04:30.177709] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:04:30.213061] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:04:30.344102] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.08%, Actual: 0.88%
[2025-11-25T12:04:30.346120] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:04:30.388697] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:30.475309] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:04:30.516465] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:04:30.525038] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.23%
[2025-11-25T12:04:30.557569] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.19% | Symbol ETA: 1.3s | Global ETA: 34m 16s
[2025-11-25T12:04:30.557751] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:04:30.558718] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:30.558866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:30.563932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:30.565975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:30.566611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:30.567143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:30.567975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:30.568878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:30.570628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:30.573360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:30.576377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:30.646072] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:30.686064] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:04:30.699802] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 0.25%
[2025-11-25T12:04:30.745431] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 7.19% | Symbol ETA: 5.8s | Global ETA: 34m 17s
[2025-11-25T12:04:30.745725] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:04:30.746527] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:30.746689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:30.751456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:30.753261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:30.753830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:30.754298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:30.755122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:30.838418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:04:30.840264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:30.854210] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:04:30.872919] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -1.01%, Actual: 0.93%
[2025-11-25T12:04:30.873306] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 43.6026%
[2025-11-25T12:04:30.874384] [INFO ] [main      ] BWG: DISCARDED add_volatility_decay_ratio (score: 43.60%)
[2025-11-25T12:04:30.874497] [INFO ] [main      ] BWG: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:04:30.874557] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:04:30.874680] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:04:30.889256] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:30.889998] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:04:30.890928] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:04:30.891072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:30.891909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:30.893248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:30.893993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:30.896776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:30.897553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:30.901942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:30.903179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:30.904473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:30.905128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:30.906924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:30.907456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:30.908524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:30.910170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:30.911246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:30.911962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:30.913091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:30.915143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:30.930407] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:04:31.023592] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:04:31.101275] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:31.180363] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:04:31.195922] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:04:31.196220] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:04:31.196386] [INFO ] [main      ] CMU: KEPT add_open_11_elasticity (score: 13.53%)
[2025-11-25T12:04:31.196505] [INFO ] [main      ] CMU: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:04:31.196614] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity']
[2025-11-25T12:04:31.196750] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:04:31.210018] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:31.210699] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:04:31.211599] [DEBUG] [FEATURES  ] DataBuilder: Executing 25 feature methods.
[2025-11-25T12:04:31.211769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:31.216690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:31.218550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:31.219136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:31.219691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:31.220195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:31.221044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:31.221978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:31.224479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:31.260567] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:04:31.269887] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.06% | Symbol ETA: 0.5s | Global ETA: 34m 17s
[2025-11-25T12:04:31.352243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:31.353109] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:31.354326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:31.397697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:31.398975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:31.427929] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:31.443557] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 3.15%, Actual: 1.77%
[2025-11-25T12:04:31.450024] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -5.49% | Symbol ETA: 5.1s | Global ETA: 34m 17s
[2025-11-25T12:04:31.450188] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:04:31.451097] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:31.451244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:31.453841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:31.455113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:31.455990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:31.456481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:31.457876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:31.458424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:31.458915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:31.459780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:31.512815] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 6.5s | Global ETA: 34m 17s
[2025-11-25T12:04:31.512965] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:04:31.513740] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:04:31.513822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:31.514521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:31.515785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:31.516427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:31.519129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:31.519854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:31.524062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:31.525219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:31.526480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:31.527154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:31.528930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:31.529418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:31.530434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:31.532049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:31.533096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:31.533801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:31.534892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:31.536922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:31.542683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:04:31.544058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:31.552830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:31.554216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:31.556775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:31.560461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:31.561937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:31.564450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:31.565393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:31.570710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:31.572162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:31.574251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:31.618828] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 4.51%
[2025-11-25T12:04:31.793604] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 3.14%
[2025-11-25T12:04:31.880920] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:04:31.884111] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:04:31.939718] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:04:31.964494] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.23%, Actual: 2.11%
[2025-11-25T12:04:32.055095] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:32.063934] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:32.123714] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:32.142940] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 2.58%, Actual: 1.66%
[2025-11-25T12:04:32.150512] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 5.9s | Global ETA: 34m 18s
[2025-11-25T12:04:32.150781] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:04:32.152296] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:04:32.152434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:32.153248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:32.154636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:32.155430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:32.156834] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 4.17% | Symbol ETA: 4.4s | Global ETA: 34m 18s
[2025-11-25T12:04:32.157159] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:04:32.158003] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:32.158147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:32.158376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:32.159199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:32.162990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:32.163762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:32.164902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:32.165058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:32.165483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:32.165984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:32.166440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:32.166770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:32.167159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:32.168977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:32.169507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:32.170604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:32.172388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:32.173544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:32.174281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:32.175407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:32.177595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:32.217918] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 23.1s | Global ETA: 34m 18s
[2025-11-25T12:04:32.218220] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:04:32.219075] [DEBUG] [FEATURES  ] DataBuilder: Executing 25 feature methods.
[2025-11-25T12:04:32.219233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:32.224186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:32.226041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:32.226668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:32.227233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:32.227744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:32.228575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:32.229466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:32.232067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:32.250479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:04:32.252320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:32.313829] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -0.45%, Actual: 0.48%
[2025-11-25T12:04:32.354566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:32.356871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:32.400721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:32.402156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:32.456005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:32.457280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:32.458744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:32.482408] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 0.17%
[2025-11-25T12:04:32.516335] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:04:32.546349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:32.547520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:32.549598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:32.552536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:32.553790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:32.555974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:32.556839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:32.561357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:32.562739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:32.564229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:32.589276] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:04:32.655845] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 4.10%, Actual: 0.43%
[2025-11-25T12:04:32.688377] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:32.757395] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:32.773063] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: -1.52% | Symbol ETA: 5.3s | Global ETA: 34m 18s
[2025-11-25T12:04:32.773202] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:04:32.773981] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:04:32.774105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:32.774831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:32.776075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:32.776749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:32.779389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:32.780158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:32.784418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:32.785599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:32.786956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:32.787803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:32.789757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:32.790271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:32.791347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:32.793158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:32.794215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:32.794917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:32.796212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:32.798241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:32.832632] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.19%, Actual: 0.67%
[2025-11-25T12:04:32.855053] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -0.74% | Symbol ETA: 3.7s | Global ETA: 34m 19s
[2025-11-25T12:04:32.855187] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:04:32.855947] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:32.856069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:32.860885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:32.862615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:32.863184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:32.863571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:32.864336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:32.906867] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:04:32.949724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:04:32.951269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:33.010785] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.06%, Actual: 2.39%
[2025-11-25T12:04:33.011038] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 44.3462%
[2025-11-25T12:04:33.011139] [INFO ] [main      ] LNG: DISCARDED add_volume_flow_differentials (score: 44.35%)
[2025-11-25T12:04:33.011189] [INFO ] [main      ] LNG: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:04:33.011230] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_volume_pressure_into_close']
[2025-11-25T12:04:33.011297] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:04:33.027197] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:33.027941] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:04:33.029088] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:33.029180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:33.035253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:33.037239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:33.037791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:33.038229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:33.039113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:33.040159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:33.042227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:33.045016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:33.046802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:33.083747] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:33.147840] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:04:33.189971] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 22.0s | Global ETA: 34m 19s
[2025-11-25T12:04:33.190315] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:04:33.192769] [DEBUG] [FEATURES  ] DataBuilder: Executing 25 feature methods.
[2025-11-25T12:04:33.193108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:33.199662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:33.201922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:33.202596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:33.203188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:33.203735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:33.204621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:33.205603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:33.208371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:33.304708] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:04:33.322084] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:33.336897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:33.339184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:33.382200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:33.383670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:33.398681] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:04:33.408330] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 4.6s | Global ETA: 34m 19s
[2025-11-25T12:04:33.408624] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:04:33.409554] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:04:33.409721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:33.410534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:33.411946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:33.412708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:33.415498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:33.416383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:33.420793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:33.422135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:33.423492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:33.424223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:33.426175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:33.426771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:33.427975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:33.429790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:33.431024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:33.431885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:33.433126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:33.435327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:33.437315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:33.438552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:33.439913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:33.500751] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:33.524101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:33.525159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:33.527104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:33.529980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:33.531202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:33.533298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:33.534143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:33.538618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:33.540002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:33.541424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:33.580492] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:33.599150] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: -0.90% | Symbol ETA: 3.0s | Global ETA: 34m 19s
[2025-11-25T12:04:33.599295] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:04:33.600102] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:33.600179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:33.605429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:33.607493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:33.608092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:33.608556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:33.609394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:33.692907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:04:33.694829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:33.757249] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 3.33% | Symbol ETA: 6.9s | Global ETA: 34m 19s
[2025-11-25T12:04:33.757403] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:04:33.758296] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:33.758388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:33.763992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:33.766058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:33.766832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:33.767390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:33.768307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:33.769317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:33.771405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:33.774510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:33.776770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:33.789407] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:04:33.948276] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:04:33.967257] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:34.068824] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.94% | Symbol ETA: 4.0s | Global ETA: 34m 20s
[2025-11-25T12:04:34.069150] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:04:34.071727] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:04:34.072018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:34.073202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:34.074914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:34.075935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:34.079831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:34.081013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:34.087610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:34.090073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:34.092537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:34.093838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:34.096617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:34.097677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:34.099267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:34.101604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:34.103177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:34.104052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:34.105689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:34.108686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:34.137024] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:04:34.203803] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:34.216087] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:04:34.322219] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 21.3s | Global ETA: 34m 20s
[2025-11-25T12:04:34.322534] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:04:34.324461] [DEBUG] [FEATURES  ] DataBuilder: Executing 25 feature methods.
[2025-11-25T12:04:34.324699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:34.331437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:34.334034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:34.334796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:34.335391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:34.336883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:34.337985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:34.339132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:34.342615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:34.402837] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:34.475321] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:34.509317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:34.512573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:34.523158] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -1.15% | Symbol ETA: 2.3s | Global ETA: 34m 20s
[2025-11-25T12:04:34.576524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:34.578739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:34.623948] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:04:34.654629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:34.656167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:34.657759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:34.702292] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.57% | Symbol ETA: 7.1s | Global ETA: 34m 20s
[2025-11-25T12:04:34.702450] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:04:34.703385] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:34.703485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:34.708929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:34.711214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:34.712104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:34.712739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:34.713813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:34.715027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:34.717571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:34.721138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:34.723205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:34.752809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:34.754066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:34.756142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:34.759488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:34.760949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:34.763010] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: 0.44%, Actual: 2.25%
[2025-11-25T12:04:34.763316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:34.764303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:34.769284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:34.770818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:34.772364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:34.881797] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:34.969600] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 3.6s | Global ETA: 34m 20s
[2025-11-25T12:04:34.969933] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:04:34.970815] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:04:34.970958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:34.971808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:34.973189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:34.973948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:34.976804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:34.977630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:34.980374] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 9.98%, Actual: 8.06%
[2025-11-25T12:04:34.982200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:34.983518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:34.984921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:34.985658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:34.987546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:34.988134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:34.989261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:34.991255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:34.992582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:34.993778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:34.994993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:34.997339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:35.111864] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:04:35.136976] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:04:35.151731] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -4.44%, Actual: 1.90%
[2025-11-25T12:04:35.289952] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:35.315163] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:35.323349] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -1.49%, Actual: 5.15%
[2025-11-25T12:04:35.352000] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:04:35.407989] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 20.4s | Global ETA: 34m 21s
[2025-11-25T12:04:35.408296] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:04:35.409215] [DEBUG] [FEATURES  ] DataBuilder: Executing 25 feature methods.
[2025-11-25T12:04:35.409411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:35.414913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:35.416953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:35.417704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:35.418290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:35.418819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:35.419707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:35.420607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:35.423402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:35.458367] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 6.0s | Global ETA: 34m 21s
[2025-11-25T12:04:35.458694] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:04:35.459544] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:35.459713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:35.464581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:35.466456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:35.467059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:35.467543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:35.468406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:35.469296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:35.470995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:35.473781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:35.475439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:35.493467] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 7.19%, Actual: 4.95%
[2025-11-25T12:04:35.527882] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:35.557282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:35.559579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:35.606384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:35.607868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:35.614400] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 2.9s | Global ETA: 34m 21s
[2025-11-25T12:04:35.614697] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:04:35.616054] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:04:35.616194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:35.617034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:35.618378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:35.619173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:35.621974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:35.622791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:35.627358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:35.628798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:35.630212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:35.630956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:35.632882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:35.633504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:35.634687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:35.636524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:35.637788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:35.638598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:35.639879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:35.642038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:35.664969] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -5.49%, Actual: 2.13%
[2025-11-25T12:04:35.666154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:35.667365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:35.668803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:35.758823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:35.759867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:35.761933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:35.765252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:35.766584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:35.768879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:35.769880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:35.774627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:35.776039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:35.777609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:35.816974] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:04:35.836283] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 4.17%, Actual: 3.19%
[2025-11-25T12:04:35.988164] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:36.004486] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:04:36.005782] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -0.74%, Actual: 3.45%
[2025-11-25T12:04:36.132664] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:04:36.160661] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.28% | Symbol ETA: 5.1s | Global ETA: 34m 22s
[2025-11-25T12:04:36.160961] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:04:36.161870] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:36.162018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:36.167102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:36.169098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:36.169754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:36.170268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:36.171139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:36.172094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:36.173923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:36.176636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:36.176475] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: -0.90%, Actual: 3.00%
[2025-11-25T12:04:36.178559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:36.185703] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:36.275889] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 2.2s | Global ETA: 34m 22s
[2025-11-25T12:04:36.276053] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:04:36.277021] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:04:36.277171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:36.277940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:36.279286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:36.280021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:36.282830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:36.283637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:36.288157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:36.289541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:36.290983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:36.291723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:36.293596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:36.294202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:36.295332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:36.297080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:36.298208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:36.299006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:36.300186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:36.302300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:36.316320] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:36.350728] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -1.15%, Actual: 2.41%
[2025-11-25T12:04:36.350986] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 44.6776%
[2025-11-25T12:04:36.351094] [INFO ] [main      ] BBAR: DISCARDED add_signed_carry_history_11 (score: 44.68%)
[2025-11-25T12:04:36.351152] [INFO ] [main      ] BBAR: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:04:36.351201] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_sma_ratio']
[2025-11-25T12:04:36.351253] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:04:36.364059] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:36.364755] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:04:36.365821] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:36.365907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:36.371854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:36.373729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:36.374224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:36.374635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:36.375405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:36.410325] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 19.3s | Global ETA: 34m 22s
[2025-11-25T12:04:36.410628] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:04:36.411574] [DEBUG] [FEATURES  ] DataBuilder: Executing 25 feature methods.
[2025-11-25T12:04:36.411787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:36.417243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:36.419385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:36.420028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:36.420590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:36.421137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:36.422010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:36.422935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:36.425680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:36.460637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:36.461697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:36.530946] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:04:36.565791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:36.568022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:36.617782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:36.619176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:36.657111] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:04:36.676433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:36.677727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:36.679256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:36.702044] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:36.772215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:36.773296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:36.775866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:36.778868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:36.780115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:36.782273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:36.783187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:36.788355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:36.790234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:36.791894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:36.836294] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:36.859924] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:04:36.867923] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.87% | Symbol ETA: 4.2s | Global ETA: 34m 22s
[2025-11-25T12:04:36.868221] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:04:36.869117] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:36.869268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:36.875084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:36.877098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:36.877719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:36.878217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:36.879059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:36.879992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:36.881763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:36.884542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:36.886377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:36.930418] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 1.5s | Global ETA: 34m 22s
[2025-11-25T12:04:36.930702] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:04:36.932082] [DEBUG] [FEATURES  ] DataBuilder: Executing 17 feature methods.
[2025-11-25T12:04:36.932225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:36.933038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:36.934439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:36.935190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:36.938523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:36.939366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:36.944074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:36.945499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:36.947144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:36.948065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:36.950453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:36.951193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:36.952635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:36.954470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:36.955631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:36.956430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:36.957667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:04:36.959831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:37.032408] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:37.137359] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -4.44% | Symbol ETA: 8.9s | Global ETA: 34m 23s
[2025-11-25T12:04:37.137845] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:04:37.138934] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:37.139098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:37.144263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:37.146420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:37.147077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:37.147574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:37.148426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:37.153964] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:04:37.233430] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:04:37.238915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:37.240409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:37.332138] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:37.339326] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:04:37.409925] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:37.422696] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 18.2s | Global ETA: 34m 23s
[2025-11-25T12:04:37.422994] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:04:37.423898] [DEBUG] [FEATURES  ] DataBuilder: Executing 25 feature methods.
[2025-11-25T12:04:37.424059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:37.429085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:37.431022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:37.431601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:37.432161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:37.432680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:37.433570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:37.434511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:37.437170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:37.524489] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:37.574117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:37.576472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:37.589260] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -0.28% | Symbol ETA: 3.4s | Global ETA: 34m 23s
[2025-11-25T12:04:37.589573] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:04:37.590507] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:37.590680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:37.596015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:37.598158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:37.598087] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:04:37.598726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:37.599256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:37.600136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:37.601219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:37.603245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:37.606268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:37.608162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:37.608412] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 0.9s | Global ETA: 34m 23s
[2025-11-25T12:04:37.622098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:37.623488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:37.679674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:37.680945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:37.682367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:37.771359] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:37.772434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:37.773553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:37.775703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:37.778827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:37.778805] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.20%, Actual: 0.68%
[2025-11-25T12:04:37.780101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:37.782435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:37.783346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:37.787870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:37.789260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:37.790870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:37.872414] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 3.97% | Symbol ETA: 7.9s | Global ETA: 34m 23s
[2025-11-25T12:04:37.872735] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:04:37.873610] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:37.873764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:37.878734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:37.880771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:37.881335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:37.881822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:37.882664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:37.951031] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 0.82%
[2025-11-25T12:04:37.966430] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:04:37.967979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:37.969000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:38.123333] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: -1.52%, Actual: 0.49%
[2025-11-25T12:04:38.148406] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:38.151809] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:04:38.296117] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 0.54%
[2025-11-25T12:04:38.318455] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.65% | Symbol ETA: 2.6s | Global ETA: 34m 24s
[2025-11-25T12:04:38.318764] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:04:38.319615] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:38.319818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:38.324628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:38.326479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:38.327095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:38.327566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:38.328394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:38.329221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:38.329448] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:04:38.330945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:38.331872] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:38.333542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:38.335282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:38.421262] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 17.2s | Global ETA: 34m 24s
[2025-11-25T12:04:38.421775] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:04:38.422911] [DEBUG] [FEATURES  ] DataBuilder: Executing 25 feature methods.
[2025-11-25T12:04:38.423067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:38.429182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:38.431173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:38.431819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:38.432422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:38.432969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:38.433894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:38.434844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:38.437470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:38.468479] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.94%, Actual: 0.84%
[2025-11-25T12:04:38.507029] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:38.571162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:38.573511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:38.604856] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.76% | Symbol ETA: 7.1s | Global ETA: 34m 24s
[2025-11-25T12:04:38.605153] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:04:38.605964] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:38.606105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:38.611369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:38.613324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:38.613943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:38.614428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:38.615312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:38.619794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:38.621135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:38.640476] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 0.53%
[2025-11-25T12:04:38.678706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:38.679990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:38.680537] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:04:38.681564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:38.707077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:38.708261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:38.774816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:38.775959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:38.778159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:38.781164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:38.782406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:38.784558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:38.785437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:38.790053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:38.791393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:38.792876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:38.812958] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.88%
[2025-11-25T12:04:38.852279] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:38.982272] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.23%
[2025-11-25T12:04:39.014027] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 3.05% | Symbol ETA: 1.9s | Global ETA: 34m 24s
[2025-11-25T12:04:39.014322] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:04:39.015157] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:39.015312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:39.020250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:39.022062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:39.022620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:39.023153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:39.024010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:39.024891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:39.026622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:39.029400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:39.031148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:39.054561] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:04:39.149370] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:04:39.154858] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.15%, Actual: 0.25%
[2025-11-25T12:04:39.230170] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:39.325083] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.58%, Actual: 0.93%
[2025-11-25T12:04:39.325460] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 40.8439%
[2025-11-25T12:04:39.325631] [INFO ] [main      ] BWG: DISCARDED add_volatility_state_percentiles (score: 40.84%)
[2025-11-25T12:04:39.325762] [INFO ] [main      ] BWG: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:04:39.325884] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_volume_dispersion']
[2025-11-25T12:04:39.326027] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:04:39.328221] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:39.331167] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -3.36% | Symbol ETA: 6.4s | Global ETA: 34m 25s
[2025-11-25T12:04:39.331340] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:04:39.332304] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:39.332467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:39.337456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:39.339452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:39.340040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:39.340530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:39.340628] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:39.341382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:39.341387] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:04:39.342337] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:39.342494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:39.343310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:39.344666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:39.345406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:39.348210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:39.349007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:39.353408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:39.354658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:39.356007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:39.356725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:39.358555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:39.359135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:39.360236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:39.361956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:39.363113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:39.363926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:39.365360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:39.372222] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:04:39.418168] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 16.1s | Global ETA: 34m 25s
[2025-11-25T12:04:39.418338] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:04:39.419181] [DEBUG] [FEATURES  ] DataBuilder: Executing 25 feature methods.
[2025-11-25T12:04:39.419409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:39.424573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:39.426544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:39.427153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:39.427718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:39.428202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:39.429073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:39.429456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:39.429932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:39.430497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:39.432480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:39.543943] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:39.557331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:39.559562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:39.602472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:39.603749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:39.657118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:39.658133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:39.659503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:39.705486] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 1.29% | Symbol ETA: 1.1s | Global ETA: 34m 25s
[2025-11-25T12:04:39.705631] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:04:39.706399] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:39.706477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:39.711293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:39.713233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:39.713822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:39.714296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:39.715122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:39.716018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:39.717747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:39.720484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:39.720310] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:04:39.722184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:39.742241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:39.743197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:39.745149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:39.748015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:39.749237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:39.751341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:39.752170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:39.756585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:39.757932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:39.759336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:39.775956] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:04:39.901703] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:39.950053] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:39.988658] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 6.5s | Global ETA: 34m 25s
[2025-11-25T12:04:39.988967] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:04:39.990303] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:39.990472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:39.991297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:39.992711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:39.993439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:39.996505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:39.997411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:40.002107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:40.003606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:40.005068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:40.005851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:40.007961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:40.008545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:40.009775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:40.011769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:40.013051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:40.013998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:40.015591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:40.049062] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 11.86% | Symbol ETA: 5.6s | Global ETA: 34m 25s
[2025-11-25T12:04:40.049351] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:04:40.050221] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:40.050363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:40.055383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:40.057386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:40.057981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:40.058463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:40.059315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:40.064969] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:04:40.097910] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:04:40.146948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:40.148162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:40.237055] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:40.268536] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:40.354828] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 15.1s | Global ETA: 34m 26s
[2025-11-25T12:04:40.355105] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:04:40.355957] [DEBUG] [FEATURES  ] DataBuilder: Executing 25 feature methods.
[2025-11-25T12:04:40.356110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:40.361019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:40.362904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:40.363457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:40.364000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:40.364478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:40.365306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:40.366198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:40.368702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:40.374886] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:04:40.404004] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.76% | Symbol ETA: 0.4s | Global ETA: 34m 26s
[2025-11-25T12:04:40.492113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:40.492353] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:04:40.494303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:40.537083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:40.538413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:40.559560] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:40.574948] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 3.33%, Actual: 1.77%
[2025-11-25T12:04:40.595350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:40.596458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:40.597982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:40.657893] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 6.0s | Global ETA: 34m 26s
[2025-11-25T12:04:40.658052] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:04:40.658925] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:40.659073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:40.659912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:40.661216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:40.661905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:40.664724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:40.665518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:40.669086] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:40.670822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:40.672258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:40.673619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:40.674499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:40.676751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:40.677585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:40.678975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:40.680908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:40.682211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:40.683085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:40.684762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:40.688588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:40.689590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:40.691522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:40.694540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:40.695725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:40.697854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:40.698665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:40.703201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:40.704453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:40.705886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:40.747555] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 4.51%
[2025-11-25T12:04:40.764982] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -5.30% | Symbol ETA: 4.8s | Global ETA: 34m 26s
[2025-11-25T12:04:40.765257] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:04:40.766586] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:40.766749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:40.771695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:40.773541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:40.774108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:40.774574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:40.775414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:40.860228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:40.861190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:40.918605] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -1.08%, Actual: 3.14%
[2025-11-25T12:04:41.050103] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:04:41.068938] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:04:41.094629] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.28%, Actual: 2.11%
[2025-11-25T12:04:41.200778] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:04:41.218374] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:41.248966] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:41.283476] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.87%, Actual: 1.66%
[2025-11-25T12:04:41.304100] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 5.3s | Global ETA: 34m 26s
[2025-11-25T12:04:41.304324] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:04:41.305163] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:41.305304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:41.306096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:41.307449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:41.308201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:41.310964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:41.311750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:41.316069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:41.317373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:41.318736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:41.319437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:41.321249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:41.321874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:41.322958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:41.324612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:41.325750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:41.326503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:41.327962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:41.342299] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 14.1s | Global ETA: 34m 26s
[2025-11-25T12:04:41.383793] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:41.458016] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.48%
[2025-11-25T12:04:41.481059] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -4.27% | Symbol ETA: 4.1s | Global ETA: 34m 27s
[2025-11-25T12:04:41.481331] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:04:41.482228] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:41.482405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:41.487406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:41.489371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:41.489981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:41.490471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:41.491346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:41.538248] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:04:41.581073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:41.582193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:41.634453] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.65%, Actual: 0.17%
[2025-11-25T12:04:41.664323] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:04:41.717702] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:04:41.810591] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 3.05%, Actual: 0.43%
[2025-11-25T12:04:41.838087] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:41.898439] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:04:41.920198] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 4.6s | Global ETA: 34m 27s
[2025-11-25T12:04:41.920479] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:04:41.921329] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:41.921438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:41.922173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:41.923518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:41.924247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:41.927025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:41.927844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:41.928400] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:04:41.932201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:41.933479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:41.934852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:41.935596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:41.937512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:41.938094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:41.939186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:41.940986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:41.942169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:41.942965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:41.944405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:41.987339] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 1.29%, Actual: 0.67%
[2025-11-25T12:04:42.072785] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:04:42.097925] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:42.161999] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.76%, Actual: 2.39%
[2025-11-25T12:04:42.162421] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 43.2910%
[2025-11-25T12:04:42.162665] [INFO ] [main      ] LNG: DISCARDED add_volume_pressure_into_close (score: 43.29%)
[2025-11-25T12:04:42.162790] [INFO ] [main      ] LNG: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:04:42.162901] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_volume_zscore']
[2025-11-25T12:04:42.163041] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:04:42.178539] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:42.179096] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:04:42.180057] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:42.180201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:42.185278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:42.187231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:42.187841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:42.188336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:42.189195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:42.190122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:42.191916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:42.193212] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 0.38% | Symbol ETA: 3.4s | Global ETA: 34m 27s
[2025-11-25T12:04:42.193508] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:04:42.194340] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:42.194484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:42.194702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:42.196460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:42.199300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:42.201163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:42.201732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:42.202197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:42.203021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:42.245149] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:04:42.283995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:42.285128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:42.290703] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:04:42.425245] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:04:42.463364] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:42.546868] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 3.9s | Global ETA: 34m 28s
[2025-11-25T12:04:42.547037] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:04:42.547817] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:42.547957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:42.548686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:42.549882] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:04:42.549966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:42.550657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:42.553300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:42.554045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:42.558411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:42.559660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:42.561031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:42.561754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:42.563564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:42.564137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:42.565227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:42.566905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:42.568061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:42.568853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:42.570262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:42.609854] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:04:42.637497] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:04:42.725627] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:42.792875] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:04:42.812304] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:42.900810] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 3.01% | Symbol ETA: 6.7s | Global ETA: 34m 28s
[2025-11-25T12:04:42.901103] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:04:42.902026] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:42.902170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:42.907414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:42.908086] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: -2.55% | Symbol ETA: 2.6s | Global ETA: 34m 28s
[2025-11-25T12:04:42.908251] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:04:42.909023] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:42.909243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:42.909487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:42.910060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:42.910480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:42.911270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:42.912135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:42.913905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:42.914456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:42.915982] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:04:42.916396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:42.916754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:42.916983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:42.917479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:42.918310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:42.918480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:42.973362] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:04:43.001370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:04:43.002493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:43.088392] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:43.149125] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:04:43.149506] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:04:43.149679] [INFO ] [main      ] CMU: KEPT add_open_reversal_intensity (score: 13.53%)
[2025-11-25T12:04:43.149818] [INFO ] [main      ] CMU: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:43.149937] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:04:43.150063] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:04:43.163235] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:43.163863] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:04:43.164791] [DEBUG] [FEATURES  ] DataBuilder: Executing 26 feature methods.
[2025-11-25T12:04:43.164957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:43.167800] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 3.3s | Global ETA: 34m 28s
[2025-11-25T12:04:43.168062] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:04:43.169436] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:43.169582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:43.170304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:43.170369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:43.171697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:43.172285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:43.172409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:43.172852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:43.173334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:43.173816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:43.174790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:43.175186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:43.175750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:43.175988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:43.178599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:43.180333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:43.181563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:43.182919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:43.183679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:43.185501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:43.186077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:43.187233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:43.188913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:43.190081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:43.190897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:43.192366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:43.277259] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:04:43.314021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:43.316281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:43.345893] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:04:43.363953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:43.365271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:43.423751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:43.424901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:43.426380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:43.455952] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:43.518487] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:43.519859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:43.521020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:43.523303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:43.526542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:43.528093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:43.530601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:43.531497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:43.536332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:43.537808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:43.539566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:43.539300] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:04:43.541230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:43.611729] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -8.42% | Symbol ETA: 1.9s | Global ETA: 34m 29s
[2025-11-25T12:04:43.631565] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 6.0s | Global ETA: 34m 29s
[2025-11-25T12:04:43.631873] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:04:43.632903] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:43.633046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:43.638424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:43.640322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:43.640960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:43.641453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:43.642310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:43.643246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:43.645039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:43.647911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:43.649704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:43.713359] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:43.784069] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -4.44%, Actual: 2.25%
[2025-11-25T12:04:43.795614] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 2.6s | Global ETA: 34m 29s
[2025-11-25T12:04:43.795914] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:04:43.796736] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:43.796879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:43.797704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:43.799026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:43.799761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:43.802494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:43.803295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:43.807733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:43.809063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:43.810456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:43.811179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:43.813097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:43.813707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:43.814828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:43.816604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:43.817773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:43.818584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:43.820047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:43.904044] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:04:43.956531] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 3.97%, Actual: 8.06%
[2025-11-25T12:04:43.991022] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:04:44.088286] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:44.164548] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:44.179282] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:04:44.183239] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 23.1s | Global ETA: 34m 29s
[2025-11-25T12:04:44.183430] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:04:44.184993] [DEBUG] [FEATURES  ] DataBuilder: Executing 26 feature methods.
[2025-11-25T12:04:44.185150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:44.186750] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.76%, Actual: 1.90%
[2025-11-25T12:04:44.190575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:44.192637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:44.193251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:44.193844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:44.194430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:44.195303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:44.196229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:44.199035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:44.324701] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: -1.63% | Symbol ETA: 5.2s | Global ETA: 34m 29s
[2025-11-25T12:04:44.324844] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:04:44.325594] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:44.325695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:44.330463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:44.332226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:44.332791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:44.332961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:44.333218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:44.333987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:44.334969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:44.335225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:44.336774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:44.339573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:44.341493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:44.356457] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:44.367982] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -3.36%, Actual: 5.15%
[2025-11-25T12:04:44.382220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:44.383515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:44.438193] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 2.0s | Global ETA: 34m 29s
[2025-11-25T12:04:44.438478] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:04:44.439354] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:44.439502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:44.439849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:44.440317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:44.441043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:44.441718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:44.442471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:44.442464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:44.445365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:44.446191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:44.450927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:44.452509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:44.454098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:44.454895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:44.456965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:44.457584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:44.458785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:44.460561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:44.461775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:44.462592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:44.464100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:44.532920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:44.534055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:44.536208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:44.537947] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 11.86%, Actual: 4.95%
[2025-11-25T12:04:44.539245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:44.540481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:44.542747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:44.543722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:44.548450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:44.549831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:44.551310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:44.552991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:44.686203] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:04:44.708707] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -5.30%, Actual: 2.13%
[2025-11-25T12:04:44.813152] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:04:44.860990] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:44.900337] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -4.27%, Actual: 3.19%
[2025-11-25T12:04:44.915099] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:04:44.984404] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:45.029923] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -0.81% | Symbol ETA: 4.5s | Global ETA: 34m 30s
[2025-11-25T12:04:45.030082] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:04:45.030907] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:45.031000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:45.035827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:45.037786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:45.038356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:45.038865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:45.039687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:45.040548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:45.042261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:45.044894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:45.046578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:45.066229] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 1.3s | Global ETA: 34m 30s
[2025-11-25T12:04:45.066467] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:04:45.067335] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:45.067483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:45.068290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:45.069659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:45.070376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:45.072695] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 3.45%
[2025-11-25T12:04:45.073128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:45.073944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:45.078339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:45.079510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:45.080876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:45.081582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:45.083400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:45.083975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:45.085085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:45.086778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:45.087979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:45.088757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:04:45.090197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:45.092093] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:45.186095] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 22.0s | Global ETA: 34m 30s
[2025-11-25T12:04:45.186408] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:04:45.187333] [DEBUG] [FEATURES  ] DataBuilder: Executing 26 feature methods.
[2025-11-25T12:04:45.187511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:45.192993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:45.195081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:45.195689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:45.196230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:45.196754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:45.197677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:45.198676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:45.201286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:45.245740] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: -2.55%, Actual: 3.00%
[2025-11-25T12:04:45.337118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:45.339351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:45.386000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:45.387461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:45.392047] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:04:45.420134] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -8.42%, Actual: 2.41%
[2025-11-25T12:04:45.420558] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 49.8519%
[2025-11-25T12:04:45.420756] [INFO ] [main      ] BBAR: DISCARDED add_sma_ratio (score: 49.85%)
[2025-11-25T12:04:45.420866] [INFO ] [main      ] BBAR: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:04:45.420978] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_vol_of_vol']
[2025-11-25T12:04:45.421110] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:04:45.432444] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:04:45.434211] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:45.434992] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:04:45.435958] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:45.436096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:45.440998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:45.442897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:45.443456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:45.443944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:45.444778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:45.457768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:45.459179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:45.460675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:45.531208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:45.532852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:45.560176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:45.561341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:45.563721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:45.564996] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:45.567281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:45.568962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:45.571860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:45.572730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:45.577706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:45.579453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:45.581336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:45.583546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:45.605473] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:45.688167] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -1.01% | Symbol ETA: 0.7s | Global ETA: 34m 31s
[2025-11-25T12:04:45.724559] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.66% | Symbol ETA: 3.7s | Global ETA: 34m 31s
[2025-11-25T12:04:45.724874] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:04:45.725757] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:45.725899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:45.730805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:45.732616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:45.733195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:45.733692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:45.734488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:45.735311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:45.737123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:45.739938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:45.741618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:45.862149] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.15%, Actual: 0.68%
[2025-11-25T12:04:45.888659] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:04:45.950497] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:04:46.032792] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 0.82%
[2025-11-25T12:04:46.062797] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:46.084578] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:04:46.128685] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:46.166684] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -3.02% | Symbol ETA: 8.0s | Global ETA: 34m 31s
[2025-11-25T12:04:46.166849] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:04:46.167724] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:46.167951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:46.173010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:46.174911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:46.175503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:46.176013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:46.176869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:46.205448] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:04:46.222495] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 21.1s | Global ETA: 34m 31s
[2025-11-25T12:04:46.222820] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:04:46.223793] [DEBUG] [FEATURES  ] DataBuilder: Executing 26 feature methods.
[2025-11-25T12:04:46.223977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:46.229415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:46.231340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:46.231954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:46.232764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:46.233258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:46.234408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:46.235407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:46.238217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:46.257891] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:46.265972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:46.267326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:46.372452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:46.374809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:46.380037] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 0.54%
[2025-11-25T12:04:46.421047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:46.422344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:46.426796] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.10% | Symbol ETA: 3.0s | Global ETA: 34m 31s
[2025-11-25T12:04:46.426959] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:04:46.427769] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:46.427857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:46.432619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:46.434419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:46.434953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:46.435364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:46.436115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:46.436937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:46.438592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:46.441229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:46.442954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:46.479473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:46.480615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:46.482097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:46.552754] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.96%, Actual: 0.84%
[2025-11-25T12:04:46.572661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:46.573661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:46.575732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:46.578931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:46.580179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:46.582439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:46.583348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:46.588244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:46.589580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:46.591143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:46.592909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:46.620620] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:04:46.723395] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.53%
[2025-11-25T12:04:46.786307] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:04:46.790791] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:46.890182] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 6.44% | Symbol ETA: 7.3s | Global ETA: 34m 32s
[2025-11-25T12:04:46.890469] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:04:46.891282] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:46.891423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:46.896981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:46.898934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:46.899493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:46.899981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:46.900822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:46.909280] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.08%, Actual: 0.88%
[2025-11-25T12:04:46.947386] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:04:46.958481] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:46.987389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:46.988970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:47.086058] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.23%
[2025-11-25T12:04:47.127501] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.46% | Symbol ETA: 2.3s | Global ETA: 34m 32s
[2025-11-25T12:04:47.128044] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:04:47.128393] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:47.128953] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:47.129108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:47.134171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:47.136172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:47.136809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:47.137336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:47.138189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:47.139105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:47.140872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:47.143568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:47.145331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:47.221745] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 20.0s | Global ETA: 34m 32s
[2025-11-25T12:04:47.222043] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:04:47.222965] [DEBUG] [FEATURES  ] DataBuilder: Executing 26 feature methods.
[2025-11-25T12:04:47.223122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:47.228823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:47.230861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:47.231444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:47.232045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:47.232549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:47.233428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:47.234431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:47.237135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:47.256746] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 0.25%
[2025-11-25T12:04:47.339687] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:04:47.369466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:47.371748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:47.418437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:47.419848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:47.445390] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -1.01%, Actual: 0.93%
[2025-11-25T12:04:47.445824] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 42.5767%
[2025-11-25T12:04:47.446001] [INFO ] [main      ] BWG: DISCARDED add_volume_dispersion (score: 42.58%)
[2025-11-25T12:04:47.446113] [INFO ] [main      ] BWG: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:04:47.446217] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_volume_flow_differentials']
[2025-11-25T12:04:47.446392] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:04:47.462192] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:47.462823] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:04:47.463804] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:47.463959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:47.464826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:47.466202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:47.466976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:47.471584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:47.472468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:47.476965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:47.477700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:47.478316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:47.479184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:47.479965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:47.480755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:47.480902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:47.483002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:47.483585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:47.484738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:47.486445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:47.487613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:47.488330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:47.491114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:47.491253] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:04:47.513068] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:47.572612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:47.573718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:47.575754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:47.578774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:47.580162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:47.582913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:47.583966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:47.588569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:47.589886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:47.591337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:47.593001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:47.611749] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -4.51% | Symbol ETA: 6.5s | Global ETA: 34m 32s
[2025-11-25T12:04:47.612059] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:04:47.612922] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:47.613064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:47.618000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:47.619845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:47.620424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:47.620919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:47.621771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:47.664041] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:47.712758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:47.714305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:47.828671] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 2.05% | Symbol ETA: 1.6s | Global ETA: 34m 33s
[2025-11-25T12:04:47.828836] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:04:47.829655] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:47.829743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:47.834559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:47.836351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:47.836921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:47.837404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:47.837782] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:04:47.838171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:47.839060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:47.840826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:47.843681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:47.845372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:47.945742] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:04:48.008132] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:48.055160] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:04:48.092175] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 6.2s | Global ETA: 34m 33s
[2025-11-25T12:04:48.092423] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:04:48.094377] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:48.094518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:48.095305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:48.096707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:48.097410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:48.100206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:48.101028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:48.105526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:48.106859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:48.108275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:48.109046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:48.110900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:48.111466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:48.112570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:48.114285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:48.115426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:48.116243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:48.119092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:48.119930] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:48.201118] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:04:48.211279] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 19.0s | Global ETA: 34m 33s
[2025-11-25T12:04:48.211554] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:04:48.212387] [DEBUG] [FEATURES  ] DataBuilder: Executing 26 feature methods.
[2025-11-25T12:04:48.212563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:48.217510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:48.219335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:48.219936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:48.220520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:48.221089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:48.221941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:48.222833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:48.225340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:48.225221] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:48.320717] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: 2.00% | Symbol ETA: 5.8s | Global ETA: 34m 33s
[2025-11-25T12:04:48.321011] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:04:48.321861] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:48.322002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:48.326784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:48.328624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:48.329196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:48.329690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:48.330503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:48.350994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:48.353185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:48.368667] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:48.397038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:48.398240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:48.413603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:48.415050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:48.451229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:48.452223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:48.453540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:48.467028] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:04:48.529031] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 0.86% | Symbol ETA: 0.9s | Global ETA: 34m 33s
[2025-11-25T12:04:48.529309] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:04:48.530178] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:48.530320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:48.535118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:48.536982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:48.537559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:48.538050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:48.538880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:48.539778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:48.541477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:48.541332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:48.542517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:48.544167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:48.544479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:48.545910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:48.547432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:48.548676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:48.550786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:48.551623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:48.556027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:48.557329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:48.558790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:48.560414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:48.640479] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:48.725695] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 5.5s | Global ETA: 34m 33s
[2025-11-25T12:04:48.725838] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:04:48.726584] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:48.726679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:48.727439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:48.728715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:48.729479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:48.732395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:48.733234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:48.737604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:48.738876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:48.740233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:48.740978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:48.742857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:48.743428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:48.744556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:48.746274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:48.747438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:48.748218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:48.751188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:48.758678] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:04:48.880362] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:04:48.898316] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:04:48.929456] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:49.029727] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 6.49% | Symbol ETA: 5.0s | Global ETA: 34m 34s
[2025-11-25T12:04:49.029873] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:04:49.030624] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:49.030744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:49.035568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:49.037667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:49.038248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:49.038788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:49.039557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:49.064115] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:49.066680] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:49.099802] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:04:49.127236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:49.128721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:49.155694] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 17.9s | Global ETA: 34m 34s
[2025-11-25T12:04:49.155961] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:04:49.156847] [DEBUG] [FEATURES  ] DataBuilder: Executing 26 feature methods.
[2025-11-25T12:04:49.157021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:49.161919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:49.163755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:49.164318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:49.164892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:49.165305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:49.166146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:49.167066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:49.169595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:49.231242] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -1.80% | Symbol ETA: 0.2s | Global ETA: 34m 34s
[2025-11-25T12:04:49.271393] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:49.290979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:49.293100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:49.336062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:49.337281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:49.356870] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 4.9s | Global ETA: 34m 34s
[2025-11-25T12:04:49.357185] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:04:49.358638] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:49.358808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:49.359587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:49.361056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:49.361830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:49.364622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:49.365380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:49.369959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:49.371235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:49.372686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:49.373407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:49.375303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:49.375930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:49.377076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:49.378892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:49.380095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:49.381033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:49.383913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:49.390615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:49.391700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:49.393035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:49.402261] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 3.01%, Actual: 1.77%
[2025-11-25T12:04:49.473760] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:04:49.476731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:49.477798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:49.479763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:49.482561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:49.483787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:49.485883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:49.486622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:49.491107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:49.492377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:49.493849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:49.495476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:49.582184] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 4.51%
[2025-11-25T12:04:49.646424] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:49.729067] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:04:49.744029] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -4.49% | Symbol ETA: 4.3s | Global ETA: 34m 34s
[2025-11-25T12:04:49.744309] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:04:49.745189] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:49.745274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:49.750221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:49.752103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:49.752729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:49.753201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:49.754062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:49.763396] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -1.63%, Actual: 3.14%
[2025-11-25T12:04:49.836744] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:04:49.840064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:49.841356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:49.903924] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:49.948193] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -0.81%, Actual: 2.11%
[2025-11-25T12:04:49.989507] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.10% | Symbol ETA: 4.3s | Global ETA: 34m 35s
[2025-11-25T12:04:49.989795] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:04:49.990676] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:49.990820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:49.991599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:49.993004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:49.993747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:49.996731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:49.997858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:50.004553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:50.006478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:50.008497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:50.008893] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:50.009563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:50.011677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:50.012290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:50.013438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:50.015181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:50.016356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:50.017193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:50.020338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:50.098731] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 16.9s | Global ETA: 34m 35s
[2025-11-25T12:04:50.098907] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:04:50.099785] [DEBUG] [FEATURES  ] DataBuilder: Executing 26 feature methods.
[2025-11-25T12:04:50.099885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:50.104753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:50.106836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:50.107462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:50.108011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:50.108509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:50.109373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:50.110285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:50.112885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:50.133931] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 1.66%
[2025-11-25T12:04:50.190028] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:04:50.233806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:50.235976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:50.285169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:50.286551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:50.310434] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.48%
[2025-11-25T12:04:50.338816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:50.339832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:50.341098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:50.360258] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:50.373921] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:04:50.422798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:50.423691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:50.425504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:50.428439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:50.429670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:50.431779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:50.432580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:50.436891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:50.438145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:50.439553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:50.441183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:50.456031] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -3.23% | Symbol ETA: 3.6s | Global ETA: 34m 35s
[2025-11-25T12:04:50.456347] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:04:50.457402] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:50.457561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:50.462428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:50.464316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:50.464900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:50.465373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:50.466205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:50.484969] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.46%, Actual: 0.17%
[2025-11-25T12:04:50.543597] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:50.549798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:50.551339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:50.626819] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.80% | Symbol ETA: 3.7s | Global ETA: 34m 35s
[2025-11-25T12:04:50.627112] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:04:50.627946] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:50.628085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:50.628870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:50.630133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:50.630860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:50.633562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:50.634350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:50.638694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:50.639916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:50.641244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:50.641962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:50.643784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:50.644335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:50.645428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:50.647188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:50.648323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:50.649109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:50.651935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:50.653844] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 2.05%, Actual: 0.43%
[2025-11-25T12:04:50.777877] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:04:50.825084] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.86%, Actual: 0.67%
[2025-11-25T12:04:50.897256] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:04:50.946162] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:51.001212] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:04:51.012372] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.80%, Actual: 2.39%
[2025-11-25T12:04:51.012868] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 45.5025%
[2025-11-25T12:04:51.013099] [INFO ] [main      ] LNG: DISCARDED add_volume_zscore (score: 45.50%)
[2025-11-25T12:04:51.013278] [INFO ] [main      ] LNG: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:04:51.013443] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure', 'add_vwap_deviations']
[2025-11-25T12:04:51.013677] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:04:51.033409] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 15.9s | Global ETA: 34m 36s
[2025-11-25T12:04:51.033721] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:04:51.034560] [DEBUG] [FEATURES  ] DataBuilder: Executing 26 feature methods.
[2025-11-25T12:04:51.034738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:51.035727] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:51.036541] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 2
[2025-11-25T12:04:51.038059] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:51.038188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:51.039813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:51.041623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:51.042138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:51.042701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:51.043184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:51.044037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:51.044929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:51.046048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:51.047539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:51.048383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:51.049139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:51.049659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:51.050506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:51.051412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:51.053302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:51.056146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:04:51.062430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:51.068289] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:51.165329] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 0.42% | Symbol ETA: 2.9s | Global ETA: 34m 36s
[2025-11-25T12:04:51.165635] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:04:51.166462] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:51.166539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:51.166328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:51.168462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:51.171276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:51.173202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:51.173831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:51.174140] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:51.174304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:51.175108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:51.210371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:51.211430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:51.258440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:51.259824] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.41% | Symbol ETA: 3.0s | Global ETA: 34m 36s
[2025-11-25T12:04:51.260089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:51.259992] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:04:51.261396] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:51.261483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:51.262386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:51.263282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:51.263784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:51.264221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:51.264455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:51.265733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:51.267347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:51.268100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:51.272670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:51.273877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:51.275222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:51.275895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:51.277740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:51.278240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:51.279290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:51.281052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:51.282175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:51.282944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:51.285796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:51.348945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:51.349837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:51.351767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:51.354557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:51.355756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:51.357831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:51.358636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:51.363010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:51.364261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:51.366584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:51.368255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:51.413850] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-20
[2025-11-25T12:04:51.586665] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:51.612444] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:04:51.639704] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:04:51.721540] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:04:51.769369] [INFO ] [main      ] LNG: Lookback Days: 2, Magnitude: 1.35% | Symbol ETA: 6.6s | Global ETA: 34m 36s
[2025-11-25T12:04:51.769551] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 3
[2025-11-25T12:04:51.770690] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:51.770796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:51.777996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:51.780132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:51.780771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:51.781213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:51.782028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:51.782922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:51.783550] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:51.784836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:51.787836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:04:51.794088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:51.817756] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:51.879069] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: -3.73% | Symbol ETA: 2.2s | Global ETA: 34m 36s
[2025-11-25T12:04:51.879209] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:04:51.879964] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:51.880086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:51.884920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:51.886636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:51.887225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:51.887615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:51.888441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:51.897620] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:51.904442] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 2.4s | Global ETA: 34m 36s
[2025-11-25T12:04:51.904592] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:04:51.905391] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:51.905477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:51.906447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:51.907877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:51.908543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:51.911401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:51.912229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:51.916708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:51.917916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:51.919232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:51.919906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:51.921733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:51.922243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:51.923296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:51.924993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:51.926086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:51.926844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:51.929773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:51.971425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:04:51.972608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:51.990588] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 14.9s | Global ETA: 34m 36s
[2025-11-25T12:04:51.990784] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:04:51.991572] [DEBUG] [FEATURES  ] DataBuilder: Executing 26 feature methods.
[2025-11-25T12:04:51.991688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:51.996858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:51.998736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:51.999315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:51.999860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:52.000303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:52.001125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:52.002004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:52.004611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:52.132469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:52.134637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:52.153020] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-19
[2025-11-25T12:04:52.178815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:52.180161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:52.232251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:52.233339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:52.234698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:52.273886] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:04:52.306760] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:04:52.316873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:52.318035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:52.319958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:52.322857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:52.324097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:52.326318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:52.327194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:52.331634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:52.332602] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:52.333168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:52.334639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:52.336309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:52.443511] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:52.472972] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:52.500324] [INFO ] [main      ] LNG: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 5.9s | Global ETA: 34m 37s
[2025-11-25T12:04:52.500662] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 4
[2025-11-25T12:04:52.501538] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:52.501720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:52.506662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:52.508870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:52.509512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:52.510041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:52.510901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:52.511838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:52.513741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:52.516664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:04:52.522994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:52.526697] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 1.8s | Global ETA: 34m 37s
[2025-11-25T12:04:52.526972] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:04:52.527868] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:52.528007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:52.528826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:52.530172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:52.530905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:52.533661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:52.534432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:52.538776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:52.540008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:52.541344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:52.542060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:52.543929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:52.544485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:52.545581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:52.547309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:52.548421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:52.549194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:52.552015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:52.567083] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -3.17% | Symbol ETA: 1.4s | Global ETA: 34m 37s
[2025-11-25T12:04:52.681452] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:04:52.734997] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -3.02%, Actual: 2.25%
[2025-11-25T12:04:52.850808] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:52.887438] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-18
[2025-11-25T12:04:52.892228] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:04:52.902603] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 6.44%, Actual: 8.06%
[2025-11-25T12:04:52.938436] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 13.9s | Global ETA: 34m 37s
[2025-11-25T12:04:53.068899] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:53.069139] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -4.51%, Actual: 1.90%
[2025-11-25T12:04:53.072851] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:53.111608] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:04:53.163254] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.36% | Symbol ETA: 1.1s | Global ETA: 34m 38s
[2025-11-25T12:04:53.163549] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:04:53.165011] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:53.165154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:53.165966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:53.167326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:53.168089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:53.170889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:53.171705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:53.176113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:53.177405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:53.178780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:53.179491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:53.181357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:53.181941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:53.183065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:53.184862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:53.186005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:53.186802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:04:53.189580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:53.235500] [INFO ] [main      ] LNG: Lookback Days: 4, Magnitude: 1.25% | Symbol ETA: 5.1s | Global ETA: 34m 38s
[2025-11-25T12:04:53.235826] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 5
[2025-11-25T12:04:53.236172] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: 2.00%, Actual: 5.15%
[2025-11-25T12:04:53.236732] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:53.236891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:53.241869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:53.243758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:53.244359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:53.244870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:53.245729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:53.246625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:53.248402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:53.251159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:04:53.257174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:53.283103] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:04:53.402779] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 6.49%, Actual: 4.95%
[2025-11-25T12:04:53.451484] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:04:53.530560] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:04:53.568380] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -4.49%, Actual: 2.13%
[2025-11-25T12:04:53.610048] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-17
[2025-11-25T12:04:53.622280] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:04:53.703073] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:53.734129] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -3.23%, Actual: 3.19%
[2025-11-25T12:04:53.787137] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:53.787419] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 0.5s | Global ETA: 34m 38s
[2025-11-25T12:04:53.791355] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:04:53.901260] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 3.45%
[2025-11-25T12:04:53.958104] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.34%, Actual: 0.68%
[2025-11-25T12:04:53.960475] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:04:53.962012] [INFO ] [main      ] LNG: Lookback Days: 5, Magnitude: -1.21% | Symbol ETA: 4.4s | Global ETA: 34m 38s
[2025-11-25T12:04:53.962337] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 6
[2025-11-25T12:04:53.963344] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:53.963501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:53.968836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:53.971025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:53.971609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:53.972112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:53.972992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:53.973950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:53.975770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:53.978585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:04:53.984731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:54.068772] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: -3.73%, Actual: 3.00%
[2025-11-25T12:04:54.129491] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 0.82%
[2025-11-25T12:04:54.135857] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:04:54.237288] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -3.17%, Actual: 2.41%
[2025-11-25T12:04:54.237637] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 59.1206%
[2025-11-25T12:04:54.237829] [INFO ] [main      ] BBAR: DISCARDED add_vol_of_vol (score: 59.12%)
[2025-11-25T12:04:54.237944] [INFO ] [main      ] BBAR: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:04:54.238048] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_volatility_decay_ratio']
[2025-11-25T12:04:54.238163] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:04:54.250785] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:54.251282] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:04:54.252246] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:54.252387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:54.257257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:54.259147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:54.259828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:54.260384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:54.261239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:54.308297] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:04:54.317159] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:04:54.342834] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-14
[2025-11-25T12:04:54.343923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:54.345075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:54.482045] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.54%
[2025-11-25T12:04:54.496292] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:04:54.520586] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:54.650993] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 0.84%
[2025-11-25T12:04:54.672974] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:04:54.673229] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:04:54.673487] [INFO ] [main      ] CMU: KEPT add_open_vs_close_liquidity_ratio (score: 13.53%)
[2025-11-25T12:04:54.673621] [INFO ] [main      ] CMU: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:04:54.673766] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position']
[2025-11-25T12:04:54.673888] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:04:54.678780] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:04:54.685847] [INFO ] [main      ] LNG: Lookback Days: 6, Magnitude: 0.49% | Symbol ETA: 3.6s | Global ETA: 34m 39s
[2025-11-25T12:04:54.686147] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 7
[2025-11-25T12:04:54.687061] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:54.687205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:54.687812] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:54.688243] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:04:54.689207] [DEBUG] [FEATURES  ] DataBuilder: Executing 27 feature methods.
[2025-11-25T12:04:54.689300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:54.692486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:54.694540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:54.694460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:54.695129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:54.695620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:54.696394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:54.696521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:54.696929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:54.697428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:54.697730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:54.697928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:54.698730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:54.699549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:54.699758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:54.702320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:54.702559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:04:54.708820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:54.823070] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.41%, Actual: 0.53%
[2025-11-25T12:04:54.835988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:54.838271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:54.867472] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:54.883442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:54.884798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:54.942618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:54.944006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:54.945375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:54.968634] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -3.76% | Symbol ETA: 7.6s | Global ETA: 34m 39s
[2025-11-25T12:04:54.968807] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:04:54.969537] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:54.969605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:54.974349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:54.976244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:54.976820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:54.977302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:54.978127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:54.996861] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.88%
[2025-11-25T12:04:55.035274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:55.036235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:55.038472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:55.041616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:55.043043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:55.045353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:55.046300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:55.050918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:55.052275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:55.053750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:55.055499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:04:55.058878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:55.061625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:55.062994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:55.078260] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-13
[2025-11-25T12:04:55.170107] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.23%
[2025-11-25T12:04:55.265196] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:55.343979] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.36%, Actual: 0.25%
[2025-11-25T12:04:55.406160] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:04:55.422162] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:04:55.434904] [INFO ] [main      ] LNG: Lookback Days: 7, Magnitude: -1.00% | Symbol ETA: 2.9s | Global ETA: 34m 40s
[2025-11-25T12:04:55.435222] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 8
[2025-11-25T12:04:55.436244] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:55.436393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:55.442144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:55.444202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:55.444829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:55.445327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:55.446194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:55.447164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:55.448980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:55.451777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:04:55.457883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:55.518391] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 0.93%
[2025-11-25T12:04:55.518658] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 42.6470%
[2025-11-25T12:04:55.519278] [INFO ] [main      ] BWG: DISCARDED add_volume_flow_differentials (score: 42.65%)
[2025-11-25T12:04:55.519480] [INFO ] [main      ] BWG: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:04:55.519541] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_volume_zscore']
[2025-11-25T12:04:55.519676] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:04:55.534071] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:04:55.534696] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:04:55.535895] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:55.536070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:55.536957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:55.538718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:55.539414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:55.542441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:55.543312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:55.547894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:55.549156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:55.550516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:55.551191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:55.553073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:55.553606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:55.554720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:55.556413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:55.557580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:55.558370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:55.560115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:55.575048] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:55.596095] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:55.673445] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 6.52% | Symbol ETA: 6.8s | Global ETA: 34m 40s
[2025-11-25T12:04:55.673593] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:04:55.674400] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:55.674630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:55.679485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:55.681402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:55.681989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:55.682501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:55.683365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:55.689004] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 21.4s | Global ETA: 34m 40s
[2025-11-25T12:04:55.689307] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:04:55.690176] [DEBUG] [FEATURES  ] DataBuilder: Executing 27 feature methods.
[2025-11-25T12:04:55.690335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:55.695358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:55.697370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:55.697978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:55.698516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:55.699019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:55.699874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:55.700779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:55.703350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:55.767242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:55.768866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:55.807503] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-12
[2025-11-25T12:04:55.828953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:55.831084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:55.875394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:55.876518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:55.911039] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:04:55.931386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:55.932439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:55.933832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:55.990042] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:56.021797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:56.022882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:56.024853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:56.027755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:56.028997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:56.031117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:56.031965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:56.036405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:56.037794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:56.039222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:56.040857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:04:56.043887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:56.081557] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:04:56.114554] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:04:56.160346] [INFO ] [main      ] LNG: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 2.2s | Global ETA: 34m 40s
[2025-11-25T12:04:56.160635] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 9
[2025-11-25T12:04:56.161795] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:56.161940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:56.167028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:56.168391] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 5.9s | Global ETA: 34m 40s
[2025-11-25T12:04:56.168532] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:04:56.169064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:56.169298] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:56.169380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:56.169672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:56.170097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:56.170127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:56.170917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:56.171349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:56.171787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:56.172002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:56.173519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:56.174698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:56.175404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:56.176188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:04:56.179681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:56.180874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:56.182188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:56.182299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:56.182868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:56.184611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:56.185111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:56.186162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:56.187851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:56.188909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:56.189682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:56.191681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:56.293995] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:56.402567] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.93% | Symbol ETA: 6.2s | Global ETA: 34m 41s
[2025-11-25T12:04:56.402731] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:04:56.403504] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:56.403594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:56.409081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:56.410083] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:04:56.411059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:56.411744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:56.412393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:56.413378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:56.502632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:56.504279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:56.551141] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-11
[2025-11-25T12:04:56.552419] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:04:56.586629] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:56.687662] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 20.4s | Global ETA: 34m 41s
[2025-11-25T12:04:56.688146] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:04:56.688989] [DEBUG] [FEATURES  ] DataBuilder: Executing 27 feature methods.
[2025-11-25T12:04:56.689142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:56.694293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:56.696331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:56.696928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:56.697684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:56.698161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:56.699174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:56.700056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:56.702517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:56.726304] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:04:56.734029] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:56.809352] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 5.3s | Global ETA: 34m 41s
[2025-11-25T12:04:56.809655] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:04:56.810465] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:56.810603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:56.811393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:56.812759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:56.813622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:56.816392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:56.817209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:56.821702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:56.822916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:56.824250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:56.824973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:56.826800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:56.827375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:56.828480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:56.830181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:56.830934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:56.831299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:56.832022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:56.833130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:56.833823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:56.852281] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:04:56.877773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:56.879246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:56.903044] [INFO ] [main      ] LNG: Lookback Days: 9, Magnitude: 1.34% | Symbol ETA: 1.5s | Global ETA: 34m 41s
[2025-11-25T12:04:56.903192] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 10
[2025-11-25T12:04:56.904191] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:56.904271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:56.909743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:56.911528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:56.912046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:56.912453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:56.913203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:56.914047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:56.916091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:56.919240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:04:56.925299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:56.934608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:56.935712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:56.937070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:57.027964] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:57.030307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:57.031253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:57.033236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:57.036190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:57.037459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:57.039614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:57.040445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:57.044891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:57.046203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:57.047730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:57.049421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:04:57.052549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:57.129719] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -3.52% | Symbol ETA: 5.5s | Global ETA: 34m 41s
[2025-11-25T12:04:57.129889] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:04:57.130669] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:57.130757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:57.135701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:57.137881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:57.138671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:57.139305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:57.140148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:57.178626] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:04:57.227192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:57.228960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:57.274922] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-10
[2025-11-25T12:04:57.347694] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:57.402270] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:04:57.432890] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 4.6s | Global ETA: 34m 42s
[2025-11-25T12:04:57.433178] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:04:57.434017] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:57.434159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:57.434945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:57.436259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:57.437040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:57.439817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:57.440583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:57.444902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:57.446140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:57.447506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:57.448265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:57.448031] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:04:57.450070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:57.450624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:57.451736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:57.453413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:57.454534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:57.455338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:57.457094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:57.578673] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:04:57.582184] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:04:57.618588] [INFO ] [main      ] LNG: Lookback Days: 10, Magnitude: 2.54% | Symbol ETA: 0.7s | Global ETA: 34m 42s
[2025-11-25T12:04:57.618938] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 11
[2025-11-25T12:04:57.620452] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:04:57.620600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:57.625639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:57.627659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:57.628234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:57.628739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:57.629553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:57.630477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:57.632288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:57.635091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:04:57.640987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:57.671355] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 19.4s | Global ETA: 34m 42s
[2025-11-25T12:04:57.671634] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:04:57.672483] [DEBUG] [FEATURES  ] DataBuilder: Executing 27 feature methods.
[2025-11-25T12:04:57.672659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:57.677834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:57.679735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:57.680307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:57.680903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:57.681384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:57.682259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:57.683190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:57.685719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:57.762623] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:57.794380] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:04:57.812017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:57.814105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:57.857778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:57.858938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:57.865520] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 5.49% | Symbol ETA: 4.8s | Global ETA: 34m 42s
[2025-11-25T12:04:57.865684] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:04:57.866525] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:57.866789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:57.872069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:57.874068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:57.874727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:57.875231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:57.876094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:57.913275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:57.914224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:57.915603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:57.963974] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:57.966726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:57.968424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:57.990558] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-07
[2025-11-25T12:04:58.002171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:58.003281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:58.005207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:58.008083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:58.009272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:58.011360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:58.012201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:58.016765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:58.018121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:58.019539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:58.021209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:04:58.024192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:58.046137] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 3.9s | Global ETA: 34m 42s
[2025-11-25T12:04:58.046418] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:04:58.047277] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:58.047419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:58.048248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:58.049591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:58.050325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:58.053067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:58.053859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:58.058210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:58.059471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:58.060828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:58.061525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:58.063354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:58.063923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:58.065024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:58.066731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:58.067870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:58.068631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:58.070351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:58.166541] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:04:58.323009] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:04:58.339998] [INFO ] [main      ] LNG: Lookback Days: 11, Magnitude: -2.18% | Symbol ETA: 0.0s | Global ETA: 34m 42s
[2025-11-25T12:04:58.381515] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:04:58.413992] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:04:58.507937] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:58.518085] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: 1.35%, Actual: 1.77%
[2025-11-25T12:04:58.581074] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:04:58.589610] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:58.612082] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -6.35% | Symbol ETA: 4.1s | Global ETA: 34m 43s
[2025-11-25T12:04:58.612394] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:04:58.613313] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:58.613464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:58.619283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:58.621478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:58.622267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:58.622788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:58.624029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:58.674566] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -0.98% | Symbol ETA: 3.3s | Global ETA: 34m 43s
[2025-11-25T12:04:58.674849] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:04:58.675866] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:58.676015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:58.676807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:58.678345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:58.679076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:58.680618] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 18.4s | Global ETA: 34m 43s
[2025-11-25T12:04:58.680941] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:04:58.681855] [DEBUG] [FEATURES  ] DataBuilder: Executing 27 feature methods.
[2025-11-25T12:04:58.681908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:58.682035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:58.682774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:58.687263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:58.687606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:58.688510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:58.689704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:58.689838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:58.690391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:58.690544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:58.691207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:58.691725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:58.692573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:58.692508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:58.693152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:58.693588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:58.694327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:58.695925] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 4.51%
[2025-11-25T12:04:58.696074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:58.696231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:58.697260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:58.698050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:58.699773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:58.713805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:58.715227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:58.826304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:58.828525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:58.872874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:58.874290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:58.880835] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: 1.25%, Actual: 3.14%
[2025-11-25T12:04:58.931215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:58.932516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:58.933909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:59.027637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:59.028630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:59.030738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:59.033923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:04:59.035195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:04:59.037385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:59.038394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:59.043115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:59.044542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:59.045972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:04:59.047604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:04:59.047539] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:04:59.050586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:59.059299] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 2.11%
[2025-11-25T12:04:59.069954] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:04:59.221066] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:04:59.233227] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 1.66%
[2025-11-25T12:04:59.252146] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:59.303463] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.42% | Symbol ETA: 2.7s | Global ETA: 34m 43s
[2025-11-25T12:04:59.303753] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:04:59.304592] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:59.304755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:59.305474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:59.306818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:59.307551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:59.310311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:59.311101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:59.315520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:59.316795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:59.318157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:59.318915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:59.320750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:59.321331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:59.322423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:59.324110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:59.325263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:59.326048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:59.327773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:59.352796] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -0.67% | Symbol ETA: 3.3s | Global ETA: 34m 43s
[2025-11-25T12:04:59.352950] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:04:59.353719] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:04:59.353874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:59.358581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:59.360445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:59.361101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:59.361577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:59.362403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:59.396323] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:04:59.404259] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.00%, Actual: 0.48%
[2025-11-25T12:04:59.444154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:04:59.445478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:59.572418] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:04:59.575606] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.17%
[2025-11-25T12:04:59.663680] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 17.4s | Global ETA: 34m 44s
[2025-11-25T12:04:59.663971] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:04:59.664759] [DEBUG] [FEATURES  ] DataBuilder: Executing 27 feature methods.
[2025-11-25T12:04:59.664909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:04:59.669364] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:04:59.669816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:59.671615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:04:59.672224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:59.672790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:04:59.673290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:04:59.674125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:04:59.675079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:04:59.677561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:04:59.759138] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 1.34%, Actual: 0.43%
[2025-11-25T12:04:59.783680] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:04:59.802360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:04:59.804305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:04:59.839728] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:04:59.848466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:04:59.849589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:04:59.904872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:59.906099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:59.907464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:04:59.921405] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 2.0s | Global ETA: 34m 44s
[2025-11-25T12:04:59.921702] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:04:59.922542] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:04:59.922697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:04:59.923458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:04:59.924787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:59.925493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:04:59.928315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:04:59.929135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:04:59.933473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:04:59.934720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:04:59.934967] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 2.54%, Actual: 0.67%
[2025-11-25T12:04:59.936068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:04:59.936724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:04:59.938566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:04:59.939143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:04:59.940231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:04:59.941922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:04:59.943036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:04:59.943815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:04:59.945507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:04:59.955468] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:04:59.994493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:04:59.995628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:04:59.997619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:00.000694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:00.002006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:00.004205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:00.005153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:00.009954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:00.011343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:00.012907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:00.014584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:00.017989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:00.067128] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -1.10% | Symbol ETA: 2.6s | Global ETA: 34m 44s
[2025-11-25T12:05:00.067432] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:05:00.068349] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:00.068492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:00.073497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:00.075483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:00.076098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:00.076576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:00.077479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:00.108277] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -2.18%, Actual: 2.39%
[2025-11-25T12:05:00.108518] [INFO ] [main      ] LNG: Magnitude Forecast Confidence: 43.1230%
[2025-11-25T12:05:00.108612] [INFO ] [main      ] LNG: DISCARDED add_vwap_deviations (score: 43.12%)
[2025-11-25T12:05:00.108691] [INFO ] [main      ] LNG: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:05:00.108746] [INFO ] [main      ] LNG: Best accuracy: 61.19%
[2025-11-25T12:05:00.108800] [INFO ] [main      ] LNG: Best feature set (8 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure']
[2025-11-25T12:05:00.108875] [INFO ] [main      ] LNG: Improvement over baseline: 27.16%
[2025-11-25T12:05:00.108921] [INFO ] [main      ] LNG: Total time: 7.8 minutes
[2025-11-25T12:05:00.108958] [INFO ] [main      ] LNG: Average time per feature: 9.0 seconds
[2025-11-25T12:05:00.108990] [INFO ] [main      ] LNG: Average speed: 0.11 features/sec
[2025-11-25T12:05:00.171578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:05:00.176110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:00.278907] [DEBUG] [METRICS   ] LNG: 2025-11-21:2025-11-24: Predicted: -0.79%, Actual: 1.77%
[2025-11-25T12:05:00.412369] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:05:00.510446] [DEBUG] [METRICS   ] LNG: 2025-11-20:2025-11-21: Predicted: -1.25%, Actual: 4.51%
[2025-11-25T12:05:00.596005] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:05:00.602166] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:00.688352] [DEBUG] [METRICS   ] LNG: 2025-11-19:2025-11-20: Predicted: -2.02%, Actual: 3.14%
[2025-11-25T12:05:00.758815] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 1.5s | Global ETA: 34m 45s
[2025-11-25T12:05:00.758982] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:05:00.759960] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:05:00.760109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:00.760880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:00.762256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:00.763004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:00.765773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:00.766571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:00.770205] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:00.771106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:00.772389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:00.773798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:00.774538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:00.776472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:00.777088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:05:00.778211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:00.779929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:00.781070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:05:00.781874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:05:00.783608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:00.820291] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:05:00.865623] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 16.6s | Global ETA: 34m 45s
[2025-11-25T12:05:00.865758] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:05:00.865786] [DEBUG] [METRICS   ] LNG: 2025-11-18:2025-11-19: Predicted: -1.93%, Actual: 2.11%
[2025-11-25T12:05:00.866516] [DEBUG] [FEATURES  ] DataBuilder: Executing 27 feature methods.
[2025-11-25T12:05:00.866599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:00.871383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:00.873154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:00.873640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:00.874123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:00.874525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:00.875281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:00.876092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:00.878517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:01.003446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:01.005697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:01.040000] [DEBUG] [METRICS   ] LNG: 2025-11-17:2025-11-18: Predicted: 1.99%, Actual: 1.66%
[2025-11-25T12:05:01.063376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:01.064988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:01.074119] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:01.121262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:01.122463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:01.123884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:01.165188] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:05:01.175262] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 3.10% | Symbol ETA: 1.9s | Global ETA: 34m 45s
[2025-11-25T12:05:01.175412] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:05:01.176207] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:01.176286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:01.181106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:01.182935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:01.183448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:01.183870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:01.184616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:01.213368] [DEBUG] [METRICS   ] LNG: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.48%
[2025-11-25T12:05:01.213460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:01.215147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:01.217353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:01.220455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:01.221821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:01.224430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:01.225303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:01.230475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:01.231889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:01.233740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:01.235464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:01.239254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:01.269661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:05:01.271106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:01.334603] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:01.391141] [DEBUG] [METRICS   ] LNG: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 0.17%
[2025-11-25T12:05:01.419132] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 0.8s | Global ETA: 34m 45s
[2025-11-25T12:05:01.419271] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:05:01.420039] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:05:01.420122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:01.420850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:01.422096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:01.422759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:01.425421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:01.426143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:01.430425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:01.431780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:01.433133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:01.433789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:01.435550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:01.436059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:05:01.437106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:01.438755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:01.439795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:05:01.440605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:05:01.442237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:01.603330] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:05:01.632990] [DEBUG] [METRICS   ] LNG: 2025-11-12:2025-11-13: Predicted: 1.20%, Actual: 0.43%
[2025-11-25T12:05:01.666582] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:05:01.786136] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:01.804423] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:05:01.848432] [DEBUG] [METRICS   ] LNG: 2025-11-11:2025-11-12: Predicted: 0.69%, Actual: 0.67%
[2025-11-25T12:05:01.856252] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:01.877574] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 15.5s | Global ETA: 34m 46s
[2025-11-25T12:05:01.877865] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:05:01.878919] [DEBUG] [FEATURES  ] DataBuilder: Executing 27 feature methods.
[2025-11-25T12:05:01.879074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:01.884412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:01.886591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:01.887475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:01.888027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:01.888504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:01.889537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:01.890429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:01.893086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:01.990008] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -6.42% | Symbol ETA: 1.2s | Global ETA: 34m 46s
[2025-11-25T12:05:01.993278] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:02.022748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:02.025264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:02.034402] [DEBUG] [METRICS   ] LNG: 2025-11-10:2025-11-11: Predicted: -1.38%, Actual: 2.39%
[2025-11-25T12:05:02.035064] [INFO ] [LOCAL     ] Saved configuration for LNG: 8 features, 61.19% accuracy -> ./output/feature-sets/LNG.json
[2025-11-25T12:05:02.036169] [INFO ] [main      ] Progress: 17/31 symbols completed (54.8%). LNG finished in 7m 59s. ETA: 30m 32s. Rate: 0.46 symbols/min
[2025-11-25T12:05:02.039593] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:05:02.072239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:02.073794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:02.084983] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 0.2s | Global ETA: 30m 32s
[2025-11-25T12:05:02.088625] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:02.089593] [INFO ] [main      ] CMSA: Testing with 53 available features
[2025-11-25T12:05:02.089678] [INFO ] [main      ] CMSA: Establishing baseline with no features...
[2025-11-25T12:05:02.089730] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:05:02.105195] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:02.105731] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:05:02.106931] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:02.131672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:02.133134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:02.134614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:02.193887] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -3.76%, Actual: 2.25%
[2025-11-25T12:05:02.225339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:02.226449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:02.228537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:02.231531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:02.232780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:02.235315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:02.236389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:02.241892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:02.243422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:02.244854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:02.246561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:02.249780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:02.273095] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.68%
[2025-11-25T12:05:02.378639] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 6.52%, Actual: 8.06%
[2025-11-25T12:05:02.457720] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 0.82%
[2025-11-25T12:05:02.460779] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:05:02.573358] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.93%, Actual: 1.90%
[2025-11-25T12:05:02.610089] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:05:02.638001] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:02.645448] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:05:02.699821] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.96%
[2025-11-25T12:05:02.700021] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:05:02.700857] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:02.751919] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -3.52%, Actual: 5.15%
[2025-11-25T12:05:02.782993] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:02.835746] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 0.54%
[2025-11-25T12:05:02.874219] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 14.5s | Global ETA: 30m 33s
[2025-11-25T12:05:02.874509] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:05:02.875390] [DEBUG] [FEATURES  ] DataBuilder: Executing 27 feature methods.
[2025-11-25T12:05:02.875551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:02.880490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:02.882488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:02.883107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:02.883657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:02.884136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:02.884996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:02.885911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:02.888475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:02.932216] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 5.49%, Actual: 4.95%
[2025-11-25T12:05:03.011175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:03.013358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:03.015569] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 0.84%
[2025-11-25T12:05:03.055404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:03.056799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:03.062325] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:05:03.110634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:03.111899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:03.111988] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -6.35%, Actual: 2.13%
[2025-11-25T12:05:03.113219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:03.197500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:03.198607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:03.200500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:03.203425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:03.204706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:03.206236] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.42%, Actual: 0.53%
[2025-11-25T12:05:03.206820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:03.207630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:03.212025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:03.213442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:03.214908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:03.216544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:03.219597] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:03.244430] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:03.285179] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -0.67%, Actual: 3.19%
[2025-11-25T12:05:03.304561] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.84%
[2025-11-25T12:05:03.304907] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:05:03.305784] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:03.393241] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 0.88%
[2025-11-25T12:05:03.466022] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -1.10%, Actual: 3.45%
[2025-11-25T12:05:03.564679] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:05:03.568306] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.23%
[2025-11-25T12:05:03.641048] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 3.10%, Actual: 3.00%
[2025-11-25T12:05:03.663142] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:05:03.736022] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:03.749667] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.17%, Actual: 0.25%
[2025-11-25T12:05:03.815258] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -6.42%, Actual: 2.41%
[2025-11-25T12:05:03.815667] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 55.4884%
[2025-11-25T12:05:03.815875] [INFO ] [main      ] BBAR: DISCARDED add_volatility_decay_ratio (score: 55.49%)
[2025-11-25T12:05:03.815998] [INFO ] [main      ] BBAR: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:05:03.816128] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:05:03.816261] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:05:03.826846] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 13.5s | Global ETA: 30m 34s
[2025-11-25T12:05:03.827156] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:05:03.828025] [DEBUG] [FEATURES  ] DataBuilder: Executing 27 feature methods.
[2025-11-25T12:05:03.828180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:03.829751] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:03.830241] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:05:03.831163] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:05:03.831258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:03.833182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:03.835028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:03.835588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:03.836133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:03.836546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:03.836607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:03.837465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:03.838352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:03.838599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:03.839268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:03.839739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:03.840737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:03.840897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:03.848503] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:03.911288] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.02%
[2025-11-25T12:05:03.911519] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:05:03.912588] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:03.928833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:03.929664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:05:03.930918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:05:03.933082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:03.942782] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.50%, Actual: 0.93%
[2025-11-25T12:05:03.943171] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 42.4518%
[2025-11-25T12:05:03.943334] [INFO ] [main      ] BWG: DISCARDED add_volume_zscore (score: 42.45%)
[2025-11-25T12:05:03.943445] [INFO ] [main      ] BWG: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:05:03.943545] [DEBUG] [main      ] Testing with features: ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_vwap_deviations']
[2025-11-25T12:05:03.943700] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:05:03.957843] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:03.958439] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 2
[2025-11-25T12:05:03.959724] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:05:03.959911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:03.960956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:03.962361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:03.963152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:03.963469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:03.965737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:03.966176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:03.967031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:03.971624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:03.973065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:03.974549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:03.975304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:03.977289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:03.977932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:05:03.979117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:03.980890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:03.982059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:05:03.982906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:03.989144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:04.009348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:04.010819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:04.063694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:04.064980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:04.066367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:04.149907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:04.151153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:04.153158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:04.156067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:04.157357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:04.159473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:04.160342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:04.164798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:04.166148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:04.167615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:04.169298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:04.172316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:04.252607] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:05:04.290456] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:05:04.335516] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-20
[2025-11-25T12:05:04.420202] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:04.469934] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:04.477809] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.74%
[2025-11-25T12:05:04.478153] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:05:04.479008] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:04.506951] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:04.519080] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:05:04.576240] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -2.68% | Symbol ETA: 7.7s | Global ETA: 30m 34s
[2025-11-25T12:05:04.576410] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:05:04.577379] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:05:04.577528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:04.582687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:04.584986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:04.585581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:04.586090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:04.587026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:04.594950] [INFO ] [main      ] BWG: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 5.7s | Global ETA: 30m 34s
[2025-11-25T12:05:04.595225] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 3
[2025-11-25T12:05:04.596127] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:05:04.596274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:04.597136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:04.598576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:04.599358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:04.602216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:04.603090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:04.608092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:04.609950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:04.611473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:04.612375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:04.614447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:04.615174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:05:04.616391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:04.618350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:04.619766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:05:04.620616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:04.627145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:04.676055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:04.676961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:05:04.678291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:05:04.680565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:04.692825] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:04.782544] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 12.4s | Global ETA: 30m 35s
[2025-11-25T12:05:04.822419] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:05:04.952858] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:05:04.988398] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-19
[2025-11-25T12:05:04.997432] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:05.030539] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:05:05.056129] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.32%
[2025-11-25T12:05:05.056494] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:05:05.057960] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:05.125471] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:05:05.165084] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:05.206339] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:05.255468] [INFO ] [main      ] BWG: Lookback Days: 3, Magnitude: -0.32% | Symbol ETA: 5.2s | Global ETA: 30m 35s
[2025-11-25T12:05:05.255768] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 4
[2025-11-25T12:05:05.256606] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:05:05.256772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:05.257615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:05.259024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:05.259805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:05.262737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:05.263626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:05.268290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:05.269821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:05.271331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:05.272150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:05.274210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:05.274864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:05:05.276060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:05.277854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:05.279036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:05:05.279871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:05.285956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:05.301168] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:05:05.310416] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 2.40% | Symbol ETA: 6.9s | Global ETA: 30m 35s
[2025-11-25T12:05:05.310581] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:05:05.311507] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:05:05.311671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:05.316828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:05.318697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:05.319331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:05.319862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:05.320771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:05.402412] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:05:05.408464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:05.409542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:05:05.411244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:05:05.414277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:05.474220] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:05:05.576283] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:05.637809] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.02%
[2025-11-25T12:05:05.638030] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-18
[2025-11-25T12:05:05.638278] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:05:05.639556] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:05.647498] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:05:05.776680] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:05:05.812820] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:05.818461] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:05:05.899704] [INFO ] [main      ] BWG: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 4.5s | Global ETA: 30m 35s
[2025-11-25T12:05:05.900001] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 5
[2025-11-25T12:05:05.900928] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:05:05.901095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:05.901952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:05.903420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:05.904230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:05.907352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:05.908341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:05.913083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:05.914471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:05.916061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:05.916929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:05.919066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:05.919714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:05:05.920934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:05.922730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:05.923931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:05:05.924772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:05.930899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:05.950320] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:05.989285] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:05:06.008726] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:05:06.049662] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -9.24% | Symbol ETA: 6.2s | Global ETA: 30m 36s
[2025-11-25T12:05:06.049987] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:05:06.050907] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:05:06.051054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:06.056180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:06.058227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:06.058847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:06.059365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:06.060221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:06.148204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:06.148934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:05:06.150260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:05:06.152552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:06.160595] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:05:06.181414] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:06.240841] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.05%
[2025-11-25T12:05:06.241037] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:05:06.241867] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:06.289553] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-17
[2025-11-25T12:05:06.331737] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:05:06.470810] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:06.503007] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:05:06.511130] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:05:06.511545] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:05:06.512296] [INFO ] [main      ] CMU: KEPT add_open_vs_prev_range_position (score: 13.53%)
[2025-11-25T12:05:06.512437] [INFO ] [main      ] CMU: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:05:06.512555] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude']
[2025-11-25T12:05:06.512730] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:05:06.528056] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:06.528906] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:05:06.530020] [DEBUG] [FEATURES  ] DataBuilder: Executing 28 feature methods.
[2025-11-25T12:05:06.530208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:06.538245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:06.540658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:06.541465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:06.542100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:06.542700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:06.543709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:06.544806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:06.547559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:06.555678] [INFO ] [main      ] BWG: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 3.9s | Global ETA: 30m 36s
[2025-11-25T12:05:06.555934] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 6
[2025-11-25T12:05:06.556774] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:05:06.556915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:06.557747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:06.559151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:06.559882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:06.562617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:06.563441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:06.567839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:06.569066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:06.570401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:06.571148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:06.572969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:06.573532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:05:06.574969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:06.576923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:06.578364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:05:06.579247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:06.585832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:06.593856] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:05:06.674489] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:06.676899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:06.678998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:06.723772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:06.725074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:06.764603] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:06.776358] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -0.17% | Symbol ETA: 5.4s | Global ETA: 30m 36s
[2025-11-25T12:05:06.776505] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:05:06.777334] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:05:06.777425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:06.780336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:06.781681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:06.782359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:06.783222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:06.784225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:06.784759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:06.785189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:06.785961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:06.822534] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.56%
[2025-11-25T12:05:06.822741] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:05:06.823533] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:06.872468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:06.873026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:06.873194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:05:06.874129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:06.874395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:05:06.876241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:06.876508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:06.879547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:06.880908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:06.883060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:06.883970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:06.888685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:06.890138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:06.891605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:06.893269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:06.896331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:06.897192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:06.937452] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-14
[2025-11-25T12:05:07.113704] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:07.198466] [INFO ] [main      ] BWG: Lookback Days: 6, Magnitude: -1.04% | Symbol ETA: 3.2s | Global ETA: 30m 37s
[2025-11-25T12:05:07.198766] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 7
[2025-11-25T12:05:07.199601] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:05:07.199768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:07.200553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:07.201906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:07.202624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:07.205430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:07.206279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:07.208896] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:05:07.210805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:07.212052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:07.213394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:07.214058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:07.215978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:07.216566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:05:07.217741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:07.219494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:07.220631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:05:07.221421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:07.227417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:07.230058] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:05:07.247780] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:05:07.387672] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:07.403637] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:07.419435] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:07.455994] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.66%
[2025-11-25T12:05:07.456230] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:05:07.457563] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:07.508133] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 4.89% | Symbol ETA: 4.7s | Global ETA: 30m 37s
[2025-11-25T12:05:07.508299] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:05:07.509235] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:05:07.509376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:07.514270] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 20.7s | Global ETA: 30m 37s
[2025-11-25T12:05:07.514275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:07.514426] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:05:07.516026] [DEBUG] [FEATURES  ] DataBuilder: Executing 28 feature methods.
[2025-11-25T12:05:07.516121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:07.516203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:07.516706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:07.517146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:07.517910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:07.521198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:07.523369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:07.524024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:07.524571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:07.525092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:07.525987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:07.526951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:07.529755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:07.577859] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-13
[2025-11-25T12:05:07.606727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:07.607613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:05:07.608858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:05:07.610957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:07.655590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:07.657806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:07.703149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:07.704608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:07.756866] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:07.759738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:07.761044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:07.762549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:07.808293] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:05:07.840567] [INFO ] [main      ] BWG: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 2.6s | Global ETA: 30m 37s
[2025-11-25T12:05:07.840876] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 8
[2025-11-25T12:05:07.842199] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:05:07.842340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:07.843165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:07.844525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:07.845276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:07.848139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:07.848996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:07.851047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:07.852227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:07.853470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:07.854222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:07.854826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:07.856219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:07.856974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:07.857380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:07.858769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:07.858911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:07.859513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:05:07.860694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:07.861004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:07.862011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:07.862558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:07.863767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:05:07.864574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:07.866608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:07.868201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:07.869576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:07.870468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:07.871233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:07.874184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:07.874940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:07.962097] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:05:07.976485] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:08.032837] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.07%
[2025-11-25T12:05:08.203423] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:08.203915] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.96%, Actual: 1.73%
[2025-11-25T12:05:08.225698] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:05:08.231367] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-12
[2025-11-25T12:05:08.313210] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -6.08% | Symbol ETA: 4.0s | Global ETA: 30m 37s
[2025-11-25T12:05:08.313522] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:05:08.314449] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:05:08.314599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:08.319920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:08.321978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:08.322562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:08.323101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:08.323972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:08.384136] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 1.80%
[2025-11-25T12:05:08.402328] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:08.408303] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:08.413582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:08.414596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:05:08.415890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:05:08.418131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:08.492503] [INFO ] [main      ] BWG: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 1.9s | Global ETA: 30m 38s
[2025-11-25T12:05:08.492808] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 9
[2025-11-25T12:05:08.493668] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:05:08.493809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:08.494591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:08.496125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:08.497044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:08.499341] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 19.7s | Global ETA: 30m 38s
[2025-11-25T12:05:08.499504] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:05:08.499867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:08.500670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:08.500974] [DEBUG] [FEATURES  ] DataBuilder: Executing 28 feature methods.
[2025-11-25T12:05:08.501073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:08.505434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:08.506710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:08.507095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:08.508167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:08.508892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:08.509139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:08.509744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:08.510679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:08.511011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:08.511389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:08.511875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:05:08.512291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:08.513081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:08.513266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:08.514858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:08.516026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:05:08.516115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:08.516756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:08.522695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:08.557836] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.02%, Actual: 0.92%
[2025-11-25T12:05:08.648574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:08.650753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:08.696731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:08.698146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:08.734514] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.74%, Actual: 0.25%
[2025-11-25T12:05:08.754504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:08.755800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:08.757509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:08.778175] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:05:08.844999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:08.846160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:08.848200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:08.851147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:08.852440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:08.854579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:08.855409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:08.859834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:08.861099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:08.862496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:08.864138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:08.867184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:08.867952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:08.881458] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-11
[2025-11-25T12:05:08.905351] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 0.44%
[2025-11-25T12:05:08.960881] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:09.060723] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:09.066409] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 1.80% | Symbol ETA: 3.3s | Global ETA: 30m 38s
[2025-11-25T12:05:09.066766] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:05:09.067694] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:05:09.067850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:09.073161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:09.075156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:09.075817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:09.076349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:09.077286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:09.084346] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 0.42%
[2025-11-25T12:05:09.146540] [INFO ] [main      ] BWG: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 1.3s | Global ETA: 30m 38s
[2025-11-25T12:05:09.146857] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 10
[2025-11-25T12:05:09.147927] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:05:09.148074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:09.148894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:09.150667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:09.151574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:09.155048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:09.155880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:09.160608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:09.162093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:09.163706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:09.164602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:09.166756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:09.167388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:05:09.168551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:09.169594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:09.170465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:09.170592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:05:09.171730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:05:09.171802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:05:09.172551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:09.174077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:09.178616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:09.224420] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:05:09.258089] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.23%
[2025-11-25T12:05:09.398873] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:09.433164] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.20%
[2025-11-25T12:05:09.492261] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 18.8s | Global ETA: 30m 38s
[2025-11-25T12:05:09.492550] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:05:09.493391] [DEBUG] [FEATURES  ] DataBuilder: Executing 28 feature methods.
[2025-11-25T12:05:09.493547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:09.498415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:09.500332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:09.500905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:09.501428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:09.501942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:09.502811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:09.503720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:09.506226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:09.533230] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-10
[2025-11-25T12:05:09.538550] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:05:09.618251] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.66%, Actual: 0.06%
[2025-11-25T12:05:09.631660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:09.634079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:09.678278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:09.679804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:09.710337] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:09.728952] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:09.733953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:09.735091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:09.736539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:09.792396] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.38%
[2025-11-25T12:05:09.792668] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 39.1834%
[2025-11-25T12:05:09.792772] [INFO ] [main      ] CMSA: Baseline score (no features): 39.1834%
[2025-11-25T12:05:09.792833] [INFO ] [main      ] CMSA: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:09.792892] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T12:05:09.792951] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:05:09.793742] [INFO ] [main      ] BWG: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 0.6s | Global ETA: 30m 39s
[2025-11-25T12:05:09.794034] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 11
[2025-11-25T12:05:09.794883] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:05:09.795024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:09.795811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:09.797175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:09.797908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:09.800676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:09.801462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:09.805826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:09.806757] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:09.807158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:09.807353] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:05:09.808339] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:09.808416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:09.808608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:09.809358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:09.811243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:09.811841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:05:09.812959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:09.813555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:09.814742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:09.815863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:05:09.816586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:09.822614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:09.826012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:09.826863] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 2.23% | Symbol ETA: 2.5s | Global ETA: 30m 39s
[2025-11-25T12:05:09.827218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:09.827155] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:05:09.828097] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:05:09.828242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:09.829179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:09.832344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:09.833315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:09.833739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:09.835387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:09.836129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:09.836089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:09.836750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:09.836969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:09.837631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:09.841687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:09.843008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:09.844576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:09.846327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:09.849454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:09.850246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:09.940676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:09.941442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:05:09.942668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:05:09.944776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:10.161864] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:05:10.172230] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-07
[2025-11-25T12:05:10.208415] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:05:10.298698] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:05:10.329871] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:10.347137] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:10.383476] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:10.391196] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.32% | Symbol ETA: 5m 9s | Global ETA: 30m 39s
[2025-11-25T12:05:10.391496] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:05:10.392346] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:10.392486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:10.397402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:10.428605] [INFO ] [main      ] BWG: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 0.0s | Global ETA: 30m 39s
[2025-11-25T12:05:10.477722] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 17.8s | Global ETA: 30m 39s
[2025-11-25T12:05:10.477885] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:05:10.477708] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:10.478825] [DEBUG] [FEATURES  ] DataBuilder: Executing 28 feature methods.
[2025-11-25T12:05:10.479085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:10.484132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:10.486167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:10.486817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:10.487381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:10.487824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:10.488735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:10.489633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:10.492273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:10.577929] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: -2.14% | Symbol ETA: 1.8s | Global ETA: 30m 39s
[2025-11-25T12:05:10.578232] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:05:10.579127] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:05:10.579276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:10.584239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:10.586106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:10.586624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:10.587159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:10.588032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:10.603444] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.68%
[2025-11-25T12:05:10.615042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:10.617328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:10.661947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:10.663441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:10.676517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:10.677408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:05:10.678706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:05:10.680938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:10.719373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:10.720773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:10.722147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:10.734978] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:05:10.778947] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 0.82%
[2025-11-25T12:05:10.825146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:10.826164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:10.828110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:10.831111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:10.832502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:10.834617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:10.835457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:10.839786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:10.841037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:10.842372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:10.843991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:10.846928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:10.847707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:10.922760] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:10.956085] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:05:10.984584] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 5m 11s | Global ETA: 30m 40s
[2025-11-25T12:05:10.984860] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:05:10.985694] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:10.985831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:10.990672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:11.037431] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:05:11.129735] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.17%, Actual: 0.54%
[2025-11-25T12:05:11.186233] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:05:11.213942] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:11.304922] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 0.84%
[2025-11-25T12:05:11.317128] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -5.14% | Symbol ETA: 1.0s | Global ETA: 30m 40s
[2025-11-25T12:05:11.330299] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:05:11.355682] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:11.448174] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 16.8s | Global ETA: 30m 40s
[2025-11-25T12:05:11.448463] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:05:11.449307] [DEBUG] [FEATURES  ] DataBuilder: Executing 28 feature methods.
[2025-11-25T12:05:11.449464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:11.454387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:11.456265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:11.456867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:11.457445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:11.457886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:11.458746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:11.459721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:11.462291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:11.476508] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.53%
[2025-11-25T12:05:11.495763] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -2.68%, Actual: 2.25%
[2025-11-25T12:05:11.500585] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:11.565988] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.18% | Symbol ETA: 5m 9s | Global ETA: 30m 40s
[2025-11-25T12:05:11.566144] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:05:11.566928] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:11.567027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:11.572190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:11.584519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:11.586575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:11.631250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:11.632539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:11.650569] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.88%
[2025-11-25T12:05:11.677991] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 2.40%, Actual: 8.06%
[2025-11-25T12:05:11.690090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:11.691191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:11.692532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:11.777933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:11.779000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:11.780947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:11.784011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:11.785439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:11.787728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:11.788787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:11.793520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:11.795007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:11.796708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:11.798352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:11.801383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:11.802159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:11.830152] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.23%
[2025-11-25T12:05:11.863223] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -9.24%, Actual: 1.90%
[2025-11-25T12:05:11.933591] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:05:12.002831] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 0.25%
[2025-11-25T12:05:12.033080] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 5.15%
[2025-11-25T12:05:12.106451] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:12.139874] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:05:12.168428] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.07% | Symbol ETA: 5m 10s | Global ETA: 30m 41s
[2025-11-25T12:05:12.168778] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:05:12.169683] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:12.169828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:12.174196] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.63%, Actual: 0.93%
[2025-11-25T12:05:12.174591] [INFO ] [main      ] BWG: Magnitude Forecast Confidence: 38.3906%
[2025-11-25T12:05:12.174972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:12.175260] [INFO ] [main      ] BWG: DISCARDED add_vwap_deviations (score: 38.39%)
[2025-11-25T12:05:12.175386] [INFO ] [main      ] BWG: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:05:12.175485] [INFO ] [main      ] BWG: Best accuracy: 47.27%
[2025-11-25T12:05:12.175585] [INFO ] [main      ] BWG: Best feature set (15 features): ['add_gaps', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range']
[2025-11-25T12:05:12.175738] [INFO ] [main      ] BWG: Improvement over baseline: 19.69%
[2025-11-25T12:05:12.175832] [INFO ] [main      ] BWG: Total time: 7.0 minutes
[2025-11-25T12:05:12.175923] [INFO ] [main      ] BWG: Average time per feature: 8.0 seconds
[2025-11-25T12:05:12.176013] [INFO ] [main      ] BWG: Average speed: 0.13 features/sec
[2025-11-25T12:05:12.202612] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 4.89%, Actual: 4.95%
[2025-11-25T12:05:12.308151] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:12.347513] [DEBUG] [METRICS   ] BWG: 2025-11-21:2025-11-24: Predicted: 0.52%, Actual: 0.68%
[2025-11-25T12:05:12.374463] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -6.08%, Actual: 2.13%
[2025-11-25T12:05:12.401918] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 15.8s | Global ETA: 30m 41s
[2025-11-25T12:05:12.402232] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:05:12.403161] [DEBUG] [FEATURES  ] DataBuilder: Executing 28 feature methods.
[2025-11-25T12:05:12.403328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:12.408398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:12.410310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:12.410895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:12.411421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:12.411914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:12.412758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:12.413695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:12.416200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:12.521417] [DEBUG] [METRICS   ] BWG: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 0.82%
[2025-11-25T12:05:12.532033] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:05:12.537672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:12.539781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:12.551400] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 1.80%, Actual: 3.19%
[2025-11-25T12:05:12.582793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:12.584065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:12.636722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:12.637861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:12.639208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:12.695616] [DEBUG] [METRICS   ] BWG: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.49%
[2025-11-25T12:05:12.707353] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:12.725462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:12.726707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:12.728741] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 2.23%, Actual: 3.45%
[2025-11-25T12:05:12.729210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:12.732580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:12.734284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:12.737158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:12.738322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:12.744566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:12.746552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:12.748202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:12.749904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:12.753165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:12.754352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:12.780625] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 5m 12s | Global ETA: 30m 41s
[2025-11-25T12:05:12.780790] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:05:12.781588] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:12.781674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:12.786811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:12.871954] [DEBUG] [METRICS   ] BWG: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 0.54%
[2025-11-25T12:05:12.906126] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: -2.14%, Actual: 3.00%
[2025-11-25T12:05:13.045019] [DEBUG] [METRICS   ] BWG: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 0.84%
[2025-11-25T12:05:13.087822] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -5.14%, Actual: 2.41%
[2025-11-25T12:05:13.088211] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 47.4113%
[2025-11-25T12:05:13.088399] [INFO ] [main      ] BBAR: DISCARDED add_volatility_state_percentiles (score: 47.41%)
[2025-11-25T12:05:13.088524] [INFO ] [main      ] BBAR: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:05:13.088632] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_volume_dispersion']
[2025-11-25T12:05:13.088762] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:05:13.101899] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:13.102504] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:05:13.103515] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:13.103681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:13.109042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:13.109333] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:05:13.111184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:13.111768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:13.112190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:13.113029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:13.146863] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:05:13.204212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:05:13.206305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:13.218204] [DEBUG] [METRICS   ] BWG: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.53%
[2025-11-25T12:05:13.284199] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:13.326391] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:13.376487] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 14.8s | Global ETA: 30m 42s
[2025-11-25T12:05:13.376777] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:05:13.378377] [DEBUG] [FEATURES  ] DataBuilder: Executing 28 feature methods.
[2025-11-25T12:05:13.378532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:13.383430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:13.385288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:13.385886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:13.386416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:13.386918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:13.387852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:13.388797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:13.389898] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.02% | Symbol ETA: 5m 13s | Global ETA: 30m 42s
[2025-11-25T12:05:13.390064] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:05:13.391020] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:13.391113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:13.390947] [DEBUG] [METRICS   ] BWG: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.88%
[2025-11-25T12:05:13.391444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:13.396245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:13.518920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:13.521180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:13.561365] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:05:13.565816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:13.567238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:13.576068] [DEBUG] [METRICS   ] BWG: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.23%
[2025-11-25T12:05:13.621247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:13.622365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:13.623768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:13.706907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:13.708007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:13.709917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:13.712744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:13.713949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:13.716020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:13.716860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:13.721224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:13.722514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:13.723951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:13.725585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:13.728593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:13.729374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:13.737570] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:13.744008] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:05:13.749692] [DEBUG] [METRICS   ] BWG: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.25%
[2025-11-25T12:05:13.843099] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -1.87% | Symbol ETA: 7.4s | Global ETA: 30m 42s
[2025-11-25T12:05:13.843404] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:05:13.844263] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:13.844405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:13.849881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:13.852012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:13.852603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:13.853115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:13.854030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:13.912670] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:13.923821] [DEBUG] [METRICS   ] BWG: 2025-11-10:2025-11-11: Predicted: -0.67%, Actual: 0.93%
[2025-11-25T12:05:13.924524] [INFO ] [LOCAL     ] Saved configuration for BWG: 15 features, 47.27% accuracy -> ./output/feature-sets/BWG.json
[2025-11-25T12:05:13.925441] [INFO ] [main      ] Progress: 18/31 symbols completed (58.1%). BWG finished in 7m 7s. ETA: 26m 55s. Rate: 0.48 symbols/min
[2025-11-25T12:05:13.929127] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:05:13.943359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:05:13.943980] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:13.944857] [INFO ] [main      ] AIT: Testing with 53 available features
[2025-11-25T12:05:13.944979] [INFO ] [main      ] AIT: Establishing baseline with no features...
[2025-11-25T12:05:13.945076] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:05:13.945392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:13.959805] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:13.960464] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:05:13.961342] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:13.973368] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 5m 11s | Global ETA: 26m 56s
[2025-11-25T12:05:13.973679] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:05:13.974437] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:13.974576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:13.979474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:14.078278] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:05:14.255661] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:14.301184] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:05:14.308833] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:05:14.319226] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:05:14.353627] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 13.8s | Global ETA: 26m 56s
[2025-11-25T12:05:14.353999] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:05:14.355224] [DEBUG] [FEATURES  ] DataBuilder: Executing 28 feature methods.
[2025-11-25T12:05:14.355436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:14.360983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:14.363343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:14.364167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:14.364833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:14.365424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:14.366427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:14.367484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:14.370317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:14.481334] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:14.484593] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:14.489927] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:14.501197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:14.503463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:14.546677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:14.548260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:14.552225] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.41% | Symbol ETA: 5m 10s | Global ETA: 26m 56s
[2025-11-25T12:05:14.552535] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:05:14.553390] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:14.553529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:14.558636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:14.586913] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 7.22% | Symbol ETA: 6.7s | Global ETA: 26m 56s
[2025-11-25T12:05:14.587238] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:05:14.588186] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:14.588352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:14.593425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:14.595424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:14.596008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:14.596484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:14.597377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:14.602123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:14.603438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:14.604800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:14.624393] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.92%
[2025-11-25T12:05:14.624744] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:05:14.625591] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:14.686900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:05:14.687959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:14.688922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:14.689116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:14.691091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:14.693959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:14.695198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:14.697349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:14.698199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:14.702527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:14.703786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:14.705197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:14.706810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:14.709831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:14.710565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:14.897717] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:05:14.973123] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:05:15.038548] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:05:15.051117] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:05:15.065888] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:15.126272] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: -0.23% | Symbol ETA: 5m 8s | Global ETA: 26m 56s
[2025-11-25T12:05:15.126546] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:05:15.127424] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:15.127565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:15.132383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:15.148275] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:15.214952] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:15.223160] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:15.291241] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 2.44%
[2025-11-25T12:05:15.291443] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:05:15.292229] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:15.313815] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 12.8s | Global ETA: 26m 56s
[2025-11-25T12:05:15.314024] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:05:15.314497] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 1.25% | Symbol ETA: 5.9s | Global ETA: 26m 56s
[2025-11-25T12:05:15.314820] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:05:15.315698] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:15.315841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:15.315820] [DEBUG] [FEATURES  ] DataBuilder: Executing 28 feature methods.
[2025-11-25T12:05:15.315992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:15.320869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:15.320842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:15.322715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:15.322619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:15.323207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:15.323276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:15.323713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:15.323865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:15.324358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:15.324527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:15.325198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:15.326098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:15.328593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:15.415515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:05:15.417778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:15.447062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:15.448735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:15.475178] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:05:15.491116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:15.492198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:15.544318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:15.545238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:15.546533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:15.630228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:15.631074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:15.633015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:15.635804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:15.637035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:15.637280] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:05:15.639131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:15.640006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:15.644292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:15.645126] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:15.645530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:15.646962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:15.648628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:15.651554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:15.652302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:15.707215] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 5m 7s | Global ETA: 26m 57s
[2025-11-25T12:05:15.811015] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:15.834139] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:05:15.877970] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.32%, Actual: 1.73%
[2025-11-25T12:05:15.946438] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 5.62%
[2025-11-25T12:05:15.946827] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:05:15.947711] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:15.989928] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:05:16.011920] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:16.047019] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.59%, Actual: 1.80%
[2025-11-25T12:05:16.111752] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -7.30% | Symbol ETA: 5.3s | Global ETA: 26m 57s
[2025-11-25T12:05:16.112058] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:05:16.113008] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:16.113150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:16.118184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:16.120205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:16.120801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:16.121313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:16.122191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:16.157675] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:16.210288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:05:16.212120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:16.257928] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 11.8s | Global ETA: 26m 57s
[2025-11-25T12:05:16.273111] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.18%, Actual: 0.92%
[2025-11-25T12:05:16.316214] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:05:16.427818] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:05:16.440732] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.07%, Actual: 0.25%
[2025-11-25T12:05:16.492762] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:16.558787] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:05:16.602111] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:05:16.610359] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 0.44%
[2025-11-25T12:05:16.634235] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -5.91%
[2025-11-25T12:05:16.634515] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:05:16.635477] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:16.736303] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:16.780777] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 0.42%
[2025-11-25T12:05:16.782824] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:05:16.835406] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 6.48% | Symbol ETA: 4.5s | Global ETA: 26m 58s
[2025-11-25T12:05:16.835720] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:05:16.836547] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:16.836705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:16.841873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:16.843866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:16.844450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:16.844950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:16.845795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:16.934221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:05:16.936195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:16.950824] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 0.23%
[2025-11-25T12:05:16.961156] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:05:16.978746] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:05:17.119800] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.20%
[2025-11-25T12:05:17.146570] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:05:17.149026] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:17.286289] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:05:17.291388] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 0.06%
[2025-11-25T12:05:17.293259] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -0.08%
[2025-11-25T12:05:17.293499] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:05:17.294330] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:17.344379] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:05:17.462508] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.26%, Actual: 0.38%
[2025-11-25T12:05:17.462776] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 41.2119%
[2025-11-25T12:05:17.462854] [INFO ] [main      ] CMSA: KEPT add_afternoon_v_morning_volatility_mix (score: 41.21%)
[2025-11-25T12:05:17.462908] [INFO ] [main      ] CMSA: Testing feature 2/53: add_atr
[2025-11-25T12:05:17.462954] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T12:05:17.463005] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:05:17.465456] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:17.476008] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:17.476635] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:05:17.477530] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:17.477732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:17.482624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:17.484530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:17.485104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:17.522473] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:05:17.566979] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -7.32% | Symbol ETA: 3.7s | Global ETA: 26m 58s
[2025-11-25T12:05:17.567308] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:05:17.568191] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:17.568358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:17.573399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:17.575334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:17.575954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:17.576451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:17.577324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:17.635418] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:05:17.664871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:05:17.666832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:17.694077] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:05:17.804391] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:17.821171] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:05:17.865886] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:05:17.944830] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.24%
[2025-11-25T12:05:17.945132] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:05:17.945973] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:18.000210] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:18.037172] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:05:18.058408] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:05:18.058788] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:05:18.059369] [INFO ] [main      ] CMU: KEPT add_overnight_gap_amplitude (score: 13.53%)
[2025-11-25T12:05:18.059494] [INFO ] [main      ] CMU: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:05:18.059610] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag']
[2025-11-25T12:05:18.059757] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:05:18.064779] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.22% | Symbol ETA: 6m 36s | Global ETA: 26m 58s
[2025-11-25T12:05:18.065073] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:05:18.065938] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:18.066081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:18.071107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:18.073125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:18.073022] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:18.073737] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:05:18.073639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:18.074586] [DEBUG] [FEATURES  ] DataBuilder: Executing 29 feature methods.
[2025-11-25T12:05:18.074717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:18.079611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:18.081502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:18.082097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:18.082621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:18.083160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:18.084001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:18.084895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:18.087443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:18.205221] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:18.212632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:18.214722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:18.258887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:18.260030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:18.287161] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:05:18.300947] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -2.15% | Symbol ETA: 3.0s | Global ETA: 26m 59s
[2025-11-25T12:05:18.301244] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:05:18.302105] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:18.302267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:18.307183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:18.309032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:18.309617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:18.310104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:18.310935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:18.314631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:18.315880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:18.317252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:18.393856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:05:18.395623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:18.403450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:18.404493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:18.406454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:18.409388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:18.410600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:18.412697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:18.413516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:18.413856] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:05:18.417922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:18.419253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:18.420623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:18.422194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:18.425235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:18.426024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:18.426834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:18.457489] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:18.586132] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:18.592214] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -1.87%
[2025-11-25T12:05:18.592463] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:05:18.593286] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:18.650256] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.79% | Symbol ETA: 6m 36s | Global ETA: 26m 59s
[2025-11-25T12:05:18.650560] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:05:18.651427] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:18.651567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:18.656489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:18.658591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:18.659206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:18.738672] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:05:18.771279] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:05:18.908470] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:18.941705] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:18.946505] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:05:19.004631] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 2.2s | Global ETA: 26m 59s
[2025-11-25T12:05:19.004947] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:05:19.005795] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:19.005879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:19.010756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:19.012574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:19.013080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:19.013544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:19.014358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:19.016299] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:05:19.034893] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 19.3s | Global ETA: 26m 59s
[2025-11-25T12:05:19.035166] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:05:19.036528] [DEBUG] [FEATURES  ] DataBuilder: Executing 29 feature methods.
[2025-11-25T12:05:19.036701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:19.041621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:19.043544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:19.044157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:19.044712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:19.045196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:19.046069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:19.046969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:19.049508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:19.096169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:05:19.097693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:19.124268] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:19.174223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:19.176181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:19.190333] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:19.220677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:19.221839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:19.254239] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.10% | Symbol ETA: 6m 35s | Global ETA: 26m 59s
[2025-11-25T12:05:19.254539] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:05:19.255420] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:19.255563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:19.260539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:19.262470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:19.263069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:19.265554] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.08%
[2025-11-25T12:05:19.265881] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:05:19.266762] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:19.276886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:19.278118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:19.279468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:19.365559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:19.366639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:19.368622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:19.371498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:19.372722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:19.374819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:19.375669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:19.380053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:19.381327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:19.382780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:19.384404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:19.387414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:19.388171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:19.388984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:19.436398] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:05:19.603233] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:05:19.606291] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:19.608430] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:05:19.703008] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 1.75% | Symbol ETA: 1.5s | Global ETA: 26m 60s
[2025-11-25T12:05:19.703175] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:05:19.703953] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:19.704174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:19.709173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:19.711028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:19.711588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:19.712074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:19.712914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:19.731209] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:05:19.779687] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:19.786880] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:19.795221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:05:19.796989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:19.845237] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.87% | Symbol ETA: 6m 35s | Global ETA: 26m 60s
[2025-11-25T12:05:19.845529] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:05:19.846422] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:19.846568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:19.851779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:19.853763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:19.854352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:19.902012] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:19.926621] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.71%
[2025-11-25T12:05:19.926951] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:05:19.927850] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:05:19.995150] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 18.4s | Global ETA: 26m 60s
[2025-11-25T12:05:19.995444] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:05:19.996850] [DEBUG] [FEATURES  ] DataBuilder: Executing 29 feature methods.
[2025-11-25T12:05:19.997026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:20.002075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:20.004016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:20.004584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:20.005130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:20.005660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:20.006475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:20.007382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:20.009953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:20.133894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:20.136041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:20.146199] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:05:20.181151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:20.182687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:20.213105] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:05:20.238097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:20.239405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:20.240918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:20.285305] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:05:20.323639] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:20.327398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:20.331029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:20.334163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:20.338557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:20.340377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:20.343569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:20.344875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:20.351676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:20.353703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:20.355814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:20.358422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:20.363208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:20.364482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:20.365599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:20.394773] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:20.420150] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -6.30% | Symbol ETA: 0.8s | Global ETA: 27m 0s
[2025-11-25T12:05:20.460432] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.42% | Symbol ETA: 6m 34s | Global ETA: 27m 0s
[2025-11-25T12:05:20.460746] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:05:20.461597] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:20.461779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:20.466944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:20.468881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:20.469435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:20.474365] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:20.598700] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -1.87%, Actual: 2.25%
[2025-11-25T12:05:20.630855] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -1.30%
[2025-11-25T12:05:20.714756] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:05:20.771306] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 7.22%, Actual: 8.06%
[2025-11-25T12:05:20.810570] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.92%, Actual: 1.44%
[2025-11-25T12:05:20.811510] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:05:20.885377] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:20.942729] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 1.25%, Actual: 1.90%
[2025-11-25T12:05:20.978209] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 17.5s | Global ETA: 27m 1s
[2025-11-25T12:05:20.978497] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:05:20.979333] [DEBUG] [FEATURES  ] DataBuilder: Executing 29 feature methods.
[2025-11-25T12:05:20.979492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:20.980494] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:20.983125] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 2.44%, Actual: 0.62%
[2025-11-25T12:05:20.984533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:20.986509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:20.987134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:20.987687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:20.988163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:20.989043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:20.989951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:20.992463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:21.042245] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.10% | Symbol ETA: 6m 34s | Global ETA: 27m 1s
[2025-11-25T12:05:21.042416] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:05:21.043222] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:21.043318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:21.048106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:21.050094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:21.050673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:21.113929] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -7.30%, Actual: 5.15%
[2025-11-25T12:05:21.115445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:21.117534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:21.151458] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 5.62%, Actual: 1.31%
[2025-11-25T12:05:21.160526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:21.161680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:21.215216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:21.216418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:21.217799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:21.283955] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 6.48%, Actual: 4.95%
[2025-11-25T12:05:21.303331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:21.304593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:21.306551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:21.309526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:21.310732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:21.312780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:21.313581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:21.317969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:21.319212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:21.320626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:21.321870] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -5.91%, Actual: 1.45%
[2025-11-25T12:05:21.322238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:21.325214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:21.325962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:21.326752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:21.391070] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:05:21.452739] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -7.32%, Actual: 2.13%
[2025-11-25T12:05:21.491624] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 1.73%
[2025-11-25T12:05:21.560105] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:21.623158] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 6m 33s | Global ETA: 27m 1s
[2025-11-25T12:05:21.623439] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:05:21.624301] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:21.624444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:21.626212] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -2.15%, Actual: 3.19%
[2025-11-25T12:05:21.629501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:21.631399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:21.631988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:21.665147] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.24%, Actual: 1.47%
[2025-11-25T12:05:21.665670] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:05:21.812460] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 0.02%, Actual: 3.45%
[2025-11-25T12:05:21.840035] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:21.844025] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -1.87%, Actual: 2.46%
[2025-11-25T12:05:21.932808] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 16.5s | Global ETA: 27m 1s
[2025-11-25T12:05:21.933086] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:05:21.933935] [DEBUG] [FEATURES  ] DataBuilder: Executing 29 feature methods.
[2025-11-25T12:05:21.934091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:21.939079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:21.940981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:21.941540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:21.942078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:21.942555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:21.943394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:21.944291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:21.946823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:21.973305] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:05:21.989410] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 1.75%, Actual: 3.00%
[2025-11-25T12:05:22.017683] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.08%, Actual: 1.22%
[2025-11-25T12:05:22.071312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:22.073360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:22.116744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:22.117979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:22.166540] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -6.30%, Actual: 2.41%
[2025-11-25T12:05:22.166959] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 53.7648%
[2025-11-25T12:05:22.167154] [INFO ] [main      ] BBAR: DISCARDED add_volume_dispersion (score: 53.76%)
[2025-11-25T12:05:22.167278] [INFO ] [main      ] BBAR: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:05:22.167386] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_volume_flow_differentials']
[2025-11-25T12:05:22.167521] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:05:22.171888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:22.173027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:22.174426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:22.179496] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:22.180616] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:22.181153] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:05:22.182088] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:22.182175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:22.187426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:22.189272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:22.189747] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.71%, Actual: 0.12%
[2025-11-25T12:05:22.189825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:22.190249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:22.191097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:22.242632] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 6m 32s | Global ETA: 27m 1s
[2025-11-25T12:05:22.242798] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:05:22.243540] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:22.243607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:22.248378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:22.250153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:22.250632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:22.260460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:22.261308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:22.263292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:22.266082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:22.267231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:22.269442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:22.270216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:22.274741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:22.275972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:22.277404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:22.278927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:05:22.279162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:22.282186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:22.282275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:22.282978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:22.283747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:22.362683] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -1.30%, Actual: 0.79%
[2025-11-25T12:05:22.362899] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 38.0979%
[2025-11-25T12:05:22.362970] [INFO ] [main      ] AIT: Baseline score (no features): 38.0979%
[2025-11-25T12:05:22.363015] [INFO ] [main      ] AIT: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:22.363051] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T12:05:22.363089] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:05:22.376403] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:22.376795] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:05:22.377693] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:22.377779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:22.382835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:22.590701] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:05:22.628490] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:05:22.635304] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:05:22.732509] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:05:22.759633] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:22.798559] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:22.803038] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:22.821475] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 6m 32s | Global ETA: 27m 2s
[2025-11-25T12:05:22.821777] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:05:22.822591] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:22.822746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:22.827552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:22.829383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:22.829953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:22.889899] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 15.5s | Global ETA: 27m 2s
[2025-11-25T12:05:22.890180] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:05:22.891499] [DEBUG] [FEATURES  ] DataBuilder: Executing 29 feature methods.
[2025-11-25T12:05:22.891669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:22.896515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:22.898425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:22.899031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:22.899566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:22.900061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:22.900906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:22.901803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:22.904319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:22.906818] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:22.907843] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -4.65% | Symbol ETA: 7.1s | Global ETA: 27m 2s
[2025-11-25T12:05:22.908136] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:05:22.908965] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:22.909104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:22.913901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:22.915750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:22.916320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:22.916814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:22.917671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:23.001601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:05:23.004834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:23.027037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:23.029055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:23.053998] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 5m 58s | Global ETA: 27m 2s
[2025-11-25T12:05:23.054291] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:05:23.055189] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:23.055323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:23.060501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:23.072199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:23.073451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:23.127029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:23.128087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:23.129431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:23.167853] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:05:23.214788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:23.215857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:23.217811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:23.220611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:23.221850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:23.223951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:23.224806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:23.229159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:23.230443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:23.231903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:23.233547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:23.236534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:23.237322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:23.238119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:23.335108] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:23.340766] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:05:23.397266] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 6m 31s | Global ETA: 27m 2s
[2025-11-25T12:05:23.404016] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:05:23.511145] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:23.568420] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.22%, Actual: 1.73%
[2025-11-25T12:05:23.575286] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:23.579792] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:05:23.614075] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 5.33% | Symbol ETA: 6.3s | Global ETA: 27m 2s
[2025-11-25T12:05:23.614390] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:05:23.615226] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:23.615367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:23.620283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:23.622113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:23.622702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:23.623204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:23.624040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:23.710417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:05:23.713795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:23.727480] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.94% | Symbol ETA: 5m 56s | Global ETA: 27m 3s
[2025-11-25T12:05:23.727625] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:05:23.728416] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:23.728501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:23.733300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:23.738626] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.79%, Actual: 1.80%
[2025-11-25T12:05:23.752379] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:23.850297] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 14.5s | Global ETA: 27m 3s
[2025-11-25T12:05:23.850587] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:05:23.852518] [DEBUG] [FEATURES  ] DataBuilder: Executing 29 feature methods.
[2025-11-25T12:05:23.852687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:23.857571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:23.859415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:23.860013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:23.860541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:23.861036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:23.861871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:23.862760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:23.865281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:23.908421] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 0.92%
[2025-11-25T12:05:23.988315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:23.990497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:24.035407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:24.036821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:24.056397] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:05:24.076418] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:05:24.089243] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.87%, Actual: 0.25%
[2025-11-25T12:05:24.092480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:24.093845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:24.095191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:24.180873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:24.181933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:24.183843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:24.186691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:24.187902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:24.189992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:24.190814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:24.195412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:24.196845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:24.198254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:24.200096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:24.203038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:24.203793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:24.204563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:24.230270] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:24.255339] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:24.270703] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 0.44%
[2025-11-25T12:05:24.332939] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 2.11% | Symbol ETA: 5.6s | Global ETA: 27m 3s
[2025-11-25T12:05:24.333236] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:05:24.334076] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:24.334219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:24.339010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:24.340862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:24.341419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:24.341909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:24.342743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:24.395569] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.09% | Symbol ETA: 5m 55s | Global ETA: 27m 3s
[2025-11-25T12:05:24.395879] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:05:24.396744] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:24.396872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:24.401861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:24.426634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:05:24.429994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:24.444396] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.10%, Actual: 0.42%
[2025-11-25T12:05:24.544147] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:05:24.623052] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.23%
[2025-11-25T12:05:24.714377] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:24.752245] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:05:24.773731] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:05:24.796192] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 0.20%
[2025-11-25T12:05:24.812995] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 13.6s | Global ETA: 27m 3s
[2025-11-25T12:05:24.813308] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:05:24.814968] [DEBUG] [FEATURES  ] DataBuilder: Executing 29 feature methods.
[2025-11-25T12:05:24.815128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:24.820636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:24.822852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:24.823443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:24.824012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:24.824510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:24.825426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:24.826371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:24.829123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:24.944198] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:24.961090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:24.963251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:24.971500] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 0.06%
[2025-11-25T12:05:24.985407] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:25.009856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:25.011296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:25.043962] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -2.74% | Symbol ETA: 4.8s | Global ETA: 27m 4s
[2025-11-25T12:05:25.044261] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:05:25.045106] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:25.045245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:25.050044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:25.051845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:25.052401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:25.052941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:25.053767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:25.066484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:25.067792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:25.069182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:25.124247] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.38% | Symbol ETA: 6m 1s | Global ETA: 27m 4s
[2025-11-25T12:05:25.124532] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:05:25.125393] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:25.125525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:25.130402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:25.138021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:05:25.140978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:25.143180] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.10%, Actual: 0.38%
[2025-11-25T12:05:25.143596] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 44.4958%
[2025-11-25T12:05:25.143779] [INFO ] [main      ] CMSA: KEPT add_atr (score: 44.50%)
[2025-11-25T12:05:25.143919] [INFO ] [main      ] CMSA: Testing feature 3/53: add_atr_10
[2025-11-25T12:05:25.144026] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T12:05:25.144137] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:05:25.157314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:25.157568] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:25.158076] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:05:25.158476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:25.158977] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:25.159061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:25.160609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:25.163866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:25.164070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:25.165248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:25.165981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:25.166483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:25.166954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:25.167834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:25.168703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:25.173493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:25.174892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:25.176365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:25.178170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:25.181809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:25.182601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:25.183415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:25.480220] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:05:25.484393] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:05:25.516418] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:05:25.542637] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:05:25.654146] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:25.655986] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:25.691966] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:25.721673] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:25.754653] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 11.40% | Symbol ETA: 4.1s | Global ETA: 27m 4s
[2025-11-25T12:05:25.754826] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:05:25.755605] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:25.755706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:25.756519] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.26% | Symbol ETA: 3m 17s | Global ETA: 27m 4s
[2025-11-25T12:05:25.756838] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:05:25.757717] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:25.757853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:25.760450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:25.762348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:25.762670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:25.762935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:25.763377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:25.764134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:25.764452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:25.764962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:25.765420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:25.795571] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.47% | Symbol ETA: 5m 59s | Global ETA: 27m 4s
[2025-11-25T12:05:25.795757] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:05:25.796540] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:25.796622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:25.801480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:25.818352] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 12.6s | Global ETA: 27m 4s
[2025-11-25T12:05:25.818525] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:05:25.820405] [DEBUG] [FEATURES  ] DataBuilder: Executing 29 feature methods.
[2025-11-25T12:05:25.820662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:25.825973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:25.828213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:25.828842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:25.829404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:25.829949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:25.830824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:25.831749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:25.834417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:25.848702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:05:25.851754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:25.964552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:25.966863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:26.012801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:26.014227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:26.069880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:26.071138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:26.072602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:26.103013] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:05:26.145925] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:05:26.162172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:26.163258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:26.165410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:26.168445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:26.169702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:26.171931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:26.172810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:26.177457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:26.178854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:26.180396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:26.182082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:26.185124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:26.185978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:26.186884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:26.192356] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:05:26.272821] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:26.319040] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:26.338051] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 3m 17s | Global ETA: 27m 4s
[2025-11-25T12:05:26.338199] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:05:26.338963] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:26.339038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:26.343843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:26.345577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:26.346082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:26.346528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:26.362381] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:26.475279] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.83% | Symbol ETA: 5m 58s | Global ETA: 27m 5s
[2025-11-25T12:05:26.475581] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:05:26.476496] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:26.476637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:26.480538] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -7.91% | Symbol ETA: 3.4s | Global ETA: 27m 5s
[2025-11-25T12:05:26.480853] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:05:26.481691] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:26.481829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:26.482349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:26.486559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:26.488401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:26.488984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:26.489460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:26.490278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:26.554966] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:05:26.572483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:05:26.575431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:26.702366] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:05:26.727183] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:26.819725] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 11.7s | Global ETA: 27m 5s
[2025-11-25T12:05:26.819993] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:05:26.820838] [DEBUG] [FEATURES  ] DataBuilder: Executing 29 feature methods.
[2025-11-25T12:05:26.820991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:26.825846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:26.827710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:26.828278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:26.828833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:26.829317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:26.830159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:26.831072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:26.833610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:26.845598] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:05:26.887986] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:26.918718] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:05:26.951456] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.48% | Symbol ETA: 3m 16s | Global ETA: 27m 5s
[2025-11-25T12:05:26.951766] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:05:26.952591] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:26.952772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:26.957603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:26.959420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:26.959988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:26.960507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:26.968278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:26.970639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:27.016899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:27.018427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:27.022902] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:27.086020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:27.087168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:27.088829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:27.091168] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:27.162043] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.84% | Symbol ETA: 5m 58s | Global ETA: 27m 5s
[2025-11-25T12:05:27.162324] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:05:27.163163] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:27.163293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:27.168265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:27.191433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:27.192429] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: 3.06% | Symbol ETA: 2.7s | Global ETA: 27m 5s
[2025-11-25T12:05:27.192666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:27.192620] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:05:27.193620] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:27.193839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:27.194692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:27.197661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:27.198824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:27.199204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:27.200928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:27.201151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:27.201732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:27.201762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:27.202247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:27.203119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:27.206407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:27.207732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:27.209119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:27.210730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:27.213893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:27.214765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:27.215509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:27.299380] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:05:27.302152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:05:27.305374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:27.477204] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:27.511587] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:05:27.542335] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.77% | Symbol ETA: 3m 16s | Global ETA: 27m 5s
[2025-11-25T12:05:27.542515] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:05:27.543417] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:27.543494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:27.548375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:27.550248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:27.550777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:27.551221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:27.560327] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:05:27.647306] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:05:27.679683] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:27.731812] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:27.816951] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:27.820602] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 5m 55s | Global ETA: 27m 6s
[2025-11-25T12:05:27.820911] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:05:27.821781] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:27.821911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:27.823220] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 10.7s | Global ETA: 27m 6s
[2025-11-25T12:05:27.826772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:27.900695] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:05:27.915331] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 0.25% | Symbol ETA: 2.0s | Global ETA: 27m 6s
[2025-11-25T12:05:27.915575] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:05:27.916392] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:27.916534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:27.921434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:27.923324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:27.923904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:27.924367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:27.925194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:27.995168] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:05:28.008071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:05:28.011109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:28.076856] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:28.143171] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.36% | Symbol ETA: 3m 15s | Global ETA: 27m 6s
[2025-11-25T12:05:28.143487] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:05:28.144356] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:28.144498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:28.149868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:28.152259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:28.152933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:28.153461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:28.166491] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:05:28.183213] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:05:28.340143] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:05:28.353481] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:05:28.356763] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:28.499302] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 5m 54s | Global ETA: 27m 6s
[2025-11-25T12:05:28.499583] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:05:28.500435] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:05:28.500568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:28.505421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:28.507742] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:05:28.512262] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:05:28.524009] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:28.620483] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 2.19% | Symbol ETA: 1.3s | Global ETA: 27m 6s
[2025-11-25T12:05:28.620743] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:05:28.621546] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:28.621719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:28.626509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:28.628360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:28.628941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:28.629409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:28.630233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:28.684359] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:05:28.685662] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:28.712498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:05:28.715446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:28.750483] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.42% | Symbol ETA: 3m 14s | Global ETA: 27m 6s
[2025-11-25T12:05:28.750819] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:05:28.751764] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:28.751911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:28.756933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:28.758923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:28.759509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:28.760064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:28.847745] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:05:28.852688] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:05:29.023893] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:05:29.036731] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:29.052357] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:05:29.113112] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:05:29.190436] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 5m 54s | Global ETA: 27m 6s
[2025-11-25T12:05:29.200101] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:05:29.224023] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:29.291288] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:29.322456] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -6.17% | Symbol ETA: 0.6s | Global ETA: 27m 7s
[2025-11-25T12:05:29.356577] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 3m 14s | Global ETA: 27m 7s
[2025-11-25T12:05:29.356905] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:05:29.357830] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:29.357975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:29.361914] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.99%, Actual: 1.44%
[2025-11-25T12:05:29.362987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:29.365107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:29.365737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:29.366271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:29.374549] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:05:29.495475] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -4.65%, Actual: 2.25%
[2025-11-25T12:05:29.535869] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.94%, Actual: 0.62%
[2025-11-25T12:05:29.548234] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:05:29.548686] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:05:29.548871] [INFO ] [main      ] CMU: KEPT add_overnight_gap_mag (score: 13.53%)
[2025-11-25T12:05:29.548991] [INFO ] [main      ] CMU: Testing feature 29/53: add_pct_change
[2025-11-25T12:05:29.549103] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change']
[2025-11-25T12:05:29.549224] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:05:29.562818] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:29.563355] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:05:29.564288] [DEBUG] [FEATURES  ] DataBuilder: Executing 30 feature methods.
[2025-11-25T12:05:29.564449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:29.569359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:29.571252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:29.571849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:29.572375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:29.572872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:29.573749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:29.574619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:29.577209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:29.667781] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 5.33%, Actual: 8.06%
[2025-11-25T12:05:29.700759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:29.702970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:29.705859] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.09%, Actual: 1.31%
[2025-11-25T12:05:29.718497] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:05:29.747370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:29.748748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:29.802939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:29.804235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:29.805620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:29.837687] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 2.11%, Actual: 1.90%
[2025-11-25T12:05:29.875745] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.38%, Actual: 1.45%
[2025-11-25T12:05:29.893122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:29.894237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:29.896199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:29.899182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:29.899797] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:29.900478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:29.902664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:29.903521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:29.908034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:29.909410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:29.910925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:29.912608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:29.915667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:29.916424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:29.917263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:29.919304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:29.965383] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.40% | Symbol ETA: 3m 13s | Global ETA: 27m 7s
[2025-11-25T12:05:29.965723] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:05:29.966612] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:29.966766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:29.971783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:29.973809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:29.974396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:29.974938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:30.006798] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -2.74%, Actual: 5.15%
[2025-11-25T12:05:30.046783] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.47%, Actual: 1.73%
[2025-11-25T12:05:30.177352] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 11.40%, Actual: 4.95%
[2025-11-25T12:05:30.219216] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.83%, Actual: 1.47%
[2025-11-25T12:05:30.266690] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:05:30.334100] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:05:30.347488] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -7.91%, Actual: 2.13%
[2025-11-25T12:05:30.390352] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.84%, Actual: 2.46%
[2025-11-25T12:05:30.445740] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:30.507520] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:30.517951] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 3.06%, Actual: 3.19%
[2025-11-25T12:05:30.549372] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 18.7s | Global ETA: 27m 7s
[2025-11-25T12:05:30.549687] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:05:30.550554] [DEBUG] [FEATURES  ] DataBuilder: Executing 30 feature methods.
[2025-11-25T12:05:30.550729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:30.555910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:30.557910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:30.558510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:30.559093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:30.559659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:30.560520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:30.561463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:30.563358] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.67%, Actual: 1.22%
[2025-11-25T12:05:30.564047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:30.573439] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.50% | Symbol ETA: 3m 13s | Global ETA: 27m 7s
[2025-11-25T12:05:30.573766] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:05:30.574673] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:30.574812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:30.580028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:30.582147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:30.582828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:30.583361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:30.688435] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 3.45%
[2025-11-25T12:05:30.691411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:30.693466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:30.735665] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.72%, Actual: 0.12%
[2025-11-25T12:05:30.739058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:30.740285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:30.795329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:30.796277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:30.797771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:30.859550] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 2.19%, Actual: 3.00%
[2025-11-25T12:05:30.887298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:30.888247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:30.890324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:30.893759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:30.894948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:30.897449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:30.898430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:30.903123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:30.904275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:30.905612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:30.907243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:30.907449] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.79%
[2025-11-25T12:05:30.907675] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 40.9035%
[2025-11-25T12:05:30.907744] [INFO ] [main      ] AIT: KEPT add_afternoon_v_morning_volatility_mix (score: 40.90%)
[2025-11-25T12:05:30.907792] [INFO ] [main      ] AIT: Testing feature 2/53: add_atr
[2025-11-25T12:05:30.907832] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T12:05:30.907877] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:05:30.910125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:30.910825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:30.911539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:30.913551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:30.921254] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:30.921892] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:05:30.922753] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:30.922826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:30.927923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:30.929701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:30.930195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:30.942764] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:05:31.034525] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -6.17%, Actual: 2.41%
[2025-11-25T12:05:31.034887] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 51.0870%
[2025-11-25T12:05:31.035045] [INFO ] [main      ] BBAR: DISCARDED add_volume_flow_differentials (score: 51.09%)
[2025-11-25T12:05:31.035159] [INFO ] [main      ] BBAR: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:05:31.035264] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_volume_pressure_into_close']
[2025-11-25T12:05:31.035373] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:05:31.048145] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:31.048726] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:05:31.049621] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:31.049782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:31.054556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:31.056403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:31.056991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:31.057481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:31.058315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:31.121478] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:31.142632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:31.144443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:31.188282] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 3m 12s | Global ETA: 27m 8s
[2025-11-25T12:05:31.252921] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:05:31.286464] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:05:31.368103] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.26%, Actual: 1.73%
[2025-11-25T12:05:31.424569] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:31.467863] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:31.480361] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:05:31.523012] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 17.7s | Global ETA: 27m 8s
[2025-11-25T12:05:31.523321] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:05:31.525474] [DEBUG] [FEATURES  ] DataBuilder: Executing 30 feature methods.
[2025-11-25T12:05:31.525658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:31.530621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:31.532558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:31.533135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:31.533683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:31.534159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:31.535003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:31.535889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:31.538447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:31.544537] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 1.80%
[2025-11-25T12:05:31.624577] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 7m 22s | Global ETA: 27m 8s
[2025-11-25T12:05:31.624906] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:05:31.625805] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:31.625940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:31.631167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:31.633234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:31.633893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:31.648990] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:31.664310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:31.666230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:31.713401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:31.714610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:31.724374] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.48%, Actual: 0.92%
[2025-11-25T12:05:31.757787] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -3.90% | Symbol ETA: 6.7s | Global ETA: 27m 8s
[2025-11-25T12:05:31.757927] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:05:31.758720] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:31.758794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:31.764142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:31.765971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:31.766458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:31.766906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:31.767679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:31.773092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:31.774068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:31.775327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:31.854289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:31.856139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:31.865882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:31.866712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:31.868719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:31.871557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:31.872717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:31.874828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:31.875615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:31.880038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:31.881226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:31.882591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:31.884192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:31.887221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:31.887971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:31.888847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:31.890893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:31.907310] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.77%, Actual: 0.25%
[2025-11-25T12:05:32.002974] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:05:32.085466] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.36%, Actual: 0.44%
[2025-11-25T12:05:32.185797] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:32.193048] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:05:32.241515] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:05:32.261190] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.42%, Actual: 0.42%
[2025-11-25T12:05:32.361243] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 2.71% | Symbol ETA: 7m 22s | Global ETA: 27m 9s
[2025-11-25T12:05:32.361393] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:05:32.362294] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:32.362390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:32.363294] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:32.367581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:32.369574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:32.370150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:32.420228] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:32.436982] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.23%
[2025-11-25T12:05:32.466790] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 8.88% | Symbol ETA: 6.0s | Global ETA: 27m 9s
[2025-11-25T12:05:32.466952] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:05:32.467923] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:32.468005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:32.473009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:32.474950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:32.475453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:32.475879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:32.476636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:32.521989] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 16.8s | Global ETA: 27m 9s
[2025-11-25T12:05:32.522131] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:05:32.522967] [DEBUG] [FEATURES  ] DataBuilder: Executing 30 feature methods.
[2025-11-25T12:05:32.523060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:32.528272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:32.530082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:32.530592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:32.531058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:32.531459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:32.532251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:32.533075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:32.535541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:32.566753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:32.568906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:32.619042] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.40%, Actual: 0.20%
[2025-11-25T12:05:32.662300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:32.664336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:32.710941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:32.712387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:32.731315] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:05:32.767381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:32.768404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:32.769882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:32.792798] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.50%, Actual: 0.06%
[2025-11-25T12:05:32.856573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:32.857457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:32.859392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:32.862249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:32.863461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:32.865703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:32.866635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:32.871581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:32.872987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:32.874380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:32.875990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:32.879292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:32.880035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:32.880782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:32.882844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:32.910670] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:32.929299] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:05:32.959920] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 0.38%
[2025-11-25T12:05:32.960163] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 48.9403%
[2025-11-25T12:05:32.960322] [INFO ] [main      ] CMSA: KEPT add_atr_10 (score: 48.94%)
[2025-11-25T12:05:32.960436] [INFO ] [main      ] CMSA: Testing feature 4/53: add_atr_5
[2025-11-25T12:05:32.960541] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5']
[2025-11-25T12:05:32.960699] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:05:32.974420] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:32.974974] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:05:32.975892] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:32.976033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:32.980937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:32.982806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:32.983356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:32.983911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:32.984383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:33.060001] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 6.96% | Symbol ETA: 7m 21s | Global ETA: 27m 9s
[2025-11-25T12:05:33.060148] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:05:33.060921] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:33.060995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:33.065708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:33.067481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:33.068002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:33.112536] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:33.216480] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: 2.40% | Symbol ETA: 5.4s | Global ETA: 27m 9s
[2025-11-25T12:05:33.216635] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:05:33.217459] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:33.217537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:33.222456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:33.224358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:33.224930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:33.225368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:33.226149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:33.292893] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:05:33.314583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:33.316632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:33.320271] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:05:33.405931] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:05:33.471810] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:33.487900] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:33.552590] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.26% | Symbol ETA: 2m 13s | Global ETA: 27m 10s
[2025-11-25T12:05:33.552885] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:05:33.553714] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:33.553852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:33.558799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:33.560627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:33.561267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:33.561864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:33.562333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:33.574746] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 15.9s | Global ETA: 27m 10s
[2025-11-25T12:05:33.574897] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:05:33.575733] [DEBUG] [FEATURES  ] DataBuilder: Executing 30 feature methods.
[2025-11-25T12:05:33.575722] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:33.575831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:33.580957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:33.582931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:33.583455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:33.583946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:33.584360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:33.585156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:33.586017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:33.588701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:33.662112] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:05:33.717199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:33.719310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:33.721559] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -5.78% | Symbol ETA: 7m 20s | Global ETA: 27m 10s
[2025-11-25T12:05:33.721722] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:05:33.722477] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:33.722543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:33.727273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:33.729026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:33.729523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:33.764850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:33.766266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:33.821910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:33.823068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:33.824392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:33.834584] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:33.900401] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:05:33.914803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:33.915962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:33.918005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:33.921028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:33.922318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:33.924545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:33.925440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:33.930154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:33.931535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:33.933050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:33.933771] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -2.55% | Symbol ETA: 4.7s | Global ETA: 27m 10s
[2025-11-25T12:05:33.934066] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:05:33.934829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:33.934946] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:33.935021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:33.938194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:33.938973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:33.939859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:33.939816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:33.941712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:33.942119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:33.942190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:33.942700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:33.943507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:34.028244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:34.030386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:34.068323] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:34.069272] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:05:34.131752] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 2m 12s | Global ETA: 27m 10s
[2025-11-25T12:05:34.131901] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:05:34.132661] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:34.132750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:34.137497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:34.139378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:34.139953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:34.140474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:34.140965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:34.242361] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:34.283134] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:05:34.372777] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:05:34.395328] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.31% | Symbol ETA: 7m 19s | Global ETA: 27m 10s
[2025-11-25T12:05:34.395613] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:05:34.396435] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:34.396567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:34.401460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:34.403296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:34.403884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:34.453192] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:34.474118] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:05:34.544558] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:34.551189] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 14.8s | Global ETA: 27m 10s
[2025-11-25T12:05:34.551500] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:05:34.552352] [DEBUG] [FEATURES  ] DataBuilder: Executing 30 feature methods.
[2025-11-25T12:05:34.552510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:34.557342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:34.559164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:34.559732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:34.560259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:34.560752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:34.561553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:34.562440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:34.565019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:34.640855] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:34.642612] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 5.59% | Symbol ETA: 3.9s | Global ETA: 27m 10s
[2025-11-25T12:05:34.642934] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:05:34.643787] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:34.643932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:34.648849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:34.650836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:34.651419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:34.651919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:34.652750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:34.685262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:34.687122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:34.704303] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.48% | Symbol ETA: 2m 12s | Global ETA: 27m 10s
[2025-11-25T12:05:34.704596] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:05:34.705446] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:34.705593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:34.710533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:34.712390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:34.712977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:34.713512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:34.714007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:34.729875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:34.731083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:34.736596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:34.738855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:34.749080] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:05:34.784110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:34.785334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:34.786688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:34.874049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:34.874906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:34.876911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:34.879781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:34.881002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:34.883139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:34.884000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:34.888494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:34.889818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:34.891273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:34.892958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:34.896020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:34.896806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:34.897623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:34.899753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:34.921624] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:35.046379] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:05:35.075212] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 2.00% | Symbol ETA: 7m 19s | Global ETA: 27m 11s
[2025-11-25T12:05:35.075384] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:05:35.076363] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:35.076505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:35.081578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:35.083404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:35.083993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:35.084674] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:05:35.213959] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:35.247593] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:05:35.267057] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:35.278126] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.77% | Symbol ETA: 2m 11s | Global ETA: 27m 11s
[2025-11-25T12:05:35.278406] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:05:35.279270] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:35.279410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:35.284231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:35.286061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:35.286615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:35.287180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:35.287678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:35.386040] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -3.71% | Symbol ETA: 3.2s | Global ETA: 27m 11s
[2025-11-25T12:05:35.386360] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:05:35.387341] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:35.387485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:35.392589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:35.394518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:35.395140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:35.395675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:35.396513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:35.426046] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:35.432446] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:05:35.486666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:35.491234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:35.528858] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 13.8s | Global ETA: 27m 11s
[2025-11-25T12:05:35.529167] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:05:35.530059] [DEBUG] [FEATURES  ] DataBuilder: Executing 30 feature methods.
[2025-11-25T12:05:35.530217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:35.535262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:35.537218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:35.537873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:35.538408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:35.538947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:35.539834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:35.540765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:35.543365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:35.616237] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:35.631002] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:05:35.667930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:35.669899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:35.712933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:35.714153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:35.763835] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 7m 18s | Global ETA: 27m 11s
[2025-11-25T12:05:35.764107] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:05:35.764989] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:35.765124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:35.767130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:35.768145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:35.769473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:35.770268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:35.772283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:35.772946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:35.800192] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:35.849442] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:05:35.854470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:35.855458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:35.857462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:35.860361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:35.861578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:35.863809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:35.864689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:35.864812] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.36% | Symbol ETA: 2m 11s | Global ETA: 27m 11s
[2025-11-25T12:05:35.865094] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:05:35.865973] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:35.866114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:35.869333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:35.870667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:35.871016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:35.872192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:35.872834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:35.873328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:35.873807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:35.873965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:35.874222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:35.877187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:35.877984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:35.878799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:35.880959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:36.021930] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:36.113787] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:05:36.125240] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 2.5s | Global ETA: 27m 12s
[2025-11-25T12:05:36.125549] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:05:36.126466] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:36.126614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:36.131684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:36.133609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:36.134270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:36.134825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:36.135766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:36.211057] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:05:36.220250] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:05:36.222516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:36.224904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:36.282148] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:36.379538] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:36.389866] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:36.434993] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.55% | Symbol ETA: 7m 17s | Global ETA: 27m 12s
[2025-11-25T12:05:36.435255] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:05:36.436094] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:36.436226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:36.441057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:36.442497] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.42% | Symbol ETA: 2m 10s | Global ETA: 27m 12s
[2025-11-25T12:05:36.442802] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:05:36.442920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:36.443498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:36.443680] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:36.443828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:36.448683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:36.450515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:36.451094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:36.451618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:36.452160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:36.487557] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 12.8s | Global ETA: 27m 12s
[2025-11-25T12:05:36.487897] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:05:36.490013] [DEBUG] [FEATURES  ] DataBuilder: Executing 30 feature methods.
[2025-11-25T12:05:36.490169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:36.495136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:36.496992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:36.497562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:36.498127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:36.498609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:36.499470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:36.500402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:36.502974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:36.578049] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:05:36.626505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:36.628715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:36.671606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:36.673114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:36.728728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:36.729850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:36.731287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:36.756204] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:36.783499] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:05:36.792489] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:05:36.818853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:36.819804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:36.821919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:36.825182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:36.826535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:36.828956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:36.829876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:36.834529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:36.835836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:36.837350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:36.839051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:36.842233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:36.842964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:36.843794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:36.845968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:36.856564] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 1.8s | Global ETA: 27m 12s
[2025-11-25T12:05:36.856763] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:05:36.857761] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:36.857906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:36.862885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:36.864826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:36.865412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:36.865919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:36.866853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:36.954577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:36.956944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:36.960044] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:36.965116] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:37.030058] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 2m 9s | Global ETA: 27m 12s
[2025-11-25T12:05:37.030220] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:05:37.031189] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:37.031279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:37.036050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:37.038049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:37.038554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:37.039189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:37.039618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:37.113527] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 7m 16s | Global ETA: 27m 12s
[2025-11-25T12:05:37.113825] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:05:37.114725] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:37.114854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:37.119873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:37.121772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:37.122382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:37.215935] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:05:37.320045] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:05:37.390805] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:37.397362] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:05:37.469001] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:05:37.491168] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 11.8s | Global ETA: 27m 12s
[2025-11-25T12:05:37.491457] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:05:37.492309] [DEBUG] [FEATURES  ] DataBuilder: Executing 30 feature methods.
[2025-11-25T12:05:37.492465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:37.495394] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:37.497323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:37.499156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:37.499731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:37.500242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:37.500731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:37.501537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:37.502436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:37.505040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:37.564493] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:37.596378] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: -0.82% | Symbol ETA: 1.1s | Global ETA: 27m 13s
[2025-11-25T12:05:37.596721] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:05:37.597614] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:37.597809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:37.602963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:37.604923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:37.605543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:37.606083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:37.606942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:37.625664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:37.627608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:37.630493] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.40% | Symbol ETA: 2m 9s | Global ETA: 27m 13s
[2025-11-25T12:05:37.630831] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:05:37.631742] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:37.631893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:37.637147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:37.639206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:37.639883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:37.640431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:37.640981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:37.641096] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:37.671277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:37.672468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:37.694167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:05:37.696351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:37.725751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:37.726721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:37.728202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:37.794820] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 1.81% | Symbol ETA: 7m 16s | Global ETA: 27m 13s
[2025-11-25T12:05:37.810363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:37.811156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:37.813001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:37.815736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:37.816885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:37.818970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:37.819785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:37.824039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:37.825268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:37.826677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:37.828288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:37.831255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:37.832011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:37.832836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:37.834892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:37.969950] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 1.44%
[2025-11-25T12:05:37.988483] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:05:38.049582] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:05:38.145880] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 2.71%, Actual: 0.62%
[2025-11-25T12:05:38.169220] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:38.180697] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:05:38.230201] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:38.235140] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.50% | Symbol ETA: 2m 8s | Global ETA: 27m 13s
[2025-11-25T12:05:38.235441] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:05:38.236266] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:38.236408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:38.241247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:38.243091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:38.243665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:38.244182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:38.244674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:38.322323] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 6.96%, Actual: 1.31%
[2025-11-25T12:05:38.332296] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -1.99% | Symbol ETA: 0.4s | Global ETA: 27m 13s
[2025-11-25T12:05:38.374019] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:38.472487] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 10.8s | Global ETA: 27m 13s
[2025-11-25T12:05:38.472797] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:05:38.473860] [DEBUG] [FEATURES  ] DataBuilder: Executing 30 feature methods.
[2025-11-25T12:05:38.474016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:38.479126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:38.481233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:38.481968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:38.482569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:38.483062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:38.483901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:38.484802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:38.487352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:38.498523] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -5.78%, Actual: 1.45%
[2025-11-25T12:05:38.512197] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -3.90%, Actual: 2.25%
[2025-11-25T12:05:38.595460] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:05:38.610485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:38.612500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:38.654835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:38.656041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:38.674959] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.31%, Actual: 1.73%
[2025-11-25T12:05:38.700585] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 8.88%, Actual: 8.06%
[2025-11-25T12:05:38.709361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:38.710572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:38.711927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:38.769928] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:38.794469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:38.795392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:38.797370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:38.800205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:38.801388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:38.803446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:38.804280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:38.808601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:38.809946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:38.811391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:38.813015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:38.816005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:38.816784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:38.817585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:38.819729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:38.835616] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 2m 8s | Global ETA: 27m 13s
[2025-11-25T12:05:38.847599] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 2.00%, Actual: 1.47%
[2025-11-25T12:05:38.888998] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: 2.40%, Actual: 1.90%
[2025-11-25T12:05:39.012252] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.26%, Actual: 1.73%
[2025-11-25T12:05:39.019733] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 2.46%
[2025-11-25T12:05:39.066572] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -2.55%, Actual: 5.15%
[2025-11-25T12:05:39.160114] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:05:39.190106] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 1.80%
[2025-11-25T12:05:39.194004] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.55%, Actual: 1.22%
[2025-11-25T12:05:39.240294] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 5.59%, Actual: 4.95%
[2025-11-25T12:05:39.331261] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:39.366656] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 0.12%
[2025-11-25T12:05:39.367825] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.48%, Actual: 0.92%
[2025-11-25T12:05:39.412147] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -3.71%, Actual: 2.13%
[2025-11-25T12:05:39.429076] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 9.8s | Global ETA: 27m 14s
[2025-11-25T12:05:39.537584] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 1.81%, Actual: 0.79%
[2025-11-25T12:05:39.538032] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 36.0904%
[2025-11-25T12:05:39.538153] [INFO ] [main      ] AIT: DISCARDED add_atr (score: 36.09%)
[2025-11-25T12:05:39.538257] [INFO ] [main      ] AIT: Testing feature 3/53: add_atr_10
[2025-11-25T12:05:39.538352] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-25T12:05:39.538451] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:05:39.545362] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.77%, Actual: 0.25%
[2025-11-25T12:05:39.553140] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:39.553766] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:05:39.554711] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:39.554843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:39.559737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:39.561636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:39.562237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:39.589411] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 3.19%
[2025-11-25T12:05:39.599991] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:05:39.718999] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.36%, Actual: 0.44%
[2025-11-25T12:05:39.760585] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 3.45%
[2025-11-25T12:05:39.769422] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:05:39.894193] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.42%, Actual: 0.42%
[2025-11-25T12:05:39.904015] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:05:39.931729] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: -0.82%, Actual: 3.00%
[2025-11-25T12:05:39.940158] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:05:40.078382] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:40.088473] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.23%
[2025-11-25T12:05:40.105031] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -1.99%, Actual: 2.41%
[2025-11-25T12:05:40.105430] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 48.4524%
[2025-11-25T12:05:40.105618] [INFO ] [main      ] BBAR: DISCARDED add_volume_pressure_into_close (score: 48.45%)
[2025-11-25T12:05:40.105753] [INFO ] [main      ] BBAR: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:05:40.105828] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_volume_zscore']
[2025-11-25T12:05:40.105940] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:05:40.112066] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:05:40.119259] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:40.120057] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:05:40.121060] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:40.121218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:40.126214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:40.128550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:40.129239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:40.129757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:40.130610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:40.219610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:05:40.221848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:40.234458] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -2.33% | Symbol ETA: 3m 42s | Global ETA: 27m 14s
[2025-11-25T12:05:40.234746] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:05:40.235549] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:40.235702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:40.240711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:40.242583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:40.243167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:40.269390] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.40%, Actual: 0.20%
[2025-11-25T12:05:40.289872] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:05:40.464192] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:05:40.469866] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.50%, Actual: 0.06%
[2025-11-25T12:05:40.585101] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:05:40.636163] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:05:40.641260] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 0.38%
[2025-11-25T12:05:40.641575] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 48.9403%
[2025-11-25T12:05:40.641760] [INFO ] [main      ] CMSA: KEPT add_atr_5 (score: 48.94%)
[2025-11-25T12:05:40.641881] [INFO ] [main      ] CMSA: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T12:05:40.641985] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T12:05:40.642101] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:05:40.653017] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:05:40.655139] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:40.655711] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:05:40.656616] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:40.656724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:40.661680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:40.663472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:40.664120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:40.664666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:40.665150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:40.666025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:40.753914] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:40.812773] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:05:40.835263] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:40.868743] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: 2.75% | Symbol ETA: 6.9s | Global ETA: 27m 15s
[2025-11-25T12:05:40.868931] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:05:40.869934] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:40.870058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:40.876991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:40.879501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:40.880145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:40.880711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:40.881760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:40.972912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:05:40.975394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:41.002002] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:05:41.010228] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.36% | Symbol ETA: 3m 42s | Global ETA: 27m 15s
[2025-11-25T12:05:41.010380] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:05:41.011233] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:41.011313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:41.017447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:41.020039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:41.020787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:41.027951] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:05:41.171624] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:05:41.172050] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:05:41.173485] [INFO ] [main      ] CMU: KEPT add_pct_change (score: 13.53%)
[2025-11-25T12:05:41.173607] [INFO ] [main      ] CMU: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:05:41.173734] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag']
[2025-11-25T12:05:41.173868] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:05:41.187127] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:41.187841] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:05:41.188770] [DEBUG] [FEATURES  ] DataBuilder: Executing 31 feature methods.
[2025-11-25T12:05:41.188927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:41.193896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:41.195770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:41.196365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:41.196936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:41.197452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:41.198306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:41.199220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:41.199677] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:41.201820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:41.264716] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.49% | Symbol ETA: 1m 38s | Global ETA: 27m 15s
[2025-11-25T12:05:41.265030] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:05:41.265911] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:41.266051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:41.270977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:41.272886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:41.273448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:41.273993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:41.274466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:41.275312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:41.326471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:41.328715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:41.335417] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:05:41.372288] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:05:41.374569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:41.376436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:41.455665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:41.456927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:41.458272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:41.503177] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:41.543833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:41.544983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:41.546891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:41.549737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:41.550919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:41.552966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:41.553799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:41.557076] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:41.558175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:41.559447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:41.560866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:41.562460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:41.565412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:41.566176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:41.566991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:41.572363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:41.573538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:41.604656] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 6.81% | Symbol ETA: 6.1s | Global ETA: 27m 15s
[2025-11-25T12:05:41.604812] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:05:41.605595] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:41.605695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:41.610720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:41.612787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:41.613301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:41.613840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:41.614692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:41.622700] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:05:41.705333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:05:41.707229] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 7.45% | Symbol ETA: 3m 41s | Global ETA: 27m 16s
[2025-11-25T12:05:41.707514] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:05:41.708321] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:41.708456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:41.708360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:41.713245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:41.715109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:41.715686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:41.796349] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:41.861969] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.78% | Symbol ETA: 1m 37s | Global ETA: 27m 16s
[2025-11-25T12:05:41.862262] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:05:41.863177] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:41.863317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:41.868249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:41.870148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:41.870728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:41.871251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:41.871682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:41.872529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:41.910628] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:05:42.059875] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:05:42.063707] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:05:42.093182] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:42.195315] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 18.3s | Global ETA: 27m 16s
[2025-11-25T12:05:42.195460] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:05:42.197671] [DEBUG] [FEATURES  ] DataBuilder: Executing 31 feature methods.
[2025-11-25T12:05:42.197776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:42.202568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:42.204376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:42.204905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:42.205370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:42.205806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:42.206559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:42.207662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:42.210326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:42.225772] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:05:42.236454] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:42.247231] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:42.347879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:42.350089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:42.353253] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -2.65% | Symbol ETA: 5.4s | Global ETA: 27m 16s
[2025-11-25T12:05:42.353559] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:05:42.354444] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:42.354597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:42.360669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:42.362888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:42.363577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:42.364095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:42.364982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:42.390092] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -6.48% | Symbol ETA: 3m 40s | Global ETA: 27m 16s
[2025-11-25T12:05:42.390397] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:05:42.391314] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:42.391460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:42.395529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:42.396671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:42.396930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:42.398803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:42.399397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:42.422171] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:42.450696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:05:42.451774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:42.453130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:42.453119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:42.454453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:42.494157] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.70% | Symbol ETA: 1m 36s | Global ETA: 27m 16s
[2025-11-25T12:05:42.494352] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:05:42.495359] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:42.495685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:42.501290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:42.504062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:42.504829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:42.505370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:42.505895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:42.506805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:42.550740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:42.552016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:42.554477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:42.557921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:42.559792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:42.562616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:42.563836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:42.569109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:42.570982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:42.572692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:42.574618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:42.578486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:42.579633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:42.580615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:42.583295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:42.584813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:42.905609] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:05:42.933449] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:05:43.038499] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:05:43.073305] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:05:43.127332] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:43.192129] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:43.235979] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -4.56% | Symbol ETA: 4.9s | Global ETA: 27m 17s
[2025-11-25T12:05:43.236300] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:05:43.237415] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:43.237584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:43.242915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:43.245238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:43.245912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:43.246428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:43.247484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:43.263614] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:43.280882] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:43.334931] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.46% | Symbol ETA: 1m 36s | Global ETA: 27m 17s
[2025-11-25T12:05:43.335250] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:05:43.335355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:05:43.336274] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:43.336366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:43.337920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:43.341729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:43.344196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:43.345071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:43.345766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:43.346329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:43.347451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:43.360785] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.81% | Symbol ETA: 3m 40s | Global ETA: 27m 17s
[2025-11-25T12:05:43.361073] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:05:43.361977] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:43.362112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:43.367294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:43.369390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:43.370015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:43.388986] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 18.0s | Global ETA: 27m 17s
[2025-11-25T12:05:43.389146] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:05:43.389987] [DEBUG] [FEATURES  ] DataBuilder: Executing 31 feature methods.
[2025-11-25T12:05:43.390109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:43.395277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:43.397426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:43.398078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:43.398675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:43.399176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:43.400065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:43.401036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:43.403781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:43.556063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:43.558395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:43.603727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:43.605388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:43.664580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:43.665935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:43.667372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:43.694060] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:05:43.714213] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:05:43.725541] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:05:43.759697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:43.760732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:43.762629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:43.765478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:43.766677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:43.768760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:43.769569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:43.773870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:43.775123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:43.776550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:43.778251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:43.781172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:43.781927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:43.782742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:43.784822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:43.786000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:43.868068] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:43.892395] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:43.903838] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:43.959778] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.41% | Symbol ETA: 1m 35s | Global ETA: 27m 17s
[2025-11-25T12:05:43.959947] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:05:43.960778] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:43.960885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:43.965981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:43.967057] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 14.11% | Symbol ETA: 4.0s | Global ETA: 27m 17s
[2025-11-25T12:05:43.967345] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:05:43.968296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:43.968263] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:43.968444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:43.968845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:43.969427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:43.969949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:43.970898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:43.973446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:43.975393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:43.975990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:43.976470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:43.977347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:44.065430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:05:44.067764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:44.068005] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.66% | Symbol ETA: 3m 39s | Global ETA: 27m 17s
[2025-11-25T12:05:44.068286] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:05:44.069075] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:44.069209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:44.074181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:44.076033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:44.076586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:44.124805] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:05:44.294989] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:44.339183] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:05:44.394308] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 16.7s | Global ETA: 27m 17s
[2025-11-25T12:05:44.394612] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:05:44.396893] [DEBUG] [FEATURES  ] DataBuilder: Executing 31 feature methods.
[2025-11-25T12:05:44.397067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:44.402373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:44.404301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:44.404897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:44.405612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:44.406126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:44.407200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:44.408143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:44.410708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:44.418733] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:05:44.419917] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:05:44.522046] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:44.533941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:44.536128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:44.580276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:44.581709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:44.587988] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 1m 35s | Global ETA: 27m 18s
[2025-11-25T12:05:44.588288] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:05:44.589171] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:44.589321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:44.591135] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:44.592987] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:44.594272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:44.596257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:44.596851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:44.597433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:44.597934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:44.600849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:44.637755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:44.639017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:44.640345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:44.694123] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -2.28% | Symbol ETA: 3.2s | Global ETA: 27m 18s
[2025-11-25T12:05:44.694428] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:05:44.695264] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:44.695403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:44.700181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:44.701994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:44.702540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:44.703025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:44.703891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:44.723774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:44.724677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:44.726622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:44.729486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:44.730684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:44.732747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:44.733564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:44.737907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:44.739100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:44.740454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:44.742092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:44.745045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:44.745815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:44.746590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:44.747015] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 1.06% | Symbol ETA: 3m 38s | Global ETA: 27m 18s
[2025-11-25T12:05:44.747324] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:05:44.748197] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:44.748329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:44.748714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:44.749832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:44.753704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:44.755685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:44.756272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:44.789233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:05:44.791464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:44.953127] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:05:45.086483] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:05:45.100474] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:05:45.134921] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:45.138984] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:05:45.201632] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 1m 34s | Global ETA: 27m 18s
[2025-11-25T12:05:45.201956] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:05:45.202848] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:45.202993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:45.208116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:45.210147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:45.210778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:45.211322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:45.211845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:45.212763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:45.263666] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:45.273299] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:45.311419] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:45.364614] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 15.5s | Global ETA: 27m 18s
[2025-11-25T12:05:45.364934] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:05:45.365813] [DEBUG] [FEATURES  ] DataBuilder: Executing 31 feature methods.
[2025-11-25T12:05:45.365971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:45.371187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:45.373117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:45.373722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:45.374263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:45.374778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:45.375632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:45.376589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:45.379281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:45.408568] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -3.42% | Symbol ETA: 2.4s | Global ETA: 27m 18s
[2025-11-25T12:05:45.408893] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:05:45.409769] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:45.409913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:45.414751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:45.416718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:45.417323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:45.417841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:45.418686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:45.425256] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.89% | Symbol ETA: 3m 37s | Global ETA: 27m 18s
[2025-11-25T12:05:45.425542] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:05:45.426383] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:45.426515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:45.431348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:45.433258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:45.433835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:45.502880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:05:45.505108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:45.507860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:45.510012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:45.555540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:45.556887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:45.589473] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:05:45.613679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:45.615016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:45.616501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:45.706060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:45.707237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:45.709238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:45.712112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:45.713300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:45.715349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:45.716174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:45.720469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:45.721775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:45.723204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:45.724836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:45.727851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:45.728622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:45.729460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:45.731507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:45.732686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:45.772625] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:45.777899] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:05:45.837199] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.78% | Symbol ETA: 1m 33s | Global ETA: 27m 19s
[2025-11-25T12:05:45.837507] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:05:45.838420] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:45.838571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:45.843509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:45.845512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:45.846129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:45.846675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:45.847179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:45.848070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:45.848762] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:05:45.952100] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:46.022341] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:46.068776] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:05:46.100174] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 1.86% | Symbol ETA: 3m 36s | Global ETA: 27m 19s
[2025-11-25T12:05:46.100456] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:05:46.101288] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:05:46.101371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:46.106283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:46.108230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:46.108775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:46.119223] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 1.7s | Global ETA: 27m 19s
[2025-11-25T12:05:46.119542] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:05:46.120435] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:46.120582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:46.125596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:46.127593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:46.128261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:46.128769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:46.129601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:46.195697] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:05:46.216157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:05:46.218388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:46.237976] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:46.336773] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 14.4s | Global ETA: 27m 19s
[2025-11-25T12:05:46.337106] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:05:46.337999] [DEBUG] [FEATURES  ] DataBuilder: Executing 31 feature methods.
[2025-11-25T12:05:46.338158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:46.343070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:46.344942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:46.345517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:46.346065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:46.346549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:46.347415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:46.348250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:46.350765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:46.369115] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:46.433768] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 1m 33s | Global ETA: 27m 19s
[2025-11-25T12:05:46.433940] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:05:46.434718] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:46.434804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:46.439616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:46.441676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:46.442251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:46.442799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:46.443299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:46.444153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:46.449543] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:05:46.472108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:46.474049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:46.517053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:46.518286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:46.570428] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:05:46.572719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:46.574148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:46.575530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:46.624819] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:46.658361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:46.659210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:46.661087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:46.663930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:46.665103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:46.667193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:46.668021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:46.672328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:46.673576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:46.675000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:46.676583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:46.679533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:46.680280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:46.681101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:46.683204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:46.684388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:46.754362] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:46.774228] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.77% | Symbol ETA: 3m 36s | Global ETA: 27m 19s
[2025-11-25T12:05:46.787852] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:05:46.855482] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: -0.90% | Symbol ETA: 0.9s | Global ETA: 27m 19s
[2025-11-25T12:05:46.855802] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:05:46.856592] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:46.856776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:46.862437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:46.864439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:46.865057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:46.865541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:46.866400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:46.945622] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -2.33%, Actual: 1.44%
[2025-11-25T12:05:46.955200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:05:46.957382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:46.959862] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:47.027416] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 1m 32s | Global ETA: 27m 19s
[2025-11-25T12:05:47.035378] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:05:47.120518] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.36%, Actual: 0.62%
[2025-11-25T12:05:47.204035] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.49%, Actual: 1.73%
[2025-11-25T12:05:47.233542] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:47.295629] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 7.45%, Actual: 1.31%
[2025-11-25T12:05:47.328684] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:05:47.363487] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 13.3s | Global ETA: 27m 20s
[2025-11-25T12:05:47.363830] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:05:47.366108] [DEBUG] [FEATURES  ] DataBuilder: Executing 31 feature methods.
[2025-11-25T12:05:47.366293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:47.371660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:47.373962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:47.374689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:47.375248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:47.375772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:47.376675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:47.377051] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 1.80%
[2025-11-25T12:05:47.378299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:47.381685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:47.462959] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -6.48%, Actual: 1.45%
[2025-11-25T12:05:47.505988] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:47.511414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:47.513733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:47.548911] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.70%, Actual: 0.92%
[2025-11-25T12:05:47.558636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:47.560175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:47.603158] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -3.14% | Symbol ETA: 0.2s | Global ETA: 27m 20s
[2025-11-25T12:05:47.614387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:47.615474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:47.616749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:47.631334] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.81%, Actual: 1.73%
[2025-11-25T12:05:47.707126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:47.708105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:47.710056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:47.713133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:47.714450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:47.716661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:47.717564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:47.722187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:47.722770] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.46%, Actual: 0.25%
[2025-11-25T12:05:47.723717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:47.725119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:47.726728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:47.729776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:47.730480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:47.731235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:47.733324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:47.734467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:47.776823] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: 2.75%, Actual: 2.25%
[2025-11-25T12:05:47.803129] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.66%, Actual: 1.47%
[2025-11-25T12:05:47.894713] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.41%, Actual: 0.44%
[2025-11-25T12:05:47.949574] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 6.81%, Actual: 8.06%
[2025-11-25T12:05:47.971407] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 1.06%, Actual: 2.46%
[2025-11-25T12:05:48.065878] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.42%
[2025-11-25T12:05:48.091349] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:05:48.119930] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -2.65%, Actual: 1.90%
[2025-11-25T12:05:48.140318] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.89%, Actual: 1.22%
[2025-11-25T12:05:48.237744] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.23%
[2025-11-25T12:05:48.276315] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:48.292581] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -4.56%, Actual: 5.15%
[2025-11-25T12:05:48.310208] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 1.86%, Actual: 0.12%
[2025-11-25T12:05:48.381403] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 12.3s | Global ETA: 27m 20s
[2025-11-25T12:05:48.381555] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:05:48.382473] [DEBUG] [FEATURES  ] DataBuilder: Executing 31 feature methods.
[2025-11-25T12:05:48.382590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:48.388061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:48.390025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:48.390556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:48.391110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:48.391545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:48.392376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:48.393294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:48.395979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:48.410617] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.78%, Actual: 0.20%
[2025-11-25T12:05:48.464227] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 14.11%, Actual: 4.95%
[2025-11-25T12:05:48.482846] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.77%, Actual: 0.79%
[2025-11-25T12:05:48.483252] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 44.8503%
[2025-11-25T12:05:48.483439] [INFO ] [main      ] AIT: KEPT add_atr_10 (score: 44.85%)
[2025-11-25T12:05:48.483555] [INFO ] [main      ] AIT: Testing feature 4/53: add_atr_5
[2025-11-25T12:05:48.483668] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5']
[2025-11-25T12:05:48.483771] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:05:48.499113] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:48.499870] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:05:48.500781] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:48.500913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:48.505769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:48.507660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:48.508247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:48.508791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:48.526155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:48.528251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:48.574895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:48.576210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:48.582264] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.48%, Actual: 0.06%
[2025-11-25T12:05:48.629680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:48.630793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:48.632119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:48.633440] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -2.28%, Actual: 2.13%
[2025-11-25T12:05:48.719965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:48.720978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:48.722911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:48.725786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:48.726945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:48.729117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:48.729908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:48.734425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:48.735731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:48.737316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:48.739001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:48.742050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:48.742778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:48.743513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:48.745629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:48.746824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:48.755267] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.38%
[2025-11-25T12:05:48.755496] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 46.0591%
[2025-11-25T12:05:48.755554] [INFO ] [main      ] CMSA: DISCARDED add_close_to_open_alignment (score: 46.06%)
[2025-11-25T12:05:48.755660] [INFO ] [main      ] CMSA: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T12:05:48.755767] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T12:05:48.755810] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:05:48.768969] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:48.769507] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:05:48.770352] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:48.770476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:48.775388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:48.777336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:48.777851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:48.778332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:48.778748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:48.779829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:48.804897] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -3.42%, Actual: 3.19%
[2025-11-25T12:05:48.847247] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:05:48.978848] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: -0.45%, Actual: 3.45%
[2025-11-25T12:05:49.015950] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:49.098761] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:05:49.121012] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:05:49.151280] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: -0.90%, Actual: 3.00%
[2025-11-25T12:05:49.167621] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -2.26% | Symbol ETA: 2m 32s | Global ETA: 27m 21s
[2025-11-25T12:05:49.167925] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:05:49.168772] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:49.168905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:49.173747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:49.175563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:49.176128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:49.176666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:49.273965] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:49.291540] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:49.322801] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -3.14%, Actual: 2.41%
[2025-11-25T12:05:49.323210] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 61.9263%
[2025-11-25T12:05:49.323380] [INFO ] [main      ] BBAR: DISCARDED add_volume_zscore (score: 61.93%)
[2025-11-25T12:05:49.323499] [INFO ] [main      ] BBAR: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:05:49.323604] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile', 'add_vwap_deviations']
[2025-11-25T12:05:49.323738] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:05:49.336357] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:49.337040] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 2
[2025-11-25T12:05:49.338096] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:49.338257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:49.343285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:49.345231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:49.345830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:49.346310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:49.347199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:49.357360] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.97% | Symbol ETA: 1m 22s | Global ETA: 27m 21s
[2025-11-25T12:05:49.357674] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:05:49.358488] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:49.358630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:49.363471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:49.365278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:49.365849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:49.366375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:49.366869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:49.367848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:49.375807] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 11.3s | Global ETA: 27m 21s
[2025-11-25T12:05:49.376059] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:05:49.376954] [DEBUG] [FEATURES  ] DataBuilder: Executing 31 feature methods.
[2025-11-25T12:05:49.377163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:49.382319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:49.384344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:49.385001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:49.385547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:49.386059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:49.386935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:49.387883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:49.390535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:49.432520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:49.438891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:49.513794] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:05:49.518086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:49.520349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:49.565621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:49.567129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:49.621830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:49.623106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:49.624601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:49.680431] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:49.710825] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:05:49.715087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:49.716248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:49.718366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:49.721469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:49.722858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:49.725096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:49.726047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:49.730798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:49.732381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:49.733994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:49.735786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:49.739046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:49.739934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:49.740791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:49.743008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:49.744330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:49.791600] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-20
[2025-11-25T12:05:49.850773] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 0.80% | Symbol ETA: 2m 32s | Global ETA: 27m 21s
[2025-11-25T12:05:49.850917] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:05:49.851683] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:49.851772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:49.856507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:49.858428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:49.859005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:49.859518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:49.883602] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:49.950652] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 1m 21s | Global ETA: 27m 21s
[2025-11-25T12:05:49.950809] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:05:49.951597] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:49.951717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:49.956618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:49.958443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:49.959005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:49.959457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:49.959881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:49.960779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:49.967993] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:50.073020] [INFO ] [main      ] BBAR: Lookback Days: 2, Magnitude: -3.05% | Symbol ETA: 6.6s | Global ETA: 27m 22s
[2025-11-25T12:05:50.073375] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 3
[2025-11-25T12:05:50.074349] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:50.074427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:50.079754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:50.082008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:50.082663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:50.083136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:50.083987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:50.104922] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:05:50.171228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:50.177406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:50.200763] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:05:50.296013] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:50.308194] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:05:50.371689] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:50.401117] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 10.2s | Global ETA: 27m 22s
[2025-11-25T12:05:50.401415] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:05:50.403578] [DEBUG] [FEATURES  ] DataBuilder: Executing 31 feature methods.
[2025-11-25T12:05:50.403761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:50.408761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:50.410752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:50.411351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:50.411920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:50.412410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:50.413305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:50.414250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:50.416902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:50.485761] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:50.525381] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-19
[2025-11-25T12:05:50.538867] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.80% | Symbol ETA: 2m 31s | Global ETA: 27m 22s
[2025-11-25T12:05:50.539152] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:05:50.539993] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:50.540130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:50.544990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:50.545381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:50.546835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:50.547424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:50.547907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:50.548140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:50.552355] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 1m 20s | Global ETA: 27m 22s
[2025-11-25T12:05:50.552509] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:05:50.553270] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:50.553346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:50.558174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:50.559999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:50.560639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:50.561140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:50.561557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:50.562442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:50.597289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:50.598587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:50.652813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:50.653993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:50.655367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:50.705241] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:50.746896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:50.748068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:50.750254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:50.753627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:50.754847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:50.756913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:50.757793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:50.762657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:50.763930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:50.765363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:50.767106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:50.770227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:50.771041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:50.771862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:50.774028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:50.775441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:50.812417] [INFO ] [main      ] BBAR: Lookback Days: 3, Magnitude: 4.78% | Symbol ETA: 5.9s | Global ETA: 27m 22s
[2025-11-25T12:05:50.812753] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 4
[2025-11-25T12:05:50.813691] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:50.813840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:50.819974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:50.822497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:50.823209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:50.823735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:50.824905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:50.893197] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:05:50.908733] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:05:50.916615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:50.923174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:51.060534] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:51.081109] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:51.120558] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:05:51.147624] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.21% | Symbol ETA: 1m 20s | Global ETA: 27m 22s
[2025-11-25T12:05:51.147969] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:05:51.149066] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:51.149382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:51.155047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:51.157030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:51.157854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:51.158547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:51.159060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:51.160055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:51.205994] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -9.34% | Symbol ETA: 2m 30s | Global ETA: 27m 22s
[2025-11-25T12:05:51.206468] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:05:51.207511] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:51.207662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:51.212630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:51.214438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:51.215005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:51.215519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:51.281397] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-18
[2025-11-25T12:05:51.292398] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:51.390048] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 9.2s | Global ETA: 27m 23s
[2025-11-25T12:05:51.456479] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:51.524472] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:05:51.552339] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:05:51.557735] [INFO ] [main      ] BBAR: Lookback Days: 4, Magnitude: -3.27% | Symbol ETA: 5.2s | Global ETA: 27m 23s
[2025-11-25T12:05:51.558034] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 5
[2025-11-25T12:05:51.558969] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:51.559137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:51.560020] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:05:51.564102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:51.565965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:51.566527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:51.567095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:51.567981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:51.656517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:51.662602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:51.695370] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:51.720661] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:51.729411] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:05:51.764691] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 1m 19s | Global ETA: 27m 23s
[2025-11-25T12:05:51.764859] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:05:51.765674] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:51.765800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:51.771009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:51.772957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:51.773490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:51.774019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:51.774469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:51.775400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:51.876771] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.42% | Symbol ETA: 2m 29s | Global ETA: 27m 23s
[2025-11-25T12:05:51.877072] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:05:51.877903] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:51.878033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:51.882821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:51.884732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:51.885280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:51.885818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:51.899123] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:05:52.003790] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-17
[2025-11-25T12:05:52.069564] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:05:52.132210] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:05:52.182844] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:52.224232] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:05:52.238526] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:05:52.280306] [INFO ] [main      ] BBAR: Lookback Days: 5, Magnitude: -1.58% | Symbol ETA: 4.4s | Global ETA: 27m 23s
[2025-11-25T12:05:52.280593] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 6
[2025-11-25T12:05:52.281416] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:52.281560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:52.286350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:52.288221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:52.288816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:52.289283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:52.290164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:52.303834] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:52.368468] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 1m 19s | Global ETA: 27m 23s
[2025-11-25T12:05:52.368621] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:05:52.369419] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:52.369669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:52.374608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:52.374817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:52.376762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:52.377366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:52.377929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:52.378431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:52.379462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:52.380595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:52.392956] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:52.409260] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:05:52.547055] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -1.22% | Symbol ETA: 2m 29s | Global ETA: 27m 23s
[2025-11-25T12:05:52.547335] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:05:52.548170] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:52.548301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:52.553118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:52.554962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:52.555517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:52.556048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:52.582236] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:05:52.715662] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-14
[2025-11-25T12:05:52.732316] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:05:52.754154] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:05:52.884578] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:52.906165] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:05:52.907381] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:52.928735] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:05:52.971857] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 1m 18s | Global ETA: 27m 24s
[2025-11-25T12:05:52.972164] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:05:52.972999] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:52.973143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:52.978066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:52.980021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:52.980593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:52.981152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:52.981668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:52.982100] [INFO ] [main      ] BBAR: Lookback Days: 6, Magnitude: 8.43% | Symbol ETA: 3.6s | Global ETA: 27m 24s
[2025-11-25T12:05:52.982377] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 7
[2025-11-25T12:05:52.982688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:52.983210] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:52.983299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:52.988063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:52.989893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:52.990448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:52.990966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:52.991795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:53.074143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:53.080033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:53.087229] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:53.105809] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:05:53.106179] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:05:53.106353] [INFO ] [main      ] CMU: KEPT add_preclose_acceleration_mag (score: 13.53%)
[2025-11-25T12:05:53.106476] [INFO ] [main      ] CMU: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:05:53.106589] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open']
[2025-11-25T12:05:53.106731] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:05:53.120136] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:53.120709] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:05:53.121575] [DEBUG] [FEATURES  ] DataBuilder: Executing 32 feature methods.
[2025-11-25T12:05:53.121770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:53.126619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:53.128553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:53.129148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:53.129711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:53.130204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:53.131070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:53.132001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:53.134526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:53.244188] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 2m 28s | Global ETA: 27m 24s
[2025-11-25T12:05:53.244484] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:05:53.245354] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:53.245489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:53.250622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:53.252580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:53.253176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:53.253729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:53.265410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:53.267706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:53.313626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:53.314896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:53.335255] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:05:53.370608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:53.371792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:53.373159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:53.415092] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-13
[2025-11-25T12:05:53.462814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:53.463978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:53.466197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:53.469340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:53.470602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:53.472771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:53.473683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:53.478292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:53.479731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:53.481207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:53.482894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:53.486063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:53.486926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:53.487790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:53.489926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:53.491222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:05:53.492074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:53.506861] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:53.573615] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.25% | Symbol ETA: 1m 17s | Global ETA: 27m 24s
[2025-11-25T12:05:53.573918] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:05:53.574789] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:53.574930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:53.580190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:53.582044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:53.582594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:53.583135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:53.583616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:53.584581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:53.584727] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:53.602442] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:05:53.684846] [INFO ] [main      ] BBAR: Lookback Days: 7, Magnitude: -6.42% | Symbol ETA: 2.9s | Global ETA: 27m 24s
[2025-11-25T12:05:53.685156] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 8
[2025-11-25T12:05:53.686189] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:53.686515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:53.691720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:53.693529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:53.694101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:53.694571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:53.695400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:53.774206] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:53.781487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:53.787545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:53.901523] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:05:53.924857] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:05:53.935092] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: 0.72% | Symbol ETA: 2m 27s | Global ETA: 27m 24s
[2025-11-25T12:05:53.935379] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:05:53.936225] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:53.936355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:53.941213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:53.943034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:53.943810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:53.944504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:54.077207] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:54.099905] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:54.142950] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-12
[2025-11-25T12:05:54.168480] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 1m 17s | Global ETA: 27m 25s
[2025-11-25T12:05:54.168774] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:05:54.169616] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:54.169817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:54.174678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:54.176494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:54.177078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:54.177594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:54.178105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:54.179128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:54.181270] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 18.3s | Global ETA: 27m 25s
[2025-11-25T12:05:54.181623] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:05:54.183981] [DEBUG] [FEATURES  ] DataBuilder: Executing 32 feature methods.
[2025-11-25T12:05:54.184135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:54.189974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:54.192041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:54.192607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:54.193146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:54.193836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:54.194810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:54.195686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:54.198294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:54.303492] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:05:54.318969] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:05:54.323945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:54.326060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:54.370119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:54.371429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:54.417541] [INFO ] [main      ] BBAR: Lookback Days: 8, Magnitude: -1.12% | Symbol ETA: 2.2s | Global ETA: 27m 25s
[2025-11-25T12:05:54.417845] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 9
[2025-11-25T12:05:54.418693] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:54.418835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:54.423742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:54.425566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:54.426156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:54.426267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:54.426627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:54.427212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:54.427484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:54.428469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:54.473129] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:54.509059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:54.514200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:54.515018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:54.515280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:54.517235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:54.520067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:54.521257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:54.522516] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:05:54.523342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:54.524184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:54.528502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:54.529823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:54.531287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:54.532904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:54.535957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:54.536757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:54.537589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:54.539707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:54.540871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:05:54.541663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:54.619535] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 2m 27s | Global ETA: 27m 25s
[2025-11-25T12:05:54.619824] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:05:54.620712] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:05:54.620846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:54.625841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:54.627768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:54.628371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:54.628918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:54.693171] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:54.758383] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.20% | Symbol ETA: 1m 16s | Global ETA: 27m 25s
[2025-11-25T12:05:54.868769] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-11
[2025-11-25T12:05:54.894706] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:05:54.931402] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.97%, Actual: 1.73%
[2025-11-25T12:05:54.963109] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:05:55.043771] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:05:55.064463] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:55.105708] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.10%, Actual: 1.80%
[2025-11-25T12:05:55.131435] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:55.140027] [INFO ] [main      ] BBAR: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 1.5s | Global ETA: 27m 25s
[2025-11-25T12:05:55.140345] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 10
[2025-11-25T12:05:55.141196] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:55.141336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:55.146134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:55.148000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:55.148577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:55.149072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:55.149858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:55.165513] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 16.9s | Global ETA: 27m 25s
[2025-11-25T12:05:55.165836] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:05:55.166713] [DEBUG] [FEATURES  ] DataBuilder: Executing 32 feature methods.
[2025-11-25T12:05:55.166869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:55.171798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:55.173627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:55.174205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:55.174755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:55.175237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:55.176074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:55.176959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:55.179516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:55.231204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:55.237159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:55.278969] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 0.92%
[2025-11-25T12:05:55.289610] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -1.33% | Symbol ETA: 2m 26s | Global ETA: 27m 25s
[2025-11-25T12:05:55.306818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:55.308922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:55.354846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:55.356084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:55.415174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:55.416202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:55.417610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:55.459970] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -2.26%, Actual: 1.44%
[2025-11-25T12:05:55.474982] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.21%, Actual: 0.25%
[2025-11-25T12:05:55.507657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:55.508625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:55.510599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:55.513512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:55.514854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:55.517078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:55.517946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:55.522405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:55.523724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:55.525207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:55.526924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:55.530041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:55.530826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:55.531658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:55.533827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:55.535053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:05:55.535885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:55.587595] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-10
[2025-11-25T12:05:55.629502] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 0.80%, Actual: 0.62%
[2025-11-25T12:05:55.654328] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.44%
[2025-11-25T12:05:55.764368] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:05:55.797424] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.80%, Actual: 1.31%
[2025-11-25T12:05:55.853925] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.16%, Actual: 0.42%
[2025-11-25T12:05:55.865250] [INFO ] [main      ] BBAR: Lookback Days: 10, Magnitude: 1.07% | Symbol ETA: 0.7s | Global ETA: 27m 26s
[2025-11-25T12:05:55.865557] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 11
[2025-11-25T12:05:55.866406] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:05:55.866553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:55.871473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:55.873365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:55.873961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:55.874446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:55.875336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:55.881419] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:05:55.961768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:05:55.965896] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -9.34%, Actual: 1.45%
[2025-11-25T12:05:55.968101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:56.031473] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.23%
[2025-11-25T12:05:56.054109] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:56.133504] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.42%, Actual: 1.73%
[2025-11-25T12:05:56.155116] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 15.8s | Global ETA: 27m 26s
[2025-11-25T12:05:56.155422] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:05:56.156275] [DEBUG] [FEATURES  ] DataBuilder: Executing 32 feature methods.
[2025-11-25T12:05:56.156434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:56.161381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:56.163290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:56.163897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:56.164429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:56.164927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:56.165789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:56.166701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:56.169346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:56.207418] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.20%
[2025-11-25T12:05:56.292732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:56.294940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:56.301790] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -1.22%, Actual: 1.47%
[2025-11-25T12:05:56.321428] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-07
[2025-11-25T12:05:56.338235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:56.339692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:56.384786] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.33%, Actual: 0.06%
[2025-11-25T12:05:56.394356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:56.395698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:56.396953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:56.471247] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.92%, Actual: 2.46%
[2025-11-25T12:05:56.481965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:56.482901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:56.484804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:56.487542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:56.488633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:56.490625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:56.491497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:56.495885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:56.497156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:56.498544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:56.499786] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:05:56.500138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:56.503008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:56.503797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:56.504571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:56.506600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:56.507802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:05:56.508575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:56.565990] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.20%, Actual: 0.38%
[2025-11-25T12:05:56.566247] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 43.3628%
[2025-11-25T12:05:56.566351] [INFO ] [main      ] CMSA: DISCARDED add_composite_volatility_context (score: 43.36%)
[2025-11-25T12:05:56.566399] [INFO ] [main      ] CMSA: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T12:05:56.566438] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-25T12:05:56.566479] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:05:56.580638] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:56.581185] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:05:56.582115] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:56.582192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:56.587188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:56.589273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:56.589836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:56.590320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:56.590759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:56.593339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:56.598983] [INFO ] [main      ] BBAR: Lookback Days: 11, Magnitude: -4.99% | Symbol ETA: 0.0s | Global ETA: 27m 26s
[2025-11-25T12:05:56.660967] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: 0.72%, Actual: 1.22%
[2025-11-25T12:05:56.778628] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -3.05%, Actual: 2.25%
[2025-11-25T12:05:56.843558] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.12%
[2025-11-25T12:05:56.853277] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:05:56.948880] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 4.78%, Actual: 8.06%
[2025-11-25T12:05:56.955061] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:05:57.020249] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -1.33%, Actual: 0.79%
[2025-11-25T12:05:57.020713] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 55.6201%
[2025-11-25T12:05:57.020880] [INFO ] [main      ] AIT: KEPT add_atr_5 (score: 55.62%)
[2025-11-25T12:05:57.020990] [INFO ] [main      ] AIT: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T12:05:57.021087] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T12:05:57.021186] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:05:57.025518] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:57.036445] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:05:57.037231] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:05:57.038190] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:57.038342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:57.043377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:57.045446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:57.046091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:57.046611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:57.047518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:57.124114] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -3.27%, Actual: 1.90%
[2025-11-25T12:05:57.130488] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 14.8s | Global ETA: 27m 27s
[2025-11-25T12:05:57.130606] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:05:57.132772] [DEBUG] [FEATURES  ] DataBuilder: Executing 32 feature methods.
[2025-11-25T12:05:57.132900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:57.134283] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:57.138717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:57.140626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:57.141244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:57.141797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:57.142275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:57.143299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:57.144552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:57.147088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:57.201784] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.11% | Symbol ETA: 1m 5s | Global ETA: 27m 27s
[2025-11-25T12:05:57.201940] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:05:57.202715] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:57.202808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:57.207577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:57.209390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:57.209903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:57.210378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:57.210808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:57.213169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:57.271113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:57.273293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:57.296152] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -1.58%, Actual: 5.15%
[2025-11-25T12:05:57.316705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:57.318096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:57.370948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:57.371953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:57.373280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:57.400256] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:05:57.457217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:57.458216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:57.460125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:57.462942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:57.464189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:57.465254] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 8.43%, Actual: 4.95%
[2025-11-25T12:05:57.466308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:57.467195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:57.471559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:57.473009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:57.474434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:57.476061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:57.479098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:57.479900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:57.480697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:57.482752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:57.483912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:05:57.484714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:57.574553] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:05:57.578536] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:05:57.642735] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -6.42%, Actual: 2.13%
[2025-11-25T12:05:57.730110] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.39% | Symbol ETA: 1m 49s | Global ETA: 27m 27s
[2025-11-25T12:05:57.730395] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:05:57.731248] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:57.731380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:57.736263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:57.738278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:57.738907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:57.739424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:57.740269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:57.759181] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:57.820028] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: -1.12%, Actual: 3.19%
[2025-11-25T12:05:57.824502] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:05:57.830232] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.94% | Symbol ETA: 1m 5s | Global ETA: 27m 27s
[2025-11-25T12:05:57.830554] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:05:57.831556] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:57.831727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:57.836909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:57.838999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:57.839683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:57.840254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:57.840775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:57.843394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:57.994614] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 3.45%
[2025-11-25T12:05:57.994917] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:58.082402] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:05:58.095103] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 13.7s | Global ETA: 27m 27s
[2025-11-25T12:05:58.095418] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:05:58.097968] [DEBUG] [FEATURES  ] DataBuilder: Executing 32 feature methods.
[2025-11-25T12:05:58.098184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:58.103363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:58.105535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:58.106227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:58.106790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:58.107317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:58.108201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:58.109114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:58.111701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:58.165739] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 1.07%, Actual: 3.00%
[2025-11-25T12:05:58.193713] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:05:58.238712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:58.241211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:58.258676] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:05:58.296600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:58.298496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:58.347579] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -4.99%, Actual: 2.41%
[2025-11-25T12:05:58.347997] [INFO ] [main      ] BBAR: Magnitude Forecast Confidence: 44.6242%
[2025-11-25T12:05:58.348113] [INFO ] [main      ] BBAR: DISCARDED add_vwap_deviations (score: 44.62%)
[2025-11-25T12:05:58.348236] [INFO ] [main      ] BBAR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:05:58.348347] [INFO ] [main      ] BBAR: Best accuracy: 71.88%
[2025-11-25T12:05:58.348454] [INFO ] [main      ] BBAR: Best feature set (6 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps', 'add_intraday_volatility_percentile']
[2025-11-25T12:05:58.348511] [INFO ] [main      ] BBAR: Improvement over baseline: 30.16%
[2025-11-25T12:05:58.348623] [INFO ] [main      ] BBAR: Total time: 7.7 minutes
[2025-11-25T12:05:58.348744] [INFO ] [main      ] BBAR: Average time per feature: 8.9 seconds
[2025-11-25T12:05:58.348796] [INFO ] [main      ] BBAR: Average speed: 0.11 features/sec
[2025-11-25T12:05:58.355666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:58.356949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:58.358246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:58.373326] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:58.426214] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.66% | Symbol ETA: 1m 48s | Global ETA: 27m 28s
[2025-11-25T12:05:58.426489] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:05:58.427374] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:58.427507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:58.432365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:58.434302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:58.434943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:58.435509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:58.436358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:58.442847] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.20% | Symbol ETA: 1m 4s | Global ETA: 27m 28s
[2025-11-25T12:05:58.443151] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:05:58.444052] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:58.444206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:58.444293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:58.445454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:58.447470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:58.449435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:58.450413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:58.451500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:58.451671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:58.452150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:58.452678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:58.453117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:58.453988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:58.454775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:58.455906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:58.459248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:58.460486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:58.462010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:58.463724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:58.466822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:58.467597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:58.468483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:58.470689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:58.471842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:05:58.472573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:58.529427] [DEBUG] [METRICS   ] BBAR: 2025-11-21:2025-11-24: Predicted: -2.02%, Actual: 2.25%
[2025-11-25T12:05:58.703955] [DEBUG] [METRICS   ] BBAR: 2025-11-20:2025-11-21: Predicted: 8.09%, Actual: 8.06%
[2025-11-25T12:05:58.786990] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:05:58.806972] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:05:58.815021] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:05:58.875863] [DEBUG] [METRICS   ] BBAR: 2025-11-19:2025-11-20: Predicted: -1.45%, Actual: 1.90%
[2025-11-25T12:05:58.967366] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:05:58.985044] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:58.989188] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:05:59.053917] [DEBUG] [METRICS   ] BBAR: 2025-11-18:2025-11-19: Predicted: -5.21%, Actual: 5.15%
[2025-11-25T12:05:59.054696] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 1m 4s | Global ETA: 27m 28s
[2025-11-25T12:05:59.054879] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:05:59.055972] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:59.056239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:59.061455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:59.063479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:59.064074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:59.064607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:59.065124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:59.067713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:59.091759] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 12.7s | Global ETA: 27m 28s
[2025-11-25T12:05:59.092063] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:05:59.094243] [DEBUG] [FEATURES  ] DataBuilder: Executing 32 feature methods.
[2025-11-25T12:05:59.094398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:59.099330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:59.101179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:59.101762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:59.102296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:59.102797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:59.103620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:05:59.104552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:59.107075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:05:59.117058] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 5.27% | Symbol ETA: 1m 47s | Global ETA: 27m 28s
[2025-11-25T12:05:59.117227] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:05:59.118151] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:59.118241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:59.123355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:59.125599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:59.126379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:59.126967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:59.127937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:59.221302] [DEBUG] [METRICS   ] BBAR: 2025-11-17:2025-11-18: Predicted: 6.08%, Actual: 4.95%
[2025-11-25T12:05:59.235835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:05:59.237983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:05:59.283697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:05:59.284946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:05:59.339296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:05:59.340557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:05:59.341897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:05:59.388951] [DEBUG] [METRICS   ] BBAR: 2025-11-14:2025-11-17: Predicted: -2.64%, Actual: 2.13%
[2025-11-25T12:05:59.412782] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:05:59.425019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:05:59.426109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:05:59.428082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:05:59.430871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:05:59.432048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:05:59.434106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:05:59.434936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:05:59.439271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:05:59.440511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:05:59.441911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:05:59.443506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:05:59.446443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:05:59.447215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:05:59.448008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:05:59.450066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:05:59.451255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:05:59.452052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:59.480189] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:05:59.559233] [DEBUG] [METRICS   ] BBAR: 2025-11-13:2025-11-14: Predicted: 1.51%, Actual: 3.19%
[2025-11-25T12:05:59.584784] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:05:59.651565] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 1m 3s | Global ETA: 27m 28s
[2025-11-25T12:05:59.651872] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:05:59.652782] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:05:59.652923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:59.653618] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:05:59.658029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:59.659867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:05:59.660440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:59.660996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:59.661501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:05:59.664075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:59.737592] [DEBUG] [METRICS   ] BBAR: 2025-11-12:2025-11-13: Predicted: 2.44%, Actual: 3.45%
[2025-11-25T12:05:59.793369] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:05:59.798670] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.57% | Symbol ETA: 1m 47s | Global ETA: 27m 29s
[2025-11-25T12:05:59.798959] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:05:59.799864] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:05:59.800002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:05:59.804879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:05:59.806855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:05:59.807441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:05:59.807973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:05:59.808813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:05:59.931094] [DEBUG] [METRICS   ] BBAR: 2025-11-11:2025-11-12: Predicted: 4.38%, Actual: 3.00%
[2025-11-25T12:05:59.965937] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:00.006916] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:06:00.085888] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 11.7s | Global ETA: 27m 29s
[2025-11-25T12:06:00.086005] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:06:00.089891] [DEBUG] [FEATURES  ] DataBuilder: Executing 32 feature methods.
[2025-11-25T12:06:00.089986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:00.097859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:00.102345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:00.102888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:00.103355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:00.103778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:00.104548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:00.108495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:00.110104] [DEBUG] [METRICS   ] BBAR: 2025-11-10:2025-11-11: Predicted: -7.84%, Actual: 2.41%
[2025-11-25T12:06:00.110848] [INFO ] [LOCAL     ] Saved configuration for BBAR: 6 features, 71.88% accuracy -> ./output/feature-sets/BBAR.json
[2025-11-25T12:06:00.112727] [INFO ] [main      ] Progress: 19/31 symbols completed (61.3%). BBAR finished in 7m 52s. ETA: 24m 2s. Rate: 0.50 symbols/min
[2025-11-25T12:06:00.113268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:00.134778] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:06:00.150931] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:00.151422] [INFO ] [main      ] JBGS: Testing with 53 available features
[2025-11-25T12:06:00.151475] [INFO ] [main      ] JBGS: Establishing baseline with no features...
[2025-11-25T12:06:00.151514] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:06:00.180880] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:00.181349] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:06:00.182204] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:06:00.184378] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:06:00.185740] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:00.251705] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 1m 2s | Global ETA: 24m 2s
[2025-11-25T12:06:00.251853] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:06:00.252593] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:00.252704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:00.257550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:00.259334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:00.259857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:00.260304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:00.260738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:00.263131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:00.358301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:00.363229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:00.417760] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:00.464267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:00.465620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:00.550711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:00.551978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:00.553397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:00.640931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:00.641951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:00.643983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:00.644986] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.67% | Symbol ETA: 1m 46s | Global ETA: 24m 2s
[2025-11-25T12:06:00.645144] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:06:00.646030] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:00.646110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:00.647110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:00.648338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:00.650470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:00.651336] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:06:00.651364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:00.655860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:00.657158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:00.657637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:00.658636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:00.660415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:00.662768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:00.663355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:00.663462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:00.663840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:00.664239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:00.664688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:00.665064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:00.667260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:00.668681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:00.669482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:00.816510] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:06:00.827174] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:00.893744] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 1m 2s | Global ETA: 24m 2s
[2025-11-25T12:06:00.893897] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:06:00.894692] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:00.894785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:00.899785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:00.901602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:00.902138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:00.902611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:00.903076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:00.905733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:00.986150] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:01.059324] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 0.21%
[2025-11-25T12:06:01.059520] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:06:01.060284] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:06:01.079637] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:06:01.092038] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:06:01.265040] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:06:01.275213] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:01.299150] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:01.410543] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 10.8s | Global ETA: 24m 3s
[2025-11-25T12:06:01.410713] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:06:01.412934] [DEBUG] [FEATURES  ] DataBuilder: Executing 32 feature methods.
[2025-11-25T12:06:01.413030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:01.419337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:01.421280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:01.421868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:01.422382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:01.422829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:01.423723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:01.424597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:01.427276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:01.435011] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:01.436605] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.49% | Symbol ETA: 1m 45s | Global ETA: 24m 3s
[2025-11-25T12:06:01.436779] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:06:01.437706] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:01.437851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:01.442916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:01.444849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:01.445428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:01.445992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:01.446890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:01.495587] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:06:01.502013] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 1m 1s | Global ETA: 24m 3s
[2025-11-25T12:06:01.502152] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:06:01.502917] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:01.502991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:01.507790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:01.509540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:01.510045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:01.510513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:01.510952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:01.513390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:01.566508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:01.568785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:01.614608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:01.615906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:01.669119] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:01.669260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:01.670378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:01.671693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:01.741515] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.55%
[2025-11-25T12:06:01.741735] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:06:01.742504] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:06:01.756325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:01.757309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:01.759166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:01.761977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:01.763118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:01.765153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:01.765937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:01.770316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:01.771555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:01.772936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:01.774498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:01.777447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:01.778162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:01.778896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:01.780904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:01.782052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:01.782775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:01.810312] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:06:01.852386] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:06:01.997801] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:02.025229] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:02.088340] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:06:02.093887] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.44% | Symbol ETA: 1m 0s | Global ETA: 24m 3s
[2025-11-25T12:06:02.094041] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:06:02.094830] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:02.094920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:02.099957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:02.101893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:02.102497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:02.103046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:02.103527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:02.106048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:02.137011] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:06:02.179376] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -1.72% | Symbol ETA: 1m 45s | Global ETA: 24m 3s
[2025-11-25T12:06:02.179539] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:06:02.180517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:02.180605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:02.186801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:02.188677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:02.189252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:02.189894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:02.190774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:02.263576] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:02.312918] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:02.337091] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -2.97%
[2025-11-25T12:06:02.337462] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:06:02.338299] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:06:02.413572] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 9.8s | Global ETA: 24m 3s
[2025-11-25T12:06:02.413742] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:06:02.414540] [DEBUG] [FEATURES  ] DataBuilder: Executing 32 feature methods.
[2025-11-25T12:06:02.414666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:02.419549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:02.421485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:02.422005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:02.422473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:02.422899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:02.423701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:02.424548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:02.427111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:02.455776] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:06:02.539047] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:06:02.553263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:02.555368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:02.600745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:02.602393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:02.627799] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:02.659279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:02.660520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:02.661887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:02.679497] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:06:02.697391] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.52% | Symbol ETA: 59.9s | Global ETA: 24m 4s
[2025-11-25T12:06:02.714139] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:02.749395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:02.750563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:02.752555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:02.755539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:02.756868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:02.759101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:02.759999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:02.764609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:02.766053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:02.767621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:02.769272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:02.772326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:02.773196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:02.774018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:02.776110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:02.777392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:02.778242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:02.850808] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:02.868116] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.09% | Symbol ETA: 1m 44s | Global ETA: 24m 4s
[2025-11-25T12:06:02.868444] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:06:02.869408] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:02.869556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:02.874618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:02.874478] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.11%, Actual: 1.73%
[2025-11-25T12:06:02.876487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:02.877136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:02.877701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:02.878596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:02.922766] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.67%
[2025-11-25T12:06:02.923121] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:06:02.923969] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:06:03.047213] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.94%, Actual: 1.80%
[2025-11-25T12:06:03.132782] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:06:03.217196] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.20%, Actual: 0.92%
[2025-11-25T12:06:03.241072] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:06:03.274305] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:06:03.306682] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:03.384670] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.20%, Actual: 0.25%
[2025-11-25T12:06:03.403591] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 8.8s | Global ETA: 24m 4s
[2025-11-25T12:06:03.412549] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:03.503873] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:03.555128] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 0.44%
[2025-11-25T12:06:03.562990] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -1.49% | Symbol ETA: 1m 43s | Global ETA: 24m 4s
[2025-11-25T12:06:03.563281] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:06:03.564137] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:03.564285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:03.569141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:03.571018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:03.571595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:03.572163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:03.573055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:03.577888] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.10%
[2025-11-25T12:06:03.578113] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:06:03.579034] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:06:03.583518] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:06:03.725080] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 0.42%
[2025-11-25T12:06:03.761125] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:06:03.895387] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.23%
[2025-11-25T12:06:03.923189] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:06:03.934054] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:06:03.938843] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:06:04.066001] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.20%
[2025-11-25T12:06:04.093465] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:04.104596] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:04.118441] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:06:04.168866] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.71%
[2025-11-25T12:06:04.169105] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:06:04.169933] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:06:04.237759] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.44%, Actual: 0.06%
[2025-11-25T12:06:04.263617] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.68% | Symbol ETA: 1m 42s | Global ETA: 24m 5s
[2025-11-25T12:06:04.298225] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:06:04.408422] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.52%, Actual: 0.38%
[2025-11-25T12:06:04.408688] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 49.8346%
[2025-11-25T12:06:04.409007] [INFO ] [main      ] CMSA: KEPT add_day_shape_ratios (score: 49.83%)
[2025-11-25T12:06:04.409129] [INFO ] [main      ] CMSA: Testing feature 8/53: add_directional_consistency
[2025-11-25T12:06:04.409236] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_directional_consistency']
[2025-11-25T12:06:04.409390] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:06:04.433608] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.39%, Actual: 1.44%
[2025-11-25T12:06:04.471432] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:06:04.486029] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:04.486708] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:06:04.487685] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:04.487832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:04.492780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:04.494745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:04.495235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:04.495781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:04.496257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:04.498811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:04.509119] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:06:04.605733] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.66%, Actual: 0.62%
[2025-11-25T12:06:04.624466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:04.642509] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:06:04.693759] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:04.766350] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.18%
[2025-11-25T12:06:04.766701] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:06:04.767546] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:06:04.786383] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 5.27%, Actual: 1.31%
[2025-11-25T12:06:04.825415] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:06:04.958480] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.57%, Actual: 1.45%
[2025-11-25T12:06:04.964712] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:06:05.008085] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:06:05.101850] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:06:05.133836] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.67%, Actual: 1.73%
[2025-11-25T12:06:05.134899] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:05.184894] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:06:05.185314] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:06:05.186802] [INFO ] [main      ] CMU: KEPT add_prev_1100_to_open (score: 13.53%)
[2025-11-25T12:06:05.186929] [INFO ] [main      ] CMU: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:06:05.187062] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100']
[2025-11-25T12:06:05.187196] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:06:05.201236] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:05.201880] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:06:05.202946] [DEBUG] [FEATURES  ] DataBuilder: Executing 33 feature methods.
[2025-11-25T12:06:05.203100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:05.204734] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.15% | Symbol ETA: 56.9s | Global ETA: 24m 5s
[2025-11-25T12:06:05.205016] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:06:05.205883] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:05.206025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:05.208447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:05.210504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:05.210926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:05.211088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:05.211637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:05.212135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:05.212807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:05.213038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:05.213305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:05.213799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:05.214024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:05.214212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:05.216636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:05.216675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:05.274033] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:05.314482] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.49%, Actual: 1.47%
[2025-11-25T12:06:05.341891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:05.348985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:05.351316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:05.352110] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -2.85%
[2025-11-25T12:06:05.352499] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:06:05.353368] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:06:05.398297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:05.399737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:05.457951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:05.459313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:05.460775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:05.494695] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -1.72%, Actual: 2.46%
[2025-11-25T12:06:05.552241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:05.553323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:05.555394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:05.558427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:05.559665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:05.561921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:05.562776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:05.567425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:05.568833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:05.570295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:05.572091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:05.575385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:05.576282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:05.577162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:05.579390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:05.580613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:05.581442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:05.582406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:05.664422] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.09%, Actual: 1.22%
[2025-11-25T12:06:05.693174] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:06:05.696840] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:06:05.833457] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -1.49%, Actual: 0.12%
[2025-11-25T12:06:05.863919] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:05.921513] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:05.934744] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.14%
[2025-11-25T12:06:05.934933] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:06:05.935843] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:06:05.939147] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:06:05.989899] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 56.4s | Global ETA: 24m 6s
[2025-11-25T12:06:05.990055] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:06:05.990885] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:05.990963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:05.995899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:05.997757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:05.998264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:05.998766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:05.999357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:06.001907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:06.003593] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.68%, Actual: 0.79%
[2025-11-25T12:06:06.003875] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 45.0474%
[2025-11-25T12:06:06.003948] [INFO ] [main      ] AIT: DISCARDED add_close_to_open_alignment (score: 45.05%)
[2025-11-25T12:06:06.004004] [INFO ] [main      ] AIT: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T12:06:06.004051] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T12:06:06.004120] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:06:06.018728] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:06.019505] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:06:06.020451] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:06.020527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:06.025381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:06.027315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:06.027821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:06.028265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:06.029159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:06.120671] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:06.126425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:06.226333] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 17.4s | Global ETA: 24m 6s
[2025-11-25T12:06:06.226618] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:06:06.228968] [DEBUG] [FEATURES  ] DataBuilder: Executing 33 feature methods.
[2025-11-25T12:06:06.229123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:06.234279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:06.236377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:06.236972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:06.237530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:06.238050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:06.238926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:06.239907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:06.242601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:06.274375] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:06:06.369282] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:06:06.375499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:06.377866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:06.425036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:06.426378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:06.442786] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:06.481392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:06.482539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:06.483902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:06.513546] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 1.48%
[2025-11-25T12:06:06.514437] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:06:06.539353] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:06.574121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:06.575230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:06.577269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:06.580280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:06.581500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:06.583740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:06.584578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:06.589572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:06.591032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:06.592717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:06.594364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:06.597512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:06.598287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:06.599145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:06.601278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:06.602540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:06.603349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:06.604186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:06.681759] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.71%
[2025-11-25T12:06:06.694754] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.42% | Symbol ETA: 1m 31s | Global ETA: 24m 6s
[2025-11-25T12:06:06.694903] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:06:06.695693] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:06.695924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:06.700830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:06.702712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:06.703271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:06.703821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:06.704870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:06.712679] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:06.781679] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 55.8s | Global ETA: 24m 6s
[2025-11-25T12:06:06.781831] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:06:06.782659] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:06.782756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:06.787793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:06.789889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:06.790471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:06.791031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:06.791524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:06.794125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:06.848509] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.55%, Actual: 1.25%
[2025-11-25T12:06:06.925180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:06.957146] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:06:07.015107] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -2.97%, Actual: 0.16%
[2025-11-25T12:06:07.067592] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:06:07.136209] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:07.183460] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.67%, Actual: 3.31%
[2025-11-25T12:06:07.241999] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 16.3s | Global ETA: 24m 6s
[2025-11-25T12:06:07.242290] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:06:07.243158] [DEBUG] [FEATURES  ] DataBuilder: Executing 33 feature methods.
[2025-11-25T12:06:07.243315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:07.247631] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:07.248164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:07.250044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:07.250595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:07.251122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:07.251588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:07.252409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:07.253293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:07.255781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:07.324825] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:06:07.349327] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.10%, Actual: 1.39%
[2025-11-25T12:06:07.378042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:07.380153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:07.423045] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.75% | Symbol ETA: 1m 30s | Global ETA: 24m 7s
[2025-11-25T12:06:07.423334] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:06:07.423479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:07.424229] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:07.424309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:07.424853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:07.429320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:07.431333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:07.431880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:07.432470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:07.433486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:07.478232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:07.479366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:07.480704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:07.500328] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:07.517495] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.71%, Actual: 0.16%
[2025-11-25T12:06:07.565474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:07.566379] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.49% | Symbol ETA: 55.0s | Global ETA: 24m 7s
[2025-11-25T12:06:07.566541] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:06:07.566522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:07.567351] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:07.567553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:07.568465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:07.571265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:07.572515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:07.572475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:07.574323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:07.574562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:07.574909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:07.575435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:07.575404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:07.575914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:07.578333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:07.579917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:07.581210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:07.582666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:07.584303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:07.587314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:07.588075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:07.588884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:07.590939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:07.592106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:07.592898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:07.593716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:07.686798] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 1.20%
[2025-11-25T12:06:07.700245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:07.780791] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:06:07.853615] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -2.85%, Actual: 1.60%
[2025-11-25T12:06:07.932497] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:06:07.957485] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:08.021455] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.14%, Actual: 0.41%
[2025-11-25T12:06:08.034912] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:06:08.102666] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:08.117807] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.08% | Symbol ETA: 1m 29s | Global ETA: 24m 7s
[2025-11-25T12:06:08.118113] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:06:08.119030] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:08.119179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:08.124477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:08.126532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:08.127189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:08.127757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:08.128779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:08.190111] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 1.48%, Actual: 1.40%
[2025-11-25T12:06:08.190487] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 38.1775%
[2025-11-25T12:06:08.190636] [INFO ] [main      ] JBGS: Baseline score (no features): 38.1775%
[2025-11-25T12:06:08.190764] [INFO ] [main      ] JBGS: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:08.190868] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T12:06:08.190973] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:06:08.203526] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:08.204273] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:06:08.204570] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:08.204941] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 15.2s | Global ETA: 24m 7s
[2025-11-25T12:06:08.205227] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:06:08.205631] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:06:08.205817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:08.206098] [DEBUG] [FEATURES  ] DataBuilder: Executing 33 feature methods.
[2025-11-25T12:06:08.206220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:08.211271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:08.212834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:08.213094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:08.213674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:08.214193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:08.214687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:08.215484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:08.216363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:08.218904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:08.272475] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.57% | Symbol ETA: 54.2s | Global ETA: 24m 7s
[2025-11-25T12:06:08.272620] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:06:08.273395] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:08.273597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:08.278383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:08.280216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:08.280785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:08.281301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:08.281788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:08.284223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:08.341489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:08.343635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:08.386749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:08.388001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:08.405667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:08.441803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:08.442914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:08.444227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:08.485189] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:06:08.529658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:08.530767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:08.532681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:08.535462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:08.536627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:08.538736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:08.539531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:08.543899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:08.545092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:08.546490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:08.548128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:08.551199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:08.551979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:08.552785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:08.554887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:08.556060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:08.556845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:08.557132] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:06:08.557679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:08.661410] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:08.726197] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:08.744915] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:06:08.802124] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 1.52% | Symbol ETA: 5m 16s | Global ETA: 24m 7s
[2025-11-25T12:06:08.802399] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:06:08.803234] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:06:08.803373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:08.808151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:08.808762] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -6.41% | Symbol ETA: 1m 29s | Global ETA: 24m 7s
[2025-11-25T12:06:08.809067] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:06:08.809958] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:08.810106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:08.815230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:08.817291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:08.817893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:08.818440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:08.819438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:08.900983] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:06:08.914682] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:08.980285] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 53.4s | Global ETA: 24m 7s
[2025-11-25T12:06:08.980574] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:06:08.981412] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:08.981573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:08.986359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:08.988208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:08.988777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:08.989290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:08.989777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:08.992217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:09.070295] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:09.111940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:09.146310] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:06:09.172848] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 14.1s | Global ETA: 24m 8s
[2025-11-25T12:06:09.172996] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:06:09.173782] [DEBUG] [FEATURES  ] DataBuilder: Executing 33 feature methods.
[2025-11-25T12:06:09.173875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:09.177733] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:06:09.178683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:09.180471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:09.180995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:09.181465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:09.181897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:09.182815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:09.183709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:09.186167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:09.312250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:09.314532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:09.316714] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:09.349128] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:09.360709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:09.362160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:09.392704] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 3.23% | Symbol ETA: 5m 14s | Global ETA: 24m 8s
[2025-11-25T12:06:09.393007] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:06:09.393839] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:06:09.393974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:09.398763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:09.416817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:09.418000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:09.419395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:09.450752] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:06:09.507242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:09.508386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:09.510384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:09.513301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:09.514576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:09.516774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:09.516735] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.43% | Symbol ETA: 1m 28s | Global ETA: 24m 8s
[2025-11-25T12:06:09.517060] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:06:09.517908] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:09.518049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:09.518456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:09.522878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:09.524293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:09.524735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:09.525292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:09.525843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:09.525998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:09.526813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:09.527760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:09.529668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:09.533220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:09.534123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:09.535025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:09.537584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:09.539003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:09.539989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:09.540934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:09.620621] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:09.685728] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 52.6s | Global ETA: 24m 8s
[2025-11-25T12:06:09.685890] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:06:09.686658] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:09.686743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:09.691545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:09.693406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:09.693978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:09.694501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:09.694985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:09.697442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:09.739630] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:06:09.818134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:09.873568] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:06:09.897364] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:06:09.908242] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:09.983714] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -4.63% | Symbol ETA: 5m 13s | Global ETA: 24m 8s
[2025-11-25T12:06:09.984012] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:06:09.984862] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:06:09.984999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:09.989810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:10.050827] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:10.077958] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:10.155314] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:06:10.181655] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 13.2s | Global ETA: 24m 8s
[2025-11-25T12:06:10.181942] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:06:10.182804] [DEBUG] [FEATURES  ] DataBuilder: Executing 33 feature methods.
[2025-11-25T12:06:10.182957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:10.187909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:10.190005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:10.190620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:10.191206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:10.191712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:10.192570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:10.193497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:10.196180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:10.214109] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -1.63% | Symbol ETA: 1m 27s | Global ETA: 24m 8s
[2025-11-25T12:06:10.214403] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:06:10.215260] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:10.215401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:10.220204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:10.222065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:10.222616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:10.223152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:10.224121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:10.323941] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:10.324704] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:06:10.325949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:10.328223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:10.374161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:10.375635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:10.390128] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 51.9s | Global ETA: 24m 8s
[2025-11-25T12:06:10.390419] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:06:10.391259] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:10.391405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:10.396211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:10.398062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:10.398612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:10.399151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:10.399627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:10.402102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:10.434280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:10.435563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:10.437013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:10.494918] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:10.522343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:10.526553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:10.527742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:10.529725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:10.532833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:10.534083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:10.536327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:10.537235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:10.542142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:10.543636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:10.545168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:10.546878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:10.550111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:10.550965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:10.551796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:10.554052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:10.555305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:10.556148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:10.556993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:10.557366] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:06:10.570620] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.97% | Symbol ETA: 5m 11s | Global ETA: 24m 8s
[2025-11-25T12:06:10.570885] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:06:10.571711] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:06:10.571847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:10.576809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:10.727382] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:10.860450] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:06:10.880632] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -2.44% | Symbol ETA: 1m 27s | Global ETA: 24m 9s
[2025-11-25T12:06:10.880955] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:06:10.881818] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:10.881961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:10.886820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:10.888750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:10.889298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:10.889848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:10.890816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:10.919784] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:06:10.923662] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:06:11.041433] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:11.100995] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:11.109285] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 51.2s | Global ETA: 24m 9s
[2025-11-25T12:06:11.109564] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:06:11.110394] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:11.110538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:11.115389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:11.117256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:11.117834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:11.118360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:11.118855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:11.121297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:11.122339] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:11.204503] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 0.89% | Symbol ETA: 5m 15s | Global ETA: 24m 9s
[2025-11-25T12:06:11.204678] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:06:11.205590] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:06:11.205748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:11.209821] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 12.2s | Global ETA: 24m 9s
[2025-11-25T12:06:11.210104] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:06:11.210639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:11.211126] [DEBUG] [FEATURES  ] DataBuilder: Executing 33 feature methods.
[2025-11-25T12:06:11.211274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:11.216530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:11.219170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:11.219892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:11.220450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:11.221157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:11.222256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:11.223447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:11.226171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:11.242330] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:06:11.247447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:11.366013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:11.368354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:11.414508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:11.416027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:11.419313] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:11.473928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:11.475239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:11.476745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:11.568336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:11.569765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:11.571830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:11.574926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:11.576269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:11.578738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:11.579310] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:06:11.579715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:11.584423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:11.585361] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.19% | Symbol ETA: 1m 26s | Global ETA: 24m 9s
[2025-11-25T12:06:11.585680] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:06:11.586112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:11.586515] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:11.586689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:11.587686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:11.589452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:11.591741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:11.592679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:11.593539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:11.593715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:11.594326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:11.594385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:11.594905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:11.595974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:11.596605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:11.597905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:11.598443] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:06:11.598786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:11.599596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:11.752918] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:11.771493] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:11.830075] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.92% | Symbol ETA: 5m 17s | Global ETA: 24m 9s
[2025-11-25T12:06:11.830235] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:06:11.831000] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:06:11.831213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:11.835973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:11.840586] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 50.4s | Global ETA: 24m 9s
[2025-11-25T12:06:11.959700] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:06:11.964092] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:06:12.010697] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.15%, Actual: 1.73%
[2025-11-25T12:06:12.131196] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:12.150052] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:12.180393] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.40%, Actual: 1.80%
[2025-11-25T12:06:12.180506] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:06:12.257943] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 11.2s | Global ETA: 24m 10s
[2025-11-25T12:06:12.258225] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:06:12.259128] [DEBUG] [FEATURES  ] DataBuilder: Executing 33 feature methods.
[2025-11-25T12:06:12.259282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:12.265101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:12.267160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:12.267775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:12.268320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:12.268832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:12.269720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:12.270632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:12.273276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:12.284072] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 1.87% | Symbol ETA: 1m 25s | Global ETA: 24m 10s
[2025-11-25T12:06:12.284368] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:06:12.285234] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:12.285376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:12.290270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:12.292135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:12.292730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:12.293257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:12.294231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:12.348788] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.35%, Actual: 0.92%
[2025-11-25T12:06:12.352587] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:12.402988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:12.405275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:12.427888] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.93% | Symbol ETA: 5m 16s | Global ETA: 24m 10s
[2025-11-25T12:06:12.428180] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:06:12.429010] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:06:12.429148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:12.433890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:12.450550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:12.451838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:12.507850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:12.508867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:12.510182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:12.519508] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.49%, Actual: 0.25%
[2025-11-25T12:06:12.595988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:12.596981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:12.599125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:12.602081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:12.603303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:12.605548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:12.606407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:12.611063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:12.612389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:12.614029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:12.615752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:12.618922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:12.619712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:12.620516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:12.622703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:12.623951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:12.624826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:12.625707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:12.655884] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:06:12.687673] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.57%, Actual: 0.44%
[2025-11-25T12:06:12.775618] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:06:12.825854] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:12.877458] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.42%
[2025-11-25T12:06:12.943905] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:12.974770] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:06:13.000800] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.95% | Symbol ETA: 1m 24s | Global ETA: 24m 10s
[2025-11-25T12:06:13.019862] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.90% | Symbol ETA: 5m 14s | Global ETA: 24m 10s
[2025-11-25T12:06:13.020035] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:06:13.021059] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:06:13.021220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:13.026265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:13.048497] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 0.23%
[2025-11-25T12:06:13.144015] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:13.170167] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.42%, Actual: 1.44%
[2025-11-25T12:06:13.218026] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.20%
[2025-11-25T12:06:13.247137] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 10.2s | Global ETA: 24m 10s
[2025-11-25T12:06:13.247437] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:06:13.248367] [DEBUG] [FEATURES  ] DataBuilder: Executing 33 feature methods.
[2025-11-25T12:06:13.248525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:13.253474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:13.255398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:13.255986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:13.256511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:13.257021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:13.257858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:13.258749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:13.261259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:13.339781] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.75%, Actual: 0.62%
[2025-11-25T12:06:13.365459] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:06:13.385150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:13.387353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:13.389310] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.06%
[2025-11-25T12:06:13.432258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:13.433798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:13.488412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:13.489691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:13.491035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:13.510027] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.08%, Actual: 1.31%
[2025-11-25T12:06:13.536443] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:13.562433] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 0.38%
[2025-11-25T12:06:13.562858] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 43.2892%
[2025-11-25T12:06:13.562990] [INFO ] [main      ] CMSA: DISCARDED add_directional_consistency (score: 43.29%)
[2025-11-25T12:06:13.563106] [INFO ] [main      ] CMSA: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T12:06:13.563210] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_fullday_parkinson_range']
[2025-11-25T12:06:13.563321] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:06:13.576571] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:13.577226] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:06:13.577461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:13.578221] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:13.578300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:13.578989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:13.581105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:13.583180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:13.584224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:13.585064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:13.585556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:13.585484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:13.586048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:13.586444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:13.587897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:13.588846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:13.588989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:13.590631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:13.593543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:13.594892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:13.596341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:13.598081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:13.601228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:13.602057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:13.602884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:13.605068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:13.606305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:13.607157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:13.608010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:13.611234] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -4.60% | Symbol ETA: 5m 13s | Global ETA: 24m 10s
[2025-11-25T12:06:13.611383] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:06:13.612137] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:06:13.612210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:13.617039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:13.680658] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -6.41%, Actual: 1.45%
[2025-11-25T12:06:13.906982] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.43%, Actual: 1.73%
[2025-11-25T12:06:13.934700] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:06:13.954972] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:06:13.957062] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:06:14.075585] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -1.63%, Actual: 1.47%
[2025-11-25T12:06:14.107428] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:14.125815] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:14.128078] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:14.176875] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.80% | Symbol ETA: 55.7s | Global ETA: 24m 11s
[2025-11-25T12:06:14.177055] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:06:14.177836] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:14.178059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:14.183238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:14.185063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:14.185614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:14.186149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:14.186619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:14.189147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:14.190856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:14.200743] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -0.86% | Symbol ETA: 5m 12s | Global ETA: 24m 11s
[2025-11-25T12:06:14.231605] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 9.2s | Global ETA: 24m 11s
[2025-11-25T12:06:14.232117] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:06:14.232980] [DEBUG] [FEATURES  ] DataBuilder: Executing 33 feature methods.
[2025-11-25T12:06:14.233133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:14.238122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:14.240184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:14.240789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:14.241307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:14.241804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:14.242667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:14.243565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:14.246258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:14.248948] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -2.44%, Actual: 2.46%
[2025-11-25T12:06:14.366895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:14.369042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:14.381955] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.52%, Actual: 0.71%
[2025-11-25T12:06:14.412484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:14.413729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:14.423606] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.19%, Actual: 1.22%
[2025-11-25T12:06:14.466185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:14.467183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:14.468491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:14.526460] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:06:14.550742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:14.551730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:14.553619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:14.556440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:14.557627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:14.559678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:14.560472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:14.562090] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 3.23%, Actual: 1.25%
[2025-11-25T12:06:14.564793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:14.566049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:14.567442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:14.569047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:14.571985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:14.572734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:14.573492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:14.575781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:14.576983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:14.577832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:14.578617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:14.595211] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 1.87%, Actual: 0.12%
[2025-11-25T12:06:14.693861] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:14.739031] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -4.63%, Actual: 0.16%
[2025-11-25T12:06:14.761753] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.78% | Symbol ETA: 55.1s | Global ETA: 24m 11s
[2025-11-25T12:06:14.761897] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:06:14.762685] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:14.762781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:14.767595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:14.769481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:14.769754] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.95%, Actual: 0.79%
[2025-11-25T12:06:14.770085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:14.770139] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 52.0207%
[2025-11-25T12:06:14.770304] [INFO ] [main      ] AIT: DISCARDED add_composite_volatility_context (score: 52.02%)
[2025-11-25T12:06:14.770428] [INFO ] [main      ] AIT: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T12:06:14.770557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:14.770536] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-25T12:06:14.770707] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:06:14.770982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:14.773476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:14.775121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:14.786084] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:14.786467] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:06:14.787335] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:14.787468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:14.792407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:14.794337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:14.794893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:14.795359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:14.797908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:14.915407] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.97%, Actual: 3.31%
[2025-11-25T12:06:14.922015] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:06:15.087568] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 0.89%, Actual: 1.39%
[2025-11-25T12:06:15.094857] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:15.112630] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:06:15.155818] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:06:15.195883] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 8.2s | Global ETA: 24m 11s
[2025-11-25T12:06:15.260910] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.92%, Actual: 0.16%
[2025-11-25T12:06:15.281517] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:15.342479] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:15.348453] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.71% | Symbol ETA: 54.5s | Global ETA: 24m 12s
[2025-11-25T12:06:15.348777] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:06:15.349604] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:15.349775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:15.354610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:15.356446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:15.357049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:15.357571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:15.358054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:15.360552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:15.362245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:15.372112] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:06:15.431961] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.93%, Actual: 1.20%
[2025-11-25T12:06:15.526270] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 1m 14s | Global ETA: 24m 12s
[2025-11-25T12:06:15.526570] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:06:15.527597] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:15.527784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:15.532879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:15.534842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:15.535436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:15.536022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:15.538702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:15.544674] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:06:15.601440] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.90%, Actual: 1.60%
[2025-11-25T12:06:15.702434] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:06:15.719362] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:06:15.772490] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -4.60%, Actual: 0.41%
[2025-11-25T12:06:15.870900] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:15.881638] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:06:15.890575] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:06:15.937945] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.13% | Symbol ETA: 53.9s | Global ETA: 24m 12s
[2025-11-25T12:06:15.938227] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:06:15.939100] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:15.939240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:15.942479] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -0.86%, Actual: 1.40%
[2025-11-25T12:06:15.942748] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 41.5023%
[2025-11-25T12:06:15.942886] [INFO ] [main      ] JBGS: KEPT add_afternoon_v_morning_volatility_mix (score: 41.50%)
[2025-11-25T12:06:15.942996] [INFO ] [main      ] JBGS: Testing feature 2/53: add_atr
[2025-11-25T12:06:15.943067] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T12:06:15.943169] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:06:15.944129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:15.945979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:15.946556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:15.947117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:15.947607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:15.950219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:15.952158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:15.955758] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:15.956303] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:06:15.957177] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:06:15.957317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:15.962092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:15.963957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:15.964524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:16.053560] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:16.061478] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:06:16.239393] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:06:16.239537] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 3.08% | Symbol ETA: 1m 13s | Global ETA: 24m 12s
[2025-11-25T12:06:16.239862] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:06:16.240737] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:16.240892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:16.245962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:16.247962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:16.248534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:16.249122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:16.251746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:16.289795] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:06:16.300786] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:06:16.417064] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:06:16.459145] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:16.470080] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:16.526328] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.40% | Symbol ETA: 53.3s | Global ETA: 24m 12s
[2025-11-25T12:06:16.526622] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:06:16.527550] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:16.527706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:16.532472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:16.534294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:16.534862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:16.535380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:16.535876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:16.538366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:16.540078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:16.547748] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -0.06% | Symbol ETA: 6m 41s | Global ETA: 24m 12s
[2025-11-25T12:06:16.547997] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:06:16.548856] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:06:16.549000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:16.553936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:16.555821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:16.556338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:16.594943] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:06:16.615562] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:06:16.776119] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:06:16.789308] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:16.877869] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:06:16.893268] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:06:16.951777] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.22% | Symbol ETA: 1m 12s | Global ETA: 24m 13s
[2025-11-25T12:06:16.951949] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:06:16.952896] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:16.953007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:16.954193] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:06:16.954548] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:06:16.954734] [INFO ] [main      ] CMU: KEPT add_prev_close_to_1100 (score: 13.53%)
[2025-11-25T12:06:16.954847] [INFO ] [main      ] CMU: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:06:16.954953] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open']
[2025-11-25T12:06:16.955097] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:06:16.959683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:16.962168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:16.962820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:16.963364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:16.965903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:16.969029] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:16.969656] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:06:16.970608] [DEBUG] [FEATURES  ] DataBuilder: Executing 34 feature methods.
[2025-11-25T12:06:16.970732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:16.976170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:16.978162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:16.978791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:16.979333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:16.979848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:16.980742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:16.981721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:16.984365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:17.046435] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:17.062677] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:17.113305] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.40% | Symbol ETA: 52.7s | Global ETA: 24m 13s
[2025-11-25T12:06:17.113533] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:06:17.114359] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:17.114503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:17.118781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:17.119354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:17.120962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:17.121211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:17.121792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:17.122309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:17.122805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:17.125258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:17.126965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:17.141242] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 1.24% | Symbol ETA: 6m 40s | Global ETA: 24m 13s
[2025-11-25T12:06:17.141464] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:06:17.142316] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:06:17.142455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:17.147672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:17.149525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:17.150123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:17.171361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:17.172789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:17.230270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:17.231334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:17.232755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:17.315781] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:06:17.326812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:17.327915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:17.329855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:17.332885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:17.334100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:17.336278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:17.337220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:17.341904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:17.343239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:17.344739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:17.346403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:17.349625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:17.350427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:17.351295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:17.353408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:17.354636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:17.355483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:17.356298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:17.357138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:17.466735] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:06:17.501436] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:06:17.503958] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:17.639054] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:17.660323] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -9.91% | Symbol ETA: 1m 12s | Global ETA: 24m 13s
[2025-11-25T12:06:17.660468] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:06:17.661257] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:17.661335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:17.666199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:17.668238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:17.668824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:17.668875] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:17.669357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:17.671803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:17.698040] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:06:17.706322] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 52.1s | Global ETA: 24m 13s
[2025-11-25T12:06:17.706623] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:06:17.707485] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:17.707665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:17.712707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:17.714775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:17.715345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:17.715929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:17.716403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:17.719049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:17.720904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:17.746319] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: 0.71% | Symbol ETA: 6m 40s | Global ETA: 24m 13s
[2025-11-25T12:06:17.746483] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:06:17.747443] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:06:17.747603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:17.752575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:17.754426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:17.755008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:17.869339] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:17.972190] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 16.4s | Global ETA: 24m 13s
[2025-11-25T12:06:17.972466] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:06:17.974270] [DEBUG] [FEATURES  ] DataBuilder: Executing 34 feature methods.
[2025-11-25T12:06:17.974421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:17.979450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:17.981379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:17.981971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:17.982505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:17.983003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:17.983867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:17.984790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:17.987366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:18.015995] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:06:18.066457] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:06:18.104595] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:06:18.114827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:18.116915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:18.162334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:18.163864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:18.184474] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:18.218609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:18.219777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:18.221174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:18.233488] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:18.291245] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:18.299446] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 51.5s | Global ETA: 24m 13s
[2025-11-25T12:06:18.299754] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:06:18.300564] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:18.300726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:18.305525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:18.307358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:18.307928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:18.308443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:18.308938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:18.309785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:18.310881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:18.311382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:18.312866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:18.313132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:18.315773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:18.317017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:18.319140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:18.319983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:18.324437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:18.325713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:18.327193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:18.328856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:18.331927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:18.332704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:18.333501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:18.335669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:18.336917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:18.337760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:18.338543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:18.339364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:18.366545] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.95% | Symbol ETA: 1m 11s | Global ETA: 24m 13s
[2025-11-25T12:06:18.366864] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:06:18.367340] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.16% | Symbol ETA: 6m 39s | Global ETA: 24m 13s
[2025-11-25T12:06:18.367601] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:06:18.367765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:18.367919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:18.368441] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:06:18.368592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:18.372992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:18.373444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:18.375113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:18.375264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:18.375881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:18.375860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:18.376412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:18.378978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:18.652447] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:06:18.679713] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:06:18.714322] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:06:18.720372] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:06:18.825220] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:18.849144] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:18.892218] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:18.892545] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.47% | Symbol ETA: 50.9s | Global ETA: 24m 14s
[2025-11-25T12:06:18.892755] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:18.892871] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:06:18.893737] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:18.893876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:18.898773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:18.900572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:18.901134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:18.901672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:18.902144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:18.904564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:18.906258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:18.956511] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 15.3s | Global ETA: 24m 14s
[2025-11-25T12:06:18.956694] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:06:18.957586] [DEBUG] [FEATURES  ] DataBuilder: Executing 34 feature methods.
[2025-11-25T12:06:18.957896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:18.963300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:18.965717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:18.966406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:18.966978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:18.967498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:18.968408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:18.969332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:18.972036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:18.974594] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.60% | Symbol ETA: 6m 38s | Global ETA: 24m 14s
[2025-11-25T12:06:18.974995] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:06:18.975883] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:06:18.976021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:18.980969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:18.982998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:18.983588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:19.060901] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -2.02% | Symbol ETA: 1m 10s | Global ETA: 24m 14s
[2025-11-25T12:06:19.061201] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:06:19.062086] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:19.062229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:19.067163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:19.069209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:19.069857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:19.070380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:19.072916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:19.104290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:19.106616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:19.151703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:19.153108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:19.206208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:19.207185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:19.208491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:19.242409] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:06:19.295992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:19.296955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:19.298974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:19.301869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:19.303075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:19.305180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:19.306029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:19.310490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:19.311809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:19.313249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:19.314902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:19.317967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:19.318745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:19.319554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:19.321701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:19.322945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:19.323763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:19.324557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:19.325380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:19.335785] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:06:19.410009] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:19.415977] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:06:19.475584] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 50.3s | Global ETA: 24m 14s
[2025-11-25T12:06:19.503976] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:19.580208] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.32% | Symbol ETA: 6m 38s | Global ETA: 24m 14s
[2025-11-25T12:06:19.580518] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:06:19.581350] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:06:19.581488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:19.586235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:19.588073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:19.588634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:19.593027] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:19.644446] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.80%, Actual: 1.73%
[2025-11-25T12:06:19.666746] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:06:19.753457] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.96% | Symbol ETA: 1m 9s | Global ETA: 24m 14s
[2025-11-25T12:06:19.753790] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:06:19.754784] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:19.754961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:19.759913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:19.761882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:19.762458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:19.762997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:19.765422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:19.810735] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 1.80%
[2025-11-25T12:06:19.834425] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:19.927099] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:06:19.937675] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 14.3s | Global ETA: 24m 14s
[2025-11-25T12:06:19.937953] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:06:19.938819] [DEBUG] [FEATURES  ] DataBuilder: Executing 34 feature methods.
[2025-11-25T12:06:19.938969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:19.943776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:19.945562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:19.946127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:19.946658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:19.947089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:19.947919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:19.948790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:19.951273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:19.977960] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.71%, Actual: 0.92%
[2025-11-25T12:06:20.073377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:20.075304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:20.110551] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:06:20.115964] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:20.120621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:20.122214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:20.146203] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.13%, Actual: 0.25%
[2025-11-25T12:06:20.176518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:20.177843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:20.179185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:20.194779] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -1.22% | Symbol ETA: 6m 37s | Global ETA: 24m 15s
[2025-11-25T12:06:20.194947] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:06:20.195864] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:06:20.196006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:20.200949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:20.202880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:20.203460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:20.267304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:20.268461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:20.270513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:20.273451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:20.274690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:20.276821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:20.277682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:20.282110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:20.282006] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:20.283347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:20.284773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:20.286452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:20.289562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:20.290345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:20.291154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:20.293344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:20.294548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:20.295356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:20.296172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:20.296990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:20.368703] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.40%, Actual: 0.44%
[2025-11-25T12:06:20.450863] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -2.07% | Symbol ETA: 1m 9s | Global ETA: 24m 15s
[2025-11-25T12:06:20.451150] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:06:20.452008] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:20.452150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:20.457036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:20.458887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:20.459448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:20.459996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:20.462428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:20.556061] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:06:20.635265] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.40%, Actual: 0.42%
[2025-11-25T12:06:20.641446] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:06:20.723475] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:20.799861] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -3.78% | Symbol ETA: 6m 37s | Global ETA: 24m 15s
[2025-11-25T12:06:20.800131] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:06:20.800963] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:06:20.801100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:20.805927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:20.806155] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:06:20.807822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:20.808401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:20.815384] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:20.817906] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 0.23%
[2025-11-25T12:06:20.917541] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 13.3s | Global ETA: 24m 15s
[2025-11-25T12:06:20.917699] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:06:20.919436] [DEBUG] [FEATURES  ] DataBuilder: Executing 34 feature methods.
[2025-11-25T12:06:20.919675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:20.924680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:20.926603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:20.927208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:20.927791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:20.928293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:20.929141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:20.930066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:20.932599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:20.977052] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:20.998229] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.20%
[2025-11-25T12:06:21.060808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:21.062957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:21.108551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:21.110039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:21.143356] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 1.36% | Symbol ETA: 1m 8s | Global ETA: 24m 15s
[2025-11-25T12:06:21.143683] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:06:21.144631] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:21.144792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:21.146096] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:06:21.149776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:21.151895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:21.152537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:21.153019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:21.155580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:21.164258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:21.165510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:21.166858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:21.176122] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.47%, Actual: 0.06%
[2025-11-25T12:06:21.250583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:21.251413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:21.253343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:21.256182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:21.257374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:21.259440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:21.260277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:21.264576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:21.265836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:21.267241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:21.268842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:21.271779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:21.272515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:21.273248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:21.275351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:21.276568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:21.277414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:21.278205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:21.278999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:21.312749] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:21.355602] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.38%
[2025-11-25T12:06:21.356077] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 49.3784%
[2025-11-25T12:06:21.356263] [INFO ] [main      ] CMSA: DISCARDED add_fullday_parkinson_range (score: 49.38%)
[2025-11-25T12:06:21.356387] [INFO ] [main      ] CMSA: Testing feature 10/53: add_gap_fill_state
[2025-11-25T12:06:21.356523] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state']
[2025-11-25T12:06:21.356672] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:06:21.370595] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:21.371216] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:06:21.372144] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:21.372294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:21.378050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:21.380081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:21.380609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:21.381106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:21.381522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:21.384113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:21.387620] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.72% | Symbol ETA: 6m 36s | Global ETA: 24m 15s
[2025-11-25T12:06:21.387777] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:06:21.388517] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:06:21.388582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:21.393360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:21.395085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:21.395571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:21.429813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:21.500279] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:06:21.622005] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:06:21.674907] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:21.732051] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:06:21.771101] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:06:21.810539] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:21.845173] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 1m 7s | Global ETA: 24m 16s
[2025-11-25T12:06:21.898940] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:21.912824] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 12.3s | Global ETA: 24m 16s
[2025-11-25T12:06:21.913112] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:06:21.915370] [DEBUG] [FEATURES  ] DataBuilder: Executing 34 feature methods.
[2025-11-25T12:06:21.915518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:21.920530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:21.922428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:21.923026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:21.923559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:21.924059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:21.924960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:21.925939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:21.928554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:21.942487] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:21.974087] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 6m 35s | Global ETA: 24m 16s
[2025-11-25T12:06:22.015802] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.19% | Symbol ETA: 43.0s | Global ETA: 24m 16s
[2025-11-25T12:06:22.016102] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:06:22.016993] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:22.017171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:22.020073] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.51%, Actual: 1.44%
[2025-11-25T12:06:22.022224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:22.024158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:22.024779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:22.025326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:22.025848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:22.028402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:22.058142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:22.060287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:22.073867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:22.106674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:22.108069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:22.141780] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -0.06%, Actual: 0.71%
[2025-11-25T12:06:22.162496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:22.163519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:22.164866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:22.196151] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 3.08%, Actual: 0.62%
[2025-11-25T12:06:22.252532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:22.253592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:22.255498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:22.258336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:22.259496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:22.261978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:22.262798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:22.267098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:22.268330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:22.269742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:22.271512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:22.274447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:22.275194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:22.275982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:22.278053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:22.279205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:22.279983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:22.280776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:22.281545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:22.312399] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 1.24%, Actual: 1.25%
[2025-11-25T12:06:22.382325] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.22%, Actual: 1.31%
[2025-11-25T12:06:22.427407] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:06:22.480018] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: 0.71%, Actual: 0.16%
[2025-11-25T12:06:22.560201] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -9.91%, Actual: 1.45%
[2025-11-25T12:06:22.600067] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:22.616867] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:06:22.646712] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.16%, Actual: 3.31%
[2025-11-25T12:06:22.669610] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.30% | Symbol ETA: 42.4s | Global ETA: 24m 16s
[2025-11-25T12:06:22.669939] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:06:22.670724] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:22.670863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:22.675690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:22.677541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:22.678112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:22.678630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:22.679120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:22.681587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:22.724777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:22.729543] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.95%, Actual: 1.73%
[2025-11-25T12:06:22.785624] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:22.814192] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.60%, Actual: 1.39%
[2025-11-25T12:06:22.886264] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 11.3s | Global ETA: 24m 16s
[2025-11-25T12:06:22.886405] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:06:22.888604] [DEBUG] [FEATURES  ] DataBuilder: Executing 34 feature methods.
[2025-11-25T12:06:22.888721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:22.893565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:22.895389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:22.895958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:22.896473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:22.896956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:22.897801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:22.898670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:22.899175] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -2.02%, Actual: 1.47%
[2025-11-25T12:06:22.901184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:22.982730] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.32%, Actual: 0.16%
[2025-11-25T12:06:23.022578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:23.024504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:23.064277] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:06:23.067551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:23.068744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:23.075082] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.96%, Actual: 2.46%
[2025-11-25T12:06:23.121790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:23.122765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:23.124083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:23.151205] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -1.22%, Actual: 1.20%
[2025-11-25T12:06:23.208133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:23.209029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:23.210925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:23.213680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:23.214788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:23.216856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:23.217706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:23.222001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:23.223246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:23.224660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:23.226252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:23.229281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:23.230101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:23.230968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:23.233230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:23.234851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:23.235824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:23.236622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:23.236957] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:23.237462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:23.247816] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -2.07%, Actual: 1.22%
[2025-11-25T12:06:23.306972] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.14% | Symbol ETA: 41.7s | Global ETA: 24m 17s
[2025-11-25T12:06:23.307291] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:06:23.308089] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:23.308233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:23.313125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:23.315151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:23.315793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:23.316321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:23.316819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:23.319317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:23.325080] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -3.78%, Actual: 1.60%
[2025-11-25T12:06:23.362856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:23.424188] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 1.36%, Actual: 0.12%
[2025-11-25T12:06:23.493915] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.72%, Actual: 0.41%
[2025-11-25T12:06:23.576357] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:06:23.592793] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -1.11%, Actual: 0.79%
[2025-11-25T12:06:23.593174] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 42.8942%
[2025-11-25T12:06:23.593336] [INFO ] [main      ] AIT: DISCARDED add_day_shape_ratios (score: 42.89%)
[2025-11-25T12:06:23.593457] [INFO ] [main      ] AIT: Testing feature 8/53: add_directional_consistency
[2025-11-25T12:06:23.593561] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency']
[2025-11-25T12:06:23.593686] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:06:23.608754] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:23.609504] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:06:23.610448] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:23.610588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:23.615457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:23.617374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:23.617953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:23.618479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:23.662587] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 1.40%
[2025-11-25T12:06:23.662963] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 43.1814%
[2025-11-25T12:06:23.663121] [INFO ] [main      ] JBGS: KEPT add_atr (score: 43.18%)
[2025-11-25T12:06:23.663236] [INFO ] [main      ] JBGS: Testing feature 3/53: add_atr_10
[2025-11-25T12:06:23.663343] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T12:06:23.663450] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:06:23.675616] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:23.676357] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:06:23.677298] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:06:23.677381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:23.682300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:23.684141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:23.684662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:23.685181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:23.704977] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:06:23.746130] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:23.747364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:23.847243] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 10.3s | Global ETA: 24m 17s
[2025-11-25T12:06:23.847521] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:06:23.848355] [DEBUG] [FEATURES  ] DataBuilder: Executing 34 feature methods.
[2025-11-25T12:06:23.848504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:23.853366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:23.855246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:23.855850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:23.856369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:23.856863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:23.857714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:23.858572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:23.861088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:23.872740] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:23.944273] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.12% | Symbol ETA: 41.1s | Global ETA: 24m 17s
[2025-11-25T12:06:23.944441] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:06:23.945266] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:23.945379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:23.950421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:23.952441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:23.953095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:23.953660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:23.954153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:23.956750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:23.981866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:23.983802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:24.001432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:24.022099] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:06:24.026502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:24.027695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:24.080658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:24.081613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:24.082953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:24.088386] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:06:24.166226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:24.167200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:24.169152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:24.171940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:24.173142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:24.175209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:24.176037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:24.180378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:24.181636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:24.183061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:24.184686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:24.187640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:24.188401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:24.189202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:24.190970] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:24.191259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:24.192454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:24.193248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:24.194045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:24.194826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:24.259300] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:24.270530] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 1.31% | Symbol ETA: 3m 18s | Global ETA: 24m 17s
[2025-11-25T12:06:24.270840] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:06:24.271601] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:06:24.271758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:24.276491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:24.278331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:24.278943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:24.279459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:24.345252] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:06:24.416532] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -1.12% | Symbol ETA: 1m 4s | Global ETA: 24m 17s
[2025-11-25T12:06:24.416861] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:06:24.417721] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:24.417860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:24.423043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:24.424914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:24.425469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:24.426047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:24.512916] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:24.538458] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:06:24.549402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:24.582331] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 40.4s | Global ETA: 24m 17s
[2025-11-25T12:06:24.582622] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:06:24.583493] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:24.583635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:24.588510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:24.590322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:24.590935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:24.591458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:24.591953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:24.594439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:24.618045] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:06:24.637474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:24.713681] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:24.792863] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:24.817172] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 9.3s | Global ETA: 24m 17s
[2025-11-25T12:06:24.817459] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:06:24.819760] [DEBUG] [FEATURES  ] DataBuilder: Executing 34 feature methods.
[2025-11-25T12:06:24.819928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:24.825086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:24.827243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:24.827851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:24.828380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:24.828874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:24.829785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:24.830682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:24.833249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:24.875868] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 1.64% | Symbol ETA: 3m 18s | Global ETA: 24m 18s
[2025-11-25T12:06:24.876165] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:06:24.877192] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:06:24.877519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:24.885678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:24.888582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:24.889425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:24.890181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:24.897957] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:06:24.961502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:24.963451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:24.997292] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:06:25.008370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:25.009524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:25.062257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:25.063215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:25.064619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:25.068905] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:25.152704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:25.153500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:25.155417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:25.158318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:25.159580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:25.161775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:25.162614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:25.164231] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:25.167193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:25.168497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:25.169958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:25.171604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:25.174670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:25.175430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:25.176266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:25.178468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:25.179695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:25.180484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:25.181296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:25.182111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:25.233076] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 39.8s | Global ETA: 24m 18s
[2025-11-25T12:06:25.233349] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:06:25.234181] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:25.234324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:25.239196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:25.239830] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.16% | Symbol ETA: 1m 3s | Global ETA: 24m 18s
[2025-11-25T12:06:25.240131] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:06:25.241026] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:25.241046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:25.241139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:25.241668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:25.242199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:25.242693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:25.245009] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:06:25.245126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:25.246212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:25.248160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:25.248779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:25.249337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:25.287089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:25.376744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:25.413283] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:25.491967] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.87% | Symbol ETA: 3m 17s | Global ETA: 24m 18s
[2025-11-25T12:06:25.492258] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:06:25.493084] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:06:25.493221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:25.498039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:25.499847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:25.500405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:25.500949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:25.521276] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:06:25.625323] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:06:25.690476] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:25.741553] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:06:25.791388] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 8.3s | Global ETA: 24m 18s
[2025-11-25T12:06:25.791701] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:06:25.792563] [DEBUG] [FEATURES  ] DataBuilder: Executing 34 feature methods.
[2025-11-25T12:06:25.792732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:25.793953] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:25.797881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:25.799792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:25.800364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:25.800930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:25.801421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:25.802298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:25.803217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:25.805846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:25.838561] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:06:25.862044] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 39.2s | Global ETA: 24m 18s
[2025-11-25T12:06:25.862169] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:06:25.862930] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:25.863004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:25.867791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:25.869581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:25.870106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:25.870569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:25.870997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:25.873450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:25.913369] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:25.915710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:25.934406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:25.936279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:25.981408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:25.982546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:26.006866] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:26.040184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:26.041145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:26.042478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:26.062438] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.43% | Symbol ETA: 1m 2s | Global ETA: 24m 18s
[2025-11-25T12:06:26.062765] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:06:26.063614] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:26.063775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:26.068813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:26.070694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:26.071263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:26.071823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:26.082713] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.15% | Symbol ETA: 3m 17s | Global ETA: 24m 18s
[2025-11-25T12:06:26.082856] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:06:26.083602] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:06:26.083698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:26.088428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:26.090205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:26.090726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:26.091195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:26.128109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:26.128930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:26.130894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:26.133701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:26.134886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:26.136982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:26.137879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:26.142400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:26.143699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:26.145157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:26.146852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:26.149988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:26.150771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:26.151574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:26.153772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:26.154990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:26.155831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:26.156638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:26.157498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:26.200129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:26.254417] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:06:26.427909] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:06:26.430079] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:26.498661] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:06:26.498656] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.49% | Symbol ETA: 38.5s | Global ETA: 24m 19s
[2025-11-25T12:06:26.498896] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:06:26.499733] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:26.499872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:26.504771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:26.506620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:26.507221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:26.507727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:26.508167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:26.510549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:26.545934] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:06:26.552928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:26.597726] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:26.674128] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:26.674802] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.04% | Symbol ETA: 3m 16s | Global ETA: 24m 19s
[2025-11-25T12:06:26.675083] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:06:26.675915] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:06:26.676056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:26.680771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:26.682499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:26.683056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:26.683559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:26.715813] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:26.775959] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 7.4s | Global ETA: 24m 19s
[2025-11-25T12:06:26.857341] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -6.46% | Symbol ETA: 1m 2s | Global ETA: 24m 19s
[2025-11-25T12:06:26.857503] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:06:26.858429] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:26.858513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:26.863398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:26.865250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:26.865758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:26.866271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:26.909328] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:06:26.954583] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:06:26.991038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:27.016137] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:06:27.079311] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:27.129834] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:06:27.147353] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 37.9s | Global ETA: 24m 19s
[2025-11-25T12:06:27.147655] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:06:27.148493] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:06:27.148578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:27.153400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:27.155220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:27.155733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:27.156255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:27.156750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:27.159260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:27.186037] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:27.201472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:27.264875] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 3m 15s | Global ETA: 24m 19s
[2025-11-25T12:06:27.265106] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:06:27.265940] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:06:27.266080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:27.270974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:27.272794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:27.273306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:27.273851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:27.300223] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:06:27.342411] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:06:27.468863] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:06:27.513388] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:27.543488] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:06:27.608334] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:06:27.638349] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:06:27.668265] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.15% | Symbol ETA: 1m 1s | Global ETA: 24m 19s
[2025-11-25T12:06:27.668547] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:06:27.669358] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:27.669498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:27.674330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:27.676166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:27.676738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:27.677275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:27.712766] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:27.778942] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:27.780607] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 37.2s | Global ETA: 24m 19s
[2025-11-25T12:06:27.798813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:27.808956] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:06:27.856881] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.96% | Symbol ETA: 3m 15s | Global ETA: 24m 19s
[2025-11-25T12:06:27.857201] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:06:27.858040] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:06:27.858178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:27.863013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:27.864824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:27.865393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:27.865945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:27.950955] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.19%, Actual: 1.73%
[2025-11-25T12:06:27.978340] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:06:28.119616] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.30%, Actual: 1.80%
[2025-11-25T12:06:28.137229] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:06:28.150001] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:06:28.202052] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:06:28.286785] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 0.92%
[2025-11-25T12:06:28.306267] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:28.323258] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:06:28.368917] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:28.444919] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 3m 14s | Global ETA: 24m 20s
[2025-11-25T12:06:28.445179] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:06:28.446036] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:06:28.446173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:28.450985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:28.452778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:28.453341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:28.453888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:28.455463] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.12%, Actual: 0.25%
[2025-11-25T12:06:28.459056] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.82% | Symbol ETA: 60.0s | Global ETA: 24m 20s
[2025-11-25T12:06:28.459204] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:06:28.460160] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:28.460240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:28.465306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:28.467356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:28.467955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:28.468500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:28.526066] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:06:28.526512] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:06:28.528181] [INFO ] [main      ] CMU: KEPT add_prev_close_to_open (score: 13.53%)
[2025-11-25T12:06:28.528309] [INFO ] [main      ] CMU: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:06:28.528387] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure']
[2025-11-25T12:06:28.528526] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:06:28.542138] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:28.542708] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:06:28.543601] [DEBUG] [FEATURES  ] DataBuilder: Executing 35 feature methods.
[2025-11-25T12:06:28.543780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:28.548873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:28.550790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:28.551307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:28.551786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:28.552199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:28.553032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:28.553887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:28.556459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:28.594605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:28.625605] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 0.44%
[2025-11-25T12:06:28.695444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:28.697755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:28.743772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:28.745063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:28.794032] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:06:28.796020] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.42%
[2025-11-25T12:06:28.799873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:28.800942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:28.802300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:28.890598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:28.891729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:28.893689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:28.896634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:28.897941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:28.900084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:28.900945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:28.905580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:28.906968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:28.908471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:28.910153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:28.913313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:28.914098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:28.914928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:28.917102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:28.918289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:28.919139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:28.919955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:28.920770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:28.923786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:28.940637] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:06:28.964089] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:28.966580] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 0.23%
[2025-11-25T12:06:29.040212] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 3.15% | Symbol ETA: 3m 14s | Global ETA: 24m 20s
[2025-11-25T12:06:29.040383] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:06:29.041159] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:06:29.041247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:29.045940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:29.047857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:29.048418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:29.048966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:29.113281] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:29.136552] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.20%
[2025-11-25T12:06:29.254933] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -1.34% | Symbol ETA: 59.1s | Global ETA: 24m 20s
[2025-11-25T12:06:29.255235] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:06:29.256103] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:29.256244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:29.261307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:29.262887] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:06:29.263389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:29.264066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:29.264565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:29.305236] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.19%, Actual: 0.06%
[2025-11-25T12:06:29.386965] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:06:29.391359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:29.432239] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:29.474401] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.30%, Actual: 0.38%
[2025-11-25T12:06:29.474729] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 53.6327%
[2025-11-25T12:06:29.475006] [INFO ] [main      ] CMSA: KEPT add_gap_fill_state (score: 53.63%)
[2025-11-25T12:06:29.475131] [INFO ] [main      ] CMSA: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T12:06:29.475244] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_gap_morning_composite']
[2025-11-25T12:06:29.475356] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:06:29.488357] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:29.488935] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:06:29.489804] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:29.489950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:29.494818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:29.496813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:29.497401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:29.497952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:29.498427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:29.500881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:29.538533] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 15.6s | Global ETA: 24m 20s
[2025-11-25T12:06:29.538727] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:06:29.539805] [DEBUG] [FEATURES  ] DataBuilder: Executing 35 feature methods.
[2025-11-25T12:06:29.539998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:29.544752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:29.545073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:29.546123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:29.546860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:29.547445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:29.548017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:29.548698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:29.549529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:29.550429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:29.553103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:29.556430] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:29.632108] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -3.06% | Symbol ETA: 3m 13s | Global ETA: 24m 21s
[2025-11-25T12:06:29.683222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:29.685450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:29.730086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:29.731565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:29.742342] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:06:29.786589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:29.787902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:29.789259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:29.800116] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.31%, Actual: 0.71%
[2025-11-25T12:06:29.879112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:29.880371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:29.882455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:29.885526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:29.886383] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:06:29.886927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:29.889245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:29.890066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:29.894788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:29.896249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:29.897805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:29.899921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:29.903493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:29.904346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:29.905353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:29.907728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:29.909164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:29.910007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:29.911020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:29.912005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:29.915431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:29.922374] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:29.971907] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 1.64%, Actual: 1.25%
[2025-11-25T12:06:30.056029] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:30.128150] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.26% | Symbol ETA: 58.3s | Global ETA: 24m 21s
[2025-11-25T12:06:30.128510] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:06:30.129775] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:30.129950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:30.137254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:30.137681] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.93% | Symbol ETA: 39.9s | Global ETA: 24m 21s
[2025-11-25T12:06:30.137993] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:06:30.138934] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:30.139081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:30.140095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:30.140898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:30.141611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:30.144283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:30.146444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:30.147144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:30.147731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:30.148239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:30.150968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:30.157786] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.87%, Actual: 0.16%
[2025-11-25T12:06:30.201391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:30.202815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:30.277219] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:06:30.323791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:30.420857] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.15%, Actual: 3.31%
[2025-11-25T12:06:30.545449] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:30.648542] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:06:30.669937] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.04%, Actual: 1.39%
[2025-11-25T12:06:30.691347] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 15.3s | Global ETA: 24m 21s
[2025-11-25T12:06:30.691707] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:06:30.693056] [DEBUG] [FEATURES  ] DataBuilder: Executing 35 feature methods.
[2025-11-25T12:06:30.693259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:30.701194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:30.704394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:30.705329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:30.706122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:30.706809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:30.708105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:30.709492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:30.713488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:30.819713] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:06:30.869607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:30.872077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:30.886586] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:30.901987] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 0.16%
[2025-11-25T12:06:30.921736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:30.923268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:30.978026] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 40.1s | Global ETA: 24m 21s
[2025-11-25T12:06:30.978368] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:06:30.979424] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:30.979602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:30.984777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:30.986778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:30.987426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:30.987995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:30.988431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:30.991167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:30.992008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:30.993567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:30.995306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:31.038414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:31.040079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:31.053988] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:31.084215] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.96%, Actual: 1.20%
[2025-11-25T12:06:31.101278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:31.102461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:31.104464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:31.108039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:31.109530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:31.111934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:31.113061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:31.117953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:31.119428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:31.121285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:31.123283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:31.126913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:31.127732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:31.128503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:31.130660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:31.131827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:31.132617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:31.133390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:31.134149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:31.137131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:31.205613] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.81% | Symbol ETA: 57.6s | Global ETA: 24m 22s
[2025-11-25T12:06:31.205788] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:06:31.206604] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:31.206702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:31.211907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:31.214107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:31.214738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:31.215302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:31.259792] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.46%, Actual: 1.60%
[2025-11-25T12:06:31.349041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:31.430357] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 3.15%, Actual: 0.41%
[2025-11-25T12:06:31.433300] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:06:31.491578] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:06:31.607600] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -3.06%, Actual: 1.40%
[2025-11-25T12:06:31.608047] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 49.6738%
[2025-11-25T12:06:31.608214] [INFO ] [main      ] JBGS: KEPT add_atr_10 (score: 49.67%)
[2025-11-25T12:06:31.608334] [INFO ] [main      ] JBGS: Testing feature 4/53: add_atr_5
[2025-11-25T12:06:31.608440] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5']
[2025-11-25T12:06:31.608571] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:06:31.615949] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:31.621600] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:31.622072] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:06:31.622950] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:31.623026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:31.627997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:31.629904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:31.630404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:31.630881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:31.631293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:31.663065] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:31.689397] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:06:31.689744] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.62% | Symbol ETA: 39.2s | Global ETA: 24m 22s
[2025-11-25T12:06:31.689891] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:06:31.690665] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:31.690741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:31.695514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:31.697278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:31.697786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:31.698269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:31.698685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:31.701046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:31.743009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:31.744112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:31.771690] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 14.2s | Global ETA: 24m 22s
[2025-11-25T12:06:31.771854] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:06:31.772700] [DEBUG] [FEATURES  ] DataBuilder: Executing 35 feature methods.
[2025-11-25T12:06:31.772818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:31.778004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:31.779900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:31.780415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:31.780914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:31.781351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:31.782156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:31.783024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:31.785568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:31.872798] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:31.916594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:31.918699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:31.963859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:31.965313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:31.969148] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:06:32.019512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:32.020728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:32.022064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:32.031424] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 56.7s | Global ETA: 24m 22s
[2025-11-25T12:06:32.092919] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:06:32.109689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:32.110799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:32.112843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:32.115744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:32.116966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:32.119124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:32.119980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:32.124403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:32.125899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:32.127408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:32.129214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:32.132408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:32.133236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:32.134061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:32.136187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:32.137224] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:32.137420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:32.138253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:32.139163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:32.139978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:32.143004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:32.201133] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.12%, Actual: 1.44%
[2025-11-25T12:06:32.218755] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 1.31% | Symbol ETA: 2m 15s | Global ETA: 24m 22s
[2025-11-25T12:06:32.218875] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:06:32.219660] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:32.219754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:32.225093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:32.227081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:32.227805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:32.228351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:32.228868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:32.269562] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:32.343518] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.10% | Symbol ETA: 38.4s | Global ETA: 24m 22s
[2025-11-25T12:06:32.343688] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:06:32.344485] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:32.344570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:32.350133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:32.351954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:32.352465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:32.352964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:32.353385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:32.356360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:32.382417] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.16%, Actual: 0.62%
[2025-11-25T12:06:32.402123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:32.403757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:32.491125] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:06:32.558801] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.43%, Actual: 1.31%
[2025-11-25T12:06:32.573040] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:06:32.664041] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:32.732816] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -6.46%, Actual: 1.45%
[2025-11-25T12:06:32.741895] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:32.758077] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:06:32.772859] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 13.0s | Global ETA: 24m 23s
[2025-11-25T12:06:32.773210] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:06:32.774267] [DEBUG] [FEATURES  ] DataBuilder: Executing 35 feature methods.
[2025-11-25T12:06:32.774428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:32.780292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:32.782872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:32.783686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:32.784398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:32.785034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:32.786167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:32.787161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:32.789965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:32.819700] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 1.64% | Symbol ETA: 2m 15s | Global ETA: 24m 23s
[2025-11-25T12:06:32.819846] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:06:32.820603] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:32.820693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:32.825659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:32.827637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:32.828257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:32.828821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:32.829318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:32.910977] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.15%, Actual: 1.73%
[2025-11-25T12:06:32.920211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:32.922309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:32.929835] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:32.968131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:32.969525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:33.000422] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.39% | Symbol ETA: 37.6s | Global ETA: 24m 23s
[2025-11-25T12:06:33.000580] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:06:33.001401] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:33.001479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:33.006569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:33.008668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:33.009197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:33.009676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:33.010143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:33.012895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:33.023780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:33.024874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:33.026187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:33.058331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:33.059750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:33.092665] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.82%, Actual: 1.47%
[2025-11-25T12:06:33.112909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:33.113861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:33.115714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:33.118576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:33.119766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:33.121815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:33.122618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:33.126933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:33.128189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:33.129583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:33.131189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:33.134100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:33.134846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:33.135603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:33.137671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:33.138822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:33.139587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:33.140434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:33.141246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:33.144065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:33.171310] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:06:33.270026] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -1.34%, Actual: 2.46%
[2025-11-25T12:06:33.340961] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:33.418498] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:06:33.419534] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.87% | Symbol ETA: 2m 14s | Global ETA: 24m 23s
[2025-11-25T12:06:33.419700] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:06:33.420498] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:33.420739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:33.425616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:33.427588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:33.428214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:33.428778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:33.429262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:33.450989] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.26%, Actual: 1.22%
[2025-11-25T12:06:33.494007] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:06:33.610112] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:33.631764] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.81%, Actual: 0.12%
[2025-11-25T12:06:33.664927] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:33.692511] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.23% | Symbol ETA: 36.9s | Global ETA: 24m 23s
[2025-11-25T12:06:33.692794] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:06:33.693634] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:33.693795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:33.698743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:33.700638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:33.701224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:33.701776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:33.702258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:33.704868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:33.748380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:33.749848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:33.769022] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:06:33.772772] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 11.9s | Global ETA: 24m 23s
[2025-11-25T12:06:33.773058] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:06:33.773930] [DEBUG] [FEATURES  ] DataBuilder: Executing 35 feature methods.
[2025-11-25T12:06:33.774086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:33.781160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:33.783093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:33.783701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:33.784249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:33.784755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:33.785584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:33.786508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:33.789187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:33.810433] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -1.11%, Actual: 0.79%
[2025-11-25T12:06:33.810869] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 51.5176%
[2025-11-25T12:06:33.811059] [INFO ] [main      ] AIT: DISCARDED add_directional_consistency (score: 51.52%)
[2025-11-25T12:06:33.811192] [INFO ] [main      ] AIT: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T12:06:33.811298] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_fullday_parkinson_range']
[2025-11-25T12:06:33.811408] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:06:33.827477] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:33.828179] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:06:33.829081] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:33.829159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:33.834223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:33.836093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:33.836586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:33.837086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:33.838773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:33.917793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:33.919851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:33.943422] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:33.964612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:33.965938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:34.020612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:34.021705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:34.021831] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.15% | Symbol ETA: 2m 13s | Global ETA: 24m 23s
[2025-11-25T12:06:34.021982] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:06:34.022823] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:34.022926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:34.023074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:34.028052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:34.029940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:34.030468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:34.030966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:34.031413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:34.110519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:34.111600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:34.113545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:34.116455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:34.117665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:34.120013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:34.121140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:34.124143] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:06:34.125769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:34.127104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:34.128582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:34.130542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:34.133820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:34.134610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:34.135428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:34.137608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:34.138920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:34.139777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:34.140569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:34.141383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:34.144432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:34.194436] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:06:34.298495] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:34.368438] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 36.2s | Global ETA: 24m 24s
[2025-11-25T12:06:34.368727] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:06:34.369553] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:34.369709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:34.374488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:34.374488] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:06:34.374432] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:34.376276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:34.376882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:34.377427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:34.377925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:34.380366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:34.422989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:34.424418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:34.500287] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:06:34.543982] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:34.545071] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 1.00% | Symbol ETA: 1m 3s | Global ETA: 24m 24s
[2025-11-25T12:06:34.545401] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:06:34.546287] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:34.546427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:34.551776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:34.553681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:34.554283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:34.554873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:34.556598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:34.620861] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.04% | Symbol ETA: 2m 13s | Global ETA: 24m 24s
[2025-11-25T12:06:34.621167] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:06:34.622218] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:34.622380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:34.627431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:34.629347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:34.629946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:34.630481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:34.630989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:34.670507] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:34.771820] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:06:34.776482] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 10.8s | Global ETA: 24m 24s
[2025-11-25T12:06:34.776795] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:06:34.777706] [DEBUG] [FEATURES  ] DataBuilder: Executing 35 feature methods.
[2025-11-25T12:06:34.777862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:34.782998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:34.785027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:34.785677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:34.786219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:34.786732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:34.787617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:34.788609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:34.791412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:34.910262] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:06:34.916992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:34.919221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:34.943611] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:34.963406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:34.964972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:34.968562] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:06:35.017855] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.83% | Symbol ETA: 35.5s | Global ETA: 24m 24s
[2025-11-25T12:06:35.018174] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:06:35.019129] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:35.019486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:35.020436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:35.021717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:35.023086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:35.024663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:35.026922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:35.027624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:35.028190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:35.028760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:35.031404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:35.076771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:35.078308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:35.090012] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:35.110063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:35.111287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:35.113221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:35.116549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:35.117991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:35.120118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:35.120967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:35.125455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:35.126881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:35.128819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:35.130897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:35.134571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:35.135438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:35.136420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:35.138731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:35.139941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:35.140736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:35.141689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:35.142452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:35.143900] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:35.146051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:35.228454] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 2m 12s | Global ETA: 24m 24s
[2025-11-25T12:06:35.228771] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:06:35.229669] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:35.229809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:35.234685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:35.236508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:35.237121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:35.237640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:35.238127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:35.262448] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.12% | Symbol ETA: 1m 2s | Global ETA: 24m 24s
[2025-11-25T12:06:35.262777] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:06:35.263639] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:35.263812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:35.268967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:35.270919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:35.271483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:35.272042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:35.273733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:35.437915] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:06:35.504987] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:06:35.578990] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:06:35.613695] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:35.638452] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:06:35.683487] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 34.8s | Global ETA: 24m 24s
[2025-11-25T12:06:35.683803] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:06:35.684845] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:35.685006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:35.690172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:35.692404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:35.693203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:35.693754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:35.694241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:35.696824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:35.706048] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:35.740859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:35.742381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:35.748086] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:35.812464] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:35.814597] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 9.8s | Global ETA: 24m 24s
[2025-11-25T12:06:35.814897] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:06:35.815748] [DEBUG] [FEATURES  ] DataBuilder: Executing 35 feature methods.
[2025-11-25T12:06:35.815900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:35.820816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:35.822719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:35.823288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:35.823829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:35.824306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:35.824823] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.96% | Symbol ETA: 2m 12s | Global ETA: 24m 24s
[2025-11-25T12:06:35.825133] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:06:35.825153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:35.825953] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:35.826065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:35.826164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:35.828494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:35.831152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:35.833069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:35.833673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:35.834203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:35.834703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:35.952156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:35.954539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:35.966038] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.42% | Symbol ETA: 1m 1s | Global ETA: 24m 25s
[2025-11-25T12:06:35.966355] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:06:35.967258] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:35.967401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:35.973181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:35.975293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:35.975906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:35.976446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:35.978225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:36.011670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:36.013523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:36.085343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:36.086993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:36.088885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:36.090106] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:06:36.174438] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:06:36.191699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:36.192839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:36.194769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:36.197664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:36.198876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:36.200961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:36.201771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:36.206114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:36.207367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:36.208820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:36.210433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:36.213357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:36.214097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:36.214883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:36.216969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:36.218198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:36.219129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:36.219957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:36.220744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:36.223913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:36.267905] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:36.323299] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:06:36.338126] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.23% | Symbol ETA: 34.1s | Global ETA: 24m 25s
[2025-11-25T12:06:36.347127] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:36.425465] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 2m 11s | Global ETA: 24m 25s
[2025-11-25T12:06:36.425740] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:06:36.426618] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:36.426776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:36.431793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:36.433684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:36.434249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:36.434808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:36.435284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:36.492826] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:36.517237] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.93%, Actual: 1.73%
[2025-11-25T12:06:36.564760] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:06:36.639629] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -8.43% | Symbol ETA: 1m 0s | Global ETA: 24m 25s
[2025-11-25T12:06:36.639951] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:06:36.640784] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:36.640923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:36.645790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:36.647632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:36.648251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:36.648790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:36.650458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:36.688774] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 1.80%
[2025-11-25T12:06:36.734429] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:36.776798] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:06:36.839209] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 8.7s | Global ETA: 24m 25s
[2025-11-25T12:06:36.839489] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:06:36.841854] [DEBUG] [FEATURES  ] DataBuilder: Executing 35 feature methods.
[2025-11-25T12:06:36.842016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:36.847440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:36.849635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:36.850236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:36.850777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:36.851250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:36.852295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:36.853175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:36.855827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:36.863133] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.62%, Actual: 0.92%
[2025-11-25T12:06:36.949658] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:36.978180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:36.980038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:36.999589] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:06:37.023440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:37.024696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:37.028034] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 3.15% | Symbol ETA: 2m 10s | Global ETA: 24m 25s
[2025-11-25T12:06:37.028352] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:06:37.029245] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:37.029387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:37.034444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:37.036291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:37.036885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:37.037477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:37.037973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:37.039217] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 0.25%
[2025-11-25T12:06:37.077808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:37.078748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:37.080080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:37.164715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:37.165729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:37.167620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:37.170509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:37.171526] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:37.171692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:37.173778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:37.174573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:37.178909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:37.180164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:37.181587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:37.183231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:37.186166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:37.186926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:37.187671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:37.189743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:37.190907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:37.191694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:37.192504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:37.193290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:37.196154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:37.217431] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.39%, Actual: 0.44%
[2025-11-25T12:06:37.334850] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.44% | Symbol ETA: 59.7s | Global ETA: 24m 25s
[2025-11-25T12:06:37.335151] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:06:37.335994] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:37.336135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:37.341204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:37.343050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:37.343631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:37.344130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:37.345827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:37.386269] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:06:37.402452] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.23%, Actual: 0.42%
[2025-11-25T12:06:37.547790] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:06:37.563744] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:37.596737] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 0.23%
[2025-11-25T12:06:37.641804] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -3.06% | Symbol ETA: 2m 10s | Global ETA: 24m 26s
[2025-11-25T12:06:37.692398] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:06:37.720148] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:37.777410] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.83%, Actual: 0.20%
[2025-11-25T12:06:37.813527] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.31%, Actual: 0.71%
[2025-11-25T12:06:37.825109] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 7.7s | Global ETA: 24m 26s
[2025-11-25T12:06:37.825376] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:06:37.827508] [DEBUG] [FEATURES  ] DataBuilder: Executing 35 feature methods.
[2025-11-25T12:06:37.827676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:37.833094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:37.835110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:37.835686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:37.836211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:37.836895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:37.837740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:37.838593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:37.841114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:37.864338] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:37.960007] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.06%
[2025-11-25T12:06:37.964614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:37.966765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:37.985956] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 1.64%, Actual: 1.25%
[2025-11-25T12:06:38.010473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:38.011561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:38.022486] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 59.0s | Global ETA: 24m 26s
[2025-11-25T12:06:38.022779] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:06:38.023627] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:38.023789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:38.028705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:38.030560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:38.031121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:38.031639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:38.033359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:38.064044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:38.064972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:38.066346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:38.145930] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.23%, Actual: 0.38%
[2025-11-25T12:06:38.146329] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 42.8915%
[2025-11-25T12:06:38.146410] [INFO ] [main      ] CMSA: DISCARDED add_gap_morning_composite (score: 42.89%)
[2025-11-25T12:06:38.146530] [INFO ] [main      ] CMSA: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T12:06:38.146666] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_gap_resolution_state']
[2025-11-25T12:06:38.146730] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:06:38.151036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:38.152147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:38.154031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:38.156941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:38.158169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:38.158195] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.87%, Actual: 0.16%
[2025-11-25T12:06:38.160362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:38.161226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:38.161530] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:38.162059] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:06:38.163045] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:38.163255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:38.166119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:38.167527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:38.168972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:38.169142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:38.170732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:38.171606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:38.172271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:38.172866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:38.173392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:38.174023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:38.174783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:38.175560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:38.176433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:38.177735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:38.178958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:38.179779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:38.180594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:38.181382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:38.184325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:38.228998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:38.284976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:38.327990] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.15%, Actual: 3.31%
[2025-11-25T12:06:38.393860] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:06:38.496814] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.04%, Actual: 1.39%
[2025-11-25T12:06:38.539997] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:06:38.563604] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:38.649342] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:06:38.666424] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 0.16%
[2025-11-25T12:06:38.713176] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.65% | Symbol ETA: 58.3s | Global ETA: 24m 26s
[2025-11-25T12:06:38.713471] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:06:38.714335] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:38.714477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:38.714590] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:38.719428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:38.721313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:38.721893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:38.722426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:38.724147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:38.821034] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6.7s | Global ETA: 24m 26s
[2025-11-25T12:06:38.824272] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:38.836516] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.96%, Actual: 1.20%
[2025-11-25T12:06:38.895931] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.47% | Symbol ETA: 38.9s | Global ETA: 24m 26s
[2025-11-25T12:06:38.896230] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:06:38.897101] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:38.897249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:38.902085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:38.903917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:38.904469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:38.905008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:38.905481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:38.907967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:38.956885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:38.998861] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:06:39.007583] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.46%, Actual: 1.60%
[2025-11-25T12:06:39.015373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:39.071399] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:06:39.177801] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:06:39.182150] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 3.15%, Actual: 0.41%
[2025-11-25T12:06:39.243168] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:39.351026] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -3.06%, Actual: 1.40%
[2025-11-25T12:06:39.351439] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 49.6738%
[2025-11-25T12:06:39.351606] [INFO ] [main      ] JBGS: KEPT add_atr_5 (score: 49.67%)
[2025-11-25T12:06:39.351739] [INFO ] [main      ] JBGS: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T12:06:39.351794] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T12:06:39.351903] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:06:39.352736] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:06:39.365003] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:39.365472] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:06:39.366326] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:39.366416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:39.371168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:39.372957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:39.373452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:39.373924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:39.374334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:39.375091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:39.377659] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:06:39.400226] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -3.04% | Symbol ETA: 57.6s | Global ETA: 24m 27s
[2025-11-25T12:06:39.400392] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:06:39.401192] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:39.401409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:39.407020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:39.408954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:39.409533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:39.410260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:39.412209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:39.527524] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:06:39.552463] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:39.626481] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.35% | Symbol ETA: 38.2s | Global ETA: 24m 27s
[2025-11-25T12:06:39.626787] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:06:39.627689] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:39.627835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:39.632863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:39.634807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:39.635378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:39.635930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:39.636446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:39.639043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:39.683617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:39.703333] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:06:39.714285] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:06:39.734859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:39.756440] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:06:39.876397] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:06:39.890262] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:39.928045] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:39.974860] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -0.23% | Symbol ETA: 1m 38s | Global ETA: 24m 27s
[2025-11-25T12:06:39.975177] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:06:39.976129] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:39.976273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:39.981225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:39.983275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:39.983955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:39.984499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:39.985003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:39.985862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:40.051825] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:06:40.082705] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 1.92% | Symbol ETA: 56.9s | Global ETA: 24m 27s
[2025-11-25T12:06:40.082982] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:06:40.084013] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:40.084154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:40.089013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:40.090853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:40.091420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:40.091961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:40.093281] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:06:40.093638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:40.232554] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:06:40.275277] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:40.352282] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 37.4s | Global ETA: 24m 27s
[2025-11-25T12:06:40.352534] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:06:40.353439] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:40.353588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:40.354394] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:06:40.358928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:40.361160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:40.361772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:40.362344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:40.362861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:40.365522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:40.407173] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:06:40.418463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:40.440953] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:06:40.475010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:40.534031] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:40.583166] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:06:40.583523] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:06:40.585173] [INFO ] [main      ] CMU: KEPT add_prior_day_tail_pressure (score: 13.53%)
[2025-11-25T12:06:40.585313] [INFO ] [main      ] CMU: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:06:40.585423] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag']
[2025-11-25T12:06:40.585536] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:06:40.599552] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:40.600306] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:06:40.601260] [DEBUG] [FEATURES  ] DataBuilder: Executing 36 feature methods.
[2025-11-25T12:06:40.601415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:40.606403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:40.608353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:40.608944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:40.609499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:40.609942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:40.610781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:40.611668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:40.614239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:40.615989] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.15% | Symbol ETA: 1m 38s | Global ETA: 24m 27s
[2025-11-25T12:06:40.616310] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:06:40.617302] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:40.617448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:40.618227] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:40.622623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:40.624551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:40.625180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:40.625760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:40.626289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:40.627222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:40.740831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:40.742892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:40.777369] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.53% | Symbol ETA: 56.2s | Global ETA: 24m 28s
[2025-11-25T12:06:40.788286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:40.789711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:40.828583] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:06:40.845005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:40.846251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:40.847617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:40.934000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:40.935075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:40.937049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:40.939873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:40.941058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:40.943130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:40.943955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:40.948298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:40.948837] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 1.00%, Actual: 1.44%
[2025-11-25T12:06:40.949575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:40.951006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:40.952676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:40.955589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:40.956332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:40.957164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:40.959208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:40.960361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:40.961148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:40.961934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:40.962725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:40.965505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:40.967200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:40.982617] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:06:41.006471] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:41.077481] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 36.7s | Global ETA: 24m 28s
[2025-11-25T12:06:41.077828] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:06:41.078621] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:41.078827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:41.083623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:41.085453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:41.086028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:41.086553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:41.087087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:41.089513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:41.116224] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.12%, Actual: 0.62%
[2025-11-25T12:06:41.132206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:41.156479] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:41.181101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:41.246107] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.65% | Symbol ETA: 1m 37s | Global ETA: 24m 28s
[2025-11-25T12:06:41.246412] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:06:41.247277] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:41.247417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:41.252184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:41.254450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:41.255039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:41.255549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:41.256038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:41.256859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:41.286373] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.42%, Actual: 1.31%
[2025-11-25T12:06:41.314559] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:06:41.455132] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -8.43%, Actual: 1.45%
[2025-11-25T12:06:41.494765] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:41.529310] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:06:41.594187] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:06:41.603739] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 15.4s | Global ETA: 24m 28s
[2025-11-25T12:06:41.604016] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:06:41.606693] [DEBUG] [FEATURES  ] DataBuilder: Executing 36 feature methods.
[2025-11-25T12:06:41.606845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:41.611821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:41.613635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:41.614206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:41.614745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:41.615240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:41.616081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:41.616968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:41.619452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:41.627416] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.44%, Actual: 1.73%
[2025-11-25T12:06:41.709707] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:41.759928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:41.762757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:41.769027] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:41.783679] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 35.9s | Global ETA: 24m 28s
[2025-11-25T12:06:41.783997] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:06:41.784924] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:41.785076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:41.790804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:41.793077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:41.793863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:41.794612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:41.795129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:41.797969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:41.802029] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 1.47%
[2025-11-25T12:06:41.810263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:41.811949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:41.845453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:41.851955] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.38% | Symbol ETA: 1m 37s | Global ETA: 24m 28s
[2025-11-25T12:06:41.852206] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:06:41.853062] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:41.853204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:41.858525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:41.860393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:41.861005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:41.861554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:41.862056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:41.862948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:41.867236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:41.868318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:41.869595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:41.896822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:41.953739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:41.954679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:41.956564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:41.959536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:41.960881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:41.963006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:41.963842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:41.968220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:41.969470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:41.970896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:41.972498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:41.975449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:41.976200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:41.977016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:41.979086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:41.980257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:41.980249] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.65%, Actual: 2.46%
[2025-11-25T12:06:41.981049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:41.981853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:41.982621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:41.985444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:41.987125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:42.162114] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -3.04%, Actual: 1.22%
[2025-11-25T12:06:42.200765] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:06:42.265424] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:06:42.325088] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:06:42.347337] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 1.92%, Actual: 0.12%
[2025-11-25T12:06:42.376596] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:42.447474] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:42.461634] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.59% | Symbol ETA: 1m 36s | Global ETA: 24m 29s
[2025-11-25T12:06:42.461805] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:06:42.462686] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:42.462781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:42.467772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:42.469777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:42.470490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:42.471045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:42.471523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:42.472415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:42.514405] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:42.521987] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.07% | Symbol ETA: 35.2s | Global ETA: 24m 29s
[2025-11-25T12:06:42.522136] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:06:42.522946] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:42.523031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:42.527895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:42.529887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:42.530431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:42.530915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:42.531325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:42.533811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:42.535385] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.53%, Actual: 0.79%
[2025-11-25T12:06:42.535637] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 38.5761%
[2025-11-25T12:06:42.535769] [INFO ] [main      ] AIT: DISCARDED add_fullday_parkinson_range (score: 38.58%)
[2025-11-25T12:06:42.535826] [INFO ] [main      ] AIT: Testing feature 10/53: add_gap_fill_state
[2025-11-25T12:06:42.535864] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state']
[2025-11-25T12:06:42.535903] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:06:42.551575] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:42.552078] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:06:42.553024] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:42.553101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:42.558093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:42.560003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:42.560516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:42.561014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:42.578401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:42.604838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:42.625424] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 14.5s | Global ETA: 24m 29s
[2025-11-25T12:06:42.625622] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:06:42.626496] [DEBUG] [FEATURES  ] DataBuilder: Executing 36 feature methods.
[2025-11-25T12:06:42.626661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:42.628965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:42.631546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:42.633373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:42.633948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:42.634505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:42.634993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:42.635819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:42.636692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:42.639150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:42.762093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:42.764342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:42.808387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:42.809575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:42.823260] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:06:42.862852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:42.863774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:42.865014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:42.949393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:42.950487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:42.952402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:42.955280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:42.956463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:42.958504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:42.959319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:42.964306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:42.965536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:42.966382] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:06:42.966991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:42.968669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:42.971635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:42.972383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:42.973197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:42.975252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:42.976408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:42.976317] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:06:42.977194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:42.978016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:42.978843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:42.981789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:42.983596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:42.999764] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:43.081710] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -1.60% | Symbol ETA: 1m 35s | Global ETA: 24m 29s
[2025-11-25T12:06:43.082007] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:06:43.083069] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:43.083212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:43.088941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:43.091053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:43.091685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:43.092232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:43.092750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:43.093799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:43.160000] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:43.167628] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:43.233568] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 34.5s | Global ETA: 24m 29s
[2025-11-25T12:06:43.233905] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:06:43.234891] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:43.235036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:43.240257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:43.242340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:43.242988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:43.243540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:43.244071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:43.246771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:43.291423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:43.336150] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:06:43.341473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:43.343702] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 1.01% | Symbol ETA: 48.8s | Global ETA: 24m 29s
[2025-11-25T12:06:43.343864] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:06:43.344687] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:43.344772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:43.349780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:43.351684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:43.352242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:43.352794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:43.396755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:43.464371] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:06:43.507137] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:43.613937] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 13.4s | Global ETA: 24m 29s
[2025-11-25T12:06:43.614215] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:06:43.616676] [DEBUG] [FEATURES  ] DataBuilder: Executing 36 feature methods.
[2025-11-25T12:06:43.616826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:43.621613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:43.623445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:43.624023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:43.624490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:43.624978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:43.625818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:43.626693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:43.629199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:43.635332] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:43.681476] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:06:43.711820] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 1.16% | Symbol ETA: 1m 35s | Global ETA: 24m 29s
[2025-11-25T12:06:43.711993] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:06:43.712919] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:43.713060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:43.717918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:43.719730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:43.720286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:43.720840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:43.721315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:43.722158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:43.737450] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:06:43.751950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:43.754156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:43.797501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:43.799004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:43.850163] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:43.852243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:43.853506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:43.854895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:43.906719] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:43.920193] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.53% | Symbol ETA: 33.8s | Global ETA: 24m 30s
[2025-11-25T12:06:43.920518] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:06:43.921345] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:43.921489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:43.926310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:43.928198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:43.928773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:43.929249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:43.929756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:43.932189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:43.940394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:43.941505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:43.943426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:43.946322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:43.947670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:43.949791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:43.950579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:43.954999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:43.956385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:43.957853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:43.959493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:43.962632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:43.963512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:43.964325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:43.966509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:43.967849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:43.968706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:43.969529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:43.970387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:43.973523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:43.975323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:43.976526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:44.026549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:44.058533] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:06:44.080932] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 47.8s | Global ETA: 24m 30s
[2025-11-25T12:06:44.081284] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:06:44.082156] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:44.082305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:44.087186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:44.089081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:44.089638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:44.090180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:44.133510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:44.232736] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:44.310083] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -3.34% | Symbol ETA: 1m 34s | Global ETA: 24m 30s
[2025-11-25T12:06:44.310375] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:06:44.311207] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:44.311351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:44.316144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:44.318031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:44.318588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:44.319127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:44.319535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:44.320363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:44.329274] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:06:44.371849] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:06:44.482707] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:06:44.518964] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:44.544343] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:44.615390] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.92% | Symbol ETA: 33.0s | Global ETA: 24m 30s
[2025-11-25T12:06:44.615891] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:06:44.616759] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:44.616900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:44.622343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:44.624269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:44.625071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:44.625813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:44.626292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:44.629034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:44.630441] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 12.4s | Global ETA: 24m 30s
[2025-11-25T12:06:44.630627] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:06:44.631525] [DEBUG] [FEATURES  ] DataBuilder: Executing 36 feature methods.
[2025-11-25T12:06:44.631698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:44.636673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:44.638731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:44.639331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:44.639909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:44.640399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:44.641316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:44.642283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:44.645537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:44.659260] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:06:44.670756] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:44.674620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:44.725158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:44.792681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:44.794844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:44.837397] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 7.32% | Symbol ETA: 47.0s | Global ETA: 24m 30s
[2025-11-25T12:06:44.837734] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:06:44.838784] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:44.838936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:44.839886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:44.841270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:44.843669] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:44.844110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:44.846200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:44.846800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:44.847376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:44.893583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:44.895067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:44.896332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:44.897719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:44.919630] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 3.83% | Symbol ETA: 1m 34s | Global ETA: 24m 30s
[2025-11-25T12:06:44.919920] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:06:44.920799] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:44.920949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:44.925830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:44.927748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:44.928342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:44.928951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:44.929452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:44.930298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:44.988296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:44.989329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:44.991284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:44.994182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:44.995406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:44.997601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:44.998481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:45.003736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:45.005348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:45.006883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:45.008770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:45.011893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:45.012686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:45.013488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:45.015636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:45.016900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:45.017736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:45.018522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:45.019324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:45.022284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:45.024050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:45.075737] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:06:45.249517] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:45.252494] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:06:45.271369] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:06:45.318533] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.72% | Symbol ETA: 32.3s | Global ETA: 24m 30s
[2025-11-25T12:06:45.372018] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:06:45.440431] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:45.441369] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:45.491369] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.47%, Actual: 1.73%
[2025-11-25T12:06:45.516503] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -2.26% | Symbol ETA: 1m 33s | Global ETA: 24m 31s
[2025-11-25T12:06:45.549101] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:45.620409] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -9.01% | Symbol ETA: 46.3s | Global ETA: 24m 31s
[2025-11-25T12:06:45.620731] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:06:45.621739] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:45.621907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:45.627680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:45.630227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:45.631013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:45.631740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:45.655277] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 11.4s | Global ETA: 24m 31s
[2025-11-25T12:06:45.655425] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:06:45.657872] [DEBUG] [FEATURES  ] DataBuilder: Executing 36 feature methods.
[2025-11-25T12:06:45.657967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:45.662766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:45.664526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:45.665031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:45.665476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:45.665889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:45.666632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:45.667455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:45.668639] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.35%, Actual: 1.80%
[2025-11-25T12:06:45.669908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:45.686915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:45.687752] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -0.23%, Actual: 0.71%
[2025-11-25T12:06:45.791831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:45.793966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:45.836826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:45.838031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:45.844940] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 0.92%
[2025-11-25T12:06:45.856304] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.15%, Actual: 1.25%
[2025-11-25T12:06:45.891631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:45.892702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:45.894028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:45.976908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:45.977947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:45.979856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:45.982598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:45.983794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:45.985844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:45.986659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:45.990945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:45.992178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:45.993598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:45.995232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:45.998185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:45.998945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:45.999766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:46.001943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:46.003241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:46.004038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:46.004833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:46.005597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:46.008554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:46.010269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:46.020631] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.20%, Actual: 0.25%
[2025-11-25T12:06:46.028467] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.65%, Actual: 0.16%
[2025-11-25T12:06:46.045252] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:06:46.197823] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.38%, Actual: 3.31%
[2025-11-25T12:06:46.215322] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.26%, Actual: 0.44%
[2025-11-25T12:06:46.225856] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:46.348982] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:06:46.367675] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.59%, Actual: 1.39%
[2025-11-25T12:06:46.388126] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.42%
[2025-11-25T12:06:46.391833] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.87% | Symbol ETA: 45.5s | Global ETA: 24m 31s
[2025-11-25T12:06:46.392122] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:06:46.393040] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:46.393185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:46.398434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:46.400423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:46.401049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:46.401620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:46.448436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:46.520093] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:46.536150] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -1.60%, Actual: 0.16%
[2025-11-25T12:06:46.557409] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 0.23%
[2025-11-25T12:06:46.628704] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 10.4s | Global ETA: 24m 31s
[2025-11-25T12:06:46.628985] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:06:46.629829] [DEBUG] [FEATURES  ] DataBuilder: Executing 36 feature methods.
[2025-11-25T12:06:46.629978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:46.634782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:46.636562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:46.637152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:46.637692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:46.638157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:46.638989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:46.639863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:46.642307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:46.706165] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 1.16%, Actual: 1.20%
[2025-11-25T12:06:46.729202] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 0.20%
[2025-11-25T12:06:46.764234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:46.766094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:46.802922] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:06:46.809080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:46.810189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:46.863012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:46.864131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:46.865774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:46.875333] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -3.34%, Actual: 1.60%
[2025-11-25T12:06:46.902728] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.92%, Actual: 0.06%
[2025-11-25T12:06:46.947561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:46.948396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:46.950273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:46.953138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:46.954387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:46.956536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:46.957394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:46.961852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:46.963085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:46.964513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:46.966149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:46.969302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:46.970299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:46.971266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:46.973376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:46.974561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:46.975346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:46.976126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:46.976904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:46.979775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:46.981446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:46.985702] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:47.042192] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 3.83%, Actual: 0.41%
[2025-11-25T12:06:47.075260] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.72%, Actual: 0.38%
[2025-11-25T12:06:47.075705] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 37.2648%
[2025-11-25T12:06:47.075898] [INFO ] [main      ] CMSA: DISCARDED add_gap_resolution_state (score: 37.26%)
[2025-11-25T12:06:47.075993] [INFO ] [main      ] CMSA: Testing feature 13/53: add_gaps
[2025-11-25T12:06:47.076073] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_gaps']
[2025-11-25T12:06:47.076156] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:06:47.090414] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:47.091244] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:06:47.092274] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:47.092398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:47.098106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:47.100351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:47.100987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:47.101506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:47.101984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:47.104583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:47.150571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:47.151884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:47.155549] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.87% | Symbol ETA: 44.8s | Global ETA: 24m 32s
[2025-11-25T12:06:47.155882] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:06:47.156799] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:47.156942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:47.162673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:47.164871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:47.165510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:47.166093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:47.209198] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -2.26%, Actual: 1.40%
[2025-11-25T12:06:47.209413] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 43.3419%
[2025-11-25T12:06:47.209476] [INFO ] [main      ] JBGS: DISCARDED add_close_to_open_alignment (score: 43.34%)
[2025-11-25T12:06:47.209520] [INFO ] [main      ] JBGS: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T12:06:47.209557] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T12:06:47.209596] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:06:47.214066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:47.222534] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:47.223099] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:06:47.223955] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:47.224030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:47.228820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:47.230604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:47.231107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:47.231549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:47.231958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:47.232851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:47.320518] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:06:47.491921] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:47.507859] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:06:47.571783] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:06:47.572691] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:06:47.601661] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 9.4s | Global ETA: 24m 32s
[2025-11-25T12:06:47.601814] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:06:47.604294] [DEBUG] [FEATURES  ] DataBuilder: Executing 36 feature methods.
[2025-11-25T12:06:47.604404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:47.609540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:47.611392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:47.611926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:47.612445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:47.612963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:47.613970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:47.615013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:47.617709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:47.683087] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:47.741921] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:47.742590] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:47.749059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:47.751438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:47.757036] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 35.8s | Global ETA: 24m 32s
[2025-11-25T12:06:47.757356] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:06:47.758216] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:47.758366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:47.763366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:47.765250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:47.765780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:47.766241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:47.766691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:47.769204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:47.797730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:47.799072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:47.815043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:47.816161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:47.824858] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -0.23% | Symbol ETA: 1m 19s | Global ETA: 24m 32s
[2025-11-25T12:06:47.825001] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:06:47.825771] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:47.825845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:47.830545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:47.832329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:47.832830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:47.833273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:47.833680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:47.834574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:47.854330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:47.855306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:47.856566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:47.892659] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -2.53% | Symbol ETA: 44.0s | Global ETA: 24m 32s
[2025-11-25T12:06:47.892804] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:06:47.893549] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:47.893618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:47.898446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:47.900225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:47.900738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:47.901195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:47.943769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:47.944553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:47.945429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:47.947464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:47.950455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:47.951605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:47.953658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:47.954544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:47.959035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:47.960283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:47.961914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:47.963616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:47.966760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:47.967572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:47.968377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:47.970772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:47.972046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:47.972870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:47.973674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:47.974470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:47.977512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:47.979346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:48.164284] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:06:48.179621] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:06:48.287160] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:06:48.336044] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:48.350891] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:48.388858] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:06:48.408499] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 35.0s | Global ETA: 24m 32s
[2025-11-25T12:06:48.408825] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:06:48.409680] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:48.409821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:48.414731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:48.416594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:48.417216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:48.417760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:48.418238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:48.420740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:48.432610] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 1.35% | Symbol ETA: 1m 19s | Global ETA: 24m 32s
[2025-11-25T12:06:48.432926] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:06:48.433899] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:48.434037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:48.438896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:48.440825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:48.441426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:48.441977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:48.442457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:48.443447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:48.457320] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:48.464225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:48.465513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:48.561418] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:48.624242] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -3.15% | Symbol ETA: 43.2s | Global ETA: 24m 33s
[2025-11-25T12:06:48.624540] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:06:48.625407] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:48.625549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:48.630467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:48.632413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:48.633027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:48.633553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:48.671226] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 8.4s | Global ETA: 24m 33s
[2025-11-25T12:06:48.671374] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:06:48.673771] [DEBUG] [FEATURES  ] DataBuilder: Executing 36 feature methods.
[2025-11-25T12:06:48.673870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:48.676492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:48.678894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:48.680755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:48.681262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:48.681745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:48.682162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:48.682959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:48.683795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:48.686290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:48.789553] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:06:48.811921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:48.812121] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:06:48.814020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:48.858298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:48.859521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:48.911734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:48.912741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:48.913995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:48.959148] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:48.987081] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:49.001224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:49.002395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:49.004267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:49.007453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:49.008576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:49.010570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:49.011732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:49.016436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:49.017724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:49.019201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:49.020191] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:06:49.020891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:49.023793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:49.024517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:49.025298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:49.027356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:49.028534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:49.029323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:49.030116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:49.030909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:49.033747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:49.035413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:49.040571] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 1m 18s | Global ETA: 24m 33s
[2025-11-25T12:06:49.040755] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:06:49.041531] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:49.041613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:49.046385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:49.048152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:49.048698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:49.049151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:49.049557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:49.050448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:49.058384] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 34.4s | Global ETA: 24m 33s
[2025-11-25T12:06:49.058558] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:06:49.059377] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:49.059469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:49.064420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:49.066259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:49.066830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:49.067343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:49.067798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:49.070300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:49.116499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:49.117610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:49.193877] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:49.344266] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.30% | Symbol ETA: 42.4s | Global ETA: 24m 33s
[2025-11-25T12:06:49.344556] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:06:49.345439] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:49.345579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:49.350524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:49.352398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:49.352986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:49.353501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:49.378325] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:06:49.395991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:49.395951] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:06:49.465252] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:06:49.547391] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:49.574057] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:49.639024] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:49.653379] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 7.4s | Global ETA: 24m 33s
[2025-11-25T12:06:49.653674] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:06:49.656163] [DEBUG] [FEATURES  ] DataBuilder: Executing 36 feature methods.
[2025-11-25T12:06:49.656319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:49.660321] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -4.69% | Symbol ETA: 1m 18s | Global ETA: 24m 33s
[2025-11-25T12:06:49.660477] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:06:49.661279] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:49.661356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:49.661874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:49.663948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:49.664530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:49.665091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:49.665589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:49.666487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:49.666846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:49.667459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:49.669065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:49.669679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:49.670055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:49.670211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:49.670666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:49.671577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:49.711048] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.13% | Symbol ETA: 33.7s | Global ETA: 24m 33s
[2025-11-25T12:06:49.711197] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:06:49.711981] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:49.712202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:49.717228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:49.719046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:49.719604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:49.720139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:49.720616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:49.723151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:49.738859] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:06:49.767173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:49.768250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:49.796667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:49.798761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:49.843048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:49.844429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:49.896771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:49.897754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:49.899050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:49.912810] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:49.981857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:49.982681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:49.984509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:49.987274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:49.988434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:49.990446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:49.991253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:49.995631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:49.996920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:49.998524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:50.000432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:50.003817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:50.004609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:50.005408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:50.008027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:50.009241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:50.010309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:50.011129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:50.011942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:50.014938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:50.016630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:50.017495] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:06:50.088563] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -1.12% | Symbol ETA: 41.7s | Global ETA: 24m 33s
[2025-11-25T12:06:50.122391] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:06:50.190373] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:50.265695] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 1.01%, Actual: 1.44%
[2025-11-25T12:06:50.274021] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 0.76% | Symbol ETA: 1m 17s | Global ETA: 24m 34s
[2025-11-25T12:06:50.274172] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:06:50.274950] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:50.275040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:50.279847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:50.281599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:50.282114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:50.282556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:50.282964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:50.283889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:50.294319] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:50.367529] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 33.0s | Global ETA: 24m 34s
[2025-11-25T12:06:50.367872] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:06:50.368759] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:50.368899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:50.373843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:50.376310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:50.376412] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:06:50.377090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:50.377691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:50.378182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:50.380999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:50.423946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:50.425290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:50.442834] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 0.62%
[2025-11-25T12:06:50.551944] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:50.616346] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 7.32%, Actual: 1.31%
[2025-11-25T12:06:50.626074] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:06:50.659262] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6.4s | Global ETA: 24m 34s
[2025-11-25T12:06:50.768517] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:06:50.786850] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -9.01%, Actual: 1.45%
[2025-11-25T12:06:50.797351] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:50.834984] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:06:50.877778] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.29% | Symbol ETA: 1m 16s | Global ETA: 24m 34s
[2025-11-25T12:06:50.878049] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:06:50.878839] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:50.878976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:50.883754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:50.885549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:50.886117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:50.886636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:50.887146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:50.888108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:50.943513] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:50.959824] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.87%, Actual: 1.73%
[2025-11-25T12:06:51.009575] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:06:51.016551] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 32.4s | Global ETA: 24m 34s
[2025-11-25T12:06:51.016876] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:06:51.017725] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:51.017871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:51.022977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:51.025021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:51.025613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:51.026174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:51.026690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:51.029326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:51.074470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:51.075772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:51.134606] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.87%, Actual: 1.47%
[2025-11-25T12:06:51.179168] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:06:51.228721] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:06:51.308338] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -2.53%, Actual: 2.46%
[2025-11-25T12:06:51.348688] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:06:51.402102] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:51.430938] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:06:51.482972] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -1.31% | Symbol ETA: 1m 16s | Global ETA: 24m 34s
[2025-11-25T12:06:51.483118] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:06:51.483889] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:51.483964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:51.483877] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -3.15%, Actual: 1.22%
[2025-11-25T12:06:51.488712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:51.490482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:51.490989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:51.491454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:51.491875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:51.492785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:51.523386] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:06:51.605872] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:51.655909] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.30%, Actual: 0.12%
[2025-11-25T12:06:51.676839] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 31.7s | Global ETA: 24m 34s
[2025-11-25T12:06:51.676990] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:06:51.677806] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:51.677883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:51.682717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:51.684610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:51.685147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:51.685616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:51.686038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:51.688473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:51.696021] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:06:51.732566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:51.733694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:51.829396] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:06:51.831783] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -1.12%, Actual: 0.79%
[2025-11-25T12:06:51.832010] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 50.6217%
[2025-11-25T12:06:51.832111] [INFO ] [main      ] AIT: DISCARDED add_gap_fill_state (score: 50.62%)
[2025-11-25T12:06:51.832161] [INFO ] [main      ] AIT: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T12:06:51.832200] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite']
[2025-11-25T12:06:51.832240] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:06:51.847446] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:51.848129] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:06:51.849052] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:51.849250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:51.854333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:51.856324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:51.856970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:51.857556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:51.858624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:51.884367] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:06:52.002151] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:52.058300] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:06:52.080691] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 1m 15s | Global ETA: 24m 35s
[2025-11-25T12:06:52.080981] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:06:52.081818] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:52.081964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:52.083751] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:06:52.086752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:52.088586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:52.089160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:52.089698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:52.090179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:52.091149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:52.223051] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:06:52.231852] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:06:52.253295] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:52.324140] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 31.1s | Global ETA: 24m 35s
[2025-11-25T12:06:52.324460] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:06:52.325304] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:52.325455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:52.330489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:52.332605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:52.333210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:52.333754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:52.334232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:52.336706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:52.380955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:52.382304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:52.396279] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:52.404203] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:06:52.404567] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:06:52.406316] [INFO ] [main      ] CMU: KEPT add_prior_mag_lag (score: 13.53%)
[2025-11-25T12:06:52.406466] [INFO ] [main      ] CMU: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:06:52.406588] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day']
[2025-11-25T12:06:52.406742] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:06:52.420482] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:52.421199] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:06:52.422159] [DEBUG] [FEATURES  ] DataBuilder: Executing 37 feature methods.
[2025-11-25T12:06:52.422316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:52.426154] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:06:52.427495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:52.429391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:52.429977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:52.430514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:52.431015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:52.431879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:52.432808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:52.436163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:52.561335] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 45.5s | Global ETA: 24m 35s
[2025-11-25T12:06:52.561671] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:06:52.562542] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:52.562707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:52.566251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:52.567835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:52.568479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:52.570076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:52.570831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:52.571419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:52.572499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:52.599534] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:52.615270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:52.616610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:52.673400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:52.674689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:52.676124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:52.678350] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 2.97% | Symbol ETA: 1m 14s | Global ETA: 24m 35s
[2025-11-25T12:06:52.678502] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:06:52.679286] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:52.679370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:52.684116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:52.685892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:52.686370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:52.686825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:52.687264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:52.688139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:52.736033] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:06:52.775172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:52.776356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:52.778415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:52.781526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:52.782877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:52.785131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:52.786070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:52.790906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:52.792307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:52.793832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:52.795599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:52.798846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:52.799673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:52.800497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:52.802690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:52.803949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:52.804789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:52.805615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:52.806428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:52.810489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:52.812464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:06:52.815232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:52.907545] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:52.948063] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:06:52.978189] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.81% | Symbol ETA: 30.4s | Global ETA: 24m 35s
[2025-11-25T12:06:52.978503] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:06:52.979372] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:52.979525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:52.984559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:52.986431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:52.987043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:52.987594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:52.988130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:52.990627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:53.028745] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:06:53.035003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:53.035961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:53.133711] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:53.171981] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:06:53.196903] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:53.275160] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 1m 14s | Global ETA: 24m 35s
[2025-11-25T12:06:53.311701] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 2.43% | Symbol ETA: 44.9s | Global ETA: 24m 35s
[2025-11-25T12:06:53.312013] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:06:53.312973] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:53.313120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:53.318475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:53.320683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:53.321413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:53.322115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:53.323419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:53.342881] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:53.376468] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:06:53.446901] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -0.23%, Actual: 0.71%
[2025-11-25T12:06:53.456111] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 15.1s | Global ETA: 24m 36s
[2025-11-25T12:06:53.456404] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:06:53.458924] [DEBUG] [FEATURES  ] DataBuilder: Executing 37 feature methods.
[2025-11-25T12:06:53.459097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:53.464111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:53.465931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:53.466485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:53.467050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:53.467538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:53.468434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:53.469331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:53.471944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:53.548925] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:53.598515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:53.600508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:53.615627] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 1.35%, Actual: 1.25%
[2025-11-25T12:06:53.619866] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.93% | Symbol ETA: 29.8s | Global ETA: 24m 36s
[2025-11-25T12:06:53.646105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:53.647356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:53.690200] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:06:53.701066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:53.702284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:53.703609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:53.784951] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 0.16%
[2025-11-25T12:06:53.793745] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.88%, Actual: 1.73%
[2025-11-25T12:06:53.794387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:53.795495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:53.797452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:53.800285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:53.801468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:53.803515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:53.804330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:53.808627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:53.809888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:53.811289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:53.812958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:53.815916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:53.816668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:53.817478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:53.819527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:53.820707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:53.821477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:53.822260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:53.823046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:53.825908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:53.827589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:06:53.830998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:53.865062] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:53.952718] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -4.69%, Actual: 3.31%
[2025-11-25T12:06:53.963606] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.38%, Actual: 1.80%
[2025-11-25T12:06:54.024309] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 5.45% | Symbol ETA: 44.1s | Global ETA: 24m 36s
[2025-11-25T12:06:54.024604] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:06:54.025514] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:54.025686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:54.030847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:54.032867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:54.033473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:54.034054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:54.035324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:54.122687] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 0.76%, Actual: 1.39%
[2025-11-25T12:06:54.133994] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.35%, Actual: 0.92%
[2025-11-25T12:06:54.183260] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:06:54.295101] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.29%, Actual: 0.16%
[2025-11-25T12:06:54.316548] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.13%, Actual: 0.25%
[2025-11-25T12:06:54.361826] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:54.393986] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:06:54.464902] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -1.31%, Actual: 1.20%
[2025-11-25T12:06:54.473901] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 14.0s | Global ETA: 24m 36s
[2025-11-25T12:06:54.474194] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:06:54.475036] [DEBUG] [FEATURES  ] DataBuilder: Executing 37 feature methods.
[2025-11-25T12:06:54.475192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:54.480064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:54.481902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:54.482454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:54.482995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:54.483473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:54.484320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:54.485210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:54.487746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:54.488823] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.44%
[2025-11-25T12:06:54.564009] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:54.609854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:54.611771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:54.632990] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 1.60%
[2025-11-25T12:06:54.654635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:54.655875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:54.660193] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 0.42%
[2025-11-25T12:06:54.708762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:54.709727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:54.711032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:54.713219] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.16% | Symbol ETA: 43.3s | Global ETA: 24m 36s
[2025-11-25T12:06:54.713491] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:06:54.714327] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:54.714467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:54.719346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:54.721196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:54.721775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:54.722301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:54.723326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:54.794867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:54.795746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:54.797604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:54.800360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:54.800697] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 2.97%, Actual: 0.41%
[2025-11-25T12:06:54.801525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:54.803545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:54.804366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:54.808639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:54.809880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:54.811272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:54.812893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:54.815842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:54.816570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:54.817372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:54.819417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:54.820567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:54.821346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:54.822126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:54.822920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:54.825710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:54.827388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:06:54.829413] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 0.23%
[2025-11-25T12:06:54.829906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:54.996740] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.20%
[2025-11-25T12:06:55.025059] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 0.21%, Actual: 1.40%
[2025-11-25T12:06:55.025489] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 45.4932%
[2025-11-25T12:06:55.025669] [INFO ] [main      ] JBGS: DISCARDED add_composite_volatility_context (score: 45.49%)
[2025-11-25T12:06:55.025789] [INFO ] [main      ] JBGS: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T12:06:55.025894] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-25T12:06:55.026002] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:06:55.038987] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:55.039512] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:06:55.040438] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:55.040586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:55.045411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:55.047334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:55.047910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:55.048425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:55.048920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:55.051304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:55.059922] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:06:55.166556] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.81%, Actual: 0.06%
[2025-11-25T12:06:55.186191] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:06:55.230791] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:55.337627] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.93%, Actual: 0.38%
[2025-11-25T12:06:55.338024] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 46.7044%
[2025-11-25T12:06:55.338201] [INFO ] [main      ] CMSA: DISCARDED add_gaps (score: 46.70%)
[2025-11-25T12:06:55.338317] [INFO ] [main      ] CMSA: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:06:55.338426] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies']
[2025-11-25T12:06:55.338581] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:06:55.351943] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:06:55.352506] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:06:55.353461] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:55.353606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:55.358607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:55.360409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:55.360925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:55.361376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:55.361791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:55.362403] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:55.364183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:55.390885] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:06:55.395306] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -0.75% | Symbol ETA: 42.6s | Global ETA: 24m 37s
[2025-11-25T12:06:55.395446] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:06:55.396223] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:55.396317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:55.401182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:55.403015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:55.403490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:55.403948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:55.404891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:55.407795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:55.409203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:55.475473] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 12.9s | Global ETA: 24m 37s
[2025-11-25T12:06:55.475625] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:06:55.478139] [DEBUG] [FEATURES  ] DataBuilder: Executing 37 feature methods.
[2025-11-25T12:06:55.478414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:55.483461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:55.485488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:55.486089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:55.486602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:55.487113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:55.487976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:55.488911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:55.491479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:55.562032] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:55.619288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:55.621367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:55.645324] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 1m 5s | Global ETA: 24m 37s
[2025-11-25T12:06:55.645596] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:06:55.646430] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:55.646574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:55.651377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:55.653208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:55.653777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:55.654295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:55.654786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:55.657177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:55.665398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:55.666942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:55.721558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:55.722874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:55.724238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:55.748721] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:06:55.807511] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:06:55.811175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:55.812277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:55.814217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:55.817217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:55.818496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:55.820627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:55.821477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:55.825894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:55.827220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:55.828747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:55.830492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:55.833557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:55.834369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:55.835169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:55.837290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:55.838480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:55.839284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:55.840098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:55.840906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:55.843929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:55.845661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:06:55.848267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:55.918054] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:55.978204] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:06:55.996920] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:06:56.048449] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.82% | Symbol ETA: 31.0s | Global ETA: 24m 37s
[2025-11-25T12:06:56.048769] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:06:56.049591] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:56.049750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:56.054573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:56.056415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:56.056987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:56.057522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:56.058011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:56.060441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:56.081202] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -1.78% | Symbol ETA: 41.9s | Global ETA: 24m 37s
[2025-11-25T12:06:56.081471] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:06:56.082255] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:56.082406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:56.087294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:56.089335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:56.089985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:56.090579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:56.091785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:56.103965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:56.105356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:56.164839] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:56.192792] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:06:56.269369] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 2.00% | Symbol ETA: 1m 5s | Global ETA: 24m 37s
[2025-11-25T12:06:56.269690] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:06:56.270534] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:56.270687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:56.275605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:56.277672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:56.278256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:56.278791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:56.279255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:56.281700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:56.381860] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:56.431799] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:06:56.441051] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:06:56.493723] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 11.8s | Global ETA: 24m 38s
[2025-11-25T12:06:56.494012] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:06:56.494908] [DEBUG] [FEATURES  ] DataBuilder: Executing 37 feature methods.
[2025-11-25T12:06:56.495060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:56.500143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:56.502119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:56.502705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:56.503219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:56.503709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:56.504592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:56.505498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:56.508098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:56.609442] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:56.613086] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:06:56.624289] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:06:56.630208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:56.632435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:56.676067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:56.677518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:56.684957] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.71% | Symbol ETA: 30.1s | Global ETA: 24m 38s
[2025-11-25T12:06:56.685265] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:06:56.686122] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:56.686265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:56.691101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:56.692936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:56.693487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:56.693963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:56.694439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:56.696919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:56.732177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:56.733291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:56.734613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:56.739333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:56.740690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:56.758952] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 41.1s | Global ETA: 24m 38s
[2025-11-25T12:06:56.759260] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:06:56.760170] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:56.760312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:56.765811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:56.767785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:56.768359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:56.768926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:56.769983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:56.790929] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:56.818120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:56.819006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:56.820876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:56.823665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:56.824833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:56.826869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:56.827705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:56.831955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:56.833191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:56.834578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:56.836161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:56.839134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:56.839880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:56.840657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:56.842701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:56.843856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:56.844617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:56.845403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:56.846183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:56.849082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:56.850746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:06:56.853191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:56.874282] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: 0.87% | Symbol ETA: 1m 4s | Global ETA: 24m 38s
[2025-11-25T12:06:56.874564] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:06:56.875410] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:56.875556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:56.880287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:56.882023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:56.882576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:56.883103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:56.883572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:56.885941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:57.074359] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:06:57.120753] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:06:57.195721] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:06:57.219893] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:06:57.244265] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:06:57.302699] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:57.316310] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.37% | Symbol ETA: 29.4s | Global ETA: 24m 38s
[2025-11-25T12:06:57.316627] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:06:57.317506] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:57.317677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:57.322544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:57.324486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:57.325104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:57.325635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:57.326125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:57.328635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:57.364854] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:57.373806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:57.375480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:57.387734] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:57.472911] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 10.8s | Global ETA: 24m 38s
[2025-11-25T12:06:57.473168] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:06:57.473313] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -3.17% | Symbol ETA: 40.5s | Global ETA: 24m 38s
[2025-11-25T12:06:57.473610] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:06:57.473714] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.25% | Symbol ETA: 1m 4s | Global ETA: 24m 38s
[2025-11-25T12:06:57.473981] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:06:57.474535] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:57.474715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:57.474833] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:57.474982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:57.475719] [DEBUG] [FEATURES  ] DataBuilder: Executing 37 feature methods.
[2025-11-25T12:06:57.475897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:57.479793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:57.480235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:57.480747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:57.481601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:57.482116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:57.482230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:57.482571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:57.482638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:57.482872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:57.482996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:57.483244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:57.483430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:57.483807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:57.484267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:57.484439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:57.485169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:57.485351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:57.486069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:57.488577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:57.625688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:57.627865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:57.670664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:57.671933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:57.723933] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:06:57.724883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:57.725972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:57.727468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:57.811348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:57.812440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:57.814358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:57.817259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:57.818488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:57.820579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:57.821417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:57.821620] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:06:57.825757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:57.827147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:57.828584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:57.830236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:57.833202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:57.833955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:57.834772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:57.836875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:57.838048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:57.838842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:57.839630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:57.840409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:57.843238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:57.843776] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:06:57.844905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:06:57.847437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:57.897686] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:06:57.969274] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.30% | Symbol ETA: 28.7s | Global ETA: 24m 38s
[2025-11-25T12:06:57.969586] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:06:57.970442] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:57.970587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:57.975515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:57.977490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:57.978112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:57.978686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:57.979159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:57.981701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:57.993090] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:58.024409] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:06:58.028813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:58.030568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:58.077800] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.99% | Symbol ETA: 1m 3s | Global ETA: 24m 39s
[2025-11-25T12:06:58.078101] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:06:58.078925] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:58.079061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:58.083869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:58.085665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:58.086210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:58.086776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:58.087254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:58.089637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:58.186879] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 1.94% | Symbol ETA: 39.7s | Global ETA: 24m 39s
[2025-11-25T12:06:58.187210] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:06:58.188088] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:06:58.188231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:58.193402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:58.195318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:58.195918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:58.196490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:58.196852] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:06:58.197569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:58.371609] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:58.380596] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:06:58.428143] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:06:58.486505] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 9.8s | Global ETA: 24m 39s
[2025-11-25T12:06:58.486804] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:06:58.487683] [DEBUG] [FEATURES  ] DataBuilder: Executing 37 feature methods.
[2025-11-25T12:06:58.487842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:58.492749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:58.494584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:58.495151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:58.495712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:58.496181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:58.497071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:58.497984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:58.500805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:58.555240] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:06:58.555482] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:06:58.596871] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:58.627357] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 28.1s | Global ETA: 24m 39s
[2025-11-25T12:06:58.627687] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:06:58.628485] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:58.628632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:58.629195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:58.631400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:58.633613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:58.635696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:58.636271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:58.636850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:58.637348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:58.639899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:58.677979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:58.679455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:58.679939] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -2.14% | Symbol ETA: 1m 2s | Global ETA: 24m 39s
[2025-11-25T12:06:58.680229] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:06:58.681047] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:58.681144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:58.683727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:58.685221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:58.686060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:58.687853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:58.688414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:58.688876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:58.689266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:58.691539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:58.733071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:58.734042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:58.735403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:58.738309] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:06:58.820299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:58.821405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:58.823381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:58.826305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:58.827551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:58.829676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:58.830487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:58.834915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:58.836185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:58.837635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:58.839303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:58.842495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:58.843318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:58.844148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:58.846307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:58.847571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:58.848406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:58.849205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:58.850001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:58.853021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:58.854748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:06:58.857304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:58.904924] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.33% | Symbol ETA: 39.0s | Global ETA: 24m 39s
[2025-11-25T12:06:59.026580] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:06:59.031328] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:06:59.073725] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 0.05%, Actual: 1.44%
[2025-11-25T12:06:59.193312] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:59.200532] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:06:59.204143] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:06:59.242839] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 2.43%, Actual: 0.62%
[2025-11-25T12:06:59.275820] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.24% | Symbol ETA: 27.4s | Global ETA: 24m 39s
[2025-11-25T12:06:59.276133] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:06:59.277072] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:59.277221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:59.278684] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.77% | Symbol ETA: 1m 2s | Global ETA: 24m 39s
[2025-11-25T12:06:59.278973] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:06:59.279829] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:59.279970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:59.282183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:59.284091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:59.284589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:59.285065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:59.285048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:59.285513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:59.286973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:59.287560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:59.288125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:59.288048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:59.288533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:59.290985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:59.332005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:59.333551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:59.378330] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:59.420110] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 5.45%, Actual: 1.31%
[2025-11-25T12:06:59.487611] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 8.8s | Global ETA: 24m 39s
[2025-11-25T12:06:59.487913] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:06:59.488767] [DEBUG] [FEATURES  ] DataBuilder: Executing 37 feature methods.
[2025-11-25T12:06:59.488919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:59.493731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:59.495541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:59.496117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:59.496634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:59.497137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:06:59.497971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:06:59.498851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:59.501408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:06:59.593170] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.16%, Actual: 1.45%
[2025-11-25T12:06:59.621166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:06:59.623330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:59.627286] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:06:59.665741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:06:59.667065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:06:59.679897] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:06:59.725348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:06:59.726663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:59.728327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:06:59.761495] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 1.73%
[2025-11-25T12:06:59.795830] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:06:59.818846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:06:59.819950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:06:59.821893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:06:59.824736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:06:59.825914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:06:59.828018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:06:59.828876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:06:59.833168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:06:59.834409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:06:59.835828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:06:59.837434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:06:59.840387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:06:59.841155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:06:59.841947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:06:59.844000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:06:59.845171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:06:59.845959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:06:59.846746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:06:59.847545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:06:59.850400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:06:59.852100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:06:59.852799] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:06:59.854624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:59.878026] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.62% | Symbol ETA: 1m 1s | Global ETA: 24m 40s
[2025-11-25T12:06:59.878302] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:06:59.879147] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:06:59.879287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:59.884045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:59.885840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:59.886388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:59.886920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:59.887409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:59.889842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:06:59.923065] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 26.7s | Global ETA: 24m 40s
[2025-11-25T12:06:59.923372] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:06:59.924270] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:06:59.924415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:06:59.929477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:06:59.929752] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -1.78%, Actual: 1.47%
[2025-11-25T12:06:59.931358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:06:59.931950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:06:59.932412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:06:59.932906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:06:59.935421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:06:59.978890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:06:59.980562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:00.098156] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 2.46%
[2025-11-25T12:07:00.201778] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:07:00.232397] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:07:00.291279] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -3.17%, Actual: 1.22%
[2025-11-25T12:07:00.331232] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:07:00.393634] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:00.550962] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:00.559247] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:00.562978] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 7.8s | Global ETA: 24m 40s
[2025-11-25T12:07:00.563143] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:07:00.563969] [DEBUG] [FEATURES  ] DataBuilder: Executing 37 feature methods.
[2025-11-25T12:07:00.564067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:00.575409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:00.577537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:00.581095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:00.581574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:00.582056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:00.582984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:00.586891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:00.589492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:00.623173] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.63% | Symbol ETA: 26.1s | Global ETA: 24m 40s
[2025-11-25T12:07:00.623341] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:07:00.624149] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:00.624227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:00.629126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:00.630953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:00.631460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:00.631939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:00.632362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:00.634778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:00.644533] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.17% | Symbol ETA: 1m 1s | Global ETA: 24m 40s
[2025-11-25T12:07:00.644699] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:07:00.645687] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:00.645791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:00.645904] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 1.94%, Actual: 0.12%
[2025-11-25T12:07:00.650670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:00.652589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:00.653103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:00.653557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:00.653979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:00.656293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:00.679981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:00.681616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:00.849888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:00.855726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:00.912063] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.33%, Actual: 0.79%
[2025-11-25T12:07:00.912476] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 30.7065%
[2025-11-25T12:07:00.912688] [INFO ] [main      ] AIT: DISCARDED add_gap_morning_composite (score: 30.71%)
[2025-11-25T12:07:00.912807] [INFO ] [main      ] AIT: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T12:07:00.912910] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_resolution_state']
[2025-11-25T12:07:00.913022] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:07:00.927318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:00.928586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:00.930979] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:00.931545] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:07:00.932553] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:00.932727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:00.937902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:00.939890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:00.940457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:00.941028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:00.982978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:00.983996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:00.985504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:00.998705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:01.035286] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:07:01.050674] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:07:01.073760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:01.074717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:01.076575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:01.079504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:01.080631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:01.082793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:01.083549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:01.088055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:01.089325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:01.090743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:01.092334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:01.095424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:01.096126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:01.096965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:01.099098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:01.100235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:01.100981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:01.101722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:01.102455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:01.105300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:01.106989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:01.109700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:01.204043] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:01.228300] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:01.284381] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.06% | Symbol ETA: 25.4s | Global ETA: 24m 41s
[2025-11-25T12:07:01.284734] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:07:01.286213] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:01.286355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:01.291428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:01.293619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:01.294222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:01.294779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:01.295258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:01.297785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:01.313457] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 59.9s | Global ETA: 24m 41s
[2025-11-25T12:07:01.339589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:01.340963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:01.459717] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:07:01.488384] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 0.34%, Actual: 0.71%
[2025-11-25T12:07:01.496204] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:07:01.627455] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:01.668544] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 2.00%, Actual: 1.25%
[2025-11-25T12:07:01.679792] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:01.681582] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:07:01.791149] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 41.6s | Global ETA: 24m 41s
[2025-11-25T12:07:01.791302] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:07:01.792102] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:01.792178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:01.795519] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 6.8s | Global ETA: 24m 41s
[2025-11-25T12:07:01.795763] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:07:01.796680] [DEBUG] [FEATURES  ] DataBuilder: Executing 37 feature methods.
[2025-11-25T12:07:01.796850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:01.797060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:01.798896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:01.799372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:01.799834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:01.802563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:01.804597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:01.805253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:01.805826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:01.806328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:01.807227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:01.808202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:01.810922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:01.843275] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: 0.87%, Actual: 0.16%
[2025-11-25T12:07:01.850824] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:01.854778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:01.920055] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.74% | Symbol ETA: 24.8s | Global ETA: 24m 41s
[2025-11-25T12:07:01.939662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:01.941787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:01.987258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:01.988474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:02.018258] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 3.31%
[2025-11-25T12:07:02.044015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:02.045253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:02.046862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:02.087745] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.82%, Actual: 1.73%
[2025-11-25T12:07:02.134173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:02.135232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:02.137390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:02.140495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:02.141724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:02.143868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:02.144725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:02.149382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:02.150815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:02.152318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:02.154018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:02.157156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:02.157965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:02.158801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:02.160977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:02.162186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:02.163020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:02.163896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:02.164742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:02.167949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:02.169866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:02.172456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:02.190474] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:07:02.196785] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.99%, Actual: 1.39%
[2025-11-25T12:07:02.257325] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.71%, Actual: 1.80%
[2025-11-25T12:07:02.362830] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:02.374934] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -2.14%, Actual: 0.16%
[2025-11-25T12:07:02.429249] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.37%, Actual: 0.92%
[2025-11-25T12:07:02.535160] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 2.16% | Symbol ETA: 40.3s | Global ETA: 24m 41s
[2025-11-25T12:07:02.535447] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:07:02.536339] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:02.536473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:02.539439] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:07:02.541363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:02.543271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:02.543851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:02.544367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:02.556165] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 1.20%
[2025-11-25T12:07:02.600040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:02.602674] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.30%, Actual: 0.25%
[2025-11-25T12:07:02.731190] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.62%, Actual: 1.60%
[2025-11-25T12:07:02.736031] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:02.772779] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 0.44%
[2025-11-25T12:07:02.854021] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5.7s | Global ETA: 24m 42s
[2025-11-25T12:07:02.902145] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.17%, Actual: 0.41%
[2025-11-25T12:07:02.938596] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:07:02.944037] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.24%, Actual: 0.42%
[2025-11-25T12:07:03.022476] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:07:03.070262] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 1.40%
[2025-11-25T12:07:03.070620] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 40.3864%
[2025-11-25T12:07:03.070819] [INFO ] [main      ] JBGS: DISCARDED add_day_shape_ratios (score: 40.39%)
[2025-11-25T12:07:03.071125] [INFO ] [main      ] JBGS: Testing feature 8/53: add_directional_consistency
[2025-11-25T12:07:03.071256] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_directional_consistency']
[2025-11-25T12:07:03.071367] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:07:03.084952] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:03.085498] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:07:03.086450] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:03.086594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:03.091962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:03.093890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:03.094397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:03.094958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:03.095451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:03.108408] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:03.114876] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 0.23%
[2025-11-25T12:07:03.204728] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:07:03.226863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:03.258934] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.89% | Symbol ETA: 39.3s | Global ETA: 24m 42s
[2025-11-25T12:07:03.259106] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:07:03.260042] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:03.260177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:03.265197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:03.267126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:03.267711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:03.268230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:03.286418] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.63%, Actual: 0.20%
[2025-11-25T12:07:03.323921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:03.377816] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:07:03.457820] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.06%, Actual: 0.06%
[2025-11-25T12:07:03.545524] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:07:03.568070] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:07:03.627593] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.74%, Actual: 0.38%
[2025-11-25T12:07:03.628046] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 47.5869%
[2025-11-25T12:07:03.628236] [INFO ] [main      ] CMSA: DISCARDED add_intraday_skewness_proxies (score: 47.59%)
[2025-11-25T12:07:03.628355] [INFO ] [main      ] CMSA: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:07:03.628462] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_volatility_percentile']
[2025-11-25T12:07:03.628575] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:07:03.641745] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:03.642481] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:07:03.643417] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:03.643584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:03.648488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:03.650368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:03.650949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:03.651471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:03.651968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:03.654426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:03.672242] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:07:03.697592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:03.722171] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:07:03.739806] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:03.787357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:03.820368] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 1.33% | Symbol ETA: 58.3s | Global ETA: 24m 42s
[2025-11-25T12:07:03.820656] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:07:03.821512] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:03.821679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:03.826685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:03.828533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:03.829126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:03.829685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:03.830172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:03.843449] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:03.896034] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:07:03.959902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:03.996179] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -6.48% | Symbol ETA: 38.4s | Global ETA: 24m 42s
[2025-11-25T12:07:03.996469] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:07:03.997376] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:03.997516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:04.003050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:04.005038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:04.005604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:04.006157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:04.061609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:04.074350] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:07:04.134281] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:07:04.254168] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:07:04.299612] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:07:04.305276] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:04.376080] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.84% | Symbol ETA: 29.1s | Global ETA: 24m 42s
[2025-11-25T12:07:04.376377] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:07:04.377235] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:04.377397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:04.382178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:04.384055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:04.384605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:04.385080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:04.385551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:04.388019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:04.410878] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:07:04.430974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:04.432104] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:07:04.466201] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:04.515140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:04.546444] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 2.60% | Symbol ETA: 57.6s | Global ETA: 24m 43s
[2025-11-25T12:07:04.546611] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:07:04.547963] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:04.548183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:04.553213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:04.555120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:04.555714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:04.556244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:04.556744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:04.590510] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:04.609144] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:07:04.609523] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:07:04.609726] [INFO ] [main      ] CMU: KEPT add_range_overlap_v_prior_day (score: 13.53%)
[2025-11-25T12:07:04.609857] [INFO ] [main      ] CMU: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:07:04.609974] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency']
[2025-11-25T12:07:04.610102] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:07:04.627948] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:04.628552] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:07:04.629526] [DEBUG] [FEATURES  ] DataBuilder: Executing 38 feature methods.
[2025-11-25T12:07:04.629709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:04.634963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:04.637051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:04.637710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:04.638276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:04.638815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:04.639694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:04.640671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:04.643384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:04.686035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:04.749267] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.55% | Symbol ETA: 37.7s | Global ETA: 24m 43s
[2025-11-25T12:07:04.749565] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:07:04.750428] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:04.750563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:04.755494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:04.757398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:04.757978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:04.758501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:04.776389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:04.778725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:04.814425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:04.825883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:04.827233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:04.859720] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:07:04.882921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:04.884007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:04.885508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:04.971947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:04.972971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:04.974886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:04.977705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:04.978888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:04.980948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:04.981777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:04.986073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:04.987387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:04.988829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:04.990442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:04.993397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:04.994158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:04.994964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:04.997062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:04.998287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:04.999086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:04.999883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:05.000669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:05.003450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:05.005138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:05.007635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:05.009981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:05.026935] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:07:05.030333] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:05.101068] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 28.3s | Global ETA: 24m 43s
[2025-11-25T12:07:05.101376] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:07:05.102266] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:05.102409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:05.107295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:05.109157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:05.109731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:05.110248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:05.110764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:05.113248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:05.156341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:05.165198] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:07:05.197925] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:05.241004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:05.278083] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 56.8s | Global ETA: 24m 43s
[2025-11-25T12:07:05.278387] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:07:05.279263] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:05.279407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:05.284547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:05.286454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:05.287159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:05.287728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:05.288243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:05.346259] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:07:05.402396] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:05.418294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:05.519769] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:05.567603] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.57% | Symbol ETA: 36.9s | Global ETA: 24m 43s
[2025-11-25T12:07:05.567918] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:07:05.568793] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:05.568937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:05.574053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:05.576042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:05.576691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:05.577302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:05.598917] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:07:05.631014] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 14.4s | Global ETA: 24m 43s
[2025-11-25T12:07:05.631315] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:07:05.634010] [DEBUG] [FEATURES  ] DataBuilder: Executing 38 feature methods.
[2025-11-25T12:07:05.634171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:05.634918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:05.639101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:05.641007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:05.641577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:05.642138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:05.642622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:05.643490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:05.644380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:05.647026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:05.766166] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:07:05.770607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:05.772730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:05.772746] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:05.815908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:05.817030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:05.842696] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.20% | Symbol ETA: 27.6s | Global ETA: 24m 43s
[2025-11-25T12:07:05.842857] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:07:05.843600] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:05.843688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:05.848477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:05.850241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:05.850902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:05.851420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:05.851918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:05.854369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:05.871013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:05.871989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:05.873342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:05.897111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:05.934195] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:05.957855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:05.958931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:05.960856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:05.963708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:05.964928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:05.967033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:05.967862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:05.972174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:05.973416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:05.974849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:05.976444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:05.979439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:05.980203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:05.981012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:05.981370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:05.983065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:05.984241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:05.985031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:05.985829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:05.986600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:05.989491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:05.991177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:05.993664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:05.995917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:05.997413] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:07:06.012833] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.03% | Symbol ETA: 56.1s | Global ETA: 24m 44s
[2025-11-25T12:07:06.013143] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:07:06.013988] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:06.014128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:06.019203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:06.021153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:06.021743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:06.022223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:06.022726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:06.150305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:06.176808] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:06.320395] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:07:06.338903] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.47% | Symbol ETA: 36.2s | Global ETA: 24m 44s
[2025-11-25T12:07:06.339200] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:07:06.340062] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:06.340200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:06.345446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:06.347456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:06.347782] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:07:06.348059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:06.348680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:06.406091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:06.489333] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:06.498408] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:07:06.524423] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:06.558674] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.22% | Symbol ETA: 26.9s | Global ETA: 24m 44s
[2025-11-25T12:07:06.558840] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:07:06.559755] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:06.559894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:06.564672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:06.566464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:06.567049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:06.567570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:06.568058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:06.570465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:06.612404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:06.642005] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 13.5s | Global ETA: 24m 44s
[2025-11-25T12:07:06.642348] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:07:06.643372] [DEBUG] [FEATURES  ] DataBuilder: Executing 38 feature methods.
[2025-11-25T12:07:06.643542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:06.648847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:06.650837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:06.651445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:06.652028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:06.652455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:06.653317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:06.654241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:06.656803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:06.665788] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:06.693833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:06.744003] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.17% | Symbol ETA: 55.4s | Global ETA: 24m 44s
[2025-11-25T12:07:06.744308] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:07:06.745094] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:06.745232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:06.750037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:06.751837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:06.752391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:06.752931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:06.753397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:06.760212] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:07:06.788978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:06.791506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:06.839191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:06.840626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:06.876392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:06.899429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:06.900797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:06.902108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:06.934490] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:06.990570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:06.991691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:06.993708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:06.996765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:06.998113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:07.000330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:07.001217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:07.005919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:07.007426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:07.009034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:07.010761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:07.014018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:07.014865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:07.015783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:07.018191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:07.019429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:07.020301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:07.021191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:07.022074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:07.025241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:07.027204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:07.029882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:07.032410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:07.032808] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:07:07.101098] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -2.09% | Symbol ETA: 35.4s | Global ETA: 24m 44s
[2025-11-25T12:07:07.101382] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:07:07.102241] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:07.102377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:07.107450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:07.109420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:07.110004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:07.110529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:07.164575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:07.201776] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:07.211743] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:07:07.270900] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 26.1s | Global ETA: 24m 44s
[2025-11-25T12:07:07.271196] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:07:07.272045] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:07.272186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:07.277038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:07.278799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:07.279362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:07.279900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:07.280366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:07.282809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:07.326757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:07.380622] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:07.390012] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:07:07.408471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:07.461018] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.00% | Symbol ETA: 54.6s | Global ETA: 24m 44s
[2025-11-25T12:07:07.461159] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:07:07.461924] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:07.461999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:07.466679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:07.468447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:07.468952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:07.469491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:07.469960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:07.512457] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:07:07.571443] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:07.592161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:07.685799] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 12.6s | Global ETA: 24m 45s
[2025-11-25T12:07:07.686097] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:07:07.688619] [DEBUG] [FEATURES  ] DataBuilder: Executing 38 feature methods.
[2025-11-25T12:07:07.688838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:07.690368] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:07.693707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:07.695501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:07.696054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:07.696550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:07.697043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:07.697861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:07.698722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:07.701170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:07.748796] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:07:07.824584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:07.826802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:07.849843] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -0.78% | Symbol ETA: 34.6s | Global ETA: 24m 45s
[2025-11-25T12:07:07.850134] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:07:07.851010] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:07.851157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:07.856243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:07.858183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:07.858772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:07.859361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:07.869907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:07.871240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:07.914955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:07.918205] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:07.924492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:07.925504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:07.926779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:07.936760] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:07:07.986567] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 25.4s | Global ETA: 24m 45s
[2025-11-25T12:07:07.986875] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:07:07.987779] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:07.987950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:07.992792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:07.994594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:07.995159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:07.995699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:07.996205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:07.998741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:08.010331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:08.011376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:08.013332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:08.016174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:08.017383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:08.019500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:08.020329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:08.024610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:08.025897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:08.027311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:08.028984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:08.032173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:08.032943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:08.033665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:08.035739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:08.036923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:08.037753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:08.038570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:08.039377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:08.041396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:08.042521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:08.044326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:08.046949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:08.049414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:08.108345] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:08.124004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:08.188035] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.53% | Symbol ETA: 53.9s | Global ETA: 24m 45s
[2025-11-25T12:07:08.188209] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:07:08.189157] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:08.189298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:08.194148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:08.195982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:08.196531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:08.197085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:08.197559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:08.260396] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:07:08.327012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:08.404890] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:07:08.440322] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:08.464894] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:07:08.582785] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:08.592734] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -1.78% | Symbol ETA: 33.8s | Global ETA: 24m 45s
[2025-11-25T12:07:08.634242] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:08.666896] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:07:08.694619] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 11.5s | Global ETA: 24m 45s
[2025-11-25T12:07:08.694818] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:07:08.695786] [DEBUG] [FEATURES  ] DataBuilder: Executing 38 feature methods.
[2025-11-25T12:07:08.695955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:08.700891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:08.702542] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 24.7s | Global ETA: 24m 45s
[2025-11-25T12:07:08.702858] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:07:08.702750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:08.703384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:08.703608] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:08.703705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:08.704015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:08.704491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:08.705254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:08.706077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:08.708522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:08.708877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:08.710608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:08.711196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:08.711638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:08.712088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:08.715043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:08.757663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:08.769581] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.21%, Actual: 1.44%
[2025-11-25T12:07:08.837159] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:08.838022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:08.840374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:08.841229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:08.886449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:08.887857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:08.914247] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.60% | Symbol ETA: 53.2s | Global ETA: 24m 45s
[2025-11-25T12:07:08.914560] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:07:08.915424] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:08.915569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:08.920593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:08.922469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:08.923060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:08.923597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:08.924104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:08.940459] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 2.16%, Actual: 0.62%
[2025-11-25T12:07:08.944124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:08.945259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:08.946749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:09.036498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:09.037583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:09.039694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:09.042662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:09.043885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:09.046085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:09.046978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:09.051315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:09.051728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:09.053163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:09.054743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:09.056416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:09.059708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:09.060485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:09.061297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:09.063503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:09.064845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:09.065686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:09.066544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:09.067625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:09.070933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:09.072770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:09.075704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:09.078149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:09.114159] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.89%, Actual: 1.31%
[2025-11-25T12:07:09.182659] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:07:09.292340] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -6.48%, Actual: 1.45%
[2025-11-25T12:07:09.354657] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:09.394897] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:07:09.424791] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.41% | Symbol ETA: 23.9s | Global ETA: 24m 46s
[2025-11-25T12:07:09.425049] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:07:09.425890] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:09.426033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:09.430895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:09.432736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:09.433300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:09.433879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:09.434353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:09.436853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:09.438818] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:07:09.471719] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.55%, Actual: 1.73%
[2025-11-25T12:07:09.479036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:09.561886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:09.570403] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:09.614736] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:09.647164] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 1.98% | Symbol ETA: 52.4s | Global ETA: 24m 46s
[2025-11-25T12:07:09.647324] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:07:09.648091] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:09.647865] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.57%, Actual: 1.47%
[2025-11-25T12:07:09.648254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:09.653074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:09.654941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:09.655511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:09.656075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:09.656541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:09.726027] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 10.5s | Global ETA: 24m 46s
[2025-11-25T12:07:09.726321] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:07:09.727210] [DEBUG] [FEATURES  ] DataBuilder: Executing 38 feature methods.
[2025-11-25T12:07:09.727373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:09.732204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:09.734041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:09.734607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:09.735200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:09.735702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:09.736548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:09.737459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:09.740015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:09.777576] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:09.831171] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 2.46%
[2025-11-25T12:07:09.869880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:09.872260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:09.904304] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:07:09.917545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:09.918852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:09.976762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:09.978066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:09.979507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:10.014154] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -2.09%, Actual: 1.22%
[2025-11-25T12:07:10.069609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:10.070877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:10.072862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:10.075893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:10.077208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:10.079385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:10.080255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:10.083728] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:10.084941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:10.086299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:10.087886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:10.089578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:10.092901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:10.093789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:10.094635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:10.096830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:10.098114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:10.098988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:10.099804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:10.100589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:10.103580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:10.105456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:10.108206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:10.110608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:10.117539] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:07:10.153985] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.06% | Symbol ETA: 23.2s | Global ETA: 24m 46s
[2025-11-25T12:07:10.154288] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:07:10.155124] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:10.155266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:10.160231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:10.162082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:10.162661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:10.163188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:10.163682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:10.166115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:10.199342] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -0.78%, Actual: 0.12%
[2025-11-25T12:07:10.208753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:10.287030] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:10.293341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:10.362623] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 51.7s | Global ETA: 24m 46s
[2025-11-25T12:07:10.370660] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -1.78%, Actual: 0.79%
[2025-11-25T12:07:10.371014] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 35.8611%
[2025-11-25T12:07:10.371167] [INFO ] [main      ] AIT: DISCARDED add_gap_resolution_state (score: 35.86%)
[2025-11-25T12:07:10.371274] [INFO ] [main      ] AIT: Testing feature 13/53: add_gaps
[2025-11-25T12:07:10.371368] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_gaps']
[2025-11-25T12:07:10.371463] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:07:10.451830] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:10.452618] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:07:10.453620] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:10.453777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:10.458660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:10.460508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:10.461073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:10.461586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:10.462538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:10.467020] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:07:10.540322] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.33%, Actual: 0.71%
[2025-11-25T12:07:10.634514] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:07:10.647768] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:10.720145] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 2.60%, Actual: 1.25%
[2025-11-25T12:07:10.762702] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 9.5s | Global ETA: 24m 47s
[2025-11-25T12:07:10.762866] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:07:10.765431] [DEBUG] [FEATURES  ] DataBuilder: Executing 38 feature methods.
[2025-11-25T12:07:10.765700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:10.771612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:10.773860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:10.774475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:10.775047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:10.775539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:10.776391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:10.777399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:10.780092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:10.806119] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:10.809808] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:07:10.875821] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 22.5s | Global ETA: 24m 47s
[2025-11-25T12:07:10.898080] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 0.16%
[2025-11-25T12:07:10.911773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:10.914135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:10.960141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:10.961350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:10.979868] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:11.018189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:11.019271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:11.020766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:11.048727] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.84%, Actual: 1.73%
[2025-11-25T12:07:11.085625] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.03%, Actual: 3.31%
[2025-11-25T12:07:11.110446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:11.111591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:11.113539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:11.116665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:11.117907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:11.120044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:11.120903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:11.125400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:11.126778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:11.128291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:11.130044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:11.132799] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 37.6s | Global ETA: 24m 47s
[2025-11-25T12:07:11.133077] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:07:11.133601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:11.133901] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:11.133993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:11.134447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:11.135230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:11.137480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:11.138831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:11.138993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:11.139734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:11.140563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:11.140749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:11.141375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:11.141305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:11.141902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:11.142758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:11.144337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:11.146134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:11.148848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:11.151239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:11.219154] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.42%, Actual: 1.80%
[2025-11-25T12:07:11.266716] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.17%, Actual: 1.39%
[2025-11-25T12:07:11.396615] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.20%, Actual: 0.92%
[2025-11-25T12:07:11.436063] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.00%, Actual: 0.16%
[2025-11-25T12:07:11.480576] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:07:11.508909] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:07:11.567611] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.22%, Actual: 0.25%
[2025-11-25T12:07:11.607625] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 1.20%
[2025-11-25T12:07:11.650613] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:11.688539] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:11.738195] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 0.44%
[2025-11-25T12:07:11.777889] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.60%, Actual: 1.60%
[2025-11-25T12:07:11.803777] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 8.5s | Global ETA: 24m 47s
[2025-11-25T12:07:11.804273] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:07:11.805193] [DEBUG] [FEATURES  ] DataBuilder: Executing 38 feature methods.
[2025-11-25T12:07:11.805364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:11.810955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:11.813111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:11.813712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:11.814450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:11.814982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:11.816036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:11.816953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:11.819819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:11.820807] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 37.0s | Global ETA: 24m 47s
[2025-11-25T12:07:11.821091] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:07:11.821926] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:11.822057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:11.827221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:11.829070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:11.829613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:11.830143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:11.830994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:11.908546] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.12%, Actual: 0.42%
[2025-11-25T12:07:11.947897] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 1.98%, Actual: 0.41%
[2025-11-25T12:07:11.948300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:11.950609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:11.995529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:11.996828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:12.050799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:12.051901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:12.053258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:12.077787] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 0.23%
[2025-11-25T12:07:12.117225] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 0.66%, Actual: 1.40%
[2025-11-25T12:07:12.117407] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 45.5829%
[2025-11-25T12:07:12.117496] [INFO ] [main      ] JBGS: DISCARDED add_directional_consistency (score: 45.58%)
[2025-11-25T12:07:12.117540] [INFO ] [main      ] JBGS: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T12:07:12.117576] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_fullday_parkinson_range']
[2025-11-25T12:07:12.117615] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:07:12.130865] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:12.131466] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:07:12.132311] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:12.132385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:12.137162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:12.138941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:12.139425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:12.139887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:12.140282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:12.141903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:12.145778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:12.146783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:12.148876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:12.151999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:12.153200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:12.155282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:12.156105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:12.160741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:12.161960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:12.163587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:12.165185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:12.168364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:12.169091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:12.169851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:12.171967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:12.173143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:12.173901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:12.174328] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:07:12.174728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:12.175504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:12.178442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:12.180159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:12.182737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:12.185082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:12.250293] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.20%
[2025-11-25T12:07:12.345181] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:12.421472] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.06%, Actual: 0.06%
[2025-11-25T12:07:12.480832] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:07:12.498290] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.27% | Symbol ETA: 36.3s | Global ETA: 24m 48s
[2025-11-25T12:07:12.498454] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:07:12.499267] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:12.499342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:12.504322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:12.506140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:12.506622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:12.507121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:12.507928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:12.541279] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:07:12.598699] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.76%, Actual: 0.38%
[2025-11-25T12:07:12.599091] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 43.1257%
[2025-11-25T12:07:12.599268] [INFO ] [main      ] CMSA: DISCARDED add_intraday_volatility_percentile (score: 43.13%)
[2025-11-25T12:07:12.599387] [INFO ] [main      ] CMSA: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:07:12.599513] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_last_hour_momentum_mag']
[2025-11-25T12:07:12.599628] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:07:12.612830] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:12.613573] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:07:12.614511] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:12.614677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:12.619582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:12.621525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:12.622117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:12.622662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:12.623153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:12.625628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:12.653080] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:12.670019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:12.671106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:12.724542] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:12.733934] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.20% | Symbol ETA: 55.2s | Global ETA: 24m 48s
[2025-11-25T12:07:12.734079] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:07:12.734844] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:12.734923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:12.739692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:12.741406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:12.741906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:12.742348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:12.742764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:12.744338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:12.842159] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 7.5s | Global ETA: 24m 48s
[2025-11-25T12:07:12.842445] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:07:12.843375] [DEBUG] [FEATURES  ] DataBuilder: Executing 38 feature methods.
[2025-11-25T12:07:12.843544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:12.848594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:12.849287] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:07:12.850592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:12.851205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:12.851833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:12.852359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:12.853219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:12.854138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:12.856782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:12.983182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:12.985197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:13.012970] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:07:13.017514] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:13.029746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:13.030948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:13.085900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:13.087024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:13.086847] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:07:13.088302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:13.164862] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -6.76% | Symbol ETA: 35.6s | Global ETA: 24m 48s
[2025-11-25T12:07:13.165143] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:07:13.165968] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:13.166099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:13.170903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:13.172736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:13.173274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:13.173800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:13.173778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:13.174539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:13.174769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:13.176919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:13.179825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:13.181122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:13.182262] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:13.183333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:13.184212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:13.188859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:13.190172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:13.191739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:13.193545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:13.196666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:13.197484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:13.198312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:13.200423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:13.201621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:13.202491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:13.203311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:13.204123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:13.207018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:13.208799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:13.211358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:13.213671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:13.251968] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.49% | Symbol ETA: 27.9s | Global ETA: 24m 48s
[2025-11-25T12:07:13.252317] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:07:13.253149] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:13.253297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:13.253934] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:13.258194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:13.260080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:13.260637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:13.261183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:13.261677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:13.264147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:13.307559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:13.308674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:13.333838] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 2.63% | Symbol ETA: 54.6s | Global ETA: 24m 48s
[2025-11-25T12:07:13.334133] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:07:13.334988] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:13.335139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:13.339997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:13.341795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:13.342350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:13.342888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:13.343361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:13.345031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:13.519732] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:07:13.559077] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:07:13.650449] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:07:13.684309] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:07:13.694915] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:13.731221] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:13.840756] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 6.4s | Global ETA: 24m 48s
[2025-11-25T12:07:13.841048] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:07:13.841911] [DEBUG] [FEATURES  ] DataBuilder: Executing 38 feature methods.
[2025-11-25T12:07:13.842099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:13.846986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:13.848894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:13.849480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:13.850052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:13.850528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:13.851355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:13.852247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:13.852433] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:13.854841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:13.859098] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:13.864231] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.21% | Symbol ETA: 34.9s | Global ETA: 24m 48s
[2025-11-25T12:07:13.864523] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:07:13.865373] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:13.865532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:13.870694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:13.872620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:13.873233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:13.873783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:13.874633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:13.932005] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 27.4s | Global ETA: 24m 49s
[2025-11-25T12:07:13.932313] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:07:13.933185] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -2.65% | Symbol ETA: 54.0s | Global ETA: 24m 49s
[2025-11-25T12:07:13.933171] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:13.933346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:13.933343] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:07:13.934257] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:13.934397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:13.938275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:13.939277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:13.940286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:13.940933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:13.941155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:13.941445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:13.941668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:13.941893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:13.942151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:13.942548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:13.944230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:13.944555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:13.974043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:13.975862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:13.989501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:13.990615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:14.018287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:14.019424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:14.071065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:14.072068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:14.073382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:14.156318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:14.157238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:14.159113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:14.161867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:14.163092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:14.165193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:14.166024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:14.170361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:14.171600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:14.173019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:14.174628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:14.177659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:14.178436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:14.179228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:14.181281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:14.182452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:14.183286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:14.184083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:14.184868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:14.187700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:14.189395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:14.191888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:14.194153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:14.217877] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:07:14.281808] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:07:14.337067] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:07:14.391901] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:14.448986] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:14.507330] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:14.527327] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.07% | Symbol ETA: 53.3s | Global ETA: 24m 49s
[2025-11-25T12:07:14.527618] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:07:14.528478] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:14.528618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:14.531987] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:07:14.533426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:14.535234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:14.535800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:14.536314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:14.536802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:14.538458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:14.556592] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 34.3s | Global ETA: 24m 49s
[2025-11-25T12:07:14.556905] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:07:14.557823] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:14.557975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:14.562911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:14.564790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:14.565340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:14.565882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:14.566728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:14.577622] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.40% | Symbol ETA: 26.7s | Global ETA: 24m 49s
[2025-11-25T12:07:14.577913] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:07:14.578757] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:14.578886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:14.583691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:14.585486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:14.586063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:14.586599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:14.587116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:14.589582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:14.633068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:14.633923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:14.699507] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:14.808362] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5.4s | Global ETA: 24m 49s
[2025-11-25T12:07:14.876139] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:07:14.935810] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:07:14.977249] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:07:14.977333] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:07:15.044197] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:15.110694] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:15.123655] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 3.75% | Symbol ETA: 52.7s | Global ETA: 24m 49s
[2025-11-25T12:07:15.123821] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:07:15.124729] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:15.124873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:15.130017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:15.131907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:15.132477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:15.133058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:15.133559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:15.135293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:15.148054] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:07:15.151365] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:15.226473] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.00% | Symbol ETA: 26.0s | Global ETA: 24m 49s
[2025-11-25T12:07:15.226837] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:07:15.228121] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:15.228295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:15.235058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:15.237785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:15.238570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:15.239231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:15.239862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:15.242899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:15.263310] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.92% | Symbol ETA: 33.6s | Global ETA: 24m 49s
[2025-11-25T12:07:15.263609] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:07:15.264443] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:15.264575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:15.269466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:15.271306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:15.271868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:15.272411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:15.273248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:15.287941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:15.288877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:15.323707] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:07:15.477802] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:07:15.497687] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:07:15.615456] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:07:15.639536] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:07:15.646333] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:15.671358] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:07:15.728078] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -1.14% | Symbol ETA: 52.2s | Global ETA: 24m 50s
[2025-11-25T12:07:15.728381] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:07:15.729607] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:15.729774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:15.734546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:15.736340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:15.736909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:15.737387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:15.737793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:15.739422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:15.787434] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:15.810250] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:15.847124] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:07:15.880922] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 25.4s | Global ETA: 24m 50s
[2025-11-25T12:07:15.881224] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:07:15.882079] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:15.882227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:15.887176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:15.889161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:15.889769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:15.890300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:15.890808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:15.893241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:15.936257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:15.937094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:15.953248] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.28% | Symbol ETA: 32.9s | Global ETA: 24m 50s
[2025-11-25T12:07:15.953415] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:07:15.954315] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:15.954450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:15.959259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:15.961097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:15.961638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:15.962166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:15.963012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:16.018774] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:07:16.077514] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:07:16.193692] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:07:16.245532] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:16.286275] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:07:16.313247] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:07:16.325627] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 51.6s | Global ETA: 24m 50s
[2025-11-25T12:07:16.325948] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:07:16.326790] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:16.326932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:16.331744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:16.333563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:16.334136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:16.334671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:16.335188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:16.336864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:16.373001] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:07:16.454936] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:16.489943] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:16.524826] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.13% | Symbol ETA: 24.7s | Global ETA: 24m 50s
[2025-11-25T12:07:16.525103] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:07:16.525943] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:16.526091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:16.530875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:16.532700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:16.533259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:16.533808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:16.534334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:16.536788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:16.558217] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:07:16.558609] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:07:16.558803] [INFO ] [main      ] CMU: KEPT add_range_volume_efficiency (score: 13.53%)
[2025-11-25T12:07:16.558919] [INFO ] [main      ] CMU: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:07:16.559030] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:07:16.559152] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:07:16.576468] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:16.577266] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:07:16.578225] [DEBUG] [FEATURES  ] DataBuilder: Executing 39 feature methods.
[2025-11-25T12:07:16.578385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:16.581229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:16.582117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:16.583335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:16.585263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:16.585791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:16.586318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:16.586817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:16.587685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:16.588559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:16.591062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:16.643604] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 32.2s | Global ETA: 24m 50s
[2025-11-25T12:07:16.643965] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:07:16.644857] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:16.644994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:16.650030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:16.651916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:16.652423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:16.652971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:16.653886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:16.681331] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:07:16.719098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:16.721344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:16.767298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:16.768623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:16.824243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:16.825477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:16.826900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:16.848589] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:16.916937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:16.918050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:16.919980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:16.922745] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:07:16.922845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:16.924124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:16.926184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:16.927043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:16.929230] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -2.94% | Symbol ETA: 51.0s | Global ETA: 24m 50s
[2025-11-25T12:07:16.929535] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:07:16.930878] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:16.931016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:16.931383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:16.932691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:16.934099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:16.935738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:16.935870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:16.937767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:16.938327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:16.938748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:16.938869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:16.939270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:16.939561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:16.940368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:16.940874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:16.942545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:16.943723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:16.944506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:16.945303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:16.946146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:16.949170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:16.951021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:16.953787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:16.956617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:16.960916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:17.003851] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:07:17.097104] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:17.168613] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 24.1s | Global ETA: 24m 51s
[2025-11-25T12:07:17.168922] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:07:17.169783] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:17.169926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:17.174982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:17.176978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:17.177597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:17.178194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:17.178707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:17.179807] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:17.181273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:17.226396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:17.227597] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:17.281446] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:07:17.314636] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:07:17.345225] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 2.60% | Symbol ETA: 31.5s | Global ETA: 24m 51s
[2025-11-25T12:07:17.451923] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:17.507129] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:17.527807] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.29%, Actual: 1.44%
[2025-11-25T12:07:17.532674] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 3.16% | Symbol ETA: 50.4s | Global ETA: 24m 51s
[2025-11-25T12:07:17.532830] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:07:17.533610] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:17.533703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:17.538385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:17.540172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:17.540661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:17.541120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:17.541524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:17.543115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:17.586827] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:07:17.624354] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 14.3s | Global ETA: 24m 51s
[2025-11-25T12:07:17.624633] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:07:17.627541] [DEBUG] [FEATURES  ] DataBuilder: Executing 39 feature methods.
[2025-11-25T12:07:17.627724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:17.632846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:17.634757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:17.635416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:17.635998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:17.636493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:17.637401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:17.638331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:17.641008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:17.708703] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 0.62%
[2025-11-25T12:07:17.760539] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:17.772749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:17.775052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:17.823792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:17.825354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:17.836961] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 1.22% | Symbol ETA: 23.4s | Global ETA: 24m 51s
[2025-11-25T12:07:17.837424] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:07:17.838389] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:17.838534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:17.843616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:17.845664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:17.846273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:17.846824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:17.847348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:17.849900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:17.880454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:17.881534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:17.881894] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:07:17.882556] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.27%, Actual: 1.31%
[2025-11-25T12:07:17.882903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:17.904076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:17.905588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:17.987542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:17.988842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:17.990879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:17.994034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:17.995298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:17.997475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:17.998371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:18.002941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:18.004326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:18.005933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:18.007727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:18.011017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:18.011842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:18.012666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:18.014901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:18.016086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:18.016950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:18.017845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:18.018629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:18.021787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:18.023565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:18.026412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:18.029077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:18.033330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:18.047971] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:18.078159] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -6.76%, Actual: 1.45%
[2025-11-25T12:07:18.127444] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -3.69% | Symbol ETA: 49.8s | Global ETA: 24m 51s
[2025-11-25T12:07:18.256499] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.21%, Actual: 1.73%
[2025-11-25T12:07:18.275101] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:07:18.296258] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.20%, Actual: 0.71%
[2025-11-25T12:07:18.391921] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:07:18.435364] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.47%
[2025-11-25T12:07:18.460989] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:18.462465] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 2.63%, Actual: 1.25%
[2025-11-25T12:07:18.533600] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 22.8s | Global ETA: 24m 51s
[2025-11-25T12:07:18.534036] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:07:18.534907] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:18.535053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:18.540096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:18.541974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:18.542565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:18.543152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:18.543718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:18.546253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:18.570737] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:18.589961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:18.591300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:18.615405] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.92%, Actual: 2.46%
[2025-11-25T12:07:18.629806] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -2.65%, Actual: 0.16%
[2025-11-25T12:07:18.697190] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 13.3s | Global ETA: 24m 52s
[2025-11-25T12:07:18.697522] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:07:18.698449] [DEBUG] [FEATURES  ] DataBuilder: Executing 39 feature methods.
[2025-11-25T12:07:18.698617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:18.703703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:18.705703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:18.706294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:18.706863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:18.707395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:18.708302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:18.709236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:18.711864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:18.798328] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.07%, Actual: 3.31%
[2025-11-25T12:07:18.802968] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.28%, Actual: 1.22%
[2025-11-25T12:07:18.845047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:18.847511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:18.893751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:18.895195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:18.948838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:18.949911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:18.951229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:18.952550] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:07:18.964256] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 3.75%, Actual: 1.39%
[2025-11-25T12:07:18.977798] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.72%, Actual: 0.12%
[2025-11-25T12:07:19.038584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:19.039785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:19.041686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:19.044597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:19.045836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:19.048016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:19.048871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:19.053329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:19.054621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:19.056159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:19.057876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:19.060952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:19.061737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:19.062597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:19.064899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:19.066198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:19.067045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:19.067882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:19.068706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:19.071683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:19.073444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:19.076049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:19.078486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:19.082551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:19.128201] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:19.130744] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -1.14%, Actual: 0.16%
[2025-11-25T12:07:19.153762] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 2.60%, Actual: 0.79%
[2025-11-25T12:07:19.154177] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 36.0136%
[2025-11-25T12:07:19.154348] [INFO ] [main      ] AIT: DISCARDED add_gaps (score: 36.01%)
[2025-11-25T12:07:19.154459] [INFO ] [main      ] AIT: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:07:19.154563] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies']
[2025-11-25T12:07:19.154697] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:07:19.171101] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:19.171603] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:07:19.172486] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:19.172563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:19.177561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:19.179521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:19.180058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:19.180513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:19.181898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:19.201782] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 22.1s | Global ETA: 24m 52s
[2025-11-25T12:07:19.297085] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 1.07%, Actual: 1.20%
[2025-11-25T12:07:19.380159] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.49%, Actual: 1.73%
[2025-11-25T12:07:19.426171] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:07:19.462126] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -2.94%, Actual: 1.60%
[2025-11-25T12:07:19.536422] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:07:19.556107] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 1.80%
[2025-11-25T12:07:19.595750] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:19.628061] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 3.16%, Actual: 0.41%
[2025-11-25T12:07:19.709205] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 12.2s | Global ETA: 24m 52s
[2025-11-25T12:07:19.709550] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:07:19.710476] [DEBUG] [FEATURES  ] DataBuilder: Executing 39 feature methods.
[2025-11-25T12:07:19.710662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:19.713416] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:19.715630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:19.717766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:19.718410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:19.718968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:19.719447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:19.720328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:19.721231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:19.723808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:19.731254] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.40%, Actual: 0.92%
[2025-11-25T12:07:19.794733] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -3.69%, Actual: 1.40%
[2025-11-25T12:07:19.795177] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 40.5286%
[2025-11-25T12:07:19.795346] [INFO ] [main      ] JBGS: DISCARDED add_fullday_parkinson_range (score: 40.53%)
[2025-11-25T12:07:19.795462] [INFO ] [main      ] JBGS: Testing feature 10/53: add_gap_fill_state
[2025-11-25T12:07:19.795567] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state']
[2025-11-25T12:07:19.795689] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:07:19.809017] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:19.809557] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:07:19.810480] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:19.810620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:19.815471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:19.817353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:19.817921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:19.818434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:19.818918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:19.850734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:19.853102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:19.862943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:19.875031] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -1.86% | Symbol ETA: 32.7s | Global ETA: 24m 52s
[2025-11-25T12:07:19.875315] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:07:19.876199] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:19.876350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:19.881208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:19.883081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:19.883671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:19.884182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:19.885461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:19.899193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:19.900670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:19.907041] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.00%, Actual: 0.25%
[2025-11-25T12:07:19.955668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:19.957261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:19.959574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:20.052215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:20.053456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:20.055463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:20.058554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:20.059900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:20.062265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:20.063156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:20.067949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:20.069550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:20.071313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:20.073245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:20.076751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:20.077787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:20.078600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:20.080751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:20.081971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:20.082796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:20.083597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:20.084479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:20.087200] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.29%, Actual: 0.44%
[2025-11-25T12:07:20.087836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:20.089609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:20.092383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:20.094958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:20.099077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:20.203614] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:07:20.222770] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:07:20.261749] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 0.42%
[2025-11-25T12:07:20.373088] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:20.399453] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:20.437630] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.49%, Actual: 0.23%
[2025-11-25T12:07:20.458676] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 42.5s | Global ETA: 24m 53s
[2025-11-25T12:07:20.458863] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:07:20.459701] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:20.459800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:20.464549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:20.466395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:20.466928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:20.467423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:20.467873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:20.491841] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:07:20.510624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:20.572443] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.12% | Symbol ETA: 32.0s | Global ETA: 24m 53s
[2025-11-25T12:07:20.572750] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:07:20.573627] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:20.573785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:20.578831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:20.580937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:20.581516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:20.582075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:20.583455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:20.622057] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 1.22%, Actual: 0.20%
[2025-11-25T12:07:20.734007] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:20.804578] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.06%
[2025-11-25T12:07:20.844531] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 11.2s | Global ETA: 24m 53s
[2025-11-25T12:07:20.844860] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:07:20.847452] [DEBUG] [FEATURES  ] DataBuilder: Executing 39 feature methods.
[2025-11-25T12:07:20.847620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:20.847573] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:07:20.852543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:20.854435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:20.855022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:20.855575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:20.856062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:20.856901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:20.857837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:20.860333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:20.927437] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:07:20.982526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:20.984536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:20.988338] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.21%, Actual: 0.38%
[2025-11-25T12:07:20.988939] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 45.5732%
[2025-11-25T12:07:20.989141] [INFO ] [main      ] CMSA: DISCARDED add_last_hour_momentum_mag (score: 45.57%)
[2025-11-25T12:07:20.989267] [INFO ] [main      ] CMSA: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:07:20.989375] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_late_day_volatility']
[2025-11-25T12:07:20.989491] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:07:21.004757] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:21.005597] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:07:21.006734] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:21.006887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:21.012134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:21.013193] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:21.014800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:21.015712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:21.016307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:21.016847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:21.019700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:21.028812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:21.030404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:21.065375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:21.067766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:21.084917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:21.086090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:21.087495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:21.095796] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 3.74% | Symbol ETA: 41.8s | Global ETA: 24m 53s
[2025-11-25T12:07:21.095945] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:07:21.096290] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:21.096715] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:21.096791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:21.101495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:21.103222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:21.103720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:21.104163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:21.104550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:21.147242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:21.172012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:21.172928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:21.174852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:21.177763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:21.178983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:21.181069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:21.181912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:21.186290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:21.187576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:21.189084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:21.190708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:21.193692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:21.194420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:21.195216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:21.197324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:21.198515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:21.199303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:21.200092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:21.200888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:21.203749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:21.205400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:21.207955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:21.210197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:21.214280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:21.245207] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 2.31% | Symbol ETA: 31.2s | Global ETA: 24m 53s
[2025-11-25T12:07:21.245357] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:07:21.246769] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:21.246845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:21.251594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:21.253431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:21.253935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:21.254380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:21.255566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:21.426356] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:07:21.480922] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:07:21.574212] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:07:21.592347] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:07:21.601339] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:21.649414] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:21.683990] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.79% | Symbol ETA: 25.0s | Global ETA: 24m 53s
[2025-11-25T12:07:21.684359] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:07:21.685594] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:21.685799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:21.693043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:21.695254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:21.696011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:21.696700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:21.697279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:21.700070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:21.732279] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 41.2s | Global ETA: 24m 53s
[2025-11-25T12:07:21.732426] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:07:21.733197] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:21.733273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:21.738080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:21.739899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:21.740572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:21.741110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:21.741599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:21.746738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:21.749031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:21.750274] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:21.767945] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:21.785069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:21.865451] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 10.1s | Global ETA: 24m 54s
[2025-11-25T12:07:21.865777] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:07:21.866629] [DEBUG] [FEATURES  ] DataBuilder: Executing 39 feature methods.
[2025-11-25T12:07:21.866809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:21.871817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:21.873689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:21.874287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:21.874833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:21.875345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:21.876182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:21.877105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:21.879693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:21.924716] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -5.26% | Symbol ETA: 30.5s | Global ETA: 24m 54s
[2025-11-25T12:07:21.925007] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:07:21.926496] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:21.926637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:21.931778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:21.933722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:21.934329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:21.934956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:21.936247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:22.009304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:22.011512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:22.057743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:22.059248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:22.099504] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:07:22.114315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:22.115566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:22.116918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:22.121565] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:07:22.204799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:22.205980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:22.207981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:22.211043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:22.212281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:22.214437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:22.215288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:22.219759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:22.221037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:22.222499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:22.224173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:22.227231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:22.228015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:22.228833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:22.231123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:22.232326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:22.233146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:22.233967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:22.234785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:22.237724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:22.239476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:22.242084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:22.244407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:22.248445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:22.272727] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:22.291619] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:22.292964] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:07:22.344478] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 24.2s | Global ETA: 24m 54s
[2025-11-25T12:07:22.344638] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:07:22.345449] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:22.345527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:22.350515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:22.352391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:22.353061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:22.353604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:22.354109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:22.356624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:22.375276] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.66% | Symbol ETA: 40.5s | Global ETA: 24m 54s
[2025-11-25T12:07:22.375563] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:07:22.376338] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:22.376477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:22.381214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:22.383029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:22.383573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:22.384096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:22.384559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:22.400957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:22.403009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:22.427289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:22.470087] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:22.601800] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:07:22.641757] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.38% | Symbol ETA: 29.8s | Global ETA: 24m 54s
[2025-11-25T12:07:22.642039] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:07:22.642904] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:22.643041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:22.648466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:22.650615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:22.651286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:22.651875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:22.653214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:22.763239] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:07:22.783596] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:22.785032] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:07:22.908698] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 9.1s | Global ETA: 24m 54s
[2025-11-25T12:07:22.909132] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:07:22.910851] [DEBUG] [FEATURES  ] DataBuilder: Executing 39 feature methods.
[2025-11-25T12:07:22.911115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:22.916916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:22.919273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:22.919916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:22.920484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:22.921035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:22.921892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:22.922909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:22.925601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:22.966743] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:23.002894] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:23.063061] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:07:23.073849] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.64% | Symbol ETA: 39.9s | Global ETA: 24m 54s
[2025-11-25T12:07:23.074054] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:07:23.075375] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:23.075512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:23.082238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:23.084860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:23.085546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:23.086164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:23.086885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:23.093025] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.58% | Symbol ETA: 23.7s | Global ETA: 24m 54s
[2025-11-25T12:07:23.093404] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:07:23.094665] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:23.094847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:23.102181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:23.104978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:23.105837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:23.106494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:23.106547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:23.107084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:23.109071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:23.110139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:23.153150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:23.159843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:23.162770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:23.173149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:23.175318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:23.263391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:23.265199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:23.267358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:23.318558] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:23.376836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:23.378789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:23.382330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:23.387374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:23.389425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:23.392814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:23.394393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:23.401469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:23.403738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:23.405937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:23.408593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:23.412693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:23.413835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:23.414893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:23.417781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:23.419492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:23.420672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:23.421716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:23.422562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:23.426437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:23.428999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:23.432198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:23.434945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:23.439637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:23.533808] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 29.3s | Global ETA: 24m 55s
[2025-11-25T12:07:23.534105] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:07:23.535042] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:23.535180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:23.540348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:23.542507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:23.543082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:23.543692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:23.545038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:23.601000] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:07:23.622791] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:07:23.798626] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:23.849355] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:07:23.871240] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:23.871725] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.09% | Symbol ETA: 23.2s | Global ETA: 24m 55s
[2025-11-25T12:07:23.872042] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:07:23.872955] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:23.873093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:23.878286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:23.880515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:23.881074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:23.881639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:23.882153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:23.884727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:23.929722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:23.932104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:23.955344] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -2.42% | Symbol ETA: 39.4s | Global ETA: 24m 55s
[2025-11-25T12:07:23.955658] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:07:23.956491] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:23.956630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:23.961475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:23.963313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:23.963887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:23.964400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:23.964894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:23.969162] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:07:24.007709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:24.031535] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:24.141547] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:24.146485] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 8.1s | Global ETA: 24m 55s
[2025-11-25T12:07:24.146809] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:07:24.147771] [DEBUG] [FEATURES  ] DataBuilder: Executing 39 feature methods.
[2025-11-25T12:07:24.147969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:24.154460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:24.156960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:24.157671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:24.158297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:24.158872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:24.159884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:24.161169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:24.164345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:24.290908] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:07:24.293283] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.40% | Symbol ETA: 28.5s | Global ETA: 24m 55s
[2025-11-25T12:07:24.293444] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:07:24.294237] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:24.294443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:24.296907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:24.299029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:24.299461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:24.301256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:24.301773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:24.302241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:24.303479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:24.345275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:24.346410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:24.347299] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:07:24.412192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:24.413396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:24.414736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:24.475982] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:24.501207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:24.502359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:24.504294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:24.507196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:24.508437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:24.510552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:24.511393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:24.515840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:24.517131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:24.518612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:24.519498] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:24.520248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:24.523248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:24.524085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:24.524884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:24.526967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:24.528179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:24.528993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:24.529782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:24.530583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:24.533401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:24.535111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:24.537675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:24.540012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:24.543954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:24.550157] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 22.4s | Global ETA: 24m 55s
[2025-11-25T12:07:24.550489] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:07:24.551411] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:24.551556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:24.556782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:24.558826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:24.559422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:24.559985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:24.560508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:24.563042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:24.601987] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 38.7s | Global ETA: 24m 55s
[2025-11-25T12:07:24.602138] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:07:24.602948] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:24.603181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:24.608396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:24.609099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:24.610359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:24.610955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:24.611392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:24.611531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:24.612038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:24.643132] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:07:24.656594] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:24.813958] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:24.886397] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:07:24.967203] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:07:24.967616] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.49% | Symbol ETA: 27.8s | Global ETA: 24m 55s
[2025-11-25T12:07:24.967920] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:07:24.969441] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:24.969581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:24.974519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:24.976384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:24.976887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:24.977430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:24.978772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:25.000262] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:07:25.060021] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:25.147368] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:25.172213] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 7.0s | Global ETA: 24m 56s
[2025-11-25T12:07:25.172499] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:25.172517] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:07:25.173482] [DEBUG] [FEATURES  ] DataBuilder: Executing 39 feature methods.
[2025-11-25T12:07:25.173668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:25.178695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:25.180584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:25.181190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:25.181736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:25.182150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:25.183017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:25.183951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:25.186493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:25.219760] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 21.7s | Global ETA: 24m 56s
[2025-11-25T12:07:25.220068] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:07:25.220940] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:25.221106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:25.226434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:25.228548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:25.229079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:25.229694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:25.230179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:25.232935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:25.255057] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.99% | Symbol ETA: 38.0s | Global ETA: 24m 56s
[2025-11-25T12:07:25.255382] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:07:25.256243] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:25.256395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:25.261191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:25.263038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:25.263596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:25.264068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:25.264545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:25.278884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:25.281152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:25.307368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:25.308785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:25.310974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:25.321353] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:07:25.354099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:25.355157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:25.409890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:25.411142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:25.412514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:25.491340] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:25.497435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:25.498304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:25.500265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:25.503026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:25.504230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:25.506332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:25.507180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:25.511693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:25.513012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:25.514557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:25.516285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:25.519342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:25.520142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:25.520973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:25.523041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:25.524255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:25.525058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:25.525893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:25.526692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:25.529665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:25.531417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:25.533972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:25.536338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:25.540282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:25.638790] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 27.1s | Global ETA: 24m 56s
[2025-11-25T12:07:25.639079] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:07:25.639208] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:07:25.639936] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:07:25.640019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:25.645117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:25.647119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:25.647519] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:07:25.647626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:25.648136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:25.649421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:25.817761] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:25.817803] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:25.885585] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:07:25.887067] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 21.0s | Global ETA: 24m 56s
[2025-11-25T12:07:25.887374] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:07:25.888214] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:25.888361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:25.893183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:25.895034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:25.895618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:25.896171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:25.896697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:25.899141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:25.899327] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -4.50% | Symbol ETA: 37.4s | Global ETA: 24m 56s
[2025-11-25T12:07:25.899629] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:07:25.900458] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:25.900597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:25.905375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:25.907208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:25.907774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:25.908294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:25.908781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:25.941517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:25.943711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:25.951904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:25.999939] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:07:26.055515] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:26.166206] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 5.9s | Global ETA: 24m 56s
[2025-11-25T12:07:26.166493] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:07:26.167366] [DEBUG] [FEATURES  ] DataBuilder: Executing 39 feature methods.
[2025-11-25T12:07:26.167529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:26.170620] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:26.172441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:26.174321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:26.174904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:26.175466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:26.175960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:26.176799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:26.177713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:26.180246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:26.282331] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:07:26.290379] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:07:26.306871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:26.309073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:26.329687] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 26.3s | Global ETA: 24m 56s
[2025-11-25T12:07:26.352843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:26.354009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:26.408610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:26.409580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:26.410922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:26.452437] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:26.460481] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:26.497312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:26.498150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:26.500186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:26.500919] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.86%, Actual: 1.44%
[2025-11-25T12:07:26.502983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:26.504235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:26.506382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:26.507247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:26.511747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:26.513056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:26.514513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:26.516191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:26.519294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:26.520063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:26.520899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:26.523020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:26.523375] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.87% | Symbol ETA: 20.3s | Global ETA: 24m 56s
[2025-11-25T12:07:26.523696] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:07:26.524207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:26.524527] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:26.524618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:26.525125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:26.525954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:26.526787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:26.529394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:26.529845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:26.531275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:26.531640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:26.531794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:26.532334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:26.532832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:26.534330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:26.535273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:26.536748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:26.540851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:26.541060] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -2.43% | Symbol ETA: 36.7s | Global ETA: 24m 56s
[2025-11-25T12:07:26.578923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:26.581106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:26.672434] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.12%, Actual: 0.62%
[2025-11-25T12:07:26.709967] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 0.12%, Actual: 0.71%
[2025-11-25T12:07:26.841965] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 2.31%, Actual: 1.31%
[2025-11-25T12:07:26.880382] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 3.74%, Actual: 1.25%
[2025-11-25T12:07:26.882301] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:07:26.929858] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:07:27.010194] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -5.26%, Actual: 1.45%
[2025-11-25T12:07:27.053802] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 0.16%
[2025-11-25T12:07:27.059156] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:27.107673] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:27.176569] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.8s | Global ETA: 24m 57s
[2025-11-25T12:07:27.178948] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.38%, Actual: 1.73%
[2025-11-25T12:07:27.180685] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 19.6s | Global ETA: 24m 57s
[2025-11-25T12:07:27.180852] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:07:27.181815] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:27.181964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:27.187040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:27.188996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:27.189597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:27.190158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:27.190689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:27.193265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:27.222268] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.66%, Actual: 3.31%
[2025-11-25T12:07:27.238954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:27.241362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:27.346713] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 1.47%
[2025-11-25T12:07:27.355267] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:07:27.390909] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.64%, Actual: 1.39%
[2025-11-25T12:07:27.519489] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.40%, Actual: 2.46%
[2025-11-25T12:07:27.539087] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:07:27.564903] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -2.42%, Actual: 0.16%
[2025-11-25T12:07:27.594852] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:07:27.691678] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.49%, Actual: 1.22%
[2025-11-25T12:07:27.724026] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:07:27.736583] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.64%, Actual: 1.20%
[2025-11-25T12:07:27.782285] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:27.853561] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 18.9s | Global ETA: 24m 57s
[2025-11-25T12:07:27.860948] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.12%
[2025-11-25T12:07:27.902968] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:07:27.907186] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.99%, Actual: 1.60%
[2025-11-25T12:07:28.029809] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.50%, Actual: 0.79%
[2025-11-25T12:07:28.030134] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 56.4005%
[2025-11-25T12:07:28.030334] [INFO ] [main      ] AIT: KEPT add_intraday_skewness_proxies (score: 56.40%)
[2025-11-25T12:07:28.030450] [INFO ] [main      ] AIT: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:07:28.030548] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile']
[2025-11-25T12:07:28.030631] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:07:28.042901] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.79%, Actual: 1.73%
[2025-11-25T12:07:28.044821] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:28.045259] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:07:28.046155] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:28.046237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:28.051099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:28.052911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:28.053396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:28.053855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:28.055045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:28.078850] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -4.50%, Actual: 0.41%
[2025-11-25T12:07:28.082146] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:07:28.141761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:28.225256] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.16%, Actual: 1.80%
[2025-11-25T12:07:28.250483] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -2.43%, Actual: 1.40%
[2025-11-25T12:07:28.250912] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 42.6199%
[2025-11-25T12:07:28.251085] [INFO ] [main      ] JBGS: DISCARDED add_gap_fill_state (score: 42.62%)
[2025-11-25T12:07:28.251203] [INFO ] [main      ] JBGS: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T12:07:28.251308] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite']
[2025-11-25T12:07:28.251416] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:07:28.256138] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:07:28.266237] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:28.266746] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:07:28.267616] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:28.267704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:28.272720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:28.274735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:28.275287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:28.275787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:28.276197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:28.277171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:28.395954] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.58%, Actual: 0.92%
[2025-11-25T12:07:28.430157] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:07:28.483662] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:07:28.570539] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.09%, Actual: 0.25%
[2025-11-25T12:07:28.600096] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:07:28.618883] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:07:28.653758] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:28.742835] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 0.44%
[2025-11-25T12:07:28.772689] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:07:28.789798] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:28.823891] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -1.97% | Symbol ETA: 31.1s | Global ETA: 24m 58s
[2025-11-25T12:07:28.824169] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:07:28.825013] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:28.825152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:28.830063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:28.831952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:28.832526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:28.833062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:28.834365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:28.871857] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -0.63% | Symbol ETA: 41.0s | Global ETA: 24m 58s
[2025-11-25T12:07:28.872170] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:07:28.873016] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:28.873154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:28.878036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:28.879905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:28.880455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:28.881032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:28.881536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:28.882546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:28.914454] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.04%, Actual: 0.42%
[2025-11-25T12:07:28.919393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:28.945984] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:07:28.946370] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:07:28.946560] [INFO ] [main      ] CMU: KEPT add_range_volume_efficiency_refinements (score: 13.53%)
[2025-11-25T12:07:28.946695] [INFO ] [main      ] CMU: Testing feature 39/53: add_regime
[2025-11-25T12:07:28.946810] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime']
[2025-11-25T12:07:28.946981] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:07:28.960329] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:28.961093] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:07:28.962031] [DEBUG] [FEATURES  ] DataBuilder: Executing 40 feature methods.
[2025-11-25T12:07:28.962193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:28.967118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:28.968995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:28.969594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:28.970131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:28.970605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:28.971431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:28.972346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:28.974857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:29.084682] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 0.23%
[2025-11-25T12:07:29.108197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:29.110629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:29.159614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:29.161185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:29.215130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:29.216201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:29.217718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:29.224334] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:07:29.260024] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 0.20%
[2025-11-25T12:07:29.269559] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:07:29.309739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:29.311188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:29.313629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:29.316851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:29.318297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:29.320699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:29.321660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:29.326488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:29.327986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:29.329591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:29.331315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:29.334529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:29.335386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:29.336242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:29.338488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:29.339841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:29.340686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:29.341585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:29.342425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:29.345696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:29.347539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:29.350358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:29.353024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:29.357925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:29.379672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:29.393560] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:29.430160] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 0.06%
[2025-11-25T12:07:29.439871] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:29.475677] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.33% | Symbol ETA: 40.3s | Global ETA: 24m 58s
[2025-11-25T12:07:29.475967] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:07:29.476815] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:29.476952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:29.481998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:29.483850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:29.484400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:29.484937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:29.485410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:29.486411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:29.599755] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 0.38%
[2025-11-25T12:07:29.600166] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 37.7303%
[2025-11-25T12:07:29.600284] [INFO ] [main      ] CMSA: DISCARDED add_late_day_volatility (score: 37.73%)
[2025-11-25T12:07:29.600407] [INFO ] [main      ] CMSA: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:07:29.600514] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_late_hour_microstructure']
[2025-11-25T12:07:29.600665] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:07:29.606877] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.73% | Symbol ETA: 30.3s | Global ETA: 24m 58s
[2025-11-25T12:07:29.607188] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:07:29.608042] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:29.608194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:29.613056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:29.613604] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:29.614271] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:07:29.614986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:29.615158] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:29.615236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:29.615525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:29.616067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:29.617366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:29.620266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:29.622089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:29.622573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:29.623029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:29.623430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:29.625837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:29.671110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:29.674557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:29.701509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:29.736288] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:07:29.826657] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:07:29.910626] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:29.998085] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:30.033221] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 14.2s | Global ETA: 24m 59s
[2025-11-25T12:07:30.033383] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:07:30.034273] [DEBUG] [FEATURES  ] DataBuilder: Executing 40 feature methods.
[2025-11-25T12:07:30.034535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:30.039804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:30.041066] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:07:30.041888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:30.042446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:30.042943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:30.043403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:30.044275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:30.045284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:30.048284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:30.061845] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:07:30.091692] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.91% | Symbol ETA: 39.8s | Global ETA: 24m 59s
[2025-11-25T12:07:30.091833] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:07:30.092572] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:30.092658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:30.097456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:30.099524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:30.100099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:30.100609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:30.101094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:30.102096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:30.182662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:30.184866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:30.221992] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:30.231596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:30.233016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:30.235370] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:30.289799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:30.291116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:30.292860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:30.299266] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.33% | Symbol ETA: 23.9s | Global ETA: 24m 59s
[2025-11-25T12:07:30.299566] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:07:30.300416] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:30.300561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:30.305512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:30.307374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:30.307951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:30.308467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:30.308952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:30.311418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:30.355356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:30.358339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:30.386127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:30.387760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:30.390012] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 5.85% | Symbol ETA: 29.6s | Global ETA: 24m 59s
[2025-11-25T12:07:30.390309] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:07:30.390189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:30.391276] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:30.391432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:30.393633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:30.395037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:30.396882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:30.397352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:30.398277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:30.399118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:30.399947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:30.400482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:30.401908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:30.403228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:30.404584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:30.406154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:30.407921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:30.411169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:30.411986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:30.412864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:30.414984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:30.416173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:30.416986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:30.417823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:30.418767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:30.422008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:30.423876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:30.426531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:30.428955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:30.433207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:30.443142] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:07:30.454686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:30.494205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:30.614668] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:30.695723] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.08% | Symbol ETA: 39.2s | Global ETA: 24m 59s
[2025-11-25T12:07:30.696011] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:07:30.696881] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:30.697042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:30.701929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:30.703836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:30.704412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:30.704948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:30.705443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:30.706453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:30.707686] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:07:30.796170] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:07:30.857993] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:07:30.889137] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:30.963822] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 23.1s | Global ETA: 24m 59s
[2025-11-25T12:07:30.964118] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:07:30.965013] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:30.965158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:30.970406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:30.972591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:30.973208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:30.973789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:30.974283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:30.976906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:30.979336] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:31.024167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:31.027345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:31.034374] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:31.054488] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:07:31.096088] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 13.1s | Global ETA: 24m 59s
[2025-11-25T12:07:31.096240] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:07:31.097102] [DEBUG] [FEATURES  ] DataBuilder: Executing 40 feature methods.
[2025-11-25T12:07:31.097218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:31.102156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:31.103976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:31.104497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:31.104988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:31.105417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:31.106209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:31.107101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:31.109600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:31.186566] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -9.33% | Symbol ETA: 28.8s | Global ETA: 24m 59s
[2025-11-25T12:07:31.186768] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:07:31.187901] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:31.187999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:31.193464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:31.195842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:31.196485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:31.197048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:31.198435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:31.221328] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:31.236290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:31.238317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:31.282943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:31.284305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:31.301010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:31.302473] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.58% | Symbol ETA: 38.5s | Global ETA: 24m 59s
[2025-11-25T12:07:31.302599] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:07:31.303359] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:31.303431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:31.308117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:31.309858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:31.310353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:31.310809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:31.311204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:31.312125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:31.338578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:31.339766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:31.341144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:31.378947] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:07:31.430659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:31.431718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:31.433694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:31.436556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:31.437826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:31.440021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:31.440903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:31.445399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:31.446680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:31.448147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:31.449828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:31.452868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:31.453681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:31.454503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:31.456632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:31.457895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:31.458721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:31.459505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:31.460344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:31.463317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:31.465110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:31.467770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:31.470133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:31.474213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:31.494787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:31.553478] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:31.625868] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: 0.28% | Symbol ETA: 22.4s | Global ETA: 24m 60s
[2025-11-25T12:07:31.626160] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:07:31.627018] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:31.627164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:31.632230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:31.634139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:31.634739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:31.635273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:31.635811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:31.638378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:31.650738] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:07:31.657251] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:07:31.684572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:31.687700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:31.826944] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:31.833627] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:31.845354] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:07:31.913837] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 37.9s | Global ETA: 24m 60s
[2025-11-25T12:07:31.914136] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:07:31.914985] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:31.915124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:31.919897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:31.921705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:31.922255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:31.922804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:31.923274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:31.924293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:31.984338] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.31% | Symbol ETA: 28.0s | Global ETA: 24m 60s
[2025-11-25T12:07:31.984634] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:07:31.985518] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:31.985685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:31.991620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:31.993946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:31.994529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:31.995081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:31.996438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:32.014394] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:32.037402] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:07:32.086325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:32.132071] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 12.0s | Global ETA: 25m 0s
[2025-11-25T12:07:32.132220] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:07:32.133040] [DEBUG] [FEATURES  ] DataBuilder: Executing 40 feature methods.
[2025-11-25T12:07:32.133140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:32.138014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:32.140002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:32.140589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:32.141157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:32.141681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:32.142534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:32.143448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:32.146089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:32.209057] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:32.261870] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:07:32.272003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:32.274199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:32.281110] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.12% | Symbol ETA: 21.7s | Global ETA: 25m 0s
[2025-11-25T12:07:32.281418] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:07:32.282250] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:32.282396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:32.287248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:32.289056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:32.289631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:32.290164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:32.290638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:32.293116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:32.318165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:32.319533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:32.336539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:32.339303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:32.373141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:32.374266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:32.375633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:32.432458] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:32.441226] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:07:32.463507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:32.464521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:32.466442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:32.469360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:32.470575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:32.472733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:32.473575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:32.478153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:32.479488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:32.480963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:32.483179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:32.486273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:32.487160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:32.488512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:32.490683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:32.491911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:32.492780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:32.493587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:32.494393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:32.497341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:32.499093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:32.501754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:32.504136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:32.508181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:32.513326] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 37.3s | Global ETA: 25m 0s
[2025-11-25T12:07:32.513444] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:07:32.514236] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:32.514312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:32.519283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:32.521107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:32.521612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:32.522084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:32.522500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:32.523506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:32.529574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:32.622600] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:32.683025] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:07:32.794154] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 1.44% | Symbol ETA: 27.3s | Global ETA: 25m 0s
[2025-11-25T12:07:32.794448] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:07:32.795335] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:32.795489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:32.800703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:32.802815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:32.803419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:32.803980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:32.805305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:32.856812] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:32.862373] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:07:32.880077] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:07:32.902453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:32.928523] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 21.0s | Global ETA: 25m 1s
[2025-11-25T12:07:32.928709] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:07:32.929479] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:32.929565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:32.934375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:32.936282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:32.936851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:32.937389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:32.937878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:32.940332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:32.983780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:32.986628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:33.030950] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:33.049861] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:33.110587] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -3.07% | Symbol ETA: 36.7s | Global ETA: 25m 1s
[2025-11-25T12:07:33.110770] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:07:33.111519] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:33.111606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:33.116342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:33.118090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:33.118578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:33.119051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:33.119462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:33.120406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:33.168506] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 10.9s | Global ETA: 25m 1s
[2025-11-25T12:07:33.168814] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:07:33.169694] [DEBUG] [FEATURES  ] DataBuilder: Executing 40 feature methods.
[2025-11-25T12:07:33.169855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:33.174945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:33.176891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:33.177497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:33.178084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:33.178576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:33.179418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:33.180332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:33.182908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:33.255089] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:07:33.308992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:33.311005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:33.324354] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:07:33.353765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:33.355059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:33.408416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:33.409606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:33.411153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:33.422897] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:33.460618] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:07:33.493575] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:33.501945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:33.503103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:33.505195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:33.508259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:33.509474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:33.511611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:33.512486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:33.517178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:33.518584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:33.520177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:33.521972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:33.525219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:33.526017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:33.526846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:33.529113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:33.530359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:33.531184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:33.532029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:33.532864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:33.535957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:33.537871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:33.540590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:33.543072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:33.547283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:33.564167] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 20.4s | Global ETA: 25m 1s
[2025-11-25T12:07:33.564469] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:07:33.565295] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:33.565443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:33.568938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:33.570478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:33.571164] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 26.5s | Global ETA: 25m 1s
[2025-11-25T12:07:33.571433] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:07:33.572263] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:33.572402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:33.572358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:33.572992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:33.573526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:33.574014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:33.576472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:33.577285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:33.579093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:33.579663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:33.580178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:33.581440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:33.618706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:33.621515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:33.641606] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:33.664231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:33.720516] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 3.96% | Symbol ETA: 36.1s | Global ETA: 25m 1s
[2025-11-25T12:07:33.720702] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:07:33.721537] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:33.721622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:33.726352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:33.728214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:33.728784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:33.729244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:33.729684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:33.730613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:33.930343] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:07:33.959378] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:07:34.006039] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:07:34.067144] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:07:34.109263] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:34.128900] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:34.174906] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:34.200284] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 19.7s | Global ETA: 25m 1s
[2025-11-25T12:07:34.200554] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:07:34.201408] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:34.201556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:34.206359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:34.208201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:34.208771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:34.209284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:34.209775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:34.212429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:34.229718] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 9.8s | Global ETA: 25m 1s
[2025-11-25T12:07:34.230012] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:07:34.230896] [DEBUG] [FEATURES  ] DataBuilder: Executing 40 feature methods.
[2025-11-25T12:07:34.231062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:34.236304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:34.237619] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:34.238197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:34.238834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:34.239307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:34.239739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:34.240532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:34.241423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:34.244129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:34.256215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:34.258893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:34.316118] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -2.16% | Symbol ETA: 35.5s | Global ETA: 25m 1s
[2025-11-25T12:07:34.341076] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.78% | Symbol ETA: 25.7s | Global ETA: 25m 1s
[2025-11-25T12:07:34.341222] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:07:34.342003] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:34.342080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:34.346838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:34.348857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:34.349423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:34.349998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:34.351317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:34.373933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:34.376006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:34.422517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:34.423832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:34.437637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:34.479502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:34.480557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:34.482046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:34.499121] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -0.63%, Actual: 0.71%
[2025-11-25T12:07:34.569503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:34.570621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:34.572811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:34.575740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:34.576983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:34.579141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:34.579995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:34.584441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:34.585737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:34.587197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:34.588891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:34.591992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:34.592819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:34.593610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:34.595956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:34.597182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:34.597023] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:07:34.598020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:34.598935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:34.599877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:34.603231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:34.605059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:34.607787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:34.610307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:34.614798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:34.635979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:34.671390] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.33%, Actual: 1.25%
[2025-11-25T12:07:34.766180] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:34.779374] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:07:34.839556] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.52% | Symbol ETA: 19.0s | Global ETA: 25m 2s
[2025-11-25T12:07:34.839881] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:07:34.840737] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:34.840877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:34.842852] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.91%, Actual: 0.16%
[2025-11-25T12:07:34.845730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:34.847712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:34.848295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:34.848841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:34.849315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:34.851818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:34.893805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:34.897067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:34.951662] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:35.004822] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:07:35.013548] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.08%, Actual: 3.31%
[2025-11-25T12:07:35.108889] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 1.37% | Symbol ETA: 24.9s | Global ETA: 25m 2s
[2025-11-25T12:07:35.109174] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:07:35.110005] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:35.110138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:35.115070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:35.116915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:35.117489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:35.118018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:35.119282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:35.183568] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:35.184814] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.58%, Actual: 1.39%
[2025-11-25T12:07:35.205243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:35.238422] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:07:35.300750] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 8.8s | Global ETA: 25m 2s
[2025-11-25T12:07:35.301067] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:07:35.301938] [DEBUG] [FEATURES  ] DataBuilder: Executing 40 feature methods.
[2025-11-25T12:07:35.302102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:35.306963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:35.308824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:35.309384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:35.309932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:35.310415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:35.311256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:35.312150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:35.314628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:35.356269] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -1.33%, Actual: 0.16%
[2025-11-25T12:07:35.412952] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:35.434490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:35.436688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:35.479689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:35.481069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:35.485022] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.30% | Symbol ETA: 18.4s | Global ETA: 25m 2s
[2025-11-25T12:07:35.485318] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:07:35.486156] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:35.486297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:35.491597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:35.493470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:35.494060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:35.494599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:35.495098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:35.497677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:35.535744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:35.536947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:35.538049] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 1.20%
[2025-11-25T12:07:35.538365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:35.542559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:35.545369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:35.596169] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:07:35.628841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:35.630181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:35.632181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:35.635321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:35.636619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:35.638918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:35.639726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:35.644676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:35.646208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:35.647875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:35.649956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:35.653272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:35.654286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:35.655126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:35.657351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:35.658771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:35.659679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:35.660484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:35.661368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:35.664590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:35.666465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:35.669495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:35.672197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:35.676412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:35.699207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:35.720034] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -3.07%, Actual: 1.60%
[2025-11-25T12:07:35.768850] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:35.887898] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 3.96%, Actual: 0.41%
[2025-11-25T12:07:35.901135] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:07:35.929315] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 24.1s | Global ETA: 25m 2s
[2025-11-25T12:07:36.052303] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:07:36.055926] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -2.16%, Actual: 1.40%
[2025-11-25T12:07:36.056266] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 41.6970%
[2025-11-25T12:07:36.056440] [INFO ] [main      ] JBGS: DISCARDED add_gap_morning_composite (score: 41.70%)
[2025-11-25T12:07:36.056564] [INFO ] [main      ] JBGS: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T12:07:36.056684] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_resolution_state']
[2025-11-25T12:07:36.056813] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:07:36.071047] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:36.071588] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:07:36.072498] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:36.072654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:36.076797] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:36.077569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:36.079356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:36.079857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:36.080303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:36.080712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:36.105063] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.97%, Actual: 1.44%
[2025-11-25T12:07:36.134679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:36.148112] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 17.7s | Global ETA: 25m 3s
[2025-11-25T12:07:36.228250] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:36.288204] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.73%, Actual: 0.62%
[2025-11-25T12:07:36.325328] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.33%, Actual: 1.73%
[2025-11-25T12:07:36.351346] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 7.7s | Global ETA: 25m 3s
[2025-11-25T12:07:36.351678] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:07:36.352674] [DEBUG] [FEATURES  ] DataBuilder: Executing 40 feature methods.
[2025-11-25T12:07:36.352853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:36.358214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:36.360202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:36.360869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:36.361424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:36.361937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:36.362836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:36.363838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:36.366682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:36.471429] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 5.85%, Actual: 1.31%
[2025-11-25T12:07:36.491248] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:07:36.497241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:36.499542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:36.505486] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 1.80%
[2025-11-25T12:07:36.544324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:36.545569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:36.597619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:36.598692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:36.600006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:36.644222] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -9.33%, Actual: 1.45%
[2025-11-25T12:07:36.665104] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:36.678369] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 0.92%
[2025-11-25T12:07:36.682143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:36.683218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:36.685128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:36.687990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:36.689171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:36.691216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:36.692036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:36.696395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:36.697683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:36.699099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:36.700761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:36.703705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:36.704443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:36.705243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:36.707325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:36.708504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:36.709295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:36.710095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:36.710888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:36.713714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:36.715386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:36.717975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:36.720255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:36.724129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:36.743537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:36.748920] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 1.47% | Symbol ETA: 35.2s | Global ETA: 25m 3s
[2025-11-25T12:07:36.749069] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:07:36.749864] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:36.749949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:36.754759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:36.756622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:36.757162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:36.757637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:36.758069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:36.813273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:36.818281] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.31%, Actual: 1.73%
[2025-11-25T12:07:36.852562] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.12%, Actual: 0.25%
[2025-11-25T12:07:36.993720] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 1.44%, Actual: 1.47%
[2025-11-25T12:07:37.028303] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 0.44%
[2025-11-25T12:07:37.081189] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:07:37.159959] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:07:37.169177] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.68%, Actual: 2.46%
[2025-11-25T12:07:37.206686] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.42%
[2025-11-25T12:07:37.250038] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:37.333885] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:37.344347] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.78%, Actual: 1.22%
[2025-11-25T12:07:37.365390] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 6.7s | Global ETA: 25m 3s
[2025-11-25T12:07:37.365559] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:07:37.366342] [DEBUG] [FEATURES  ] DataBuilder: Executing 40 feature methods.
[2025-11-25T12:07:37.366586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:37.371420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:37.373287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:37.373871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:37.374401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:37.374901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:37.375735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:37.376609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:37.379117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:37.382662] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.23%
[2025-11-25T12:07:37.416496] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 1.73% | Symbol ETA: 34.5s | Global ETA: 25m 3s
[2025-11-25T12:07:37.416689] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:07:37.417485] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:37.417574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:37.422371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:37.424290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:37.424847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:37.425309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:37.425739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:37.481102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:37.500968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:37.503041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:37.524305] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 1.37%, Actual: 0.12%
[2025-11-25T12:07:37.547234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:37.548452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:37.565552] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.20%
[2025-11-25T12:07:37.602171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:37.603245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:37.604570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:37.688507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:37.689622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:37.691670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:37.694518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:37.695708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:37.697785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:37.698624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:37.702957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:37.703058] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.63%, Actual: 0.79%
[2025-11-25T12:07:37.703449] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 46.2486%
[2025-11-25T12:07:37.703576] [INFO ] [main      ] AIT: DISCARDED add_intraday_volatility_percentile (score: 46.25%)
[2025-11-25T12:07:37.703703] [INFO ] [main      ] AIT: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:07:37.703806] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag']
[2025-11-25T12:07:37.703930] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:07:37.704211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:37.705684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:37.707348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:37.710357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:37.711122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:37.711920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:37.714017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:37.715196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:37.716004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:37.716826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:37.717610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:37.719720] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:37.720239] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:07:37.720511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:37.721148] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:37.721229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:37.722598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:37.725119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:37.726284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:37.727550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:37.728335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:37.728955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:37.729487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:37.730759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:37.731418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:37.731802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:37.746235] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.30%, Actual: 0.06%
[2025-11-25T12:07:37.755804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:37.834797] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:07:37.922113] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.39%, Actual: 0.38%
[2025-11-25T12:07:37.922444] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 36.7016%
[2025-11-25T12:07:37.922712] [INFO ] [main      ] CMSA: DISCARDED add_late_hour_microstructure (score: 36.70%)
[2025-11-25T12:07:37.922833] [INFO ] [main      ] CMSA: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:07:37.922938] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_late_session_pressure']
[2025-11-25T12:07:37.923047] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:07:37.936375] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:37.936941] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:07:37.938245] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:37.938389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:37.943547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:37.945494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:37.946082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:37.946692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:37.947217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:37.949818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:37.996564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:37.997822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:38.009817] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:38.086894] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:07:38.092986] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: 0.02% | Symbol ETA: 33.8s | Global ETA: 25m 4s
[2025-11-25T12:07:38.093152] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:07:38.094085] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:38.094225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:38.099117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:38.101083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:38.101676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:38.101941] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:07:38.102190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:38.102624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:38.157928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:38.274392] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:38.282901] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:38.345240] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:07:38.401590] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 5.6s | Global ETA: 25m 4s
[2025-11-25T12:07:38.401904] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:07:38.402792] [DEBUG] [FEATURES  ] DataBuilder: Executing 40 feature methods.
[2025-11-25T12:07:38.402958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:38.408280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:38.410535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:38.411314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:38.412024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:38.412546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:38.413421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:38.414353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:38.417046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:38.446982] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.65% | Symbol ETA: 30.4s | Global ETA: 25m 4s
[2025-11-25T12:07:38.447315] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:07:38.448190] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:38.448326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:38.453243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:38.455025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:38.455633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:38.456161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:38.457483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:38.458251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:38.504417] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:07:38.522996] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:38.550062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:38.552618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:38.599928] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.80% | Symbol ETA: 21.7s | Global ETA: 25m 4s
[2025-11-25T12:07:38.599841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:38.600103] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:07:38.601088] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:38.601237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:38.601235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:38.606300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:38.608415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:38.609233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:38.609798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:38.610284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:38.613220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:38.657433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:38.658597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:38.660052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:38.660606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:38.661893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:38.682583] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:38.751683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:38.752859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:38.755165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:38.758721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:38.760035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:38.762261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:38.763153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:38.767749] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.17% | Symbol ETA: 33.1s | Global ETA: 25m 4s
[2025-11-25T12:07:38.767897] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:07:38.767898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:38.768684] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:38.768784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:38.769256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:38.771062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:38.772867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:38.773810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:38.775749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:38.776243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:38.776437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:38.777189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:38.777350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:38.777968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:38.778333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:38.780637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:38.782059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:38.782909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:38.783726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:38.784525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:38.787890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:38.789667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:38.792594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:38.794941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:38.799023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:38.810635] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:07:38.818567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:38.834898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:38.992514] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:39.018806] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:07:39.167314] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.67% | Symbol ETA: 29.6s | Global ETA: 25m 4s
[2025-11-25T12:07:39.167590] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:07:39.168460] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:39.168592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:39.174059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:39.174554] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:07:39.176221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:39.176840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:39.177377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:39.178669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:39.179439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:39.189583] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:07:39.200220] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:39.278966] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.17% | Symbol ETA: 21.1s | Global ETA: 25m 5s
[2025-11-25T12:07:39.279119] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:07:39.279973] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:39.280051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:39.285107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:39.286986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:39.287532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:39.288033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:39.288460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:39.291063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:39.336634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:39.338032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:39.352540] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:39.366189] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:39.448114] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.74% | Symbol ETA: 32.5s | Global ETA: 25m 5s
[2025-11-25T12:07:39.448258] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:07:39.449223] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:39.449386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:39.454205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:39.456104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:39.456700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:39.457249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:39.457747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:39.469865] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.6s | Global ETA: 25m 5s
[2025-11-25T12:07:39.512380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:39.524526] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:07:39.684142] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:07:39.694055] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:39.706802] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:07:39.844743] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.63% | Symbol ETA: 28.8s | Global ETA: 25m 5s
[2025-11-25T12:07:39.844890] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:07:39.846295] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:39.846386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:39.851131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:39.852900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:39.853532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:39.854061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:39.855343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:39.856066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:39.857373] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:07:39.857811] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:39.879339] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:07:39.932554] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 20.4s | Global ETA: 25m 5s
[2025-11-25T12:07:39.932891] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:07:39.933783] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:39.933921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:39.938813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:39.940602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:39.941186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:39.941758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:39.942224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:39.944660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:39.987860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:39.989427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:40.026775] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:40.055243] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:07:40.107659] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 31.8s | Global ETA: 25m 5s
[2025-11-25T12:07:40.107821] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:07:40.108615] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:40.108735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:40.113601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:40.115810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:40.116584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:40.117161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:40.117857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:40.172453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:40.195876] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:07:40.247912] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:07:40.342957] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:07:40.366427] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:40.420542] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:07:40.510067] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:07:40.518132] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.05% | Symbol ETA: 28.1s | Global ETA: 25m 5s
[2025-11-25T12:07:40.518424] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:07:40.519345] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:40.519479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:40.523006] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:40.524682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:40.526686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:40.527286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:40.527907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:40.529250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:40.530021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:40.592086] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:07:40.597771] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.29% | Symbol ETA: 19.7s | Global ETA: 25m 5s
[2025-11-25T12:07:40.597942] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:07:40.598862] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:40.599021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:40.604107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:40.606048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:40.606681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:40.607276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:40.607771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:40.610473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:40.656024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:40.657554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:40.682077] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:40.768189] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.18% | Symbol ETA: 31.1s | Global ETA: 25m 5s
[2025-11-25T12:07:40.768529] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:07:40.768783] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:07:40.769487] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:40.769574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:40.774704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:40.776870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:40.777556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:40.778134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:40.778686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:40.833921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:40.891859] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:07:40.941956] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:07:41.005842] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:07:41.062004] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:41.114230] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:07:41.177114] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:41.185152] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:07:41.222883] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.15% | Symbol ETA: 27.4s | Global ETA: 25m 6s
[2025-11-25T12:07:41.223036] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:07:41.223860] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:41.223938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:41.228767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:41.230520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:41.231029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:41.231475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:41.232721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:41.233504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:41.248855] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 19.0s | Global ETA: 25m 6s
[2025-11-25T12:07:41.248998] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:07:41.249780] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:41.249968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:41.255038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:41.256971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:41.257541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:41.258023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:41.258472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:41.261064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:41.287301] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:07:41.287731] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 13.5335%
[2025-11-25T12:07:41.287922] [INFO ] [main      ] CMU: KEPT add_regime (score: 13.53%)
[2025-11-25T12:07:41.287975] [INFO ] [main      ] CMU: Testing feature 40/53: add_regime_flags
[2025-11-25T12:07:41.288024] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags']
[2025-11-25T12:07:41.288102] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:07:41.303117] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:41.303850] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:07:41.304920] [DEBUG] [FEATURES  ] DataBuilder: Executing 41 feature methods.
[2025-11-25T12:07:41.305028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:41.307350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:41.309009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:41.310346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:41.312341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:41.312904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:41.313369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:41.313804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:41.314569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:41.315395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:41.317954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:41.355933] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:41.434660] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -2.65% | Symbol ETA: 30.4s | Global ETA: 25m 6s
[2025-11-25T12:07:41.434813] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:07:41.435562] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:41.435630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:41.440385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:41.442265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:41.442797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:41.443236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:41.443626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:41.448067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:41.450349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:41.496236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:41.508584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:41.509941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:41.566449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:41.567584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:41.568928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:41.592898] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:07:41.656366] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:07:41.658217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:41.659347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:41.661323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:41.664252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:41.665517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:41.667775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:41.668680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:41.673299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:41.674682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:41.676172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:41.677999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:41.681138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:41.681949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:41.682785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:41.684970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:41.686262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:41.687181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:41.688006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:41.688844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:41.691869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:41.693630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:41.696346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:41.698857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:41.702982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:41.724161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:41.725818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:41.763503] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:41.851037] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:41.887264] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:07:41.923192] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 18.4s | Global ETA: 25m 6s
[2025-11-25T12:07:41.923506] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:07:41.924375] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:41.924522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:41.929671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:41.929979] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.98% | Symbol ETA: 26.7s | Global ETA: 25m 6s
[2025-11-25T12:07:41.930261] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:07:41.931104] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:41.931235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:41.931559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:41.932193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:41.932761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:41.933251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:41.935801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:41.936208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:41.938085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:41.938690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:41.939201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:41.940457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:41.941196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:41.980098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:41.981432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:42.075421] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:07:42.131191] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:42.211197] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.99% | Symbol ETA: 29.8s | Global ETA: 25m 6s
[2025-11-25T12:07:42.211496] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:07:42.212332] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:42.212471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:42.217376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:42.219374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:42.219978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:42.220518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:42.221018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:42.249666] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:42.274674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:42.286434] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:07:42.333612] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:07:42.370620] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 13.7s | Global ETA: 25m 6s
[2025-11-25T12:07:42.370948] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:07:42.371842] [DEBUG] [FEATURES  ] DataBuilder: Executing 41 feature methods.
[2025-11-25T12:07:42.372015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:42.377145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:42.379249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:42.379872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:42.380424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:42.380949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:42.381898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:42.382849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:42.385487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:42.456851] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:42.509318] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:42.515721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:42.517991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:42.563928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:42.565330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:42.581898] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 17.7s | Global ETA: 25m 7s
[2025-11-25T12:07:42.582204] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:07:42.583042] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:42.583156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:42.587995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:42.589786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:42.590304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:42.590815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:42.591257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:42.593637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:42.606743] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.75% | Symbol ETA: 26.0s | Global ETA: 25m 7s
[2025-11-25T12:07:42.606971] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:07:42.607801] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:42.607913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:42.612939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:42.614743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:42.615264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:42.615771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:42.617049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:42.617747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:42.620491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:42.621660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:42.622956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:42.632259] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:07:42.637472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:42.638790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:42.713286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:42.714399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:42.716393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:42.719339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:42.720586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:42.722707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:42.723508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:42.728177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:42.729532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:42.731009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:42.732631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:42.735740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:42.736499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:42.737327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:42.739422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:42.740682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:42.741462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:42.742257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:42.743044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:42.746013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:42.747817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:42.750427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:42.752816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:42.757269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:42.778170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:42.779819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:42.812769] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:42.892530] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -0.56% | Symbol ETA: 29.1s | Global ETA: 25m 7s
[2025-11-25T12:07:42.959764] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:07:43.015725] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:07:43.077959] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.47%, Actual: 0.71%
[2025-11-25T12:07:43.125861] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:07:43.132970] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:43.200313] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:43.262039] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 1.73%, Actual: 1.25%
[2025-11-25T12:07:43.275169] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.49% | Symbol ETA: 17.1s | Global ETA: 25m 7s
[2025-11-25T12:07:43.275474] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:07:43.276346] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:43.276491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:43.281561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:43.283525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:43.284066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:43.284613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:43.285139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:43.288193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:43.302612] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:43.304861] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.00% | Symbol ETA: 25.3s | Global ETA: 25m 7s
[2025-11-25T12:07:43.305141] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:07:43.305987] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:43.306120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:43.310958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:43.312792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:43.313335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:43.313870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:43.315142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:43.315868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:43.332107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:43.333624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:43.430727] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 12.6s | Global ETA: 25m 7s
[2025-11-25T12:07:43.430945] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:07:43.432120] [DEBUG] [FEATURES  ] DataBuilder: Executing 41 feature methods.
[2025-11-25T12:07:43.432417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:43.438377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:43.440802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:43.441493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:43.442072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:43.442585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:43.443492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:43.444448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:43.444770] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.16%
[2025-11-25T12:07:43.447192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:43.580338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:43.582544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:43.627322] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.17%, Actual: 3.31%
[2025-11-25T12:07:43.631109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:43.632556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:43.656394] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:07:43.687553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:43.688948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:43.690546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:43.691149] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:07:43.782252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:43.783446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:43.785386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:43.788316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:43.789492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:43.791620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:43.792515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:43.797130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:43.798524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:43.799987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:43.801623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:43.804674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:43.805475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:43.806320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:43.808465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:43.808710] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.74%, Actual: 1.39%
[2025-11-25T12:07:43.809704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:43.810504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:43.811318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:43.812130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:43.815033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:43.816754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:43.819330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:43.821605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:43.825481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:43.827429] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:43.844720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:43.846324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:43.869270] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:43.941988] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.89% | Symbol ETA: 16.4s | Global ETA: 25m 7s
[2025-11-25T12:07:43.942157] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:07:43.942946] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:43.943160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:43.948171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:43.950151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:43.950755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:43.951289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:43.951797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:43.954364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:43.983490] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -0.64% | Symbol ETA: 24.6s | Global ETA: 25m 7s
[2025-11-25T12:07:43.983784] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:07:43.984684] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:43.984819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:43.988147] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.16%
[2025-11-25T12:07:43.989954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:43.991911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:43.992482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:43.993030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:43.994385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:43.995136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:43.998184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:43.999553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:44.166258] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 1.20%
[2025-11-25T12:07:44.187100] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:07:44.336589] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -2.65%, Actual: 1.60%
[2025-11-25T12:07:44.344815] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:07:44.345046] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:07:44.357806] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:44.477325] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 11.5s | Global ETA: 25m 8s
[2025-11-25T12:07:44.477633] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:07:44.478566] [DEBUG] [FEATURES  ] DataBuilder: Executing 41 feature methods.
[2025-11-25T12:07:44.478759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:44.483599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:44.485506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:44.486098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:44.486623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:44.487145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:44.488042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:44.488971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:44.491588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:44.503721] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.99%, Actual: 0.41%
[2025-11-25T12:07:44.516719] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:44.517162] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:44.587079] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.87% | Symbol ETA: 15.7s | Global ETA: 25m 8s
[2025-11-25T12:07:44.615137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:44.617407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:44.660720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:44.662051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:44.670262] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.35% | Symbol ETA: 23.9s | Global ETA: 25m 8s
[2025-11-25T12:07:44.673779] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -0.56%, Actual: 1.40%
[2025-11-25T12:07:44.673990] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 42.7021%
[2025-11-25T12:07:44.674092] [INFO ] [main      ] JBGS: DISCARDED add_gap_resolution_state (score: 42.70%)
[2025-11-25T12:07:44.674151] [INFO ] [main      ] JBGS: Testing feature 13/53: add_gaps
[2025-11-25T12:07:44.674199] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gaps']
[2025-11-25T12:07:44.674250] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:07:44.687397] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:44.687903] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:07:44.688767] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:44.688853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:44.693592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:44.695401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:44.695937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:44.696396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:44.696833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:44.697613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:44.715963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:44.717294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:44.718698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:44.756934] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.80%, Actual: 1.73%
[2025-11-25T12:07:44.805271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:44.806420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:44.808395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:44.811348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:44.812595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:44.814748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:44.815570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:44.820033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:44.821320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:44.822750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:44.824362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:44.827370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:44.828158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:44.828968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:44.831105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:44.832308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:44.833128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:44.833923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:44.834756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:44.837697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:44.839393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:44.841995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:44.844370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:44.844839] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.65%, Actual: 1.44%
[2025-11-25T12:07:44.848502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:44.868556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:44.870206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:44.931760] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 1.80%
[2025-11-25T12:07:45.016667] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.67%, Actual: 0.62%
[2025-11-25T12:07:45.036711] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:07:45.100199] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 0.92%
[2025-11-25T12:07:45.190340] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.63%, Actual: 1.31%
[2025-11-25T12:07:45.214912] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:45.215126] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:07:45.270885] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.29%, Actual: 0.25%
[2025-11-25T12:07:45.300637] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 34.2s | Global ETA: 25m 8s
[2025-11-25T12:07:45.300967] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:07:45.301866] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:45.302027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:45.307308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:45.309218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:45.309806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:45.310355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:45.310860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:45.311723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:45.361487] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.05%, Actual: 1.45%
[2025-11-25T12:07:45.388700] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:45.440992] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 0.44%
[2025-11-25T12:07:45.505818] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 10.4s | Global ETA: 25m 8s
[2025-11-25T12:07:45.506128] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:07:45.507033] [DEBUG] [FEATURES  ] DataBuilder: Executing 41 feature methods.
[2025-11-25T12:07:45.507202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:45.512191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:45.514003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:45.514584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:45.515155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:45.515666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:45.516504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:45.517440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:45.520145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:45.531964] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.15%, Actual: 1.73%
[2025-11-25T12:07:45.612457] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 0.42%
[2025-11-25T12:07:45.645935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:45.647995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:45.691634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:45.692943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:45.695306] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:07:45.700575] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.98%, Actual: 1.47%
[2025-11-25T12:07:45.746596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:45.747591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:45.748956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:45.786161] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.51%, Actual: 0.23%
[2025-11-25T12:07:45.833007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:45.833975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:45.835888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:45.838752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:45.839943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:45.842003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:45.842836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:45.847184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:45.848425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:45.849823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:45.851405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:45.854316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:45.855020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:45.855840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:45.857939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:45.859126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:45.859931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:45.860726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:45.861496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:45.864321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:45.866068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:45.867451] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.75%, Actual: 2.46%
[2025-11-25T12:07:45.868582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:45.870200] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:45.870905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:45.874813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:45.894405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:45.895666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:45.957308] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.20%
[2025-11-25T12:07:45.957828] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 3.52% | Symbol ETA: 33.8s | Global ETA: 25m 9s
[2025-11-25T12:07:45.958120] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:07:45.958990] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:45.959135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:45.964197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:45.966075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:45.966666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:45.967255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:45.967769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:45.968670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:46.033790] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.00%, Actual: 1.22%
[2025-11-25T12:07:46.133399] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.89%, Actual: 0.06%
[2025-11-25T12:07:46.200378] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -0.64%, Actual: 0.12%
[2025-11-25T12:07:46.233218] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:07:46.316245] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.87%, Actual: 0.38%
[2025-11-25T12:07:46.316694] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 36.7271%
[2025-11-25T12:07:46.316894] [INFO ] [main      ] CMSA: DISCARDED add_late_session_pressure (score: 36.73%)
[2025-11-25T12:07:46.317048] [INFO ] [main      ] CMSA: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:07:46.317160] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_micro_gap_fill_velocity']
[2025-11-25T12:07:46.317295] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:07:46.330486] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:46.331279] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:07:46.332278] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:46.332423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:46.337601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:46.339580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:46.340180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:46.340757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:46.341276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:46.343931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:46.367058] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 0.79%
[2025-11-25T12:07:46.367350] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 44.3484%
[2025-11-25T12:07:46.367505] [INFO ] [main      ] AIT: DISCARDED add_last_hour_momentum_mag (score: 44.35%)
[2025-11-25T12:07:46.367613] [INFO ] [main      ] AIT: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:07:46.367729] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_late_day_volatility']
[2025-11-25T12:07:46.367788] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:07:46.382237] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:46.382884] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:07:46.383759] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:46.383849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:46.388654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:46.390197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:46.390438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:46.390949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:46.391395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:46.392612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:46.392630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:46.393130] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:07:46.394424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:46.402633] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:46.519028] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 9.3s | Global ETA: 25m 9s
[2025-11-25T12:07:46.519334] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:07:46.520192] [DEBUG] [FEATURES  ] DataBuilder: Executing 41 feature methods.
[2025-11-25T12:07:46.520358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:46.525233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:46.527100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:46.527692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:46.528242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:46.528748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:46.529555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:46.530444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:46.532908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:46.560117] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:46.641422] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.13% | Symbol ETA: 33.3s | Global ETA: 25m 9s
[2025-11-25T12:07:46.641566] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:07:46.642316] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:46.642390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:46.647190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:46.648938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:46.649416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:46.649874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:46.650272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:46.651038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:46.658892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:46.661203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:46.705839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:46.707133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:46.728908] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:07:46.733367] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:07:46.760402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:46.761399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:46.762791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:46.846668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:46.847708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:46.849813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:46.852799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:46.853984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:46.856159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:46.857157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:46.861573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:46.862851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:46.864282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:46.865917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:46.868941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:46.869709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:46.870490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:46.872540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:46.873722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:46.874505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:46.875297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:46.876102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:46.878950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:46.880626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:46.883174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:46.885436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:46.889353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:46.897332] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:46.902262] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:46.908507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:46.909783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:46.978307] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.12% | Symbol ETA: 20.4s | Global ETA: 25m 9s
[2025-11-25T12:07:46.978598] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:07:46.979378] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:46.979520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:46.984378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:46.986253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:46.986843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:46.987187] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:07:46.987378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:46.987868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:46.990353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:47.033556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:47.035752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:47.060627] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -1.89% | Symbol ETA: 25.6s | Global ETA: 25m 9s
[2025-11-25T12:07:47.060940] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:07:47.061803] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:47.061935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:47.066771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:47.068617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:47.069232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:47.069734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:47.071011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:47.072902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:47.155869] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:47.236840] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.30% | Symbol ETA: 32.5s | Global ETA: 25m 10s
[2025-11-25T12:07:47.237137] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:07:47.237987] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:47.238125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:47.242931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:47.244767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:47.245256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:47.245799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:47.246266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:47.246069] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:07:47.247076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:47.375335] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:07:47.411747] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:07:47.416054] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:47.546864] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 8.3s | Global ETA: 25m 10s
[2025-11-25T12:07:47.547188] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:07:47.548080] [DEBUG] [FEATURES  ] DataBuilder: Executing 41 feature methods.
[2025-11-25T12:07:47.548246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:47.548681] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:47.553145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:47.555095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:47.555725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:47.556268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:47.556767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:47.557630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:47.558550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:47.561166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:47.587497] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:47.589240] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:07:47.625319] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 19.8s | Global ETA: 25m 10s
[2025-11-25T12:07:47.625481] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:07:47.626307] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:47.626541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:47.631734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:47.633686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:47.634254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:47.634836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:47.635328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:47.637958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:47.685023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:47.685067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:47.687319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:47.687537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:47.731601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:47.733063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:47.747141] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: -1.08% | Symbol ETA: 24.9s | Global ETA: 25m 10s
[2025-11-25T12:07:47.747384] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:07:47.748253] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:47.748386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:47.753301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:47.755870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:47.756430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:47.756975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:47.758272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:47.760450] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:47.760921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:47.789492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:47.791299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:47.792608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:47.843557] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.12% | Symbol ETA: 31.9s | Global ETA: 25m 10s
[2025-11-25T12:07:47.843814] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:07:47.844618] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:47.845125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:47.850013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:47.851914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:47.852480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:47.853015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:47.853485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:47.854329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:47.879981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:47.881420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:47.884162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:47.888286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:47.889988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:47.893150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:47.894411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:47.901463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:47.903331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:47.905179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:47.907596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:47.911885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:47.912958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:47.913978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:47.916694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:47.918089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:47.918938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:47.919757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:47.920604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:47.923629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:47.925389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:47.928032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:47.930343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:47.934452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:47.955020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:47.956577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:48.107161] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:07:48.112477] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:07:48.195488] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:07:48.280943] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:48.289305] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:48.304501] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:07:48.364146] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:48.365033] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 19.3s | Global ETA: 25m 10s
[2025-11-25T12:07:48.365328] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:07:48.366162] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:48.366305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:48.371196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:48.373017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:48.373575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:48.374130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:48.374607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:48.377087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:48.419420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:48.421487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:48.426403] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.92% | Symbol ETA: 24.3s | Global ETA: 25m 10s
[2025-11-25T12:07:48.426689] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:07:48.427538] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:48.427688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:48.432470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:48.434328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:48.434894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:48.435404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:48.436684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:48.438544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:48.444681] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -3.45% | Symbol ETA: 31.2s | Global ETA: 25m 10s
[2025-11-25T12:07:48.444822] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:07:48.445553] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:48.445619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:48.450328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:48.452064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:48.452531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:48.452997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:48.453391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:48.454161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:48.474143] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:48.590687] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 7.2s | Global ETA: 25m 10s
[2025-11-25T12:07:48.590845] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:07:48.591598] [DEBUG] [FEATURES  ] DataBuilder: Executing 41 feature methods.
[2025-11-25T12:07:48.591718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:48.596489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:48.598329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:48.598875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:48.599329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:48.599774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:48.600534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:48.601598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:48.604473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:48.734125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:48.736383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:48.763422] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:07:48.783669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:48.785295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:48.800159] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:07:48.807241] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:07:48.840444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:48.841555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:48.843017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:48.930001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:48.931146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:48.933167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:48.936121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:48.937388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:48.939577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:48.940439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:48.945462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:48.947436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:48.949170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:48.951006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:48.954440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:48.955079] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:48.955499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:48.956538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:48.959575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:48.961441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:48.962615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:48.963895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:48.965001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:48.968049] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:48.969733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:48.972320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:48.976302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:48.978191] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:48.980076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:48.986121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:49.010162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:49.011827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:49.036767] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.17% | Symbol ETA: 18.6s | Global ETA: 25m 11s
[2025-11-25T12:07:49.036946] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:07:49.037851] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:49.038083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:49.043187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:49.045117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:49.045734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:49.046359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:49.046892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:49.048750] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 1.08% | Symbol ETA: 30.6s | Global ETA: 25m 11s
[2025-11-25T12:07:49.049051] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:07:49.049561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:49.049961] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:49.050098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:49.054845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:49.056667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:49.057244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:49.057788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:49.058260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:49.059183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:49.094668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:49.096992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:49.127235] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -8.54% | Symbol ETA: 23.6s | Global ETA: 25m 11s
[2025-11-25T12:07:49.127510] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:07:49.128380] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:49.128513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:49.133417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:49.135274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:49.135845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:49.136369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:49.137752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:49.139626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:49.359022] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:07:49.397867] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:07:49.449885] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:07:49.484258] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:07:49.536030] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:49.568968] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:49.633276] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:49.648946] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.54% | Symbol ETA: 30.0s | Global ETA: 25m 11s
[2025-11-25T12:07:49.649226] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:07:49.650050] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:49.650194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:49.654223] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 6.2s | Global ETA: 25m 11s
[2025-11-25T12:07:49.654522] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:07:49.655086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:49.655447] [DEBUG] [FEATURES  ] DataBuilder: Executing 41 feature methods.
[2025-11-25T12:07:49.655619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:49.656863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:49.657366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:49.657828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:49.658224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:49.659018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:49.659631] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:49.661552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:49.663512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:49.664044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:49.664510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:49.664944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:49.665735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:49.666566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:49.669221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:49.713379] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.52% | Symbol ETA: 18.0s | Global ETA: 25m 11s
[2025-11-25T12:07:49.713561] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:07:49.714391] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:49.714486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:49.719844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:49.721807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:49.722365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:49.722888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:49.723346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:49.725893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:49.770857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:49.773275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:49.796684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:49.798842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:49.840218] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 23.0s | Global ETA: 25m 11s
[2025-11-25T12:07:49.840366] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:07:49.841157] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:49.841375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:49.845941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:49.846365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:49.847249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:49.848362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:49.848975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:49.849515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:49.850812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:49.852631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:49.902380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:49.903509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:49.904932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:49.992773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:49.993714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:49.995866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:49.999485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:50.001323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:50.003033] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:07:50.004692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:50.005882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:50.012141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:50.013779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:50.015290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:50.017058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:50.020291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:50.021143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:50.021995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:50.024200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:50.025429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:50.026254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:50.027094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:50.027935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:50.030908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:50.032673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:50.035275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:50.038170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:50.043933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:50.074927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:50.076959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:50.142595] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:07:50.199352] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:07:50.199494] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:50.281313] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 1.54% | Symbol ETA: 29.3s | Global ETA: 25m 11s
[2025-11-25T12:07:50.281455] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:07:50.282231] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:50.282316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:50.287029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:50.288802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:50.289303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:50.289782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:50.290258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:50.291110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:50.320247] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:50.369594] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:50.397778] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 17.3s | Global ETA: 25m 12s
[2025-11-25T12:07:50.398098] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:07:50.398999] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:50.399140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:50.404121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:50.406088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:50.406689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:50.407246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:50.407748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:50.410314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:50.434537] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:07:50.454604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:50.457085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:50.530390] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 1.01% | Symbol ETA: 22.3s | Global ETA: 25m 12s
[2025-11-25T12:07:50.530726] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:07:50.531572] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:50.531727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:50.536619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:50.538585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:50.539198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:50.539735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:50.541012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:50.542888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:50.603874] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:50.629115] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:07:50.722071] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 5.2s | Global ETA: 25m 12s
[2025-11-25T12:07:50.722365] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:07:50.723218] [DEBUG] [FEATURES  ] DataBuilder: Executing 41 feature methods.
[2025-11-25T12:07:50.723381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:50.728235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:50.730066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:50.730622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:50.731211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:50.731707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:50.732517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:50.733419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:50.735929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:50.797016] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:07:50.801066] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:50.854837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:50.856940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:50.880480] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:07:50.882085] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 28.7s | Global ETA: 25m 12s
[2025-11-25T12:07:50.899923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:50.901122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:50.954561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:50.955794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:50.957147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:50.966511] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:51.043752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:51.044812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:51.045066] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 16.6s | Global ETA: 25m 12s
[2025-11-25T12:07:51.045360] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:07:51.046219] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:51.046364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:51.046799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:51.048996] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:51.049730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:51.050998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:51.051475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:51.053167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:51.053366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:51.053973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:51.054046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:51.054518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:51.055041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:51.054982] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 0.34%, Actual: 0.71%
[2025-11-25T12:07:51.057533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:51.058546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:51.059865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:51.061325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:51.062997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:51.066051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:51.066837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:51.067681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:51.069783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:51.070968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:51.071841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:51.072629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:51.073429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:51.076320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:51.078107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:51.080746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:51.083069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:51.087074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:51.100685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:51.102865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:51.106742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:51.108066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:51.200295] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -1.49% | Symbol ETA: 21.6s | Global ETA: 25m 12s
[2025-11-25T12:07:51.200577] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:07:51.201492] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:51.201568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:51.206347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:51.208226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:51.208792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:51.209303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:51.210581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:51.212474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:51.224467] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 3.52%, Actual: 1.25%
[2025-11-25T12:07:51.394460] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.13%, Actual: 0.16%
[2025-11-25T12:07:51.445071] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:07:51.449014] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:07:51.552115] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:07:51.566577] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.30%, Actual: 3.31%
[2025-11-25T12:07:51.621281] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:51.625975] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:51.705884] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 15.9s | Global ETA: 25m 12s
[2025-11-25T12:07:51.706183] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:07:51.707066] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:51.707211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:51.712253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:51.714176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:51.714784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:51.715341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:51.715856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:51.718379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:51.721921] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:51.740615] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.12%, Actual: 1.39%
[2025-11-25T12:07:51.746517] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 4.1s | Global ETA: 25m 12s
[2025-11-25T12:07:51.761839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:51.764368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:51.886488] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -2.94% | Symbol ETA: 20.9s | Global ETA: 25m 12s
[2025-11-25T12:07:51.886787] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:07:51.887665] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:51.887797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:51.892665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:51.894500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:51.895093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:51.895605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:51.896932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:51.898824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:51.912484] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -3.45%, Actual: 0.16%
[2025-11-25T12:07:51.923293] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:07:52.082288] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 1.08%, Actual: 1.20%
[2025-11-25T12:07:52.100598] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:07:52.120574] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:07:52.236673] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:07:52.254935] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.54%, Actual: 1.60%
[2025-11-25T12:07:52.281603] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:07:52.294047] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:52.369244] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 15.3s | Global ETA: 25m 13s
[2025-11-25T12:07:52.369545] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:07:52.370394] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:52.370538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:52.375821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:52.377743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:52.378310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:52.378867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:52.379343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:52.381820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:52.406204] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:52.425574] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 1.54%, Actual: 0.41%
[2025-11-25T12:07:52.425870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:52.428358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:52.454988] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:07:52.558305] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.56% | Symbol ETA: 20.2s | Global ETA: 25m 13s
[2025-11-25T12:07:52.558587] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:07:52.559423] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:52.559555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:52.564415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:52.566252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:52.566829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:52.567364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:52.568638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:52.570486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:52.600511] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -0.57%, Actual: 1.40%
[2025-11-25T12:07:52.600843] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 45.3422%
[2025-11-25T12:07:52.600963] [INFO ] [main      ] JBGS: DISCARDED add_gaps (score: 45.34%)
[2025-11-25T12:07:52.601025] [INFO ] [main      ] JBGS: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:07:52.601076] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies']
[2025-11-25T12:07:52.601130] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:07:52.614693] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:52.615221] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:07:52.616091] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:52.616179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:52.620992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:52.622876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:52.623469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:52.624129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:52.624697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:52.626218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:52.635595] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.63%
[2025-11-25T12:07:52.785473] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:07:52.819462] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:07:52.910057] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:07:52.954244] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:52.964096] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:07:52.997190] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:07:53.028565] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 14.6s | Global ETA: 25m 13s
[2025-11-25T12:07:53.078831] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:53.131525] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:53.172605] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:07:53.199320] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.12%, Actual: 1.73%
[2025-11-25T12:07:53.214320] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -0.80% | Symbol ETA: 29.2s | Global ETA: 25m 13s
[2025-11-25T12:07:53.214612] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:07:53.215463] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:53.215608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:53.220445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:53.222411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:53.223003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:53.223527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:53.224013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:53.225291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:53.231568] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 1.98% | Symbol ETA: 19.5s | Global ETA: 25m 13s
[2025-11-25T12:07:53.346453] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 0.03%
[2025-11-25T12:07:53.367292] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 1.80%
[2025-11-25T12:07:53.401153] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.89%, Actual: 1.44%
[2025-11-25T12:07:53.534768] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.10%, Actual: 0.28%
[2025-11-25T12:07:53.535134] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 18.4515%
[2025-11-25T12:07:53.535312] [INFO ] [main      ] CMU: KEPT add_regime_flags (score: 18.45%)
[2025-11-25T12:07:53.535435] [INFO ] [main      ] CMU: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:07:53.535553] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:07:53.535728] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:07:53.536996] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 0.92%
[2025-11-25T12:07:53.549674] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:53.550157] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:07:53.551075] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:07:53.551180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:53.556900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:53.558847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:53.559357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:53.559846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:53.560280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:53.561064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:53.561945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:53.564453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:53.573573] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 0.62%
[2025-11-25T12:07:53.573716] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:07:53.702489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:53.704841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:53.712110] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.17%, Actual: 0.25%
[2025-11-25T12:07:53.745462] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.92%, Actual: 1.31%
[2025-11-25T12:07:53.751489] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:53.751626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:53.753040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:53.811035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:53.812256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:53.813594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:53.838732] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.04% | Symbol ETA: 28.7s | Global ETA: 25m 14s
[2025-11-25T12:07:53.838888] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:07:53.839723] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:53.839828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:53.844817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:53.846799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:53.847414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:53.847955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:53.848471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:53.849782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:53.882347] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.52%, Actual: 0.44%
[2025-11-25T12:07:53.904170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:53.905396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:53.907497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:53.910416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:53.911633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:53.913783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:53.914612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:53.916126] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -8.54%, Actual: 1.45%
[2025-11-25T12:07:53.919144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:53.920434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:53.921911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:53.923546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:53.926692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:53.927472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:53.928299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:53.930447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:53.931630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:53.932435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:53.933246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:53.934062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:53.936974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:53.938906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:53.941556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:53.943922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:53.951611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:53.972806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:53.974386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:07:53.976388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:07:53.977263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:54.053335] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.42%
[2025-11-25T12:07:54.088366] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.10%, Actual: 1.73%
[2025-11-25T12:07:54.196989] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:07:54.226258] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 0.23%
[2025-11-25T12:07:54.264242] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 1.01%, Actual: 1.47%
[2025-11-25T12:07:54.331277] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:07:54.369092] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:54.404858] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.20%
[2025-11-25T12:07:54.436321] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -1.49%, Actual: 2.46%
[2025-11-25T12:07:54.451709] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 28.1s | Global ETA: 25m 14s
[2025-11-25T12:07:54.451856] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:07:54.452667] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:54.452755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:54.457802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:54.459580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:54.460216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:54.460771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:54.461250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:54.462596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:54.510258] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:54.581871] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 0.06%
[2025-11-25T12:07:54.607187] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -2.94%, Actual: 1.22%
[2025-11-25T12:07:54.636771] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 13.5s | Global ETA: 25m 14s
[2025-11-25T12:07:54.637116] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:07:54.638121] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:07:54.638311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:54.643813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:54.645729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:54.646400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:54.646971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:54.647500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:54.648403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:54.649311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:54.651993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:54.756952] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.17%, Actual: 0.38%
[2025-11-25T12:07:54.757362] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 51.7967%
[2025-11-25T12:07:54.757558] [INFO ] [main      ] CMSA: DISCARDED add_micro_gap_fill_velocity (score: 51.80%)
[2025-11-25T12:07:54.757693] [INFO ] [main      ] CMSA: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:07:54.757801] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:07:54.757914] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:07:54.772049] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:54.772683] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:07:54.773623] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:54.773784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:54.778371] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 0.12%
[2025-11-25T12:07:54.778820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:54.780675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:54.781301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:54.781899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:54.782400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:54.782393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:54.784663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:54.784928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:54.800229] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:07:54.829345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:54.830313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:54.835193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:54.836679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:54.893169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:54.894278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:54.895731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:54.946415] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 1.98%, Actual: 0.79%
[2025-11-25T12:07:54.946801] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 47.1503%
[2025-11-25T12:07:54.946951] [INFO ] [main      ] AIT: DISCARDED add_late_day_volatility (score: 47.15%)
[2025-11-25T12:07:54.947078] [INFO ] [main      ] AIT: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:07:54.947175] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure']
[2025-11-25T12:07:54.947275] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:07:54.961738] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:07:54.962431] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:07:54.963341] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:54.963474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:54.968280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:54.970136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:54.970293] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:54.970776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:54.971279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:54.972557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:54.975277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:54.985272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:54.986405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:54.988579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:54.991535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:54.992810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:54.995140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:54.995990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:55.000676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:55.002176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:55.003771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:55.005493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:55.008695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:55.009451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:55.010286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:55.012417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:55.013659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:55.014467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:55.015334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:55.016159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:55.019164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:55.021002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:55.023599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:55.026147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:55.030228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:55.051659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:55.052464] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.26% | Symbol ETA: 27.4s | Global ETA: 25m 14s
[2025-11-25T12:07:55.052610] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:07:55.053363] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:55.053437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:55.053254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:07:55.055293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:07:55.056198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:55.058222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:55.060046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:55.060532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:55.060997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:55.061422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:55.062810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:55.181765] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:07:55.308727] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:07:55.364149] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:55.406896] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:07:55.412955] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:07:55.445625] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.87% | Symbol ETA: 19.6s | Global ETA: 25m 15s
[2025-11-25T12:07:55.445990] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:07:55.446825] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:55.446972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:55.452487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:55.454698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:55.455410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:55.456090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:55.456715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:55.459699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:55.476290] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:07:55.507612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:55.508961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:55.576668] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:55.596013] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:55.641560] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 1.43% | Symbol ETA: 23.8s | Global ETA: 25m 15s
[2025-11-25T12:07:55.641739] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:07:55.642623] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:55.642780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:55.647681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:55.649494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:55.650061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:55.650586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:55.651885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:55.654682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:55.658790] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.25% | Symbol ETA: 26.8s | Global ETA: 25m 15s
[2025-11-25T12:07:55.659085] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:07:55.659912] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:55.660050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:55.664833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:55.666676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:55.667244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:55.667777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:55.668243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:55.669565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:55.723103] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 12.4s | Global ETA: 25m 15s
[2025-11-25T12:07:55.723411] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:07:55.724298] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:07:55.724467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:55.729676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:55.731715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:55.732359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:55.733055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:55.733570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:55.734483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:55.735443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:55.738386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:55.857833] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:07:55.870682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:55.872907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:55.920158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:55.921676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:55.976532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:55.977853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:55.979238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:55.996602] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:07:56.012609] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:07:56.029562] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:56.063111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:56.064113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:56.066128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:56.069052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:56.070308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:56.072412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:56.073288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:56.077715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:56.079214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:56.080713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:56.082369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:56.085380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:56.086200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:56.087061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:56.089168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:56.090465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:56.091273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:56.092075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:56.092870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:56.095842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:56.097590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:56.100226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:56.102535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:56.103673] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.33% | Symbol ETA: 18.8s | Global ETA: 25m 15s
[2025-11-25T12:07:56.103992] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:07:56.104913] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:56.105068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:56.106462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:56.110457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:56.112553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:56.113209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:56.113771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:56.114271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:56.116958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:56.125856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:56.127488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:07:56.129353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:07:56.130206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:56.163173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:56.164263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:56.165890] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:07:56.189672] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:56.281815] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.70% | Symbol ETA: 26.2s | Global ETA: 25m 15s
[2025-11-25T12:07:56.282017] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:07:56.283221] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:56.283391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:56.289145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:56.291403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:56.292047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:56.292710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:56.293281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:56.294905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:56.339911] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 23.2s | Global ETA: 25m 15s
[2025-11-25T12:07:56.340191] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:07:56.341038] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:56.341171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:56.346157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:56.348185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:56.348782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:56.349334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:56.350622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:56.353440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:56.477102] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:07:56.516147] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:07:56.649134] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:07:56.674204] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:56.684939] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:56.698230] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:07:56.758219] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.61% | Symbol ETA: 18.1s | Global ETA: 25m 16s
[2025-11-25T12:07:56.758509] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:07:56.759323] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:56.759465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:56.764593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:56.766492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:56.767128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:56.767685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:56.768190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:56.770714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:56.816556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:56.817802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:56.824052] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:56.836729] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 11.3s | Global ETA: 25m 16s
[2025-11-25T12:07:56.837073] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:07:56.837992] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:07:56.838164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:56.843446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:56.845368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:56.845995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:56.846543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:56.847065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:56.847945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:56.848887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:56.851452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:56.873304] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:07:56.907867] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.62% | Symbol ETA: 25.6s | Global ETA: 25m 16s
[2025-11-25T12:07:56.908034] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:07:56.909122] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:56.909424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:56.914212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:56.916107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:56.916622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:56.917145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:56.917563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:56.918791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:56.989271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:56.991582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:57.029900] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 6.80% | Symbol ETA: 22.5s | Global ETA: 25m 16s
[2025-11-25T12:07:57.030177] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:07:57.031059] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:57.031194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:57.037042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:57.037624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:57.039103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:57.039203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:57.039719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:57.040265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:57.041604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:57.044492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:57.095183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:57.096615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:57.098528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:57.186291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:57.186438] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:07:57.187461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:57.189417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:57.192628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:57.194172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:57.196771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:57.197949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:57.203057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:57.204737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:57.206376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:57.208479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:57.211868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:57.212818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:57.213714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:57.216030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:57.217397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:57.218283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:57.219193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:57.220060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:57.223236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:57.225190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:57.228263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:57.231455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:57.235977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:57.257354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:57.259043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:07:57.261300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:07:57.261434] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:07:57.262214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:57.367375] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:57.413816] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:07:57.431108] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:07:57.441113] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.24% | Symbol ETA: 17.5s | Global ETA: 25m 16s
[2025-11-25T12:07:57.441399] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:07:57.442290] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:57.442436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:57.447737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:57.449821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:57.450421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:57.450996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:57.451515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:57.454246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:57.500928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:57.502031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:57.513950] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 25.0s | Global ETA: 25m 16s
[2025-11-25T12:07:57.514235] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:07:57.515125] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:57.515265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:57.520126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:57.521965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:57.522544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:57.523141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:57.523610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:57.524879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:57.586542] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:57.605979] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:07:57.742956] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.80% | Symbol ETA: 21.8s | Global ETA: 25m 16s
[2025-11-25T12:07:57.743201] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:07:57.744046] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:57.744181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:57.749092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:57.750924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:57.751476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:57.752009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:57.753322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:57.756116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:57.776854] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:07:57.863777] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:07:57.872984] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:07:57.902414] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 10.2s | Global ETA: 25m 16s
[2025-11-25T12:07:57.902679] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:07:57.903511] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:07:57.903694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:57.908630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:57.910505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:57.911097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:57.911659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:57.912144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:57.912994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:57.913908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:57.916434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:58.035846] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:07:58.039620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:58.041528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:58.048773] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:58.084828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:58.085978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:58.115076] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 3.77% | Symbol ETA: 24.4s | Global ETA: 25m 16s
[2025-11-25T12:07:58.115373] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:07:58.116207] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:58.116346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:58.118721] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:07:58.121191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:58.122084] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 16.9s | Global ETA: 25m 16s
[2025-11-25T12:07:58.122413] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:07:58.123030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:58.123308] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:58.123388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:58.123603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:58.124149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:58.124817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:58.126079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:58.128836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:58.131140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:58.131743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:58.132290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:58.132803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:58.135317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:58.141256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:58.142659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:58.144084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:58.181787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:58.182978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:58.234376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:58.235603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:58.237829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:58.240951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:58.242303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:58.244583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:58.245562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:58.250540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:58.252568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:58.254169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:58.256312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:58.259927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:58.260838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:58.261884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:58.264167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:58.265914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:58.266801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:58.267675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:58.268526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:58.271754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:58.273699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:58.276584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:58.279355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:58.283907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:58.290277] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:58.305278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:58.307145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:07:58.309186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:07:58.310137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:58.453863] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -0.42% | Symbol ETA: 21.2s | Global ETA: 25m 17s
[2025-11-25T12:07:58.454145] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:07:58.455002] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:58.455134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:58.460089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:58.461986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:58.462553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:58.463080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:58.464366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:58.467112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:58.467717] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:07:58.544067] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:07:58.640619] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:07:58.669692] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:07:58.721928] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:58.721910] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 1.08% | Symbol ETA: 23.8s | Global ETA: 25m 17s
[2025-11-25T12:07:58.795364] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.28% | Symbol ETA: 16.2s | Global ETA: 25m 17s
[2025-11-25T12:07:58.795540] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:07:58.796367] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:58.796615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:58.801868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:58.803906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:58.804544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:58.805138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:58.805628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:58.808418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:58.817165] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:07:58.849350] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:07:58.852478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:58.853587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:58.893398] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -0.80%, Actual: 0.71%
[2025-11-25T12:07:58.973817] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 9.1s | Global ETA: 25m 17s
[2025-11-25T12:07:58.974127] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:07:58.975068] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:07:58.975240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:58.980360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:58.982829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:58.983800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:58.984518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:58.985177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:07:58.986348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:07:58.986409] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:07:58.987422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:58.990285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:07:59.062865] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.04%, Actual: 1.25%
[2025-11-25T12:07:59.119782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:07:59.122104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:59.149107] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -2.92% | Symbol ETA: 20.5s | Global ETA: 25m 17s
[2025-11-25T12:07:59.149357] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:07:59.150197] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:59.150331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:59.155142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:59.156980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:59.157620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:59.158190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:59.159454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:59.162147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:59.168529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:07:59.169908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:07:59.205175] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:07:59.225801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:07:59.226943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:59.228473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:07:59.233316] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 0.16%
[2025-11-25T12:07:59.319080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:07:59.320486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:07:59.322579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:59.325577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:07:59.326963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:07:59.329238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:59.330187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:07:59.335007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:07:59.336555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:07:59.338161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:07:59.339889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:07:59.343118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:07:59.344049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:07:59.344912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:07:59.347156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:07:59.348454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:07:59.349420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:07:59.350359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:07:59.351205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:07:59.354381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:07:59.356277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:07:59.359104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:07:59.361714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:07:59.366200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:07:59.381707] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:59.387251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:07:59.388944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:07:59.390974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:07:59.391985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:59.403466] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.26%, Actual: 3.31%
[2025-11-25T12:07:59.453661] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.35% | Symbol ETA: 15.5s | Global ETA: 25m 17s
[2025-11-25T12:07:59.453855] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:07:59.454744] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:07:59.454969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:59.460164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:59.462035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:07:59.462630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:59.463201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:59.463731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:07:59.466302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:07:59.510826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:07:59.511946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:59.568929] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:07:59.574931] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.25%, Actual: 1.39%
[2025-11-25T12:07:59.745300] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 0.16%
[2025-11-25T12:07:59.747524] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:07:59.753833] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:07:59.862822] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:07:59.908852] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.28% | Symbol ETA: 19.8s | Global ETA: 25m 18s
[2025-11-25T12:07:59.909148] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:07:59.910023] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:07:59.910161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:07:59.915129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:07:59.916773] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.62%, Actual: 1.20%
[2025-11-25T12:07:59.917067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:07:59.917705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:07:59.918271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:07:59.919634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:07:59.922419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:07:59.937356] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:00.030202] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:00.066513] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 8.0s | Global ETA: 25m 18s
[2025-11-25T12:08:00.066891] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:08:00.068321] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:00.068514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:00.073978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:00.076220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:00.076961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:00.077715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:00.078311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:00.079326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:00.080509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:00.083373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:00.084885] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.20%, Actual: 1.60%
[2025-11-25T12:08:00.103480] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.96% | Symbol ETA: 14.8s | Global ETA: 25m 18s
[2025-11-25T12:08:00.103634] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:08:00.104430] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:00.104508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:00.109730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:00.111703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:00.112471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:00.113045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:00.113542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:00.116477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:00.161614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:00.162809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:00.218602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:00.220930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:00.256294] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 3.77%, Actual: 0.41%
[2025-11-25T12:08:00.268693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:00.270190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:00.281229] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:08:00.323882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:00.325110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:00.326524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:00.427891] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 1.08%, Actual: 1.40%
[2025-11-25T12:08:00.428090] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 49.0738%
[2025-11-25T12:08:00.428178] [INFO ] [main      ] JBGS: DISCARDED add_intraday_skewness_proxies (score: 49.07%)
[2025-11-25T12:08:00.428225] [INFO ] [main      ] JBGS: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:08:00.428262] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile']
[2025-11-25T12:08:00.428302] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:08:00.441470] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:00.442015] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:08:00.442863] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:00.442951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:00.447793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:00.449554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:00.450064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:00.450506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:00.450916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:00.466893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:00.467919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:00.472818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:00.478794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:00.479971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:00.485134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:00.486935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:00.497891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:00.502358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:00.504047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:00.506713] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:00.508562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:00.515313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:00.519308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:00.520149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:00.525255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:00.526512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:00.527312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:00.531533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:00.532615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:00.541373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:00.542057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:00.543877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:00.549594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:00.555032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:00.562218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:00.604387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:00.611965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:08:00.618439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:08:00.620048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:00.713668] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 19.1s | Global ETA: 25m 18s
[2025-11-25T12:08:00.713984] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:08:00.715148] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:00.715296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:00.720304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:00.722318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:00.722945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:00.723471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:00.724783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:00.727532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:00.770209] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:08:00.931271] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:08:01.073253] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:08:01.087382] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:01.103021] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:01.157919] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 14.2s | Global ETA: 25m 18s
[2025-11-25T12:08:01.158074] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:08:01.158964] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:01.159059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:01.164118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:01.166212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:01.166763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:01.167297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:01.167750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:01.170236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:01.185828] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 1.07% | Symbol ETA: 27.9s | Global ETA: 25m 18s
[2025-11-25T12:08:01.185979] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:08:01.186748] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:01.186914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:01.191772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:01.193584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:01.194127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:01.194586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:01.195023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:01.220432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:01.221470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:01.232640] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:08:01.251114] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:01.290816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:01.408289] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 18.4s | Global ETA: 25m 19s
[2025-11-25T12:08:01.408442] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:08:01.409354] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:01.409468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:01.414900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:01.416979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:01.417604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:01.418161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:01.419455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:01.422262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:01.459471] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:01.589458] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 7.1s | Global ETA: 25m 19s
[2025-11-25T12:08:01.589607] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:08:01.590421] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:01.590524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:01.595366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:01.597240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:01.597770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:01.598222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:01.598621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:01.599597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:01.600443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:01.602937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:01.645885] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:08:01.679895] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:08:01.724781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:01.726842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:01.769933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:01.771241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:01.817677] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:08:01.820026] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:01.826109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:01.827424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:01.828712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:01.855031] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:01.888862] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 13.5s | Global ETA: 25m 19s
[2025-11-25T12:08:01.914367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:01.915482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:01.917450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:01.920531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:01.921791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:01.924108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:01.925188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:01.931123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:01.932927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:01.934484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:01.936213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:01.936897] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 2.54% | Symbol ETA: 27.2s | Global ETA: 25m 19s
[2025-11-25T12:08:01.937072] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:08:01.937915] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:01.937998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:01.939471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:01.940239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:01.940999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:01.943062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:01.943128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:01.944326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:01.945089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:01.945113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:01.945632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:01.945836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:01.946148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:01.946562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:01.946566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:01.950427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:01.952419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:01.954920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:01.957170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:01.961055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:01.980014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:01.981194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:08:01.982875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:08:01.983598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:01.991103] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:02.033920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:02.062451] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.87%, Actual: 1.73%
[2025-11-25T12:08:02.166625] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.81% | Symbol ETA: 17.7s | Global ETA: 25m 19s
[2025-11-25T12:08:02.232058] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.33%, Actual: 1.80%
[2025-11-25T12:08:02.319986] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:08:02.349032] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 1.43%, Actual: 1.44%
[2025-11-25T12:08:02.372706] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:08:02.400526] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.61%, Actual: 0.92%
[2025-11-25T12:08:02.487744] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:02.523991] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 0.62%
[2025-11-25T12:08:02.540047] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:02.570459] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.24%, Actual: 0.25%
[2025-11-25T12:08:02.605952] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 5.9s | Global ETA: 25m 19s
[2025-11-25T12:08:02.606101] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:08:02.606885] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:02.606987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:02.611838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:02.613575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:02.614083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:02.614535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:02.614956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:02.615722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:02.616515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:02.618995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:02.622524] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 26.3s | Global ETA: 25m 19s
[2025-11-25T12:08:02.622755] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:08:02.623592] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:02.623753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:02.628522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:02.630336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:02.630907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:02.631442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:02.631927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:02.703030] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 6.80%, Actual: 1.31%
[2025-11-25T12:08:02.716378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:02.740635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:02.741833] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.33%, Actual: 0.44%
[2025-11-25T12:08:02.742428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:02.785703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:02.786754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:02.842210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:02.843132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:02.844393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:02.883330] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.80%, Actual: 1.45%
[2025-11-25T12:08:02.918009] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.42%
[2025-11-25T12:08:02.928790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:02.929786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:02.931699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:02.934530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:02.935700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:02.937790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:02.938544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:02.943047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:02.944277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:02.945715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:02.947328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:02.950318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:02.951019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:02.951759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:02.953757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:02.954864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:02.955565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:02.956277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:02.957027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:02.959901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:02.961561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:02.964069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:02.966339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:02.970360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:02.989780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:02.991112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:08:02.992881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:08:02.993672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:03.061139] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 1.73%
[2025-11-25T12:08:03.063595] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:08:03.094837] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.35%, Actual: 0.23%
[2025-11-25T12:08:03.228052] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -2.92%, Actual: 1.47%
[2025-11-25T12:08:03.230558] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:03.264216] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.96%, Actual: 0.20%
[2025-11-25T12:08:03.308986] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.67% | Symbol ETA: 25.5s | Global ETA: 25m 20s
[2025-11-25T12:08:03.309136] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:08:03.309914] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:03.309988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:03.314984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:03.316795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:03.317297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:03.317745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:03.318163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:03.340028] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:08:03.395359] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.28%, Actual: 2.46%
[2025-11-25T12:08:03.401497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:03.446461] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.06%
[2025-11-25T12:08:03.513628] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:03.565449] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.46%, Actual: 1.22%
[2025-11-25T12:08:03.632320] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.10%, Actual: 0.38%
[2025-11-25T12:08:03.632713] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 39.2883%
[2025-11-25T12:08:03.632887] [INFO ] [main      ] CMSA: DISCARDED add_morning_followthrough_mag_T0 (score: 39.29%)
[2025-11-25T12:08:03.633013] [INFO ] [main      ] CMSA: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:08:03.633146] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_morning_range_expansion']
[2025-11-25T12:08:03.633293] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:08:03.643244] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 4.8s | Global ETA: 25m 20s
[2025-11-25T12:08:03.643543] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:08:03.644772] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:03.644947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:03.647781] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:03.648399] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:08:03.649464] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:03.649620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:03.650143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:03.652023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:03.652567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:03.653051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:03.653473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:03.654441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:03.655439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:03.655569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:03.657615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:03.658337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:03.658445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:03.658985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:03.659485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:03.662189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:03.711262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:03.716814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:03.737949] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 0.12%
[2025-11-25T12:08:03.741327] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:08:03.795141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:03.797218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:03.841233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:03.842559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:03.894342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:03.895321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:03.896668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:03.910596] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.81%, Actual: 0.79%
[2025-11-25T12:08:03.910838] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 41.0173%
[2025-11-25T12:08:03.910935] [INFO ] [main      ] AIT: DISCARDED add_late_hour_microstructure (score: 41.02%)
[2025-11-25T12:08:03.910985] [INFO ] [main      ] AIT: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:08:03.911022] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_late_session_pressure']
[2025-11-25T12:08:03.911063] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:08:03.911020] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:03.926336] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:03.926772] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:08:03.927665] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:03.927743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:03.932628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:03.934429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:03.934942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:03.935400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:03.936640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:03.937683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:03.980629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:03.981600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:03.983492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:03.986263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:03.987414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:03.989517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:03.990338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:03.990483] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.17% | Symbol ETA: 24.8s | Global ETA: 25m 20s
[2025-11-25T12:08:03.990620] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:08:03.991376] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:03.991453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:03.994680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:03.995946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:03.996226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:03.997348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:03.997982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:03.998483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:03.998940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:03.998949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:03.999375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:04.001864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:04.002516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:04.003225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:04.005243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:04.006340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:04.007087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:04.007814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:04.008545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:04.011329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:04.012950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:04.015392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:04.017638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:04.021592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:04.040497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:04.041901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:08:04.043668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:08:04.044400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:04.083636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:04.090099] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:08:04.277659] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:04.280665] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:08:04.354424] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.38% | Symbol ETA: 19.5s | Global ETA: 25m 20s
[2025-11-25T12:08:04.354700] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:08:04.355554] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:04.355711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:04.360722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:04.362736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:04.363326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:04.363873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:04.364349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:04.366898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:04.396178] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:08:04.410810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:04.415626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:04.428209] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:08:04.452014] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:04.571903] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:04.599550] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:04.620129] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.49% | Symbol ETA: 23.2s | Global ETA: 25m 21s
[2025-11-25T12:08:04.620423] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:08:04.621259] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:04.621398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:04.626341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:04.628210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:04.628780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:04.629334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:04.630617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:04.631718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:04.679273] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: 1.01% | Symbol ETA: 24.1s | Global ETA: 25m 21s
[2025-11-25T12:08:04.679607] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:08:04.680428] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:04.680569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:04.685366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:04.687200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:04.687773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:04.688329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:04.688821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:04.694449] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 3.7s | Global ETA: 25m 21s
[2025-11-25T12:08:04.762565] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:08:04.773295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:04.867451] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:08:04.942842] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:04.970958] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:08:05.015370] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 18.6s | Global ETA: 25m 21s
[2025-11-25T12:08:05.015722] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:08:05.016575] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:05.016736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:05.021753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:05.023692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:05.024192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:05.024743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:05.025218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:05.027716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:05.039658] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:08:05.071263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:05.076259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:05.114603] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:08:05.141126] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:05.211657] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:08:05.288294] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:05.316114] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.66% | Symbol ETA: 22.5s | Global ETA: 25m 21s
[2025-11-25T12:08:05.316393] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:08:05.317240] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:05.317381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:05.322308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:05.324157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:05.324730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:05.325277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:05.326560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:05.327665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:05.369110] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 23.4s | Global ETA: 25m 21s
[2025-11-25T12:08:05.369406] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:08:05.370230] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:05.370314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:05.375113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:05.376944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:05.377445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:05.377977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:05.378483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:05.384203] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 0.00%
[2025-11-25T12:08:05.429598] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:08:05.464425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:05.556093] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:08:05.621598] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:05.681559] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:08:05.695229] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 17.9s | Global ETA: 25m 21s
[2025-11-25T12:08:05.695556] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:08:05.696417] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:05.696563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:05.701518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:05.703584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:05.704169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:05.704714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:05.705189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:05.707704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:05.730448] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:08:05.754563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:05.759498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:05.820089] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:08:05.863520] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:05.909063] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:08:05.990529] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:06.020553] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.30% | Symbol ETA: 21.8s | Global ETA: 25m 21s
[2025-11-25T12:08:06.020852] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:08:06.021700] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:06.021836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:06.026682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:06.028526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:06.029095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:06.029639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:06.030922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:06.031993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:06.068275] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.61% | Symbol ETA: 22.7s | Global ETA: 25m 21s
[2025-11-25T12:08:06.068612] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:08:06.069935] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:06.070074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:06.074889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:06.076739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:06.077314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:06.077850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:06.078354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:06.089915] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:08:06.118685] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:08:06.161816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:06.263387] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:08:06.314930] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:06.387515] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:08:06.397888] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.82% | Symbol ETA: 17.2s | Global ETA: 25m 22s
[2025-11-25T12:08:06.398196] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:08:06.399122] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:06.399272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:06.404188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:06.406128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:06.406713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:06.407206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:06.407709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:06.410313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:06.435798] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.28%
[2025-11-25T12:08:06.436219] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 16.1665%
[2025-11-25T12:08:06.436368] [INFO ] [main      ] CMU: DISCARDED add_return_volume_nonlinearity_proxies (score: 16.17%)
[2025-11-25T12:08:06.436492] [INFO ] [main      ] CMU: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:08:06.436613] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_shelf_lag']
[2025-11-25T12:08:06.436759] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:08:06.451339] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:06.451947] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:08:06.452899] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:06.453082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:06.453889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:06.458262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:06.459220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:06.460210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:06.460782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:06.461266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:06.461696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:06.462490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:06.463352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:06.465953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:06.503693] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:08:06.568045] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:06.593581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:06.595626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:06.640971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:06.642066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:06.675241] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:06.696298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:06.697293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:06.698624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:06.734038] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -5.48% | Symbol ETA: 21.1s | Global ETA: 25m 22s
[2025-11-25T12:08:06.734343] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:08:06.735259] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:06.735399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:06.740683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:06.742618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:06.743241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:06.743788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:06.745133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:06.746280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:06.752435] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 3.52% | Symbol ETA: 21.9s | Global ETA: 25m 22s
[2025-11-25T12:08:06.752725] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:08:06.753527] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:06.753682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:06.758453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:06.760251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:06.760755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:06.761272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:06.761754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:06.785607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:06.786379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:06.788272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:06.791198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:06.792448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:06.794585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:06.795434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:06.799930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:06.801219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:06.802685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:06.803865] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:08:06.804289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:06.807328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:06.808071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:06.808837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:06.810958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:06.812146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:06.812970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:06.813781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:06.814571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:06.817561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:06.819316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:06.821925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:06.824302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:06.828397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:06.843083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:06.848917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:06.850263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:08:06.851959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:06.979637] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:07.054124] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.51% | Symbol ETA: 16.5s | Global ETA: 25m 22s
[2025-11-25T12:08:07.054431] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:08:07.055313] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:07.055455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:07.060484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:07.062364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:07.062945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:07.063501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:07.063995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:07.066456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:07.083378] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:08:07.109356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:07.114397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:07.183613] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:08:07.205255] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:08:07.255608] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:07.358607] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:07.400954] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:07.408613] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -3.60% | Symbol ETA: 20.4s | Global ETA: 25m 22s
[2025-11-25T12:08:07.408906] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:08:07.409790] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:07.409923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:07.414775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:07.416619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:07.417246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:07.417818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:07.419129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:07.420235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:07.435120] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 0.87% | Symbol ETA: 21.2s | Global ETA: 25m 22s
[2025-11-25T12:08:07.469720] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:08:07.609862] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.07%, Actual: 0.71%
[2025-11-25T12:08:07.642251] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:07.675147] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 14.5s | Global ETA: 25m 22s
[2025-11-25T12:08:07.675319] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:08:07.676157] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:07.676298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:07.681215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:07.683017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:07.683562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:07.684050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:07.684476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:07.685277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:07.686121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:07.688610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:07.715365] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 15.8s | Global ETA: 25m 22s
[2025-11-25T12:08:07.715608] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:08:07.716519] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:07.716718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:07.723925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:07.726676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:07.727477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:07.728410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:07.729116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:07.732805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:07.765743] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:08:07.780633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:07.783501] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 2.54%, Actual: 1.25%
[2025-11-25T12:08:07.785608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:07.815906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:07.818107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:07.867141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:07.868531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:07.926839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:07.928059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:07.929568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:07.952594] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:07.954685] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.49%, Actual: 0.16%
[2025-11-25T12:08:08.020434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:08.021467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:08.023584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:08.026566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:08.027934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:08.030333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:08.031284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:08.036338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:08.037994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:08.039593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:08.041394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:08.044723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:08.045636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:08.046507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:08.048768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:08.050454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:08.051629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:08.052557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:08.053571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:08.057382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:08.059792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:08.062972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:08.065529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:08.069895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:08.093193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:08.095016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:08:08.097401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:08.122872] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 19.7s | Global ETA: 25m 23s
[2025-11-25T12:08:08.123157] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:08:08.124043] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:08.124174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:08.127701] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.67%, Actual: 3.31%
[2025-11-25T12:08:08.129079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:08.131000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:08.131562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:08.132093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:08.133397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:08.134461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:08.161102] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:08:08.299420] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.17%, Actual: 1.39%
[2025-11-25T12:08:08.331251] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:08.404469] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 15.1s | Global ETA: 25m 23s
[2025-11-25T12:08:08.404767] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:08:08.405582] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:08.405740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:08.410762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:08.412692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:08.413265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:08.413830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:08.414333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:08.416924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:08.463229] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:08:08.468224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:08.472199] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: 1.01%, Actual: 0.16%
[2025-11-25T12:08:08.475071] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:08:08.475244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:08.635667] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:08.645078] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -1.14%, Actual: 1.20%
[2025-11-25T12:08:08.649314] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:08.801361] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.85% | Symbol ETA: 19.0s | Global ETA: 25m 23s
[2025-11-25T12:08:08.801655] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:08:08.802509] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:08.802658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:08.807559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:08.809530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:08.810110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:08.810626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:08.811938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:08.813057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:08.816989] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.61%, Actual: 1.60%
[2025-11-25T12:08:08.821659] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:08:08.901803] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 13.3s | Global ETA: 25m 23s
[2025-11-25T12:08:08.902107] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:08:08.902953] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:08.903119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:08.908025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:08.910290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:08.910883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:08.911556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:08.912051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:08.912926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:08.913842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:08.916303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:08.993007] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 3.52%, Actual: 0.41%
[2025-11-25T12:08:08.998588] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:09.038977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:09.041163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:09.073524] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 14.5s | Global ETA: 25m 23s
[2025-11-25T12:08:09.073850] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:08:09.074763] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:09.074907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:09.080234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:09.082341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:09.082970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:09.083519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:09.084132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:09.083994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:09.085379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:09.086991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:09.132864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:09.137971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:09.137996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:09.139207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:09.140539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:09.162769] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:08:09.175902] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 0.87%, Actual: 1.40%
[2025-11-25T12:08:09.176294] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 52.1732%
[2025-11-25T12:08:09.176496] [INFO ] [main      ] JBGS: KEPT add_intraday_volatility_percentile (score: 52.17%)
[2025-11-25T12:08:09.176617] [INFO ] [main      ] JBGS: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:08:09.176745] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag']
[2025-11-25T12:08:09.176857] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:08:09.190340] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:09.190966] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:08:09.191923] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:09.192072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:09.196962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:09.198899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:09.199415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:09.199886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:09.200297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:09.223673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:09.224666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:09.226765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:09.229784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:09.230998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:09.233067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:09.233906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:09.238253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:09.239501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:09.240923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:09.242616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:09.245558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:09.246358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:09.247169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:09.249281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:09.250465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:09.251290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:09.252092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:09.252885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:09.255737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:09.257425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:09.259932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:09.262182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:09.266075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:09.285334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:09.285343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:09.286259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:09.286830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:08:09.288557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:09.332189] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:09.498997] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -2.51% | Symbol ETA: 18.3s | Global ETA: 25m 24s
[2025-11-25T12:08:09.499272] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:08:09.500107] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:09.500194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:09.500029] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:08:09.504983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:09.506830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:09.507453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:09.507991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:09.509384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:09.510463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:09.628071] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:08:09.671189] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:09.687440] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:08:09.744832] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 13.8s | Global ETA: 25m 24s
[2025-11-25T12:08:09.745013] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:08:09.745806] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:09.746030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:09.750868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:09.752714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:09.753266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:09.753808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:09.754286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:09.756734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:09.798730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:09.803405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:09.804722] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:09.853440] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:08:09.857131] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:09.899442] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 28.0s | Global ETA: 25m 24s
[2025-11-25T12:08:09.899974] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:08:09.901128] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:09.901282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:09.907954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:09.910233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:09.910880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:09.911359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:09.911873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:10.006758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:10.008053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:10.043943] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:10.122932] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 12.0s | Global ETA: 25m 24s
[2025-11-25T12:08:10.123092] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:08:10.124007] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:10.124132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:10.129896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:10.131958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:10.132514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:10.133013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:10.133451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:10.134287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:10.135559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:10.138780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:10.169036] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:08:10.233781] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -0.43% | Symbol ETA: 17.6s | Global ETA: 25m 24s
[2025-11-25T12:08:10.234110] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:08:10.235350] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:10.235562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:10.241378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:10.243977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:10.244920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:10.245690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:10.247304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:10.248806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:10.277721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:10.279931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:10.335885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:10.337994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:10.370370] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:10.411197] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:08:10.415109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:10.416947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:10.419142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:10.472166] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.20% | Symbol ETA: 13.1s | Global ETA: 25m 24s
[2025-11-25T12:08:10.546285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:10.547998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:10.551168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:10.555577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:10.557734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:10.561828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:10.563454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:10.570681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:10.573090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:10.575477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:10.578306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:10.583320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:10.584799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:10.586169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:10.589567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:10.591690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:10.593121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:10.594523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:10.595932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:10.600930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:10.603774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:10.608093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:10.612098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:10.618575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:10.648763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:10.651326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:08:10.654144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:10.685063] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:10.710037] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:08:10.735026] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.38%, Actual: 1.73%
[2025-11-25T12:08:10.802145] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 3.41% | Symbol ETA: 28.0s | Global ETA: 25m 24s
[2025-11-25T12:08:10.802511] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:08:10.803857] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:10.804073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:10.811235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:10.814699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:10.815857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:10.816694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:10.817368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:10.943950] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:10.945847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:10.947212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:11.004053] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.56%, Actual: 1.80%
[2025-11-25T12:08:11.145949] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:08:11.170950] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 16.9s | Global ETA: 25m 25s
[2025-11-25T12:08:11.230431] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 0.92%
[2025-11-25T12:08:11.365253] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.49%, Actual: 1.44%
[2025-11-25T12:08:11.366690] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:11.412732] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.82%, Actual: 0.25%
[2025-11-25T12:08:11.434137] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:08:11.554600] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.66%, Actual: 0.62%
[2025-11-25T12:08:11.585397] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 0.44%
[2025-11-25T12:08:11.623477] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:11.630404] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 11.2s | Global ETA: 25m 25s
[2025-11-25T12:08:11.630558] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:08:11.631378] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:11.631482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:11.636336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:11.638176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:11.638707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:11.639187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:11.639612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:11.640385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:11.641285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:11.644003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:11.707474] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 27.5s | Global ETA: 25m 25s
[2025-11-25T12:08:11.707789] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:08:11.708606] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:11.708767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:11.713497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:11.715323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:11.716039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:11.716764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:11.717267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:11.751919] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.30%, Actual: 1.31%
[2025-11-25T12:08:11.756322] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.42%
[2025-11-25T12:08:11.776303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:11.778540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:11.805036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:11.806103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:11.824219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:11.825592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:11.880027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:11.881312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:11.882721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:11.926281] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.23%
[2025-11-25T12:08:11.946294] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -5.48%, Actual: 1.45%
[2025-11-25T12:08:11.970685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:11.971894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:11.973910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:11.976908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:11.978206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:11.980369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:11.981297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:11.985862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:11.987313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:11.988871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:11.990603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:11.993810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:11.994610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:11.995438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:11.997594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:11.998965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:11.999921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:12.000803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:12.001611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:12.004875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:12.006685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:12.009458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:12.011972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:12.016047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:12.036848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:12.038513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:08:12.040459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:12.094935] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.20%
[2025-11-25T12:08:12.130773] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -3.60%, Actual: 1.73%
[2025-11-25T12:08:12.154529] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:08:12.263191] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.40%, Actual: 0.06%
[2025-11-25T12:08:12.312034] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 1.47%
[2025-11-25T12:08:12.332695] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:12.395053] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:08:12.417602] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.48% | Symbol ETA: 26.4s | Global ETA: 25m 25s
[2025-11-25T12:08:12.417915] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:08:12.418804] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:12.418961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:12.424143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:12.426129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:12.426782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:12.427385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:12.427920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:12.435537] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.20%, Actual: 0.38%
[2025-11-25T12:08:12.435984] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 44.4342%
[2025-11-25T12:08:12.436120] [INFO ] [main      ] CMSA: DISCARDED add_morning_range_expansion (score: 44.43%)
[2025-11-25T12:08:12.436244] [INFO ] [main      ] CMSA: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:08:12.436352] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_open_11_elasticity']
[2025-11-25T12:08:12.436464] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:08:12.500105] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.85%, Actual: 2.46%
[2025-11-25T12:08:12.515072] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:12.516149] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:08:12.517288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:12.517334] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:12.517487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:12.518235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:12.522784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:12.524843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:12.525450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:12.525950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:12.526447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:12.529102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:12.574787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:12.576887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:12.600404] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:12.683820] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -2.51%, Actual: 1.22%
[2025-11-25T12:08:12.856102] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 9.9s | Global ETA: 25m 26s
[2025-11-25T12:08:12.856244] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:08:12.857240] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:12.857343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:12.863357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:12.865169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:12.865716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:12.866188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:12.866600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:12.867432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:12.868293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:12.868292] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:08:12.870889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:12.873689] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.12%
[2025-11-25T12:08:12.936594] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:08:12.997319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:12.999923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:13.044109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:13.045277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:13.045611] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:13.061226] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.25%, Actual: 0.79%
[2025-11-25T12:08:13.061545] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 39.6563%
[2025-11-25T12:08:13.061739] [INFO ] [main      ] AIT: DISCARDED add_late_session_pressure (score: 39.66%)
[2025-11-25T12:08:13.061861] [INFO ] [main      ] AIT: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:08:13.061961] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_micro_gap_fill_velocity']
[2025-11-25T12:08:13.062065] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:08:13.078410] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:13.079061] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:08:13.080097] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:13.080267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:13.085426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:13.087609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:13.088361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:13.088983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:13.090375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:13.092800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:13.099433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:13.100355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:13.101722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:13.109079] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:13.132775] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.12% | Symbol ETA: 25.5s | Global ETA: 25m 26s
[2025-11-25T12:08:13.133089] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:08:13.133980] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:13.134124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:13.139251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:13.141243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:13.141863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:13.142394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:13.142905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:13.182593] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.84% | Symbol ETA: 18.0s | Global ETA: 25m 26s
[2025-11-25T12:08:13.182791] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:08:13.183563] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:13.183673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:13.188151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:13.188406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:13.188996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:13.190192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:13.190698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:13.190927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:13.191303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:13.191801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:13.193699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:13.194218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:13.194846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:13.196910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:13.197714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:13.202083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:13.203305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:13.204689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:13.206346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:13.209346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:13.210048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:13.210793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:13.212857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:13.214057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:13.214811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:13.215545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:13.216314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:13.219176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:13.220843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:13.223330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:13.225578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:13.227297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:13.228249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:13.229516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:13.238619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:13.240232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:13.248250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:13.249491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:08:13.251172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:13.457783] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:08:13.587895] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:08:13.597367] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:08:13.602020] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:08:13.641467] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:13.764363] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:13.771044] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:13.804989] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:13.827071] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 1.35% | Symbol ETA: 22.6s | Global ETA: 25m 26s
[2025-11-25T12:08:13.827366] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:08:13.828288] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:13.828433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:13.833674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:13.835798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:13.836437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:13.837017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:13.837669] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 17.3s | Global ETA: 25m 26s
[2025-11-25T12:08:13.837825] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:08:13.838357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:13.838619] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:13.838721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:13.840760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:13.843631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:13.845464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:13.846112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:13.846618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:13.847080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:13.849637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:13.888114] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -1.02% | Symbol ETA: 24.7s | Global ETA: 25m 26s
[2025-11-25T12:08:13.888271] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:08:13.889079] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:13.889156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:13.893970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:13.893926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:13.895623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:13.895835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:13.896347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:13.896830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:13.897280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:13.981918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:13.982958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:14.030143] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 8.5s | Global ETA: 25m 26s
[2025-11-25T12:08:14.030301] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:08:14.031208] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:14.031320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:14.036457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:14.038457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:14.039020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:14.039483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:14.039905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:14.040708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:14.041541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:14.044129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:14.173713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:14.175922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:14.208407] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:08:14.222847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:14.224404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:14.270238] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:08:14.279488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:14.280835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:14.282237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:14.333458] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:08:14.370131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:14.371345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:14.373824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:14.377274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:14.378826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:14.381211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:14.382240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:14.387191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:14.388754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:14.390333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:14.392095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:14.392834] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:14.395358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:14.396272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:14.397359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:14.399944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:14.401287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:14.402175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:14.402998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:14.403817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:14.407324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:14.409188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:14.412066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:14.414767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:14.419454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:14.441774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:14.443486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:08:14.445631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:14.453142] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:14.522727] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:14.536913] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.65% | Symbol ETA: 16.7s | Global ETA: 25m 27s
[2025-11-25T12:08:14.537261] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:08:14.538214] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:14.538383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:14.543418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:14.545535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:14.546206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:14.546765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:14.547271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:14.549841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:14.593845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:14.596055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:14.596425] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 22.0s | Global ETA: 25m 27s
[2025-11-25T12:08:14.596744] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:08:14.598677] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:14.598847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:14.604356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:14.606481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:14.607174] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 23.9s | Global ETA: 25m 27s
[2025-11-25T12:08:14.607182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:14.607334] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:08:14.607791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:14.608358] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:14.608523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:14.609285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:14.612122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:14.613855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:14.615816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:14.616407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:14.616961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:14.617481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:14.701039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:14.702137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:14.810874] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:08:14.945003] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:08:14.968539] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:08:14.992675] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:15.058736] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:08:15.117413] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:15.154083] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:15.187261] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.27% | Symbol ETA: 16.0s | Global ETA: 25m 27s
[2025-11-25T12:08:15.187580] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:08:15.188448] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:15.188594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:15.193485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:15.195434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:15.196030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:15.196561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:15.197080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:15.199605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:15.234093] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:15.243043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:15.244626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:15.254920] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 7.2s | Global ETA: 25m 27s
[2025-11-25T12:08:15.255103] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:08:15.255962] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:15.256215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:15.261342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:15.263455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:15.264117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:15.264692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:15.265179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:15.266064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:15.267028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:15.269756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:15.312427] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.60% | Symbol ETA: 23.1s | Global ETA: 25m 27s
[2025-11-25T12:08:15.312749] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:08:15.313572] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:15.313729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:15.318506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:15.320347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:15.320932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:15.321454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:15.321949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:15.336803] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 6.69% | Symbol ETA: 21.2s | Global ETA: 25m 27s
[2025-11-25T12:08:15.337126] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:08:15.338022] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:15.338166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:15.343291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:15.345250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:15.345893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:15.346450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:15.347796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:15.349902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:15.396144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:15.398582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:15.407205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:15.408307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:15.443220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:15.444615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:15.497670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:15.498816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:15.500263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:15.581231] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:08:15.587683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:15.588886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:15.590908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:15.593996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:15.595392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:15.597776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:15.598826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:15.603570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:15.605240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:15.606900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:15.608829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:15.612089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:15.613016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:15.613870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:15.616042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:15.617401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:15.618271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:15.619132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:15.619991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:15.623091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:15.625007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:15.627970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:15.630528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:15.634999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:15.655019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:15.656660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:08:15.658538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:15.747295] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:15.753022] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:08:15.753472] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:08:15.817679] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 15.3s | Global ETA: 25m 28s
[2025-11-25T12:08:15.817848] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:08:15.818597] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:15.818699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:15.823444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:15.825368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:15.825944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:15.826467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:15.826957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:15.829408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:15.871800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:15.873041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:15.925879] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:15.940397] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:16.006334] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -1.59% | Symbol ETA: 22.3s | Global ETA: 25m 28s
[2025-11-25T12:08:16.006658] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:08:16.007498] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:16.007654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:16.012594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:16.014476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:16.015069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:16.015020] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:08:16.015523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:16.016050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:16.100046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:16.101176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:16.111285] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -2.30% | Symbol ETA: 20.4s | Global ETA: 25m 28s
[2025-11-25T12:08:16.111595] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:08:16.113417] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:16.113610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:16.118960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:16.121127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:16.121742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:16.122356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:16.124033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:16.126731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:16.191055] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:16.210405] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:08:16.381714] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:16.445154] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 6.0s | Global ETA: 25m 28s
[2025-11-25T12:08:16.445315] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:08:16.446169] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:16.446284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:16.451144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:16.452543] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 14.6s | Global ETA: 25m 28s
[2025-11-25T12:08:16.452765] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:08:16.452924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:16.453422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:16.453585] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:16.453747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:16.453886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:16.454286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:16.455043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:16.455896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:16.458370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:16.458998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:16.460890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:16.461200] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:08:16.461454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:16.461998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:16.462476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:16.464948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:16.489502] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:08:16.508108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:16.509782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:16.584031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:16.586294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:16.630607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:16.630784] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:16.632122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:16.666543] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:16.686876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:16.688248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:16.689706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:16.708365] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -0.87% | Symbol ETA: 21.6s | Global ETA: 25m 28s
[2025-11-25T12:08:16.776691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:16.777872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:16.780213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:16.783238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:16.784594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:16.786908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:16.787872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:16.792554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:16.793970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:16.795548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:16.797352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:16.800531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:16.801450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:16.802289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:16.804453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:16.805779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:16.806591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:16.807443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:16.808312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:16.811441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:16.813377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:16.816151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:16.818578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:16.822721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:16.843920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:16.845072] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -3.54% | Symbol ETA: 19.7s | Global ETA: 25m 28s
[2025-11-25T12:08:16.845354] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:08:16.845328] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:08:16.845573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:08:16.846278] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:16.846416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:16.847450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:16.851296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:16.853142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:16.853725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:16.854239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:16.855516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:16.857568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:16.895482] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.71%
[2025-11-25T12:08:17.014005] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:17.069129] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 3.41%, Actual: 1.25%
[2025-11-25T12:08:17.085297] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 14.0s | Global ETA: 25m 28s
[2025-11-25T12:08:17.085585] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:08:17.086412] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:17.086555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:17.091531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:17.093343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:17.093916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:17.094436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:17.094920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:17.097360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:17.139338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:17.140603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:17.210053] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:08:17.213610] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:08:17.241524] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.16%
[2025-11-25T12:08:17.379847] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:17.396553] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:17.413391] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.48%, Actual: 3.31%
[2025-11-25T12:08:17.474988] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:08:17.578728] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -1.27% | Symbol ETA: 18.9s | Global ETA: 25m 29s
[2025-11-25T12:08:17.579034] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:08:17.579988] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:17.580128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:17.584438] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.12%, Actual: 1.39%
[2025-11-25T12:08:17.585342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:17.587408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:17.588031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:17.588564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:17.589916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:17.592031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:17.638328] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 4.7s | Global ETA: 25m 29s
[2025-11-25T12:08:17.638484] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:08:17.639267] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:17.639367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:17.644179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:17.645981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:17.646665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:17.647210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:17.647331] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:17.647724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:17.648490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:17.649322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:17.651829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:17.717396] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.89% | Symbol ETA: 13.3s | Global ETA: 25m 29s
[2025-11-25T12:08:17.717564] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:08:17.718494] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:17.718638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:17.723472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:17.725337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:17.725912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:17.726428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:17.726921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:17.729428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:17.752429] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -1.02%, Actual: 0.16%
[2025-11-25T12:08:17.772958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:17.773117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:17.774534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:17.775339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:17.818816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:17.820303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:17.874028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:17.875152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:17.876505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:17.927238] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.70%, Actual: 1.20%
[2025-11-25T12:08:17.952008] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:08:17.961122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:17.962316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:17.964254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:17.967240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:17.968517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:17.970668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:17.971524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:17.975996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:17.977413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:17.978883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:17.980564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:17.983724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:17.984474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:17.985390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:17.987610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:17.988823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:17.989637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:17.990442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:17.991245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:17.994292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:17.996034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:17.998894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:18.001905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:18.006114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:18.025724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:18.027378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:08:18.029216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:18.098229] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.60%, Actual: 1.60%
[2025-11-25T12:08:18.120855] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:08:18.133921] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:18.268965] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -1.59%, Actual: 0.41%
[2025-11-25T12:08:18.296528] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:18.300850] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 18.1s | Global ETA: 25m 29s
[2025-11-25T12:08:18.301034] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:08:18.302031] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:18.302173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:18.307365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:18.309374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:18.310018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:18.310589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:18.311931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:18.314049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:18.366818] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 12.7s | Global ETA: 25m 29s
[2025-11-25T12:08:18.366975] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:08:18.367787] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:18.367863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:18.372664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:18.373287] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:08:18.374462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:18.374965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:18.375416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:18.375840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:18.378230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:18.420593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:18.422183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:18.439410] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -0.87%, Actual: 1.40%
[2025-11-25T12:08:18.439633] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 49.9286%
[2025-11-25T12:08:18.439734] [INFO ] [main      ] JBGS: DISCARDED add_last_hour_momentum_mag (score: 49.93%)
[2025-11-25T12:08:18.439782] [INFO ] [main      ] JBGS: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:08:18.439818] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_day_volatility']
[2025-11-25T12:08:18.439858] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:08:18.452346] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:18.452977] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:08:18.453839] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:18.453929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:18.458675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:18.460453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:18.460983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:18.461446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:18.461874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:18.546564] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:18.546632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:18.548864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:18.677354] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:08:18.762431] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:08:18.801595] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3.5s | Global ETA: 25m 29s
[2025-11-25T12:08:18.852533] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:18.884421] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:08:18.935238] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:18.971197] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:08:19.004156] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 12.0s | Global ETA: 25m 30s
[2025-11-25T12:08:19.033114] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.85% | Symbol ETA: 17.4s | Global ETA: 25m 30s
[2025-11-25T12:08:19.033476] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:08:19.034468] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:19.034613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:19.039785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:19.041766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:19.042363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:19.042917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:19.044238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:19.046541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:19.055347] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:19.137441] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 2.92% | Symbol ETA: 27.0s | Global ETA: 25m 30s
[2025-11-25T12:08:19.137760] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:08:19.138539] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:19.138610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:19.143427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:19.143717] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:08:19.145231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:19.145758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:19.146217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:19.146620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:19.175043] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.84%, Actual: 1.73%
[2025-11-25T12:08:19.233537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:19.235636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:19.321789] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 0.36%
[2025-11-25T12:08:19.362796] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.42%, Actual: 1.80%
[2025-11-25T12:08:19.405594] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:08:19.494573] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:08:19.537895] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.65%, Actual: 0.92%
[2025-11-25T12:08:19.574339] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:08:19.583109] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:19.672076] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:08:19.716259] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.27%, Actual: 0.25%
[2025-11-25T12:08:19.746344] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:19.757055] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 16.6s | Global ETA: 25m 30s
[2025-11-25T12:08:19.757365] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:08:19.758299] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:19.758437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:19.763888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:19.765875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:19.766474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:19.767070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:19.768554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:19.771026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:19.828454] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 2.63% | Symbol ETA: 26.3s | Global ETA: 25m 30s
[2025-11-25T12:08:19.828751] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:08:19.829587] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:19.829749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:19.834703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:19.836572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:19.837232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:19.837803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:19.838290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:19.846195] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:08:19.885133] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 0.44%
[2025-11-25T12:08:19.924271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:19.926575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:20.021755] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:08:20.053430] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.34%, Actual: 0.42%
[2025-11-25T12:08:20.124342] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:08:20.204420] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:08:20.222580] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 0.23%
[2025-11-25T12:08:20.266318] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:08:20.304970] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:20.378295] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:08:20.396168] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 0.20%
[2025-11-25T12:08:20.438608] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:20.493506] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.38% | Symbol ETA: 15.9s | Global ETA: 25m 31s
[2025-11-25T12:08:20.520844] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -2.90% | Symbol ETA: 25.7s | Global ETA: 25m 31s
[2025-11-25T12:08:20.521153] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:08:20.522018] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:20.522162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:20.527087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:20.529015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:20.529618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:20.530241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:20.530756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:20.566926] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.28%
[2025-11-25T12:08:20.567258] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 15.1319%
[2025-11-25T12:08:20.567416] [INFO ] [main      ] CMU: DISCARDED add_shelf_lag (score: 15.13%)
[2025-11-25T12:08:20.567491] [INFO ] [main      ] CMU: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:08:20.567569] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_signed_carry_history_11']
[2025-11-25T12:08:20.567681] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:08:20.569065] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.15%, Actual: 0.06%
[2025-11-25T12:08:20.584335] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:20.585017] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:08:20.586287] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:20.586426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:20.592159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:20.594499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:20.595115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:20.595613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:20.596046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:20.597122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:20.598142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:20.601003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:20.619835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:20.622201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:20.676181] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 1.35%, Actual: 1.44%
[2025-11-25T12:08:20.733759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:20.736086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:20.742495] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.38%
[2025-11-25T12:08:20.742956] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 47.6084%
[2025-11-25T12:08:20.743143] [INFO ] [main      ] CMSA: DISCARDED add_open_11_elasticity (score: 47.61%)
[2025-11-25T12:08:20.743259] [INFO ] [main      ] CMSA: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:08:20.743370] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_open_reversal_intensity']
[2025-11-25T12:08:20.743485] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:08:20.756539] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:20.757259] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:08:20.758195] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:20.758336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:20.763195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:20.764989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:20.765547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:20.766088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:20.766563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:20.769066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:20.781745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:20.783194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:20.812527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:20.813959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:20.839577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:20.841131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:20.842597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:20.854865] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 0.62%
[2025-11-25T12:08:20.930519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:20.931679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:20.933638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:20.936994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:20.938256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:20.940430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:20.941282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:20.945771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:20.947133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:20.948585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:20.950274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:20.953347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:20.954152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:20.954972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:20.957171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:20.958378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:20.961057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:20.961885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:20.962706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:20.965679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:20.966862] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:08:20.967408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:20.969945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:20.972287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:20.976322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:20.995818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:20.997321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:20.998913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:21.033937] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 6.69%, Actual: 1.31%
[2025-11-25T12:08:21.136054] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:21.154995] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:08:21.208596] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -2.30%, Actual: 1.45%
[2025-11-25T12:08:21.215900] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.44% | Symbol ETA: 25.0s | Global ETA: 25m 31s
[2025-11-25T12:08:21.216181] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:08:21.217070] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:21.217213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:21.222008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:21.223842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:21.224404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:21.224950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:21.225426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:21.312066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:21.314067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:21.322701] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:21.347537] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:08:21.380144] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -3.54%, Actual: 1.73%
[2025-11-25T12:08:21.394128] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.75% | Symbol ETA: 16.2s | Global ETA: 25m 31s
[2025-11-25T12:08:21.394430] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:08:21.395322] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:21.395465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:21.400360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:21.402243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:21.402829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:21.403350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:21.403844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:21.406340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:21.449760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:21.451244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:21.528787] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:21.561607] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -1.27%, Actual: 1.47%
[2025-11-25T12:08:21.655461] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:08:21.657571] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 13.0s | Global ETA: 25m 31s
[2025-11-25T12:08:21.657740] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:08:21.658566] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:21.658697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:21.664026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:21.665947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:21.666484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:21.667038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:21.667494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:21.668310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:21.669238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:21.671768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:21.740330] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 2.46%
[2025-11-25T12:08:21.794587] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:08:21.807337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:21.809825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:21.826126] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:21.859192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:21.860840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:21.908156] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.32% | Symbol ETA: 24.3s | Global ETA: 25m 31s
[2025-11-25T12:08:21.908438] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:08:21.909290] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:21.909431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:21.913375] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.85%, Actual: 1.22%
[2025-11-25T12:08:21.914287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:21.916140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:21.916730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:21.917272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:21.917817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:21.918674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:21.919767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:21.921093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:21.963881] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:22.004218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:22.006311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:22.012357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:22.013505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:22.015533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:22.018598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:22.019879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:22.022346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:22.023359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:22.028107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:22.029468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:22.031044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:22.032814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:22.033479] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 15.6s | Global ETA: 25m 32s
[2025-11-25T12:08:22.033797] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:08:22.034618] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:22.034798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:22.036005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:22.036889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:22.037827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:22.039658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:22.040030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:22.041386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:22.041474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:22.042065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:22.042332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:22.042589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:22.043086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:22.043174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:22.044047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:22.045520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:22.047130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:22.048905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:22.051804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:22.054249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:22.058565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:22.079034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:22.080605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:22.082225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:22.084625] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.06%, Actual: 0.12%
[2025-11-25T12:08:22.087989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:22.089417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:22.256391] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 0.79%
[2025-11-25T12:08:22.256684] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 47.8737%
[2025-11-25T12:08:22.256930] [INFO ] [main      ] AIT: DISCARDED add_micro_gap_fill_velocity (score: 47.87%)
[2025-11-25T12:08:22.257064] [INFO ] [main      ] AIT: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:08:22.257164] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:08:22.257264] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:08:22.272801] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:22.273405] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:08:22.274348] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:22.274484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:22.279358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:22.281305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:22.281909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:22.282427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:22.283722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:22.284496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:22.345531] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:08:22.431496] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:08:22.440063] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:08:22.518297] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:22.598963] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -2.40% | Symbol ETA: 23.6s | Global ETA: 25m 32s
[2025-11-25T12:08:22.599256] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:08:22.600095] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:22.600233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:22.602639] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:22.605149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:22.606962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:22.607486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:22.607963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:22.608535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:22.615082] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:22.656404] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:08:22.673598] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.58% | Symbol ETA: 14.9s | Global ETA: 25m 32s
[2025-11-25T12:08:22.673977] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:08:22.674833] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:22.674972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:22.679881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:22.681700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:22.682285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:22.682860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:22.683328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:22.685812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:22.695194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:22.697305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:22.732192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:22.733987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:22.738187] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 12.0s | Global ETA: 25m 32s
[2025-11-25T12:08:22.738356] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:08:22.739201] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:22.739313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:22.744132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:22.745926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:22.746438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:22.746954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:22.747550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:22.748418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:22.749338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:22.751892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:22.841566] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:22.878180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:22.880340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:22.925830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:22.927182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:22.981066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:22.982083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:22.983435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:23.025615] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -1.68% | Symbol ETA: 21.5s | Global ETA: 25m 32s
[2025-11-25T12:08:23.025907] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:08:23.026717] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:23.026808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:23.031783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:23.033677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:23.034620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:23.035402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:23.037115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:23.038053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:23.054242] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:08:23.077966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:23.078976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:23.080872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:23.080731] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:08:23.083718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:23.084881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:23.087555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:23.088426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:23.092904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:23.094198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:23.095748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:23.097477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:23.100664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:23.101451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:23.102310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:23.104515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:23.105744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:23.106581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:23.107413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:23.108223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:23.111197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:23.112963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:23.115583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:23.117935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:23.122026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:23.143615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:23.145025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:23.146569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:23.225213] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:23.249053] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:23.306629] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.36% | Symbol ETA: 22.9s | Global ETA: 25m 32s
[2025-11-25T12:08:23.306789] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:08:23.307588] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:23.307819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:23.312636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:23.314442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:23.315020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:23.315535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:23.316021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:23.319767] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.01% | Symbol ETA: 14.3s | Global ETA: 25m 32s
[2025-11-25T12:08:23.320012] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:08:23.320879] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:23.321021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:23.325940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:23.327819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:23.328373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:23.328943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:23.329415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:23.331900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:23.374934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:23.376391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:23.388385] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:08:23.402528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:23.404886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:23.491148] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:08:23.560475] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:23.666412] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:23.719262] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:08:23.729605] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 2.41% | Symbol ETA: 20.5s | Global ETA: 25m 33s
[2025-11-25T12:08:23.729921] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:08:23.730825] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:23.730968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:23.736674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:23.738998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:23.739731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:23.740269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:23.741760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:23.742699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:23.753018] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:08:23.794993] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 10.9s | Global ETA: 25m 33s
[2025-11-25T12:08:23.795146] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:08:23.796011] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:23.796115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:23.801317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:23.803180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:23.803714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:23.804202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:23.804660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:23.805435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:23.806478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:23.809352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:23.892528] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:23.930031] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:23.938369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:23.940677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:23.963169] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.35% | Symbol ETA: 13.7s | Global ETA: 25m 33s
[2025-11-25T12:08:23.963468] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:08:23.964305] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:23.964446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:23.969311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:23.971127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:23.971701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:23.972225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:23.972721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:23.975200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:23.986247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:23.987728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:24.010537] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.82% | Symbol ETA: 22.2s | Global ETA: 25m 33s
[2025-11-25T12:08:24.010865] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:08:24.011714] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:24.011853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:24.016592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:24.018439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:24.018379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:24.018967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:24.019497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:24.019987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:24.020215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:24.043778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:24.045026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:24.046570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:24.102561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:24.104451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:24.130133] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:08:24.133925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:24.134895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:24.136791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:24.139869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:24.141093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:24.143301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:24.144135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:24.148854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:24.150321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:24.151844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:24.153550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:24.156604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:24.157419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:24.158252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:24.160390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:24.161568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:24.162422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:24.163230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:24.164040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:24.167035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:24.168812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:24.171437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:24.173804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:24.178086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:24.198469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:24.199854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:24.201539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:24.314879] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:24.363329] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:08:24.443607] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:08:24.467397] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.17% | Symbol ETA: 19.8s | Global ETA: 25m 33s
[2025-11-25T12:08:24.467728] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:08:24.468584] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:24.468762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:24.473588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:24.475480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:24.476073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:24.476589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:24.477951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:24.478825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:24.535234] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:24.558878] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:08:24.605851] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 13.0s | Global ETA: 25m 33s
[2025-11-25T12:08:24.606145] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:08:24.607045] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:24.607188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:24.612067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:24.613920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:24.614470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:24.615017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:24.615030] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:24.615500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:24.617971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:24.661403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:24.663124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:24.694522] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.13% | Symbol ETA: 21.5s | Global ETA: 25m 33s
[2025-11-25T12:08:24.694689] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:08:24.695426] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:24.695494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:24.700334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:24.702087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:24.702585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:24.703063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:24.703473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:24.735237] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:24.788409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:24.790600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:24.840266] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:08:24.867489] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 9.8s | Global ETA: 25m 33s
[2025-11-25T12:08:24.867669] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:08:24.868566] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:24.868730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:24.873718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:24.875593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:24.876287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:24.876890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:24.877379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:24.878217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:24.879133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:24.881681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:25.009330] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:08:25.010765] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:25.011340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:25.013527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:25.060683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:25.062187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:25.118475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:25.119805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:25.121204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:25.137589] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:08:25.167912] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.50% | Symbol ETA: 19.1s | Global ETA: 25m 34s
[2025-11-25T12:08:25.168184] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:08:25.169046] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:25.169180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:25.174170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:25.176068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:25.176635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:25.177208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:25.178488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:25.179265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:25.185539] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:25.210450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:25.211606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:25.213573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:25.216615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:25.217947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:25.220169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:25.221145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:25.225777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:25.227091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:25.228599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:25.230399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:25.233517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:25.234377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:25.235264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:25.237413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:25.238750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:25.239544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:25.240376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:25.241253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:25.244268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:25.246065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:25.248821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:25.251184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:25.255749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:25.256122] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.35% | Symbol ETA: 12.4s | Global ETA: 25m 34s
[2025-11-25T12:08:25.256413] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:08:25.257360] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:25.257506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:25.262565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:25.264619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:25.265276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:25.265872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:25.266397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:25.269000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:25.275841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:25.277325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:25.278971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:25.309913] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:25.312405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:25.314269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:25.391778] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 1.12% | Symbol ETA: 20.8s | Global ETA: 25m 34s
[2025-11-25T12:08:25.520587] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:08:25.565922] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 2.92%, Actual: 0.71%
[2025-11-25T12:08:25.636381] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:08:25.660623] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:08:25.692308] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:25.739791] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 2.63%, Actual: 1.25%
[2025-11-25T12:08:25.829550] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:25.835314] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:25.855132] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.18% | Symbol ETA: 18.3s | Global ETA: 25m 34s
[2025-11-25T12:08:25.855282] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:08:25.856051] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:25.856127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:25.860893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:25.862812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:25.863374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:25.863907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:25.865195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:25.865977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:25.905339] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.94% | Symbol ETA: 11.8s | Global ETA: 25m 34s
[2025-11-25T12:08:25.905492] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:08:25.906276] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:25.906500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:25.910325] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -2.90%, Actual: 0.16%
[2025-11-25T12:08:25.911479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:25.913491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:25.914096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:25.914623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:25.915118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:25.917697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:25.961035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:25.961352] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 8.7s | Global ETA: 25m 34s
[2025-11-25T12:08:25.961687] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:08:25.962595] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:25.962801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:25.962781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:25.968375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:25.970300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:25.970901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:25.971487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:25.972010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:25.972900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:25.973822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:25.976424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:26.080274] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.44%, Actual: 3.31%
[2025-11-25T12:08:26.121093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:26.123311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:26.168587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:26.169996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:26.202842] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:08:26.232498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:26.233734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:26.235137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:26.250071] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.32%, Actual: 1.39%
[2025-11-25T12:08:26.302864] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:08:26.330520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:26.331675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:26.333755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:26.336964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:26.338256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:26.340458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:26.341318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:26.345879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:26.347421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:26.349342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:26.351105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:26.354305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:26.355100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:26.356064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:26.358349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:26.359573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:26.360408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:26.361216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:26.362031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:26.364994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:26.366710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:26.369391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:26.371795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:26.375844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:26.376043] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:26.395931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:26.397445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:26.399161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:26.424088] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -2.40%, Actual: 0.16%
[2025-11-25T12:08:26.476846] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:26.545766] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 11.1s | Global ETA: 25m 34s
[2025-11-25T12:08:26.546044] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:08:26.546441] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -1.66% | Symbol ETA: 17.6s | Global ETA: 25m 34s
[2025-11-25T12:08:26.546603] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:08:26.546958] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:26.547052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:26.547393] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:26.547610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:26.551862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:26.552467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:26.553722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:26.554292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:26.554343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:26.554949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:26.554977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:26.555353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:26.555489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:26.556797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:26.557565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:26.557832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:26.596776] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.36%, Actual: 1.20%
[2025-11-25T12:08:26.599999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:26.601362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:26.756209] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:08:26.771854] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.82%, Actual: 1.60%
[2025-11-25T12:08:26.902056] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:08:26.930423] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:26.938067] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:08:26.954729] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.13%, Actual: 0.41%
[2025-11-25T12:08:27.057414] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 7.7s | Global ETA: 25m 35s
[2025-11-25T12:08:27.057773] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:08:27.058762] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:27.058931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:27.064369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:27.066375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:27.066987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:27.067547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:27.068095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:27.068954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:27.069872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:27.072797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:27.079309] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:27.106432] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:27.128474] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 1.12%, Actual: 1.40%
[2025-11-25T12:08:27.128916] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 41.5161%
[2025-11-25T12:08:27.129092] [INFO ] [main      ] JBGS: DISCARDED add_late_day_volatility (score: 41.52%)
[2025-11-25T12:08:27.129220] [INFO ] [main      ] JBGS: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:08:27.129334] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_hour_microstructure']
[2025-11-25T12:08:27.129463] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:08:27.143280] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:27.144098] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:08:27.145074] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:27.145219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:27.150309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:27.152235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:27.152849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:27.153391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:27.153909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:27.179063] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 10.5s | Global ETA: 25m 35s
[2025-11-25T12:08:27.204417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:27.206572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:27.232768] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.95% | Symbol ETA: 16.8s | Global ETA: 25m 35s
[2025-11-25T12:08:27.233048] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:08:27.233899] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:27.234033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:27.239041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:27.240580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:27.240915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:27.241431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:27.241915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:27.243131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:27.243927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:27.243856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:27.252392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:27.253731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:27.308753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:27.309832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:27.311309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:27.351407] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.75%, Actual: 1.73%
[2025-11-25T12:08:27.399534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:27.400627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:27.402781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:27.405905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:27.407194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:27.409521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:27.410421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:27.415033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:27.416342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:27.417901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:27.419601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:27.422842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:27.423613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:27.424442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:27.426576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:27.427832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:27.428626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:27.429425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:27.430245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:27.433198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:27.434915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:27.437551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:27.439943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:27.444081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:27.464293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:27.465610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:27.467360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:27.521277] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.31%, Actual: 1.80%
[2025-11-25T12:08:27.585761] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:08:27.591335] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:08:27.690004] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.58%, Actual: 0.92%
[2025-11-25T12:08:27.756923] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:27.765977] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:27.827234] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:08:27.847998] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.71% | Symbol ETA: 24.2s | Global ETA: 25m 35s
[2025-11-25T12:08:27.848151] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:08:27.849007] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:27.849085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:27.854488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:27.856417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:27.857155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:27.857630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:27.858078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:27.863550] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.01%, Actual: 0.25%
[2025-11-25T12:08:27.944617] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: 0.96% | Symbol ETA: 16.1s | Global ETA: 25m 35s
[2025-11-25T12:08:27.944809] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:08:27.945611] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:27.945725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:27.949785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:27.950855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:27.952875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:27.952934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:27.953410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:27.953906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:27.955164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:27.955938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:28.006340] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:28.037125] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.35%, Actual: 0.44%
[2025-11-25T12:08:28.132789] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 6.6s | Global ETA: 25m 35s
[2025-11-25T12:08:28.132944] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:08:28.133749] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:28.133849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:28.139401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:28.141399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:28.142172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:28.142685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:28.143222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:28.144045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:28.144896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:28.147484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:28.206464] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 0.42%
[2025-11-25T12:08:28.280037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:28.282209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:28.295880] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:08:28.303186] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:08:28.327479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:28.328842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:28.375352] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.35%, Actual: 0.23%
[2025-11-25T12:08:28.384343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:28.385487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:28.386898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:28.467690] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:28.474616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:28.475814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:28.476477] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:28.480876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:28.483880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:28.485147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:28.487376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:28.488348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:28.493246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:28.494576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:28.496068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:28.497904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:28.501087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:28.501866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:28.502699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:28.504888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:28.506201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:28.507127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:28.507981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:28.508848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:28.511781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:28.513485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:28.516136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:28.518623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:28.522731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:28.542748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:28.544064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:28.546027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:28.548398] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.94%, Actual: 0.20%
[2025-11-25T12:08:28.554879] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.46% | Symbol ETA: 23.5s | Global ETA: 25m 36s
[2025-11-25T12:08:28.555189] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:08:28.556048] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:28.556191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:28.561140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:28.563023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:28.563598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:28.564189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:28.564705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:28.636301] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -0.30% | Symbol ETA: 15.4s | Global ETA: 25m 36s
[2025-11-25T12:08:28.636581] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:08:28.637485] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:28.637622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:28.642680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:28.644556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:28.645122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:28.645675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:28.647133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:28.647991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:28.650706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:28.653966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:28.717551] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.06%
[2025-11-25T12:08:28.889933] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 0.38%
[2025-11-25T12:08:28.890320] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 38.7735%
[2025-11-25T12:08:28.890488] [INFO ] [main      ] CMSA: DISCARDED add_open_reversal_intensity (score: 38.77%)
[2025-11-25T12:08:28.890602] [INFO ] [main      ] CMSA: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:28.890748] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:08:28.890918] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:08:28.904357] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:28.904339] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:08:28.904804] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:08:28.905786] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:28.905925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:28.911244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:28.913201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:28.913791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:28.914328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:28.914835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:28.917393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:28.966876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:28.969866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:28.996737] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:08:29.003369] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:08:29.081870] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:29.170926] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:29.179777] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:29.208884] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 5.5s | Global ETA: 25m 36s
[2025-11-25T12:08:29.209071] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:08:29.210086] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:29.210208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:29.215296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:29.217198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:29.217758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:29.218250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:29.218708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:29.219525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:29.220367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:29.223188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:29.256311] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 22.8s | Global ETA: 25m 36s
[2025-11-25T12:08:29.256607] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:08:29.257503] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:29.257666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:29.262722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:29.264610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:29.265256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:29.265896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:29.266318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:29.322313] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:08:29.348023] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 14.7s | Global ETA: 25m 36s
[2025-11-25T12:08:29.352177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:29.354276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:29.361257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:29.364569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:29.400042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:29.401285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:29.457234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:29.458261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:29.460018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:29.494164] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:29.520164] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.68%, Actual: 1.44%
[2025-11-25T12:08:29.548141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:29.549276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:29.551368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:29.554304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:29.555513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:29.557815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:29.558695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:29.563135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:29.564469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:29.565972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:29.567363] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.95% | Symbol ETA: 15.5s | Global ETA: 25m 36s
[2025-11-25T12:08:29.567669] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:08:29.567757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:29.568527] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:29.568725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:29.571209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:29.572030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:29.572876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:29.573608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:29.575071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:29.575425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:29.576010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:29.576215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:29.576531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:29.576983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:29.577150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:29.577993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:29.578844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:29.579556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:29.581933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:29.583614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:29.586118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:29.588566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:29.592520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:29.612764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:29.614165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:29.615949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:29.624121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:29.625931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:29.690026] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 2.41%, Actual: 0.62%
[2025-11-25T12:08:29.707714] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:08:29.862670] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.17%, Actual: 1.31%
[2025-11-25T12:08:29.879491] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:29.961740] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.75% | Symbol ETA: 22.1s | Global ETA: 25m 37s
[2025-11-25T12:08:29.961886] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:08:29.962619] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:29.962716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:29.967458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:29.969355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:29.969930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:29.970454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:29.970939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:29.975569] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:08:29.990278] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:08:30.032701] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.50%, Actual: 1.45%
[2025-11-25T12:08:30.054543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:30.057630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:30.151991] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:30.160481] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:30.201749] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.18%, Actual: 1.73%
[2025-11-25T12:08:30.231428] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.54% | Symbol ETA: 14.8s | Global ETA: 25m 37s
[2025-11-25T12:08:30.231736] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:08:30.232557] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:30.232715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:30.237593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:30.239494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:30.240065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:30.240619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:30.241145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:30.243620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:30.277909] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 4.4s | Global ETA: 25m 37s
[2025-11-25T12:08:30.278075] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:08:30.279076] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:08:30.279211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:30.284501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:30.286447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:30.287235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:30.287742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:30.288368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:30.288769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:30.289327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:30.290206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:30.291196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:30.293325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:30.374176] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -1.66%, Actual: 1.47%
[2025-11-25T12:08:30.398002] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:08:30.422620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:30.424998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:30.474169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:30.475660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:30.531208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:30.532424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:30.533843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:30.552324] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.95%, Actual: 2.46%
[2025-11-25T12:08:30.570092] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:30.624605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:30.625716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:30.627734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:30.630657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:30.631864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:30.633954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:30.634869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:30.639679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:30.641067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:30.641363] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:08:30.642637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:30.644406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:30.647510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:30.648317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:30.649140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:30.651410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:30.651952] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.67% | Symbol ETA: 21.4s | Global ETA: 25m 37s
[2025-11-25T12:08:30.652237] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:08:30.652800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:30.653050] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:30.653125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:30.653598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:30.654435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:30.655271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:30.658072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:30.658441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:30.660029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:30.660172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:30.660584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:30.661155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:30.661625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:30.662748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:30.665018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:30.669246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:30.690178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:30.691783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:30.693412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:30.725253] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: 0.96%, Actual: 1.22%
[2025-11-25T12:08:30.746339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:30.749265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:30.813723] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:30.884353] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.47% | Symbol ETA: 14.1s | Global ETA: 25m 37s
[2025-11-25T12:08:30.884662] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:08:30.885494] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:30.885635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:30.890497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:30.892325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:30.892907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:30.893437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:30.893932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:30.896203] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 0.12%
[2025-11-25T12:08:30.896575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:30.941631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:30.943445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:31.052198] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:08:31.067046] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.36%, Actual: 0.79%
[2025-11-25T12:08:31.067270] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 50.6592%
[2025-11-25T12:08:31.067383] [INFO ] [main      ] AIT: DISCARDED add_morning_followthrough_mag_T0 (score: 50.66%)
[2025-11-25T12:08:31.067434] [INFO ] [main      ] AIT: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:08:31.067471] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_morning_range_expansion']
[2025-11-25T12:08:31.067510] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:08:31.082903] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:31.083549] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:08:31.084431] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:31.084564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:31.089631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:31.089737] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:08:31.091521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:31.092074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:31.092634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:31.093966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:31.098502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:31.238380] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:31.262861] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:31.288446] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:08:31.345385] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.27% | Symbol ETA: 20.7s | Global ETA: 25m 37s
[2025-11-25T12:08:31.345694] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:08:31.346513] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:31.346669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:31.351435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:31.353340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:31.353908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:31.354442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:31.354927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:31.364338] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 3.4s | Global ETA: 25m 37s
[2025-11-25T12:08:31.440101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:31.441176] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:08:31.443280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:31.481037] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:31.551835] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:08:31.552545] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.35% | Symbol ETA: 13.5s | Global ETA: 25m 38s
[2025-11-25T12:08:31.552914] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:08:31.553769] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:31.553911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:31.558856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:31.560694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:31.561276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:31.561873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:31.562341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:31.564870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:31.608523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:31.610370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:31.615402] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:31.733937] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:08:31.778209] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -1.27% | Symbol ETA: 19.3s | Global ETA: 25m 38s
[2025-11-25T12:08:31.778492] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:08:31.779387] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:31.779532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:31.784671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:31.786671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:31.787289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:31.787585] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:08:31.787864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:31.789229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:31.794287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:31.909194] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 0.36%
[2025-11-25T12:08:31.961359] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:08:31.962027] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:32.043782] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.75% | Symbol ETA: 20.0s | Global ETA: 25m 38s
[2025-11-25T12:08:32.044052] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:08:32.044913] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:32.045051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:32.049881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:32.051942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:32.052592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:32.053123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:32.053603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:32.080338] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:08:32.130361] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:32.140667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:32.143833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:32.146233] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:08:32.199902] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.40% | Symbol ETA: 12.8s | Global ETA: 25m 38s
[2025-11-25T12:08:32.200200] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:08:32.201036] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:32.201176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:32.206005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:32.207999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:32.208576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:32.209115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:32.209588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:32.212055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:32.254747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:32.255068] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.63%
[2025-11-25T12:08:32.256467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:32.321017] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:32.435551] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:08:32.488180] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:08:32.497018] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 0.95% | Symbol ETA: 18.7s | Global ETA: 25m 38s
[2025-11-25T12:08:32.497279] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:08:32.498170] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:32.498313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:32.503526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:32.505480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:32.506097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:32.506664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:32.508067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:32.512744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:32.606905] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:08:32.616454] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 0.23%
[2025-11-25T12:08:32.659067] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:32.739809] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.79% | Symbol ETA: 19.3s | Global ETA: 25m 38s
[2025-11-25T12:08:32.740084] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:08:32.740943] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:32.741082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:32.745820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:32.747634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:32.748200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:32.748757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:32.749233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:32.780172] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:32.792037] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:08:32.833800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:32.836860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:32.851450] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 12.1s | Global ETA: 25m 38s
[2025-11-25T12:08:32.851740] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:08:32.852614] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:32.852822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:32.857675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:32.859529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:32.860301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:32.860849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:32.861360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:32.864001] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:08:32.864471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:32.911072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:32.913171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:32.973000] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.03%
[2025-11-25T12:08:33.047799] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:33.148031] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 0.28%
[2025-11-25T12:08:33.148463] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 25.2923%
[2025-11-25T12:08:33.148715] [INFO ] [main      ] CMU: KEPT add_signed_carry_history_11 (score: 25.29%)
[2025-11-25T12:08:33.148842] [INFO ] [main      ] CMU: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:08:33.148964] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_signed_carry_history_11', 'add_sma_ratio']
[2025-11-25T12:08:33.149112] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:08:33.163706] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:33.164279] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:08:33.165261] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:33.165429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:33.170759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:33.172715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:33.173246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:33.173758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:33.174197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:33.175043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:33.175918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:33.178508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:33.197983] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 2.16% | Symbol ETA: 17.9s | Global ETA: 25m 39s
[2025-11-25T12:08:33.198133] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:08:33.198953] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:33.199048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:33.203674] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:08:33.204031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:33.205939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:33.206461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:33.206954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:33.208246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:33.212742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:33.264513] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:08:33.313366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:33.315697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:33.361806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:33.363304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:33.376213] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:33.419862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:33.421149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:33.422613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:33.436137] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:33.456591] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 3.68% | Symbol ETA: 18.6s | Global ETA: 25m 39s
[2025-11-25T12:08:33.456903] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:08:33.457772] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:33.457942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:33.462775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:33.464580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:33.465141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:33.465673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:33.466151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:33.505553] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 11.5s | Global ETA: 25m 39s
[2025-11-25T12:08:33.505880] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:08:33.506708] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:33.506847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:33.511880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:33.513743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:33.513817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:33.514306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:33.514908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:33.515010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:33.515320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:33.516947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:33.517815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:33.520117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:33.521370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:33.523625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:33.524443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:33.528999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:33.530251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:33.531611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:33.533293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:33.536360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:33.537226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:33.538083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:33.540195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:33.541335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:33.542097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:33.542870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:33.543608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:33.546703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:33.548104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:33.548490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:33.550826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:33.551071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:33.553437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:33.557474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:33.561329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:33.562270] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:08:33.563003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:33.577956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:33.579419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:33.580947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:08:33.581778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:33.738397] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:33.886912] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:08:33.899517] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -2.73% | Symbol ETA: 17.2s | Global ETA: 25m 39s
[2025-11-25T12:08:33.899840] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:08:33.900711] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:33.900857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:33.903025] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:08:33.905957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:33.907921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:33.908481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:33.909040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:33.910365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:33.914773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:33.941448] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:08:34.056217] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:34.084187] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:34.125715] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:34.136890] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 17.9s | Global ETA: 25m 39s
[2025-11-25T12:08:34.157735] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.89% | Symbol ETA: 10.8s | Global ETA: 25m 39s
[2025-11-25T12:08:34.157898] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:08:34.158749] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:34.158829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:34.163950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:34.165926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:34.166429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:34.166899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:34.167328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:34.169807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:34.217042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:34.219749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:34.254938] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 12.4s | Global ETA: 25m 39s
[2025-11-25T12:08:34.255085] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:08:34.255899] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:34.256002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:34.261072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:34.263034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:34.263547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:34.264036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:34.264362] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:08:34.264448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:34.265233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:34.266069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:34.268630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:34.322685] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.71%, Actual: 0.71%
[2025-11-25T12:08:34.401998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:34.404098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:34.435961] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:34.450944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:34.452187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:34.492899] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.46%, Actual: 1.25%
[2025-11-25T12:08:34.510955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:34.512088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:34.513588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:34.576471] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:08:34.601846] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: 0.51% | Symbol ETA: 16.5s | Global ETA: 25m 39s
[2025-11-25T12:08:34.602144] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:08:34.603011] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:34.603150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:34.603719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:34.604774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:34.606845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:34.608509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:34.609778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:34.610383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:34.610956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:34.610964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:34.611491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:34.612839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:34.613307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:34.614285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:34.617399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:34.618997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:34.620226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:34.621824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:34.623571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:34.626808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:34.627508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:34.628394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:34.630666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:34.631834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:34.632554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:34.633328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:34.634212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:34.637310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:34.639177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:34.641919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:34.644267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:34.648333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:34.665840] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 0.16%
[2025-11-25T12:08:34.670208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:34.671627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:34.673155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:08:34.674138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:34.746791] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:34.814903] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 10.2s | Global ETA: 25m 40s
[2025-11-25T12:08:34.815197] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:08:34.816029] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:34.816170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:34.820985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:34.822801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:34.823349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:34.823889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:34.824356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:34.826813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:34.836077] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.75%, Actual: 3.31%
[2025-11-25T12:08:34.868620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:34.870281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:34.961408] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:08:35.003306] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.67%, Actual: 1.39%
[2025-11-25T12:08:35.098583] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:08:35.133694] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:35.170339] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.16%
[2025-11-25T12:08:35.205438] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:08:35.276342] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:35.288665] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 15.8s | Global ETA: 25m 40s
[2025-11-25T12:08:35.288949] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:08:35.289812] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:35.289952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:35.294869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:35.296781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:35.297378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:35.297960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:35.299296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:35.303598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:35.337368] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 1.20%
[2025-11-25T12:08:35.376189] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:35.403352] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 11.6s | Global ETA: 25m 40s
[2025-11-25T12:08:35.403507] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:08:35.404378] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:35.404481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:35.409859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:35.411764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:35.412281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:35.412770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:35.413186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:35.413983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:35.414862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:35.417367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:35.444047] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 9.5s | Global ETA: 25m 40s
[2025-11-25T12:08:35.508491] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.79%, Actual: 1.60%
[2025-11-25T12:08:35.548710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:35.551013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:35.597482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:35.598876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:35.612392] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.95%, Actual: 1.73%
[2025-11-25T12:08:35.652438] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:08:35.655842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:35.657044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:35.658450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:35.680400] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 3.68%, Actual: 0.41%
[2025-11-25T12:08:35.748544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:35.749593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:35.751726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:35.754750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:35.756017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:35.758228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:35.759108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:35.763515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:35.764862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:35.766521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:35.768282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:35.771461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:35.772237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:35.773107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:35.775348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:35.776693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:35.777529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:35.777443] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.54%, Actual: 1.80%
[2025-11-25T12:08:35.778319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:35.779075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:35.782025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:35.783791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:35.786545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:35.788942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:35.793322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:35.813292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:35.814680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:35.816323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:08:35.817295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:35.826638] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:35.849287] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 0.58%, Actual: 1.40%
[2025-11-25T12:08:35.849678] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 45.0518%
[2025-11-25T12:08:35.849870] [INFO ] [main      ] JBGS: DISCARDED add_late_hour_microstructure (score: 45.05%)
[2025-11-25T12:08:35.849989] [INFO ] [main      ] JBGS: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:08:35.850094] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure']
[2025-11-25T12:08:35.850204] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:08:35.863013] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:35.863755] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:08:35.864738] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:35.864875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:35.869706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:35.871567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:35.872131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:35.872674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:35.873147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:35.943469] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.47%, Actual: 0.92%
[2025-11-25T12:08:35.959574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:35.961085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:35.978027] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -1.22% | Symbol ETA: 15.1s | Global ETA: 25m 40s
[2025-11-25T12:08:35.978300] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:08:35.979133] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:35.979267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:35.984106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:35.985937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:35.986484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:35.987032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:35.988318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:35.992546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:36.122447] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.35%, Actual: 0.25%
[2025-11-25T12:08:36.176529] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:08:36.289780] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.40%, Actual: 0.44%
[2025-11-25T12:08:36.304866] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:08:36.335317] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:08:36.356117] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:36.456948] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.07%, Actual: 0.42%
[2025-11-25T12:08:36.473949] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:36.483513] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 10.4s | Global ETA: 25m 41s
[2025-11-25T12:08:36.483705] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:08:36.484563] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:36.484709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:36.489935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:36.491937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:36.492461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:36.492947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:36.493459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:36.494363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:36.495240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:36.497802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:36.533861] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:36.554584] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.10% | Symbol ETA: 22.7s | Global ETA: 25m 41s
[2025-11-25T12:08:36.554900] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:08:36.555747] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:36.555859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:36.560576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:36.562380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:36.562916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:36.563397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:36.563873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:36.622599] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.23%
[2025-11-25T12:08:36.630265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:36.632621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:36.655529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:36.657222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:36.678796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:36.680310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:36.700824] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -2.49% | Symbol ETA: 14.4s | Global ETA: 25m 41s
[2025-11-25T12:08:36.700973] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:08:36.701767] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:36.701979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:36.706825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:36.708734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:36.709351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:36.709883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:36.711166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:36.715438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:36.739854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:36.741031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:36.742399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:36.792499] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 0.20%
[2025-11-25T12:08:36.832069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:36.833314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:36.835420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:36.838441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:36.839814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:36.842388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:36.843293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:36.847841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:36.849159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:36.850681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:36.852327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:36.855389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:36.856169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:36.856987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:36.859174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:36.860388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:36.861213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:36.862024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:36.862865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:36.865791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:36.867551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:36.870105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:36.872427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:36.876518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:36.896828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:36.898411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:36.900109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:08:36.901016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:36.961425] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.19%, Actual: 0.06%
[2025-11-25T12:08:37.018278] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:08:37.058128] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:08:37.129565] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.13%, Actual: 0.38%
[2025-11-25T12:08:37.129884] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 39.9706%
[2025-11-25T12:08:37.130056] [INFO ] [main      ] CMSA: DISCARDED add_open_vs_close_liquidity_ratio (score: 39.97%)
[2025-11-25T12:08:37.130174] [INFO ] [main      ] CMSA: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:08:37.130283] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_open_vs_prev_range_position']
[2025-11-25T12:08:37.130396] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:08:37.143064] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:37.143708] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:08:37.144623] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:37.144780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:37.149614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:37.151452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:37.152031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:37.152547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:37.153032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:37.155459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:37.197084] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:37.199264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:37.202190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:37.228391] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:37.255194] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:08:37.282907] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 3.25% | Symbol ETA: 22.1s | Global ETA: 25m 41s
[2025-11-25T12:08:37.283223] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:08:37.284177] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:37.284344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:37.289493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:37.291634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:37.292227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:37.292793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:37.293284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:37.384708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:37.385975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:37.389499] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 13.7s | Global ETA: 25m 41s
[2025-11-25T12:08:37.389721] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:08:37.390539] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:37.390689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:37.395603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:37.397559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:37.398139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:37.398689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:37.400020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:37.404309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:37.427065] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:37.541799] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:08:37.548465] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 9.2s | Global ETA: 25m 41s
[2025-11-25T12:08:37.548627] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:08:37.549455] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:37.549557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:37.554387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:37.556255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:37.556809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:37.557295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:37.557714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:37.558504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:37.559363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:37.561859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:37.688297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:37.690381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:37.711776] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:37.737261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:37.738099] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:08:37.738809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:37.743166] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:08:37.785797] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.06% | Symbol ETA: 14.7s | Global ETA: 25m 41s
[2025-11-25T12:08:37.785965] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:08:37.786881] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:37.787034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:37.791955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:37.793799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:37.794370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:37.794766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:37.794913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:37.795387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:37.795859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:37.797215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:37.798034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:37.841957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:37.844950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:37.889943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:37.890923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:37.893259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:37.896313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:37.897629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:37.899847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:37.900828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:37.905615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:37.907093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:37.908806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:37.910477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:37.913802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:37.914614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:37.915476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:37.917714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:37.918613] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:37.918981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:37.919827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:37.920627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:37.921498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:37.923613] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:37.924559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:37.926449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:37.929366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:37.932119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:37.936869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:37.957290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:37.959145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:37.960747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:08:37.961889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:38.014954] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -2.24% | Symbol ETA: 21.5s | Global ETA: 25m 42s
[2025-11-25T12:08:38.015265] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:08:38.016189] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:38.016335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:38.021551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:38.023824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:38.024550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:38.025239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:38.025849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:38.080171] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 13.0s | Global ETA: 25m 42s
[2025-11-25T12:08:38.118886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:38.120563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:38.186556] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:08:38.253258] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.27%, Actual: 1.44%
[2025-11-25T12:08:38.319093] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:08:38.352560] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:38.425488] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 14.0s | Global ETA: 25m 42s
[2025-11-25T12:08:38.425776] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:08:38.426593] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:38.426472] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 0.95%, Actual: 0.62%
[2025-11-25T12:08:38.426699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:38.431548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:38.433359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:38.433928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:38.434448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:38.434893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:38.437356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:38.460178] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:08:38.480063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:38.483016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:38.496236] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:38.597700] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 2.16%, Actual: 1.31%
[2025-11-25T12:08:38.619941] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 8.1s | Global ETA: 25m 42s
[2025-11-25T12:08:38.620088] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:08:38.620878] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:38.620980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:38.626158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:38.628023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:38.628520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:38.629005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:38.629411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:38.630203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:38.630965] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:38.631051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:38.633704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:38.716725] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.90% | Symbol ETA: 20.8s | Global ETA: 25m 42s
[2025-11-25T12:08:38.716880] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:08:38.717739] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:38.717818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:38.722817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:38.724669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:38.725332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:38.725889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:38.726376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:38.762737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:38.764528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:38.771905] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -2.73%, Actual: 1.45%
[2025-11-25T12:08:38.812685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:38.813909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:38.817059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:38.818469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:38.822383] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:08:38.869534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:38.870499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:38.872024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:38.944254] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 1.73%
[2025-11-25T12:08:38.959929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:38.960908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:38.962958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:38.965993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:38.967252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:38.969354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:38.970210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:38.974627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:38.975935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:38.977481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:38.979161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:38.982373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:38.983156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:38.983972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:38.986148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:38.987393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:38.988211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:38.989036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:38.988988] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:38.989819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:38.992774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:38.994494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:38.997097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:38.999425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:39.003500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:39.023684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:39.025081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:39.026834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:08:39.027772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:39.060764] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.14% | Symbol ETA: 13.4s | Global ETA: 25m 42s
[2025-11-25T12:08:39.061035] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:08:39.061873] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:39.062014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:39.066893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:39.068759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:39.069306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:39.069840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:39.070343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:39.072869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:39.116548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:39.119518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:39.121130] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.47%
[2025-11-25T12:08:39.219369] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:08:39.290908] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -1.22%, Actual: 2.46%
[2025-11-25T12:08:39.389325] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:08:39.391760] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:39.457097] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:08:39.464349] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -2.49%, Actual: 1.22%
[2025-11-25T12:08:39.477777] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 3.00% | Symbol ETA: 20.1s | Global ETA: 25m 43s
[2025-11-25T12:08:39.478103] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:08:39.478981] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:39.479121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:39.483996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:39.485933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:39.486552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:39.487122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:39.487660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:39.571775] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:39.576098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:39.577633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:39.630197] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:39.640168] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.34%, Actual: 0.12%
[2025-11-25T12:08:39.698666] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 7.0s | Global ETA: 25m 43s
[2025-11-25T12:08:39.699011] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:08:39.702218] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:39.702421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:39.703524] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.04% | Symbol ETA: 12.7s | Global ETA: 25m 43s
[2025-11-25T12:08:39.703852] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:08:39.704742] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:39.704835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:39.708081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:39.709895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:39.709969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:39.710503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:39.711060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:39.711540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:39.711671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:39.712155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:39.712493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:39.712586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:39.713075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:39.713419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:39.715520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:39.716185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:39.758747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:39.761825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:39.813572] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.21%, Actual: 0.79%
[2025-11-25T12:08:39.813813] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 48.1283%
[2025-11-25T12:08:39.813927] [INFO ] [main      ] AIT: DISCARDED add_morning_range_expansion (score: 48.13%)
[2025-11-25T12:08:39.813991] [INFO ] [main      ] AIT: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:08:39.814042] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_open_11_elasticity']
[2025-11-25T12:08:39.814097] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:08:39.829986] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:39.830501] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:08:39.831391] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:39.831484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:39.836489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:39.838381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:39.838912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:39.839387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:39.840665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:39.841877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:39.845520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:39.847555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:39.889537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:39.890724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:39.925067] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:08:39.946487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:39.947593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:39.949127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:40.038664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:40.039760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:40.041712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:40.044663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:40.045894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:40.048110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:40.048984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:40.053547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:40.054897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:40.056355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:40.058167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:40.061308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:40.062093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:40.062925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:40.065084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:40.066390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:40.067255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:40.068141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:40.068955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:40.071945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:40.073673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:40.076304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:40.078738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:40.083033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:40.094630] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:08:40.100205] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:40.103419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:40.105003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:40.106609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:08:40.107530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:40.185765] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.97% | Symbol ETA: 19.4s | Global ETA: 25m 43s
[2025-11-25T12:08:40.186106] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:08:40.187861] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:40.188012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:40.193615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:40.195759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:40.196387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:40.196953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:40.197476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:40.202408] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:08:40.284996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:40.286474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:40.323639] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:40.380209] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:40.395486] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 12.2s | Global ETA: 25m 43s
[2025-11-25T12:08:40.395788] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:08:40.396609] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:40.396767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:40.401983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:40.403900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:40.404472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:40.405010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:40.405484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:40.407958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:40.451137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:40.454457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:40.471193] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:08:40.555823] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 18.5s | Global ETA: 25m 43s
[2025-11-25T12:08:40.556120] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:08:40.556995] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:40.557155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:40.563935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:40.566591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:40.567399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:40.568112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:40.570084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:40.571996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:40.639353] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:08:40.654878] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:40.781806] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.9s | Global ETA: 25m 43s
[2025-11-25T12:08:40.781957] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:08:40.782904] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:40.783020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:40.788087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:40.789918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:40.790545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:40.791174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:40.791594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:40.792425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:40.793357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:40.793295] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:08:40.796161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:40.817087] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:40.902344] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -1.04% | Symbol ETA: 18.6s | Global ETA: 25m 43s
[2025-11-25T12:08:40.902493] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:08:40.903285] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:40.903517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:40.908610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:40.910548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:40.911153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:40.911709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:40.912228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:40.928345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:40.930507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:40.932730] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:08:40.964714] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:40.977345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:40.978838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:41.000148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:41.001591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:41.034027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:41.034736] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.13% | Symbol ETA: 11.5s | Global ETA: 25m 44s
[2025-11-25T12:08:41.035041] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:08:41.035273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:41.035879] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:41.036033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:41.036673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:41.040881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:41.042701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:41.043285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:41.043841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:41.044328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:41.046832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:41.089274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:41.092162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:41.105301] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:41.125138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:41.126358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:41.128477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:41.131622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:41.132868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:41.135091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:41.135946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:41.140713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:41.142059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:41.143556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:41.145238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:41.148565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:41.149349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:41.150235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:41.152336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:41.153670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:41.154403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:41.155137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:41.155933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:41.158986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:41.160663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:41.163244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:41.165531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:41.169540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:41.189255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:41.190582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:41.192165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:08:41.193122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:41.277144] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 17.7s | Global ETA: 25m 44s
[2025-11-25T12:08:41.277288] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:08:41.278079] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:41.278294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:41.283167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:41.285009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:41.285549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:41.286079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:41.287378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:41.288569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:41.355455] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:08:41.429465] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:08:41.529906] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:41.546926] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:08:41.599477] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:41.614661] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.75% | Symbol ETA: 17.9s | Global ETA: 25m 44s
[2025-11-25T12:08:41.614810] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:08:41.615544] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:41.615614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:41.620714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:41.622714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:41.623316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:41.623863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:41.624342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:41.626624] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:08:41.670682] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.33% | Symbol ETA: 10.8s | Global ETA: 25m 44s
[2025-11-25T12:08:41.670982] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:08:41.671781] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:41.671921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:41.676872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:41.678768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:41.679324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:41.679878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:41.680381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:41.682833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:41.712868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:41.714354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:41.725156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:41.727127] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:41.728068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:41.796343] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:41.855097] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 4.8s | Global ETA: 25m 44s
[2025-11-25T12:08:41.855266] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:08:41.856138] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:41.856381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:41.861855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:41.863903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:41.864532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:41.865211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:41.865767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:41.866718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:41.867663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:41.870458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:41.959355] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 6.28% | Symbol ETA: 16.9s | Global ETA: 25m 44s
[2025-11-25T12:08:41.959656] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:08:41.960517] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:41.960677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:41.965570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:41.967531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:41.968161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:41.968702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:41.969998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:41.971241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:42.000498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:42.002805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:42.049544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:42.051065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:42.066141] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:08:42.066981] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:08:42.106961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:42.108173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:42.109531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:42.198150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:42.199084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:42.201029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:42.203896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:42.205058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:42.207135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:42.207970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:42.212387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:42.213587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:42.214990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:42.216575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:42.219741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:42.220450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:42.221183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:42.223252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:42.224380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:42.225126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:42.225861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:42.226618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:42.229583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:42.231248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:42.233762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:42.235258] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:42.236116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:42.240190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:42.241862] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:42.260012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:42.261373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:42.262903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:08:42.263717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:42.306678] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 10.2s | Global ETA: 25m 44s
[2025-11-25T12:08:42.306832] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:08:42.307596] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:42.307687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:42.312604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:42.313440] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:08:42.314514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:42.315119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:42.315566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:42.315976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:42.318507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:42.321846] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -3.74% | Symbol ETA: 17.2s | Global ETA: 25m 44s
[2025-11-25T12:08:42.322002] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:08:42.322829] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:42.322908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:42.328096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:42.330030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:42.330536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:42.331013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:42.331437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:42.361571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:42.364969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:42.419328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:42.420627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:42.485734] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:42.629632] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:08:42.639578] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -8.81% | Symbol ETA: 16.1s | Global ETA: 25m 45s
[2025-11-25T12:08:42.639886] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:08:42.640764] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:42.640902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:42.645960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:42.648096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:42.648724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:42.649250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:42.650554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:42.651805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:42.731266] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:08:42.776868] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:08:42.811447] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:42.902059] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:42.941972] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 3.7s | Global ETA: 25m 45s
[2025-11-25T12:08:42.942122] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:08:42.943191] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:42.943293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:42.948466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:42.950521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:42.951080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:42.951550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:42.951991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:42.952844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:42.953761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:42.956368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:42.957325] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:42.974462] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.28% | Symbol ETA: 9.5s | Global ETA: 25m 45s
[2025-11-25T12:08:42.974698] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:08:42.975512] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:42.975668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:42.980466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:42.982408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:42.982985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:42.983525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:42.984017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:42.986434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:42.995968] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:08:43.028872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:43.031877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:43.040804] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -3.44% | Symbol ETA: 16.5s | Global ETA: 25m 45s
[2025-11-25T12:08:43.092298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:43.094391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:43.139659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:43.140899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:43.180246] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:43.195888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:43.196873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:43.198484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:43.221319] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.10%, Actual: 0.71%
[2025-11-25T12:08:43.289879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:43.290892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:43.292872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:43.296010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:43.297162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:43.299394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:43.300164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:43.304625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:43.305871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:43.307292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:43.308929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:43.311962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:43.312701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:43.313432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:43.315550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:43.316745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:43.317583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:43.318451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:43.319219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:43.322110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:43.323781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:43.326265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:43.328578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:43.332769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:43.351623] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.53% | Symbol ETA: 15.4s | Global ETA: 25m 45s
[2025-11-25T12:08:43.351917] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:08:43.352304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:43.353331] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:43.353468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:43.353600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:43.355217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:08:43.356140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:43.358757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:43.360692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:43.361255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:43.361786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:43.363091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:43.364337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:43.396292] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:08:43.407903] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 3.25%, Actual: 1.25%
[2025-11-25T12:08:43.570310] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:43.588306] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -2.24%, Actual: 0.16%
[2025-11-25T12:08:43.642101] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 8.9s | Global ETA: 25m 45s
[2025-11-25T12:08:43.710137] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:08:43.716355] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:08:43.771005] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.90%, Actual: 3.31%
[2025-11-25T12:08:43.815940] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.06%, Actual: 1.73%
[2025-11-25T12:08:43.884175] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:43.888703] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:43.954204] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 3.00%, Actual: 1.39%
[2025-11-25T12:08:43.988746] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.10%, Actual: 1.80%
[2025-11-25T12:08:44.009334] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 2.6s | Global ETA: 25m 45s
[2025-11-25T12:08:44.048661] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.74% | Symbol ETA: 14.7s | Global ETA: 25m 45s
[2025-11-25T12:08:44.048806] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:08:44.049550] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:44.049620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:44.054434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:44.056422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:44.057041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:44.057563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:44.058878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:44.060127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:44.129999] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.97%, Actual: 0.16%
[2025-11-25T12:08:44.161042] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.92%
[2025-11-25T12:08:44.203417] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:08:44.311519] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -1.04%, Actual: 1.20%
[2025-11-25T12:08:44.333543] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.04%, Actual: 0.25%
[2025-11-25T12:08:44.382311] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:08:44.402593] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:08:44.485353] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.75%, Actual: 1.60%
[2025-11-25T12:08:44.506235] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.44%
[2025-11-25T12:08:44.555854] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.36%
[2025-11-25T12:08:44.570679] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:44.656810] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -3.74%, Actual: 0.41%
[2025-11-25T12:08:44.677876] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 0.42%
[2025-11-25T12:08:44.719183] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.61% | Symbol ETA: 14.0s | Global ETA: 25m 46s
[2025-11-25T12:08:44.719459] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:08:44.720340] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:44.720472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:44.723160] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 0.00%
[2025-11-25T12:08:44.725386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:44.727235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:44.727797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:44.728314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:44.729595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:44.730808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:44.829711] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -3.44%, Actual: 1.40%
[2025-11-25T12:08:44.830088] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 42.0119%
[2025-11-25T12:08:44.830259] [INFO ] [main      ] JBGS: DISCARDED add_late_session_pressure (score: 42.01%)
[2025-11-25T12:08:44.830380] [INFO ] [main      ] JBGS: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:08:44.830489] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_micro_gap_fill_velocity']
[2025-11-25T12:08:44.830602] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:08:44.844370] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:44.845054] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:08:44.846010] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:44.846100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:44.848331] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.33%, Actual: 0.23%
[2025-11-25T12:08:44.851106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:44.853008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:44.853520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:44.854013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:44.854444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:44.890181] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.63%
[2025-11-25T12:08:44.943385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:44.945804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:45.019930] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.20%
[2025-11-25T12:08:45.057509] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:08:45.067332] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:08:45.190147] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.28%, Actual: 0.06%
[2025-11-25T12:08:45.225365] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:08:45.238841] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:45.284559] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:08:45.360837] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.23%, Actual: 0.38%
[2025-11-25T12:08:45.361237] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 35.5988%
[2025-11-25T12:08:45.361427] [INFO ] [main      ] CMSA: DISCARDED add_open_vs_prev_range_position (score: 35.60%)
[2025-11-25T12:08:45.361544] [INFO ] [main      ] CMSA: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:08:45.361667] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_overnight_gap_amplitude']
[2025-11-25T12:08:45.361782] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:08:45.374861] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:45.375638] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:08:45.376598] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:45.376780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:45.381694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:45.383627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:45.384237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:45.384786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:45.385235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:45.387693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:45.392500] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:08:45.412263] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 13.3s | Global ETA: 25m 46s
[2025-11-25T12:08:45.412408] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:08:45.413226] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:45.413430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:45.418568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:45.420453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:45.421106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:45.421635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:45.423008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:45.424278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:45.431061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:45.431975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:45.452493] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:45.539009] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -0.40% | Symbol ETA: 21.8s | Global ETA: 25m 46s
[2025-11-25T12:08:45.539176] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:08:45.539954] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:45.540030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:45.544714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:45.546592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:45.547195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:45.547772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:45.548240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:45.560888] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:08:45.633820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:45.636140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:45.728804] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.28%
[2025-11-25T12:08:45.729112] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 18.9216%
[2025-11-25T12:08:45.729190] [INFO ] [main      ] CMU: DISCARDED add_sma_ratio (score: 18.92%)
[2025-11-25T12:08:45.729247] [INFO ] [main      ] CMU: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:08:45.729302] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_signed_carry_history_11', 'add_vol_of_vol']
[2025-11-25T12:08:45.729362] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:08:45.742776] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:45.743395] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:08:45.744279] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:45.744500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:45.749412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:45.751299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:45.751897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:45.752427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:45.752928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:45.753773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:45.754660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:45.757163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:45.770512] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:08:45.773926] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:08:45.878867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:45.880845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:45.923767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:45.924933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:45.938198] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:45.945225] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:45.972536] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:08:45.978025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:45.978998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:45.980231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:46.016797] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.85% | Symbol ETA: 14.0s | Global ETA: 25m 47s
[2025-11-25T12:08:46.016944] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:08:46.017729] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:46.017806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:46.022518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:46.024274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:46.024776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:46.025276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:46.025689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:46.028087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:46.063387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:46.064245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:46.066084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:46.068847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:46.069965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:46.070736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:46.071386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:46.071959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:46.072709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:46.076950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:46.078125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:46.079474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:46.081025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:46.083915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:46.084581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:46.085302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:46.087321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:46.088404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:46.089131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:46.089852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:46.090540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:46.093294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:46.094896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:46.097338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:46.099520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:46.101835] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -1.56% | Symbol ETA: 12.6s | Global ETA: 25m 47s
[2025-11-25T12:08:46.101983] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:08:46.102782] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:46.102865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:46.103374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:46.107925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:46.109851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:46.110346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:46.110839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:46.112114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:46.113304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:46.122292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:46.123453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:46.124879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:08:46.125988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:46.143218] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:46.230018] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 1.99% | Symbol ETA: 21.1s | Global ETA: 25m 47s
[2025-11-25T12:08:46.230170] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:08:46.230935] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:46.231011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:46.235725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:46.237474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:46.237978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:46.238419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:46.238825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:46.329995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:46.332284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:46.408903] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:08:46.461288] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:08:46.478289] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:08:46.575898] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:46.629988] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:46.645119] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 13.3s | Global ETA: 25m 47s
[2025-11-25T12:08:46.645271] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:08:46.646034] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:46.646111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:46.649946] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:46.650869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:46.652661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:46.653147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:46.653589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:46.654054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:46.656426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:46.680004] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:08:46.698503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:46.699179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:46.754089] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 11.1s | Global ETA: 25m 47s
[2025-11-25T12:08:46.754346] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:08:46.755204] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:46.755370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:46.760219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:46.762043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:46.762603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:46.763143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:46.763624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:46.764461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:46.765346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:46.767864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:46.810722] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 11.9s | Global ETA: 25m 47s
[2025-11-25T12:08:46.848181] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:46.888787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:46.890734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:46.933782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:46.934989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:46.936435] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.78% | Symbol ETA: 20.5s | Global ETA: 25m 47s
[2025-11-25T12:08:46.936718] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:08:46.937556] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:46.937721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:46.942457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:46.944300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:46.944904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:46.945471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:46.945896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:46.979301] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 0.33%, Actual: 1.44%
[2025-11-25T12:08:46.988106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:46.989115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:46.990426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:47.032189] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:08:47.032382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:47.034676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:47.073668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:47.074559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:47.076379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:47.079150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:47.080390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:47.082466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:47.083348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:47.087675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:47.088963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:47.090376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:47.091999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:47.094935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:47.095685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:47.096457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:47.098517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:47.099722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:47.100498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:47.101283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:47.102072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:47.104878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:47.106537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:47.109042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:47.111327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:47.115226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:47.134371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:47.135596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:47.137167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:08:47.138363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:47.148261] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 0.62%
[2025-11-25T12:08:47.197236] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:47.265896] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.59% | Symbol ETA: 12.6s | Global ETA: 25m 47s
[2025-11-25T12:08:47.266171] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:08:47.267019] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:47.267165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:47.271938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:47.273760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:47.274316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:47.274863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:47.275342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:47.277816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:47.315832] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 6.28%, Actual: 1.31%
[2025-11-25T12:08:47.320743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:47.321489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:47.371091] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:08:47.493847] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -8.81%, Actual: 1.45%
[2025-11-25T12:08:47.497864] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:08:47.558961] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:47.643414] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.88% | Symbol ETA: 19.8s | Global ETA: 25m 48s
[2025-11-25T12:08:47.643727] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:08:47.644536] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:47.644699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:47.650513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:47.652831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:47.653516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:47.654053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:47.654539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:47.657049] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:08:47.663508] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.53%, Actual: 1.73%
[2025-11-25T12:08:47.668452] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:47.742942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:47.745544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:47.793404] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 10.2s | Global ETA: 25m 48s
[2025-11-25T12:08:47.793564] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:08:47.794369] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:47.794470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:47.799306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:47.801152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:47.801681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:47.802155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:47.802577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:47.803360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:47.804200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:47.806634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:47.823002] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:47.834270] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.74%, Actual: 1.47%
[2025-11-25T12:08:47.891899] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.24% | Symbol ETA: 12.0s | Global ETA: 25m 48s
[2025-11-25T12:08:47.892198] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:08:47.893026] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:47.893169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:47.897995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:47.899816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:47.900374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:47.900937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:47.901414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:47.903875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:47.930051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:47.932045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:47.947069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:47.947837] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:47.976553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:47.977972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:48.026258] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.61%, Actual: 2.46%
[2025-11-25T12:08:48.033499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:48.034608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:48.035920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:48.108235] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:08:48.120308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:48.121225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:48.123173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:48.126005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:48.127242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:48.129341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:48.130179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:48.134558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:48.135887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:48.137348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:48.139011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:48.142044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:48.142809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:48.143588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:48.145667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:48.146826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:48.147625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:48.148416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:48.149213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:48.152036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:48.153727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:48.156276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:48.158636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:48.162496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:48.181805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:48.182960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:48.184445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:08:48.185696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:48.203379] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.22%, Actual: 1.22%
[2025-11-25T12:08:48.275436] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:48.284776] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:08:48.361875] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.48% | Symbol ETA: 19.1s | Global ETA: 25m 48s
[2025-11-25T12:08:48.362180] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:08:48.363018] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:48.363159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:48.367987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:48.369862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:48.370422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:48.370964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:48.371441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:48.377974] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -1.56%, Actual: 0.12%
[2025-11-25T12:08:48.454376] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:48.454761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:48.457024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:48.524445] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 11.4s | Global ETA: 25m 48s
[2025-11-25T12:08:48.524766] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:08:48.524916] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:08:48.525574] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:48.525744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:48.530671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:48.532541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:48.533114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:48.533631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:48.534056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:48.536560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:48.552161] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.76%, Actual: 0.79%
[2025-11-25T12:08:48.552556] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 37.1326%
[2025-11-25T12:08:48.552734] [INFO ] [main      ] AIT: DISCARDED add_open_11_elasticity (score: 37.13%)
[2025-11-25T12:08:48.552848] [INFO ] [main      ] AIT: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:08:48.552945] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_open_reversal_intensity']
[2025-11-25T12:08:48.553049] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:08:48.568925] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:48.569729] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:08:48.570603] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:48.570775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:48.575871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:48.577819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:48.578363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:48.578866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:48.579279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:48.580035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:48.580231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:48.581599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:48.692332] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:48.793701] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:08:48.814420] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 9.2s | Global ETA: 25m 48s
[2025-11-25T12:08:48.814730] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:08:48.815579] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:48.815762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:48.820631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:48.822483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:48.823060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:48.823594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:48.824085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:48.824922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:48.825816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:48.828321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:48.916911] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:08:48.928786] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:08:48.951742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:48.953678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:48.962942] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:48.996906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:48.998125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:49.048312] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -3.13% | Symbol ETA: 18.4s | Global ETA: 25m 49s
[2025-11-25T12:08:49.048608] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:08:49.049439] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:49.049583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:49.051321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:49.052208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:49.053466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:49.054266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:49.056047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:49.056572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:49.057088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:49.057523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:49.088837] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:49.104326] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:49.137401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:49.138304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:49.139748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:49.140231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:49.142064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:49.143034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:49.144262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:49.146384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:49.147228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:49.151603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:49.152858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:49.154267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:49.155938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:49.158929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:49.159722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:49.160483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:49.162539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:49.163040] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 10.8s | Global ETA: 25m 49s
[2025-11-25T12:08:49.163353] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:08:49.163703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:49.164184] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:49.164277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:49.164411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:49.165131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:49.165953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:49.168768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:49.170078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:49.170429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:49.172262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:49.172893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:49.172840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:49.173434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:49.174001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:49.175283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:49.176870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:49.179092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:49.198510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:49.199792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:49.201285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:08:49.202450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:49.222637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:49.223805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:49.282343] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 17.4s | Global ETA: 25m 49s
[2025-11-25T12:08:49.282664] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:08:49.283484] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:49.283617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:49.288505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:49.290403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:49.290969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:49.291482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:49.292835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:49.294201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:49.487530] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:08:49.543404] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:08:49.590420] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:08:49.638215] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:08:49.665588] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:49.711676] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:49.757300] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -1.87% | Symbol ETA: 17.7s | Global ETA: 25m 49s
[2025-11-25T12:08:49.757608] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:08:49.758551] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:49.758724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:49.762753] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:49.763780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:49.765706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:49.766302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:49.766857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:49.767363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:49.807783] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:49.833682] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 10.1s | Global ETA: 25m 49s
[2025-11-25T12:08:49.833975] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:08:49.834514] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 8.1s | Global ETA: 25m 49s
[2025-11-25T12:08:49.834683] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:08:49.834914] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:49.835052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:49.835485] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:49.835585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:49.840259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:49.840528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:49.842210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:49.842352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:49.842867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:49.842868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:49.843382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:49.843402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:49.843897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:49.843833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:49.844792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:49.845728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:49.846327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:49.848289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:49.853479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:49.855886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:49.888898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:49.889971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:49.969897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:49.972031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:49.979149] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 16.7s | Global ETA: 25m 49s
[2025-11-25T12:08:49.979436] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:08:49.980294] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:49.980430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:49.985696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:49.987576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:49.988152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:49.988719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:49.990031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:49.991434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:50.015727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:50.016897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:50.071042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:50.071989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:50.073364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:50.159663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:50.160712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:50.162660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:50.165585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:50.166853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:50.169082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:50.170020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:50.174595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:50.175936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:50.177445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:50.179119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:50.182190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:50.182966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:50.183842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:50.185957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:50.187200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:50.188023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:50.188873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:50.189594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:50.192495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:50.194238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:50.196819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:50.199249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:50.203297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:50.220958] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:08:50.223284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:50.224611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:50.226215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:08:50.227482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:50.239475] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:08:50.350135] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:08:50.400405] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:50.415960] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:50.489483] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 9.5s | Global ETA: 25m 49s
[2025-11-25T12:08:50.489787] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:08:50.490038] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.95% | Symbol ETA: 17.0s | Global ETA: 25m 50s
[2025-11-25T12:08:50.490360] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:08:50.490614] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:50.490829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:50.491259] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:50.491421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:50.495628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:50.496416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:50.497636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:50.498292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:50.498418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:50.498864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:50.499051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:50.499357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:50.499602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:50.500147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:50.501891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:50.520483] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:50.543897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:50.544870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:50.573940] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:08:50.588090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:50.590581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:50.676031] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 2.29% | Symbol ETA: 15.9s | Global ETA: 25m 50s
[2025-11-25T12:08:50.676307] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:08:50.677153] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:50.677286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:50.682114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:50.683953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:50.684498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:50.684977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:50.686256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:50.687629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:50.743796] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:50.873060] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 7.1s | Global ETA: 25m 50s
[2025-11-25T12:08:50.873207] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:08:50.873994] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:50.874095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:50.879383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:50.881192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:50.881713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:50.882195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:50.882610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:50.883392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:50.884232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:50.886719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:50.897096] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:08:50.948543] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:08:51.009949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:51.012143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:51.024381] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:08:51.055233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:51.056703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:51.077927] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:51.110203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:51.111498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:51.112848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:51.126397] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:51.150776] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 8.9s | Global ETA: 25m 50s
[2025-11-25T12:08:51.151081] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:08:51.151951] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:51.152096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:51.157343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:51.159224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:51.159863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:51.160403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:51.160910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:51.163445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:51.193210] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:51.197329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:51.198466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:51.200443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:51.203476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:51.204711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:51.206793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:51.207735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:51.207981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:51.208967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:51.212103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:51.213393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:51.214033] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 16.3s | Global ETA: 25m 50s
[2025-11-25T12:08:51.214341] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:08:51.214860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:51.215227] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:51.215383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:51.216403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:51.219318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:51.220017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:51.220747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:51.220960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:51.222731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:51.222977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:51.223516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:51.224049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:51.223993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:51.224547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:51.224786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:51.225493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:51.226207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:51.229015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:51.230634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:51.233157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:51.235370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:51.239230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:51.258760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:51.260188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:51.261615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:08:51.262776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:51.312339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:51.314774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:51.347332] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.11% | Symbol ETA: 15.2s | Global ETA: 25m 50s
[2025-11-25T12:08:51.347478] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:08:51.348244] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:51.348334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:51.353127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:51.354916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:51.355520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:51.356047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:51.357342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:51.358715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:51.557226] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:08:51.604902] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:08:51.673002] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:08:51.704891] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:08:51.737385] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:51.777331] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:51.809597] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.23% | Symbol ETA: 8.2s | Global ETA: 25m 50s
[2025-11-25T12:08:51.857728] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:51.876954] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:51.901046] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6.1s | Global ETA: 25m 50s
[2025-11-25T12:08:51.901360] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:08:51.902217] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:51.902382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:51.907385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:51.909243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:51.909783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:51.910308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:51.910810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:51.911626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:51.912563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:51.915085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:51.950049] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 15.6s | Global ETA: 25m 50s
[2025-11-25T12:08:51.981226] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.85%, Actual: 1.73%
[2025-11-25T12:08:52.035825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:52.035944] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.18% | Symbol ETA: 14.5s | Global ETA: 25m 50s
[2025-11-25T12:08:52.036087] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:08:52.036908] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:52.037026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:52.037911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:52.041806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:52.043747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:52.044294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:52.044828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:52.046103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:52.047496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:52.080960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:52.082148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:52.129240] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -0.40%, Actual: 0.71%
[2025-11-25T12:08:52.134930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:52.136084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:52.137361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:52.149790] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.38%, Actual: 1.80%
[2025-11-25T12:08:52.220407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:52.221245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:52.223089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:52.225818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:52.226936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:52.229083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:52.229924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:52.234221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:52.235464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:52.236882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:52.238508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:52.241436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:52.242189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:52.243002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:52.245044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:52.246217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:52.247021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:52.247819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:52.248595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:52.251417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:52.253064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:52.255568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:52.257873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:52.261736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:52.280455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:52.281733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:52.283327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:08:52.284508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:52.307764] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 1.99%, Actual: 1.25%
[2025-11-25T12:08:52.319329] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.59%, Actual: 0.92%
[2025-11-25T12:08:52.391112] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:08:52.487438] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.78%, Actual: 0.16%
[2025-11-25T12:08:52.488185] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.24%, Actual: 0.25%
[2025-11-25T12:08:52.558366] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:52.619054] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:08:52.656006] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.88%, Actual: 3.31%
[2025-11-25T12:08:52.670305] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 0.44%
[2025-11-25T12:08:52.722515] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 13.8s | Global ETA: 25m 51s
[2025-11-25T12:08:52.722703] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:08:52.723597] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:52.723759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:52.728572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:52.730457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:52.731016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:52.731526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:52.732812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:52.734179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:52.786906] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:52.822575] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.48%, Actual: 1.39%
[2025-11-25T12:08:52.843292] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.14%, Actual: 0.42%
[2025-11-25T12:08:52.907759] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.1s | Global ETA: 25m 51s
[2025-11-25T12:08:52.907908] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:08:52.908679] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:52.908779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:52.913550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:52.915303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:52.915837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:52.916348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:52.916813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:52.917661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:52.918494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:52.921076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:52.988760] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -3.13%, Actual: 0.16%
[2025-11-25T12:08:53.022126] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 0.23%
[2025-11-25T12:08:53.046379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:53.048490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:53.074094] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:08:53.093553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:53.094738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:53.147991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:53.148925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:53.150189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:53.159938] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -1.87%, Actual: 1.20%
[2025-11-25T12:08:53.201783] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.20%
[2025-11-25T12:08:53.235423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:53.236247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:53.238244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:53.241043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:53.242203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:53.244245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:53.245097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:53.248240] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:53.249590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:53.250841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:53.252280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:53.253911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:53.256908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:53.257624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:53.258442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:53.260485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:53.261608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:53.262359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:53.263116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:53.263868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:53.266695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:53.268417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:53.270944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:53.273207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:53.277174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:53.296842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:53.298076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:53.299538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:08:53.300711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:53.326378] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.95%, Actual: 1.60%
[2025-11-25T12:08:53.371088] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.06%
[2025-11-25T12:08:53.411030] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -1.09% | Symbol ETA: 13.1s | Global ETA: 25m 51s
[2025-11-25T12:08:53.411313] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:08:53.412153] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:53.412289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:53.417145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:53.419004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:53.419546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:53.420077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:53.421349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:53.422722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:53.492676] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 0.13%, Actual: 0.41%
[2025-11-25T12:08:53.543944] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.23%, Actual: 0.38%
[2025-11-25T12:08:53.544362] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 46.1678%
[2025-11-25T12:08:53.544551] [INFO ] [main      ] CMSA: DISCARDED add_overnight_gap_amplitude (score: 46.17%)
[2025-11-25T12:08:53.544684] [INFO ] [main      ] CMSA: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:08:53.544792] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_overnight_gap_mag']
[2025-11-25T12:08:53.544904] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:08:53.558436] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:53.559067] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:08:53.560091] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:53.560238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:53.565433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:53.567612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:53.568340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:53.568894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:53.569420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:53.572024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:53.616041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:53.617320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:53.640152] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:08:53.661937] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -0.57%, Actual: 1.40%
[2025-11-25T12:08:53.662294] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 48.8291%
[2025-11-25T12:08:53.662460] [INFO ] [main      ] JBGS: DISCARDED add_micro_gap_fill_velocity (score: 48.83%)
[2025-11-25T12:08:53.662574] [INFO ] [main      ] JBGS: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:08:53.662694] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:08:53.662807] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:08:53.675324] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:53.675841] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:08:53.676937] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:53.677097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:53.681903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:53.683749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:53.684300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:53.684848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:53.685318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:53.771483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:53.771935] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:08:53.772310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:53.810666] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:53.931301] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 4.0s | Global ETA: 25m 52s
[2025-11-25T12:08:53.931592] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:08:53.932439] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:53.932606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:53.937499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:53.939358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:53.939939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:53.940468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:53.940963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:53.941798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:53.941755] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:53.942599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:53.945110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:53.984707] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:08:54.064254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:54.066145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:54.106624] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:08:54.108450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:54.109109] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.15% | Symbol ETA: 12.4s | Global ETA: 25m 52s
[2025-11-25T12:08:54.109391] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:08:54.109531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:54.110288] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:54.110425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:54.115370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:54.117221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:54.117791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:54.118307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:54.119588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:54.120988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:54.154796] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:54.161772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:54.162722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:54.164033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:54.230892] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.95% | Symbol ETA: 13.6s | Global ETA: 25m 52s
[2025-11-25T12:08:54.231187] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:08:54.232083] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:54.232230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:54.237579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:54.239529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:54.240124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:54.240670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:54.241148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:54.243617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:54.246835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:54.247699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:54.249539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:54.252256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:54.253423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:54.255454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:54.256288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:54.260629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:54.261906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:54.263328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:54.264991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:54.267997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:54.268779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:54.269589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:54.271675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:54.272951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:54.273744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:54.273777] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:54.274516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:54.275319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:54.278156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:54.279846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:54.282346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:54.284610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:54.286572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:54.287869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:54.288561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:54.308085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:54.309330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:54.310836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:08:54.312084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:54.355157] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 1.02% | Symbol ETA: 20.2s | Global ETA: 25m 52s
[2025-11-25T12:08:54.355315] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:08:54.356083] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:54.356158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:54.360956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:54.362696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:54.363326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:54.363867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:54.364339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:54.447249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:54.448088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:54.468164] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:08:54.625167] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:08:54.640962] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:54.647726] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:08:54.783329] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:08:54.795581] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:54.802292] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.39% | Symbol ETA: 11.7s | Global ETA: 25m 52s
[2025-11-25T12:08:54.802579] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:08:54.803434] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:54.803571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:54.808550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:54.810421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:54.810996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:54.811516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:54.812855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:54.814265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:54.816324] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:54.867664] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 12.8s | Global ETA: 25m 52s
[2025-11-25T12:08:54.867821] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:08:54.868594] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:54.868685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:54.873440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:54.875240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:54.875756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:54.876209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:54.876607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:54.879088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:54.921847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:54.922875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:54.936162] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 3.0s | Global ETA: 25m 52s
[2025-11-25T12:08:54.936307] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:08:54.937153] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:54.937255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:54.942154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:54.943913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:54.944402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:54.944867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:54.945271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:54.946049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:54.946861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:54.949348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:54.951824] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:55.032711] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 2.70% | Symbol ETA: 19.6s | Global ETA: 25m 52s
[2025-11-25T12:08:55.032873] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:08:55.033623] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:55.033735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:55.038506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:55.040287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:55.040806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:55.041408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:55.041901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:55.068311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:55.070094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:55.111788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:55.112802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:55.126487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:55.127317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:55.159356] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:08:55.164281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:55.165226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:55.166544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:55.247909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:55.248743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:55.250598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:55.253320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:55.254490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:55.256528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:55.257408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:55.261667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:55.262934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:55.264355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:55.264194] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:08:55.265933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:55.268872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:55.269626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:55.270414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:55.272449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:55.273595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:55.274387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:55.275178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:55.275983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:55.278884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:55.280546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:55.283032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:55.285291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:55.289808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:55.308472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:55.309805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:55.311307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:08:55.312489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:55.330679] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:55.445191] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:55.462706] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:08:55.498993] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 11.0s | Global ETA: 25m 53s
[2025-11-25T12:08:55.529257] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.69% | Symbol ETA: 12.2s | Global ETA: 25m 53s
[2025-11-25T12:08:55.529563] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:08:55.530458] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:55.530629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:55.536558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:55.538537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:55.539114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:55.539673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:55.540166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:55.542664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:55.589266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:55.590439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:55.638893] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:55.646979] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:08:55.677360] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.76%, Actual: 1.44%
[2025-11-25T12:08:55.722236] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: 0.30% | Symbol ETA: 18.9s | Global ETA: 25m 53s
[2025-11-25T12:08:55.722541] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:08:55.723383] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:55.723532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:55.728409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:55.730478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:55.731075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:55.731596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:55.732085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:55.814218] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:08:55.816285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:55.817486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:55.851178] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 0.62%
[2025-11-25T12:08:55.933855] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 2.0s | Global ETA: 25m 53s
[2025-11-25T12:08:55.952043] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:08:56.019069] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 2.29%, Actual: 1.31%
[2025-11-25T12:08:56.108559] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:08:56.128233] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:56.151317] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:08:56.191703] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.11%, Actual: 1.45%
[2025-11-25T12:08:56.204210] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.00% | Symbol ETA: 11.5s | Global ETA: 25m 53s
[2025-11-25T12:08:56.204437] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:08:56.205371] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:56.205461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:56.212408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:56.215033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:56.215669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:56.216207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:56.216728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:56.219257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:56.267251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:56.268599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:56.284805] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:08:56.319039] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:56.366048] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.18%, Actual: 1.73%
[2025-11-25T12:08:56.398964] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.31% | Symbol ETA: 18.2s | Global ETA: 25m 53s
[2025-11-25T12:08:56.399288] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:08:56.400570] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:56.400735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:56.405458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:56.407297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:56.407877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:56.408393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:56.408884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:56.458818] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.36%
[2025-11-25T12:08:56.491052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:56.491896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:56.542939] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.04%, Actual: 1.47%
[2025-11-25T12:08:56.611466] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:08:56.635086] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:08:56.713764] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -1.09%, Actual: 2.46%
[2025-11-25T12:08:56.784714] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:56.812503] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.63%
[2025-11-25T12:08:56.830017] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:08:56.859089] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 10.9s | Global ETA: 25m 54s
[2025-11-25T12:08:56.859501] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:08:56.860428] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:56.860573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:56.865624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:56.867687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:56.868279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:56.868823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:56.869304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:56.871806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:56.916233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:56.917536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:56.944540] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.15%, Actual: 1.22%
[2025-11-25T12:08:56.991673] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:08:56.998672] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:08:57.079289] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.22% | Symbol ETA: 17.5s | Global ETA: 25m 54s
[2025-11-25T12:08:57.079597] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:08:57.080446] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:57.080585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:57.085311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:57.087136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:57.087720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:57.088237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:57.088771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:57.118322] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.39%, Actual: 0.12%
[2025-11-25T12:08:57.169248] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:08:57.172864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:57.173941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:57.277339] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:08:57.289967] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.44%, Actual: 0.79%
[2025-11-25T12:08:57.290238] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 38.4858%
[2025-11-25T12:08:57.290461] [INFO ] [main      ] AIT: DISCARDED add_open_reversal_intensity (score: 38.49%)
[2025-11-25T12:08:57.290573] [INFO ] [main      ] AIT: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:57.290715] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:08:57.290823] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:08:57.306605] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:57.307332] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:08:57.308331] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:57.308469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:57.313538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:57.315477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:57.316085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:57.316614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:57.317972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:57.319581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:57.340752] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:08:57.457470] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:57.509009] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.27%, Actual: 0.03%
[2025-11-25T12:08:57.530741] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 10.2s | Global ETA: 25m 54s
[2025-11-25T12:08:57.531136] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:08:57.532069] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:57.532218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:57.538149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:57.538220] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:08:57.540054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:57.540679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:57.541240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:57.541741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:57.544252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:57.589602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:57.590762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:57.677171] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.28%
[2025-11-25T12:08:57.677473] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 20.5377%
[2025-11-25T12:08:57.677599] [INFO ] [main      ] CMU: DISCARDED add_vol_of_vol (score: 20.54%)
[2025-11-25T12:08:57.677679] [INFO ] [main      ] CMU: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:08:57.677740] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_signed_carry_history_11', 'add_volatility_decay_ratio']
[2025-11-25T12:08:57.677847] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:08:57.680064] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:08:57.692158] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:08:57.692634] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:08:57.693540] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:57.693676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:57.698540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:57.700399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:57.700948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:57.701415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:57.701862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:57.702618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:57.703454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:57.705917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:57.713054] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:08:57.795086] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.82% | Symbol ETA: 16.9s | Global ETA: 25m 54s
[2025-11-25T12:08:57.795402] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:08:57.796801] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:57.796942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:57.802039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:57.804008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:57.804605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:57.805162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:57.805674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:57.828564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:57.830558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:57.851927] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:57.873901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:57.875267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:57.892669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:57.893889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:57.928441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:57.929556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:57.930892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:57.944918] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:08:58.014283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:58.015231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:58.017167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:58.017193] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 16.6s | Global ETA: 25m 54s
[2025-11-25T12:08:58.017507] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:08:58.018392] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:58.018530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:58.020081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:58.021291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:58.023368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:58.023660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:58.024226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:58.025565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:58.026155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:58.026703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:58.028035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:58.028695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:58.029637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:58.029998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:58.031675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:58.033277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:58.036258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:58.037030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:58.037830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:58.040010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:58.041181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:58.041982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:58.042839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:58.043619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:58.047243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:58.049027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:58.051978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:58.054203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:58.058119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:58.077148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:58.078311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:58.079809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:08:58.081167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:58.132110] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:58.208263] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 9.6s | Global ETA: 25m 54s
[2025-11-25T12:08:58.208601] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:08:58.209946] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:58.210089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:58.215625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:58.217889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:58.218507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:58.219090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:58.219591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:58.222511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:58.258764] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:08:58.269669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:58.271526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:58.378950] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:08:58.437770] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:08:58.441495] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:08:58.518363] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.66% | Symbol ETA: 16.2s | Global ETA: 25m 55s
[2025-11-25T12:08:58.518681] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:08:58.519501] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:58.519658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:58.524400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:58.526204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:58.526803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:58.527365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:58.527882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:58.554065] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:58.611621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:58.612615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:58.627254] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:08:58.698372] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:08:58.729834] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.99% | Symbol ETA: 15.9s | Global ETA: 25m 55s
[2025-11-25T12:08:58.730158] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:08:58.731013] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:58.731149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:58.735970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:58.737840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:58.738439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:58.738972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:58.740274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:58.741845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:58.808777] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:58.825687] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 11.8s | Global ETA: 25m 55s
[2025-11-25T12:08:58.825846] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:08:58.826621] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:58.826734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:58.831493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:58.833306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:58.833982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:58.834507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:58.834999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:58.835853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:58.836746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:58.839244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:58.886061] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.76% | Symbol ETA: 8.9s | Global ETA: 25m 55s
[2025-11-25T12:08:58.886510] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:08:58.887573] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:58.887739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:58.892827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:58.894766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:58.895381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:58.895941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:58.896439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:58.899063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:58.945526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:58.947058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:58.948835] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:08:58.962355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:08:58.964376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:59.007243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:08:59.008492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:08:59.062764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:08:59.064071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:59.065484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:59.088997] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:08:59.116529] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:08:59.154948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:08:59.156155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:08:59.158108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:08:59.160996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:08:59.162214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:08:59.164298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:59.165175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:08:59.169623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:08:59.171058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:08:59.172538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:59.174200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:08:59.178010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:08:59.179417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:59.180315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:08:59.182524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:08:59.183777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:08:59.184585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:08:59.185445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:08:59.186304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:08:59.189999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:08:59.192751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:08:59.196428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:08:59.197130] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -2.26% | Symbol ETA: 15.5s | Global ETA: 25m 55s
[2025-11-25T12:08:59.197444] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:08:59.198299] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:59.198384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:59.200213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:08:59.203153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:59.204918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:59.205482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:59.206028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:59.206503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:59.206567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:08:59.235989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:08:59.237543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:08:59.239099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:08:59.240369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:59.260913] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:08:59.287565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:08:59.288371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:59.318698] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:08:59.417082] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.78% | Symbol ETA: 15.1s | Global ETA: 25m 55s
[2025-11-25T12:08:59.417421] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:08:59.418294] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:08:59.418436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:59.423401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:59.425322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:59.425911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:59.426470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:08:59.427824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:08:59.429450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:59.495882] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:59.571058] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 8.2s | Global ETA: 25m 55s
[2025-11-25T12:08:59.571464] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:08:59.572448] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:08:59.572599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:59.577867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:59.580043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:59.580632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:59.581181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:59.581682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:59.585429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:08:59.592600] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:08:59.628352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:08:59.629889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:08:59.645025] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:08:59.766452] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:08:59.782940] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:08:59.833482] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:08:59.889831] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 10.3s | Global ETA: 25m 55s
[2025-11-25T12:08:59.889985] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:08:59.890770] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:08:59.890872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:59.895575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:59.897357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:59.897913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:59.898380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:59.898826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:08:59.899575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:08:59.900401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:08:59.902927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:08:59.919683] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -0.67% | Symbol ETA: 14.8s | Global ETA: 25m 55s
[2025-11-25T12:08:59.919844] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:08:59.920595] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:08:59.920694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:08:59.925364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:08:59.927129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:08:59.927638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:08:59.928113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:08:59.928528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:08:59.960259] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:08:59.991550] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:09:00.009686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:00.010427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:00.027286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:00.029530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:00.073683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:00.075001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:00.120742] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.80% | Symbol ETA: 14.4s | Global ETA: 25m 56s
[2025-11-25T12:09:00.120899] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:09:00.121700] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:00.121778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:00.126637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:00.128535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:00.129045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:00.128953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:00.129489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:00.130058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:00.130721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:00.131338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:00.132241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:00.171901] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:00.219209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:00.220241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:00.222179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:00.225162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:00.226358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:00.228631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:00.229518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:00.234095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:00.235610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:00.237113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:00.238825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:00.241897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:00.242693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:00.243486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:00.245575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:00.246788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:00.247601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:00.248413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:00.249221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:00.248929] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 7.6s | Global ETA: 25m 56s
[2025-11-25T12:09:00.252006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:00.253748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:00.256291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:00.258638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:00.262635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:00.282801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:00.284232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:00.285856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:09:00.287113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:00.353289] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:09:00.448456] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.95%, Actual: 1.73%
[2025-11-25T12:09:00.470537] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:09:00.559022] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:00.634892] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:09:00.660702] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.41%, Actual: 1.80%
[2025-11-25T12:09:00.670139] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 0.78% | Symbol ETA: 14.1s | Global ETA: 25m 56s
[2025-11-25T12:09:00.828832] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:00.851901] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:00.898102] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.69%, Actual: 0.92%
[2025-11-25T12:09:00.980924] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 9.2s | Global ETA: 25m 56s
[2025-11-25T12:09:00.981082] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:09:00.981899] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:00.982003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:00.986789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:00.988611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:00.989136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:00.989614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:00.990056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:00.990852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:00.991692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:00.994173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:01.014786] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.02%, Actual: 0.71%
[2025-11-25T12:09:01.073910] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.00%, Actual: 0.25%
[2025-11-25T12:09:01.113325] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.34% | Symbol ETA: 14.0s | Global ETA: 25m 56s
[2025-11-25T12:09:01.113484] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:09:01.114433] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:01.114522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:01.121524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:01.123937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:01.124509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:01.125026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:01.126904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:01.128831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:01.197329] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 2.70%, Actual: 1.25%
[2025-11-25T12:09:01.201639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:01.207305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:01.302500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:01.304445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:01.360391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:01.361686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:01.363033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:01.366490] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.18%, Actual: 0.44%
[2025-11-25T12:09:01.373037] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 0.16%
[2025-11-25T12:09:01.517974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:01.519485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:01.521622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:01.524689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:01.526008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:01.528251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:01.529137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:01.533880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:01.535324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:01.536882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:01.538612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:01.542265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:01.543350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:01.544193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:01.546393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:01.547815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:01.549200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:01.550400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:01.551304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:01.554890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:01.556872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:01.557888] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.12%, Actual: 0.42%
[2025-11-25T12:09:01.560167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:01.562875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:01.567403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:01.575898] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.31%, Actual: 3.31%
[2025-11-25T12:09:01.592605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:01.594373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:01.596271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:09:01.597790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:01.614138] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:09:01.765965] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.22%, Actual: 1.39%
[2025-11-25T12:09:01.766324] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 0.23%
[2025-11-25T12:09:01.799297] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:01.954214] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.16%
[2025-11-25T12:09:01.960218] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 0.20%
[2025-11-25T12:09:01.965927] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 1.29% | Symbol ETA: 13.3s | Global ETA: 25m 57s
[2025-11-25T12:09:01.966239] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:09:01.967119] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:01.967252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:01.972129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:01.974089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:01.974711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:01.975227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:01.976525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:01.977995] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:09:01.978178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:02.147825] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.66%, Actual: 1.20%
[2025-11-25T12:09:02.166599] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 0.06%
[2025-11-25T12:09:02.176944] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:02.301870] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 8.5s | Global ETA: 25m 57s
[2025-11-25T12:09:02.302158] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:09:02.302987] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:02.303159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:02.308855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:02.311137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:02.311822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:02.312368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:02.312884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:02.313947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:02.314866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:02.318073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:02.334790] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -2.26%, Actual: 1.60%
[2025-11-25T12:09:02.341966] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:09:02.358985] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.38%
[2025-11-25T12:09:02.359540] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 42.8736%
[2025-11-25T12:09:02.359717] [INFO ] [main      ] CMSA: DISCARDED add_overnight_gap_mag (score: 42.87%)
[2025-11-25T12:09:02.359855] [INFO ] [main      ] CMSA: Testing feature 29/53: add_pct_change
[2025-11-25T12:09:02.359979] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_pct_change']
[2025-11-25T12:09:02.360300] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:09:02.378934] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:02.379751] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:09:02.380866] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:02.381048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:02.386571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:02.388969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:02.389745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:02.390228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:02.390762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:02.393610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:02.441933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:02.444367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:02.445057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:02.446438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:02.490211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:02.491703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:02.516527] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 0.41%
[2025-11-25T12:09:02.524028] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:02.545730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:02.547069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:02.548428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:02.642248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:02.643453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:02.646151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:02.649956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:02.651946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:02.654897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:02.655994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:02.661684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:02.663420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:02.664955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:02.666952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:02.671004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:02.671896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:02.672732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:02.675067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:02.676383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:02.677275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:02.678110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:02.678966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:02.682480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:02.684531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:02.688059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:02.691282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:02.691370] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -3.32% | Symbol ETA: 12.5s | Global ETA: 25m 57s
[2025-11-25T12:09:02.691707] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:09:02.692632] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:02.692791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:02.696206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:02.698056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:02.700077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:02.700719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:02.701257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:02.702050] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 0.78%, Actual: 1.40%
[2025-11-25T12:09:02.702451] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 57.7000%
[2025-11-25T12:09:02.702732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:02.702741] [INFO ] [main      ] JBGS: KEPT add_morning_followthrough_mag_T0 (score: 57.70%)
[2025-11-25T12:09:02.702861] [INFO ] [main      ] JBGS: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:09:02.702971] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion']
[2025-11-25T12:09:02.703118] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:09:02.704428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:02.717341] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:02.718076] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:09:02.718201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:02.719047] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:02.719240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:02.720066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:02.722138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:09:02.723598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:02.725980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:02.728167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:02.728950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:02.729507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:02.730262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:02.824451] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:09:02.825634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:02.826777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:02.831664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:03.017630] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:03.105697] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:09:03.109386] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.01% | Symbol ETA: 14.1s | Global ETA: 25m 57s
[2025-11-25T12:09:03.109728] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:09:03.110889] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:03.111052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:03.114751] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:09:03.117132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:03.120258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:03.121269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:03.121890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:03.122407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:03.125293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:03.176091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:03.179511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:03.204415] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:09:03.286539] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:03.311244] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:03.392016] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:03.441614] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 7.3s | Global ETA: 25m 58s
[2025-11-25T12:09:03.441791] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:09:03.442626] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:03.442763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:03.448142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:03.450233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:03.450801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:03.451278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:03.451730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:03.452667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:03.453623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:03.454289] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.30% | Symbol ETA: 11.7s | Global ETA: 25m 58s
[2025-11-25T12:09:03.454573] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:09:03.455403] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:03.455553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:03.456338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:03.460485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:03.462313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:03.462918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:03.463374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:03.464947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:03.466518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:03.489469] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 2.68% | Symbol ETA: 20.3s | Global ETA: 25m 58s
[2025-11-25T12:09:03.489791] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:09:03.490748] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:03.490891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:03.496204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:03.498395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:03.498983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:03.499668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:03.500200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:03.584477] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:09:03.592769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:03.593188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:03.594031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:03.595569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:03.598974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:03.642393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:03.643835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:03.702051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:03.703430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:03.704811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:03.796701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:03.797949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:03.800118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:03.803245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:03.804728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:03.807109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:03.808061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:03.812867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:03.814356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:03.815862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:03.817136] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:09:03.817565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:03.820787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:03.820847] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:03.821567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:03.822437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:03.824665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:03.825924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:03.826914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:03.828090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:03.829184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:03.833348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:03.835755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:03.839392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:03.842879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:03.849100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:03.872910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:03.874472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:03.876048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:09:03.877435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:03.920335] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 13.7s | Global ETA: 25m 58s
[2025-11-25T12:09:03.920806] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:09:03.922154] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:03.922374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:03.929269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:03.931862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:03.932672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:03.933320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:03.933941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:03.936966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:03.979531] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:09:03.986253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:03.989245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:03.990073] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:04.147080] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -1.08% | Symbol ETA: 11.0s | Global ETA: 25m 58s
[2025-11-25T12:09:04.147379] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:09:04.148276] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:04.148414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:04.153608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:04.155506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:04.156086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:04.156607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:04.157492] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:04.157912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:04.159527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:04.250286] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 0.84% | Symbol ETA: 19.5s | Global ETA: 25m 58s
[2025-11-25T12:09:04.250585] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:09:04.251418] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:04.251559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:04.256350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:04.258507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:04.259291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:04.259832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:04.260307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:04.304909] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:09:04.343845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:04.344799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:04.349149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:04.367772] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:09:04.493052] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:04.528786] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:09:04.586823] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:04.620885] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6.2s | Global ETA: 25m 58s
[2025-11-25T12:09:04.621045] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:09:04.621857] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:04.621986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:04.627806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:04.629663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:04.630169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:04.630703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:04.631127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:04.631915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:04.632765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:04.635667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:04.678239] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.31% | Symbol ETA: 12.9s | Global ETA: 25m 58s
[2025-11-25T12:09:04.678623] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:09:04.679631] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:04.679797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:04.685197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:04.685088] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:09:04.688412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:04.689676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:04.690197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:04.690782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:04.693826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:04.698087] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:04.740578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:04.744132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:04.766473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:04.768699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:04.814714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:04.815959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:04.852245] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.52% | Symbol ETA: 10.2s | Global ETA: 25m 59s
[2025-11-25T12:09:04.855968] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:04.874578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:04.875901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:04.877241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:04.942533] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 18.5s | Global ETA: 25m 59s
[2025-11-25T12:09:04.942825] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:09:04.943664] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:04.943803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:04.948675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:04.950507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:04.951073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:04.951591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:04.952072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:04.966064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:04.967147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:04.969019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:04.971962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:04.973183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:04.975354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:04.976172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:04.980896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:04.982206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:04.983613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:04.985473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:04.988800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:04.989498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:04.990254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:04.992326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:04.993509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:04.994280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:04.995027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:04.995898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:04.998872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:05.000580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:05.003201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:05.006070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:05.010637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:05.027392] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.19%, Actual: 1.44%
[2025-11-25T12:09:05.031362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:05.032775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:05.034425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:09:05.035683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:05.038829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:05.039771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:05.044211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:05.106013] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:09:05.204974] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.99%, Actual: 0.62%
[2025-11-25T12:09:05.287752] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:05.374807] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.78%, Actual: 1.31%
[2025-11-25T12:09:05.375149] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.02% | Symbol ETA: 12.0s | Global ETA: 25m 59s
[2025-11-25T12:09:05.375394] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:09:05.376366] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:05.376452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:05.381739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:05.384150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:05.384768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:05.385376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:05.385901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:05.388267] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:09:05.388615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:05.408421] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:09:05.434718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:05.437353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:05.545874] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.80%, Actual: 1.45%
[2025-11-25T12:09:05.556204] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:05.584170] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:05.648431] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.25% | Symbol ETA: 17.7s | Global ETA: 25m 59s
[2025-11-25T12:09:05.649021] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:09:05.649886] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:05.649963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:05.654766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:05.656686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:05.657220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:05.657679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:05.658079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:05.715839] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.0s | Global ETA: 25m 59s
[2025-11-25T12:09:05.716142] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:09:05.717319] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:05.717496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:05.724395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:05.727050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:05.727762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:05.728305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:05.729142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:05.730244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:05.731452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:05.735011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:05.752459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:05.754024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:05.759612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:05.787567] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.34%, Actual: 1.73%
[2025-11-25T12:09:05.820386] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:09:05.860174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:05.862464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:05.906227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:05.907869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:05.959737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:05.960833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:05.962151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:05.972501] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 1.29%, Actual: 1.47%
[2025-11-25T12:09:06.011329] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:06.043993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:06.045142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:06.047075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:06.050038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:06.051214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:06.053619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:06.054499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:06.058822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:06.060067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:06.061479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:06.063126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:06.066141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:06.066905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:06.067723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:06.069774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:06.070959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:06.071764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:06.072529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:06.073315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:06.076238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:06.077970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:06.080496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:06.082792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:06.086752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:06.098283] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.31% | Symbol ETA: 11.3s | Global ETA: 25m 59s
[2025-11-25T12:09:06.098691] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:09:06.099675] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:06.099822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:06.104552] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:09:06.105542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:06.105907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:06.107287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:06.108235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:06.108757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:09:06.108940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:06.109497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:06.109955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:06.110185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:06.112852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:06.146955] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -3.32%, Actual: 2.46%
[2025-11-25T12:09:06.159838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:06.162492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:06.270216] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:06.325514] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.30%, Actual: 1.22%
[2025-11-25T12:09:06.354086] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.52% | Symbol ETA: 17.0s | Global ETA: 25m 60s
[2025-11-25T12:09:06.354377] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:09:06.355681] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:06.355820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:06.360553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:06.362350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:06.362914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:06.363427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:06.363913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:06.445301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:06.446109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:06.446284] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:09:06.450329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:06.513764] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -1.08%, Actual: 0.12%
[2025-11-25T12:09:06.528397] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:09:06.617206] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:06.686294] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.52%, Actual: 0.79%
[2025-11-25T12:09:06.686676] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 45.3296%
[2025-11-25T12:09:06.686838] [INFO ] [main      ] AIT: DISCARDED add_open_vs_close_liquidity_ratio (score: 45.33%)
[2025-11-25T12:09:06.686946] [INFO ] [main      ] AIT: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:09:06.687051] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_open_vs_prev_range_position']
[2025-11-25T12:09:06.687170] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:09:06.703034] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:06.703807] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:09:06.704744] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:06.704875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:06.709732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:06.711551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:06.712148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:06.712684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:06.713949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:06.715276] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:06.716897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:06.738805] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3.8s | Global ETA: 25m 60s
[2025-11-25T12:09:06.738970] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:09:06.739805] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:06.740064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:06.745378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:06.747341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:06.747936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:06.748462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:06.748959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:06.749807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:06.750719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:06.754102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:06.785136] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:09:06.803599] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.28% | Symbol ETA: 10.5s | Global ETA: 25m 60s
[2025-11-25T12:09:06.804238] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:09:06.805455] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:06.805610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:06.811200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:06.813449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:06.814201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:06.814829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:06.815402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:06.818115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:06.865770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:06.868864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:06.878094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:06.880325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:06.924094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:06.925328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:06.952270] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:06.978326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:06.979497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:06.980871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:07.037127] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -1.47% | Symbol ETA: 16.2s | Global ETA: 25m 60s
[2025-11-25T12:09:07.037443] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:09:07.038288] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:07.038431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:07.043396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:07.045193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:07.045761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:07.046269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:07.046761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:07.068471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:07.069588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:07.071583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:07.074579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:07.075825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:07.075595] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:09:07.078057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:07.078912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:07.083421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:07.084720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:07.086167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:07.087946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:07.090947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:07.091705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:07.092511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:07.094608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:07.095800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:07.096587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:07.097472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:07.098304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:07.101216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:07.103011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:07.105556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:07.107933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:07.111888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:07.128897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:07.129784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:07.131212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:07.132508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:07.133968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:07.134097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:09:07.135481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:07.245712] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:09:07.248806] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:07.417269] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 0.67% | Symbol ETA: 16.6s | Global ETA: 26m 0s
[2025-11-25T12:09:07.417565] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:09:07.418415] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:07.418550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:07.423426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:07.425253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:07.425821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:07.426332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:07.427613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:07.430505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:07.451270] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:07.470892] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:09:07.482313] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:09:07.531046] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 9.8s | Global ETA: 26m 0s
[2025-11-25T12:09:07.531409] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:09:07.532534] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:07.532700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:07.538106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:07.540244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:07.540843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:07.541374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:07.541895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:07.544716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:07.591285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:07.594169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:07.638763] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:07.651680] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:07.724088] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 15.5s | Global ETA: 26m 0s
[2025-11-25T12:09:07.724385] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:09:07.725243] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:07.725386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:07.730246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:07.732098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:07.732715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:07.733239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:07.733740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:07.773231] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:09:07.774308] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 2.7s | Global ETA: 26m 0s
[2025-11-25T12:09:07.774456] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:09:07.775249] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:07.775351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:07.780230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:07.782018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:07.782510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:07.782998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:07.783400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:07.784163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:07.784984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:07.787458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:07.819774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:07.820499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:07.824681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:07.910177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:07.912170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:07.941954] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:07.955584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:07.956907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:07.973291] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:09:08.009318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:08.010409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:08.011800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:08.096134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:08.097108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:08.099074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:08.102194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:08.103449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:08.105563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:08.107158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:08.111710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:08.113058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:08.113124] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.03% | Symbol ETA: 15.8s | Global ETA: 26m 1s
[2025-11-25T12:09:08.113405] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:09:08.114296] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:08.114436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:08.114578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:08.116189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:08.119193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:08.119513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:08.119909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:08.120620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:08.121534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:08.122113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:08.122633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:08.122741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:08.123900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:08.124035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:08.124624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:08.125357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:08.126145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:08.127266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:08.129054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:08.130720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:08.133192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:08.135446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:08.139454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:08.152185] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:08.159086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:08.160385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:08.160945] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:09:08.161854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:09:08.163040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:08.244559] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.69% | Symbol ETA: 9.0s | Global ETA: 26m 1s
[2025-11-25T12:09:08.244789] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:09:08.245762] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:08.245845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:08.250889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:08.252904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:08.253469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:08.253982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:08.254410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:08.257034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:08.309968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:08.312632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:08.330636] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:08.413160] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.47% | Symbol ETA: 14.8s | Global ETA: 26m 1s
[2025-11-25T12:09:08.413441] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:09:08.414274] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:08.414416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:08.419383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:08.421202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:08.421774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:08.422288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:08.422779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:08.486379] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:09:08.506092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:08.506920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:08.511097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:08.512898] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:09:08.670553] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:09:08.673089] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:08.691095] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:08.810897] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 1.6s | Global ETA: 26m 1s
[2025-11-25T12:09:08.831199] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 5.47% | Symbol ETA: 15.1s | Global ETA: 26m 1s
[2025-11-25T12:09:08.831495] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:09:08.832392] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:08.832533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:08.837789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:08.839985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:08.840669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:08.841186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:08.842499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:08.845612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:08.850067] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:09:08.852495] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:08.938398] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.50% | Symbol ETA: 8.3s | Global ETA: 26m 1s
[2025-11-25T12:09:08.938857] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:09:08.939876] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:08.940028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:08.945397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:08.947751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:08.948426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:08.948991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:08.949496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:08.952262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:08.980045] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:09:08.999062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:09.002082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:09.020802] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:09.103735] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -0.32% | Symbol ETA: 14.1s | Global ETA: 26m 1s
[2025-11-25T12:09:09.104053] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:09:09.104918] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:09.105060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:09.109906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:09.111735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:09.112283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:09.112822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:09.113294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:09.148430] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:09:09.199150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:09.200318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:09.203639] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:09:09.204684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:09.319040] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:09:09.373273] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:09:09.384988] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:09.492159] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 0.00%
[2025-11-25T12:09:09.536519] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -6.65% | Symbol ETA: 14.4s | Global ETA: 26m 2s
[2025-11-25T12:09:09.536836] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:09:09.537719] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:09.537852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:09.542719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:09.544541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:09.545105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:09.545623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:09.546976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:09.549932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:09.555611] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:09:09.560989] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:09.644544] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.39% | Symbol ETA: 7.6s | Global ETA: 26m 2s
[2025-11-25T12:09:09.663022] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:09:09.730718] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:09.815256] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -1.59% | Symbol ETA: 13.3s | Global ETA: 26m 2s
[2025-11-25T12:09:09.832234] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.01%, Actual: 1.73%
[2025-11-25T12:09:09.833290] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:09:09.908952] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:09:09.989355] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 2.68%, Actual: 0.71%
[2025-11-25T12:09:10.004977] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:09:10.016791] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.56%, Actual: 1.80%
[2025-11-25T12:09:10.090324] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:10.160419] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 1.25%
[2025-11-25T12:09:10.172105] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:09:10.194056] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.31%, Actual: 0.92%
[2025-11-25T12:09:10.268264] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.94% | Symbol ETA: 13.7s | Global ETA: 26m 2s
[2025-11-25T12:09:10.268448] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:09:10.269411] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:10.269498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:10.274488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:10.276532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:10.277108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:10.277670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:10.278993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:10.282018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:10.329268] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 0.16%
[2025-11-25T12:09:10.338731] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:09:10.375451] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.02%, Actual: 0.25%
[2025-11-25T12:09:10.505896] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.28%
[2025-11-25T12:09:10.506273] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 16.1665%
[2025-11-25T12:09:10.506452] [INFO ] [main      ] CMU: DISCARDED add_volatility_decay_ratio (score: 16.17%)
[2025-11-25T12:09:10.506571] [INFO ] [main      ] CMU: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:09:10.506700] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_signed_carry_history_11', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:09:10.506794] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:09:10.511922] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.25%, Actual: 3.31%
[2025-11-25T12:09:10.520809] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:10.521247] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:09:10.522125] [DEBUG] [FEATURES  ] DataBuilder: Executing 44 feature methods.
[2025-11-25T12:09:10.522242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:10.527055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:10.528882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:10.529401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:10.529886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:10.530305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:10.531082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:10.531939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:10.534383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:10.557508] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.31%, Actual: 0.44%
[2025-11-25T12:09:10.629295] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:09:10.659367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:10.661346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:10.689638] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.52%, Actual: 1.39%
[2025-11-25T12:09:10.705023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:10.706213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:10.737112] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.28%, Actual: 0.42%
[2025-11-25T12:09:10.760438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:10.761400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:10.762751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:10.799952] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:10.846768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:10.847691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:10.851133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:10.854609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:10.855931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:10.858218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:10.859115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:10.863907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:10.865241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:10.866162] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -1.47%, Actual: 0.16%
[2025-11-25T12:09:10.867158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:10.868835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:10.872203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:10.873021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:10.873774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:10.875884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:10.877052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:10.877848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:10.878576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:10.879347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:10.882637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:10.884280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:10.886753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:10.889051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:10.892906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:10.912117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:10.913295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:10.914771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:09:10.915915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:09:10.918032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:10.918789] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 0.23%
[2025-11-25T12:09:10.963499] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.46% | Symbol ETA: 13.0s | Global ETA: 26m 2s
[2025-11-25T12:09:10.963823] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:09:10.964681] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:10.964814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:10.969981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:10.971920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:10.972482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:10.973032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:10.974330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:10.977361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:11.053779] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 1.20%
[2025-11-25T12:09:11.117300] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.69%, Actual: 0.20%
[2025-11-25T12:09:11.224053] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.47%, Actual: 1.60%
[2025-11-25T12:09:11.253157] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:09:11.300861] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.50%, Actual: 0.06%
[2025-11-25T12:09:11.318044] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:09:11.392141] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.41%
[2025-11-25T12:09:11.420635] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:11.484998] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.39%, Actual: 0.38%
[2025-11-25T12:09:11.485315] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 52.1548%
[2025-11-25T12:09:11.485532] [INFO ] [main      ] CMSA: DISCARDED add_pct_change (score: 52.15%)
[2025-11-25T12:09:11.485600] [INFO ] [main      ] CMSA: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:09:11.485661] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_preclose_acceleration_mag']
[2025-11-25T12:09:11.485753] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:09:11.492904] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:11.503695] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:11.504409] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:09:11.505471] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:11.505571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:11.510808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:11.512747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:11.513271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:11.513751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:11.514170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:11.516714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:11.547779] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 10.6s | Global ETA: 26m 3s
[2025-11-25T12:09:11.547928] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:09:11.548805] [DEBUG] [FEATURES  ] DataBuilder: Executing 44 feature methods.
[2025-11-25T12:09:11.548926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:11.553881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:11.555694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:11.556206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:11.556707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:11.557158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:11.557947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:11.558788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:11.559927] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -1.59%, Actual: 1.40%
[2025-11-25T12:09:11.560138] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 45.1387%
[2025-11-25T12:09:11.560222] [INFO ] [main      ] JBGS: DISCARDED add_morning_range_expansion (score: 45.14%)
[2025-11-25T12:09:11.560273] [INFO ] [main      ] JBGS: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:09:11.560314] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_open_11_elasticity']
[2025-11-25T12:09:11.560359] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:09:11.561371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:11.562965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:11.564619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:11.572961] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:11.573575] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:09:11.574430] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:11.574506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:11.579305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:11.581077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:11.581554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:11.582018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:11.582412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:11.649536] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 12.3s | Global ETA: 26m 3s
[2025-11-25T12:09:11.649861] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:09:11.650734] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:11.650872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:11.656125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:11.658193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:11.658844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:11.659375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:11.660781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:11.664339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:11.667502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:11.668463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:11.669686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:11.685118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:11.686885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:11.730541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:11.731615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:11.786348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:11.787281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:11.788561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:11.873360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:11.874170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:11.876135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:11.878937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:11.880117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:11.882175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:11.883020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:11.887420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:11.888728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:11.890158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:11.891802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:11.894694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:11.895428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:11.896219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:11.898289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:11.899440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:11.900232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:11.901023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:11.901814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:11.904547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:11.906308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:11.908801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:11.911038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:11.914925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:11.931067] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:09:11.934117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:11.935396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:11.936904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:09:11.938111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:09:11.940269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:12.007663] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:09:12.011032] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:09:12.112729] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:12.178792] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:12.180798] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:12.188933] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.66% | Symbol ETA: 13.4s | Global ETA: 26m 3s
[2025-11-25T12:09:12.189353] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:09:12.190354] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:12.190549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:12.195957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:12.197952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:12.198600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:12.199197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:12.199776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:12.202727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:12.252618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:12.254493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:12.261839] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 18.3s | Global ETA: 26m 3s
[2025-11-25T12:09:12.262167] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:09:12.263066] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:12.263209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:12.268153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:12.270143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:12.270778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:12.271298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:12.271792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:12.278972] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:09:12.343096] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -2.95% | Symbol ETA: 11.6s | Global ETA: 26m 3s
[2025-11-25T12:09:12.343376] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:09:12.344218] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:12.344353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:12.349235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:12.351086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:12.351628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:12.352162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:12.353424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:12.356287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:12.356410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:12.357426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:12.358692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:12.446474] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:12.571582] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 9.6s | Global ETA: 26m 3s
[2025-11-25T12:09:12.571896] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:09:12.572759] [DEBUG] [FEATURES  ] DataBuilder: Executing 44 feature methods.
[2025-11-25T12:09:12.572926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:12.577768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:12.579572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:12.580086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:12.580608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:12.581104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:12.581971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:12.582867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:12.585339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:12.619659] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:09:12.696231] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:09:12.706888] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:09:12.709510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:12.711401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:12.757145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:12.758245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:12.803398] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:12.812207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:12.813206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:12.814530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:12.865964] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:12.877076] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:12.882664] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 12.7s | Global ETA: 26m 4s
[2025-11-25T12:09:12.883110] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:09:12.884190] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:12.884340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:12.889773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:12.891951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:12.892623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:12.893194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:12.893717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:12.896552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:12.902468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:12.903553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:12.905502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:12.908513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:12.909772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:12.911931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:12.912802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:12.917258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:12.918537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:12.919992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:12.921689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:12.924771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:12.925520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:12.926325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:12.928441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:12.929680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:12.930512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:12.931317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:12.932125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:12.935048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:12.936767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:12.939367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:12.941707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:12.942835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:12.944835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:12.945685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:12.960815] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 3.09% | Symbol ETA: 17.6s | Global ETA: 26m 4s
[2025-11-25T12:09:12.961148] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:09:12.961990] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:12.962132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:12.965593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:12.967050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:12.967038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:12.968798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:12.968966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:09:12.969272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:12.969744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:12.970139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:12.970253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:09:12.972420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:13.026012] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.79% | Symbol ETA: 10.9s | Global ETA: 26m 4s
[2025-11-25T12:09:13.026287] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:09:13.027180] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:13.027320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:13.032282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:13.034150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:13.034731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:13.035254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:13.036589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:13.039824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:13.061497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:13.062457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:13.063670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:13.322413] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:09:13.348661] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:09:13.378996] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:09:13.405665] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:09:13.492172] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:13.537567] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:13.549482] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:13.574184] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:13.615637] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.66% | Symbol ETA: 12.2s | Global ETA: 26m 4s
[2025-11-25T12:09:13.616077] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:09:13.617119] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:13.617275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:13.617815] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 8.6s | Global ETA: 26m 4s
[2025-11-25T12:09:13.617996] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:09:13.618806] [DEBUG] [FEATURES  ] DataBuilder: Executing 44 feature methods.
[2025-11-25T12:09:13.618941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:13.622679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:13.623722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:13.624603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:13.625236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:13.625484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:13.625771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:13.626236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:13.626289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:13.626717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:13.627168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:13.627955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:13.628803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:13.629021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:13.631251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:13.657326] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.45% | Symbol ETA: 16.9s | Global ETA: 26m 4s
[2025-11-25T12:09:13.657495] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:09:13.658270] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:13.658548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:13.663283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:13.665086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:13.665627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:13.666157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:13.666625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:13.675476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:13.676919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:13.715902] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 1.29% | Symbol ETA: 10.1s | Global ETA: 26m 4s
[2025-11-25T12:09:13.749717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:13.750502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:13.751622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:13.756824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:13.758704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:13.802549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:13.803621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:13.857061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:13.857999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:13.859252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:13.886584] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 0.67%, Actual: 1.44%
[2025-11-25T12:09:13.947516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:13.948427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:13.950427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:13.953306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:13.954528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:13.956713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:13.957580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:13.961993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:13.963249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:13.964716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:13.966360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:13.969514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:13.970289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:13.971098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:13.973217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:13.974402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:13.975208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:13.976015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:13.976822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:13.979727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:13.981415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:13.983961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:13.986263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:13.990295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:14.009898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:14.011159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:14.012748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:09:14.013963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:09:14.016233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:14.031115] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:09:14.055499] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.03%, Actual: 0.62%
[2025-11-25T12:09:14.085634] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:09:14.224410] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 5.47%, Actual: 1.31%
[2025-11-25T12:09:14.225936] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:14.255109] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:14.305241] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.08% | Symbol ETA: 11.4s | Global ETA: 26m 5s
[2025-11-25T12:09:14.305545] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:09:14.306443] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:14.306591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:14.312036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:14.314202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:14.314906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:14.315455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:14.315971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:14.318869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:14.335735] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.35% | Symbol ETA: 16.2s | Global ETA: 26m 5s
[2025-11-25T12:09:14.336044] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:09:14.336886] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:14.337046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:14.341867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:14.343690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:14.344247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:14.344785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:14.345251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:14.354515] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:09:14.366057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:14.367703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:14.394540] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -6.65%, Actual: 1.45%
[2025-11-25T12:09:14.428387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:14.429267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:14.430491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:14.522273] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:14.563064] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.94%, Actual: 1.73%
[2025-11-25T12:09:14.647271] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 7.6s | Global ETA: 26m 5s
[2025-11-25T12:09:14.647449] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:09:14.648408] [DEBUG] [FEATURES  ] DataBuilder: Executing 44 feature methods.
[2025-11-25T12:09:14.648674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:14.654057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:14.656162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:14.656798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:14.657373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:14.657886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:14.658791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:14.659842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:14.662511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:14.720110] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:09:14.734573] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 1.47%
[2025-11-25T12:09:14.767332] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:09:14.797052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:14.799344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:14.845259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:14.846788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:14.888611] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:14.904143] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.87%, Actual: 2.46%
[2025-11-25T12:09:14.904910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:14.906125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:14.907593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:14.933487] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:14.962510] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.38% | Symbol ETA: 10.7s | Global ETA: 26m 5s
[2025-11-25T12:09:14.962854] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:09:14.963728] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:14.963871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:14.968849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:14.970820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:14.971386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:14.971931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:14.972402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:14.974865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:15.013174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:15.014341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:15.014666] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.17% | Symbol ETA: 15.5s | Global ETA: 26m 5s
[2025-11-25T12:09:15.014969] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:09:15.015825] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:15.015964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:15.016409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:15.017360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:15.018749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:15.019425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:15.020705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:15.020876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:15.022699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:15.022960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:15.023244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:15.023797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:15.024050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:15.024261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:15.028829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:15.030179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:15.031675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:15.033469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:15.036687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:15.037496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:15.038344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:15.040472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:15.041710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:15.042541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:15.043363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:15.044238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:15.047674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:15.049667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:15.052291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:15.054832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:15.059399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:15.080366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:15.081833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:15.083389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:09:15.084750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:09:15.086958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:15.089373] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -2.95%, Actual: 1.22%
[2025-11-25T12:09:15.106120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:15.106953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:15.108172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:15.261477] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.79%, Actual: 0.12%
[2025-11-25T12:09:15.356666] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:09:15.444746] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:09:15.451275] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 1.29%, Actual: 0.79%
[2025-11-25T12:09:15.451543] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 42.1153%
[2025-11-25T12:09:15.451814] [INFO ] [main      ] AIT: DISCARDED add_open_vs_prev_range_position (score: 42.12%)
[2025-11-25T12:09:15.451943] [INFO ] [main      ] AIT: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:09:15.452055] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_overnight_gap_amplitude']
[2025-11-25T12:09:15.452159] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:09:15.460972] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:09:15.525909] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:15.601679] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.24% | Symbol ETA: 10.0s | Global ETA: 26m 5s
[2025-11-25T12:09:15.601866] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:09:15.602848] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:15.602980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:15.609068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:15.611240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:15.611842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:15.612373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:15.612888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:15.615566] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:15.615875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:15.632380] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:15.639236] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:15.640103] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:09:15.641156] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:15.641297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:15.646400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:15.648398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:15.649003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:15.649530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:15.650882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:15.651591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:15.661584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:15.663015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:15.699041] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.87% | Symbol ETA: 14.8s | Global ETA: 26m 5s
[2025-11-25T12:09:15.699195] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:09:15.699983] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:15.700058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:15.704816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:15.706522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:15.707039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:15.707486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:15.707897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:15.758394] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 6.6s | Global ETA: 26m 5s
[2025-11-25T12:09:15.758541] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:09:15.759336] [DEBUG] [FEATURES  ] DataBuilder: Executing 44 feature methods.
[2025-11-25T12:09:15.759438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:15.764218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:15.765958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:15.766443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:15.766923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:15.767373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:15.768182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:15.769058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:15.771539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:15.791137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:15.792387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:15.793581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:15.899766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:15.901762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:15.946973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:15.948177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:16.002590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:16.003523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:16.004895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:16.006556] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:09:16.013818] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:09:16.091294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:16.092292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:16.094431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:16.097432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:16.098686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:16.100832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:16.101741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:16.106168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:16.107446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:16.108999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:16.110597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:16.113672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:16.114418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:16.115222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:16.117398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:16.118667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:16.119507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:16.120325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:16.121136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:16.124045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:16.125861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:16.128522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:16.128366] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:09:16.130843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:16.134993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:16.154972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:16.156299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:16.157975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:09:16.159205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:09:16.161390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:16.177302] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:16.190227] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:16.261133] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 9.3s | Global ETA: 26m 6s
[2025-11-25T12:09:16.261418] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:09:16.262263] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:16.262403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:16.267265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:16.269168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:16.269740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:16.270259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:16.270756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:16.273166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:16.299074] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:16.314998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:16.316187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:16.354096] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 1.42% | Symbol ETA: 15.2s | Global ETA: 26m 6s
[2025-11-25T12:09:16.354411] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:09:16.355439] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:16.355585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:16.361388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:16.363762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:16.364443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:16.364999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:16.366337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:16.367099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:16.380942] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 14.1s | Global ETA: 26m 6s
[2025-11-25T12:09:16.381227] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:09:16.382067] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:16.382209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:16.387023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:16.388829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:16.389377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:16.389914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:16.390380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:16.474856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:16.475759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:16.476971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:16.513260] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:09:16.656188] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:09:16.681734] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:16.727088] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:09:16.804482] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5.6s | Global ETA: 26m 6s
[2025-11-25T12:09:16.804667] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:09:16.805515] [DEBUG] [FEATURES  ] DataBuilder: Executing 44 feature methods.
[2025-11-25T12:09:16.805617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:16.810429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:16.812191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:16.812700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:16.813165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:16.813560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:16.814326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:16.814582] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:09:16.815162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:16.817581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:16.824060] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:16.894617] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 8.6s | Global ETA: 26m 6s
[2025-11-25T12:09:16.894783] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:09:16.895526] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:16.895596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:16.900077] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:16.900333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:16.902150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:16.902808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:16.903326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:16.903819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:16.906236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:16.941445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:16.943508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:16.948206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:16.949316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:16.983321] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:16.987300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:16.988483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:17.041608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:17.042549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:17.043868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:17.064101] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.22% | Symbol ETA: 13.5s | Global ETA: 26m 6s
[2025-11-25T12:09:17.064403] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:09:17.065250] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:17.065391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:17.066665] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.91% | Symbol ETA: 14.5s | Global ETA: 26m 6s
[2025-11-25T12:09:17.066813] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:09:17.067580] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:17.067689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:17.070355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:17.072220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:17.072508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:17.072793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:17.073319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:17.073806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:17.074449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:17.074953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:17.075399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:17.076600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:17.077343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:17.131274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:17.132201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:17.134323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:17.137192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:17.138422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:17.140558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:17.141411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:17.145904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:17.147193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:17.148705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:17.150409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:17.153439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:17.154216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:17.155029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:17.157192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:17.158421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:17.159093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:17.159270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:17.160012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:17.160114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:17.160785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:17.161312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:17.163725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:17.165442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:17.168064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:17.170400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:17.174418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:17.194046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:17.195275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:17.196777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:09:17.198039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:09:17.200194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:17.289673] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:09:17.441939] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:09:17.458197] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:17.498087] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:09:17.527347] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: -0.16% | Symbol ETA: 7.9s | Global ETA: 26m 7s
[2025-11-25T12:09:17.527623] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:09:17.528460] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:17.528605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:17.533359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:17.535166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:17.535738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:17.536262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:17.536690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:17.537441] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:09:17.539143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:17.583450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:17.584970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:17.621421] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:17.674183] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:17.707525] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:17.756619] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -3.30% | Symbol ETA: 12.8s | Global ETA: 26m 7s
[2025-11-25T12:09:17.756977] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:09:17.758156] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:17.758305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:17.763918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:17.766213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:17.766886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:17.767456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:17.767985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:17.774262] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 5.69% | Symbol ETA: 13.7s | Global ETA: 26m 7s
[2025-11-25T12:09:17.774548] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:09:17.775420] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:17.775588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:17.781748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:17.784245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:17.785046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:17.785710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:17.787187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:17.788043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:17.832474] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.5s | Global ETA: 26m 7s
[2025-11-25T12:09:17.832659] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:09:17.833452] [DEBUG] [FEATURES  ] DataBuilder: Executing 44 feature methods.
[2025-11-25T12:09:17.833579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:17.838427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:17.840410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:17.841002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:17.841525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:17.842019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:17.842867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:17.843773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:17.846353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:17.857563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:17.858907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:17.860313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:17.928252] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:09:17.969428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:17.971315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:18.014162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:18.015289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:18.068910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:18.069843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:18.071166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:18.098760] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:18.133446] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:09:18.159671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:18.160446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:18.162323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:18.166154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:18.167401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:18.169615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:18.170451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:18.171156] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 7.2s | Global ETA: 26m 7s
[2025-11-25T12:09:18.175013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:18.176171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:18.177564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:18.179174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:18.182206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:18.182884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:18.183579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:18.185563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:18.186717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:18.187527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:18.188282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:18.189068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:18.191999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:18.193677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:18.196116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:18.198410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:18.202293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:18.212441] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:09:18.221952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:18.223623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:18.225059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:09:18.226214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:09:18.228392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:18.310589] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:18.346407] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.66%, Actual: 1.73%
[2025-11-25T12:09:18.383022] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:18.458734] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.17% | Symbol ETA: 13.0s | Global ETA: 26m 7s
[2025-11-25T12:09:18.459018] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:09:18.459869] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:18.460000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:18.464878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:18.465028] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -2.69% | Symbol ETA: 12.1s | Global ETA: 26m 7s
[2025-11-25T12:09:18.466791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:18.467306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:18.467850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:18.469181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:18.469884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:18.517039] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.49%, Actual: 1.80%
[2025-11-25T12:09:18.574031] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:09:18.642361] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 0.11%, Actual: 0.71%
[2025-11-25T12:09:18.693074] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.66%, Actual: 0.92%
[2025-11-25T12:09:18.745034] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:18.818395] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 3.09%, Actual: 1.25%
[2025-11-25T12:09:18.819422] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:09:18.865587] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.08%, Actual: 0.25%
[2025-11-25T12:09:18.870136] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3.5s | Global ETA: 26m 7s
[2025-11-25T12:09:18.870280] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:09:18.871062] [DEBUG] [FEATURES  ] DataBuilder: Executing 44 feature methods.
[2025-11-25T12:09:18.871365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:18.876887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:18.878887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:18.879572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:18.880053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:18.880486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:18.881287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:18.882097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:18.884514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:18.993539] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:18.995505] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.45%, Actual: 0.16%
[2025-11-25T12:09:19.006463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:19.008438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:19.037387] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.38%, Actual: 0.44%
[2025-11-25T12:09:19.051969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:19.053380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:19.106932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:19.107918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:19.109246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:19.151111] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.95% | Symbol ETA: 12.3s | Global ETA: 26m 8s
[2025-11-25T12:09:19.151402] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:09:19.152354] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:19.152515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:19.157670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:19.159565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:19.160147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:19.160700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:19.162083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:19.162941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:19.182847] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.35%, Actual: 3.31%
[2025-11-25T12:09:19.195894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:19.196798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:19.198843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:19.201739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:19.203141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:19.205254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:19.206166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:19.209499] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 0.42%
[2025-11-25T12:09:19.210691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:19.212011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:19.213436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:19.215143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:19.218478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:19.219301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:19.220110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:19.222286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:19.223475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:19.224339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:19.225193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:19.226048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:19.229007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:19.230791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:19.233345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:19.235747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:19.239853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:19.259434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:19.260754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:19.262355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:09:19.263717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:09:19.265944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:19.353749] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.17%, Actual: 1.39%
[2025-11-25T12:09:19.384674] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 0.23%
[2025-11-25T12:09:19.511425] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:09:19.524144] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.87%, Actual: 0.16%
[2025-11-25T12:09:19.556867] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.20%
[2025-11-25T12:09:19.611142] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:09:19.684615] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:19.698391] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 1.20%
[2025-11-25T12:09:19.728923] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 0.06%
[2025-11-25T12:09:19.786439] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:19.848449] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 11.6s | Global ETA: 26m 8s
[2025-11-25T12:09:19.848801] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:09:19.849708] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:19.849857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:19.854920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:19.856901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:19.857527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:19.858148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:19.859579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:19.860335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:19.874167] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.22%, Actual: 1.60%
[2025-11-25T12:09:19.900284] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.38%
[2025-11-25T12:09:19.900727] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 46.3193%
[2025-11-25T12:09:19.900902] [INFO ] [main      ] CMSA: DISCARDED add_preclose_acceleration_mag (score: 46.32%)
[2025-11-25T12:09:19.901037] [INFO ] [main      ] CMSA: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:09:19.901159] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_prev_1100_to_open']
[2025-11-25T12:09:19.901279] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:09:19.914536] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 2.4s | Global ETA: 26m 8s
[2025-11-25T12:09:19.914860] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:09:19.915282] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:19.915803] [DEBUG] [FEATURES  ] DataBuilder: Executing 44 feature methods.
[2025-11-25T12:09:19.915954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:19.916078] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:09:19.917073] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:19.917220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:19.921376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:19.922312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:19.923370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:19.923949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:19.924297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:19.924420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:19.924923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:19.924984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:19.925522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:19.925740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:19.926024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:19.926590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:19.928702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:19.929226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:19.973891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:19.975130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:20.094483] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -3.30%, Actual: 0.41%
[2025-11-25T12:09:20.104629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:20.108024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:20.161108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:20.162776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:20.225990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:20.227761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:20.229478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:20.342003] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:09:20.342715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:20.343404] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -2.69%, Actual: 1.40%
[2025-11-25T12:09:20.343860] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 40.1116%
[2025-11-25T12:09:20.344110] [INFO ] [main      ] JBGS: DISCARDED add_open_11_elasticity (score: 40.11%)
[2025-11-25T12:09:20.344214] [INFO ] [main      ] JBGS: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:09:20.344303] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_open_reversal_intensity']
[2025-11-25T12:09:20.344402] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:09:20.344377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:20.347707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:20.352743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:20.354886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:20.357526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:20.358533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:20.362065] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:20.362868] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:09:20.363422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:20.364474] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:20.364747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:20.364879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:20.366479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:20.368431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:20.372603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:20.372959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:20.373972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:20.374851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:20.376511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:20.376978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:20.377469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:20.378245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:20.378397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:20.379038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:20.379325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:20.380252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:20.381150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:20.385492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:20.388054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:20.391665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:20.395128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:20.400501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:20.427225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:20.429666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:20.432016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:09:20.433758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:09:20.436429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:20.458810] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:09:20.487503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:20.489020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:20.490798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:20.585036] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:20.710309] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:20.766251] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 11.0s | Global ETA: 26m 9s
[2025-11-25T12:09:20.766614] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:09:20.768135] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:20.768334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:20.776380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:20.779568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:20.780545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:20.781330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:20.783367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:20.784506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:20.811215] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.93% | Symbol ETA: 14.2s | Global ETA: 26m 9s
[2025-11-25T12:09:20.811594] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:09:20.813084] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:20.813201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:20.821213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:20.824456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:20.825266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:20.826045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:20.826733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:20.830712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:20.889612] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:09:20.897104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:20.898750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:21.041730] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:09:21.084785] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:21.192952] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:09:21.210960] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 1.4s | Global ETA: 26m 9s
[2025-11-25T12:09:21.251742] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:21.318574] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:09:21.334891] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.02% | Symbol ETA: 19.8s | Global ETA: 26m 9s
[2025-11-25T12:09:21.335195] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:09:21.336057] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:21.336199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:21.341190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:21.343064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:21.343660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:21.344120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:21.344587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:21.362060] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:21.379900] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:09:21.428351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:21.429449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:21.430835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:21.493604] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:21.538995] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: 1.65% | Symbol ETA: 10.2s | Global ETA: 26m 9s
[2025-11-25T12:09:21.539251] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:09:21.540107] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:21.540242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:21.545146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:21.547041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:21.547605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:21.548155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:21.549469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:21.550196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:21.551115] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:09:21.567447] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.50% | Symbol ETA: 12.8s | Global ETA: 26m 9s
[2025-11-25T12:09:21.567783] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:09:21.568610] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:21.568769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:21.573843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:21.575798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:21.576422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:21.576991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:21.577573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:21.580118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:21.625174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:21.626309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:21.721698] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 0.36%
[2025-11-25T12:09:21.778089] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:09:21.892244] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:09:21.896892] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:09:21.951778] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:21.978778] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:09:22.041866] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 2.33% | Symbol ETA: 17.8s | Global ETA: 26m 9s
[2025-11-25T12:09:22.042165] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:09:22.043069] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:22.043250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:22.048459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:22.050928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:22.051681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:22.052334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:22.052948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:22.060428] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:22.073122] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 0.63%
[2025-11-25T12:09:22.146691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:22.147757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:22.149273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:22.150314] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:22.216861] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 9.5s | Global ETA: 26m 10s
[2025-11-25T12:09:22.217158] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:09:22.218009] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:22.218142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:22.222943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:22.223168] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.69% | Symbol ETA: 11.6s | Global ETA: 26m 10s
[2025-11-25T12:09:22.223334] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:09:22.224147] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:22.224228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:22.224961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:22.225505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:22.226037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:22.227316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:22.228034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:22.229555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:22.231391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:22.232065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:22.232619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:22.233183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:22.235826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:22.248921] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:09:22.279076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:22.280065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:22.416241] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:09:22.519349] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:09:22.577776] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:09:22.585191] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:09:22.633122] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:09:22.707120] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:22.748344] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:22.755280] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.27%, Actual: 0.03%
[2025-11-25T12:09:22.800693] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -2.86% | Symbol ETA: 16.8s | Global ETA: 26m 10s
[2025-11-25T12:09:22.801003] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:09:22.802141] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:22.802289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:22.807044] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:22.807691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:22.810106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:22.810726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:22.811274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:22.811786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:22.879234] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.35% | Symbol ETA: 10.6s | Global ETA: 26m 10s
[2025-11-25T12:09:22.879546] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:09:22.880431] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:22.880519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:22.885487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:22.887454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:22.887988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:22.888520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:22.889027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:22.891545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:22.905768] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.88% | Symbol ETA: 8.8s | Global ETA: 26m 10s
[2025-11-25T12:09:22.906090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:22.907391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:22.908851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:22.922478] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 0.28%
[2025-11-25T12:09:22.922739] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 19.7888%
[2025-11-25T12:09:22.922850] [INFO ] [main      ] CMU: DISCARDED add_volatility_state_percentiles (score: 19.79%)
[2025-11-25T12:09:22.922915] [INFO ] [main      ] CMU: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:09:22.922972] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_signed_carry_history_11', 'add_volume_dispersion']
[2025-11-25T12:09:22.923059] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:09:22.935277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:22.936395] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:22.936486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:22.936838] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:09:22.937864] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:22.937978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:22.942846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:22.944628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:22.945159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:22.945624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:22.946080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:22.946863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:22.947761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:22.950291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:23.073628] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 1.42%, Actual: 1.44%
[2025-11-25T12:09:23.075779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:23.078049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:23.122363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:23.123623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:23.178247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:23.179332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:23.181084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:23.245745] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.91%, Actual: 0.62%
[2025-11-25T12:09:23.264247] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:09:23.268976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:23.269954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:23.271899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:23.274763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:23.275934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:23.278038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:23.278826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:23.283325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:23.284543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:23.285968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:23.287632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:23.290696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:23.291376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:23.292121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:23.294210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:23.295386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:23.296155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:23.296916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:23.297689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:23.300559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:23.301254] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:09:23.302265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:23.304804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:23.307146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:23.311307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:23.342244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:23.344304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:23.346610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:09:23.349004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:23.417671] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 5.69%, Actual: 1.31%
[2025-11-25T12:09:23.460520] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:23.499610] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:23.545104] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.80% | Symbol ETA: 15.8s | Global ETA: 26m 10s
[2025-11-25T12:09:23.545248] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:09:23.546045] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:23.546269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:23.551349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:23.553302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:23.553942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:23.554470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:23.554969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:23.580148] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.32% | Symbol ETA: 9.8s | Global ETA: 26m 10s
[2025-11-25T12:09:23.580460] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:09:23.581415] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:23.581571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:23.586865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:23.587703] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.17%, Actual: 1.45%
[2025-11-25T12:09:23.589482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:23.590153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:23.590723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:23.591279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:23.594273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:23.639620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:23.640918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:23.643334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:23.644444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:23.645848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:23.707016] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:09:23.768054] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.95%, Actual: 1.73%
[2025-11-25T12:09:23.884120] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:23.951866] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 1.47%
[2025-11-25T12:09:23.992814] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:09:23.995046] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:09:24.007025] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 10.7s | Global ETA: 26m 11s
[2025-11-25T12:09:24.007166] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:09:24.007975] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:24.008099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:24.013082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:24.014926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:24.015442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:24.015926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:24.016347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:24.017184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:24.018039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:24.020554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:24.134032] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 2.46%
[2025-11-25T12:09:24.153952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:24.155986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:24.169941] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:24.202341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:24.203858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:24.204442] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:24.257877] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.11% | Symbol ETA: 15.0s | Global ETA: 26m 11s
[2025-11-25T12:09:24.258184] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:09:24.258985] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:24.259134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:24.260668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:24.261725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:24.263060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:24.264128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:24.266017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:24.266585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:24.267166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:24.267682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:24.278507] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.33% | Symbol ETA: 9.1s | Global ETA: 26m 11s
[2025-11-25T12:09:24.278829] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:09:24.279696] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:24.279871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:24.284784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:24.286708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:24.287331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:24.287811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:24.288315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:24.290842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:24.323670] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: 1.65%, Actual: 1.22%
[2025-11-25T12:09:24.333215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:24.334340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:24.349665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:24.350780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:24.352847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:24.353660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:24.354583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:24.355799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:24.356088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:24.357037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:24.359156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:24.359962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:24.364632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:24.366200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:24.367760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:24.369441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:24.372876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:24.373658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:24.374459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:24.376608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:24.377877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:24.378707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:24.379507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:24.380316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:24.383279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:24.385049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:24.387796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:24.390278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:24.394924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:24.416465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:24.418107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:24.419716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:09:24.421382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:24.505149] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.35%, Actual: 0.12%
[2025-11-25T12:09:24.679369] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:09:24.690482] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.88%, Actual: 0.79%
[2025-11-25T12:09:24.690895] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 43.4467%
[2025-11-25T12:09:24.691056] [INFO ] [main      ] AIT: DISCARDED add_overnight_gap_amplitude (score: 43.45%)
[2025-11-25T12:09:24.691175] [INFO ] [main      ] AIT: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:09:24.691305] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_overnight_gap_mag']
[2025-11-25T12:09:24.691417] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:09:24.696859] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:09:24.707781] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:24.708487] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:09:24.709431] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:24.709681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:24.714992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:24.717181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:24.717852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:24.718438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:24.719811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:24.720706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:24.764072] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:09:24.855125] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:24.867380] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:24.928175] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 8.3s | Global ETA: 26m 11s
[2025-11-25T12:09:24.928482] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:09:24.929404] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:24.929555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:24.934515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:24.936480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:24.937154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:24.937727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:24.938208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:24.940747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:24.941123] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:24.949879] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 14.1s | Global ETA: 26m 11s
[2025-11-25T12:09:24.950059] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:09:24.950845] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:24.951060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:24.955830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:24.957674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:24.958218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:24.958756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:24.959223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:24.983102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:24.984251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:25.041907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:25.043093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:25.044484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:25.065759] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 9.5s | Global ETA: 26m 11s
[2025-11-25T12:09:25.065909] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:09:25.066738] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:25.066852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:25.071912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:25.073753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:25.074429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:25.074998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:25.075498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:25.076371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:25.077328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:25.079929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:25.090013] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:09:25.210829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:25.213000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:25.258858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:25.260218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:25.262894] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:25.314783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:25.315927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:25.317427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:25.324324] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:09:25.383700] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:09:25.404964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:25.406082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:25.408043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:25.410941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:25.412178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:25.414289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:25.415188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:25.419732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:25.421007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:25.422507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:25.424187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:25.424194] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 1.43% | Symbol ETA: 15.0s | Global ETA: 26m 12s
[2025-11-25T12:09:25.424470] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:09:25.425366] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:25.425559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:25.427287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:25.428081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:25.428897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:25.430511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:25.431215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:25.432426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:25.432602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:25.433254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:25.433198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:25.433788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:25.434113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:25.434952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:25.435167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:25.435910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:25.438489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:25.440479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:25.443294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:25.445830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:25.450207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:25.471203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:25.472719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:25.474301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:09:25.475999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:25.494185] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:25.564335] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 7.6s | Global ETA: 26m 12s
[2025-11-25T12:09:25.564623] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:09:25.565458] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:25.565602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:25.570572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:25.572433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:25.573027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:25.573547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:25.574035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:25.576504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:25.582863] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:25.618740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:25.619721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:25.666947] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 1.41% | Symbol ETA: 13.3s | Global ETA: 26m 12s
[2025-11-25T12:09:25.667271] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:09:25.668142] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:25.668485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:25.673533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:25.675325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:25.675980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:25.676512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:25.677048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:25.758896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:25.760039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:25.761388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:25.778324] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:09:25.814684] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:09:25.951750] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:25.976539] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:09:25.981863] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:26.098234] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:09:26.102949] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 8.4s | Global ETA: 26m 12s
[2025-11-25T12:09:26.103248] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:09:26.104102] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:26.104269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:26.109255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:26.111108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:26.111698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:26.112231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:26.112728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:26.113550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:26.114438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:26.116937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:26.122266] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 14.2s | Global ETA: 26m 12s
[2025-11-25T12:09:26.122549] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:09:26.123335] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:26.123469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:26.128299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:26.130126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:26.130690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:26.131206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:26.132481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:26.133254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:26.148770] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:26.220057] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: -0.06% | Symbol ETA: 6.9s | Global ETA: 26m 12s
[2025-11-25T12:09:26.220360] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:09:26.221232] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:26.221376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:26.226296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:26.228342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:26.228954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:26.229414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:26.229901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:26.232374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:26.239888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:26.242154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:26.265877] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:26.274238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:26.275288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:26.286921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:26.288400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:26.341404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:26.342697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:26.344032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:26.350939] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 12.6s | Global ETA: 26m 12s
[2025-11-25T12:09:26.351086] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:09:26.351867] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:26.351944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:26.357457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:26.359728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:26.360514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:26.361100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:26.361769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:26.437346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:26.438359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:26.440411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:26.443383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:26.444633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:26.446837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:26.447615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:26.447721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:26.448738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:26.450190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:26.452271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:26.453640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:26.455491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:26.457240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:26.460406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:26.461227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:26.462067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:26.464277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:26.465530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:26.466407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:26.467460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:26.468031] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:09:26.468347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:26.471390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:26.473128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:26.475707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:26.478090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:26.482203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:26.503219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:26.504849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:26.506522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:09:26.508255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:26.624002] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:09:26.636729] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:26.801869] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:26.812051] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 2.68% | Symbol ETA: 13.5s | Global ETA: 26m 12s
[2025-11-25T12:09:26.812332] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:09:26.813201] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:26.813337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:26.814454] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:09:26.818229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:26.820109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:26.820683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:26.821208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:26.822486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:26.823263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:26.872849] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 6.2s | Global ETA: 26m 12s
[2025-11-25T12:09:26.907752] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:09:26.992495] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:27.042051] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.93%, Actual: 1.73%
[2025-11-25T12:09:27.074835] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.55% | Symbol ETA: 11.8s | Global ETA: 26m 13s
[2025-11-25T12:09:27.075130] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:09:27.075989] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:27.076132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:27.081024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:27.082893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:27.083472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:27.084021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:27.084520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:27.086106] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:27.172310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:27.173096] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:09:27.173353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:27.174978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:27.206659] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 7.4s | Global ETA: 26m 13s
[2025-11-25T12:09:27.206891] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:09:27.207762] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:27.207916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:27.212738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:27.213036] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.50%, Actual: 1.80%
[2025-11-25T12:09:27.214528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:27.215116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:27.215667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:27.216144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:27.216990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:27.217895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:27.220433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:27.340685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:27.342434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:27.349560] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:27.382671] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.69%, Actual: 0.92%
[2025-11-25T12:09:27.385116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:27.386201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:27.438753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:27.439657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:27.440948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:27.508273] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.18% | Symbol ETA: 12.8s | Global ETA: 26m 13s
[2025-11-25T12:09:27.508582] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:09:27.509438] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:27.509578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:27.514466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:27.516364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:27.516939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:27.517489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:27.518908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:27.519695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:27.519907] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:09:27.523390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:27.524179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:27.526047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:27.528731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:27.529896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:27.531921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:27.532746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:27.536976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:27.538253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:27.539697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:27.541352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:27.544282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:27.544973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:27.545764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:27.547833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:27.548986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:27.549777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:27.550548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:27.551341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:27.551814] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.35%, Actual: 0.25%
[2025-11-25T12:09:27.554265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:27.555994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:27.558460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:27.560749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:27.564603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:27.586947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:27.588720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:27.590550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:09:27.592170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:27.691632] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:27.722519] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 0.44%
[2025-11-25T12:09:27.772532] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -2.50% | Symbol ETA: 11.1s | Global ETA: 26m 13s
[2025-11-25T12:09:27.862599] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:09:27.891928] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 0.42%
[2025-11-25T12:09:27.947389] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.02%, Actual: 0.71%
[2025-11-25T12:09:27.963262] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:09:28.032580] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:28.064439] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 0.23%
[2025-11-25T12:09:28.123507] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 2.33%, Actual: 1.25%
[2025-11-25T12:09:28.137585] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:28.202991] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.20% | Symbol ETA: 12.0s | Global ETA: 26m 13s
[2025-11-25T12:09:28.203142] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:09:28.203957] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:28.204037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:28.208933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:28.210908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:28.211409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:28.211868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:28.213099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:28.213817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:28.236691] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.20%
[2025-11-25T12:09:28.258811] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6.4s | Global ETA: 26m 13s
[2025-11-25T12:09:28.258970] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:09:28.259886] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:28.260053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:28.265171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:28.267053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:28.267614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:28.268161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:28.268658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:28.269467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:28.270349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:28.272815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:28.298724] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -2.86%, Actual: 0.16%
[2025-11-25T12:09:28.392344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:28.394084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:28.406513] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: -0.06%, Actual: 0.06%
[2025-11-25T12:09:28.436303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:28.437410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:28.466021] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.80%, Actual: 3.31%
[2025-11-25T12:09:28.490073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:28.490994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:28.492297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:28.561780] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:09:28.574726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:28.575497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:28.577386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:28.578358] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.38%
[2025-11-25T12:09:28.578728] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 47.4215%
[2025-11-25T12:09:28.578888] [INFO ] [main      ] CMSA: DISCARDED add_prev_1100_to_open (score: 47.42%)
[2025-11-25T12:09:28.578977] [INFO ] [main      ] CMSA: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:09:28.579053] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_prev_close_to_1100']
[2025-11-25T12:09:28.579155] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:09:28.580065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:28.581206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:28.583219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:28.584030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:28.588293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:28.589503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:28.590918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:28.592481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:28.592489] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:28.593266] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:09:28.594218] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:28.594330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:28.595376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:28.596049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:28.596775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:28.598766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:28.599517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:28.599846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:28.600540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:28.601243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:28.601493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:28.601956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:28.602055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:28.602559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:28.603031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:28.604622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:28.605569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:28.606214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:28.608735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:28.610926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:28.614739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:28.634036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:28.635182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:28.635192] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.11%, Actual: 1.39%
[2025-11-25T12:09:28.636597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:09:28.638036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:28.649841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:28.650938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:28.731188] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:28.803000] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.57%, Actual: 0.16%
[2025-11-25T12:09:28.890884] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 11.3s | Global ETA: 26m 14s
[2025-11-25T12:09:28.891071] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:09:28.891859] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:28.892078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:28.896983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:28.899024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:28.899731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:28.900291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:28.901611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:28.902421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:28.970700] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 1.41%, Actual: 1.20%
[2025-11-25T12:09:28.975309] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:09:28.998557] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:09:29.140552] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: 0.59%, Actual: 1.60%
[2025-11-25T12:09:29.142591] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:29.185347] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:29.259832] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.92% | Symbol ETA: 11.9s | Global ETA: 26m 14s
[2025-11-25T12:09:29.260123] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:09:29.260991] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:29.261135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:29.261809] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5.3s | Global ETA: 26m 14s
[2025-11-25T12:09:29.262100] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:09:29.262948] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:29.263113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:29.264085] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:09:29.266140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:29.268076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:29.268030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:29.268591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:29.269158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:29.269639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:29.269899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:29.270407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:29.270890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:29.271310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:29.272087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:29.272345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:29.273065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:29.275550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:29.311927] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.55%, Actual: 0.41%
[2025-11-25T12:09:29.316913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:29.318035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:29.396254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:29.398140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:29.436063] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:29.442613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:29.443761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:29.487464] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -2.50%, Actual: 1.40%
[2025-11-25T12:09:29.487920] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 45.0827%
[2025-11-25T12:09:29.488106] [INFO ] [main      ] JBGS: DISCARDED add_open_reversal_intensity (score: 45.08%)
[2025-11-25T12:09:29.488226] [INFO ] [main      ] JBGS: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:29.488335] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:09:29.488476] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:09:29.495496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:29.496462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:29.497880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:29.502185] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:29.502742] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:09:29.503612] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:29.503724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:29.508875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:29.510847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:29.511373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:29.511857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:29.512314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:29.583715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:29.584491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:29.586430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:29.589229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:29.589762] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -1.66% | Symbol ETA: 10.6s | Global ETA: 26m 14s
[2025-11-25T12:09:29.590062] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:09:29.590463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:29.590903] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:29.591050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:29.592605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:29.593468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:29.595887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:29.597759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:29.597955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:29.598302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:29.598851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:29.599280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:29.599812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:29.600139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:29.600795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:29.600838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:29.600840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:29.602478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:29.602613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:29.605545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:29.606326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:29.607172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:29.609277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:29.610456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:29.611268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:29.612079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:29.612891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:29.615741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:29.617467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:29.620009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:29.622303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:29.626263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:29.646155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:29.647491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:29.649032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:09:29.650531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:29.657097] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:09:29.825126] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:29.896462] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 11.1s | Global ETA: 26m 14s
[2025-11-25T12:09:29.896755] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:09:29.897616] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:29.897847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:29.902670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:29.904389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:29.904916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:29.905355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:29.905759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:29.908139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:29.935166] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:09:29.951244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:29.952033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:29.954913] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:09:29.985394] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:09:30.101534] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:30.126148] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:30.151532] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:30.209765] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 17.0s | Global ETA: 26m 15s
[2025-11-25T12:09:30.209907] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:09:30.210660] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:30.210760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:30.215499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:30.217390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:30.217935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:30.218399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:30.218833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:30.266682] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: 1.25% | Symbol ETA: 9.9s | Global ETA: 26m 15s
[2025-11-25T12:09:30.266977] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:09:30.267840] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:30.267975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:30.271229] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.2s | Global ETA: 26m 15s
[2025-11-25T12:09:30.271376] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:09:30.272155] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:30.272256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:30.273001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:30.275077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:30.275884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:30.276419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:30.277185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:30.277858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:30.278616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:30.279001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:30.279535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:30.280017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:30.280420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:30.281197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:30.282032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:30.284473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:30.287546] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:09:30.304033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:30.305139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:30.306817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:30.408110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:30.409994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:30.454232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:30.454701] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:30.455534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:30.508100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:30.509339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:30.510714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:30.523854] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.51% | Symbol ETA: 10.4s | Global ETA: 26m 15s
[2025-11-25T12:09:30.524061] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:09:30.524891] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:30.525033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:30.529805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:30.531602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:30.532164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:30.532707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:30.533171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:30.535600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:30.578020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:30.578874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:30.596672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:30.597595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:30.599509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:30.602353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:30.603557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:30.605701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:30.606541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:30.610858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:30.612124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:30.613530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:30.615145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:30.618104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:30.618221] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:09:30.618878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:30.619684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:30.621736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:30.622893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:30.623682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:30.624451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:30.625284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:30.628219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:30.629923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:30.632448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:30.634738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:30.638672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:30.650265] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:09:30.657600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:30.658880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:30.660378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:09:30.661864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:30.789094] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:30.821219] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:30.904145] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.54% | Symbol ETA: 16.3s | Global ETA: 26m 15s
[2025-11-25T12:09:30.904461] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:09:30.905318] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:30.905465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:30.910394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:30.912448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:30.913061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:30.913590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:30.913614] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:09:30.914090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:30.942864] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -0.32% | Symbol ETA: 9.2s | Global ETA: 26m 15s
[2025-11-25T12:09:30.943144] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:09:30.944007] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:30.944140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:30.949118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:30.951057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:30.951672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:30.952218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:30.953872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:30.954902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:30.997596] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:09:31.001531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:31.002707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:31.004401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:31.081769] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:31.151535] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.23% | Symbol ETA: 9.7s | Global ETA: 26m 15s
[2025-11-25T12:09:31.151712] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:09:31.152595] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:31.152755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:31.157603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:31.159415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:31.159988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:31.160509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:31.160999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:31.163448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:31.167233] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:31.206582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:31.207669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:31.285815] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3.1s | Global ETA: 26m 15s
[2025-11-25T12:09:31.286093] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:09:31.286934] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:31.287393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:31.293122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:31.295200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:31.295050] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:09:31.295775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:31.296241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:31.296677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:31.297479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:31.298337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:31.301004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:31.355952] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:09:31.429789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:31.432049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:31.466025] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:31.477591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:31.478993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:31.530409] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:31.533193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:31.534193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:31.535671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:31.545748] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:09:31.614321] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -2.14% | Symbol ETA: 15.6s | Global ETA: 26m 15s
[2025-11-25T12:09:31.614626] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:09:31.615484] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:31.615626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:31.620718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:31.623084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:31.623719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:31.623959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:31.624268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:31.624978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:31.625601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:31.627976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:31.628347] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.35% | Symbol ETA: 8.6s | Global ETA: 26m 15s
[2025-11-25T12:09:31.631043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:31.632207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:31.634328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:31.635145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:31.639807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:31.641067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:31.642469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:31.644144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:31.647194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:31.647912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:31.648676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:31.650891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:31.652114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:31.652943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:31.653733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:31.654471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:31.657461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:31.659196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:31.661774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:31.664183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:31.668358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:31.688304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:31.689694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:31.691306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:09:31.692847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:31.714042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:31.714873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:31.716548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:31.716612] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:31.786505] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 9.1s | Global ETA: 26m 16s
[2025-11-25T12:09:31.786689] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:09:31.787467] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:31.787719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:31.792975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:31.794978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:31.795757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:31.796317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:31.796811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:31.799372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:31.814261] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 1.43%, Actual: 1.44%
[2025-11-25T12:09:31.842322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:31.843148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:31.994776] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 0.62%
[2025-11-25T12:09:32.061721] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:09:32.113577] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:09:32.175547] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 2.68%, Actual: 1.31%
[2025-11-25T12:09:32.177129] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:09:32.233082] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:32.284810] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:32.316860] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.67% | Symbol ETA: 14.9s | Global ETA: 26m 16s
[2025-11-25T12:09:32.317199] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:09:32.318119] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:32.318268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:32.323246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:32.325311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:32.325921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:32.326464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:32.326970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:32.345303] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:32.354298] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.18%, Actual: 1.45%
[2025-11-25T12:09:32.407672] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 2.1s | Global ETA: 26m 16s
[2025-11-25T12:09:32.407831] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:09:32.408661] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:32.408778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:32.413769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:32.413581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:32.414488] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 8.4s | Global ETA: 26m 16s
[2025-11-25T12:09:32.414725] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:09:32.414775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:32.415572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:32.415532] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:32.415740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:32.416104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:32.416466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:32.416565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:32.416994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:32.417946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:32.418932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:32.421136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:32.421720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:32.423069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:32.423824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:32.424345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:32.425004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:32.427614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:32.471165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:32.471984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:32.538756] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.20%, Actual: 1.73%
[2025-11-25T12:09:32.545416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:32.547557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:32.591260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:32.592633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:32.646060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:32.647141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:32.648507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:32.716389] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.47%
[2025-11-25T12:09:32.732509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:32.733677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:32.735616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:32.738609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:32.739865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:32.742040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:32.742944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:32.747531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:32.748887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:32.750353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:32.752055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:32.755061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:32.755862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:32.756702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:32.758912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:32.760107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:32.761030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:32.761845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:32.762631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:32.765575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:32.767401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:32.770018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:32.772431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:32.776405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:32.777166] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:09:32.796234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:32.797817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:32.799436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:09:32.801026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:32.811266] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:09:32.912048] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -1.66%, Actual: 2.46%
[2025-11-25T12:09:32.949989] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:32.979337] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:33.032217] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.70% | Symbol ETA: 14.2s | Global ETA: 26m 16s
[2025-11-25T12:09:33.032503] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:09:33.033327] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:33.033467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:33.038210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:33.040015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:33.040567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:33.041102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:33.041573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:33.048085] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.48% | Symbol ETA: 7.8s | Global ETA: 26m 16s
[2025-11-25T12:09:33.048384] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:09:33.049215] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:33.049358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:33.054205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:33.056009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:33.056559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:33.057108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:33.057573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:33.060020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:33.083773] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: 1.25%, Actual: 1.22%
[2025-11-25T12:09:33.103436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:33.104261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:33.125601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:33.126802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:33.128602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:33.142781] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:09:33.256059] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.12%
[2025-11-25T12:09:33.314454] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:33.424978] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.79%
[2025-11-25T12:09:33.425346] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 51.5475%
[2025-11-25T12:09:33.425499] [INFO ] [main      ] AIT: DISCARDED add_overnight_gap_mag (score: 51.55%)
[2025-11-25T12:09:33.425604] [INFO ] [main      ] AIT: Testing feature 29/53: add_pct_change
[2025-11-25T12:09:33.425720] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_pct_change']
[2025-11-25T12:09:33.425821] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:09:33.435365] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 1.0s | Global ETA: 26m 17s
[2025-11-25T12:09:33.441093] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:33.441823] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:09:33.442777] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:33.442909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:33.443538] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:09:33.447822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:33.449704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:33.450209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:33.450689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:33.452005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:33.454122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:33.472008] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:09:33.609854] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:09:33.612670] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:33.642195] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:33.681631] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 7.2s | Global ETA: 26m 17s
[2025-11-25T12:09:33.681945] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:09:33.682776] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:33.682917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:33.687837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:33.689672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:33.690290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:33.690829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:33.691301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:33.693826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:33.726370] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 13.5s | Global ETA: 26m 17s
[2025-11-25T12:09:33.726694] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:09:33.727611] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:33.727796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:33.733360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:33.735853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:33.736509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:33.737116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:33.737251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:33.737611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:33.738140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:33.783961] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:09:33.802000] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:09:33.827900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:33.829121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:33.830952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:33.952745] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:09:33.976218] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:34.074123] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:09:34.128082] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 0.00%
[2025-11-25T12:09:34.157458] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -3.05% | Symbol ETA: 13.9s | Global ETA: 26m 17s
[2025-11-25T12:09:34.157762] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:09:34.158705] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:34.158841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:34.164009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:34.165977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:34.166541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:34.167132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:34.168461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:34.170609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:34.187844] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:09:34.243404] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:34.311794] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 6.5s | Global ETA: 26m 17s
[2025-11-25T12:09:34.312075] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:09:34.312907] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:34.313048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:34.317886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:34.319860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:34.320407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:34.320945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:34.321417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:34.323864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:34.329162] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:09:34.366349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:34.367129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:34.426605] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:34.509251] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:09:34.511935] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.63% | Symbol ETA: 12.8s | Global ETA: 26m 17s
[2025-11-25T12:09:34.512233] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:09:34.513124] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:34.513276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:34.518440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:34.519670] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:09:34.520598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:34.521268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:34.521767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:34.522262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:34.611243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:34.612424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:34.614353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:34.685472] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:09:34.695569] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:34.761452] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:09:34.855845] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:09:34.879461] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.43% | Symbol ETA: 13.2s | Global ETA: 26m 18s
[2025-11-25T12:09:34.879752] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:09:34.880572] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:34.880727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:34.885541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:34.887428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:34.888051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:34.888585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:34.889923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:34.892056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:34.933723] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:34.969030] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:09:35.001949] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 5.9s | Global ETA: 26m 18s
[2025-11-25T12:09:35.024347] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:09:35.147809] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:35.171067] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.92%, Actual: 1.73%
[2025-11-25T12:09:35.193974] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.28%
[2025-11-25T12:09:35.194374] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 16.1665%
[2025-11-25T12:09:35.194561] [INFO ] [main      ] CMU: DISCARDED add_volume_dispersion (score: 16.17%)
[2025-11-25T12:09:35.194696] [INFO ] [main      ] CMU: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:09:35.194811] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_signed_carry_history_11', 'add_volume_flow_differentials']
[2025-11-25T12:09:35.194936] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:09:35.208601] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:35.209144] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:09:35.210053] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:35.210296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:35.215203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:35.217204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:35.217812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:35.218373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:35.218880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:35.219758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:35.220633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:35.223191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:35.231219] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:09:35.233381] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 12.1s | Global ETA: 26m 18s
[2025-11-25T12:09:35.233694] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:09:35.234546] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:35.234721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:35.239932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:35.242021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:35.242638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:35.243185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:35.243714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:35.332455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:35.333688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:35.335436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:35.345849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:35.347818] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.18%, Actual: 1.80%
[2025-11-25T12:09:35.348365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:35.392731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:35.394090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:35.400308] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:35.447793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:35.448816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:35.450178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:35.515015] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.51%, Actual: 0.92%
[2025-11-25T12:09:35.534030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:35.535028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:35.536945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:35.539850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:35.541047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:35.543109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:35.543941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:35.548305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:35.549553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:35.550973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:35.552599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:35.555611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:35.556398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:35.557254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:35.559348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:35.560513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:35.561303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:35.562098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:35.562892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:35.565716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:35.567177] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.98% | Symbol ETA: 12.4s | Global ETA: 26m 18s
[2025-11-25T12:09:35.567452] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:09:35.567609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:35.568291] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:35.568418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:35.570232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:35.572490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:35.573207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:35.575045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:35.575602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:35.576132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:35.576422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:35.577424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:35.579471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:35.595963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:35.597387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:35.598932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:09:35.601887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:35.685461] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.23%, Actual: 0.25%
[2025-11-25T12:09:35.690524] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:09:35.862873] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.34%, Actual: 0.44%
[2025-11-25T12:09:35.873153] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:35.925922] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:09:35.950869] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:09:35.958236] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.01% | Symbol ETA: 11.4s | Global ETA: 26m 18s
[2025-11-25T12:09:35.958548] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:09:35.959359] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:35.959510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:35.964574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:35.966469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:35.967113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:35.967696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:35.968188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:36.041237] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.42%
[2025-11-25T12:09:36.054308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:36.055523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:36.057502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:36.096210] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:36.124291] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:36.216687] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.48%, Actual: 0.23%
[2025-11-25T12:09:36.252520] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 10.1s | Global ETA: 26m 18s
[2025-11-25T12:09:36.252698] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:09:36.253503] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:36.253613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:36.258771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:36.260630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:36.261172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:36.261676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:36.262265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:36.262369] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -5.85% | Symbol ETA: 11.7s | Global ETA: 26m 18s
[2025-11-25T12:09:36.262509] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:09:36.263271] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:36.263223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:36.263370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:36.264437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:36.267459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:36.268147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:36.269990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:36.270535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:36.271064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:36.272335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:36.274367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:36.390413] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.20%
[2025-11-25T12:09:36.393126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:36.395316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:36.412351] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:09:36.438475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:36.439923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:36.494820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:36.496109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:36.497522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:36.556884] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.25%, Actual: 0.06%
[2025-11-25T12:09:36.587494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:36.588555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:36.590531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:36.591531] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:36.593443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:36.594730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:36.596938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:36.597841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:36.602313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:36.603609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:36.605090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:36.606876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:36.610022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:36.610882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:36.611718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:36.613870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:36.615102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:36.615932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:36.616041] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:09:36.616789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:36.617683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:36.620602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:36.622332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:36.624930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:36.627315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:36.631360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:36.651492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:36.652825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:36.654390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:09:36.657452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:36.675157] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -3.24% | Symbol ETA: 10.7s | Global ETA: 26m 19s
[2025-11-25T12:09:36.723927] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 0.38%
[2025-11-25T12:09:36.724251] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 39.2129%
[2025-11-25T12:09:36.724439] [INFO ] [main      ] CMSA: DISCARDED add_prev_close_to_1100 (score: 39.21%)
[2025-11-25T12:09:36.724558] [INFO ] [main      ] CMSA: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:09:36.724677] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_prev_close_to_open']
[2025-11-25T12:09:36.724787] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:09:36.737853] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:36.738526] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:09:36.739444] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:36.739598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:36.744455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:36.746305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:36.746875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:36.747465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:36.747953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:36.750384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:36.792770] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:36.793796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:36.794619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:36.854084] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 0.34%, Actual: 0.71%
[2025-11-25T12:09:36.964258] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.79% | Symbol ETA: 11.0s | Global ETA: 26m 19s
[2025-11-25T12:09:36.964534] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:09:36.965365] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:36.965498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:36.970367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:36.972222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:36.972791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:36.973302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:36.974591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:36.976658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:37.005748] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:09:37.033484] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.54%, Actual: 1.25%
[2025-11-25T12:09:37.130854] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:09:37.181330] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:37.210439] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -2.14%, Actual: 0.16%
[2025-11-25T12:09:37.299983] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:37.308721] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 9.1s | Global ETA: 26m 19s
[2025-11-25T12:09:37.308873] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:09:37.309688] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:37.309816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:37.314637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:37.316504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:37.316403] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:09:37.317192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:37.317694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:37.318232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:37.319085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:37.320033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:37.322588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:37.370160] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.95% | Symbol ETA: 10.8s | Global ETA: 26m 19s
[2025-11-25T12:09:37.370480] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:09:37.371314] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:37.371456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:37.376399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:37.378290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:37.378900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:37.379454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:37.379940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:37.382378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:37.390253] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.67%, Actual: 3.31%
[2025-11-25T12:09:37.424948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:37.425828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:37.448944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:37.451276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:37.485833] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:37.497241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:37.498817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:37.553887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:37.555242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:37.556693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:37.567148] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.70%, Actual: 1.39%
[2025-11-25T12:09:37.646926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:37.648084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:37.650037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:37.653044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:37.654214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:37.656439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:37.657342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:37.661741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:37.663023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:37.664482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:37.664458] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.33% | Symbol ETA: 10.3s | Global ETA: 26m 19s
[2025-11-25T12:09:37.664767] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:09:37.665581] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:37.665730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:37.666181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:37.669269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:37.670026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:37.670788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:37.670784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:37.672608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:37.672866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:37.673177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:37.673623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:37.674215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:37.674830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:37.675041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:37.675821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:37.676606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:37.676949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:37.679526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:37.681190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:37.683729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:37.685982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:37.690073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:37.710102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:37.711313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:37.712828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:09:37.715691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:37.751712] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 0.16%
[2025-11-25T12:09:37.761751] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:09:37.928624] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.63%, Actual: 1.20%
[2025-11-25T12:09:37.929100] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:37.999137] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 10.1s | Global ETA: 26m 20s
[2025-11-25T12:09:37.999396] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:09:38.000223] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:38.000367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:38.005204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:38.007050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:38.007606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:38.008142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:38.008617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:38.011083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:38.023427] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:09:38.051072] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:09:38.054477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:38.055305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:38.107829] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.67%, Actual: 1.60%
[2025-11-25T12:09:38.200409] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:38.230156] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:38.290738] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.01%, Actual: 0.41%
[2025-11-25T12:09:38.356799] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 8.1s | Global ETA: 26m 20s
[2025-11-25T12:09:38.356997] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:09:38.358146] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:38.358272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:38.363225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:38.365273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:38.365816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:38.366478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:38.366918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:38.367762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:38.368579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:38.369622] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -1.79% | Symbol ETA: 9.6s | Global ETA: 26m 20s
[2025-11-25T12:09:38.369907] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:09:38.371104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:38.371765] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:38.371896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:38.376986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:38.378949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:38.379513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:38.380064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:38.381371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:38.383482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:38.391248] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:09:38.467766] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -3.24%, Actual: 1.40%
[2025-11-25T12:09:38.468034] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 46.2817%
[2025-11-25T12:09:38.468164] [INFO ] [main      ] JBGS: DISCARDED add_open_vs_close_liquidity_ratio (score: 46.28%)
[2025-11-25T12:09:38.468226] [INFO ] [main      ] JBGS: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:09:38.468278] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_open_vs_prev_range_position']
[2025-11-25T12:09:38.468338] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:09:38.482347] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:38.483024] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:09:38.483977] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:38.484069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:38.488983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:38.490933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:38.491461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:38.491958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:38.492405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:38.495992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:38.498588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:38.542351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:38.543506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:38.559225] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:38.584579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:38.585561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:38.588933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:38.614097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:38.615492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:38.617047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:38.628355] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.69% | Symbol ETA: 9.5s | Global ETA: 26m 20s
[2025-11-25T12:09:38.628673] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:09:38.629483] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:38.629626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:38.634590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:38.636407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:38.636972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:38.637507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:38.637990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:38.640475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:38.683937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:38.685085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:38.707866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:38.708974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:38.711370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:38.714784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:38.716241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:38.718895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:38.719937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:38.725514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:38.727108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:38.728759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:38.730898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:38.734731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:38.735717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:38.736708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:38.737331] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:09:38.739187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:38.740589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:38.741567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:38.742413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:38.743426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:38.746775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:38.748846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:38.751920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:38.754920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:38.759278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:38.782041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:38.783835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:38.785782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:09:38.789417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:38.932753] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:38.942549] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:09:39.021051] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:09:39.101623] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.27% | Symbol ETA: 8.9s | Global ETA: 26m 20s
[2025-11-25T12:09:39.101789] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:09:39.102554] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:39.102624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:39.107494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:39.109278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:39.109794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:39.110245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:39.111452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:39.113454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:39.120467] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:39.150233] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:09:39.195414] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:39.208874] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -3.07% | Symbol ETA: 16.2s | Global ETA: 26m 20s
[2025-11-25T12:09:39.209173] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:09:39.210046] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:39.210218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:39.215301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:39.217356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:39.217996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:39.218552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:39.219115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:39.267317] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.00% | Symbol ETA: 8.9s | Global ETA: 26m 20s
[2025-11-25T12:09:39.267569] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:09:39.268412] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:39.268556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:39.273417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:39.275322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:39.275899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:39.276422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:39.276911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:39.279402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:39.308486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:39.309826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:39.313010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:39.319733] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:39.322570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:39.323689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:39.445423] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 7.1s | Global ETA: 26m 20s
[2025-11-25T12:09:39.445570] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:09:39.446352] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:39.446605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:39.451531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:39.453376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:39.453967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:39.454498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:39.454998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:39.455870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:39.456764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:39.459300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:39.461183] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:09:39.579848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:39.582056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:39.626975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:39.628680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:39.638372] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:39.661943] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:09:39.668835] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:09:39.682926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:39.684109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:39.685505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:39.768701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:39.769798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:39.771695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:39.774543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:39.775750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:39.777850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:39.778721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:39.782991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:39.784220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:39.785663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:39.787300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:39.790280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:39.791053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:39.791878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:39.793962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:39.795141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:39.795981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:39.796777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:39.797602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:39.797798] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 8.2s | Global ETA: 26m 21s
[2025-11-25T12:09:39.798080] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:09:39.798961] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:39.799095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:39.800570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:39.802304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:39.804236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:39.804890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:39.806247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:39.806841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:39.807161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:39.807413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:39.808822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:39.810921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:39.811146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:39.830417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:39.831788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:39.832360] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:39.833335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:09:39.836115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:39.850007] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:39.902956] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 8.3s | Global ETA: 26m 21s
[2025-11-25T12:09:39.903102] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:09:39.903875] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:39.903951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:39.908785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:39.910599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:39.911106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:39.911565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:39.911981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:39.914364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:39.938485] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.72% | Symbol ETA: 15.5s | Global ETA: 26m 21s
[2025-11-25T12:09:39.938637] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:09:39.939424] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:39.939635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:39.944756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:39.946700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:39.947340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:39.947948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:39.948448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:39.957426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:39.958192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:40.040367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:40.041530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:40.044691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:40.164363] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:09:40.172059] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:09:40.298732] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:09:40.338768] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:40.339782] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:40.400018] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:09:40.462583] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6.0s | Global ETA: 26m 21s
[2025-11-25T12:09:40.462751] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:09:40.463544] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:40.463667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:40.468562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:40.468731] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:40.470322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:40.470861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:40.471329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:40.471762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:40.472677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:40.473556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:40.476071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:40.511402] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 7.5s | Global ETA: 26m 21s
[2025-11-25T12:09:40.538873] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 7.6s | Global ETA: 26m 21s
[2025-11-25T12:09:40.539028] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:09:40.539802] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:40.539878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:40.548829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:40.552611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:40.553175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:40.553636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:40.554070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:40.556497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:40.582406] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:40.596383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:40.598137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:40.599461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:40.600453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:40.640274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:40.641380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:40.669830] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 14.8s | Global ETA: 26m 21s
[2025-11-25T12:09:40.669983] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:09:40.670767] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:40.671004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:40.676289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:40.678311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:40.678927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:40.679485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:40.679998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:40.684016] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -3.05%, Actual: 1.44%
[2025-11-25T12:09:40.694189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:40.695029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:40.696252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:40.770334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:40.771359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:40.774596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:40.779266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:40.780071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:40.781923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:40.784579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:40.785762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:40.787836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:40.788664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:40.792939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:40.794179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:40.795589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:40.797258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:40.800192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:40.800950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:40.801738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:40.803775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:40.804936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:40.805778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:40.806548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:40.807375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:40.810147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:40.811834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:40.814301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:40.816538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:40.820523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:40.839428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:40.840663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:40.842149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:09:40.844956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:40.857804] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.43%, Actual: 0.62%
[2025-11-25T12:09:40.948834] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:09:41.034767] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.98%, Actual: 1.31%
[2025-11-25T12:09:41.123345] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:41.140406] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:09:41.179490] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:09:41.195197] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 7.0s | Global ETA: 26m 22s
[2025-11-25T12:09:41.195372] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:09:41.196375] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:41.196601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:41.202094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:41.204239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:41.204857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:41.205399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:41.205909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:41.208464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:41.215179] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -5.85%, Actual: 1.45%
[2025-11-25T12:09:41.252785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:41.253943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:41.327986] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:41.346107] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:41.401546] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.79%, Actual: 1.73%
[2025-11-25T12:09:41.419165] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.39% | Symbol ETA: 14.1s | Global ETA: 26m 22s
[2025-11-25T12:09:41.419469] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:09:41.420422] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:41.420574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:41.426033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:41.428049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:41.428621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:41.429289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:41.429809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:41.467473] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4.9s | Global ETA: 26m 22s
[2025-11-25T12:09:41.467660] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:09:41.468419] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:41.468564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:41.473336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:41.475106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:41.475778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:41.476309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:41.476811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:41.477774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:41.478665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:41.481119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:41.517548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:41.518688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:41.521817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:41.573336] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 1.47%
[2025-11-25T12:09:41.599767] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:09:41.601828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:41.603518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:41.646461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:41.647577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:41.700276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:41.701192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:41.702494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:41.762412] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -1.79%, Actual: 2.46%
[2025-11-25T12:09:41.773380] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:41.784684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:41.785454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:41.787366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:41.790079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:41.791207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:41.793207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:41.794014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:41.798440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:41.799830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:41.801208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:41.802813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:41.805739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:41.806442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:41.807259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:41.809288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:41.810711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:41.811449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:41.812279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:41.813245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:41.816147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:41.818037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:41.820843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:41.823289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:41.827431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:41.844201] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.76% | Symbol ETA: 6.4s | Global ETA: 26m 22s
[2025-11-25T12:09:41.844503] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:09:41.845310] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:41.845422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:41.846431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:41.847686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:41.849136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:09:41.850210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:41.851877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:41.851994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:41.852525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:41.853032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:41.853472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:41.855911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:41.875798] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:09:41.902276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:41.903278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:41.937288] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.27%, Actual: 1.22%
[2025-11-25T12:09:42.058586] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:42.107608] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.12%
[2025-11-25T12:09:42.147167] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.07% | Symbol ETA: 13.4s | Global ETA: 26m 22s
[2025-11-25T12:09:42.147335] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:09:42.148277] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:42.148423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:42.153836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:42.155737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:42.156314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:42.156862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:42.157404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:42.186577] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:09:42.239535] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:09:42.245721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:42.246908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:42.250123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:42.280896] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.79%
[2025-11-25T12:09:42.281142] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 47.3731%
[2025-11-25T12:09:42.281229] [INFO ] [main      ] AIT: DISCARDED add_pct_change (score: 47.37%)
[2025-11-25T12:09:42.281278] [INFO ] [main      ] AIT: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:09:42.281316] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_preclose_acceleration_mag']
[2025-11-25T12:09:42.281355] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:09:42.327112] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:42.327877] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:09:42.328829] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:42.328971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:42.334071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:42.336029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:42.336624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:42.337193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:42.338534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:42.339682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:42.353045] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:42.406461] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:42.474793] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3.9s | Global ETA: 26m 22s
[2025-11-25T12:09:42.474949] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:09:42.475105] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 5.7s | Global ETA: 26m 22s
[2025-11-25T12:09:42.475247] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:09:42.475744] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:42.475860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:42.476003] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:42.476074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:42.480718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:42.480869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:42.482451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:42.482580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:42.482960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:42.483251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:42.483411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:42.483721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:42.483839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:42.484154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:42.484566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:42.485366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:42.486633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:42.487824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:42.529238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:42.530033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:42.606407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:42.608107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:42.612884] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:09:42.651196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:42.652296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:42.687424] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:09:42.705217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:42.706145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:42.707478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:42.787514] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:42.789359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:42.790145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:42.791998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:42.794670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:42.795836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:42.797913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:42.798740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:42.802972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:42.804198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:42.805588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:42.807254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:42.810156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:42.810908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:42.811693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:42.813726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:42.814880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:42.815675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:42.816443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:42.817277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:42.820039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:42.821704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:42.824142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:42.826404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:42.830326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:42.849185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:42.850381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:42.851875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:09:42.854684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:42.860939] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:42.872715] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:09:42.876472] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 12.6s | Global ETA: 26m 23s
[2025-11-25T12:09:42.876781] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:09:42.877694] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:42.877838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:42.882838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:42.884786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:42.885407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:42.885974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:42.886455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:42.977754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:42.978991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:42.982380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:43.029668] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 13.3s | Global ETA: 26m 23s
[2025-11-25T12:09:43.029928] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:09:43.030791] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:43.030923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:43.036369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:43.038241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:43.038815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:43.039334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:43.040616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:43.041744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:43.045569] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:43.116392] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 5.1s | Global ETA: 26m 23s
[2025-11-25T12:09:43.191455] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:09:43.289692] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.95%, Actual: 1.73%
[2025-11-25T12:09:43.347968] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:09:43.360404] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:43.384697] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:09:43.464883] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.41%, Actual: 1.80%
[2025-11-25T12:09:43.482165] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2.8s | Global ETA: 26m 23s
[2025-11-25T12:09:43.482469] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:09:43.483337] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:43.483506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:43.488465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:43.490308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:43.490923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:43.491458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:43.491956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:43.492795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:43.493685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:43.496187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:43.524422] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:43.554574] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:43.612475] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.52% | Symbol ETA: 11.9s | Global ETA: 26m 23s
[2025-11-25T12:09:43.612813] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:09:43.613684] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:43.613830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:43.615976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:43.618179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:43.619017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:43.621030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:43.621628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:43.622138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:43.622636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:43.636864] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.69%, Actual: 0.92%
[2025-11-25T12:09:43.660851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:43.662368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:43.710045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:43.711231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:43.714519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:43.714553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:43.715694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:43.717037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:43.724026] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.26% | Symbol ETA: 12.6s | Global ETA: 26m 23s
[2025-11-25T12:09:43.724300] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:09:43.725171] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:43.725308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:43.730334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:43.732255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:43.732885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:43.733436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:43.734763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:43.735898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:43.799154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:43.800101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:43.802051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:43.804855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:43.806059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:43.808173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:43.809027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:43.810230] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.00%, Actual: 0.25%
[2025-11-25T12:09:43.813364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:43.814707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:43.816141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:43.817833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:43.820806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:43.821538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:43.822323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:43.824363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:43.825513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:43.826305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:43.827143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:43.827933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:43.830712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:43.832367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:43.834862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:43.837189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:43.841075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:43.859841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:43.861142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:43.862637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:09:43.865443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:43.987205] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.18%, Actual: 0.44%
[2025-11-25T12:09:44.070092] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:09:44.079901] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:09:44.160954] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.12%, Actual: 0.42%
[2025-11-25T12:09:44.232695] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:09:44.249413] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:44.255991] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:44.334461] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.27% | Symbol ETA: 11.2s | Global ETA: 26m 24s
[2025-11-25T12:09:44.334782] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:09:44.335631] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:44.335802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:44.339197] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 0.23%
[2025-11-25T12:09:44.340831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:44.342843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:44.343478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:44.344047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:44.344589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:44.414922] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 2.91% | Symbol ETA: 11.9s | Global ETA: 26m 24s
[2025-11-25T12:09:44.415198] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:09:44.416029] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:44.416113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:44.419807] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:44.421041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:44.422823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:44.423369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:44.423902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:44.425169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:44.426260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:44.434057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:44.435314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:44.438745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:44.516421] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 0.20%
[2025-11-25T12:09:44.547258] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 1.8s | Global ETA: 26m 24s
[2025-11-25T12:09:44.547412] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:09:44.548242] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:44.548345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:44.553128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:44.554894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:44.555386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:44.555854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:44.556258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:44.557036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:44.557920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:44.560355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:44.686168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:44.688749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:44.691806] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 0.06%
[2025-11-25T12:09:44.736276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:44.737826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:44.764012] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:09:44.790377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:44.791569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:44.792949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:44.802326] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:09:44.868189] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.38%
[2025-11-25T12:09:44.868454] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 42.8736%
[2025-11-25T12:09:44.868751] [INFO ] [main      ] CMSA: DISCARDED add_prev_close_to_open (score: 42.87%)
[2025-11-25T12:09:44.868884] [INFO ] [main      ] CMSA: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:09:44.869003] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_prior_day_tail_pressure']
[2025-11-25T12:09:44.869143] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:09:44.875055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:44.876259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:44.878329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:44.881291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:44.882560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:44.882418] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:44.883227] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:09:44.884194] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:44.884340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:44.884606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:44.885395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:44.889559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:44.889882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:44.891170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:44.891864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:44.892468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:44.892600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:44.893149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:44.893671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:44.894277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:44.896361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:44.897295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:44.898065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:44.898824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:44.900820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:44.902000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:44.902799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:44.903530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:44.904250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:44.907239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:44.908949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:44.911538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:44.913857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:44.917844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:44.932680] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:44.936785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:44.938243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:44.939767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:09:44.942686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:44.943144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:44.946301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:44.985876] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:45.075804] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 3.16% | Symbol ETA: 10.4s | Global ETA: 26m 24s
[2025-11-25T12:09:45.075968] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:09:45.076752] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:45.076830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:45.081867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:45.083867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:45.084130] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.34% | Symbol ETA: 11.2s | Global ETA: 26m 24s
[2025-11-25T12:09:45.084281] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:09:45.084574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:45.085083] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:45.085163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:45.085170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:45.085724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:45.090568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:45.092434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:45.092955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:45.093414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:45.094677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:45.095740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:45.178449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:45.179634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:45.182737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:45.289205] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:09:45.296060] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:09:45.448117] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:09:45.467837] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:45.468429] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:45.520398] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:09:45.543631] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.55% | Symbol ETA: 10.6s | Global ETA: 26m 24s
[2025-11-25T12:09:45.543933] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:09:45.544798] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:45.544945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:45.549987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:45.551898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:45.552473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:45.553045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:45.553540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:45.556441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:45.596313] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 0.8s | Global ETA: 26m 24s
[2025-11-25T12:09:45.600039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:45.603171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:45.619911] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:45.698186] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:45.771310] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:09:45.780681] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.70% | Symbol ETA: 10.5s | Global ETA: 26m 24s
[2025-11-25T12:09:45.780989] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:09:45.781905] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:45.782046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:45.784856] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -2.50% | Symbol ETA: 9.7s | Global ETA: 26m 24s
[2025-11-25T12:09:45.787191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:45.789200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:45.789815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:45.790350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:45.791692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:45.792825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:45.944429] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:09:45.962102] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -3.07%, Actual: 0.71%
[2025-11-25T12:09:45.970573] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:09:46.114347] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:46.130355] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:09:46.131343] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.72%, Actual: 1.25%
[2025-11-25T12:09:46.138638] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.36%
[2025-11-25T12:09:46.196272] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.74% | Symbol ETA: 9.9s | Global ETA: 26m 25s
[2025-11-25T12:09:46.196793] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:09:46.197746] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:46.197892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:46.202851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:46.204754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:46.205340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:46.205910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:46.206401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:46.209054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:46.252205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:46.255412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:46.303358] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.16%
[2025-11-25T12:09:46.309369] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:46.310119] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:09:46.479194] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63%
[2025-11-25T12:09:46.498509] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.39%, Actual: 3.31%
[2025-11-25T12:09:46.500428] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.15% | Symbol ETA: 9.8s | Global ETA: 26m 25s
[2025-11-25T12:09:46.500744] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:09:46.501638] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:46.501828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:46.506995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:46.509094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:46.509772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:46.510313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:46.511688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:46.512998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:46.599918] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:09:46.648362] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:09:46.682064] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.07%, Actual: 1.39%
[2025-11-25T12:09:46.767517] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:46.816924] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:09:46.842607] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 9.3s | Global ETA: 26m 25s
[2025-11-25T12:09:46.842964] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:09:46.843830] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:46.843971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:46.848973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:46.850848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:46.851381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:46.851857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:46.852285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:46.854773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:46.858338] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:09:46.865302] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.16%
[2025-11-25T12:09:46.898790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:46.901592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:46.985282] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:09:47.030884] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:47.064506] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 1.20%
[2025-11-25T12:09:47.153767] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 0.03%
[2025-11-25T12:09:47.187927] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -1.08% | Symbol ETA: 9.1s | Global ETA: 26m 25s
[2025-11-25T12:09:47.188212] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:09:47.189136] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:47.189279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:47.194279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:47.196168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:47.196748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:47.197298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:47.198697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:47.199824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:47.249881] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:09:47.260631] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.27%, Actual: 1.60%
[2025-11-25T12:09:47.324237] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.12%, Actual: 0.28%
[2025-11-25T12:09:47.324666] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 16.2088%
[2025-11-25T12:09:47.324849] [INFO ] [main      ] CMU: DISCARDED add_volume_flow_differentials (score: 16.21%)
[2025-11-25T12:09:47.324967] [INFO ] [main      ] CMU: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:09:47.325083] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_signed_carry_history_11', 'add_volume_pressure_into_close']
[2025-11-25T12:09:47.325242] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:09:47.340097] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:47.340855] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:09:47.341799] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:47.341963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:47.346935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:47.348851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:47.349419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:47.349978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:47.350458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:47.351296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:47.352191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:47.354721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:47.424593] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:47.452758] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 3.16%, Actual: 0.41%
[2025-11-25T12:09:47.477154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:47.479018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:47.499851] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.89% | Symbol ETA: 8.6s | Global ETA: 26m 26s
[2025-11-25T12:09:47.500113] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:09:47.500988] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:47.501129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:47.505895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:47.507812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:47.508388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:47.508951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:47.509429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:47.511960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:47.522240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:47.523611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:47.539870] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:09:47.555227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:47.558231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:47.576877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:47.577880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:47.579188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:47.660024] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -2.50%, Actual: 1.40%
[2025-11-25T12:09:47.660429] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 42.0260%
[2025-11-25T12:09:47.660611] [INFO ] [main      ] JBGS: DISCARDED add_open_vs_prev_range_position (score: 42.03%)
[2025-11-25T12:09:47.660752] [INFO ] [main      ] JBGS: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:09:47.660865] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_overnight_gap_amplitude']
[2025-11-25T12:09:47.661005] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:09:47.665682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:47.666756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:47.669228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:47.672422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:47.673628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:47.676126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:47.676082] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:47.677144] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:09:47.677122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:47.678053] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:47.678206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:47.681873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:47.683313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:47.683937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:47.685078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:47.685977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:47.686678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:47.686603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:47.687446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:47.688002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:47.690022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:47.690699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:47.691575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:47.693574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:47.694687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:47.695390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:47.696268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:47.696987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:47.699991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:47.701594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:47.704053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:47.706452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:47.710910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:47.719018] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:47.730746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:47.732474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:47.734299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:09:47.736125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:47.793403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:47.794638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:47.795540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:47.895766] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 8.4s | Global ETA: 26m 26s
[2025-11-25T12:09:47.896057] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:09:47.896969] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:47.897145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:47.902140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:47.904188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:47.904861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:47.905422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:47.906761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:47.907880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:47.915956] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:09:48.080276] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:09:48.095841] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:48.165304] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:09:48.173795] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.03% | Symbol ETA: 8.0s | Global ETA: 26m 26s
[2025-11-25T12:09:48.173953] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:09:48.174756] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:48.174847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:48.179811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:48.181677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:48.182308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:48.182873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:48.183360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:48.185895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:48.231924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:48.235502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:48.260297] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:48.263224] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:09:48.349597] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:48.392138] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 9.9s | Global ETA: 26m 26s
[2025-11-25T12:09:48.392295] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:09:48.393197] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:48.393320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:48.398506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:48.400382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:48.400933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:48.401438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:48.401919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:48.402927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:48.403869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:48.406470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:48.433249] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:48.436213] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 16.0s | Global ETA: 26m 26s
[2025-11-25T12:09:48.436374] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:09:48.437257] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:48.437339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:48.442400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:48.444274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:48.444938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:48.445493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:48.445997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:48.531594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:48.532786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:48.533487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:48.538947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:48.541330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:48.586058] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:09:48.588673] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 7.7s | Global ETA: 26m 26s
[2025-11-25T12:09:48.588531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:48.588835] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:09:48.589632] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:48.589873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:48.590196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:48.594917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:48.596838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:48.597455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:48.598000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:48.599299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:48.600442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:48.645674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:48.647043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:48.648798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:48.745459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:48.746626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:48.748669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:48.751601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:48.752868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:48.755033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:48.755925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:48.758551] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:48.760489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:48.761930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:48.763465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:48.765227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:48.768347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:48.769277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:48.770130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:48.772251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:48.773476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:48.774307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:48.775142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:48.775971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:48.779084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:48.780922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:48.783524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:48.786027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:48.790202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:48.811489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:48.813200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:48.814930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:09:48.817130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:48.832726] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 7.3s | Global ETA: 26m 26s
[2025-11-25T12:09:48.832871] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:09:48.833632] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:48.833750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:48.838732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:48.840570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:48.841251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:48.841836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:48.842334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:48.844918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:48.889426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:48.891063] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:09:48.892276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:48.941141] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:09:49.071962] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:49.111811] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:49.169357] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:09:49.171134] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 2.72% | Symbol ETA: 15.2s | Global ETA: 26m 27s
[2025-11-25T12:09:49.171457] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:09:49.172537] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:49.172716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:49.178719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:49.181194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:49.182157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:49.182804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:49.183329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:49.242030] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:09:49.274935] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 7.0s | Global ETA: 26m 27s
[2025-11-25T12:09:49.278598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:49.279874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:49.280740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:49.347265] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:49.412169] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:49.450683] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 0.55%, Actual: 1.44%
[2025-11-25T12:09:49.477456] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 9.0s | Global ETA: 26m 27s
[2025-11-25T12:09:49.477617] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:09:49.478548] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:49.478680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:49.483843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:49.485761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:49.485673] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 6.7s | Global ETA: 26m 27s
[2025-11-25T12:09:49.486009] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:09:49.486316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:49.486864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:49.486940] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:49.487068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:49.487334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:49.488148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:49.489014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:49.491701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:49.492132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:49.494086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:49.494591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:49.495143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:49.495559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:49.498241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:49.542285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:49.545299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:49.621316] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.26%, Actual: 0.62%
[2025-11-25T12:09:49.625223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:49.627461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:49.651082] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:09:49.676106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:49.677800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:49.735281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:49.736708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:49.738199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:49.792894] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 2.91%, Actual: 1.31%
[2025-11-25T12:09:49.826430] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:49.829961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:49.831133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:49.833320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:49.836278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:49.837731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:49.841152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:49.842329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:49.847153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:49.848618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:49.850288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:49.852322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:49.855619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:49.856462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:49.857319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:49.859513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:49.860853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:49.861690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:49.862518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:49.863402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:49.866831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:49.868983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:49.871864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:49.874184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:49.878436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:49.888388] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:09:49.900434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:49.901973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:49.903570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:09:49.905487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:49.923144] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 14.4s | Global ETA: 26m 27s
[2025-11-25T12:09:49.923301] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:09:49.924113] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:49.924201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:49.929628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:49.932052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:49.932674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:49.933175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:49.933579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:49.964469] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.34%, Actual: 1.45%
[2025-11-25T12:09:50.029222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:50.030218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:50.031063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:50.060354] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:50.133970] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.70%, Actual: 1.73%
[2025-11-25T12:09:50.137471] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.58% | Symbol ETA: 6.0s | Global ETA: 26m 27s
[2025-11-25T12:09:50.137792] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:09:50.138617] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:50.138776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:50.143555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:50.145487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:50.146083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:50.146618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:50.147221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:50.149797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:50.191932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:50.194660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:50.281915] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:09:50.303542] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.15%, Actual: 1.47%
[2025-11-25T12:09:50.376975] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:09:50.465891] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:50.475056] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -1.08%, Actual: 2.46%
[2025-11-25T12:09:50.549215] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:50.553691] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:09:50.595443] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 8.1s | Global ETA: 26m 27s
[2025-11-25T12:09:50.595596] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:09:50.596446] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:50.596550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:50.601579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:50.603536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:50.604082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:50.604550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:50.605012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:50.605856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:50.606731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:50.609480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:50.631303] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.99% | Symbol ETA: 13.6s | Global ETA: 26m 27s
[2025-11-25T12:09:50.631448] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:09:50.632199] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:50.632275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:50.637023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:50.638814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:50.639291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:50.639746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:50.640140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:50.645597] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.20%, Actual: 1.22%
[2025-11-25T12:09:50.723585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:50.724577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:50.725230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:50.729702] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:50.741178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:50.743349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:50.791404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:50.792768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:50.803870] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.25% | Symbol ETA: 5.3s | Global ETA: 26m 28s
[2025-11-25T12:09:50.804190] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:09:50.805071] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:50.805216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:50.810284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:50.812173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:50.812786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:50.813342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:50.813862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:50.816447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:50.818568] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 0.12%
[2025-11-25T12:09:50.849920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:50.851051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:50.853010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:50.861416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:50.864777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:50.946591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:50.947744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:50.949613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:50.953133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:50.954583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:50.956995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:50.957927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:50.962737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:50.964057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:50.965527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:50.967291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:50.970754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:50.971511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:50.972322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:50.974527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:50.975774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:50.976596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:50.977442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:50.978343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:50.981522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:50.983512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:50.986159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:50.988527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:50.988869] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 0.79%
[2025-11-25T12:09:50.989259] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 43.9197%
[2025-11-25T12:09:50.989420] [INFO ] [main      ] AIT: DISCARDED add_preclose_acceleration_mag (score: 43.92%)
[2025-11-25T12:09:50.989531] [INFO ] [main      ] AIT: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:09:50.989668] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_prev_1100_to_open']
[2025-11-25T12:09:50.989800] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:09:50.992630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:51.006052] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:51.006615] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:09:51.007582] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:51.007750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:51.012988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:51.013821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:51.014950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:51.015239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:51.015499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:51.016040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:51.016870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:09:51.017357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:51.018136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:51.018807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:51.085403] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:09:51.213096] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:09:51.265593] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:51.350934] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.88% | Symbol ETA: 12.9s | Global ETA: 26m 28s
[2025-11-25T12:09:51.351230] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:09:51.352090] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:51.352233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:51.356501] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:09:51.357734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:51.359787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:51.360532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:51.361268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:51.361773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:51.362488] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:09:51.389361] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:51.449691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:51.450778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:51.451482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:51.461591] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.53% | Symbol ETA: 4.7s | Global ETA: 26m 28s
[2025-11-25T12:09:51.523686] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:51.535756] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:51.632054] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.55%, Actual: 1.73%
[2025-11-25T12:09:51.645518] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6.9s | Global ETA: 26m 28s
[2025-11-25T12:09:51.645698] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:09:51.646566] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:51.646709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:51.651556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:51.653366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:51.653955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:51.654487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:51.654985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:51.655849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:51.656740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:51.659214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:51.706086] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 12.7s | Global ETA: 26m 28s
[2025-11-25T12:09:51.706349] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:09:51.707417] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:51.707551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:51.713263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:51.715095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:51.715663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:51.716121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:51.717410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:51.718191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:51.780820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:51.782910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:51.802272] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 1.80%
[2025-11-25T12:09:51.806845] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:09:51.827311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:51.828991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:51.882302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:51.883541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:51.884875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:51.969618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:51.970669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:51.972533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:51.973181] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.92%
[2025-11-25T12:09:51.975405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:51.976513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:51.978580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:51.979419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:51.983727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:51.984973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:51.986385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:51.987626] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:51.988062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:51.990966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:51.991738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:51.992511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:51.994547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:51.995718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:51.996488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:51.997330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:51.998187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:52.000981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:52.002633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:52.005427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:52.007995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:52.011872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:52.030783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:52.032029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:52.033535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:09:52.035267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:52.073192] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -1.79% | Symbol ETA: 12.1s | Global ETA: 26m 28s
[2025-11-25T12:09:52.073503] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:09:52.074385] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:52.074530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:52.079726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:52.081582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:52.082179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:52.082664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:52.083199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:52.118463] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:09:52.142014] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.89%, Actual: 0.25%
[2025-11-25T12:09:52.170059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:52.171187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:52.171934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:52.291146] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:52.310088] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 0.44%
[2025-11-25T12:09:52.375342] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:09:52.461491] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.23% | Symbol ETA: 12.2s | Global ETA: 26m 29s
[2025-11-25T12:09:52.461779] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:09:52.462590] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:52.462750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:52.467595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:52.469482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:52.470049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:52.470561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:52.471869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:52.472622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:52.477297] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 0.42%
[2025-11-25T12:09:52.529714] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:09:52.547485] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:52.646397] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 0.23%
[2025-11-25T12:09:52.674282] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 5.8s | Global ETA: 26m 29s
[2025-11-25T12:09:52.674580] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:09:52.675449] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:52.675619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:52.680601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:52.682724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:52.683327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:52.683888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:52.684385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:52.685289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:52.686216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:52.688853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:52.706253] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:52.793303] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 1.46% | Symbol ETA: 11.4s | Global ETA: 26m 29s
[2025-11-25T12:09:52.793618] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:09:52.794519] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:52.794607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:52.799546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:52.801439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:52.801966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:52.802499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:52.803012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:52.809824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:52.811950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:52.814772] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.20%
[2025-11-25T12:09:52.819144] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:09:52.854775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:52.856112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:52.895218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:52.896470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:52.897376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:52.910137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:52.911421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:52.912769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:52.983728] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.25%, Actual: 0.06%
[2025-11-25T12:09:52.990931] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:52.995692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:52.996901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:52.998905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:53.001803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:53.003031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:53.005144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:53.006074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:53.010481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:53.011890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:53.013367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:53.015038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:53.018237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:53.019031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:53.019930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:53.022040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:53.023244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:53.024056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:53.024854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:53.025623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:53.028707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:53.030516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:53.033182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:53.035517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:53.039545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:53.059673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:53.061288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:53.062913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:09:53.064831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:53.146587] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 2.86% | Symbol ETA: 11.4s | Global ETA: 26m 29s
[2025-11-25T12:09:53.146902] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:09:53.148027] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:53.148163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:53.151929] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.53%, Actual: 0.38%
[2025-11-25T12:09:53.152230] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 32.8658%
[2025-11-25T12:09:53.152397] [INFO ] [main      ] CMSA: DISCARDED add_prior_day_tail_pressure (score: 32.87%)
[2025-11-25T12:09:53.152512] [INFO ] [main      ] CMSA: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:09:53.152620] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_prior_mag_lag']
[2025-11-25T12:09:53.152751] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:09:53.153957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:53.156006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:53.156583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:53.157184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:53.158986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:53.159794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:53.165222] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:53.165894] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:09:53.166806] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:53.166947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:53.171828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:53.173680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:53.174238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:53.174784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:53.175258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:53.178119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:53.222773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:53.224907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:53.283504] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:09:53.409780] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:09:53.489198] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:53.500941] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:09:53.562985] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:09:53.576587] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.70% | Symbol ETA: 10.7s | Global ETA: 26m 29s
[2025-11-25T12:09:53.576768] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:09:53.577866] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:53.577948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:53.582869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:53.583490] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:53.585078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:53.585622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:53.586087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:53.586485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:53.671417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:53.672419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:53.673282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:53.676089] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:53.709589] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4.7s | Global ETA: 26m 29s
[2025-11-25T12:09:53.709781] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:09:53.710685] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:53.710895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:53.715874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:53.717751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:53.718279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:53.718784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:53.719211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:53.720012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:53.720864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:53.723363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:53.740309] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:53.820631] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.50% | Symbol ETA: 10.3s | Global ETA: 26m 29s
[2025-11-25T12:09:53.820931] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:09:53.821747] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:53.821890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:53.826844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:53.829360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:53.829978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:53.830524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:53.831020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:53.834120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:53.837969] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -4.74% | Symbol ETA: 10.6s | Global ETA: 26m 30s
[2025-11-25T12:09:53.838242] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:09:53.839079] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:53.839211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:53.844061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:53.845900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:53.846463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:53.846993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:53.847142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:53.848341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:53.849106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:53.849286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:53.879001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:53.880917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:53.893151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:53.894507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:53.949395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:53.950794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:53.952364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:54.038497] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:09:54.063287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:54.065190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:54.068457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:54.072196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:54.073811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:54.076374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:54.077473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:54.083751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:54.085678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:54.087761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:54.090240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:54.094109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:54.095091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:54.096108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:54.099044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:54.100718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:54.101826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:54.102846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:54.103793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:54.107489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:54.109921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:54.113339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:54.116411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:54.121340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:54.146687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:54.149372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:54.151503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:09:54.154341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:54.196592] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:09:54.223905] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:54.248749] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:09:54.310132] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.41% | Symbol ETA: 9.9s | Global ETA: 26m 30s
[2025-11-25T12:09:54.310442] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:09:54.311253] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:54.311404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:54.317686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:54.319802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:54.320399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:54.320963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:54.321447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:54.369166] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:54.413354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:54.414573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:54.415330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:54.437984] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:54.516284] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.50% | Symbol ETA: 9.8s | Global ETA: 26m 30s
[2025-11-25T12:09:54.516575] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:09:54.517939] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:54.518080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:54.523204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:54.523830] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:09:54.525240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:54.525815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:54.526386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:54.526896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:54.529538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:54.531000] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -3.60% | Symbol ETA: 9.9s | Global ETA: 26m 30s
[2025-11-25T12:09:54.531293] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:09:54.532132] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:54.532266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:54.537163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:54.539005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:54.539554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:54.540086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:54.541364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:54.542132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:54.575353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:54.577504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:54.697139] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:54.771524] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:09:54.822874] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3.7s | Global ETA: 26m 30s
[2025-11-25T12:09:54.823030] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:09:54.823894] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:54.823994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:54.828929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:54.830804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:54.831316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:54.831799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:54.832204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:54.832983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:54.833851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:54.836372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:54.881905] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:09:54.926906] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:09:54.949188] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:54.956379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:54.958439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:55.001152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:55.003045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:55.033568] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -3.69% | Symbol ETA: 9.2s | Global ETA: 26m 30s
[2025-11-25T12:09:55.049948] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:55.056256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:55.057522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:55.058901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:55.095821] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:55.141744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:55.142994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:55.144990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:55.147972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:55.149301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:55.151398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:55.152234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:55.156711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:55.158171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:55.159613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:55.161319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:55.164401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:55.165298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:55.166176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:55.168287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:55.169501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:55.169885] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.31% | Symbol ETA: 9.1s | Global ETA: 26m 30s
[2025-11-25T12:09:55.170180] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:09:55.170317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:55.171029] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:55.171180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:55.171126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:55.171961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:55.174903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:55.176002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:55.176601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:55.177871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:55.178349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:55.178811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:55.179333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:55.179289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:55.181537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:55.181802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:55.185563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:55.204903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:55.206403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:55.208057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:09:55.209929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:55.210191] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.88%, Actual: 0.71%
[2025-11-25T12:09:55.216603] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -1.58% | Symbol ETA: 9.2s | Global ETA: 26m 30s
[2025-11-25T12:09:55.216921] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:09:55.217786] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:55.217920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:55.222698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:55.224508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:55.225068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:55.225227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:55.225576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:55.226799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:55.227177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:55.227588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:55.382839] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 2.72%, Actual: 1.25%
[2025-11-25T12:09:55.554498] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:09:55.555064] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 0.16%
[2025-11-25T12:09:55.563488] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:09:55.567773] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:09:55.728178] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.99%, Actual: 3.31%
[2025-11-25T12:09:55.732215] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:55.738417] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:55.783837] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:55.805732] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.41% | Symbol ETA: 8.3s | Global ETA: 26m 31s
[2025-11-25T12:09:55.806031] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:09:55.806868] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:55.807034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:55.811882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:55.813713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:55.814262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:55.814809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:55.815322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:55.817813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:55.861668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:55.863336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:55.893764] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.57% | Symbol ETA: 8.5s | Global ETA: 26m 31s
[2025-11-25T12:09:55.894061] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:09:55.894984] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:55.895122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:55.899253] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.88%, Actual: 1.39%
[2025-11-25T12:09:55.900329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:55.902405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:55.903039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:55.903571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:55.904972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:55.905313] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.28% | Symbol ETA: 2.6s | Global ETA: 26m 31s
[2025-11-25T12:09:55.905462] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:09:55.905847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:55.906349] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:55.906451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:55.911594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:55.913576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:55.914089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:55.914540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:55.914971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:55.915757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:55.916562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:55.919018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:56.040186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:56.041981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:56.073798] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -1.79%, Actual: 0.16%
[2025-11-25T12:09:56.084303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:56.085325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:56.137461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:56.138303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:56.139532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:56.204329] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:09:56.221019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:56.221855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:56.223712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:56.226400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:56.227591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:56.229717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:56.230532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:56.234861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:56.236097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:56.237519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:56.239209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:56.242117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:56.242866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:56.243634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:56.244026] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 1.46%, Actual: 1.20%
[2025-11-25T12:09:56.245726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:56.246917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:56.247737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:56.248539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:56.249329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:56.252123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:56.252879] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:09:56.253820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:56.256281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:56.258565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:56.262423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:56.281261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:56.282471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:56.283981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:09:56.285709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:56.372587] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:09:56.412602] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.70%, Actual: 1.60%
[2025-11-25T12:09:56.423272] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:56.445743] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 7.7s | Global ETA: 26m 31s
[2025-11-25T12:09:56.446246] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:09:56.447280] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:56.447423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:56.452613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:56.454478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:56.455069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:56.455593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:56.456077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:56.458525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:56.502262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:56.503996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:56.585199] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.41%, Actual: 0.41%
[2025-11-25T12:09:56.592178] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 7.8s | Global ETA: 26m 31s
[2025-11-25T12:09:56.592351] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:09:56.593307] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:56.593446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:56.598898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:56.601255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:56.601845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:56.602376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:56.603712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:56.604486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:56.623225] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:09:56.755606] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -3.69%, Actual: 1.40%
[2025-11-25T12:09:56.755909] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 43.8491%
[2025-11-25T12:09:56.756042] [INFO ] [main      ] JBGS: DISCARDED add_overnight_gap_amplitude (score: 43.85%)
[2025-11-25T12:09:56.756102] [INFO ] [main      ] JBGS: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:09:56.756152] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_overnight_gap_mag']
[2025-11-25T12:09:56.756206] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:09:56.769364] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:56.769867] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:09:56.771144] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:56.771232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:56.775985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:56.777795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:56.778424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:56.778968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:56.779435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:56.790849] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:56.850273] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:09:56.863493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:56.864589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:56.865352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:56.913100] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.5s | Global ETA: 26m 31s
[2025-11-25T12:09:56.913255] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:09:56.914058] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:56.914159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:56.919104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:56.920884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:56.921369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:56.921834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:56.922250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:56.923077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:56.923921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:56.926377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:56.947373] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:09:57.020848] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:09:57.047828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:57.049935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:57.093715] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 7.0s | Global ETA: 26m 32s
[2025-11-25T12:09:57.093867] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:09:57.093942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:09:57.094610] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:57.094712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:57.095589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:09:57.100197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:57.102148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:57.102722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:57.103243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:57.103746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:57.106249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:57.136515] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:57.149359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:09:57.150091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:57.150755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:57.151964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:57.152311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:57.211392] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:09:57.241073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:09:57.242282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:09:57.244236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:09:57.247690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:09:57.248917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:09:57.251085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:57.251949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:09:57.256408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:09:57.257895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:09:57.259416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:09:57.261474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:09:57.264568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:09:57.265347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:57.266162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:09:57.268306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:09:57.269584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:57.270429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:57.271307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:09:57.272317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:09:57.275789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:57.277570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:09:57.280819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:09:57.283379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:09:57.287664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:09:57.301539] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -2.16% | Symbol ETA: 7.1s | Global ETA: 26m 32s
[2025-11-25T12:09:57.301848] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:09:57.302732] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:57.302867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:57.308016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:57.309697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:09:57.309948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:57.310462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:57.310975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:57.311288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:09:57.312426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:09:57.313246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:57.313219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:09:57.315520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:57.380064] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:09:57.461125] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 14.6s | Global ETA: 26m 32s
[2025-11-25T12:09:57.461406] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:09:57.462236] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:57.462376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:57.467183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:57.468995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:57.469539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:57.470069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:57.470541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:57.492951] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:09:57.554807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:57.555825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:57.556579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:57.661657] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:09:57.663602] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:09:57.672296] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:09:57.735090] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 6.3s | Global ETA: 26m 32s
[2025-11-25T12:09:57.735261] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:09:57.736035] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:57.736253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:57.741124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:57.742964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:57.743513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:57.744047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:57.744513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:57.746970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:57.789125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:57.790883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:57.831243] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:57.851577] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:57.903232] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:09:57.987754] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 0.5s | Global ETA: 26m 32s
[2025-11-25T12:09:57.992069] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.81% | Symbol ETA: 6.4s | Global ETA: 26m 32s
[2025-11-25T12:09:58.083207] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:09:58.130930] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:09:58.171399] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 0.45%, Actual: 1.44%
[2025-11-25T12:09:58.174675] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 5.17% | Symbol ETA: 14.0s | Global ETA: 26m 32s
[2025-11-25T12:09:58.174829] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:09:58.175619] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:58.175731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:58.180966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:58.181623] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:09:58.183015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:58.183574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:58.184122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:58.184611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:58.279088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:58.280340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:58.281284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:58.305933] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:09:58.351621] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.23%, Actual: 0.62%
[2025-11-25T12:09:58.361390] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:09:58.378696] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.86% | Symbol ETA: 5.7s | Global ETA: 26m 32s
[2025-11-25T12:09:58.378850] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:09:58.379617] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:58.379710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:58.384460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:58.386372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:58.386948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:58.387492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:58.387982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:58.390419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:58.433438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:58.435318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:58.523916] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 2.86%, Actual: 1.31%
[2025-11-25T12:09:58.537105] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.36%
[2025-11-25T12:09:58.641879] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:09:58.692790] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -4.74%, Actual: 1.45%
[2025-11-25T12:09:58.708872] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:09:58.776777] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:09:58.814054] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:09:58.863135] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -3.60%, Actual: 1.73%
[2025-11-25T12:09:58.886145] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.63%
[2025-11-25T12:09:58.899251] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -2.81% | Symbol ETA: 13.4s | Global ETA: 26m 33s
[2025-11-25T12:09:58.899575] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:09:58.901025] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:58.901170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:58.906279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:58.908300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:58.908920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:58.909475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:58.909990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:58.951166] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:09:59.003840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:59.005043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:59.005869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:59.029707] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.09% | Symbol ETA: 5.0s | Global ETA: 26m 33s
[2025-11-25T12:09:59.029950] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:09:59.030790] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:59.030933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:59.033034] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -1.58%, Actual: 1.47%
[2025-11-25T12:09:59.035871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:59.037753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:59.038339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:59.038884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:59.039356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:59.041851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:09:59.084313] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:09:59.084536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:09:59.086279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:59.202994] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.57%, Actual: 2.46%
[2025-11-25T12:09:59.277078] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:09:59.349363] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:09:59.373596] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 1.22%
[2025-11-25T12:09:59.424834] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:09:59.449192] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.28%, Actual: 0.12%
[2025-11-25T12:09:59.519164] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:09:59.545813] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -2.16%, Actual: 0.12%
[2025-11-25T12:09:59.594122] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:09:59.601117] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.70% | Symbol ETA: 12.7s | Global ETA: 26m 33s
[2025-11-25T12:09:59.601270] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:09:59.602182] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:09:59.602322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:59.607711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:59.610212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:59.610827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:59.611355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:59.611862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:09:59.622782] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:09:59.665283] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 4.4s | Global ETA: 26m 33s
[2025-11-25T12:09:59.697207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:09:59.698340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:09:59.699136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:59.721264] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.81%, Actual: 0.79%
[2025-11-25T12:09:59.721628] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 41.4158%
[2025-11-25T12:09:59.721807] [INFO ] [main      ] AIT: DISCARDED add_prev_1100_to_open (score: 41.42%)
[2025-11-25T12:09:59.721930] [INFO ] [main      ] AIT: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:09:59.722029] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_prev_close_to_1100']
[2025-11-25T12:09:59.722134] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:09:59.742025] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:59.743372] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:09:59.744338] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:09:59.744480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:59.749840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:59.751780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:59.752379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:59.752936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:09:59.754323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:09:59.755322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:09:59.800218] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.28%
[2025-11-25T12:09:59.800470] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 22.1788%
[2025-11-25T12:09:59.800593] [INFO ] [main      ] CMU: DISCARDED add_volume_pressure_into_close (score: 22.18%)
[2025-11-25T12:09:59.800663] [INFO ] [main      ] CMU: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:09:59.800742] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_signed_carry_history_11', 'add_volume_zscore']
[2025-11-25T12:09:59.800997] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:09:59.815728] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:09:59.816441] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:09:59.817425] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:09:59.817546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:09:59.822741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:09:59.824636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:09:59.825197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:09:59.825692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:09:59.826167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:09:59.827075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:09:59.828198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:09:59.831235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:09:59.840264] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.50%, Actual: 1.73%
[2025-11-25T12:09:59.968490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:09:59.970957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:00.018941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:00.018835] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.50%, Actual: 1.80%
[2025-11-25T12:10:00.020520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:00.062991] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:10:00.082299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:00.083446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:00.084800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:00.121347] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:10:00.181730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:00.183067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:00.185260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:00.188747] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.92%
[2025-11-25T12:10:00.188987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:00.190481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:00.192892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:00.193937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:00.198881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:00.200459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:00.201983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:00.203869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:00.207295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:00.208179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:00.209071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:00.211412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:00.212760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:00.213683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:00.214496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:00.215364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:00.218956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:00.220871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:00.224420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:00.227215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:00.231713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:00.236046] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:00.255175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:00.256871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:00.258701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:10:00.261265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:00.308139] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:00.317536] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.65% | Symbol ETA: 12.0s | Global ETA: 26m 34s
[2025-11-25T12:10:00.317853] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:10:00.318702] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:00.318846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:00.323744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:00.325560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:00.326140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:00.326685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:00.327197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:00.358691] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.41%, Actual: 0.25%
[2025-11-25T12:10:00.412288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:00.413255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:00.414035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:00.486339] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.89% | Symbol ETA: 12.6s | Global ETA: 26m 34s
[2025-11-25T12:10:00.486617] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:10:00.487481] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:00.487616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:00.492439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:00.494305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:00.494874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:00.495787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:00.497188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:00.498125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:00.545135] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 0.44%
[2025-11-25T12:10:00.659302] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:10:00.727247] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 0.42%
[2025-11-25T12:10:00.811513] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:10:00.866796] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:10:00.880931] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:01.052851] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 11.4s | Global ETA: 26m 34s
[2025-11-25T12:10:01.053142] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:10:01.053987] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:01.054152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:01.059077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:01.060926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:01.061500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:01.062060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:01.062537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:01.063374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:01.064269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:01.066785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:01.067974] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 0.23%
[2025-11-25T12:10:01.084363] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:01.180339] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:01.214634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:01.216899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:01.272036] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.86%, Actual: 0.20%
[2025-11-25T12:10:01.316720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:01.318141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:01.321699] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 11.5s | Global ETA: 26m 34s
[2025-11-25T12:10:01.321825] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:10:01.322862] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:01.322941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:01.334257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:01.336672] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.31% | Symbol ETA: 12.3s | Global ETA: 26m 34s
[2025-11-25T12:10:01.336824] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:10:01.337604] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:01.337706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:01.339883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:01.340671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:01.341143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:01.341585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:01.342518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:01.344372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:01.344884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:01.345335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:01.346529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:01.347295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:01.417665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:01.419155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:01.420612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:01.445273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:01.446437] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.09%, Actual: 0.06%
[2025-11-25T12:10:01.446739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:01.447553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:01.516461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:01.517622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:01.519708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:01.522963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:01.524374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:01.526844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:01.527917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:01.532789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:01.534434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:01.536131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:01.538279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:01.541728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:01.542626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:01.543456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:01.545590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:01.546897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:01.547761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:01.548513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:01.549277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:01.552447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:01.554308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:01.557450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:01.559910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:01.564223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:01.587360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:01.589074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:01.590706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:10:01.592586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:01.629768] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 0.38%
[2025-11-25T12:10:01.630016] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 34.8486%
[2025-11-25T12:10:01.630119] [INFO ] [main      ] CMSA: DISCARDED add_prior_mag_lag (score: 34.85%)
[2025-11-25T12:10:01.630166] [INFO ] [main      ] CMSA: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:10:01.630205] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_range_overlap_v_prior_day']
[2025-11-25T12:10:01.630288] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:10:01.643242] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:01.643782] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:10:01.644709] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:01.644787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:01.649622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:01.651462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:01.651974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:01.652421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:01.652835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:01.655204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:01.692392] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:10:01.699572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:01.702392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:01.817430] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:10:01.879374] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:02.002028] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:02.061636] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:10:02.078929] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:10:02.085439] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.68% | Symbol ETA: 11.4s | Global ETA: 26m 35s
[2025-11-25T12:10:02.085613] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:10:02.086633] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:02.086810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:02.086972] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.58% | Symbol ETA: 10.7s | Global ETA: 26m 35s
[2025-11-25T12:10:02.087173] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:10:02.088009] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:02.088093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:02.092326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:02.092918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:02.094446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:02.094966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:02.095076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:02.095534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:02.095668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:02.096063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:02.096533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:02.097040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:02.097803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:02.185456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:02.186954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:02.188094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:02.235894] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:02.256434] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:02.331884] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.84% | Symbol ETA: 10.3s | Global ETA: 26m 35s
[2025-11-25T12:10:02.332227] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:10:02.333479] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:02.333680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:02.341075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:02.343938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:02.344768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:02.345506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:02.346181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:02.349828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:02.365377] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 10.4s | Global ETA: 26m 35s
[2025-11-25T12:10:02.365704] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:10:02.366600] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:02.366788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:02.371884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:02.373918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:02.374746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:02.375467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:02.375978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:02.377065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:02.377979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:02.380569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:02.397623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:02.400923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:02.454552] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:10:02.506366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:02.508606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:02.553245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:02.554776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:02.589672] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:10:02.609009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:02.610271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:02.611636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:02.642365] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:02.697433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:02.698613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:02.700589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:02.703545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:02.704989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:02.707198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:02.708129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:02.712683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:02.714144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:02.715704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:02.717432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:02.720764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:02.721589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:02.722401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:02.724526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:02.725761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:02.726800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:02.727591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:02.728359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:02.731700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:02.733458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:02.736023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:02.738424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:02.742572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:02.762934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:02.763931] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:02.764708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:02.766358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:10:02.768338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:02.768582] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:10:02.798403] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -6.32% | Symbol ETA: 10.5s | Global ETA: 26m 35s
[2025-11-25T12:10:02.798717] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:10:02.799597] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:02.799771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:02.804909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:02.807045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:02.807668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:02.808243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:02.809864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:02.810695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:02.849298] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 9.9s | Global ETA: 26m 35s
[2025-11-25T12:10:02.849610] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:10:02.850524] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:02.850679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:02.855831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:02.858033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:02.858735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:02.859254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:02.859781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:02.949808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:02.950970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:02.951778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:02.967075] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:03.040244] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.63% | Symbol ETA: 9.7s | Global ETA: 26m 35s
[2025-11-25T12:10:03.040544] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:10:03.041352] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:03.041496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:03.046415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:03.048471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:03.049107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:03.049685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:03.050178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:03.052776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:03.105619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:03.108550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:03.149980] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:10:03.169223] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:10:03.303349] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:10:03.320076] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:03.337507] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:03.446954] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 8.7s | Global ETA: 26m 36s
[2025-11-25T12:10:03.447174] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:10:03.448247] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:03.448446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:03.453525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:03.455454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:03.456062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:03.456698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:03.457238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:03.458104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:03.459020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:03.459926] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:10:03.461572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:03.472069] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:03.500264] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.07% | Symbol ETA: 9.7s | Global ETA: 26m 36s
[2025-11-25T12:10:03.500418] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:10:03.501340] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:03.501433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:03.507206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:03.509227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:03.509826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:03.510375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:03.511787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:03.512580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:03.553537] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.38% | Symbol ETA: 9.2s | Global ETA: 26m 36s
[2025-11-25T12:10:03.553831] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:10:03.554598] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:03.554745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:03.559544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:03.561367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:03.561941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:03.562454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:03.562940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:03.610797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:03.613306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:03.646266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:03.646386] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:03.647219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:03.648024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:03.662018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:03.663566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:03.721177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:03.722544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:03.722417] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.34% | Symbol ETA: 9.0s | Global ETA: 26m 36s
[2025-11-25T12:10:03.722771] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:10:03.723658] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:03.723798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:03.723922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:03.729009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:03.731315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:03.731914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:03.732436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:03.732945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:03.735472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:03.780376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:03.783317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:03.820149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:03.821353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:03.823456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:03.826665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:03.828003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:03.830340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:03.831291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:03.836229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:03.837909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:03.839561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:03.841292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:03.844452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:03.845369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:03.846319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:03.848484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:03.849763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:03.850729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:03.851676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:03.852482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:03.855545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:03.857876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:03.861716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:03.864317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:03.869066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:03.877766] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:10:03.890444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:03.892164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:03.893835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:10:03.895856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:03.990159] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:10:04.050288] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:04.136807] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:10:04.160370] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:04.219677] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 8.9s | Global ETA: 26m 36s
[2025-11-25T12:10:04.219847] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:10:04.220706] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:04.220880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:04.225997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:04.227832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:04.228388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:04.228938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:04.230408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:04.231364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:04.245293] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -1.41% | Symbol ETA: 8.4s | Global ETA: 26m 36s
[2025-11-25T12:10:04.271422] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:10:04.307210] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:04.378526] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.14% | Symbol ETA: 8.2s | Global ETA: 26m 36s
[2025-11-25T12:10:04.378807] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:10:04.379661] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:04.379800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:04.384698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:04.386509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:04.387101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:04.387623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:04.388111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:04.390570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:04.418490] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.41%, Actual: 0.71%
[2025-11-25T12:10:04.434210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:04.436636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:04.452189] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:04.567346] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:10:04.593626] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 7.4s | Global ETA: 26m 36s
[2025-11-25T12:10:04.593954] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:10:04.594839] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:04.595014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:04.596735] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 5.17%, Actual: 1.25%
[2025-11-25T12:10:04.599950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:04.601928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:04.602540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:04.603083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:04.603565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:04.604421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:04.605318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:04.607861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:04.730457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:04.732636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:04.734104] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:04.766743] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -2.81%, Actual: 0.16%
[2025-11-25T12:10:04.775081] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:10:04.776235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:04.777511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:04.831970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:04.833086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:04.834515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:04.886067] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 8.1s | Global ETA: 26m 36s
[2025-11-25T12:10:04.886343] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:10:04.887211] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:04.887368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:04.892261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:04.894115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:04.894693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:04.895225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:04.896506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:04.897298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:04.922346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:04.923498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:04.925427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:04.928400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:04.929723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:04.931792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:04.932749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:04.937376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:04.938861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:04.940337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:04.940483] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.70%, Actual: 3.31%
[2025-11-25T12:10:04.941991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:04.945115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:04.945999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:04.946856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:04.949065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:04.950255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:04.951066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:04.951604] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:04.951882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:04.952716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:04.955750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:04.957587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:04.960275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:04.962771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:04.966859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:04.986603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:04.988352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:04.990104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:10:04.992006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:05.022422] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 7.5s | Global ETA: 26m 37s
[2025-11-25T12:10:05.022725] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:10:05.023550] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:05.023706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:05.028572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:05.030433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:05.031003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:05.031519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:05.032005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:05.034474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:05.077434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:05.079934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:05.115749] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.65%, Actual: 1.39%
[2025-11-25T12:10:05.231482] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:10:05.288570] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 0.16%
[2025-11-25T12:10:05.340223] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:10:05.398310] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:05.418530] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:10:05.460561] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.58%, Actual: 1.20%
[2025-11-25T12:10:05.515205] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:05.560630] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.90% | Symbol ETA: 7.4s | Global ETA: 26m 37s
[2025-11-25T12:10:05.560939] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:10:05.561815] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:05.561960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:05.566881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:05.568751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:05.569346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:05.569895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:05.571189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:05.571972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:05.589247] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:05.636661] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.71%, Actual: 1.60%
[2025-11-25T12:10:05.637598] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 6.1s | Global ETA: 26m 37s
[2025-11-25T12:10:05.637757] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:10:05.638517] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:05.638612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:05.643403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:05.645154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:05.645661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:05.646119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:05.646514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:05.647326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:05.648147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:05.650551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:05.677540] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.08% | Symbol ETA: 6.8s | Global ETA: 26m 37s
[2025-11-25T12:10:05.677933] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:10:05.679411] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:05.679522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:05.687435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:05.690927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:05.691901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:05.692794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:05.693367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:05.697196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:05.759513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:05.763427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:05.773789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:05.775764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:05.809217] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.38%, Actual: 0.41%
[2025-11-25T12:10:05.818753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:05.819827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:05.872575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:05.873549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:05.874841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:05.909190] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:10:05.957282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:05.958318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:05.960212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:05.963009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:05.964192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:05.966243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:05.967114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:05.971433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:05.972749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:05.974174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:05.975795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:05.978820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:05.978709] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -1.41%, Actual: 1.40%
[2025-11-25T12:10:05.979088] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 47.1377%
[2025-11-25T12:10:05.979254] [INFO ] [main      ] JBGS: DISCARDED add_overnight_gap_mag (score: 47.14%)
[2025-11-25T12:10:05.979363] [INFO ] [main      ] JBGS: Testing feature 29/53: add_pct_change
[2025-11-25T12:10:05.979460] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_pct_change']
[2025-11-25T12:10:05.979564] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:10:05.979499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:05.980344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:05.982431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:05.983595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:05.984390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:05.985187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:05.985981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:05.988840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:05.990507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:05.992245] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:05.992708] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:10:05.993149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:05.993538] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:05.993615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:05.995484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:05.998456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:05.999477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:06.000288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:06.000809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:06.001418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:06.001844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:06.019035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:06.020302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:06.021824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:10:06.023530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:06.077959] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:06.089875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:06.090679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:06.092637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:06.130193] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:10:06.235714] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -1.33% | Symbol ETA: 6.6s | Global ETA: 26m 37s
[2025-11-25T12:10:06.235865] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:10:06.237237] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:06.237312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:06.242040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:06.243817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:06.244468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:06.245018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:06.246305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:06.247107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:06.297235] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:06.366948] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 6.1s | Global ETA: 26m 37s
[2025-11-25T12:10:06.367121] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:10:06.367951] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:06.368052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:06.372409] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:10:06.372797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:06.374522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:06.375026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:06.375467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:06.375877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:06.378246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:06.420331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:06.423027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:06.432421] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:10:06.546480] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:06.582774] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:10:06.600839] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:06.676780] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4.8s | Global ETA: 26m 38s
[2025-11-25T12:10:06.677121] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:10:06.678094] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:06.678283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:06.683520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:06.685568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:06.686218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:06.686792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:06.687307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:06.688192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:06.688322] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 1.34% | Symbol ETA: 14.2s | Global ETA: 26m 38s
[2025-11-25T12:10:06.688607] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:10:06.689243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:06.689425] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:06.689570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:06.691953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:06.694336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:06.696154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:06.696727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:06.697267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:06.697752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:06.750394] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:06.761186] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:10:06.781254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:06.782212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:06.784251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:06.824517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:06.826980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:06.875730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:06.877271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:06.913414] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.79% | Symbol ETA: 5.9s | Global ETA: 26m 38s
[2025-11-25T12:10:06.932424] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:06.932699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:06.933962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:06.935343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:07.004381] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 5.5s | Global ETA: 26m 38s
[2025-11-25T12:10:07.004705] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:10:07.005744] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:07.005885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:07.010886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:07.012711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:07.013258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:07.013803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:07.014277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:07.016737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:07.027605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:07.029015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:07.031142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:07.034770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:07.036014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:07.038172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:07.039077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:07.043594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:07.045009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:07.046828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:07.048718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:07.052068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:07.053208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:07.054092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:07.056277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:07.057999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:07.058848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:07.059891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:07.060473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:07.060831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:07.063257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:07.064354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:07.066162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:07.068975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:07.071425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:07.076402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:07.098099] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.89%, Actual: 1.44%
[2025-11-25T12:10:07.099462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:07.101117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:07.102854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:10:07.105003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:07.143226] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:10:07.298573] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.31%, Actual: 0.62%
[2025-11-25T12:10:07.343740] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:07.430518] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:10:07.446038] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.76% | Symbol ETA: 13.7s | Global ETA: 26m 38s
[2025-11-25T12:10:07.446352] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:10:07.447615] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:07.447824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:07.454528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:07.456971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:07.457796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:07.458468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:07.459086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:07.497201] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.68%, Actual: 1.31%
[2025-11-25T12:10:07.541701] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:10:07.568067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:07.569696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:07.572914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:07.681022] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:07.765010] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -6.32%, Actual: 1.45%
[2025-11-25T12:10:07.776893] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.48% | Symbol ETA: 4.8s | Global ETA: 26m 38s
[2025-11-25T12:10:07.777293] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:10:07.778511] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:07.778805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:07.786484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:07.789762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:07.790749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:07.791552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:07.792334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:07.796466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:07.818590] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:07.863110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:07.867524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:07.989615] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3.7s | Global ETA: 26m 38s
[2025-11-25T12:10:07.990007] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:10:07.991264] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:07.991484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:07.999478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:08.002775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:08.003874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:08.004814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:08.005582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:08.006979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:08.008119] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.07%, Actual: 1.73%
[2025-11-25T12:10:08.008381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:08.012449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:08.081972] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:10:08.177961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:08.181104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:08.236730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:08.239532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:08.251967] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.78%, Actual: 1.47%
[2025-11-25T12:10:08.317636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:08.319388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:08.321504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:08.326803] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:08.379250] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:10:08.416714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:08.418060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:08.420186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:08.423427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:08.424704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:08.425056] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 13.6s | Global ETA: 26m 39s
[2025-11-25T12:10:08.425245] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:10:08.426415] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:08.426522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:08.427375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:08.428537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:08.432947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:08.433459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:08.434788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:08.435631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:08.436231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:08.436384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:08.436714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:08.437174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:08.438629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:08.441870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:08.442705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:08.443593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:08.445804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:08.447064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:08.447908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:08.448714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:08.449706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:08.449637] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 2.46%
[2025-11-25T12:10:08.453024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:08.455322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:08.458604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:08.461438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:08.465813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:08.490081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:08.491968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:08.493746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:10:08.496153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:08.528384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:08.529434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:08.531493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:08.553363] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:08.624340] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.94% | Symbol ETA: 4.1s | Global ETA: 26m 39s
[2025-11-25T12:10:08.630660] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.90%, Actual: 1.22%
[2025-11-25T12:10:08.802159] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.84%, Actual: 1.73%
[2025-11-25T12:10:08.809188] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -1.33%, Actual: 0.12%
[2025-11-25T12:10:08.869306] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:10:08.928419] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:10:08.980194] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.63%, Actual: 1.80%
[2025-11-25T12:10:08.986859] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.79%, Actual: 0.79%
[2025-11-25T12:10:08.987295] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 44.7167%
[2025-11-25T12:10:08.987481] [INFO ] [main      ] AIT: DISCARDED add_prev_close_to_1100 (score: 44.72%)
[2025-11-25T12:10:08.987606] [INFO ] [main      ] AIT: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:10:08.987729] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_prev_close_to_open']
[2025-11-25T12:10:08.987844] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:10:09.004298] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:09.005197] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:10:09.006338] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:09.006544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:09.011482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:09.013515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:09.014117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:09.014662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:09.015978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:09.016809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:09.039403] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:09.133481] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.55% | Symbol ETA: 12.6s | Global ETA: 26m 39s
[2025-11-25T12:10:09.133819] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:10:09.135108] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:09.135284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:09.137480] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:09.142704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:09.145047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:09.145770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:09.146463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:09.147093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:09.156879] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 0.92%
[2025-11-25T12:10:09.234373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:09.235430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:09.237865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:09.264592] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.28% | Symbol ETA: 2.6s | Global ETA: 26m 39s
[2025-11-25T12:10:09.265230] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:10:09.266165] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:09.266537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:09.271856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:09.274196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:09.274871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:09.275442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:09.275956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:09.276848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:09.277817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:09.280493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:09.332904] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.14%, Actual: 0.25%
[2025-11-25T12:10:09.376502] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:10:09.407829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:09.410143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:09.458100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:09.459756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:09.504767] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.44%
[2025-11-25T12:10:09.516517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:09.517978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:09.519609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:09.554378] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:09.576419] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:10:09.610954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:09.612099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:09.614143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:09.617240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:09.618671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:09.620956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:09.621990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:09.626895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:09.628453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:09.630059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:09.631862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:09.635276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:09.636188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:09.637076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:09.639314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:09.640788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:09.641709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:09.642520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:09.643345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:09.646518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:09.648583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:09.651687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:09.654668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:09.659179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:09.679994] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.42%
[2025-11-25T12:10:09.680599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:09.682393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:09.684096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:10:09.686275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:09.719628] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 1.43% | Symbol ETA: 12.2s | Global ETA: 26m 40s
[2025-11-25T12:10:09.719809] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:10:09.720600] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:09.720695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:09.725890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:09.727896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:09.728599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:09.729178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:09.730612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:09.731442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:09.745055] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:09.831841] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.67% | Symbol ETA: 11.7s | Global ETA: 26m 40s
[2025-11-25T12:10:09.831986] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:10:09.832751] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:09.832843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:09.837983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:09.839783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:09.840327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:09.840857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:09.841321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:09.860127] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 0.23%
[2025-11-25T12:10:09.925746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:09.926713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:09.929046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:10.045447] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.20%
[2025-11-25T12:10:10.062501] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:10:10.089814] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:10:10.235607] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.48%, Actual: 0.06%
[2025-11-25T12:10:10.243738] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:10.263248] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:10.299729] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:10:10.367129] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.4s | Global ETA: 26m 40s
[2025-11-25T12:10:10.367435] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:10:10.368391] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:10.368563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:10.373616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:10.375624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:10.376277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:10.376853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:10.377404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:10.378319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:10.379280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:10.381882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:10.422614] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.94%, Actual: 0.38%
[2025-11-25T12:10:10.423046] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 40.8031%
[2025-11-25T12:10:10.423247] [INFO ] [main      ] CMSA: DISCARDED add_range_overlap_v_prior_day (score: 40.80%)
[2025-11-25T12:10:10.423375] [INFO ] [main      ] CMSA: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:10:10.423486] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_range_volume_efficiency']
[2025-11-25T12:10:10.423635] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:10:10.439320] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:10.440201] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:10:10.441871] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:10.442030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:10.445495] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 11.6s | Global ETA: 26m 40s
[2025-11-25T12:10:10.445796] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:10:10.446693] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:10.446837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:10.447625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:10.449601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:10.450165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:10.450639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:10.451107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:10.452419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:10.453796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:10.454530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:10.455186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:10.455748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:10.457173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:10.458042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:10.470896] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:10.502471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:10.505311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:10.506619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:10.508824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:10.552126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:10.553619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:10.557921] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -2.91% | Symbol ETA: 10.9s | Global ETA: 26m 40s
[2025-11-25T12:10:10.558159] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:10:10.558978] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:10.559110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:10.563915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:10.565738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:10.566286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:10.566821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:10.567302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:10.606675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:10.607995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:10.609386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:10.650345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:10.651168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:10.653189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:10.703525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:10.704509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:10.706528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:10.709522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:10.710745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:10.712885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:10.713762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:10.719155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:10.720667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:10.722083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:10.723780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:10.727217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:10.728124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:10.729097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:10.731665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:10.732963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:10.733747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:10.734596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:10.735424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:10.739193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:10.741073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:10.744368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:10.747403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:10.752108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:10.772589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:10.774223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:10.775827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:10:10.777710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:10.815473] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:10:10.863318] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:10:10.991495] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:10:11.003382] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:11.056489] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:11.132009] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -3.03% | Symbol ETA: 10.1s | Global ETA: 26m 40s
[2025-11-25T12:10:11.132177] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:10:11.133091] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:11.133236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:11.138200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:11.138595] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:10:11.140097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:11.140680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:11.141224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:11.141719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:11.144171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:11.166449] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 2.68% | Symbol ETA: 10.8s | Global ETA: 26m 40s
[2025-11-25T12:10:11.166800] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:10:11.167859] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:11.168021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:11.168754] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:11.173328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:11.175448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:11.176064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:11.176699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:11.178109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:11.179020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:11.186472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:11.188967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:11.258420] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.72% | Symbol ETA: 10.2s | Global ETA: 26m 41s
[2025-11-25T12:10:11.258723] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:10:11.259547] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:11.259633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:11.264923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:11.267231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:11.267946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:11.268456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:11.268940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:11.316957] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:11.353434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:11.354309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:11.356355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:11.439211] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 0.2s | Global ETA: 26m 41s
[2025-11-25T12:10:11.528848] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:10:11.548610] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:10:11.614255] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:10:11.714702] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:10:11.717881] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:11.732867] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:11.805523] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:10:11.810149] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 9.4s | Global ETA: 26m 41s
[2025-11-25T12:10:11.810500] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:10:11.811581] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:11.811795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:11.818592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:11.821445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:11.822333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:11.823086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:11.823746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:11.827306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:11.878161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:11.881630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:11.889155] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:11.899466] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.18% | Symbol ETA: 10.1s | Global ETA: 26m 41s
[2025-11-25T12:10:11.899770] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:10:11.900629] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:11.900734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:11.905965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:11.907991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:11.908504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:11.909062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:11.910770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:11.911548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:11.978775] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -4.90% | Symbol ETA: 9.4s | Global ETA: 26m 41s
[2025-11-25T12:10:11.978922] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:10:11.979707] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:11.979792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:11.985297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:11.986943] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.36%
[2025-11-25T12:10:11.987531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:11.988052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:11.988686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:11.989172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:12.075774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:12.077178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:12.079457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:12.176109] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:10:12.280972] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:10:12.284941] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:10:12.356464] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.63%
[2025-11-25T12:10:12.432812] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:10:12.473241] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:12.509917] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:12.549735] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:10:12.587123] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.26% | Symbol ETA: 8.9s | Global ETA: 26m 41s
[2025-11-25T12:10:12.587499] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:10:12.588687] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:12.588853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:12.595279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:12.598162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:12.599102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:12.599889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:12.600458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:12.603271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:12.619133] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:12.650087] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.20% | Symbol ETA: 9.4s | Global ETA: 26m 41s
[2025-11-25T12:10:12.650432] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:10:12.651305] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:12.651456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:12.651303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:12.654621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:12.656697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:12.658834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:12.659456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:12.660018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:12.661388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:12.662233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:12.714110] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -0.86% | Symbol ETA: 8.7s | Global ETA: 26m 41s
[2025-11-25T12:10:12.714275] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:10:12.715056] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:12.715150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:12.720080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:12.722219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:12.722744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:12.723333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:12.723821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:12.737213] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:10:12.807898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:12.808856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:12.810944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:12.917297] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.28%, Actual: 0.12%
[2025-11-25T12:10:13.028866] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:10:13.036541] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:10:13.091036] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:10:13.151447] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:10:13.199481] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:13.222547] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:13.268524] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.28%
[2025-11-25T12:10:13.268790] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 22.1788%
[2025-11-25T12:10:13.268909] [INFO ] [main      ] CMU: DISCARDED add_volume_zscore (score: 22.18%)
[2025-11-25T12:10:13.268967] [INFO ] [main      ] CMU: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:10:13.269017] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_signed_carry_history_11', 'add_vwap_deviations']
[2025-11-25T12:10:13.269069] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:10:13.271273] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.45% | Symbol ETA: 8.2s | Global ETA: 26m 42s
[2025-11-25T12:10:13.271478] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:10:13.272328] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:13.272510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:13.277466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:13.279391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:13.280003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:13.280530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:13.281022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:13.282842] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:13.283497] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 2
[2025-11-25T12:10:13.283554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:13.284396] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:13.284505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:13.289685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:13.291665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:13.292225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:13.292733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:13.293161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:13.293974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:13.295121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:13.297844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:13.325474] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:13.328420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:13.331279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:13.394408] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 8.7s | Global ETA: 26m 42s
[2025-11-25T12:10:13.394562] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:10:13.395400] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:13.395636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:13.401121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:13.403088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:13.403730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:13.404279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:13.405661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:13.406480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:13.413431] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 0.85% | Symbol ETA: 7.9s | Global ETA: 26m 42s
[2025-11-25T12:10:13.428400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:13.430738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:13.476865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:13.478464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:13.534284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:13.535588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:13.537264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:13.586465] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.34%, Actual: 0.71%
[2025-11-25T12:10:13.628958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:13.629993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:13.632205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:13.635294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:13.636705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:13.639016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:13.639959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:13.644816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:13.646457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:13.648167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:13.649997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:13.653355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:13.654391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:13.655246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:13.657501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:13.658737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:13.659608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:13.660483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:13.661367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:13.664508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:13.666368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:13.669390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:13.672109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:13.676483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:13.696225] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:10:13.697811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:13.699673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:13.701565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:10:13.708085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:13.757090] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.76%, Actual: 1.25%
[2025-11-25T12:10:13.772381] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:10:13.866392] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:13.927939] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.41%, Actual: 0.16%
[2025-11-25T12:10:13.937423] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 7.4s | Global ETA: 26m 42s
[2025-11-25T12:10:13.937595] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:10:13.938539] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:13.938699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:13.943681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:13.945713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:13.946280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:13.946823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:13.947321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:13.949828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:13.956914] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:13.993987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:13.996566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:14.070219] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-20
[2025-11-25T12:10:14.100085] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.55%, Actual: 3.31%
[2025-11-25T12:10:14.126036] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -1.66% | Symbol ETA: 8.0s | Global ETA: 26m 42s
[2025-11-25T12:10:14.126217] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:10:14.127219] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:14.127369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:14.133066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:14.135219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:14.136109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:14.136825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:14.138291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:14.139184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:14.255378] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:14.281958] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.67%, Actual: 1.39%
[2025-11-25T12:10:14.372200] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:10:14.382900] [INFO ] [main      ] CMU: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 9.9s | Global ETA: 26m 42s
[2025-11-25T12:10:14.383236] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 3
[2025-11-25T12:10:14.384199] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:14.384571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:14.389923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:14.392091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:14.392822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:14.393381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:14.394095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:14.395192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:14.396134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:14.398812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:14.459097] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -2.91%, Actual: 0.16%
[2025-11-25T12:10:14.510098] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:10:14.528923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:14.531171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:14.551347] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:14.577300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:14.578769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:14.621686] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.11% | Symbol ETA: 6.7s | Global ETA: 26m 43s
[2025-11-25T12:10:14.621853] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:10:14.622633] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:14.622746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:14.627816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:14.629908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:14.630575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:14.631232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:14.631830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:14.633977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:14.634490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:14.635287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:14.636710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:14.643840] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.72%, Actual: 1.20%
[2025-11-25T12:10:14.679794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:14.682423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:14.693305] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:14.726250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:14.727276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:14.729323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:14.732251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:14.733502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:14.735660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:14.736500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:14.741000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:14.742384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:14.743842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:14.745485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:14.748549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:14.749320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:14.750128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:14.752245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:14.753454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:14.754310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:14.755123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:14.755941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:14.758889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:14.760595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:14.763266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:14.765571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:14.769770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:14.789377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:14.790707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:14.792280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:10:14.798192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:14.834219] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -4.90%, Actual: 1.60%
[2025-11-25T12:10:14.868188] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: 1.25% | Symbol ETA: 7.3s | Global ETA: 26m 43s
[2025-11-25T12:10:14.868496] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:10:14.869362] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:14.869509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:14.875283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:14.877472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:14.878158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:14.878748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:14.880147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:14.881009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:15.019891] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:10:15.024552] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -0.86%, Actual: 0.41%
[2025-11-25T12:10:15.163219] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-19
[2025-11-25T12:10:15.191559] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:15.229219] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 0.85%, Actual: 1.40%
[2025-11-25T12:10:15.229614] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 44.6129%
[2025-11-25T12:10:15.229823] [INFO ] [main      ] JBGS: DISCARDED add_pct_change (score: 44.61%)
[2025-11-25T12:10:15.229939] [INFO ] [main      ] JBGS: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:10:15.230039] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_preclose_acceleration_mag']
[2025-11-25T12:10:15.230181] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:10:15.244907] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:15.245516] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:10:15.246618] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:15.246839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:15.252512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:15.253891] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:10:15.254989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:15.255571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:15.256072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:15.256524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:15.265857] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 6.0s | Global ETA: 26m 43s
[2025-11-25T12:10:15.266011] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:10:15.266835] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:15.266912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:15.271783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:15.273545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:15.274043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:15.274495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:15.274913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:15.277418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:15.321300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:15.323928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:15.341194] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:15.349590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:15.350853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:15.352084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:15.443248] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:15.470906] [INFO ] [main      ] CMU: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 8.7s | Global ETA: 26m 43s
[2025-11-25T12:10:15.471218] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 4
[2025-11-25T12:10:15.472112] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:15.472299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:15.477505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:15.479574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:15.480199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:15.480763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:15.481251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:15.482118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:15.483037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:15.485611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:15.620145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:15.622855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:15.635863] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -0.32% | Symbol ETA: 6.5s | Global ETA: 26m 43s
[2025-11-25T12:10:15.636044] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:10:15.637167] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:15.637440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:15.644570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:15.647275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:15.648026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:15.648774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:15.650210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:15.651126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:15.669514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:15.671010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:15.685889] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:10:15.725424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:15.726688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:15.728049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:15.740547] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:10:15.814770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:15.815855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:15.817807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:15.820663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:15.821896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:15.824038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:15.824898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:15.829339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:15.830602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:15.832052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:15.833704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:15.836727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:15.837521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:15.838366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:15.840509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:15.841748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:15.842543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:15.843467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:15.844278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:15.847283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:15.849079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:15.851690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:15.854034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:15.857231] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:15.858180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:15.878187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:15.879764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:15.881401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:10:15.887414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:15.923713] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:15.926848] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 5.3s | Global ETA: 26m 43s
[2025-11-25T12:10:15.927164] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:10:15.928037] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:15.928183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:15.933177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:15.935093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:15.935690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:15.936213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:15.936703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:15.939251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:15.982624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:15.985286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:16.010018] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:10:16.012788] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.72% | Symbol ETA: 14.2s | Global ETA: 26m 44s
[2025-11-25T12:10:16.013115] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:10:16.014164] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:16.014343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:16.019904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:16.022011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:16.022604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:16.023190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:16.023706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:16.120040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:16.121497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:16.122883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:16.188061] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:16.236759] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-18
[2025-11-25T12:10:16.334041] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:10:16.353993] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.35% | Symbol ETA: 5.8s | Global ETA: 26m 44s
[2025-11-25T12:10:16.412286] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:16.467940] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:10:16.506820] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:16.534072] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 1.43%, Actual: 1.44%
[2025-11-25T12:10:16.538536] [INFO ] [main      ] CMU: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 7.6s | Global ETA: 26m 44s
[2025-11-25T12:10:16.538905] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 5
[2025-11-25T12:10:16.539797] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:16.539999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:16.545031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:16.547020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:16.547611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:16.548184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:16.548720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:16.549590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:16.550496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:16.553079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:16.577030] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 4.6s | Global ETA: 26m 44s
[2025-11-25T12:10:16.577315] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:10:16.578170] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:16.578331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:16.583194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:16.585029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:16.585577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:16.586104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:16.586567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:16.589045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:16.631118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:16.633870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:16.641254] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:16.678991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:16.681209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:16.712107] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 0.62%
[2025-11-25T12:10:16.725501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:16.726834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:16.728884] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.97% | Symbol ETA: 13.3s | Global ETA: 26m 44s
[2025-11-25T12:10:16.729189] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:10:16.730067] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:16.730278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:16.735661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:16.737752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:16.738431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:16.739061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:16.739630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:16.781629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:16.782934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:16.784277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:16.830469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:16.831800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:16.833030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:16.872702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:16.873834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:16.875779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:16.878583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:16.879847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:16.881995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:16.882908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:16.887378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:16.888781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:16.890252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:16.890563] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 2.68%, Actual: 1.31%
[2025-11-25T12:10:16.891944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:16.895076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:16.895894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:16.896758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:16.898791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:16.899922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:16.900631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:16.901370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:16.902116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:16.905014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:16.906699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:16.909285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:16.911581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:16.915535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:16.935796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:16.937250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:16.938897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:10:16.944887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:16.979879] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:10:17.076580] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.18%, Actual: 1.45%
[2025-11-25T12:10:17.151105] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:17.193370] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:10:17.219592] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 3.9s | Global ETA: 26m 44s
[2025-11-25T12:10:17.256918] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.20%, Actual: 1.73%
[2025-11-25T12:10:17.302921] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-17
[2025-11-25T12:10:17.363545] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:17.393777] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -3.03%, Actual: 1.73%
[2025-11-25T12:10:17.435634] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.47%
[2025-11-25T12:10:17.448226] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.65% | Symbol ETA: 12.5s | Global ETA: 26m 44s
[2025-11-25T12:10:17.448521] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:10:17.449393] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:17.449537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:17.454386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:17.456224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:17.456799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:17.457341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:17.457832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:17.478746] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:17.541345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:17.542495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:17.543613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:17.567302] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.32%, Actual: 1.80%
[2025-11-25T12:10:17.603386] [INFO ] [main      ] CMU: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6.5s | Global ETA: 26m 45s
[2025-11-25T12:10:17.603696] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 6
[2025-11-25T12:10:17.604562] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:17.604748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:17.609760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:17.611628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:17.612219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:17.612783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:17.613285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:17.614162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:17.614669] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -1.66%, Actual: 2.46%
[2025-11-25T12:10:17.615073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:17.617702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:17.741518] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.26%, Actual: 0.92%
[2025-11-25T12:10:17.743821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:17.746111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:17.790400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:17.791880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:17.793776] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: 1.25%, Actual: 1.22%
[2025-11-25T12:10:17.846360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:17.847678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:17.849017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:17.883674] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:10:17.914380] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.45%, Actual: 0.25%
[2025-11-25T12:10:17.946027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:17.947243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:17.949200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:17.952136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:17.953347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:17.955426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:17.956275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:17.960679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:17.962015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:17.963443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:17.965114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:17.968185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:17.968965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:17.969797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:17.971869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:17.972242] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.12%
[2025-11-25T12:10:17.973050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:17.973875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:17.974676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:17.975453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:17.978386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:17.980177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:17.982720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:17.985023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:17.989052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:18.010393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:18.012891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:18.015178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:10:18.024294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:18.059950] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:18.088619] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 0.44%
[2025-11-25T12:10:18.153624] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -0.91% | Symbol ETA: 11.7s | Global ETA: 26m 45s
[2025-11-25T12:10:18.153789] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:10:18.154553] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:18.154625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:18.155408] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.79%
[2025-11-25T12:10:18.155661] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 51.5475%
[2025-11-25T12:10:18.155788] [INFO ] [main      ] AIT: DISCARDED add_prev_close_to_open (score: 51.55%)
[2025-11-25T12:10:18.156023] [INFO ] [main      ] AIT: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:10:18.156138] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_prior_day_tail_pressure']
[2025-11-25T12:10:18.156258] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:10:18.159606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:18.161486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:18.162013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:18.162471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:18.162903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:18.205571] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:18.206507] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:10:18.207709] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:18.207856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:18.213357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:18.215374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:18.215994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:18.216469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:18.217840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:18.221388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:18.251410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:18.252613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:18.253896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:18.264376] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.42%
[2025-11-25T12:10:18.396136] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-14
[2025-11-25T12:10:18.436981] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 0.23%
[2025-11-25T12:10:18.568816] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:18.586440] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:10:18.610421] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 0.20%
[2025-11-25T12:10:18.627465] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:10:18.695602] [INFO ] [main      ] CMU: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 5.4s | Global ETA: 26m 45s
[2025-11-25T12:10:18.695794] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 7
[2025-11-25T12:10:18.696554] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:18.696680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:18.701524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:18.703489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:18.704087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:18.704628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:18.705131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:18.706045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:18.706978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:18.709535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:18.765287] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:18.781966] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 0.06%
[2025-11-25T12:10:18.803179] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:18.833358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:18.835739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:18.880738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:18.882254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:18.887439] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.68% | Symbol ETA: 11.0s | Global ETA: 26m 45s
[2025-11-25T12:10:18.887768] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:10:18.888619] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:18.888828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:18.893891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:18.895810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:18.896377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:18.896936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:18.897438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:18.936330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:18.937506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:18.938953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:18.947759] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -1.42% | Symbol ETA: 11.9s | Global ETA: 26m 45s
[2025-11-25T12:10:18.948083] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:10:18.949238] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:18.949401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:18.954626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:18.954554] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 0.38%
[2025-11-25T12:10:18.954958] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 41.2430%
[2025-11-25T12:10:18.955131] [INFO ] [main      ] CMSA: DISCARDED add_range_volume_efficiency (score: 41.24%)
[2025-11-25T12:10:18.955239] [INFO ] [main      ] CMSA: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:10:18.955337] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:10:18.955438] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:10:18.956704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:18.957361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:18.958015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:18.959522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:18.962502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:18.968465] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:18.969129] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:10:18.970008] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:18.970097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:18.974992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:18.976889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:18.977391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:18.977848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:18.978245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:18.980616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:18.983601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:18.984614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:18.985824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:19.025948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:19.027097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:19.028085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:19.030210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:19.030138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:19.033145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:19.034351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:19.036562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:19.037474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:19.042036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:19.043312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:19.044799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:19.046483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:19.049627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:19.050393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:19.051221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:19.053324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:19.054504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:19.055313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:19.056124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:19.056936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:19.059801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:19.061516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:19.064059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:19.066374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:19.070375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:19.090535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:19.091887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:19.093450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:10:19.099370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:19.322676] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:10:19.341227] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:10:19.375761] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:10:19.443452] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-13
[2025-11-25T12:10:19.503041] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:19.514851] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:19.550908] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:19.598868] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.77% | Symbol ETA: 10.2s | Global ETA: 26m 46s
[2025-11-25T12:10:19.599168] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:10:19.600173] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:19.600324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:19.605354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:19.607470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:19.608063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:19.608619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:19.609146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:19.616231] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:19.625541] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.95% | Symbol ETA: 9.4s | Global ETA: 26m 46s
[2025-11-25T12:10:19.625728] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:10:19.626495] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:19.626579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:19.631510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:19.633583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:19.634195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:19.634735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:19.635197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:19.637837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:19.681963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:19.685140] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: -0.07% | Symbol ETA: 11.2s | Global ETA: 26m 46s
[2025-11-25T12:10:19.685447] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:10:19.686405] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:19.686551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:19.686921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:19.692342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:19.694480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:19.694238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:19.695149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:19.695466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:19.696046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:19.696788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:19.697675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:19.700595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:19.739911] [INFO ] [main      ] CMU: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4.3s | Global ETA: 26m 46s
[2025-11-25T12:10:19.740193] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 8
[2025-11-25T12:10:19.741045] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:19.741211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:19.746099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:19.747951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:19.748531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:19.749120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:19.749570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:19.750429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:19.751319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:19.753832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:19.888180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:19.890496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:19.936147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:19.937697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:19.992282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:19.993525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:19.994878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:20.035639] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:10:20.050351] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:10:20.063624] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:10:20.080426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:20.081588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:20.083525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:20.086349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:20.087566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:20.089798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:20.090886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:20.095588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:20.096931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:20.098456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:20.100236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:20.103422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:20.104273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:20.105126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:20.107301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:20.108547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:20.109401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:20.110231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:20.111069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:20.114176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:20.116228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:20.118982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:20.121473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:20.126092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:20.146930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:20.148690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:20.150374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:10:20.156523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:20.209896] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:20.228170] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:20.241456] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:20.283617] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.65% | Symbol ETA: 8.7s | Global ETA: 26m 46s
[2025-11-25T12:10:20.283921] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:10:20.284776] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:20.284901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:20.289961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:20.291873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:20.292431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:20.292968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:20.293476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:20.295978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:20.313609] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 9.5s | Global ETA: 26m 46s
[2025-11-25T12:10:20.313924] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:10:20.314801] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:20.314945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:20.319987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:20.321920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:20.322497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:20.322982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:20.323499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:20.339632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:20.343840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:20.408312] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.19% | Symbol ETA: 10.4s | Global ETA: 26m 46s
[2025-11-25T12:10:20.408622] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:10:20.408502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:20.409486] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:20.409657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:20.409716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:20.410827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:20.414678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:20.416604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:20.417224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:20.417862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:20.419217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:20.422203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:20.521089] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-12
[2025-11-25T12:10:20.687979] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:10:20.691973] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:20.772795] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:10:20.780061] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:10:20.816639] [INFO ] [main      ] CMU: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3.2s | Global ETA: 26m 47s
[2025-11-25T12:10:20.816979] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 9
[2025-11-25T12:10:20.817900] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:20.818073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:20.823860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:20.825756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:20.826339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:20.826930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:20.827447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:20.828536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:20.829492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:20.832035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:20.863269] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:20.942158] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 8.1s | Global ETA: 26m 47s
[2025-11-25T12:10:20.942375] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:10:20.943510] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:20.943635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:20.951008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:20.953638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:20.954368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:20.955012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:20.955741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:20.959195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:20.959441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:20.961422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:20.961764] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:20.969690] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:21.007322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:21.008956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:21.009136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:21.013567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:21.055993] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.55% | Symbol ETA: 8.8s | Global ETA: 26m 47s
[2025-11-25T12:10:21.056298] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:10:21.057203] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:21.057347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:21.062452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:21.063230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:21.064549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:21.064574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:21.065342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:21.065941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:21.065903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:21.066435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:21.129890] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -2.59% | Symbol ETA: 9.7s | Global ETA: 26m 47s
[2025-11-25T12:10:21.130186] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:10:21.131073] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:21.131216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:21.136306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:21.138526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:21.139232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:21.139828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:21.141202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:21.144197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:21.150108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:21.151295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:21.152470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:21.153276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:21.153717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:21.154871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:21.156190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:21.157439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:21.159697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:21.160560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:21.165076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:21.166353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:21.167854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:21.169564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:21.172599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:21.173378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:21.174200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:21.176321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:21.177538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:21.178347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:21.179161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:21.179992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:21.182851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:21.184559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:21.187133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:21.189464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:21.193452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:21.213159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:21.214499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:21.216125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:10:21.222437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:21.357265] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:10:21.495516] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:10:21.513677] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:10:21.530440] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:21.567545] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-11
[2025-11-25T12:10:21.604190] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.18% | Symbol ETA: 7.4s | Global ETA: 26m 47s
[2025-11-25T12:10:21.604474] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:10:21.605303] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:21.605438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:21.610400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:21.612382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:21.613016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:21.613584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:21.614080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:21.616692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:21.661204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:21.665811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:21.676042] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:21.689591] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:21.745617] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:21.777119] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -1.72% | Symbol ETA: 8.1s | Global ETA: 26m 47s
[2025-11-25T12:10:21.777307] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:10:21.778359] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:21.778519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:21.784043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:21.786356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:21.786962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:21.787557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:21.788108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:21.850915] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.40% | Symbol ETA: 8.9s | Global ETA: 26m 47s
[2025-11-25T12:10:21.851064] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:10:21.851905] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:21.851985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:21.857183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:21.859160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:21.859776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:21.860331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:21.861639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:21.864822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:21.875207] [INFO ] [main      ] CMU: Lookback Days: 9, Magnitude: 0.28% | Symbol ETA: 2.1s | Global ETA: 26m 47s
[2025-11-25T12:10:21.875387] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 10
[2025-11-25T12:10:21.876233] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:21.876352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:21.880276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:21.881272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:21.881667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:21.882418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:21.883552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:21.884243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:21.884828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:21.885335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:21.886246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:21.887359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:21.890141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:22.014690] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:10:22.016397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:22.018587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:22.063500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:22.065043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:22.118522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:22.119763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:22.121145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:22.186772] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:22.204819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:22.206123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:22.208249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:22.211468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:22.212680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:22.214732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:22.215541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:22.220011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:22.221246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:22.222819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:22.224421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:22.224800] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:10:22.227351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:22.228118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:22.228904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:22.230934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:22.232105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:22.232903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:22.233690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:22.234474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:22.237293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:22.238432] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:10:22.238964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:22.241420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:22.243744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:22.247582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:22.258496] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.71% | Symbol ETA: 6.7s | Global ETA: 26m 47s
[2025-11-25T12:10:22.258777] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:10:22.259589] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:22.259890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:22.265307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:22.267257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:22.267828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:22.268210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:22.268340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:22.269001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:22.269813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:22.271320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:10:22.271611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:22.277464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:22.317207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:22.321740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:22.406540] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:22.419277] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:22.505214] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -3.32% | Symbol ETA: 7.3s | Global ETA: 26m 48s
[2025-11-25T12:10:22.573760] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 8.2s | Global ETA: 26m 48s
[2025-11-25T12:10:22.574058] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:10:22.574987] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:22.575135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:22.580265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:22.582281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:22.582942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:22.583602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:22.585047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:22.588176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:22.617671] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-10
[2025-11-25T12:10:22.666091] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:10:22.684836] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.72%, Actual: 0.71%
[2025-11-25T12:10:22.791469] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:22.837311] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:22.864534] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.97%, Actual: 1.25%
[2025-11-25T12:10:22.908342] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 6.1s | Global ETA: 26m 48s
[2025-11-25T12:10:22.908625] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:10:22.909518] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:22.909667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:22.912950] [INFO ] [main      ] CMU: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.1s | Global ETA: 26m 48s
[2025-11-25T12:10:22.913115] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 11
[2025-11-25T12:10:22.914036] [DEBUG] [FEATURES  ] DataBuilder: Executing 43 feature methods.
[2025-11-25T12:10:22.914221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:22.914471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:22.916287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:22.916792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:22.917345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:22.917838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:22.919231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:22.920346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:22.921212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:22.921795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:22.922325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:22.922822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:10:22.923677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:10:22.924555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:22.927085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:10:22.949728] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:10:22.963339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:22.967758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:23.048633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:10:23.050727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:23.051943] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.65%, Actual: 0.16%
[2025-11-25T12:10:23.092855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:10:23.093991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:10:23.124823] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:23.147160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:10:23.148105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:23.149431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:23.229998] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -0.91%, Actual: 3.31%
[2025-11-25T12:10:23.232750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:10:23.233568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:10:23.235430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:10:23.238220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:10:23.239405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:10:23.242147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:23.243019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:10:23.248024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:10:23.249340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:10:23.250799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:10:23.252404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:10:23.255424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:10:23.256188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:10:23.256991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:10:23.259248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:23.260425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:23.261216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:23.262012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:23.262805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:23.265593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:23.267240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:23.269837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:23.272098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:23.275964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:23.285430] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -1.51% | Symbol ETA: 7.5s | Global ETA: 26m 48s
[2025-11-25T12:10:23.285594] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:10:23.286383] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:23.286475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:23.291276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:23.293097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:23.293591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:23.294071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:23.294898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:23.295424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:23.297032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:10:23.298268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:23.298546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:10:23.304625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:23.312455] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:10:23.408862] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.68%, Actual: 1.39%
[2025-11-25T12:10:23.490442] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:23.565134] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 5.4s | Global ETA: 26m 48s
[2025-11-25T12:10:23.565425] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:10:23.566278] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:23.566416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:23.571271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:23.573103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:23.573689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:23.574201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:23.574727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:23.577244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:23.581915] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.77%, Actual: 0.16%
[2025-11-25T12:10:23.620203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:23.624812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:23.642225] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:10:23.649913] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-07
[2025-11-25T12:10:23.752166] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 1.20%
[2025-11-25T12:10:23.812632] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:23.827093] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:23.924172] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.55%, Actual: 1.60%
[2025-11-25T12:10:23.948454] [INFO ] [main      ] CMU: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 0.0s | Global ETA: 26m 49s
[2025-11-25T12:10:23.979320] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:10:23.981174] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.77% | Symbol ETA: 6.7s | Global ETA: 26m 49s
[2025-11-25T12:10:23.981461] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:10:23.982319] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:23.982464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:23.987303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:23.989246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:23.989825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:23.990346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:23.991619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:23.994397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:24.098068] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -1.72%, Actual: 0.41%
[2025-11-25T12:10:24.119894] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:10:24.157165] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:24.228590] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.47% | Symbol ETA: 4.8s | Global ETA: 26m 49s
[2025-11-25T12:10:24.228772] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:10:24.229712] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:24.229846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:24.234690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:24.236496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:24.237072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:24.237588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:24.238067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:24.240468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:24.276166] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -3.32%, Actual: 1.40%
[2025-11-25T12:10:24.276423] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 35.9390%
[2025-11-25T12:10:24.276539] [INFO ] [main      ] JBGS: DISCARDED add_preclose_acceleration_mag (score: 35.94%)
[2025-11-25T12:10:24.276812] [INFO ] [main      ] JBGS: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:10:24.277013] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_prev_1100_to_open']
[2025-11-25T12:10:24.277130] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:10:24.285483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:24.289430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:24.290297] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:24.290964] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:10:24.290839] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:10:24.291854] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:24.291944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:24.296891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:24.298888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:24.299484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:24.300021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:24.300490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:24.340020] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:10:24.393351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:24.394462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:24.395265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:24.462721] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.36%
[2025-11-25T12:10:24.509168] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:24.627618] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:10:24.636067] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:10:24.663907] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 6.0s | Global ETA: 26m 49s
[2025-11-25T12:10:24.664056] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:10:24.664890] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:24.664981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:24.670635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:24.672503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:24.673028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:24.673504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:24.674799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:24.677792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:24.764555] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:10:24.795567] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:24.815217] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.63%
[2025-11-25T12:10:24.876198] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.91% | Symbol ETA: 4.1s | Global ETA: 26m 49s
[2025-11-25T12:10:24.876470] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:10:24.877340] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:24.877531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:24.882543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:24.884422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:24.885021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:24.885557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:24.886064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:24.888782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:24.933434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:24.937809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:24.945146] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:24.987087] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:10:25.031478] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:10:25.033017] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -2.07% | Symbol ETA: 13.3s | Global ETA: 26m 49s
[2025-11-25T12:10:25.033173] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:10:25.034049] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:25.034210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:25.039470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:25.041482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:25.042069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:25.042657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:25.043180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:25.133981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:25.134963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:25.135745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:25.158433] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.23%
[2025-11-25T12:10:25.209365] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:25.297288] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:10:25.328946] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.28%, Actual: 0.12%
[2025-11-25T12:10:25.381523] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 5.3s | Global ETA: 26m 49s
[2025-11-25T12:10:25.468889] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:25.496891] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:10:25.539968] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.80% | Symbol ETA: 3.5s | Global ETA: 26m 50s
[2025-11-25T12:10:25.558915] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.03%
[2025-11-25T12:10:25.563513] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.42%, Actual: 1.44%
[2025-11-25T12:10:25.685187] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:25.712296] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.95%, Actual: 1.73%
[2025-11-25T12:10:25.730182] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.28%
[2025-11-25T12:10:25.730600] [INFO ] [main      ] CMU: Magnitude Forecast Confidence: 22.1788%
[2025-11-25T12:10:25.730811] [INFO ] [main      ] CMU: DISCARDED add_vwap_deviations (score: 22.18%)
[2025-11-25T12:10:25.730926] [INFO ] [main      ] CMU: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:10:25.731069] [INFO ] [main      ] CMU: Best accuracy: 25.29%
[2025-11-25T12:10:25.731192] [INFO ] [main      ] CMU: Best feature set (42 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range', 'add_gap_fill_state', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0', 'add_morning_range_expansion', 'add_open_11_elasticity', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100', 'add_prev_close_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime', 'add_regime_flags', 'add_signed_carry_history_11']
[2025-11-25T12:10:25.731325] [INFO ] [main      ] CMU: Improvement over baseline: 11.76%
[2025-11-25T12:10:25.731433] [INFO ] [main      ] CMU: Total time: 9.7 minutes
[2025-11-25T12:10:25.731506] [INFO ] [main      ] CMU: Average time per feature: 11.1 seconds
[2025-11-25T12:10:25.731607] [INFO ] [main      ] CMU: Average speed: 0.09 features/sec
[2025-11-25T12:10:25.745320] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: -0.07%, Actual: 0.62%
[2025-11-25T12:10:25.779979] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 3.10% | Symbol ETA: 12.6s | Global ETA: 26m 50s
[2025-11-25T12:10:25.780287] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:10:25.781285] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:25.781433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:25.788930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:25.791120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:25.791714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:25.792278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:25.792835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:25.883303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:25.884317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:25.884133] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.65%, Actual: 1.80%
[2025-11-25T12:10:25.885067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:25.904532] [DEBUG] [METRICS   ] CMU: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.04%
[2025-11-25T12:10:25.924385] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.19%, Actual: 1.31%
[2025-11-25T12:10:26.057674] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 0.92%
[2025-11-25T12:10:26.075528] [DEBUG] [METRICS   ] CMU: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.09%
[2025-11-25T12:10:26.093545] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -2.59%, Actual: 1.45%
[2025-11-25T12:10:26.229524] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.18%, Actual: 0.25%
[2025-11-25T12:10:26.242087] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:10:26.247813] [DEBUG] [METRICS   ] CMU: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 0.36%
[2025-11-25T12:10:26.262833] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.40%, Actual: 1.73%
[2025-11-25T12:10:26.418969] [DEBUG] [METRICS   ] CMU: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.00%
[2025-11-25T12:10:26.421562] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:26.432813] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 1.47%
[2025-11-25T12:10:26.459997] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 0.44%
[2025-11-25T12:10:26.509242] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.14% | Symbol ETA: 11.8s | Global ETA: 26m 50s
[2025-11-25T12:10:26.509499] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:10:26.510360] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:26.510531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:26.515658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:26.517617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:26.518223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:26.518790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:26.519306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:26.589070] [DEBUG] [METRICS   ] CMU: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.63%
[2025-11-25T12:10:26.600937] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -1.51%, Actual: 2.46%
[2025-11-25T12:10:26.607188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:26.608026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:26.608748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:26.631411] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.20%, Actual: 0.42%
[2025-11-25T12:10:26.763344] [DEBUG] [METRICS   ] CMU: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.27%
[2025-11-25T12:10:26.769104] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.77%, Actual: 1.22%
[2025-11-25T12:10:26.804191] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 0.23%
[2025-11-25T12:10:26.940309] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.29%, Actual: 0.12%
[2025-11-25T12:10:26.944067] [DEBUG] [METRICS   ] CMU: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 0.23%
[2025-11-25T12:10:26.949722] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:10:26.972386] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 0.20%
[2025-11-25T12:10:27.113120] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.66%, Actual: 0.79%
[2025-11-25T12:10:27.113511] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 48.1143%
[2025-11-25T12:10:27.113691] [INFO ] [main      ] AIT: DISCARDED add_prior_day_tail_pressure (score: 48.11%)
[2025-11-25T12:10:27.113811] [INFO ] [main      ] AIT: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:10:27.113916] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_prior_mag_lag']
[2025-11-25T12:10:27.114024] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:10:27.118385] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:27.120621] [DEBUG] [METRICS   ] CMU: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.12%
[2025-11-25T12:10:27.129165] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:27.129756] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:10:27.130590] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:27.130718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:27.135518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:27.137361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:27.137938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:27.138533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:27.139854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:27.141484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:27.141778] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.91%, Actual: 0.06%
[2025-11-25T12:10:27.201068] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.61% | Symbol ETA: 11.0s | Global ETA: 26m 51s
[2025-11-25T12:10:27.201349] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:10:27.202199] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:27.202338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:27.207198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:27.209016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:27.209558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:27.210090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:27.210555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:27.289673] [DEBUG] [METRICS   ] CMU: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.03%
[2025-11-25T12:10:27.296490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:27.297407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:27.298202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:27.310181] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.80%, Actual: 0.38%
[2025-11-25T12:10:27.310568] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 45.6840%
[2025-11-25T12:10:27.310763] [INFO ] [main      ] CMSA: DISCARDED add_range_volume_efficiency_refinements (score: 45.68%)
[2025-11-25T12:10:27.310872] [INFO ] [main      ] CMSA: Testing feature 39/53: add_regime
[2025-11-25T12:10:27.310969] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_regime']
[2025-11-25T12:10:27.311068] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:10:27.323880] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:27.324539] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:10:27.325397] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:27.325530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:27.330383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:27.332243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:27.332810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:27.333319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:27.333801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:27.336242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:27.379211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:27.398770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:27.458215] [DEBUG] [METRICS   ] CMU: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 0.28%
[2025-11-25T12:10:27.459018] [INFO ] [LOCAL     ] Saved configuration for CMU: 42 features, 25.29% accuracy -> ./output/feature-sets/CMU.json
[2025-11-25T12:10:27.460186] [INFO ] [main      ] Progress: 20/31 symbols completed (64.5%). CMU finished in 9m 49s. ETA: 23m 23s. Rate: 0.47 symbols/min
[2025-11-25T12:10:27.463075] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:10:27.477385] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:27.478043] [INFO ] [main      ] GROV: Testing with 53 available features
[2025-11-25T12:10:27.478155] [INFO ] [main      ] GROV: Establishing baseline with no features...
[2025-11-25T12:10:27.478216] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:10:27.477973] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:10:27.491399] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:27.491867] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:10:27.492757] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:10:27.632961] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:10:27.647056] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:27.732779] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:10:27.800490] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:27.816309] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -1.87% | Symbol ETA: 10.9s | Global ETA: 23m 23s
[2025-11-25T12:10:27.816622] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:10:27.817553] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:27.817709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:27.822618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:27.824698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:27.825294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:27.825844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:27.827164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:27.828820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:27.831421] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:10:27.881924] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 10.2s | Global ETA: 23m 23s
[2025-11-25T12:10:27.882066] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:10:27.882819] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:27.882894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:27.887743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:27.889739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:27.890306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:27.890865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:27.891360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:27.899793] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:27.977844] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.89% | Symbol ETA: 9.0s | Global ETA: 23m 23s
[2025-11-25T12:10:27.977995] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:10:27.978801] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:27.978965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:27.979392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:27.980457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:27.981257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:27.983969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:27.985860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:27.986417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:27.986970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:27.987475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:27.990034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:28.020899] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:28.032992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:28.052305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:28.085799] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.17%
[2025-11-25T12:10:28.086285] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:10:28.087432] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:10:28.174498] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:10:28.319411] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:10:28.349900] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:28.397987] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:10:28.467083] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:10:28.485340] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:28.515660] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 10.3s | Global ETA: 23m 23s
[2025-11-25T12:10:28.515964] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:10:28.516824] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:28.516967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:28.521878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:28.523723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:28.524276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:28.524820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:28.526094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:28.527693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:28.565638] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:28.567317] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -1.32% | Symbol ETA: 9.5s | Global ETA: 23m 23s
[2025-11-25T12:10:28.567470] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:10:28.568236] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:28.568326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:28.573029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:28.574790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:28.575274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:28.575745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:28.576305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:28.636633] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:28.641196] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 8.3s | Global ETA: 23m 23s
[2025-11-25T12:10:28.641347] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:10:28.642121] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:28.642214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:28.647078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:28.648899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:28.649406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:28.649889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:28.650302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:28.652756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:28.659507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:28.660500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:28.661260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:28.691523] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -1.93%
[2025-11-25T12:10:28.691707] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:10:28.692471] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:10:28.695434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:28.714427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:28.869276] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:10:29.007038] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:10:29.036812] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:10:29.039248] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:29.057406] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:10:29.174742] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:29.197412] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.07% | Symbol ETA: 9.6s | Global ETA: 23m 24s
[2025-11-25T12:10:29.197704] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:10:29.198525] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:29.198684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:29.203443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:29.205281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:29.205564] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:29.205886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:29.206418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:29.207761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:29.209390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:29.225319] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:29.257252] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.60% | Symbol ETA: 8.8s | Global ETA: 23m 24s
[2025-11-25T12:10:29.257562] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:10:29.258404] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:29.258563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:29.263465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:29.265254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:29.265222] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.27%
[2025-11-25T12:10:29.265553] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:10:29.265791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:29.266349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:29.266479] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:10:29.266908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:29.302774] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.82% | Symbol ETA: 7.7s | Global ETA: 23m 24s
[2025-11-25T12:10:29.302968] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:10:29.303891] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:29.304127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:29.309515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:29.311480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:29.312078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:29.312608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:29.313100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:29.315594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:29.348778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:29.349587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:29.350350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:29.358775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:29.377826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:29.545521] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:10:29.628690] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:10:29.686480] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:10:29.714780] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:29.720359] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:10:29.809714] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:29.852541] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:29.868234] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.73%
[2025-11-25T12:10:29.868579] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:10:29.869465] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:10:29.874301] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -4.03% | Symbol ETA: 8.9s | Global ETA: 23m 24s
[2025-11-25T12:10:29.874596] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:10:29.875440] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:29.875605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:29.880605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:29.882468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:29.883047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:29.883621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:29.884938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:29.886568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:29.888847] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:29.935228] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: 1.31% | Symbol ETA: 8.0s | Global ETA: 23m 24s
[2025-11-25T12:10:29.935512] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:10:29.936354] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:29.936494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:29.941451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:29.943252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:29.943817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:29.944331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:29.944853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:29.965481] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.81% | Symbol ETA: 7.0s | Global ETA: 23m 24s
[2025-11-25T12:10:29.965796] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:10:29.966609] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:29.966761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:29.971674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:29.973469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:29.974038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:29.974555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:29.975029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:29.977476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:30.020032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:30.026418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:30.027269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:30.028024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:30.039091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:30.229405] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:10:30.235556] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:10:30.366814] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:10:30.378630] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:10:30.398920] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:30.415720] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:30.475012] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.09%
[2025-11-25T12:10:30.475356] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:10:30.476215] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:10:30.537042] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:30.548876] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:30.557479] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -0.78% | Symbol ETA: 8.2s | Global ETA: 23m 24s
[2025-11-25T12:10:30.557803] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:10:30.558685] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:30.558831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:30.563672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:30.565547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:30.566146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:30.566686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:30.568021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:30.569703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:30.617586] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.05% | Symbol ETA: 7.3s | Global ETA: 23m 24s
[2025-11-25T12:10:30.618089] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:10:30.618977] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:30.619118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:30.624093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:30.624415] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.25% | Symbol ETA: 6.4s | Global ETA: 23m 24s
[2025-11-25T12:10:30.624572] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:10:30.625353] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:30.625430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:30.626271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:30.626837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:30.627303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:30.627818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:30.630602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:30.632372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:30.632876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:30.633322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:30.633766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:30.636275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:30.679541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:30.698881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:30.710486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:30.711666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:10:30.712417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:30.815916] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:10:30.914827] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:10:30.991421] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:31.040361] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:10:31.047103] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.13%
[2025-11-25T12:10:31.047465] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:10:31.048318] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:10:31.083277] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:31.127140] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:10:31.214202] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:31.255710] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 2.06% | Symbol ETA: 7.5s | Global ETA: 23m 25s
[2025-11-25T12:10:31.255868] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:10:31.256685] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:31.256786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:31.261748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:31.263617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:31.264148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:31.264666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:31.265955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:31.267940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:31.300471] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 5.7s | Global ETA: 23m 25s
[2025-11-25T12:10:31.300663] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:10:31.301207] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:31.301541] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:31.301628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:31.306856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:31.309067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:31.309591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:31.310240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:31.310670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:31.313513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:31.362495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:31.382955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:31.384769] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -2.17% | Symbol ETA: 6.6s | Global ETA: 23m 25s
[2025-11-25T12:10:31.390461] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:10:31.556071] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -2.07%, Actual: 0.71%
[2025-11-25T12:10:31.561990] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:31.613623] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:10:31.617481] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.31%
[2025-11-25T12:10:31.617672] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:10:31.618427] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:10:31.725539] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 3.10%, Actual: 1.25%
[2025-11-25T12:10:31.726457] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:10:31.784410] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:31.895694] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:31.897145] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 0.16%
[2025-11-25T12:10:31.940474] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 6.8s | Global ETA: 23m 25s
[2025-11-25T12:10:31.940624] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:10:31.941422] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:31.941500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:31.946237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:31.948075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:31.948564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:31.949034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:31.950320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:31.951938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:31.958165] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:10:31.970402] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 5.1s | Global ETA: 23m 25s
[2025-11-25T12:10:31.970575] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:10:31.971336] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:31.971423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:31.976175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:31.977939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:31.978414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:31.978875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:31.979269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:31.981628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:32.024461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:32.043610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:32.064745] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.61%, Actual: 3.31%
[2025-11-25T12:10:32.129679] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:32.184864] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.30%
[2025-11-25T12:10:32.185039] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:10:32.185840] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:10:32.233719] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 0.80%, Actual: 1.39%
[2025-11-25T12:10:32.289962] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:10:32.393012] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:10:32.400411] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -1.32%, Actual: 0.16%
[2025-11-25T12:10:32.460917] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:32.525417] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:10:32.567812] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 1.20%
[2025-11-25T12:10:32.577777] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:32.627160] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -2.47% | Symbol ETA: 6.1s | Global ETA: 23m 26s
[2025-11-25T12:10:32.627470] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:10:32.628360] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:32.628502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:32.633319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:32.635234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:32.635817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:32.636336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:32.637632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:32.639282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:32.656767] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.64% | Symbol ETA: 4.4s | Global ETA: 23m 26s
[2025-11-25T12:10:32.656924] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:10:32.657758] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:32.657863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:32.662961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:32.664900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:32.665420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:32.665948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:32.666383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:32.669106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:32.701027] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:32.715293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:32.737620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:32.739276] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: 1.31%, Actual: 1.60%
[2025-11-25T12:10:32.762157] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.30%
[2025-11-25T12:10:32.762505] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:10:32.763413] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:10:32.908330] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.05%, Actual: 0.41%
[2025-11-25T12:10:32.983801] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:10:33.070708] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:10:33.078406] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -2.17%, Actual: 1.40%
[2025-11-25T12:10:33.078809] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 43.4935%
[2025-11-25T12:10:33.078989] [INFO ] [main      ] JBGS: DISCARDED add_prev_1100_to_open (score: 43.49%)
[2025-11-25T12:10:33.079106] [INFO ] [main      ] JBGS: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:10:33.079211] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_prev_close_to_1100']
[2025-11-25T12:10:33.079351] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:10:33.092078] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:33.092847] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:10:33.093780] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:33.093918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:33.098697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:33.100566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:33.101134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:33.101670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:33.102138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:33.124138] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:10:33.157786] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:33.186595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:33.187818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:33.188559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:33.248584] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:33.304171] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:33.316585] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 5.4s | Global ETA: 23m 26s
[2025-11-25T12:10:33.316852] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:10:33.317785] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:33.318078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:33.323976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:33.324371] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.66% | Symbol ETA: 3.7s | Global ETA: 23m 26s
[2025-11-25T12:10:33.324591] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:10:33.325416] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:33.325549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:33.325965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:33.326563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:33.327156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:33.328523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:33.330299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:33.331595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:33.333541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:33.334104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:33.334617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:33.335100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:33.337537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:33.364619] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -0.92%
[2025-11-25T12:10:33.383132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:10:33.403331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:33.537495] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:10:33.553019] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.17%, Actual: 0.81%
[2025-11-25T12:10:33.701763] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:10:33.709101] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:33.740365] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -1.93%, Actual: 0.83%
[2025-11-25T12:10:33.745350] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:10:33.793239] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.81% | Symbol ETA: 12.3s | Global ETA: 23m 26s
[2025-11-25T12:10:33.793551] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:10:33.794471] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:33.794618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:33.799525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:33.801405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:33.801971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:33.802487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:33.802975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:33.886786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:33.887928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:33.888696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:33.913338] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:33.917121] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:33.917961] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.27%, Actual: 2.84%
[2025-11-25T12:10:33.991339] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 3.1s | Global ETA: 23m 26s
[2025-11-25T12:10:34.090223] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.73%, Actual: 0.58%
[2025-11-25T12:10:34.101910] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.55% | Symbol ETA: 4.7s | Global ETA: 23m 26s
[2025-11-25T12:10:34.166166] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.89%, Actual: 1.73%
[2025-11-25T12:10:34.227169] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:10:34.261503] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.09%, Actual: 4.52%
[2025-11-25T12:10:34.290908] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.87%, Actual: 1.44%
[2025-11-25T12:10:34.341575] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 1.80%
[2025-11-25T12:10:34.398952] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:34.433093] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.13%, Actual: 2.39%
[2025-11-25T12:10:34.473194] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: -0.31%, Actual: 0.62%
[2025-11-25T12:10:34.481204] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 3.28% | Symbol ETA: 11.5s | Global ETA: 23m 27s
[2025-11-25T12:10:34.481341] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:10:34.482671] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:34.482746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:34.487473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:34.489308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:34.489952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:34.490463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:34.490946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:34.516721] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.82%, Actual: 0.92%
[2025-11-25T12:10:34.575124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:34.576046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:34.576805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:34.604532] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.31%, Actual: 1.30%
[2025-11-25T12:10:34.655436] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.07%, Actual: 1.31%
[2025-11-25T12:10:34.694032] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.81%, Actual: 0.25%
[2025-11-25T12:10:34.778824] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.30%, Actual: 0.94%
[2025-11-25T12:10:34.824119] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -4.03%, Actual: 1.45%
[2025-11-25T12:10:34.867833] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.44%
[2025-11-25T12:10:34.914458] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:10:34.948117] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.30%, Actual: 5.47%
[2025-11-25T12:10:34.994705] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 1.73%
[2025-11-25T12:10:35.048450] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 0.42%
[2025-11-25T12:10:35.081824] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:35.117096] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -0.92%, Actual: 1.52%
[2025-11-25T12:10:35.117445] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 44.6803%
[2025-11-25T12:10:35.117579] [INFO ] [main      ] GROV: Baseline score (no features): 44.6803%
[2025-11-25T12:10:35.117730] [INFO ] [main      ] GROV: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:35.117852] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T12:10:35.117982] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:10:35.131881] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:35.132465] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:10:35.133408] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:10:35.133546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:35.138432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:35.163796] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 2.06%, Actual: 1.47%
[2025-11-25T12:10:35.164547] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -2.02% | Symbol ETA: 10.8s | Global ETA: 23m 27s
[2025-11-25T12:10:35.164695] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:10:35.166123] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:35.166306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:35.171255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:35.173045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:35.173522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:35.174083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:35.174549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:35.230374] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.23%
[2025-11-25T12:10:35.258239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:35.259049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:35.259821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:35.337196] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.69%, Actual: 2.46%
[2025-11-25T12:10:35.412314] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.20%
[2025-11-25T12:10:35.492909] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:10:35.506450] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -2.47%, Actual: 1.22%
[2025-11-25T12:10:35.589116] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.66%, Actual: 0.06%
[2025-11-25T12:10:35.594768] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:10:35.661304] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:35.674950] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 0.12%
[2025-11-25T12:10:35.720389] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 5m 11s | Global ETA: 23m 27s
[2025-11-25T12:10:35.720718] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:10:35.721548] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:10:35.721704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:35.726504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:35.761680] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:35.766494] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.38%
[2025-11-25T12:10:35.766945] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 42.3984%
[2025-11-25T12:10:35.767163] [INFO ] [main      ] CMSA: DISCARDED add_regime (score: 42.40%)
[2025-11-25T12:10:35.767286] [INFO ] [main      ] CMSA: Testing feature 40/53: add_regime_flags
[2025-11-25T12:10:35.767395] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_regime_flags']
[2025-11-25T12:10:35.767510] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:10:35.782277] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:35.782929] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:10:35.783926] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:35.784073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:35.789238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:35.791488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:35.792176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:35.792784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:35.793288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:35.796157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:35.841629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:35.842658] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.48% | Symbol ETA: 10.1s | Global ETA: 23m 27s
[2025-11-25T12:10:35.842963] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:10:35.843475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:35.843816] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:35.843965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:35.848743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:35.850542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:35.851109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:35.851620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:35.852152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:35.892107] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.55%, Actual: 0.79%
[2025-11-25T12:10:35.892566] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 46.8990%
[2025-11-25T12:10:35.892776] [INFO ] [main      ] AIT: DISCARDED add_prior_mag_lag (score: 46.90%)
[2025-11-25T12:10:35.892895] [INFO ] [main      ] AIT: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:10:35.893000] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_range_overlap_v_prior_day']
[2025-11-25T12:10:35.893110] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:10:35.913746] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:35.914749] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:10:35.916261] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:35.916456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:35.926378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:35.929717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:35.930666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:35.931373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:35.933329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:35.937167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:35.937480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:35.938460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:35.939176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:36.067408] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:10:36.206073] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:10:36.236584] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:36.274423] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:10:36.297134] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 5m 7s | Global ETA: 23m 28s
[2025-11-25T12:10:36.297455] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:10:36.298375] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:10:36.298523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:36.303559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:36.316350] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:10:36.385144] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:36.444591] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:36.458677] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.82% | Symbol ETA: 8.9s | Global ETA: 23m 28s
[2025-11-25T12:10:36.458978] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:10:36.459827] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:36.459968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:36.464854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:36.466742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:36.467358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:36.467953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:36.468429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:36.470975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:36.491596] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:36.513712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:36.515112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:36.528392] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.06% | Symbol ETA: 9.4s | Global ETA: 23m 28s
[2025-11-25T12:10:36.528707] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:10:36.529513] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:36.529671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:36.534385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:36.536188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:36.536760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:36.537287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:36.537776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:36.620852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:36.621839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:36.622589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:36.649018] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:10:36.671484] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 11.1s | Global ETA: 23m 28s
[2025-11-25T12:10:36.671633] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:10:36.672410] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:36.672486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:36.677389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:36.679263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:36.679807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:36.680256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:36.681456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:36.683792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:36.818311] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:36.850092] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:10:36.876141] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 5m 6s | Global ETA: 23m 28s
[2025-11-25T12:10:36.876288] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:10:36.877071] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:10:36.877144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:36.881910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:36.959574] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:10:37.016755] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:37.042490] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:10:37.089653] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 8.0s | Global ETA: 23m 28s
[2025-11-25T12:10:37.089808] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:10:37.090557] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:37.090628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:37.095352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:37.097124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:37.097612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:37.098077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:37.098474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:37.100831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:37.132599] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:37.143826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:37.145111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:37.212919] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:37.217524] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.22% | Symbol ETA: 8.7s | Global ETA: 23m 28s
[2025-11-25T12:10:37.217763] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:10:37.218563] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:37.218727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:37.220026] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:10:37.223540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:37.225341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:37.225909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:37.226428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:37.226913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:37.314673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:37.315788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:37.316553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:37.387771] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.00% | Symbol ETA: 10.2s | Global ETA: 23m 28s
[2025-11-25T12:10:37.387918] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:10:37.388693] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:37.388783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:37.388687] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:37.393504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:37.395426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:37.395925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:37.396464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:37.397790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:37.400154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:37.447755] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 5m 4s | Global ETA: 23m 28s
[2025-11-25T12:10:37.447903] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:10:37.448668] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:10:37.448762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:37.453477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:37.483695] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:10:37.651986] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:10:37.653964] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:37.727125] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 7.4s | Global ETA: 23m 28s
[2025-11-25T12:10:37.727415] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:10:37.728262] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:37.728435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:37.733373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:37.735194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:37.735775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:37.735808] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:10:37.736297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:37.736724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:37.739145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:37.781176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:37.782297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:37.790726] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:10:37.822059] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:37.904059] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.75% | Symbol ETA: 8.0s | Global ETA: 23m 28s
[2025-11-25T12:10:37.904365] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:10:37.905203] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:37.905343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:37.908062] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:37.910215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:37.912017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:37.912559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:37.913110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:37.913580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:37.962130] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:37.996094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:37.997169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:37.997975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:38.020351] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 5m 3s | Global ETA: 23m 28s
[2025-11-25T12:10:38.020663] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:10:38.021483] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:10:38.021623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:38.026561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:38.057969] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.81% | Symbol ETA: 9.3s | Global ETA: 23m 29s
[2025-11-25T12:10:38.058272] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:10:38.059121] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:38.059263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:38.064063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:38.065915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:38.066397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:38.066995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:38.068347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:38.070796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:38.128771] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:10:38.303351] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:38.334484] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:10:38.366810] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:10:38.379010] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.06% | Symbol ETA: 6.7s | Global ETA: 23m 29s
[2025-11-25T12:10:38.379299] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:10:38.380169] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:38.380310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:38.385202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:38.387093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:38.387693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:38.388219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:38.388725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:38.391207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:38.412538] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:10:38.435192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:38.436583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:38.504807] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:38.542227] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:38.586464] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:38.589912] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.32% | Symbol ETA: 7.3s | Global ETA: 23m 29s
[2025-11-25T12:10:38.590232] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:10:38.591071] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:38.591213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:38.596221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:38.598253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:38.598868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:38.599386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:38.599874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:38.602422] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 5m 3s | Global ETA: 23m 29s
[2025-11-25T12:10:38.602774] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:10:38.603595] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:10:38.603751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:38.609295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:38.684031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:38.685066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:38.685833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:38.741018] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -6.75% | Symbol ETA: 8.5s | Global ETA: 23m 29s
[2025-11-25T12:10:38.741316] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:10:38.742163] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:38.742304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:38.747170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:38.749051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:38.749599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:38.750140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:38.751809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:38.754476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:38.801765] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:10:38.954101] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:10:38.980664] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:39.023926] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:10:39.053170] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.25% | Symbol ETA: 6.1s | Global ETA: 23m 29s
[2025-11-25T12:10:39.053475] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:10:39.054352] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:39.054495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:39.059381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:39.061318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:39.061911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:39.062442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:39.062961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:39.065398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:39.095140] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:10:39.109635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:39.111199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:39.128949] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:39.188314] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 5m 3s | Global ETA: 23m 29s
[2025-11-25T12:10:39.188616] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:10:39.189476] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:10:39.189621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:39.193851] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:39.194699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:39.269319] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:39.274249] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.01% | Symbol ETA: 6.6s | Global ETA: 23m 29s
[2025-11-25T12:10:39.274535] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:10:39.275506] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:39.275661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:39.280624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:39.282441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:39.283030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:39.283550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:39.284055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:39.366083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:39.366954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:10:39.367753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:39.425777] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.64% | Symbol ETA: 7.8s | Global ETA: 23m 29s
[2025-11-25T12:10:39.426084] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:10:39.426944] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:39.427103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:39.432036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:39.433880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:39.434431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:39.434971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:39.436250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:39.438729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:39.459274] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:10:39.541988] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:10:39.632547] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:39.702457] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 5.4s | Global ETA: 23m 29s
[2025-11-25T12:10:39.702768] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:10:39.703589] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:39.703765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:39.705358] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:10:39.708658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:39.710543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:39.711121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:39.711664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:39.712137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:39.712933] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:39.714595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:39.757395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:39.758887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:39.770454] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 5m 3s | Global ETA: 23m 29s
[2025-11-25T12:10:39.770735] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:10:39.771551] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:10:39.771704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:39.776487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:39.777624] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:10:39.874159] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:39.948089] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:39.956842] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -1.23% | Symbol ETA: 6.0s | Global ETA: 23m 30s
[2025-11-25T12:10:40.103438] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:10:40.105374] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.72% | Symbol ETA: 7.1s | Global ETA: 23m 30s
[2025-11-25T12:10:40.105684] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:10:40.106559] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:40.106717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:40.111750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:40.113584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:40.113731] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:10:40.114158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:40.114710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:40.116053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:40.118599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:40.144413] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.81%, Actual: 0.71%
[2025-11-25T12:10:40.275101] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:40.282757] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:40.316423] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 3.28%, Actual: 1.25%
[2025-11-25T12:10:40.340410] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 5m 1s | Global ETA: 23m 30s
[2025-11-25T12:10:40.340538] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:10:40.341318] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:10:40.341461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:40.344618] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 4.8s | Global ETA: 23m 30s
[2025-11-25T12:10:40.344929] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:10:40.345711] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:40.345849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:40.346235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:40.350703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:40.352520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:40.353097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:40.353628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:40.354119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:40.356555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:40.399465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:40.400617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:40.462609] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:10:40.487708] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -2.02%, Actual: 0.16%
[2025-11-25T12:10:40.631729] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:40.669087] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.48%, Actual: 3.31%
[2025-11-25T12:10:40.686315] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:10:40.740799] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:10:40.781844] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.55% | Symbol ETA: 6.3s | Global ETA: 23m 30s
[2025-11-25T12:10:40.782140] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:10:40.783018] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:40.783161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:40.788173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:40.790022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:40.790572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:40.791120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:40.792402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:40.794839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:40.844680] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.06%, Actual: 1.39%
[2025-11-25T12:10:40.857012] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:40.912278] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:40.914313] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5m 1s | Global ETA: 23m 30s
[2025-11-25T12:10:40.981384] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.35% | Symbol ETA: 4.1s | Global ETA: 23m 30s
[2025-11-25T12:10:40.981531] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:10:40.982285] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:40.982361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:40.987157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:40.988926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:40.989556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:40.990110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:40.990588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:40.993078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:41.016201] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 0.16%
[2025-11-25T12:10:41.035489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:41.036700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:41.083089] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:10:41.155143] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:10:41.186243] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.75%, Actual: 1.20%
[2025-11-25T12:10:41.251395] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:10:41.324866] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:41.356031] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.32%, Actual: 1.60%
[2025-11-25T12:10:41.371032] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:10:41.420221] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:10:41.483567] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 5.7s | Global ETA: 23m 30s
[2025-11-25T12:10:41.483879] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:10:41.484726] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:41.484865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:41.489904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:41.491843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:41.492411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:41.492992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:41.494242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:41.496692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:41.526264] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.01%, Actual: 0.41%
[2025-11-25T12:10:41.540245] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:41.589228] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:10:41.609049] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.23% | Symbol ETA: 3.5s | Global ETA: 23m 30s
[2025-11-25T12:10:41.609358] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:10:41.610201] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:41.610342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:41.615152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:41.616967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:41.617553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:41.618131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:41.618608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:41.621113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:41.663491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:41.664624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:41.703676] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -1.23%, Actual: 1.40%
[2025-11-25T12:10:41.704161] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 51.8541%
[2025-11-25T12:10:41.704388] [INFO ] [main      ] JBGS: DISCARDED add_prev_close_to_1100 (score: 51.85%)
[2025-11-25T12:10:41.704538] [INFO ] [main      ] JBGS: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:10:41.704601] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_prev_close_to_open']
[2025-11-25T12:10:41.704735] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:10:41.718899] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:41.719470] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:10:41.720436] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:41.720578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:41.725388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:41.727273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:41.727855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:41.728306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:41.728795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:41.761451] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:10:41.816391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:41.817737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:41.818545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:41.840180] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:10:41.936100] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:10:42.004682] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:10:42.010065] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:42.107784] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:10:42.158562] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:10:42.166410] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -1.93% | Symbol ETA: 5.0s | Global ETA: 23m 31s
[2025-11-25T12:10:42.166558] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:10:42.167347] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:42.167445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:42.171952] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:42.172191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:42.174111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:42.174687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:42.175205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:42.176478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:10:42.178899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:42.240383] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.93% | Symbol ETA: 2.8s | Global ETA: 23m 31s
[2025-11-25T12:10:42.279380] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:10:42.329367] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:42.410520] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.82%, Actual: 1.73%
[2025-11-25T12:10:42.413967] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 11.6s | Global ETA: 23m 31s
[2025-11-25T12:10:42.414259] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:10:42.415104] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:42.415245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:42.420249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:42.422218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:42.422821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:42.423360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:42.423874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:42.453093] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:10:42.511684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:42.512748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:42.513544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:42.517265] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:10:42.580908] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.34%, Actual: 1.80%
[2025-11-25T12:10:42.682343] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:10:42.682807] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:10:42.682966] [INFO ] [main      ] GROV: DISCARDED add_afternoon_v_morning_volatility_mix (score: 36.24%)
[2025-11-25T12:10:42.683077] [INFO ] [main      ] GROV: Testing feature 2/53: add_atr
[2025-11-25T12:10:42.683182] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T12:10:42.683288] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:10:42.689476] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:42.697247] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:42.698019] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:10:42.698964] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:10:42.699157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:42.701044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:42.701683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:42.751048] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.92%
[2025-11-25T12:10:42.850237] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 1.86% | Symbol ETA: 4.3s | Global ETA: 23m 31s
[2025-11-25T12:10:42.861244] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:10:42.920810] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.06%, Actual: 0.25%
[2025-11-25T12:10:43.019465] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.88%, Actual: 1.44%
[2025-11-25T12:10:43.032958] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:43.043856] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:10:43.089928] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.44%
[2025-11-25T12:10:43.115956] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 5.17% | Symbol ETA: 11.0s | Global ETA: 23m 31s
[2025-11-25T12:10:43.116239] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:10:43.117155] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:43.117303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:43.122281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:43.124197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:43.124798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:43.125355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:43.125876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:43.188271] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.00%, Actual: 0.62%
[2025-11-25T12:10:43.213962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:43.215052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:43.215852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:43.216248] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:43.258686] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.42%
[2025-11-25T12:10:43.275761] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.40% | Symbol ETA: 6m 31s | Global ETA: 23m 31s
[2025-11-25T12:10:43.275905] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:10:43.276709] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:10:43.276783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:43.278561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:43.279094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:43.362078] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.81%, Actual: 1.31%
[2025-11-25T12:10:43.427423] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.23%
[2025-11-25T12:10:43.529435] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -6.75%, Actual: 1.45%
[2025-11-25T12:10:43.559008] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:10:43.595662] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 0.20%
[2025-11-25T12:10:43.624336] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:10:43.699119] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.64%, Actual: 1.73%
[2025-11-25T12:10:43.731985] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:43.763602] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.23%, Actual: 0.06%
[2025-11-25T12:10:43.796332] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:43.815751] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -2.81% | Symbol ETA: 10.3s | Global ETA: 23m 32s
[2025-11-25T12:10:43.816035] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:10:43.817437] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:43.817619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:43.822760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:43.826201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:43.827107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:43.827680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:43.828198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:43.859092] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -3.19% | Symbol ETA: 6m 30s | Global ETA: 23m 32s
[2025-11-25T12:10:43.859239] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:10:43.860095] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:10:43.860171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:43.861904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:43.862410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:43.885015] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 1.47%
[2025-11-25T12:10:43.916272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:43.917301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:43.918111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:43.950000] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.93%, Actual: 0.38%
[2025-11-25T12:10:43.950269] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 37.8221%
[2025-11-25T12:10:43.950365] [INFO ] [main      ] CMSA: DISCARDED add_regime_flags (score: 37.82%)
[2025-11-25T12:10:43.950415] [INFO ] [main      ] CMSA: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:10:43.950454] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:10:43.950510] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:10:43.963332] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:43.963940] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:10:43.964794] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:10:43.964877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:43.969718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:43.971539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:43.972057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:43.972507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:43.972946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:43.975332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:44.018377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:44.019567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:10:44.021235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:44.022276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:10:44.022976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:44.055409] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.55%, Actual: 2.46%
[2025-11-25T12:10:44.204809] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:10:44.225730] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.73%, Actual: 1.22%
[2025-11-25T12:10:44.263340] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:10:44.361925] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:10:44.379016] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:44.396967] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -1.93%, Actual: 0.12%
[2025-11-25T12:10:44.437095] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:44.446303] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.65% | Symbol ETA: 6m 30s | Global ETA: 23m 32s
[2025-11-25T12:10:44.446447] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:10:44.447272] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:10:44.447342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:44.449049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:44.449535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:44.521331] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.70% | Symbol ETA: 9.6s | Global ETA: 23m 32s
[2025-11-25T12:10:44.521620] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:10:44.522491] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:44.522632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:44.527545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:44.529393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:44.529966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:44.530483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:44.530973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:44.537423] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:44.570824] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 1.86%, Actual: 0.79%
[2025-11-25T12:10:44.571310] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 43.8101%
[2025-11-25T12:10:44.571496] [INFO ] [main      ] AIT: DISCARDED add_range_overlap_v_prior_day (score: 43.81%)
[2025-11-25T12:10:44.571617] [INFO ] [main      ] AIT: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:10:44.571747] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_range_volume_efficiency']
[2025-11-25T12:10:44.571859] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:10:44.588100] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:44.588678] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:10:44.589634] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:44.589795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:44.594658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:44.596543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:44.597169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:44.597709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:44.599014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:44.601209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:44.616346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:44.616719] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.31% | Symbol ETA: 8.3s | Global ETA: 23m 32s
[2025-11-25T12:10:44.616961] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:10:44.617441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:44.617831] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:10:44.617987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:44.618246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:44.622900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:44.624753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:44.625317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:44.625865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:44.626339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:44.628845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:44.671971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:44.673181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:10:44.674908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:44.676107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:10:44.676887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:44.794593] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:10:44.941352] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:10:44.959878] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:10:44.965555] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:45.017626] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:10:45.026475] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.62% | Symbol ETA: 6m 29s | Global ETA: 23m 32s
[2025-11-25T12:10:45.026828] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:10:45.027841] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:10:45.028008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:45.030066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:45.030722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:45.112706] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:45.143415] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:45.189055] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:45.225577] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.65% | Symbol ETA: 8.9s | Global ETA: 23m 32s
[2025-11-25T12:10:45.225887] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:10:45.226728] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:45.226870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:45.231699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:45.233540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:45.234121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:45.234658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:45.235156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:45.266868] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 7.7s | Global ETA: 23m 32s
[2025-11-25T12:10:45.267184] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:10:45.267974] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:10:45.268119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:45.273023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:45.274945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:45.275509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:45.276052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:45.276526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:45.279067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:45.283246] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 10.1s | Global ETA: 23m 32s
[2025-11-25T12:10:45.283437] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:10:45.284273] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:45.284414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:45.289453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:45.291338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:45.291951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:45.292487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:45.293788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:45.295978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:45.322153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:45.323032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:45.323264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:45.324048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:45.324412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:10:45.326169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:45.327314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:10:45.328115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:45.381870] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:10:45.557542] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:45.617447] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.26% | Symbol ETA: 6m 29s | Global ETA: 23m 33s
[2025-11-25T12:10:45.617754] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:10:45.618602] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:10:45.618705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:45.620542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:45.621177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:45.637902] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:10:45.668394] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:10:45.677578] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:10:45.809852] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:45.839583] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:45.855164] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:45.916683] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.67% | Symbol ETA: 7.0s | Global ETA: 23m 33s
[2025-11-25T12:10:45.916978] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:10:45.917845] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:10:45.917992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:45.922762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:45.924568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:45.925131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:45.925626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:45.926091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:45.928523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:45.938479] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 8.2s | Global ETA: 23m 33s
[2025-11-25T12:10:45.938742] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:10:45.939694] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:45.939818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:45.944808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:45.946743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:45.947332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:45.947862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:45.948314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:45.964237] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:10:45.967400] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.63% | Symbol ETA: 9.4s | Global ETA: 23m 33s
[2025-11-25T12:10:45.967694] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:10:45.968508] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:45.968621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:45.971945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:45.973140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:10:45.973472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:45.974804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:45.975301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:45.975850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:10:45.975840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:45.976336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:45.976519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:45.977673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:45.979805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:46.033968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:46.034988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:46.035699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:46.141062] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:46.199899] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.37% | Symbol ETA: 6m 28s | Global ETA: 23m 33s
[2025-11-25T12:10:46.200218] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:10:46.201136] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:10:46.201281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:46.203154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:46.203818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:46.314879] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:10:46.318364] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:10:46.383344] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:10:46.485871] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:46.488930] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:46.557569] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:46.563982] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.82% | Symbol ETA: 6.4s | Global ETA: 23m 33s
[2025-11-25T12:10:46.564275] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:10:46.565116] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:10:46.565261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:46.567969] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:10:46.570123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:46.571977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:46.572536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:46.573133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:46.573608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:46.576103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:46.619150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:46.620389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:10:46.622178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:46.623294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:10:46.624058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:46.638940] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 5.51% | Symbol ETA: 8.6s | Global ETA: 23m 33s
[2025-11-25T12:10:46.639201] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:10:46.640047] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:46.640189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:46.642039] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.58% | Symbol ETA: 7.5s | Global ETA: 23m 33s
[2025-11-25T12:10:46.642349] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:10:46.643186] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:46.643327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:46.645012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:46.646854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:46.647435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:46.647976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:46.648294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:46.649246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:46.650287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:46.650917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:46.651461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:46.651448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:46.651981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:46.737853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:46.739089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:46.739882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:46.747120] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:46.805289] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.85% | Symbol ETA: 6m 28s | Global ETA: 23m 33s
[2025-11-25T12:10:46.805436] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:10:46.806279] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:10:46.806358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:46.808265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:46.808851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:46.961212] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:10:46.989501] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:10:47.085251] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:10:47.130214] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:47.159321] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:47.180441] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:10:47.207728] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.45% | Symbol ETA: 5.7s | Global ETA: 23m 34s
[2025-11-25T12:10:47.207871] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:10:47.208688] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:10:47.208779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:47.213680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:47.215563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:47.216145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:47.216700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:47.217196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:47.219668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:47.256112] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:47.263217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:47.264424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:10:47.266155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:47.267298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:10:47.268095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:47.312908] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.85% | Symbol ETA: 7.9s | Global ETA: 23m 34s
[2025-11-25T12:10:47.313182] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:10:47.314017] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:47.314157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:47.319071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:47.320910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:47.321394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:47.321933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:47.323211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:47.325378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:47.338819] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 6.8s | Global ETA: 23m 34s
[2025-11-25T12:10:47.339127] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:10:47.340423] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:47.340566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:47.345531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:47.347447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:47.348044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:47.348509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:47.349054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:47.351912] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:47.408280] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 6m 27s | Global ETA: 23m 34s
[2025-11-25T12:10:47.408599] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:10:47.409478] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:10:47.409617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:47.411334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:47.411917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:47.435151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:47.436307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:47.437138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:47.606961] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:10:47.663337] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:10:47.751077] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:10:47.780063] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:47.783719] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:10:47.832327] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:47.857671] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 5.1s | Global ETA: 23m 34s
[2025-11-25T12:10:47.857969] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:10:47.858834] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:10:47.859003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:47.863869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:47.865801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:47.866417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:47.866956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:47.867445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:47.869906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:47.913323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:47.914593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:10:47.916500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:47.917733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:10:47.918551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:47.922685] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:47.955343] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:47.979623] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.37% | Symbol ETA: 6m 26s | Global ETA: 23m 34s
[2025-11-25T12:10:47.979938] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:10:47.980780] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:10:47.980922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:47.982686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:47.983282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:47.992565] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -0.75% | Symbol ETA: 7.3s | Global ETA: 23m 34s
[2025-11-25T12:10:47.992878] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:10:47.993677] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:47.993813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:47.998684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:48.000547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:48.001173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:48.001721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:48.003076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:48.005253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:48.036582] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.38% | Symbol ETA: 6.1s | Global ETA: 23m 34s
[2025-11-25T12:10:48.036908] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:10:48.037809] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:48.037953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:48.042960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:48.044880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:48.045455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:48.046018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:48.046504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:48.132675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:48.133626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:10:48.134349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:48.260121] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:10:48.340147] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:10:48.347195] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:10:48.433886] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:48.488406] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:10:48.510636] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 4.4s | Global ETA: 23m 34s
[2025-11-25T12:10:48.510926] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:10:48.511774] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:10:48.511920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:48.516824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:48.517789] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:48.518822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:48.519356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:48.519837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:48.520248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:48.522698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:48.565805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:48.567043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:10:48.568738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:48.569808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:10:48.570492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:48.577409] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -0.92% | Symbol ETA: 6m 26s | Global ETA: 23m 34s
[2025-11-25T12:10:48.577893] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:48.666230] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:48.744352] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -1.47% | Symbol ETA: 6.6s | Global ETA: 23m 34s
[2025-11-25T12:10:48.744679] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:10:48.745496] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:48.745582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:48.748620] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -1.41% | Symbol ETA: 5.4s | Global ETA: 23m 34s
[2025-11-25T12:10:48.750458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:48.752230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:48.752746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:48.753208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:48.754438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:48.756531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:48.769624] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.40%, Actual: 0.81%
[2025-11-25T12:10:48.916385] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:10:48.935064] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.41%, Actual: 0.71%
[2025-11-25T12:10:48.944401] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -3.19%, Actual: 0.83%
[2025-11-25T12:10:49.092032] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:49.094287] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:10:49.121951] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.65%, Actual: 2.84%
[2025-11-25T12:10:49.129043] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 5.17%, Actual: 1.25%
[2025-11-25T12:10:49.170422] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 1.01% | Symbol ETA: 3.8s | Global ETA: 23m 35s
[2025-11-25T12:10:49.170742] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:10:49.171556] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:10:49.171714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:49.176505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:49.178389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:49.178963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:49.179480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:49.179964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:49.182406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:49.227074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:49.228431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:10:49.230262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:49.231453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:10:49.232264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:49.263824] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:49.299071] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -2.81%, Actual: 0.16%
[2025-11-25T12:10:49.304708] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.62%, Actual: 0.58%
[2025-11-25T12:10:49.415945] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.37% | Symbol ETA: 5.9s | Global ETA: 23m 35s
[2025-11-25T12:10:49.416243] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:10:49.417113] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:49.417270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:49.422164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:49.424002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:49.424560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:49.425102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:49.426391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:49.428485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:49.471183] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.70%, Actual: 3.31%
[2025-11-25T12:10:49.478216] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.26%, Actual: 4.52%
[2025-11-25T12:10:49.568364] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:10:49.640176] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.65%, Actual: 1.39%
[2025-11-25T12:10:49.646590] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.37%, Actual: 2.39%
[2025-11-25T12:10:49.737258] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:49.767944] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:10:49.808225] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 0.16%
[2025-11-25T12:10:49.812188] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.61% | Symbol ETA: 3.1s | Global ETA: 23m 35s
[2025-11-25T12:10:49.812472] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:10:49.813324] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:10:49.813468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:49.815730] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.85%, Actual: 1.30%
[2025-11-25T12:10:49.818336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:49.820168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:49.820740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:49.821255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:49.821744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:49.824162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:49.866876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:10:49.868036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:10:49.869723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:10:49.870818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:10:49.871555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:49.938871] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:49.986365] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.58%, Actual: 1.20%
[2025-11-25T12:10:50.001084] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.43%, Actual: 0.94%
[2025-11-25T12:10:50.106713] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.80% | Symbol ETA: 5.2s | Global ETA: 23m 35s
[2025-11-25T12:10:50.106857] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:10:50.107626] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:50.107737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:50.112533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:50.114498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:50.115086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:50.115620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:50.116978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:50.119186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:50.175970] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.37%, Actual: 5.47%
[2025-11-25T12:10:50.177603] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.71%, Actual: 1.60%
[2025-11-25T12:10:50.208243] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:10:50.344616] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -0.92%, Actual: 1.52%
[2025-11-25T12:10:50.345023] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 47.4216%
[2025-11-25T12:10:50.345181] [INFO ] [main      ] GROV: KEPT add_atr (score: 47.42%)
[2025-11-25T12:10:50.345296] [INFO ] [main      ] GROV: Testing feature 3/53: add_atr_10
[2025-11-25T12:10:50.345398] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T12:10:50.345504] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:10:50.353613] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.38%, Actual: 0.41%
[2025-11-25T12:10:50.359714] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:50.360183] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:10:50.361052] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:50.361125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:50.362819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:50.363327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:50.363790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:50.377196] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:50.452915] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.16% | Symbol ETA: 2.5s | Global ETA: 23m 35s
[2025-11-25T12:10:50.458343] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:10:50.533723] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -1.41%, Actual: 1.40%
[2025-11-25T12:10:50.534073] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 47.1377%
[2025-11-25T12:10:50.534240] [INFO ] [main      ] JBGS: DISCARDED add_prev_close_to_open (score: 47.14%)
[2025-11-25T12:10:50.534358] [INFO ] [main      ] JBGS: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:10:50.534465] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_prior_day_tail_pressure']
[2025-11-25T12:10:50.534580] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:10:50.547318] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:50.548054] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:10:50.549027] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:50.549171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:50.554358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:50.556306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:50.556909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:50.557484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:50.557996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:50.624303] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.31%, Actual: 1.73%
[2025-11-25T12:10:50.626389] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:50.648166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:50.649279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:50.652269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:50.701230] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:10:50.773181] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -1.22% | Symbol ETA: 4.5s | Global ETA: 23m 36s
[2025-11-25T12:10:50.773483] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:10:50.774330] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:50.774472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:50.779528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:50.781362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:50.781942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:50.782667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:50.784142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:10:50.786310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:50.806175] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 1.80%
[2025-11-25T12:10:50.869594] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:50.928299] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 3m 17s | Global ETA: 23m 36s
[2025-11-25T12:10:50.928593] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:10:50.929425] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:50.929563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:50.931291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:50.931884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:50.932409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:51.010123] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:10:51.047161] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 0.92%
[2025-11-25T12:10:51.133314] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:10:51.188532] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:51.218737] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.82%, Actual: 0.25%
[2025-11-25T12:10:51.273754] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:10:51.275007] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 11.6s | Global ETA: 23m 36s
[2025-11-25T12:10:51.275299] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:10:51.276130] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:51.276273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:51.281305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:51.283232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:51.283826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:51.284367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:51.284908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:51.303363] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:51.373571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:51.374530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:51.377460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:51.389144] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.45%, Actual: 0.44%
[2025-11-25T12:10:51.444582] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:51.459197] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -1.07% | Symbol ETA: 3.9s | Global ETA: 23m 36s
[2025-11-25T12:10:51.504509] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 3m 16s | Global ETA: 23m 36s
[2025-11-25T12:10:51.504838] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:10:51.505723] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:51.505868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:51.507719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:51.508349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:51.508891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:51.564236] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.42%
[2025-11-25T12:10:51.633660] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.50%, Actual: 1.44%
[2025-11-25T12:10:51.723594] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:10:51.739173] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.23%
[2025-11-25T12:10:51.807699] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.63%, Actual: 0.62%
[2025-11-25T12:10:51.853623] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:10:51.904058] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:51.913392] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 0.20%
[2025-11-25T12:10:51.978573] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 5.51%, Actual: 1.31%
[2025-11-25T12:10:51.991890] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 3.60% | Symbol ETA: 10.9s | Global ETA: 23m 36s
[2025-11-25T12:10:51.992200] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:10:51.993239] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:51.993554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:51.999230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:52.001050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:52.001611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:52.002158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:52.002630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:52.024506] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:52.082287] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 3m 16s | Global ETA: 23m 36s
[2025-11-25T12:10:52.082582] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:10:52.083414] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:52.083554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:52.085277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:52.085864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:52.086386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:52.088488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:52.088730] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.61%, Actual: 0.06%
[2025-11-25T12:10:52.089627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:52.092598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:52.149535] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.85%, Actual: 1.45%
[2025-11-25T12:10:52.261162] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.38%
[2025-11-25T12:10:52.261572] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 43.8806%
[2025-11-25T12:10:52.261781] [INFO ] [main      ] CMSA: DISCARDED add_return_volume_nonlinearity_proxies (score: 43.88%)
[2025-11-25T12:10:52.261908] [INFO ] [main      ] CMSA: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:10:52.262009] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_shelf_lag']
[2025-11-25T12:10:52.262130] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:10:52.276109] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:52.276968] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:10:52.278100] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:52.278180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:52.283956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:52.285839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:52.286354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:52.286835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:52.287273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:52.289806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:52.320117] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 1.73%
[2025-11-25T12:10:52.337538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:10:52.339047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:52.427312] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:10:52.441166] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:10:52.488259] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -1.47%, Actual: 1.47%
[2025-11-25T12:10:52.601324] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:52.615144] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:52.655860] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 2.46%
[2025-11-25T12:10:52.661167] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 3m 15s | Global ETA: 23m 37s
[2025-11-25T12:10:52.661476] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:10:52.662324] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:52.662466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:52.664224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:52.664835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:52.665369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:52.679737] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:10:52.702338] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -2.57% | Symbol ETA: 10.1s | Global ETA: 23m 37s
[2025-11-25T12:10:52.702516] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:10:52.703313] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:52.703404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:52.708195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:52.710217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:52.710815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:52.711423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:52.711930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:52.801898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:52.803028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:52.805937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:52.825509] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.80%, Actual: 1.22%
[2025-11-25T12:10:52.851540] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:52.996412] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -1.22%, Actual: 0.12%
[2025-11-25T12:10:53.004691] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.90% | Symbol ETA: 8.8s | Global ETA: 23m 37s
[2025-11-25T12:10:53.004986] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:10:53.005846] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:53.005989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:53.010803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:53.012629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:53.013196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:53.013066] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:10:53.013680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:53.014165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:53.016622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:53.060278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:10:53.061854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:53.165337] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:10:53.165893] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -1.07%, Actual: 0.79%
[2025-11-25T12:10:53.166287] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 40.3380%
[2025-11-25T12:10:53.166463] [INFO ] [main      ] AIT: DISCARDED add_range_volume_efficiency (score: 40.34%)
[2025-11-25T12:10:53.166586] [INFO ] [main      ] AIT: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:10:53.166711] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:10:53.166825] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:10:53.182270] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:53.183035] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:10:53.183993] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:53.184135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:53.186186] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:53.189025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:53.190855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:53.191334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:53.191818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:53.193040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:53.196972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:53.246415] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 3m 14s | Global ETA: 23m 37s
[2025-11-25T12:10:53.246638] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:10:53.247626] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:53.247786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:53.249673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:53.250188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:53.250736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:53.343497] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:53.406989] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:10:53.430895] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.49% | Symbol ETA: 9.4s | Global ETA: 23m 37s
[2025-11-25T12:10:53.431038] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:10:53.431837] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:53.431914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:53.436841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:53.438770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:53.439257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:53.439717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:53.440117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:53.522871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:53.523734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:53.526420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:53.537210] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:10:53.581994] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:53.589321] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:10:53.707714] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:53.738049] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 8.1s | Global ETA: 23m 37s
[2025-11-25T12:10:53.738371] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:10:53.739322] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:53.739473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:53.745606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:53.747913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:53.748576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:53.749174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:53.749704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:53.752528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:53.759697] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:53.810323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:10:53.812558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:53.818814] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 3m 14s | Global ETA: 23m 37s
[2025-11-25T12:10:53.819115] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:10:53.819960] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:53.820120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:53.821864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:53.822434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:53.822974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:53.871321] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:10:53.878623] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 1.49% | Symbol ETA: 9.7s | Global ETA: 23m 37s
[2025-11-25T12:10:53.878941] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:10:53.879822] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:53.879965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:53.884808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:53.886633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:53.887220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:53.887768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:53.889042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:53.892960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:54.051889] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:54.139116] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.80% | Symbol ETA: 8.7s | Global ETA: 23m 37s
[2025-11-25T12:10:54.139420] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:10:54.140464] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:54.140607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:54.145698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:54.147760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:54.148537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:54.149122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:54.149724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:54.172554] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:10:54.199613] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:10:54.238143] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:10:54.238379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:54.239604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:54.242861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:54.345801] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:54.382997] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:54.403713] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 3m 13s | Global ETA: 23m 38s
[2025-11-25T12:10:54.403972] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:10:54.404806] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:54.404947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:54.406668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:54.407280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:54.407818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:54.411181] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:54.537340] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.01% | Symbol ETA: 7.5s | Global ETA: 23m 38s
[2025-11-25T12:10:54.537712] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:10:54.538610] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:54.538773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:54.543817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:54.545857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:54.546519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:54.547109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:54.547615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:54.550232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:54.590721] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 0.82% | Symbol ETA: 9.1s | Global ETA: 23m 38s
[2025-11-25T12:10:54.591017] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:10:54.591460] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:10:54.591908] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:54.592063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:54.594059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:10:54.595578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:54.597339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:54.599248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:54.599825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:54.600373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:54.601629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:54.605559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:54.746690] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:10:54.768132] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:54.853697] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 8.0s | Global ETA: 23m 38s
[2025-11-25T12:10:54.853848] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:10:54.854635] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:54.854791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:54.859878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:54.861825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:54.862327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:54.862876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:54.863281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:54.914389] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:54.945989] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:10:54.947783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:54.948963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:54.949689] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:10:54.952071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:54.971725] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 3m 13s | Global ETA: 23m 38s
[2025-11-25T12:10:54.971971] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:10:54.972836] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:54.972977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:54.974705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:54.975276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:54.975817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:55.115197] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:55.128346] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:55.271942] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 6.88% | Symbol ETA: 8.4s | Global ETA: 23m 38s
[2025-11-25T12:10:55.272231] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:10:55.273065] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:55.273211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:55.278116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:55.280114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:55.280721] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.00% | Symbol ETA: 6.7s | Global ETA: 23m 38s
[2025-11-25T12:10:55.280708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:55.280875] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:10:55.281273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:55.281669] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:55.281781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:55.282607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:55.286573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:55.286677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:55.288622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:55.289163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:55.289616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:55.290028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:55.292447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:55.296074] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:10:55.329117] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:10:55.337433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:10:55.338997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:55.465481] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:55.501920] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:55.550828] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 7.2s | Global ETA: 23m 38s
[2025-11-25T12:10:55.551119] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:10:55.551955] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:55.552093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:55.556883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:55.558695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:55.559243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:55.559781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:55.560251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:55.562029] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 3m 12s | Global ETA: 23m 38s
[2025-11-25T12:10:55.562303] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:10:55.563167] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:55.563329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:55.565092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:55.565726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:55.566256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:55.632172] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:10:55.643764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:55.644758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:55.647581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:55.705224] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:10:55.801002] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:10:55.888882] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:55.917202] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:10:55.950627] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.47% | Symbol ETA: 7.6s | Global ETA: 23m 38s
[2025-11-25T12:10:55.950943] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:10:55.951802] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:55.951943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:55.956764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:55.958582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:55.959157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:55.959696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:55.960960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:55.965759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:55.984595] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:10:56.047199] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 6.0s | Global ETA: 23m 38s
[2025-11-25T12:10:56.047381] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:10:56.048239] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:56.048333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:56.054020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:56.056059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:56.056772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:56.057341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:56.057908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:56.060503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:56.088623] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:56.107849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:10:56.109527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:56.146886] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3m 12s | Global ETA: 23m 38s
[2025-11-25T12:10:56.154447] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:56.238536] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 6.5s | Global ETA: 23m 39s
[2025-11-25T12:10:56.238867] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:10:56.239764] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:56.239907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:56.244848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:56.246745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:56.247331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:56.247884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:56.248362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:56.319582] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:10:56.325463] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:10:56.331502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:56.332508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:56.335346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:56.460577] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:10:56.497137] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:10:56.498166] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:10:56.631993] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:56.660255] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.85% | Symbol ETA: 7.0s | Global ETA: 23m 39s
[2025-11-25T12:10:56.660544] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:10:56.661405] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:56.661550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:56.666578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:56.668507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:56.669097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:56.669636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:56.670977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:56.671093] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:10:56.675200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:56.678057] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:10:56.780462] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 5.2s | Global ETA: 23m 39s
[2025-11-25T12:10:56.780653] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:10:56.781455] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:56.781546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:56.786299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:56.788206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:56.788885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:56.789419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:56.789927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:56.792469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:56.835588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:10:56.836988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:56.842779] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:10:56.866325] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:56.952613] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 4.08% | Symbol ETA: 5.8s | Global ETA: 23m 39s
[2025-11-25T12:10:56.952937] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:10:56.953808] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:56.953962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:56.959047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:56.960989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:56.961576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:56.962131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:56.962615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:57.010967] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:10:57.041321] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:10:57.048177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:57.049347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:10:57.052310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:57.176472] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:10:57.177477] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:10:57.215490] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:10:57.333500] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 6.3s | Global ETA: 23m 39s
[2025-11-25T12:10:57.333805] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:10:57.334619] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:57.334775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:57.339635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:57.341461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:57.342032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:57.342554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:57.343856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:57.344537] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:57.347919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:57.390535] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:10:57.404195] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:10:57.492311] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 4.5s | Global ETA: 23m 39s
[2025-11-25T12:10:57.492464] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:10:57.493250] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:57.493327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:57.498118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:57.499899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:57.500377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:57.500845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:57.501247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:57.503634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:57.546417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:10:57.547975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:57.564143] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:10:57.581174] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:57.665258] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -1.47% | Symbol ETA: 5.1s | Global ETA: 23m 39s
[2025-11-25T12:10:57.684972] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:10:57.743090] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:10:57.837825] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 0.15%, Actual: 0.71%
[2025-11-25T12:10:57.855410] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:10:57.898709] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:10:57.921034] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:10:57.921444] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:10:57.921579] [INFO ] [main      ] GROV: DISCARDED add_atr_10 (score: 36.24%)
[2025-11-25T12:10:57.921714] [INFO ] [main      ] GROV: Testing feature 4/53: add_atr_5
[2025-11-25T12:10:57.921824] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5']
[2025-11-25T12:10:57.921934] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:10:57.936587] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:57.937101] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:10:57.938182] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:57.938330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:57.940177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:57.940840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:57.941332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:58.004542] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -1.34% | Symbol ETA: 5.6s | Global ETA: 23m 39s
[2025-11-25T12:10:58.004722] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:10:58.005487] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:58.005577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:58.010373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:58.011636] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 3.60%, Actual: 1.25%
[2025-11-25T12:10:58.012291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:58.012805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:58.013337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:58.014620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:58.018621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:58.079114] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:58.185920] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -2.57%, Actual: 0.16%
[2025-11-25T12:10:58.234000] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 3.7s | Global ETA: 23m 40s
[2025-11-25T12:10:58.234314] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:10:58.235211] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:58.235375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:58.240608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:58.242625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:58.243241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:58.244603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:58.245157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:58.247911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:58.293796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:10:58.295349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:58.304998] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:10:58.357865] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.49%, Actual: 3.31%
[2025-11-25T12:10:58.358587] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:10:58.483925] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:10:58.527117] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.80%, Actual: 1.39%
[2025-11-25T12:10:58.528057] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:10:58.541864] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.40% | Symbol ETA: 2m 9s | Global ETA: 23m 40s
[2025-11-25T12:10:58.542164] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:10:58.543032] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:58.543174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:58.544925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:58.545504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:58.546002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:58.657960] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:10:58.691793] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.40% | Symbol ETA: 4.9s | Global ETA: 23m 40s
[2025-11-25T12:10:58.691935] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:10:58.692699] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:58.692774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:58.696452] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.16%, Actual: 0.16%
[2025-11-25T12:10:58.697519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:58.699428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:58.700005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:58.700530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:58.701824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:58.705764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:58.834096] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:58.866930] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 1.20%
[2025-11-25T12:10:58.889911] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:10:58.987874] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.84% | Symbol ETA: 3.0s | Global ETA: 23m 40s
[2025-11-25T12:10:58.988025] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:10:58.988889] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:58.988969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:58.994120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:58.995997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:58.996531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:58.997071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:58.997502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:10:58.999965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:10:59.040791] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:10:59.044306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:10:59.045796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:59.047363] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 1.60%
[2025-11-25T12:10:59.062759] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:10:59.121405] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -3.19% | Symbol ETA: 2m 8s | Global ETA: 23m 40s
[2025-11-25T12:10:59.121561] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:10:59.122338] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:59.122567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:59.124327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:59.124933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:59.125408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:59.210216] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:10:59.218661] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 4.08%, Actual: 0.41%
[2025-11-25T12:10:59.361376] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -1.73% | Symbol ETA: 4.2s | Global ETA: 23m 40s
[2025-11-25T12:10:59.361660] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:10:59.362474] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:10:59.362614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:59.367454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:59.369285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:59.369850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:59.370365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:10:59.371724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:10:59.375592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:59.388094] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -1.47%, Actual: 1.40%
[2025-11-25T12:10:59.388483] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 38.2699%
[2025-11-25T12:10:59.388667] [INFO ] [main      ] JBGS: DISCARDED add_prior_day_tail_pressure (score: 38.27%)
[2025-11-25T12:10:59.388787] [INFO ] [main      ] JBGS: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:10:59.388894] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_prior_mag_lag']
[2025-11-25T12:10:59.389010] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:10:59.401581] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:10:59.402085] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:10:59.402724] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:10:59.403628] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:10:59.403794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:10:59.409321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:59.411273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:59.411856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:10:59.412375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:59.412875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:10:59.468864] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:10:59.499042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:10:59.500073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:10:59.501802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:59.579448] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:59.641041] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:10:59.714928] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.65% | Symbol ETA: 2m 8s | Global ETA: 23m 40s
[2025-11-25T12:10:59.715231] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:10:59.716081] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:10:59.716220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:10:59.718027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:10:59.718828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:10:59.719300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:10:59.736096] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.88% | Symbol ETA: 2.2s | Global ETA: 23m 40s
[2025-11-25T12:10:59.738399] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:10:59.846079] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:10:59.913118] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:10:59.915477] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.90%, Actual: 1.73%
[2025-11-25T12:11:00.030183] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:00.118119] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.80% | Symbol ETA: 3.5s | Global ETA: 23m 41s
[2025-11-25T12:11:00.125329] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 11.2s | Global ETA: 23m 41s
[2025-11-25T12:11:00.125697] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:11:00.126818] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:00.127061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:00.126880] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 1.80%
[2025-11-25T12:11:00.132972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:00.135762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:00.136621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:00.137330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:00.137966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:00.176992] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:11:00.273676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:00.275276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:11:00.277867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:00.362776] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 1.49%, Actual: 1.44%
[2025-11-25T12:11:00.374941] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.92%
[2025-11-25T12:11:00.443412] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:00.525880] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.62% | Symbol ETA: 2m 8s | Global ETA: 23m 41s
[2025-11-25T12:11:00.526329] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:11:00.527465] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:11:00.527701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:00.530093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:00.530950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:00.531556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:00.608962] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.00%, Actual: 0.25%
[2025-11-25T12:11:00.613250] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 0.82%, Actual: 0.62%
[2025-11-25T12:11:00.777937] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:11:00.843744] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 0.44%
[2025-11-25T12:11:00.855625] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 6.88%, Actual: 1.31%
[2025-11-25T12:11:01.018960] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:11:01.055228] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 0.42%
[2025-11-25T12:11:01.066277] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:01.189173] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.47%, Actual: 1.45%
[2025-11-25T12:11:01.233705] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.21% | Symbol ETA: 12.0s | Global ETA: 23m 41s
[2025-11-25T12:11:01.233869] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:11:01.234878] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:01.234957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:01.243356] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:01.245797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:01.251054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:01.251684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:01.252156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:01.252580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:01.258974] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 0.23%
[2025-11-25T12:11:01.366827] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.26% | Symbol ETA: 2m 7s | Global ETA: 23m 41s
[2025-11-25T12:11:01.366982] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:11:01.367893] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:11:01.367970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:01.372729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:01.373272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:01.373703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:01.424614] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.85%, Actual: 1.73%
[2025-11-25T12:11:01.443434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:01.447594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:11:01.452682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:01.479270] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: -0.28%, Actual: 0.20%
[2025-11-25T12:11:01.642018] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.37%, Actual: 1.47%
[2025-11-25T12:11:01.681787] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.84%, Actual: 0.06%
[2025-11-25T12:11:01.823856] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -1.34%, Actual: 2.46%
[2025-11-25T12:11:01.857805] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.88%, Actual: 0.38%
[2025-11-25T12:11:01.858206] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 43.3712%
[2025-11-25T12:11:01.858412] [INFO ] [main      ] CMSA: DISCARDED add_shelf_lag (score: 43.37%)
[2025-11-25T12:11:01.858535] [INFO ] [main      ] CMSA: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:11:01.858661] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_signed_carry_history_11']
[2025-11-25T12:11:01.858806] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:11:01.874576] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:01.875449] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:11:01.876812] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:01.876983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:01.882298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:01.884765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:01.885368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:01.885943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:01.886432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:01.889251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:01.910632] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:11:01.936479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:01.938392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:01.977392] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:11:01.997876] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.40%, Actual: 1.22%
[2025-11-25T12:11:02.131495] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:02.190285] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -1.73%, Actual: 0.12%
[2025-11-25T12:11:02.192026] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.37% | Symbol ETA: 2m 7s | Global ETA: 23m 42s
[2025-11-25T12:11:02.192367] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:11:02.192792] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:02.193418] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:11:02.193605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:02.195590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:02.196322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:02.196871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:02.277036] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 11.4s | Global ETA: 23m 42s
[2025-11-25T12:11:02.277332] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:11:02.278179] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:02.278324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:02.283184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:02.285152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:02.285742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:02.286254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:02.286903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:02.309196] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:11:02.372106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:02.373122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:11:02.374908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:02.392152] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.80%, Actual: 0.79%
[2025-11-25T12:11:02.392428] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 48.6987%
[2025-11-25T12:11:02.392541] [INFO ] [main      ] AIT: DISCARDED add_range_volume_efficiency_refinements (score: 48.70%)
[2025-11-25T12:11:02.392604] [INFO ] [main      ] AIT: Testing feature 39/53: add_regime
[2025-11-25T12:11:02.392673] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_regime']
[2025-11-25T12:11:02.392733] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:11:02.409000] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:02.409551] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:11:02.410686] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:02.410782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:02.415997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:02.418065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:02.418728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:02.419270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:02.420721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:02.441242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:02.481304] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:02.555016] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:11:02.558632] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.73% | Symbol ETA: 8.4s | Global ETA: 23m 42s
[2025-11-25T12:11:02.558802] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:11:02.559751] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:02.559828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:02.564872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:02.566628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:02.567307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:02.567850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:02.568319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:02.570773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:02.613476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:02.615053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:02.722128] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:11:02.728730] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:02.805471] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.85% | Symbol ETA: 2m 6s | Global ETA: 23m 42s
[2025-11-25T12:11:02.806046] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:11:02.807875] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:11:02.808095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:02.810818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:02.811949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:02.812577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:02.816349] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:11:02.899447] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:02.954854] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:11:02.991455] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.15% | Symbol ETA: 10.1s | Global ETA: 23m 42s
[2025-11-25T12:11:02.991599] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:11:02.992386] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:02.992612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:02.997607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:02.999550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:03.000135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:03.000730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:03.001227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:03.001096] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:03.087299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:03.088352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:11:03.090100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:03.122923] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:03.169705] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -1.03% | Symbol ETA: 10.2s | Global ETA: 23m 42s
[2025-11-25T12:11:03.169859] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:11:03.170630] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:03.170747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:03.175516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:03.177339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:03.177861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:03.178468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:03.179783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:03.197936] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.47% | Symbol ETA: 7.6s | Global ETA: 23m 42s
[2025-11-25T12:11:03.198082] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:11:03.199061] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:03.199137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:03.199350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:03.204296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:03.206252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:03.206776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:03.207259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:03.207673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:03.210047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:03.229087] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:11:03.256130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:03.257790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:03.412873] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:03.433512] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:11:03.474500] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 2m 5s | Global ETA: 23m 42s
[2025-11-25T12:11:03.474821] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:11:03.475704] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:11:03.475846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:03.477694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:03.478315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:03.478833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:03.560812] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:11:03.601063] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:11:03.618872] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:03.717183] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 3.60% | Symbol ETA: 9.0s | Global ETA: 23m 43s
[2025-11-25T12:11:03.717482] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:11:03.718335] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:03.718475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:03.723227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:03.725076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:03.725632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:03.726170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:03.726661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:03.745262] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:03.775059] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:03.810224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:03.811488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:11:03.813166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:03.841915] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:11:03.851189] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.56% | Symbol ETA: 6.9s | Global ETA: 23m 43s
[2025-11-25T12:11:03.851478] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:11:03.852312] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:03.852458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:03.857289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:03.859325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:03.859905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:03.860422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:03.860921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:03.863441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:03.908551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:03.910764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:03.927542] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.70% | Symbol ETA: 9.5s | Global ETA: 23m 43s
[2025-11-25T12:11:03.927881] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:11:03.928765] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:03.928907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:03.933949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:03.935861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:03.936500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:03.937121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:03.938489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:03.958683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:04.019884] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:04.077688] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.37% | Symbol ETA: 2m 4s | Global ETA: 23m 43s
[2025-11-25T12:11:04.077984] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:11:04.078841] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:11:04.078978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:04.080935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:04.081521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:04.082203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:04.162687] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:11:04.280911] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:11:04.320627] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:11:04.333041] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:04.419483] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -2.74% | Symbol ETA: 8.0s | Global ETA: 23m 43s
[2025-11-25T12:11:04.419783] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:11:04.420595] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:04.420758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:04.425502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:04.426354] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:11:04.427339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:04.427916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:04.428438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:04.428923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:04.452487] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:04.500713] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:04.512538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:04.513569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:11:04.515210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:04.529415] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.26% | Symbol ETA: 6.3s | Global ETA: 23m 43s
[2025-11-25T12:11:04.529563] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:11:04.530338] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:04.530416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:04.535374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:04.537188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:04.537692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:04.538155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:04.538740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:04.541284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:04.584259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:04.586200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:04.595453] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:04.651274] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -0.92% | Symbol ETA: 2m 4s | Global ETA: 23m 43s
[2025-11-25T12:11:04.680740] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.84% | Symbol ETA: 8.7s | Global ETA: 23m 43s
[2025-11-25T12:11:04.680889] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:11:04.681697] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:04.681791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:04.687879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:04.690025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:04.690629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:04.691193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:04.692584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:04.714673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:04.820470] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.40%, Actual: 0.81%
[2025-11-25T12:11:04.853007] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:11:04.942767] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:11:04.989812] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -3.19%, Actual: 0.83%
[2025-11-25T12:11:05.024279] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:05.092993] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:11:05.108456] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 7.1s | Global ETA: 23m 43s
[2025-11-25T12:11:05.108768] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:11:05.109587] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:05.109752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:05.114560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:05.114992] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:05.116459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:05.117035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:05.117554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:05.118034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:05.159077] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.65%, Actual: 2.84%
[2025-11-25T12:11:05.190708] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 5.6s | Global ETA: 23m 43s
[2025-11-25T12:11:05.191016] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:11:05.191886] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:05.192030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:05.197057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:05.199147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:05.199812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:05.200098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:05.200343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:05.200865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:05.201112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:11:05.202662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:05.203569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:05.245974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:05.247924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:05.284492] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:05.333698] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.62%, Actual: 0.58%
[2025-11-25T12:11:05.458510] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -6.09% | Symbol ETA: 8.0s | Global ETA: 23m 44s
[2025-11-25T12:11:05.458814] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:11:05.459687] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:05.459859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:05.465120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:05.467085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:05.467812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:05.468393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:05.469787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:05.489873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:05.506253] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.26%, Actual: 4.52%
[2025-11-25T12:11:05.538859] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:11:05.610890] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:11:05.686762] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.37%, Actual: 2.39%
[2025-11-25T12:11:05.708407] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:05.787052] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:05.791449] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 6.3s | Global ETA: 23m 44s
[2025-11-25T12:11:05.791690] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:11:05.792505] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:05.792670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:05.797424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:05.799233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:05.799806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:05.800320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:05.800808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:05.843139] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:11:05.863223] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.85%, Actual: 1.30%
[2025-11-25T12:11:05.864932] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 4.9s | Global ETA: 23m 44s
[2025-11-25T12:11:05.865241] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:11:05.866176] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:05.866326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:05.871594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:05.873762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:05.874335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:05.875028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:05.875625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:05.878336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:05.882415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:05.883418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:11:05.885058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:05.929942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:05.932360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:06.020664] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:06.053147] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.43%, Actual: 0.94%
[2025-11-25T12:11:06.215137] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: 1.78% | Symbol ETA: 7.2s | Global ETA: 23m 44s
[2025-11-25T12:11:06.215440] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:11:06.216353] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:06.216514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:06.221817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:06.223916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:06.224495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:06.225071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:06.226472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:06.235106] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.37%, Actual: 5.47%
[2025-11-25T12:11:06.244317] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:11:06.247314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:06.320400] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:11:06.413410] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:06.423884] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -0.92%, Actual: 1.52%
[2025-11-25T12:11:06.424279] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 47.4216%
[2025-11-25T12:11:06.424431] [INFO ] [main      ] GROV: KEPT add_atr_5 (score: 47.42%)
[2025-11-25T12:11:06.424554] [INFO ] [main      ] GROV: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T12:11:06.424684] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T12:11:06.424824] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:11:06.442843] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:06.443297] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:11:06.444829] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:06.444971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:06.447237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:06.448027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:06.448623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:11:06.449778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:06.497043] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 3.11% | Symbol ETA: 5.5s | Global ETA: 23m 44s
[2025-11-25T12:11:06.497334] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:11:06.498112] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:06.498252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:06.502996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:06.504832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:06.505382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:06.505920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:06.506386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:06.513930] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:06.590152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:06.591247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:11:06.592885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:06.597719] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.28% | Symbol ETA: 4.3s | Global ETA: 23m 44s
[2025-11-25T12:11:06.598051] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:11:06.599019] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:06.599168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:06.604862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:06.606991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:06.606738] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:11:06.607667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:06.608200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:06.608755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:06.611351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:06.659704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:06.661623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:06.783992] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:06.796390] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:11:06.927730] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:11:06.963555] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -3.63% | Symbol ETA: 6.4s | Global ETA: 23m 44s
[2025-11-25T12:11:06.963729] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:11:06.964553] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:06.964806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:06.967228] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:06.970184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:06.972511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:06.973144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:06.973760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:06.975167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:06.994947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:07.021562] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:11:07.026097] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 1m 47s | Global ETA: 23m 44s
[2025-11-25T12:11:07.026387] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:11:07.027265] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:07.027407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:07.029147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:07.029751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:07.030232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:11:07.031079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:07.094684] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:07.177117] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 4.7s | Global ETA: 23m 45s
[2025-11-25T12:11:07.203714] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:07.281848] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 3.6s | Global ETA: 23m 45s
[2025-11-25T12:11:07.282161] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:11:07.283259] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:07.283434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:07.290093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:07.292590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:07.293318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:07.294006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:07.294611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:07.297926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:07.343426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:07.344956] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -0.18%, Actual: 0.71%
[2025-11-25T12:11:07.345301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:07.350017] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:11:07.374411] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:11:07.513728] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.21%, Actual: 1.25%
[2025-11-25T12:11:07.530814] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:07.551238] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:07.612556] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 1m 47s | Global ETA: 23m 45s
[2025-11-25T12:11:07.612742] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:11:07.613661] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:07.613802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:07.615661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:07.616207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:07.616747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:11:07.617615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:07.685524] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 0.16%
[2025-11-25T12:11:07.690784] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 5.7s | Global ETA: 23m 45s
[2025-11-25T12:11:07.691081] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:11:07.691993] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:07.692173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:07.697452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:07.699444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:07.700019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:07.700615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:07.702219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:07.705419] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:11:07.722781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:07.857071] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.15%, Actual: 3.31%
[2025-11-25T12:11:07.876000] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:07.947616] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.33% | Symbol ETA: 3.0s | Global ETA: 23m 45s
[2025-11-25T12:11:07.947932] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:11:07.948798] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:07.948939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:07.953875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:07.955726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:07.956279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:07.956825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:07.957326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:07.959808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:07.962258] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:11:08.002013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:08.003853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:08.026238] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 3.60%, Actual: 1.39%
[2025-11-25T12:11:08.076030] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:11:08.136291] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:08.198972] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -2.74%, Actual: 0.16%
[2025-11-25T12:11:08.199610] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 1m 46s | Global ETA: 23m 45s
[2025-11-25T12:11:08.199915] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:11:08.200766] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:08.200906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:08.202610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:08.203216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:08.203722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:11:08.204550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:08.250092] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:08.361663] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:11:08.371861] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.43%, Actual: 1.20%
[2025-11-25T12:11:08.433352] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.23% | Symbol ETA: 4.9s | Global ETA: 23m 45s
[2025-11-25T12:11:08.433635] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:11:08.434482] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:08.434654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:08.439584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:08.441463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:08.442061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:08.442594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:08.443958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:08.464314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:08.544491] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.85%, Actual: 1.60%
[2025-11-25T12:11:08.555071] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:08.562846] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:11:08.630069] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 2.3s | Global ETA: 23m 45s
[2025-11-25T12:11:08.723101] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 3.11%, Actual: 0.41%
[2025-11-25T12:11:08.738323] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:08.800057] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 1m 46s | Global ETA: 23m 45s
[2025-11-25T12:11:08.800337] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:11:08.801435] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:08.801602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:08.803378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:08.804025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:08.804527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:11:08.805366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:08.806948] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.73%, Actual: 1.73%
[2025-11-25T12:11:08.869959] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:11:08.896297] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -0.31%, Actual: 1.40%
[2025-11-25T12:11:08.896697] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 36.3829%
[2025-11-25T12:11:08.896866] [INFO ] [main      ] JBGS: DISCARDED add_prior_mag_lag (score: 36.38%)
[2025-11-25T12:11:08.896985] [INFO ] [main      ] JBGS: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:11:08.897113] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_range_overlap_v_prior_day']
[2025-11-25T12:11:08.897249] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:11:08.910129] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:08.910705] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:11:08.911667] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:08.911819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:08.917120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:08.920742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:08.921351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:08.921905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:08.922410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:08.983902] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 1.80%
[2025-11-25T12:11:09.012430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:09.013693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:11:09.016268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:09.049461] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:09.156253] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:11:09.160829] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.92%
[2025-11-25T12:11:09.227214] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -0.03% | Symbol ETA: 4.2s | Global ETA: 23m 46s
[2025-11-25T12:11:09.227391] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:11:09.228839] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:09.229019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:09.234976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:09.237148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:09.237894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:09.238474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:09.239929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:09.260086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:09.329549] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:09.336571] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.26%, Actual: 0.25%
[2025-11-25T12:11:09.369013] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:11:09.389917] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 1m 45s | Global ETA: 23m 46s
[2025-11-25T12:11:09.390218] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:11:09.391135] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:09.391279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:09.393054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:09.393670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:09.394142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:11:09.395000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:09.508684] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 0.44%
[2025-11-25T12:11:09.543921] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:09.623140] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:11:09.628401] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 0.50% | Symbol ETA: 11.1s | Global ETA: 23m 46s
[2025-11-25T12:11:09.628720] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:11:09.629536] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:09.629694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:09.634513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:09.636330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:09.636866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:09.637374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:09.637831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:09.685466] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 0.42%
[2025-11-25T12:11:09.725914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:09.727083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:11:09.729668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:09.747085] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:11:09.800953] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:09.862375] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.28%, Actual: 0.23%
[2025-11-25T12:11:09.925137] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:09.982847] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.59% | Symbol ETA: 3.4s | Global ETA: 23m 46s
[2025-11-25T12:11:09.985053] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 1m 44s | Global ETA: 23m 46s
[2025-11-25T12:11:09.985354] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:11:09.986270] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:09.986434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:09.988326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:09.988969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:09.989460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:11:09.990536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:10.035181] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.20%
[2025-11-25T12:11:10.084271] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:11:10.158367] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.03%, Actual: 1.44%
[2025-11-25T12:11:10.209573] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.33%, Actual: 0.06%
[2025-11-25T12:11:10.261409] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:10.332314] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 0.62%
[2025-11-25T12:11:10.341923] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:11:10.347476] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.09% | Symbol ETA: 10.4s | Global ETA: 23m 46s
[2025-11-25T12:11:10.347618] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:11:10.348373] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:10.348448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:10.353135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:10.354874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:10.355364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:10.355837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:10.356246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:10.388638] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.38%
[2025-11-25T12:11:10.388997] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 41.1396%
[2025-11-25T12:11:10.389148] [INFO ] [main      ] CMSA: DISCARDED add_signed_carry_history_11 (score: 41.14%)
[2025-11-25T12:11:10.389214] [INFO ] [main      ] CMSA: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:11:10.389281] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_sma_ratio']
[2025-11-25T12:11:10.389343] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:11:10.403151] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:10.403866] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:11:10.404816] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:10.405040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:10.410035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:10.412039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:10.412631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:10.413177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:10.413683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:10.416182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:10.444321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:10.445420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:11:10.448028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:10.459844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:10.460998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:10.506172] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.84%, Actual: 1.31%
[2025-11-25T12:11:10.517888] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:10.578490] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 1m 44s | Global ETA: 23m 46s
[2025-11-25T12:11:10.579004] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:11:10.580095] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:10.580246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:10.582089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:10.582753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:10.583245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:11:10.584140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:10.678277] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -6.09%, Actual: 1.45%
[2025-11-25T12:11:10.811230] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:11:10.835226] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:11:10.849319] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: 1.78%, Actual: 1.73%
[2025-11-25T12:11:10.944206] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:11:10.986101] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:11.016063] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:11.023594] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -3.63%, Actual: 1.47%
[2025-11-25T12:11:11.073200] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.16% | Symbol ETA: 9.7s | Global ETA: 23m 47s
[2025-11-25T12:11:11.073516] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:11:11.074376] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:11.074542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:11.080153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:11.082491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:11.083130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:11.083681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:11.084194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:11.092561] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.71% | Symbol ETA: 8.0s | Global ETA: 23m 47s
[2025-11-25T12:11:11.092845] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:11:11.093774] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:11.093916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:11.099520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:11.101531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:11.102345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:11.102917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:11.103449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:11.106301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:11.126119] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:11.153089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:11.154215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:11.170186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:11.171387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:11:11.174120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:11.186743] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 1m 43s | Global ETA: 23m 47s
[2025-11-25T12:11:11.187096] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:11:11.188069] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:11.188211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:11.190023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:11.190628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:11.191114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:11:11.192024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:11.196637] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 2.46%
[2025-11-25T12:11:11.379606] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.23%, Actual: 1.22%
[2025-11-25T12:11:11.500572] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:11:11.517032] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:11:11.551929] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.12%
[2025-11-25T12:11:11.554315] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:11:11.669517] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:11.687464] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:11.726481] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.59%, Actual: 0.79%
[2025-11-25T12:11:11.726878] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 46.0714%
[2025-11-25T12:11:11.727069] [INFO ] [main      ] AIT: DISCARDED add_regime (score: 46.07%)
[2025-11-25T12:11:11.727197] [INFO ] [main      ] AIT: Testing feature 40/53: add_regime_flags
[2025-11-25T12:11:11.727306] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_regime_flags']
[2025-11-25T12:11:11.727418] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:11:11.738737] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:11.741142] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 7.1s | Global ETA: 23m 47s
[2025-11-25T12:11:11.741442] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:11:11.742290] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:11.742431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:11.743906] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:11.744402] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:11:11.745327] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:11.745408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:11.751182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:11.753999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:11.754574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:11.755133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:11.755136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:11.755630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:11.757516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:11.758310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:11.758447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:11.758793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:11.760030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:11.761115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:11.778192] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.90% | Symbol ETA: 8.9s | Global ETA: 23m 47s
[2025-11-25T12:11:11.778478] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:11:11.779332] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:11.779474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:11.784451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:11.786323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:11.786907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:11.787491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:11.787993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:11.801119] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 1m 43s | Global ETA: 23m 47s
[2025-11-25T12:11:11.801426] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:11:11.802291] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:11.802440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:11.803271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:11.804343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:11.804307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:11.804957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:11.805363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:11:11.806174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:11.878138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:11.879109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:11:11.881929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:12.118021] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:11:12.147569] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:11:12.155506] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:11:12.224337] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:11:12.290722] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:12.315312] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:12.329402] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:12.387292] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 6.4s | Global ETA: 23m 47s
[2025-11-25T12:11:12.387466] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:11:12.388380] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:12.388528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:12.389542] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1m 42s | Global ETA: 23m 47s
[2025-11-25T12:11:12.393363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:12.395127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:12.395623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:12.396104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:12.396514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:12.398904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:12.407547] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:12.441271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:12.442327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:12.467126] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 1.05% | Symbol ETA: 9.6s | Global ETA: 23m 47s
[2025-11-25T12:11:12.467452] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:11:12.468394] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:12.468540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:12.474205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:12.476260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:12.476885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:12.477462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:12.478821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:12.480012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:12.498561] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.82% | Symbol ETA: 8.2s | Global ETA: 23m 47s
[2025-11-25T12:11:12.498943] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:11:12.499992] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:12.500153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:12.506100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:12.508694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:12.509378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:12.509948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:12.510468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:12.562201] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:11:12.598302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:12.599475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:11:12.602063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:12.735167] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:11:12.778302] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:11:12.829179] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:11:12.913115] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:11:12.946173] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:12.951435] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:11:12.998430] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:13.015659] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.21% | Symbol ETA: 5.7s | Global ETA: 23m 48s
[2025-11-25T12:11:13.015953] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:11:13.016805] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:13.016946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:13.021856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:13.023713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:13.024269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:13.024824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:13.025295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:13.027792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:13.070144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:13.071061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:13.087739] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:11:13.138305] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:13.163387] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 0.33% | Symbol ETA: 8.8s | Global ETA: 23m 48s
[2025-11-25T12:11:13.163709] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:11:13.164483] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:13.164624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:13.169463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:13.171331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:13.171941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:13.172474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:13.173783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:13.174911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:13.220717] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.73% | Symbol ETA: 7.5s | Global ETA: 23m 48s
[2025-11-25T12:11:13.221006] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:11:13.221873] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:13.222015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:13.226852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:13.228723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:13.229277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:13.229817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:13.230285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:13.291571] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:11:13.314736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:13.315885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:11:13.318409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:13.416918] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:11:13.466408] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:11:13.534227] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:11:13.614463] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:13.639084] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:11:13.664695] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:11:13.684904] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 5.1s | Global ETA: 23m 48s
[2025-11-25T12:11:13.685076] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:11:13.686009] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:13.686155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:13.691027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:13.692959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:13.693520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:13.694061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:13.694534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:13.696996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:13.702658] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:13.742222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:13.743277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:13.809608] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:11:13.837401] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:13.849338] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.50% | Symbol ETA: 8.0s | Global ETA: 23m 48s
[2025-11-25T12:11:13.849633] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:11:13.850488] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:13.850631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:13.855456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:13.857356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:13.857956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:13.858482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:13.859813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:13.860974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:13.920470] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -1.27% | Symbol ETA: 6.8s | Global ETA: 23m 48s
[2025-11-25T12:11:13.920791] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:11:13.921615] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:13.921785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:13.926578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:13.928536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:13.929049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:13.929572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:13.930061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:13.980579] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:11:14.013725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:14.015043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:11:14.017977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:14.083503] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:11:14.150127] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:11:14.150371] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:11:14.150443] [INFO ] [main      ] GROV: DISCARDED add_close_to_open_alignment (score: 36.24%)
[2025-11-25T12:11:14.150498] [INFO ] [main      ] GROV: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T12:11:14.150545] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T12:11:14.150601] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:11:14.164256] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:14.164893] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:11:14.165764] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:14.165851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:14.167558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:14.168216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:14.168722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:11:14.169714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:14.212482] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:11:14.253747] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:14.322679] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 4.4s | Global ETA: 23m 48s
[2025-11-25T12:11:14.322935] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:11:14.323769] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:14.323912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:14.328783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:14.330602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:14.331169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:14.331714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:14.332180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:14.334623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:14.367267] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:11:14.377344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:14.378258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:14.395743] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:14.510810] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:11:14.539841] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:14.544016] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -4.67% | Symbol ETA: 7.3s | Global ETA: 23m 49s
[2025-11-25T12:11:14.544160] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:11:14.545486] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:14.545565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:14.550389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:14.552432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:14.553032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:14.553558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:14.554870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:14.555989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:14.624387] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.96% | Symbol ETA: 6.0s | Global ETA: 23m 49s
[2025-11-25T12:11:14.624806] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:11:14.625621] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:14.625827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:14.630720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:14.632577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:14.633145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:14.633687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:14.634160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:14.682155] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:14.722413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:14.723591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:11:14.726178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:14.729130] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:11:14.745702] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.38% | Symbol ETA: 1m 18s | Global ETA: 23m 49s
[2025-11-25T12:11:14.745877] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:11:14.746874] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:14.747046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:14.748958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:14.749558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:14.750088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:11:14.751152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:14.899765] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:14.901522] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:11:14.969097] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.33% | Symbol ETA: 3.7s | Global ETA: 23m 49s
[2025-11-25T12:11:14.969415] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:11:14.970342] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:14.970489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:14.975597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:14.977590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:14.978184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:14.978744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:14.979232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:14.981893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:15.026613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:15.027893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:15.069821] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:15.071459] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:11:15.094953] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:11:15.228707] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -3.29% | Symbol ETA: 6.6s | Global ETA: 23m 49s
[2025-11-25T12:11:15.228869] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:11:15.229816] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:15.229957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:15.234832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:15.236690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:15.237297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:15.237884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:15.239185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:15.240312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:15.245688] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:15.265222] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:15.325550] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.56% | Symbol ETA: 1m 17s | Global ETA: 23m 49s
[2025-11-25T12:11:15.325882] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:11:15.326765] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:15.326909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:15.328346] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 2.65% | Symbol ETA: 5.3s | Global ETA: 23m 49s
[2025-11-25T12:11:15.328680] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:11:15.328719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:15.329316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:15.329556] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:15.329761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:15.329867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:11:15.330932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:15.334602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:15.336580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:15.337229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:15.337782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:15.338262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:15.368559] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:11:15.421880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:15.423077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:11:15.425662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:15.541102] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:15.611415] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 3.1s | Global ETA: 23m 49s
[2025-11-25T12:11:15.611739] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:11:15.612626] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:15.612790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:15.618068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:15.620207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:15.620869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:15.621434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:15.621964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:15.624633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:15.638261] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:11:15.668741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:15.669704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:15.674285] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:11:15.771754] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:11:15.812724] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:15.845117] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:15.904922] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 1m 17s | Global ETA: 23m 49s
[2025-11-25T12:11:15.905210] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:11:15.906114] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:15.906259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:15.908074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:15.908685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:15.909170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:11:15.910182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:15.939320] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:15.978004] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.22% | Symbol ETA: 5.9s | Global ETA: 23m 49s
[2025-11-25T12:11:15.978296] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:11:15.979133] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:15.979280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:15.984361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:15.986301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:15.986913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:15.987490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:15.988866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:15.990090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:16.017525] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:11:16.019668] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.6s | Global ETA: 23m 49s
[2025-11-25T12:11:16.189415] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 0.50%, Actual: 0.71%
[2025-11-25T12:11:16.190301] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:16.255222] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:11:16.260897] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.30% | Symbol ETA: 2.4s | Global ETA: 23m 50s
[2025-11-25T12:11:16.261063] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:11:16.261989] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:16.262130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:16.267045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:16.268944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:16.269503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:16.270048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:16.270522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:16.272972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:16.314903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:16.316010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:16.331295] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:11:16.359671] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.09%, Actual: 1.25%
[2025-11-25T12:11:16.438620] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:16.499135] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.33% | Symbol ETA: 1m 16s | Global ETA: 23m 50s
[2025-11-25T12:11:16.499419] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:11:16.500297] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:16.500442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:16.502290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:16.502904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:16.503391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:11:16.504394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:16.519166] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:16.526265] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.16%, Actual: 0.16%
[2025-11-25T12:11:16.662487] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:11:16.667118] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 5.2s | Global ETA: 23m 50s
[2025-11-25T12:11:16.667277] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:11:16.668196] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:16.668336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:16.673212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:16.675067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:16.675638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:16.676182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:16.677491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:16.678611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:16.693162] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.90%, Actual: 3.31%
[2025-11-25T12:11:16.831915] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:16.856264] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:11:16.859419] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.82%, Actual: 1.39%
[2025-11-25T12:11:16.899876] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 1.8s | Global ETA: 23m 50s
[2025-11-25T12:11:17.016159] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:11:17.026257] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.73%, Actual: 0.16%
[2025-11-25T12:11:17.029969] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:17.070431] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.71%, Actual: 1.73%
[2025-11-25T12:11:17.088332] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 1m 16s | Global ETA: 23m 50s
[2025-11-25T12:11:17.088522] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:11:17.089438] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:17.089579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:17.091236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:17.091852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:17.092323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:11:17.093304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:17.188958] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:17.196732] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -1.27%, Actual: 1.20%
[2025-11-25T12:11:17.241407] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 1.80%
[2025-11-25T12:11:17.359176] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 4.5s | Global ETA: 23m 50s
[2025-11-25T12:11:17.359476] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:11:17.360346] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:17.360487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:17.365413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:17.366217] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.96%, Actual: 1.60%
[2025-11-25T12:11:17.367339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:17.367952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:17.368484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:17.369792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:17.370908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:17.417465] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 0.92%
[2025-11-25T12:11:17.460959] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:11:17.535016] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 2.65%, Actual: 0.41%
[2025-11-25T12:11:17.589371] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.21%, Actual: 0.25%
[2025-11-25T12:11:17.635412] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:17.696926] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.68% | Symbol ETA: 1m 15s | Global ETA: 23m 50s
[2025-11-25T12:11:17.697260] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:11:17.698118] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:17.698259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:17.700086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:17.700715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:17.701191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:11:17.702170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:17.704067] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.40%
[2025-11-25T12:11:17.704455] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 41.7504%
[2025-11-25T12:11:17.704663] [INFO ] [main      ] JBGS: DISCARDED add_range_overlap_v_prior_day (score: 41.75%)
[2025-11-25T12:11:17.704779] [INFO ] [main      ] JBGS: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:11:17.704834] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_range_volume_efficiency']
[2025-11-25T12:11:17.704979] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:11:17.716036] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:11:17.717431] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:17.718072] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:11:17.718934] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:17.719136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:17.723983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:17.725860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:17.726426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:17.726976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:17.727469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:17.764494] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 0.44%
[2025-11-25T12:11:17.812452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:17.813562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:11:17.815821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:17.886839] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:17.936447] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 0.42%
[2025-11-25T12:11:18.040370] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.55% | Symbol ETA: 3.8s | Global ETA: 23m 51s
[2025-11-25T12:11:18.040685] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:11:18.041535] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:18.041697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:18.046699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:18.048616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:18.049294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:18.049878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:18.051192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:18.052354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:18.052324] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:11:18.108172] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.33%, Actual: 0.23%
[2025-11-25T12:11:18.156520] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:11:18.227878] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:18.285060] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 0.20%
[2025-11-25T12:11:18.288293] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 1m 14s | Global ETA: 23m 51s
[2025-11-25T12:11:18.288583] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:11:18.289485] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:18.289629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:18.291414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:18.292056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:18.292541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:11:18.293567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:18.328519] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:18.393143] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:11:18.409485] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 10.1s | Global ETA: 23m 51s
[2025-11-25T12:11:18.409768] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:11:18.410575] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:18.410742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:18.415493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:18.417426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:18.418029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:18.418548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:18.419073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:18.456042] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.30%, Actual: 0.06%
[2025-11-25T12:11:18.504140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:18.505023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:11:18.507384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:18.567633] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:18.631178] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.12%, Actual: 0.38%
[2025-11-25T12:11:18.631365] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 37.4733%
[2025-11-25T12:11:18.631476] [INFO ] [main      ] CMSA: DISCARDED add_sma_ratio (score: 37.47%)
[2025-11-25T12:11:18.631530] [INFO ] [main      ] CMSA: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:11:18.631572] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_vol_of_vol']
[2025-11-25T12:11:18.631618] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:11:18.644361] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:18.644805] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:11:18.645665] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:18.645753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:18.650661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:18.650922] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:11:18.652452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:18.652965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:18.653424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:18.653843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:18.656267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:18.699839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:18.701059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:18.738635] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -1.46% | Symbol ETA: 3.1s | Global ETA: 23m 51s
[2025-11-25T12:11:18.822661] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:18.849916] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:11:18.881446] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 1m 14s | Global ETA: 23m 51s
[2025-11-25T12:11:18.881601] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:11:18.882398] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:18.882483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:18.884285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:18.884880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:18.885303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:11:18.886226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:18.920327] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 1.05%, Actual: 1.44%
[2025-11-25T12:11:19.019611] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:19.105604] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 2.83% | Symbol ETA: 9.5s | Global ETA: 23m 51s
[2025-11-25T12:11:19.105923] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:11:19.106763] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:19.106901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:19.107208] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 0.33%, Actual: 0.62%
[2025-11-25T12:11:19.110464] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:11:19.112085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:19.113933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:19.114504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:19.115046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:19.115517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:19.199931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:19.201111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:11:19.203396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:19.249978] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:11:19.279422] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:19.288756] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.50%, Actual: 1.31%
[2025-11-25T12:11:19.353193] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.90% | Symbol ETA: 7.7s | Global ETA: 23m 51s
[2025-11-25T12:11:19.353339] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:11:19.354111] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:19.354187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:19.359023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:19.360850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:19.361338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:19.361825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:19.362229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:19.364587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:19.407572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:19.408793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:19.420479] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:19.464503] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -4.67%, Actual: 1.45%
[2025-11-25T12:11:19.478771] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 1m 13s | Global ETA: 23m 51s
[2025-11-25T12:11:19.479087] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:11:19.479964] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:19.480110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:19.481933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:19.482549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:19.483041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:11:19.484030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:19.542545] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:11:19.639877] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -3.29%, Actual: 1.73%
[2025-11-25T12:11:19.711601] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:19.745872] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:11:19.793040] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -2.67% | Symbol ETA: 8.8s | Global ETA: 23m 51s
[2025-11-25T12:11:19.793322] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:11:19.794150] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:19.794293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:19.799111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:19.800935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:19.801487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:19.802037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:19.802507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:19.815573] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 1.47%
[2025-11-25T12:11:19.828029] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:11:19.888940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:19.889827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:11:19.892057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:19.913815] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:19.986822] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.71% | Symbol ETA: 6.7s | Global ETA: 23m 52s
[2025-11-25T12:11:19.986972] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:11:19.987774] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:19.987866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:19.990316] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 2.46%
[2025-11-25T12:11:19.992670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:19.994388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:19.994895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:19.995347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:19.995769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:19.997959] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:19.998206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:20.040549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:20.041688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:20.056493] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1m 13s | Global ETA: 23m 52s
[2025-11-25T12:11:20.191364] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 1.22%
[2025-11-25T12:11:20.231205] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.38%, Actual: 0.81%
[2025-11-25T12:11:20.231886] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:11:20.369013] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.55%, Actual: 0.12%
[2025-11-25T12:11:20.379751] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:11:20.402076] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.56%, Actual: 0.83%
[2025-11-25T12:11:20.402747] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:20.486220] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.16% | Symbol ETA: 8.1s | Global ETA: 23m 52s
[2025-11-25T12:11:20.486522] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:11:20.487402] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:20.487544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:20.492358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:20.494173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:20.494753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:20.495274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:20.495776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:20.548473] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:20.550509] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -1.46%, Actual: 0.79%
[2025-11-25T12:11:20.550963] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 37.9565%
[2025-11-25T12:11:20.551185] [INFO ] [main      ] AIT: DISCARDED add_regime_flags (score: 37.96%)
[2025-11-25T12:11:20.551313] [INFO ] [main      ] AIT: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:20.551426] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:11:20.551572] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:11:20.568207] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:20.568852] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:11:20.569832] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:20.569984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:20.574163] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.20%, Actual: 2.84%
[2025-11-25T12:11:20.575031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:20.577035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:20.577569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:20.578062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:20.579347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:20.579348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:20.580185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:11:20.580433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:20.582202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:20.582299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:20.583298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:20.584028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:20.621194] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 5.9s | Global ETA: 23m 52s
[2025-11-25T12:11:20.621342] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:11:20.622121] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:20.622199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:20.626950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:20.628732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:20.629233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:20.629700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:20.630103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:20.632454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:20.674798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:20.675944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:20.748550] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.33%, Actual: 0.58%
[2025-11-25T12:11:20.921339] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:11:20.942408] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:11:20.952259] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.52%, Actual: 4.52%
[2025-11-25T12:11:21.011575] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:11:21.090504] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:21.120431] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:21.171308] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.99% | Symbol ETA: 7.4s | Global ETA: 23m 52s
[2025-11-25T12:11:21.171607] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:11:21.172444] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:21.172591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:21.177407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:21.178526] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:21.179372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:21.179959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:21.180481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:21.180970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:21.187705] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.68%, Actual: 2.39%
[2025-11-25T12:11:21.251940] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.98% | Symbol ETA: 5.2s | Global ETA: 23m 52s
[2025-11-25T12:11:21.252242] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:11:21.253094] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:21.253238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:21.258189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:21.260114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:21.260717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:21.261243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:21.261745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:21.264223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:21.264570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:21.265597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:11:21.267879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:21.299305] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 0.42% | Symbol ETA: 9.2s | Global ETA: 23m 52s
[2025-11-25T12:11:21.299607] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:11:21.300418] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:21.300561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:21.305627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:21.307542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:21.307695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:21.308153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:21.308718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:21.309087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:21.310020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:21.311174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:21.312912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:21.314044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:21.314851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:21.375390] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.31%, Actual: 1.30%
[2025-11-25T12:11:21.549675] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 0.94%
[2025-11-25T12:11:21.608102] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:11:21.651254] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:11:21.657984] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:11:21.719599] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.45%, Actual: 5.47%
[2025-11-25T12:11:21.776054] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:21.819059] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:21.833278] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:21.858993] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 6.7s | Global ETA: 23m 53s
[2025-11-25T12:11:21.859284] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:11:21.860124] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:21.860263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:21.865043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:21.866866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:21.867436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:21.867971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:21.868438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:21.891454] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 4.6s | Global ETA: 23m 53s
[2025-11-25T12:11:21.891754] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:11:21.892023] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:11:21.892402] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.9983%
[2025-11-25T12:11:21.892569] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:21.892566] [INFO ] [main      ] GROV: DISCARDED add_composite_volatility_context (score: 37.00%)
[2025-11-25T12:11:21.892678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:21.892709] [INFO ] [main      ] GROV: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T12:11:21.892876] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-25T12:11:21.892994] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:11:21.897508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:21.899388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:21.899972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:21.900496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:21.900990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:21.903438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:21.906773] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:21.907236] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:11:21.908103] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:21.908176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:21.909883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:21.910391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:21.910811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:21.913198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:21.946507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:21.947748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:21.951870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:21.952769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:11:21.954899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:22.018539] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.81% | Symbol ETA: 8.4s | Global ETA: 23m 53s
[2025-11-25T12:11:22.018702] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:11:22.019481] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:22.019572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:22.024294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:22.026216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:22.026804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:22.027354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:22.028730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:22.029872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:22.031629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:22.032798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:22.033557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:22.256066] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:11:22.282417] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:11:22.289314] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:11:22.375367] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:11:22.427399] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:22.450725] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:22.460856] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:22.490897] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.40% | Symbol ETA: 1m 5s | Global ETA: 23m 53s
[2025-11-25T12:11:22.491229] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:11:22.492086] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:22.492199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:22.493959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:22.494509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:22.494972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:22.497553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:22.522524] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 3.9s | Global ETA: 23m 53s
[2025-11-25T12:11:22.522758] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:11:22.523543] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:22.523673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:22.528849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:22.530673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:22.531204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:22.531716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:22.532161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:22.534676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:22.544085] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 6.0s | Global ETA: 23m 53s
[2025-11-25T12:11:22.544383] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:11:22.545165] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:22.545304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:22.549902] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:22.550095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:22.551909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:22.552461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:22.552998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:22.553468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:22.577600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:22.578871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:22.636863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:22.637807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:11:22.640014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:22.715777] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.48% | Symbol ETA: 7.7s | Global ETA: 23m 53s
[2025-11-25T12:11:22.716081] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:11:22.716868] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:22.717028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:22.721900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:22.723774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:22.724340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:22.724889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:22.726173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:22.727331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:22.729067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:22.730166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:22.730925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:22.838882] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:11:22.913980] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:11:22.974816] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:11:23.012066] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:23.076762] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 1m 4s | Global ETA: 23m 53s
[2025-11-25T12:11:23.076952] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:11:23.077958] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:23.078100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:23.079853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:23.080395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:23.080840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:23.081697] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:23.083578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:23.091191] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:11:23.143319] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:23.152250] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 3.2s | Global ETA: 23m 53s
[2025-11-25T12:11:23.152516] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:11:23.153355] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:23.153520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:23.158354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:23.160183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:23.160763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:23.161285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:23.161784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:23.164222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:23.206126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:23.207459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:23.223997] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.77% | Symbol ETA: 5.3s | Global ETA: 23m 53s
[2025-11-25T12:11:23.224272] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:11:23.225096] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:23.225238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:23.230039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:23.231843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:23.232329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:23.232870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:23.233338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:23.263500] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:23.316873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:23.317819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:11:23.320035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:23.425248] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:11:23.430765] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.54% | Symbol ETA: 6.9s | Global ETA: 23m 53s
[2025-11-25T12:11:23.430929] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:11:23.431856] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:23.432000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:23.436886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:23.438775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:23.439346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:23.439931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:23.441216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:23.442345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:23.444042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:23.445178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:23.445945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:23.548667] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:11:23.605627] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:23.663388] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:11:23.683327] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.42% | Symbol ETA: 1m 3s | Global ETA: 23m 54s
[2025-11-25T12:11:23.683638] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:11:23.684661] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:23.684831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:23.686837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:23.687526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:23.688066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:23.690715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:23.719152] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:23.788168] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:11:23.791415] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 2.6s | Global ETA: 23m 54s
[2025-11-25T12:11:23.791603] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:11:23.792499] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:23.792656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:23.797494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:23.799331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:23.799940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:23.800466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:23.800955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:23.803394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:23.831696] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:23.845970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:23.847397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:23.911945] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.30% | Symbol ETA: 4.6s | Global ETA: 23m 54s
[2025-11-25T12:11:23.912235] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:11:23.913073] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:23.913213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:23.918043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:23.919856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:23.920409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:23.920951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:23.921423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:23.958016] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:24.002511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:24.003352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:11:24.005452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:24.055624] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:11:24.127947] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.40% | Symbol ETA: 6.2s | Global ETA: 23m 54s
[2025-11-25T12:11:24.128109] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:11:24.128894] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:24.129118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:24.134008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:24.135847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:24.136411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:24.136963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:24.138420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:24.139532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:24.141252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:24.142349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:24.143116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:24.191305] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:11:24.240138] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:24.304531] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.23% | Symbol ETA: 1m 3s | Global ETA: 23m 54s
[2025-11-25T12:11:24.304839] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:11:24.305813] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:24.305986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:24.307860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:24.308457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:24.308967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:24.311526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:24.342388] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:11:24.361518] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:24.431045] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.12% | Symbol ETA: 2.0s | Global ETA: 23m 54s
[2025-11-25T12:11:24.431318] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:11:24.432152] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:24.432313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:24.437177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:24.439062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:24.439621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:24.440210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:24.440707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:24.443140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:24.485049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:24.486259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:24.510842] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:24.513127] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:11:24.590449] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -3.57% | Symbol ETA: 3.9s | Global ETA: 23m 54s
[2025-11-25T12:11:24.664893] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:11:24.697540] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:24.760087] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.41%, Actual: 0.71%
[2025-11-25T12:11:24.825307] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:11:24.842811] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:24.887055] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -2.96% | Symbol ETA: 5.5s | Global ETA: 23m 54s
[2025-11-25T12:11:24.887262] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:11:24.888081] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:24.888160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:24.893337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:24.895213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:24.895790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:24.896258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:24.897579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:24.898754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:24.900508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:24.901763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:24.902585] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:24.903983] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.38% | Symbol ETA: 1m 2s | Global ETA: 23m 54s
[2025-11-25T12:11:24.904233] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:11:24.905036] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:24.905178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:24.906991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:24.907590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:24.908083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:24.910595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:24.928373] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 2.83%, Actual: 1.25%
[2025-11-25T12:11:24.997402] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:25.068460] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.60% | Symbol ETA: 1.3s | Global ETA: 23m 54s
[2025-11-25T12:11:25.096559] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -2.67%, Actual: 0.16%
[2025-11-25T12:11:25.241836] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.90%, Actual: 1.73%
[2025-11-25T12:11:25.264416] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.16%, Actual: 3.31%
[2025-11-25T12:11:25.268676] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:11:25.321926] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:11:25.415459] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.71%, Actual: 1.80%
[2025-11-25T12:11:25.434101] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.99%, Actual: 1.39%
[2025-11-25T12:11:25.449793] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:25.499526] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:25.561763] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.39% | Symbol ETA: 1m 2s | Global ETA: 23m 55s
[2025-11-25T12:11:25.561917] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:11:25.562799] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:25.562884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:25.564802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:25.565450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:25.565958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:25.568750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:25.588584] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 0.92%
[2025-11-25T12:11:25.604559] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.16%
[2025-11-25T12:11:25.611848] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.78% | Symbol ETA: 4.8s | Global ETA: 23m 55s
[2025-11-25T12:11:25.612090] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:11:25.613118] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:25.613263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:25.618796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:25.620846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:25.621466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:25.622095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:25.623519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:25.624780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:25.626655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:25.627957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:25.628826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:25.761063] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.98%, Actual: 0.25%
[2025-11-25T12:11:25.773954] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.64%, Actual: 1.20%
[2025-11-25T12:11:25.927833] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:11:25.930940] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 0.44%
[2025-11-25T12:11:25.943698] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.77%, Actual: 1.60%
[2025-11-25T12:11:25.979811] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:11:26.098769] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 0.42%
[2025-11-25T12:11:26.105963] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:26.111327] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.30%, Actual: 0.41%
[2025-11-25T12:11:26.148256] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:26.169974] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.90% | Symbol ETA: 1m 1s | Global ETA: 23m 55s
[2025-11-25T12:11:26.170304] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:11:26.171317] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:26.171466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:26.173315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:26.173981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:26.174480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:26.177265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:26.266824] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 0.23%
[2025-11-25T12:11:26.279345] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -3.57%, Actual: 1.40%
[2025-11-25T12:11:26.279740] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 42.8280%
[2025-11-25T12:11:26.279909] [INFO ] [main      ] JBGS: DISCARDED add_range_volume_efficiency (score: 42.83%)
[2025-11-25T12:11:26.280028] [INFO ] [main      ] JBGS: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:11:26.280132] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:11:26.280246] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:11:26.292924] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:26.293601] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:11:26.294507] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:26.294662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:26.299506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:26.301361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:26.301936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:26.302471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:26.302966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:26.322017] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.62% | Symbol ETA: 4.1s | Global ETA: 23m 55s
[2025-11-25T12:11:26.322310] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:11:26.323151] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:26.323293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:26.328142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:26.330072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:26.330639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:26.331184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:26.332470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:26.333623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:26.335298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:26.336447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:26.337223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:26.387957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:26.388953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:11:26.392942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:26.433398] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.37%, Actual: 0.20%
[2025-11-25T12:11:26.535334] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:11:26.600139] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.12%, Actual: 0.06%
[2025-11-25T12:11:26.677249] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:11:26.711733] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:26.767503] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 0.38%
[2025-11-25T12:11:26.767922] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 39.9374%
[2025-11-25T12:11:26.768052] [INFO ] [main      ] CMSA: DISCARDED add_vol_of_vol (score: 39.94%)
[2025-11-25T12:11:26.768176] [INFO ] [main      ] CMSA: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:11:26.768282] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_volatility_decay_ratio']
[2025-11-25T12:11:26.768393] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:11:26.775136] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 1m 1s | Global ETA: 23m 55s
[2025-11-25T12:11:26.775314] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:11:26.776305] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:26.776453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:26.778281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:26.778944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:26.779434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:26.781226] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:26.781806] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:11:26.782074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:26.782789] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:26.782919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:26.787775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:26.789281] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:11:26.789617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:26.790143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:26.790704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:26.791111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:26.793463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:26.836010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:11:26.837435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:26.846363] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:26.955283] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:27.013129] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 3.4s | Global ETA: 23m 55s
[2025-11-25T12:11:27.013414] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:11:27.014223] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:27.014380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:27.019192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:27.021011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:27.021581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:27.022124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:27.023408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:27.024512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:27.026180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:27.027392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:27.028187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:27.035600] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 0.63% | Symbol ETA: 10.2s | Global ETA: 23m 55s
[2025-11-25T12:11:27.035959] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:11:27.036792] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:27.036932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:27.041749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:27.043557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:27.044129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:27.044711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:27.045181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:27.130139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:27.131059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:11:27.133186] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:11:27.135136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:27.173212] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:11:27.309210] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:27.341406] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:27.366681] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:11:27.371239] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.43% | Symbol ETA: 60.0s | Global ETA: 23m 56s
[2025-11-25T12:11:27.371551] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:11:27.372439] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:27.372586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:27.374509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:27.375169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:27.375685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:27.378396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:27.412863] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.79% | Symbol ETA: 6.7s | Global ETA: 23m 56s
[2025-11-25T12:11:27.413170] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:11:27.414016] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:27.414161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:27.419061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:27.420922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:27.421486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:27.422058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:27.422542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:27.425022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:27.467789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:11:27.469050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:27.471976] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:11:27.536007] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:27.647936] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:27.715636] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 2.6s | Global ETA: 23m 56s
[2025-11-25T12:11:27.729588] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:11:27.733866] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.65% | Symbol ETA: 9.2s | Global ETA: 23m 56s
[2025-11-25T12:11:27.734173] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:11:27.735077] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:27.735222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:27.740191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:27.742017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:27.742575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:27.743107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:27.743580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:27.818827] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:11:27.826684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:27.827553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:11:27.831444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:27.886193] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 0.42%, Actual: 1.44%
[2025-11-25T12:11:27.897748] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:27.956940] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 59.4s | Global ETA: 23m 56s
[2025-11-25T12:11:27.986896] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:28.056866] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.51% | Symbol ETA: 6.2s | Global ETA: 23m 56s
[2025-11-25T12:11:28.057179] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:11:28.057431] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.81%, Actual: 0.62%
[2025-11-25T12:11:28.058069] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:28.058222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:28.063097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:28.064942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:28.065497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:28.066042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:28.066515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:28.069021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:28.112094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:11:28.113587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:28.128368] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.40%, Actual: 0.81%
[2025-11-25T12:11:28.169573] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:11:28.237173] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.48%, Actual: 1.31%
[2025-11-25T12:11:28.299715] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -1.94%, Actual: 0.83%
[2025-11-25T12:11:28.339628] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:28.407073] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.54%, Actual: 1.45%
[2025-11-25T12:11:28.423284] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: 0.63% | Symbol ETA: 8.4s | Global ETA: 23m 56s
[2025-11-25T12:11:28.423583] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:11:28.424401] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:28.424543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:28.429368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:28.431187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:28.431762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:28.432284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:28.432775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:28.451276] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:11:28.469035] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.42%, Actual: 2.84%
[2025-11-25T12:11:28.516683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:28.517586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:11:28.521479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:28.577926] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.40%, Actual: 1.73%
[2025-11-25T12:11:28.622949] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:28.641885] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.23%, Actual: 0.58%
[2025-11-25T12:11:28.697216] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.57% | Symbol ETA: 5.5s | Global ETA: 23m 56s
[2025-11-25T12:11:28.697464] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:11:28.698322] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:28.698463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:28.704527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:28.707678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:28.708262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:28.709166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:28.709661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:28.712114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:28.752559] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -2.96%, Actual: 1.47%
[2025-11-25T12:11:28.755334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:11:28.756692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:28.821844] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.38%, Actual: 4.52%
[2025-11-25T12:11:28.877659] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:11:28.922678] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.78%, Actual: 2.46%
[2025-11-25T12:11:29.009161] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.39%, Actual: 2.39%
[2025-11-25T12:11:29.057949] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:29.093108] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.62%, Actual: 1.22%
[2025-11-25T12:11:29.093102] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:11:29.141212] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.97% | Symbol ETA: 7.7s | Global ETA: 23m 57s
[2025-11-25T12:11:29.141494] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:11:29.142384] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:29.142534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:29.147750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:29.149948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:29.150544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:29.151094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:29.151588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:29.178572] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.90%, Actual: 1.30%
[2025-11-25T12:11:29.239393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:29.240517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:11:29.244452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:29.261676] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:29.264543] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.12%
[2025-11-25T12:11:29.331860] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 4.9s | Global ETA: 23m 57s
[2025-11-25T12:11:29.332135] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:11:29.332982] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:29.333122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:29.338020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:29.339852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:29.340400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:29.340937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:29.341409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:29.343874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:29.350243] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.94%
[2025-11-25T12:11:29.386633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:11:29.388025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:29.436147] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.68%, Actual: 0.79%
[2025-11-25T12:11:29.436401] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 48.4096%
[2025-11-25T12:11:29.436508] [INFO ] [main      ] AIT: DISCARDED add_return_volume_nonlinearity_proxies (score: 48.41%)
[2025-11-25T12:11:29.436570] [INFO ] [main      ] AIT: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:11:29.436618] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_shelf_lag']
[2025-11-25T12:11:29.436688] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:11:29.450821] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:29.451453] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:11:29.452326] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:29.452518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:29.457375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:29.459351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:29.459946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:29.460472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:29.461760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:11:29.462950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:29.519126] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.43%, Actual: 5.47%
[2025-11-25T12:11:29.586071] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:11:29.691351] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:11:29.691772] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 39.9403%
[2025-11-25T12:11:29.691962] [INFO ] [main      ] GROV: DISCARDED add_day_shape_ratios (score: 39.94%)
[2025-11-25T12:11:29.692087] [INFO ] [main      ] GROV: Testing feature 8/53: add_directional_consistency
[2025-11-25T12:11:29.692197] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency']
[2025-11-25T12:11:29.692307] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:11:29.709963] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:29.710540] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:11:29.711742] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:29.711836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:29.714170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:29.714880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:29.715381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:11:29.727295] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:11:29.756735] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:29.800730] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:11:29.839471] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 4.17% | Symbol ETA: 7.0s | Global ETA: 23m 57s
[2025-11-25T12:11:29.839774] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:11:29.840579] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:29.840743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:29.845504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:29.846893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:29.847348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:29.848023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:29.848556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:29.849061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:29.896113] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:29.938526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:29.939463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:11:29.943463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:29.968249] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 4.2s | Global ETA: 23m 57s
[2025-11-25T12:11:29.968546] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:11:29.969409] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:29.969571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:29.972215] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:29.974419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:29.976308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:29.976881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:29.977427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:29.977916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:29.980330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:30.023034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:11:30.024391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:30.210334] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:11:30.292174] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:11:30.330096] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 10.3s | Global ETA: 23m 57s
[2025-11-25T12:11:30.330404] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:11:30.331295] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:30.331443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:30.336411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:30.338720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:30.339393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:30.339958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:30.341266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:11:30.342544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:30.360555] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:11:30.383053] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:30.443652] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.38% | Symbol ETA: 56.7s | Global ETA: 23m 57s
[2025-11-25T12:11:30.443825] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:11:30.444608] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:30.444708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:30.446668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:30.447391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:30.447901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:11:30.463548] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:30.529379] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:30.557694] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -2.82% | Symbol ETA: 6.3s | Global ETA: 23m 57s
[2025-11-25T12:11:30.558034] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:11:30.559159] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:30.559334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:30.565932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:30.568314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:30.568952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:30.569477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:30.569971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:30.572418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:30.598328] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.11% | Symbol ETA: 3.6s | Global ETA: 23m 57s
[2025-11-25T12:11:30.598617] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:11:30.599446] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:30.599588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:30.604388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:30.606244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:30.606826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:30.607370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:30.607798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:30.610357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:30.654512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:11:30.655849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:30.657179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:30.658295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:11:30.662466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:30.706135] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:11:30.888143] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:30.909629] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:11:30.995369] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:11:31.012839] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:11:31.077886] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:31.135607] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.56% | Symbol ETA: 55.8s | Global ETA: 23m 58s
[2025-11-25T12:11:31.135926] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:11:31.136763] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:31.136904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:31.138720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:31.139298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:31.139797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:11:31.164896] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:31.185765] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:31.238901] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 3.0s | Global ETA: 23m 58s
[2025-11-25T12:11:31.239192] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:11:31.239977] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:31.240116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:31.245256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:31.247125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:31.247705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:31.248226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:31.248864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:31.251458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:31.263022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:31.267537] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -1.73% | Symbol ETA: 5.6s | Global ETA: 23m 58s
[2025-11-25T12:11:31.267845] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:11:31.268681] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:31.268817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:31.269573] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 9.7s | Global ETA: 23m 58s
[2025-11-25T12:11:31.269755] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:11:31.270743] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:31.270888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:31.273593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:31.275467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:31.276033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:31.276169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:31.276548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:31.276981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:31.278329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:31.279063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:31.279704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:31.281089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:11:31.282457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:31.297047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:11:31.298752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:31.362061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:31.362942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:11:31.367046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:31.598080] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:11:31.640363] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:11:31.643890] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:11:31.711567] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:11:31.768929] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:31.813993] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:31.824922] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:31.827239] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 55.1s | Global ETA: 23m 58s
[2025-11-25T12:11:31.827394] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:11:31.828192] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:31.828266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:31.829945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:31.830436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:31.830843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:11:31.884975] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 2.3s | Global ETA: 23m 58s
[2025-11-25T12:11:31.885270] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:11:31.885679] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:31.886104] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:31.886265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:31.891111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:31.892953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:31.893495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:31.894039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:31.894431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:31.896899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:31.940008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:11:31.941386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:31.953150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:31.965829] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.67% | Symbol ETA: 4.9s | Global ETA: 23m 58s
[2025-11-25T12:11:31.965993] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:11:31.966767] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:31.966854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:31.971534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:31.973278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:31.973783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:31.974379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:31.974870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:32.056021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:32.057057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:11:32.061361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:32.183074] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.05% | Symbol ETA: 8.8s | Global ETA: 23m 58s
[2025-11-25T12:11:32.183364] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:11:32.184267] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:32.184414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:32.189630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:32.191581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:32.192187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:32.192750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:32.194239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:11:32.195564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:32.279328] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:11:32.288551] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:11:32.396469] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:11:32.451025] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:32.459571] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:32.519674] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.33% | Symbol ETA: 54.4s | Global ETA: 23m 58s
[2025-11-25T12:11:32.519962] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:11:32.520802] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:32.520944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:32.522619] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 1.7s | Global ETA: 23m 58s
[2025-11-25T12:11:32.522978] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:11:32.523069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:32.523850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:32.524095] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:32.524252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:32.524323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:11:32.529282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:32.531220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:32.531824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:32.532361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:32.532876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:32.535561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:32.556189] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:11:32.569519] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:32.584602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:11:32.586608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:32.652543] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 4.41% | Symbol ETA: 4.2s | Global ETA: 23m 59s
[2025-11-25T12:11:32.652839] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:11:32.652943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:32.653745] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:32.653872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:32.658697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:32.660518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:32.661081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:32.661594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:32.662085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:32.735171] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:32.746279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:32.747172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:11:32.751253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:32.930550] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:11:32.990657] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:11:33.079092] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -3.91% | Symbol ETA: 7.8s | Global ETA: 23m 59s
[2025-11-25T12:11:33.079388] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:11:33.080437] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:33.080578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:33.086059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:33.087956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:33.088535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:33.089081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:33.090367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:11:33.091582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:33.096666] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:11:33.099699] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:33.161551] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:33.170873] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.32% | Symbol ETA: 1.1s | Global ETA: 23m 59s
[2025-11-25T12:11:33.220588] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 53.6s | Global ETA: 23m 59s
[2025-11-25T12:11:33.220774] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:11:33.221537] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:33.221618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:33.223269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:33.223932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:33.224403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:11:33.269150] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:33.342000] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.79%, Actual: 1.73%
[2025-11-25T12:11:33.344809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:33.351254] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 1.27% | Symbol ETA: 3.5s | Global ETA: 23m 59s
[2025-11-25T12:11:33.450924] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:11:33.511404] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.51%, Actual: 1.80%
[2025-11-25T12:11:33.521367] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 0.63%, Actual: 0.71%
[2025-11-25T12:11:33.626109] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:33.684745] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:11:33.685675] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.57%, Actual: 0.92%
[2025-11-25T12:11:33.698811] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.65%, Actual: 1.25%
[2025-11-25T12:11:33.853756] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:33.863075] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.15%, Actual: 0.25%
[2025-11-25T12:11:33.869822] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: 0.63%, Actual: 0.16%
[2025-11-25T12:11:33.912107] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.36% | Symbol ETA: 52.9s | Global ETA: 23m 59s
[2025-11-25T12:11:33.912274] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:11:33.913045] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:33.913255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:33.915028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:33.915596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:33.916083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:11:33.976421] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: 0.53% | Symbol ETA: 6.9s | Global ETA: 23m 59s
[2025-11-25T12:11:33.976733] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:11:33.977580] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:33.977735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:33.982787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:33.984788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:33.985369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:33.986082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:33.987449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:11:33.988705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:34.032532] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 0.44%
[2025-11-25T12:11:34.036225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:34.040542] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.97%, Actual: 3.31%
[2025-11-25T12:11:34.201129] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.42%
[2025-11-25T12:11:34.211009] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 4.17%, Actual: 1.39%
[2025-11-25T12:11:34.336289] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:11:34.372947] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 0.23%
[2025-11-25T12:11:34.379748] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -2.82%, Actual: 0.16%
[2025-11-25T12:11:34.380258] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:11:34.504917] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:34.546836] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.20%
[2025-11-25T12:11:34.548305] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -1.73%, Actual: 1.20%
[2025-11-25T12:11:34.558604] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:34.618752] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 52.2s | Global ETA: 23m 60s
[2025-11-25T12:11:34.618907] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:11:34.619690] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:34.619765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:34.621417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:34.621963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:34.622368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:11:34.717705] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.67%, Actual: 1.60%
[2025-11-25T12:11:34.719692] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.06%
[2025-11-25T12:11:34.749716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:34.872146] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 6.0s | Global ETA: 23m 60s
[2025-11-25T12:11:34.872442] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:11:34.873310] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:34.873453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:34.878465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:34.880418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:34.881016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:34.881553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:34.882890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:11:34.884209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:34.888140] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 4.41%, Actual: 0.41%
[2025-11-25T12:11:34.889709] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.32%, Actual: 0.38%
[2025-11-25T12:11:34.889930] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 48.1066%
[2025-11-25T12:11:34.890028] [INFO ] [main      ] CMSA: DISCARDED add_volatility_decay_ratio (score: 48.11%)
[2025-11-25T12:11:34.890099] [INFO ] [main      ] CMSA: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:11:34.890138] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:11:34.890205] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:11:34.903999] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:34.904673] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:11:34.905514] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:34.905592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:34.910416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:34.912231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:34.912779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:34.913220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:34.913604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:34.916014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:34.963572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:34.964795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:11:34.966867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:35.065252] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 1.27%, Actual: 1.40%
[2025-11-25T12:11:35.065499] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 45.2988%
[2025-11-25T12:11:35.065596] [INFO ] [main      ] JBGS: DISCARDED add_range_volume_efficiency_refinements (score: 45.30%)
[2025-11-25T12:11:35.065664] [INFO ] [main      ] JBGS: Testing feature 39/53: add_regime
[2025-11-25T12:11:35.065731] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_regime']
[2025-11-25T12:11:35.065786] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:11:35.078599] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:35.079240] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:11:35.080149] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:35.080291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:35.085178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:35.087057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:35.087606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:35.088166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:35.088662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:35.119390] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:11:35.175039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:35.176020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:35.195678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:35.231676] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:11:35.293604] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:35.307878] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:11:35.351857] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 51.5s | Global ETA: 24m 0s
[2025-11-25T12:11:35.352045] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:11:35.353033] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:35.353201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:35.354923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:35.355558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:35.356065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:11:35.404663] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:35.478672] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:35.483952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:35.535269] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:11:35.554410] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.90% | Symbol ETA: 6.7s | Global ETA: 24m 0s
[2025-11-25T12:11:35.554729] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:11:35.555587] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:35.555754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:35.560626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:35.562510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:35.563113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:35.563673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:35.564147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:35.566626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:35.611713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:35.613445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:11:35.615725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:35.705723] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:35.716733] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -3.29% | Symbol ETA: 5.1s | Global ETA: 24m 0s
[2025-11-25T12:11:35.716883] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:11:35.717719] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:35.717947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:35.722924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:35.724823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:35.725379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:35.725937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:35.727280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:11:35.728506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:35.793284] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 9.7s | Global ETA: 24m 0s
[2025-11-25T12:11:35.793572] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:11:35.794393] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:35.794536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:35.799357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:35.801170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:35.801736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:35.802264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:35.802769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:35.830267] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:11:35.890234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:35.891332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:35.911727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:35.955367] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:11:36.054680] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:36.086847] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:11:36.115541] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 50.8s | Global ETA: 24m 0s
[2025-11-25T12:11:36.115882] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:11:36.116849] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:36.117035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:36.118864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:36.119508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:36.120001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:11:36.125904] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:36.204583] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 6.1s | Global ETA: 24m 0s
[2025-11-25T12:11:36.204913] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:11:36.205754] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:36.205901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:36.210734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:36.212567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:36.213079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:36.213592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:36.214074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:36.216523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:36.251465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:36.260039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:36.260421] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:11:36.261377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:11:36.263497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:36.267238] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:36.431921] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:36.522537] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 5.47% | Symbol ETA: 9.0s | Global ETA: 24m 1s
[2025-11-25T12:11:36.522856] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:11:36.523822] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:36.523968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:36.529121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:36.531123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:36.531729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:36.532239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:36.532728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:36.600329] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:11:36.601433] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:11:36.615740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:36.616308] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -3.22% | Symbol ETA: 4.2s | Global ETA: 24m 1s
[2025-11-25T12:11:36.616460] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:11:36.616965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:36.617288] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:36.617368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:36.622199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:36.624196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:36.624822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:36.625288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:36.626593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:11:36.627904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:36.636063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:36.766594] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:36.770222] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:36.822954] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 50.1s | Global ETA: 24m 1s
[2025-11-25T12:11:36.846098] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 5.4s | Global ETA: 24m 1s
[2025-11-25T12:11:36.846268] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:11:36.847122] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:36.847218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:36.851986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:36.853770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:36.854408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:36.854953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:36.855427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:36.857892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:36.899991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:36.901230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:11:36.903344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:36.971023] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:11:36.988223] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:11:36.991405] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.38%, Actual: 0.81%
[2025-11-25T12:11:37.140046] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:37.158783] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.56%, Actual: 0.83%
[2025-11-25T12:11:37.180582] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:37.226432] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 8.2s | Global ETA: 24m 1s
[2025-11-25T12:11:37.226739] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:11:37.227574] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:37.227729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:37.232530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:37.234349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:37.234913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:37.235425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:37.235910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:37.260125] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:11:37.319701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:37.320691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:37.333582] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.20%, Actual: 2.84%
[2025-11-25T12:11:37.339880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:37.430180] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:37.501237] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.33%, Actual: 0.58%
[2025-11-25T12:11:37.506223] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.92% | Symbol ETA: 4.8s | Global ETA: 24m 1s
[2025-11-25T12:11:37.506533] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:11:37.507444] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:37.507593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:37.512752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:37.514683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:37.515261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:37.515842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:37.516184] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -1.73% | Symbol ETA: 3.3s | Global ETA: 24m 1s
[2025-11-25T12:11:37.516339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:37.516500] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:11:37.517458] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:37.517607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:37.518992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:37.522583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:37.524561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:37.525143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:37.525693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:37.526991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:11:37.528303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:37.564056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:37.565437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:11:37.567624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:37.668480] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.52%, Actual: 4.52%
[2025-11-25T12:11:37.680428] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:11:37.837509] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.36%, Actual: 2.39%
[2025-11-25T12:11:37.849816] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:37.878757] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:11:37.910616] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:11:37.936395] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.02% | Symbol ETA: 7.5s | Global ETA: 24m 1s
[2025-11-25T12:11:37.936576] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:11:37.937362] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:37.937450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:37.942169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:37.944077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:37.944621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:37.945189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:37.945676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:38.006527] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.31%, Actual: 1.30%
[2025-11-25T12:11:38.029223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:38.030384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:38.049782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:38.054107] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:38.080096] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:38.153970] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 4.1s | Global ETA: 24m 2s
[2025-11-25T12:11:38.154120] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:11:38.154884] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:38.154961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:38.159974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:38.161968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:38.162548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:38.163105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:38.163596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:38.166237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:38.173530] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 0.94%
[2025-11-25T12:11:38.211478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:38.212901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:11:38.215105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:38.344002] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.45%, Actual: 5.47%
[2025-11-25T12:11:38.390774] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:11:38.404762] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -1.59% | Symbol ETA: 2.4s | Global ETA: 24m 2s
[2025-11-25T12:11:38.516891] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:11:38.517227] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 37.2363%
[2025-11-25T12:11:38.517382] [INFO ] [main      ] GROV: DISCARDED add_directional_consistency (score: 37.24%)
[2025-11-25T12:11:38.517497] [INFO ] [main      ] GROV: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T12:11:38.517601] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range']
[2025-11-25T12:11:38.517725] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:11:38.531260] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:38.531974] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:11:38.532838] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:38.532976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:38.534774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:38.535359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:38.535859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:11:38.537572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:38.558134] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:11:38.560593] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:38.583765] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 0.83%, Actual: 1.44%
[2025-11-25T12:11:38.646946] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.41% | Symbol ETA: 6.8s | Global ETA: 24m 2s
[2025-11-25T12:11:38.647130] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:11:38.647894] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:38.647969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:38.652784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:38.654527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:38.655036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:38.655492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:38.655913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:38.739132] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:38.744263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:38.745106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:38.760247] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 0.62%
[2025-11-25T12:11:38.764872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:38.815135] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 3.5s | Global ETA: 24m 2s
[2025-11-25T12:11:38.815293] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:11:38.816105] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:38.816201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:38.821110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:38.822870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:38.823355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:38.823820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:38.824221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:38.826580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:38.873066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:38.874489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:11:38.876590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:38.885037] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:11:38.935134] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.05%, Actual: 1.31%
[2025-11-25T12:11:39.054977] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:39.106240] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -3.91%, Actual: 1.45%
[2025-11-25T12:11:39.107127] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:11:39.113399] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 53.8s | Global ETA: 24m 2s
[2025-11-25T12:11:39.113695] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:11:39.114531] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:39.114688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:39.116570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:39.117180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:39.117813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:11:39.119701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:39.223203] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:11:39.277467] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: 0.53%, Actual: 1.73%
[2025-11-25T12:11:39.283837] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:39.368663] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.62% | Symbol ETA: 6.1s | Global ETA: 24m 2s
[2025-11-25T12:11:39.368808] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:11:39.369546] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:39.369614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:39.374273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:39.376014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:39.376490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:39.376939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:39.377355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:39.396119] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:39.445549] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 1.47%
[2025-11-25T12:11:39.457731] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:11:39.460801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:39.461796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:39.472386] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 2.8s | Global ETA: 24m 2s
[2025-11-25T12:11:39.472714] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:11:39.473636] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:39.473800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:39.478898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:39.480542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:39.480862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:39.481464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:39.482023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:39.482542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:39.485069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:39.529796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:39.531314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:11:39.533671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:39.614505] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -3.29%, Actual: 2.46%
[2025-11-25T12:11:39.627195] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:39.686149] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 53.2s | Global ETA: 24m 2s
[2025-11-25T12:11:39.686432] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:11:39.687272] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:39.687429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:39.689216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:39.689813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:39.690304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:11:39.692039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:39.783808] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -3.22%, Actual: 1.22%
[2025-11-25T12:11:39.825211] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:11:39.880601] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:11:39.951450] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -1.73%, Actual: 0.12%
[2025-11-25T12:11:40.000928] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:40.031940] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:11:40.056380] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:40.088279] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 5.4s | Global ETA: 24m 3s
[2025-11-25T12:11:40.088440] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:11:40.089276] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:40.089382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:40.094217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:40.096202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:40.096776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:40.097261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:40.097683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:40.121270] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -1.59%, Actual: 0.79%
[2025-11-25T12:11:40.121692] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 39.5489%
[2025-11-25T12:11:40.121858] [INFO ] [main      ] AIT: DISCARDED add_shelf_lag (score: 39.55%)
[2025-11-25T12:11:40.121974] [INFO ] [main      ] AIT: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:11:40.122081] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_signed_carry_history_11']
[2025-11-25T12:11:40.122191] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:11:40.132327] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 2.2s | Global ETA: 24m 3s
[2025-11-25T12:11:40.132672] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:11:40.133670] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:40.133840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:40.137293] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:40.137752] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:11:40.138685] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:40.138776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:40.139234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:40.141320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:40.141919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:40.142454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:40.142961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:40.143676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:40.145454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:40.145799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:40.146293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:40.146754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:40.147995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:40.149367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:40.185851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:40.186863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:40.191761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:40.193267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:11:40.195469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:40.199216] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:40.207791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:40.268066] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 52.6s | Global ETA: 24m 3s
[2025-11-25T12:11:40.268244] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:11:40.269367] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:40.269775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:40.272371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:40.273169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:40.273845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:11:40.276383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:40.489744] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:11:40.537037] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:11:40.561081] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:11:40.611962] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:11:40.667217] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:40.709797] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:40.739611] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:40.783327] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:40.786565] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 1.5s | Global ETA: 24m 3s
[2025-11-25T12:11:40.786897] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:11:40.787843] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:11:40.787992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:40.793182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:40.795078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:40.795666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:40.796210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:40.796735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:40.799293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:40.829908] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 4.7s | Global ETA: 24m 3s
[2025-11-25T12:11:40.830076] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:11:40.830915] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:40.831046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:40.835985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:40.837928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:40.838595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:40.839149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:40.839633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:40.842372] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 52.0s | Global ETA: 24m 3s
[2025-11-25T12:11:40.842684] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:11:40.843495] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:40.843650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:40.845450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:40.846036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:40.846510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:11:40.847342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:40.848239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:40.848978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:11:40.850150] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -1.83% | Symbol ETA: 9.0s | Global ETA: 24m 3s
[2025-11-25T12:11:40.850456] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:11:40.851245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:40.851343] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:40.851449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:40.856757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:40.858821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:40.859449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:40.860030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:40.861354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:40.863039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:40.925354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:40.926373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:40.947128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:41.186320] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:11:41.199006] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:11:41.216585] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:11:41.305991] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:11:41.354923] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:41.370605] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:41.385816] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:41.412547] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 51.4s | Global ETA: 24m 3s
[2025-11-25T12:11:41.412868] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:11:41.413713] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:41.413851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:41.415555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:41.416151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:41.416623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:11:41.418374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:41.442448] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 0.9s | Global ETA: 24m 3s
[2025-11-25T12:11:41.483049] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:41.557968] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 2.47% | Symbol ETA: 8.2s | Global ETA: 24m 3s
[2025-11-25T12:11:41.558281] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:11:41.559139] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:41.559285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:41.564236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:41.566232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:41.566843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:41.567383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:41.568784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:41.570358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:41.570779] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.72% | Symbol ETA: 4.0s | Global ETA: 24m 3s
[2025-11-25T12:11:41.571074] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:11:41.572045] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:41.572191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:41.577225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:41.579220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:41.579840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:41.580403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:41.580990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:41.613771] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.90%, Actual: 1.73%
[2025-11-25T12:11:41.670391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:41.671574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:11:41.691954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:41.757577] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:11:41.783195] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 1.80%
[2025-11-25T12:11:41.920856] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:11:41.927989] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:41.953366] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.92%
[2025-11-25T12:11:41.985675] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 50.8s | Global ETA: 24m 4s
[2025-11-25T12:11:41.985970] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:11:41.986808] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:41.986947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:41.988692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:41.989257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:41.989748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:11:41.991434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:42.048694] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:11:42.092217] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:42.121421] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.92%, Actual: 0.25%
[2025-11-25T12:11:42.225260] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:42.252507] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.21% | Symbol ETA: 7.5s | Global ETA: 24m 4s
[2025-11-25T12:11:42.252808] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:11:42.253668] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:42.253807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:42.258633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:42.260456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:42.261021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:42.261534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:42.262804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:42.264266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:42.289148] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 0.44%
[2025-11-25T12:11:42.314690] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -1.40% | Symbol ETA: 3.2s | Global ETA: 24m 4s
[2025-11-25T12:11:42.326705] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:11:42.457177] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 0.42%
[2025-11-25T12:11:42.503390] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -0.03%, Actual: 0.71%
[2025-11-25T12:11:42.510203] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:42.569394] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 50.3s | Global ETA: 24m 4s
[2025-11-25T12:11:42.569717] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:11:42.570552] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:42.570709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:42.572461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:42.573077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:42.573554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:11:42.575272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:42.608077] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:11:42.629525] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 0.23%
[2025-11-25T12:11:42.682756] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 5.47%, Actual: 1.25%
[2025-11-25T12:11:42.780869] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:42.800734] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.20%
[2025-11-25T12:11:42.864553] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.21%, Actual: 0.16%
[2025-11-25T12:11:42.928902] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:11:42.934981] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -5.56% | Symbol ETA: 6.7s | Global ETA: 24m 4s
[2025-11-25T12:11:42.935268] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:11:42.936107] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:42.936253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:42.941211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:42.943094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:42.943694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:42.944212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:42.945530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:42.946985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:42.972960] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.34%, Actual: 0.06%
[2025-11-25T12:11:43.041849] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.02%, Actual: 3.31%
[2025-11-25T12:11:43.102154] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:43.146723] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 0.38%
[2025-11-25T12:11:43.147131] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 47.1097%
[2025-11-25T12:11:43.147307] [INFO ] [main      ] CMSA: DISCARDED add_volatility_state_percentiles (score: 47.11%)
[2025-11-25T12:11:43.147430] [INFO ] [main      ] CMSA: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:11:43.147536] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_volume_dispersion']
[2025-11-25T12:11:43.147663] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:11:43.160759] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:43.161323] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:11:43.161500] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 49.7s | Global ETA: 24m 4s
[2025-11-25T12:11:43.161833] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:11:43.162262] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:43.162340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:43.162801] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:43.162934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:43.164831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:43.165454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:43.165974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:11:43.167199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:43.167894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:43.169016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:43.169512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:43.169983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:43.170389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:43.172903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:43.216424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:11:43.217195] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.41%, Actual: 1.39%
[2025-11-25T12:11:43.218098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:43.292099] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:11:43.392458] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 0.16%
[2025-11-25T12:11:43.462886] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:43.512976] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:11:43.566719] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:11:43.570793] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 1.20%
[2025-11-25T12:11:43.630452] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -4.63% | Symbol ETA: 6.0s | Global ETA: 24m 5s
[2025-11-25T12:11:43.630772] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:11:43.631583] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:43.631743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:43.636585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:43.638471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:43.639039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:43.639594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:43.640932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:43.642352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:43.683937] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:43.741997] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 49.1s | Global ETA: 24m 5s
[2025-11-25T12:11:43.742309] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:11:43.743154] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:43.743306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:43.745048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:43.745669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:43.746156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:11:43.747915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:43.752511] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 1.60%
[2025-11-25T12:11:43.767428] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:43.867436] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.89% | Symbol ETA: 7.0s | Global ETA: 24m 5s
[2025-11-25T12:11:43.867811] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:11:43.869133] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:43.869303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:43.875303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:43.877991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:43.878823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:43.879495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:43.880096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:43.883477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:43.931549] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.72%, Actual: 0.41%
[2025-11-25T12:11:43.932132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:11:43.933926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:43.987703] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:11:44.112526] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -1.40%, Actual: 1.40%
[2025-11-25T12:11:44.112635] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:11:44.112797] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 32.1218%
[2025-11-25T12:11:44.112925] [INFO ] [main      ] JBGS: DISCARDED add_regime (score: 32.12%)
[2025-11-25T12:11:44.112982] [INFO ] [main      ] JBGS: Testing feature 40/53: add_regime_flags
[2025-11-25T12:11:44.113050] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_regime_flags']
[2025-11-25T12:11:44.113109] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:11:44.126519] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:44.127052] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:11:44.127987] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:44.128065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:44.133415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:44.135341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:44.135895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:44.136354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:44.136780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:44.178836] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:44.227104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:44.228085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:44.229211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:44.280254] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:11:44.284791] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:44.341283] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 48.5s | Global ETA: 24m 5s
[2025-11-25T12:11:44.347731] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 5.4s | Global ETA: 24m 5s
[2025-11-25T12:11:44.347956] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:11:44.348790] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:44.348931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:44.353781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:44.355633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:44.356200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:44.356743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:44.358059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:44.359528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:44.448610] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:44.510602] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:11:44.518876] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 6.1s | Global ETA: 24m 5s
[2025-11-25T12:11:44.519171] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:11:44.520041] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:44.520188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:44.525248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:44.527200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:44.527801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:44.528333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:44.528836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:44.531304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:44.574694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:11:44.576551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:44.584157] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:11:44.680603] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:11:44.697697] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:11:44.762758] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:44.848487] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 1.83% | Symbol ETA: 9.5s | Global ETA: 24m 5s
[2025-11-25T12:11:44.848639] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:11:44.849045] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:11:44.849462] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:44.849542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:44.854528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:44.856516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:44.857156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:44.857725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:44.858273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:44.866540] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:44.917151] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:11:44.947688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:44.948905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:44.950122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:45.026439] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:11:45.026939] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.93% | Symbol ETA: 4.6s | Global ETA: 24m 5s
[2025-11-25T12:11:45.027114] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:11:45.027956] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:45.028101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:45.032928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:45.034772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:45.035320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:45.035865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:45.037152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:45.038575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:45.090633] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:45.159930] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -1.52% | Symbol ETA: 5.4s | Global ETA: 24m 5s
[2025-11-25T12:11:45.160205] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:11:45.161095] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:45.161238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:45.166111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:45.168068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:45.168676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:45.169210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:45.169746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:45.172254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:45.196137] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:11:45.215383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:11:45.217138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:45.309891] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:11:45.365579] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:11:45.379622] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:11:45.478166] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:45.536477] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:11:45.551438] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:45.559857] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:11:45.565143] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 2.96% | Symbol ETA: 8.8s | Global ETA: 24m 6s
[2025-11-25T12:11:45.565283] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:11:45.566243] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:45.566323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:45.571442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:45.573194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:45.573686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:45.574128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:45.574525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:45.659925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:45.660924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:45.662039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:45.708079] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:11:45.721321] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.55% | Symbol ETA: 3.9s | Global ETA: 24m 6s
[2025-11-25T12:11:45.721610] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:11:45.722443] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:45.722588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:45.727419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:45.729229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:45.729739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:45.730261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:45.731538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:45.732680] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:45.732992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:45.803024] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.21% | Symbol ETA: 4.7s | Global ETA: 24m 6s
[2025-11-25T12:11:45.803318] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:11:45.804211] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:45.804358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:45.809394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:45.811354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:45.812099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:45.812669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:45.813152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:45.815814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:45.859118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:11:45.861050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:45.877984] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:11:46.023932] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:11:46.052128] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:11:46.052532] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:11:46.052708] [INFO ] [main      ] GROV: DISCARDED add_fullday_parkinson_range (score: 36.24%)
[2025-11-25T12:11:46.052830] [INFO ] [main      ] GROV: Testing feature 10/53: add_gap_fill_state
[2025-11-25T12:11:46.052935] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state']
[2025-11-25T12:11:46.053066] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:11:46.066917] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:46.067745] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:11:46.068710] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:46.068850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:46.070666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:46.071253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:46.071957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:46.078578] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:11:46.116831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:46.203871] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:46.207907] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:11:46.251122] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:46.294829] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -3.14% | Symbol ETA: 8.1s | Global ETA: 24m 6s
[2025-11-25T12:11:46.294986] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:11:46.295807] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:46.295904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:46.301355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:46.303212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:46.303771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:46.304251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:46.304690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:46.382252] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:46.392046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:46.393167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:46.394419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:46.402505] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 3.2s | Global ETA: 24m 6s
[2025-11-25T12:11:46.402836] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:11:46.403845] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:46.403987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:46.408903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:46.410775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:46.411331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:46.411874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:46.413157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:11:46.414583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:46.451109] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 4.0s | Global ETA: 24m 6s
[2025-11-25T12:11:46.451387] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:11:46.452251] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:46.452392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:46.457261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:46.459151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:46.459743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:46.460273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:46.460778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:46.463222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:46.497609] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:11:46.505762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:11:46.507332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:46.673801] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:46.734712] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.58% | Symbol ETA: 42.0s | Global ETA: 24m 6s
[2025-11-25T12:11:46.734986] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:11:46.735832] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:46.735971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:46.737744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:46.738313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:46.738807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:46.756274] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:11:46.756884] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:11:46.782043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:46.848926] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:11:46.928789] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:46.930081] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:47.016928] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.27% | Symbol ETA: 7.4s | Global ETA: 24m 6s
[2025-11-25T12:11:47.017110] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:11:47.018082] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:47.018184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:47.018218] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:47.023354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:47.025432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:47.025989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:47.026474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:47.026910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:47.087771] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 3.3s | Global ETA: 24m 6s
[2025-11-25T12:11:47.088050] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:11:47.088934] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:47.089076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:47.093959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:47.095898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:47.096500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:47.097058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:47.097548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:47.100031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:47.103516] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.71% | Symbol ETA: 2.5s | Global ETA: 24m 6s
[2025-11-25T12:11:47.114784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:47.115948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:47.117042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:47.118202] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:11:47.142485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:11:47.144405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:47.277119] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.83%, Actual: 1.44%
[2025-11-25T12:11:47.286868] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:47.350038] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 41.1s | Global ETA: 24m 7s
[2025-11-25T12:11:47.350322] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:11:47.351169] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:47.351307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:47.353044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:47.353624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:47.354113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:47.398696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:47.451933] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 2.47%, Actual: 0.62%
[2025-11-25T12:11:47.469682] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:11:47.496877] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:11:47.659104] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.21%, Actual: 1.31%
[2025-11-25T12:11:47.680359] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:47.737213] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:47.792407] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.81% | Symbol ETA: 6.7s | Global ETA: 24m 7s
[2025-11-25T12:11:47.792619] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:11:47.793781] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:47.793887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:47.799752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:47.802132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:47.802853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:47.803488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:47.804007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:47.811849] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:11:47.833777] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.22% | Symbol ETA: 2.7s | Global ETA: 24m 7s
[2025-11-25T12:11:47.834116] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:11:47.835179] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:47.835356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:47.841041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:47.843358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:47.844159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:47.844867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:47.845612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:47.849033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:47.908940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:47.909436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:11:47.910268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:47.911511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:47.911589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:47.920549] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -5.56%, Actual: 1.45%
[2025-11-25T12:11:48.066419] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:48.155362] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.11% | Symbol ETA: 40.9s | Global ETA: 24m 7s
[2025-11-25T12:11:48.155753] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:11:48.157086] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:48.157276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:48.160065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:48.161056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:48.161794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:48.177754] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -4.63%, Actual: 1.73%
[2025-11-25T12:11:48.220531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:48.395157] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:11:48.419268] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.30%, Actual: 1.47%
[2025-11-25T12:11:48.437855] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:11:48.593382] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:48.599677] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.93%, Actual: 2.46%
[2025-11-25T12:11:48.609175] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:11:48.634461] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:48.679037] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -1.43% | Symbol ETA: 6.1s | Global ETA: 24m 7s
[2025-11-25T12:11:48.679174] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:11:48.679981] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:48.680064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:48.684885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:48.686629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:48.687208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:48.687694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:48.688109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:48.711162] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.88% | Symbol ETA: 2.1s | Global ETA: 24m 7s
[2025-11-25T12:11:48.711470] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:11:48.712375] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:48.712530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:48.717682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:48.719863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:48.720521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:48.721091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:48.721577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:48.724166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:48.770283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:11:48.772291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:48.773864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:48.774978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:48.776148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:48.784484] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:48.787394] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.55%, Actual: 1.22%
[2025-11-25T12:11:48.845267] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.61% | Symbol ETA: 40.2s | Global ETA: 24m 7s
[2025-11-25T12:11:48.845566] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:11:48.846417] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:48.846557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:48.848392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:48.849069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:48.849706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:48.895973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:48.975305] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.12%
[2025-11-25T12:11:49.119724] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:11:49.129666] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:11:49.157945] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.71%, Actual: 0.79%
[2025-11-25T12:11:49.158261] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 46.9464%
[2025-11-25T12:11:49.159109] [INFO ] [main      ] AIT: DISCARDED add_signed_carry_history_11 (score: 46.95%)
[2025-11-25T12:11:49.159192] [INFO ] [main      ] AIT: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:11:49.159233] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_sma_ratio']
[2025-11-25T12:11:49.159291] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:11:49.175815] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:49.176358] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:11:49.177408] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:49.177492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:49.182901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:49.184937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:49.185599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:49.186088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:49.187473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:49.188351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:49.245795] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:11:49.293593] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:49.298999] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:49.367162] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: -0.08% | Symbol ETA: 1.4s | Global ETA: 24m 8s
[2025-11-25T12:11:49.367467] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:11:49.368253] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:49.368394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:49.373333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:49.375172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:49.375754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:49.376280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:49.376778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:49.376894] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 5.3s | Global ETA: 24m 8s
[2025-11-25T12:11:49.377224] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:11:49.378690] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:49.378857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:49.379301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:49.384060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:49.386153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:49.386816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:49.387392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:49.387846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:49.417431] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:49.421357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:11:49.422929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:49.478379] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.68% | Symbol ETA: 39.4s | Global ETA: 24m 8s
[2025-11-25T12:11:49.478713] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:11:49.479554] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:49.479718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:49.480013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:49.481111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:49.481438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:49.482065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:49.482278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:49.482464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:49.527521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:49.537209] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:11:49.709068] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:49.765408] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:11:49.836179] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:11:49.873744] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:11:49.878044] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 8.2s | Global ETA: 24m 8s
[2025-11-25T12:11:49.878347] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:11:49.879341] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:49.879488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:49.885249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:49.887528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:49.888140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:49.888749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:49.890120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:49.890977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:49.937836] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:50.004199] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:50.008215] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 0.7s | Global ETA: 24m 8s
[2025-11-25T12:11:50.048702] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:50.085349] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 4.5s | Global ETA: 24m 8s
[2025-11-25T12:11:50.085505] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:11:50.086269] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:50.086376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:50.091107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:50.093088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:50.093701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:50.094224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:50.094718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:50.108946] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.15% | Symbol ETA: 38.7s | Global ETA: 24m 8s
[2025-11-25T12:11:50.109092] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:11:50.109877] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:50.110096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:50.111924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:50.112514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:50.113015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:50.157442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:50.175543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:50.176513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:50.177627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:50.193539] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.89%, Actual: 1.73%
[2025-11-25T12:11:50.257467] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:11:50.364994] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 1.80%
[2025-11-25T12:11:50.438620] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:50.507799] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:11:50.514694] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:11:50.541110] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.52%, Actual: 0.92%
[2025-11-25T12:11:50.614154] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.77% | Symbol ETA: 7.6s | Global ETA: 24m 8s
[2025-11-25T12:11:50.614468] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:11:50.615399] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:50.615551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:50.620604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:50.622518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:50.623127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:50.623693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:50.625036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:50.625896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:50.685387] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:50.689923] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:50.714025] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.21%, Actual: 0.25%
[2025-11-25T12:11:50.746928] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.96% | Symbol ETA: 38.0s | Global ETA: 24m 8s
[2025-11-25T12:11:50.747107] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:11:50.747907] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:50.747983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:50.749767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:50.750304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:50.750737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:50.770176] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 2.99% | Symbol ETA: 3.8s | Global ETA: 24m 9s
[2025-11-25T12:11:50.770322] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:11:50.771078] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:50.771154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:50.775851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:50.777754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:50.778239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:50.778692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:50.779092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:50.796191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:50.862115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:50.862902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:50.863906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:50.886583] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 0.44%
[2025-11-25T12:11:51.062801] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.21%, Actual: 0.42%
[2025-11-25T12:11:51.071882] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:11:51.156216] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:11:51.217843] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:11:51.232624] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.22%, Actual: 0.23%
[2025-11-25T12:11:51.256865] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:51.333428] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:51.386887] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:51.394440] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 37.3s | Global ETA: 24m 9s
[2025-11-25T12:11:51.394761] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:11:51.395594] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:51.395751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:51.397588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:51.398221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:51.398734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:51.400932] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 0.20%
[2025-11-25T12:11:51.416264] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 0.48% | Symbol ETA: 7.1s | Global ETA: 24m 9s
[2025-11-25T12:11:51.416582] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:11:51.417499] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:51.417663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:51.422825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:51.424768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:51.425390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:51.426050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:51.427451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:51.428401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:51.443494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:51.467853] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 3.0s | Global ETA: 24m 9s
[2025-11-25T12:11:51.571967] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 0.06%
[2025-11-25T12:11:51.636468] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.83%, Actual: 0.71%
[2025-11-25T12:11:51.748659] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.38%
[2025-11-25T12:11:51.749071] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 44.2459%
[2025-11-25T12:11:51.749250] [INFO ] [main      ] CMSA: DISCARDED add_volume_dispersion (score: 44.25%)
[2025-11-25T12:11:51.749369] [INFO ] [main      ] CMSA: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:11:51.749479] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_volume_flow_differentials']
[2025-11-25T12:11:51.749618] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:11:51.791231] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:11:51.794813] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:11:51.806442] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 2.96%, Actual: 1.25%
[2025-11-25T12:11:51.828046] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:51.828935] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:11:51.830136] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:51.830283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:51.835486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:51.837473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:51.838110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:51.838852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:51.839449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:51.842255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:51.887251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:11:51.890254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:51.969551] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:51.974562] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:51.975850] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -3.14%, Actual: 0.16%
[2025-11-25T12:11:52.030583] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.21% | Symbol ETA: 36.7s | Global ETA: 24m 9s
[2025-11-25T12:11:52.030774] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:11:52.031729] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:52.031869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:52.033629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:52.034419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:52.034951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:52.079076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:52.132321] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -4.32% | Symbol ETA: 6.3s | Global ETA: 24m 9s
[2025-11-25T12:11:52.132619] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:11:52.133489] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:52.133636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:52.138903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:52.141024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:52.141629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:52.142248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:52.143772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:52.144601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:52.144553] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 3.31%
[2025-11-25T12:11:52.232178] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:11:52.313246] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.81%, Actual: 1.39%
[2025-11-25T12:11:52.406336] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:52.430073] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:11:52.485369] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.18% | Symbol ETA: 6.4s | Global ETA: 24m 9s
[2025-11-25T12:11:52.485514] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:11:52.486307] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:52.486387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:52.490309] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -1.43%, Actual: 0.16%
[2025-11-25T12:11:52.491719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:52.493521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:52.494050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:52.494507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:52.494956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:52.497922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:52.511579] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:11:52.545317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:11:52.548715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:52.609829] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:52.662470] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 1.20%
[2025-11-25T12:11:52.671868] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -0.92% | Symbol ETA: 36.0s | Global ETA: 24m 10s
[2025-11-25T12:11:52.693353] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:52.834776] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.71%, Actual: 1.60%
[2025-11-25T12:11:52.852989] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.58%, Actual: 0.81%
[2025-11-25T12:11:52.865958] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -1.50% | Symbol ETA: 5.6s | Global ETA: 24m 10s
[2025-11-25T12:11:52.866263] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:11:52.867170] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:52.867315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:52.872358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:52.874354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:52.875031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:52.875573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:52.876991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:52.877834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:52.901123] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:11:53.004727] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 2.99%, Actual: 0.41%
[2025-11-25T12:11:53.031310] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -1.94%, Actual: 0.83%
[2025-11-25T12:11:53.083635] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:53.163519] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 5.9s | Global ETA: 24m 10s
[2025-11-25T12:11:53.163876] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:11:53.164668] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:53.164762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:53.169545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:53.171343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:53.171862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:53.172326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:53.172750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:53.174330] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -0.12%, Actual: 1.40%
[2025-11-25T12:11:53.174727] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 33.7892%
[2025-11-25T12:11:53.175128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:53.175458] [INFO ] [main      ] JBGS: DISCARDED add_regime_flags (score: 33.79%)
[2025-11-25T12:11:53.175575] [INFO ] [main      ] JBGS: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:53.175704] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:11:53.175818] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:11:53.188340] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:53.188904] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:11:53.189813] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:11:53.189954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:53.194740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:53.196569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:53.197164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:53.197704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:53.198176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:53.208232] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.11%, Actual: 2.84%
[2025-11-25T12:11:53.221754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:11:53.224938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:53.243281] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:11:53.283102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:53.283995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:53.285034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:53.286694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:53.287751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:53.288409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:53.392814] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.61%, Actual: 0.58%
[2025-11-25T12:11:53.423280] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:53.567373] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 4.52%
[2025-11-25T12:11:53.570868] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:11:53.594777] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.18% | Symbol ETA: 4.8s | Global ETA: 24m 10s
[2025-11-25T12:11:53.595079] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:11:53.596062] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:53.596212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:53.601972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:53.604040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:53.604669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:53.605226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:53.606558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:53.607396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:53.640149] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:11:53.741178] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.15%, Actual: 2.39%
[2025-11-25T12:11:53.745748] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:53.822765] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.94% | Symbol ETA: 5.2s | Global ETA: 24m 10s
[2025-11-25T12:11:53.823062] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:11:53.823936] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:53.824080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:53.826787] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:53.829161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:53.831222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:53.831846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:53.832386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:53.832898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:53.835493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:53.880400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:11:53.884058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:53.919629] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.96%, Actual: 1.30%
[2025-11-25T12:11:53.920132] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.14% | Symbol ETA: 9.3s | Global ETA: 24m 10s
[2025-11-25T12:11:53.920416] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:11:53.921474] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:11:53.921615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:53.927076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:53.928967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:53.929542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:53.930084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:53.930557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:53.999561] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:11:54.022088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:54.023404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:54.024720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:54.026486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:54.027605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:54.028357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:54.108533] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.94%
[2025-11-25T12:11:54.192842] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:54.253236] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:11:54.288025] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.21%, Actual: 5.47%
[2025-11-25T12:11:54.352204] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -2.60% | Symbol ETA: 4.1s | Global ETA: 24m 10s
[2025-11-25T12:11:54.352504] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:11:54.353404] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:54.353571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:54.358751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:54.360732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:54.361306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:54.361870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:54.363294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:54.364114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:54.393694] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:11:54.430535] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:54.467603] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -0.92%, Actual: 1.52%
[2025-11-25T12:11:54.468045] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 41.8534%
[2025-11-25T12:11:54.468215] [INFO ] [main      ] GROV: DISCARDED add_gap_fill_state (score: 41.85%)
[2025-11-25T12:11:54.468336] [INFO ] [main      ] GROV: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T12:11:54.468443] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite']
[2025-11-25T12:11:54.468550] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:11:54.482885] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:54.483462] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:11:54.484421] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:54.484570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:54.486358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:54.486983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:54.487490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:11:54.488535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:54.507596] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.87% | Symbol ETA: 4.5s | Global ETA: 24m 11s
[2025-11-25T12:11:54.507789] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:11:54.508557] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:54.508658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:54.513904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:54.516001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:54.516609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:54.517170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:54.517674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:54.520157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:54.563872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:11:54.565892] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:54.567340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:54.655512] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 3.59% | Symbol ETA: 8.6s | Global ETA: 24m 11s
[2025-11-25T12:11:54.655815] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:11:54.656662] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:11:54.656802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:54.661548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:54.663388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:54.663968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:54.664490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:54.665019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:54.739261] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:11:54.749972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:54.751170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:54.752430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:54.754339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:54.755600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:54.756523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:54.835135] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:11:54.909775] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:54.911190] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:11:55.010552] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:55.069465] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 40.6s | Global ETA: 24m 11s
[2025-11-25T12:11:55.069782] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:11:55.070593] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:55.070748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:55.072460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:55.073070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:55.073540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:11:55.074557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:55.078434] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 3.4s | Global ETA: 24m 11s
[2025-11-25T12:11:55.078775] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:11:55.079714] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:55.079861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:55.085833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:55.088344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:55.088444] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:55.089173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:55.089758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:55.091136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:55.092020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:55.115527] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:11:55.164067] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: 0.25% | Symbol ETA: 3.9s | Global ETA: 24m 11s
[2025-11-25T12:11:55.164223] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:11:55.165006] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:55.165082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:55.170072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:55.172316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:55.172945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:55.173472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:55.173963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:55.176452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:55.222056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:11:55.225143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:55.288811] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:55.380506] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -2.58% | Symbol ETA: 7.8s | Global ETA: 24m 11s
[2025-11-25T12:11:55.380813] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:11:55.381741] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:11:55.381887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:55.386982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:55.388978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:55.389488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:55.390046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:55.390532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:55.420026] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:11:55.469358] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:11:55.480808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:55.482016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:55.483385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:55.485608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:55.486943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:55.487790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:55.586003] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:11:55.596054] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:55.658063] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:55.659355] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -3.13% | Symbol ETA: 40.0s | Global ETA: 24m 11s
[2025-11-25T12:11:55.659505] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:11:55.660280] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:55.660355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:55.662062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:55.662565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:55.662979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:11:55.663940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:55.762398] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:55.810721] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -1.35% | Symbol ETA: 2.6s | Global ETA: 24m 11s
[2025-11-25T12:11:55.810986] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:11:55.811869] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:55.812018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:55.817332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:55.819549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:55.820152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:55.820732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:55.822152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:11:55.823210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:55.837884] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 3.2s | Global ETA: 24m 11s
[2025-11-25T12:11:55.838054] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:11:55.839041] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:55.839266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:55.844374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:55.846322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:55.846914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:55.847454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:55.847989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:55.849180] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:11:55.850492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:55.893707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:11:55.897102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:56.021599] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:11:56.025725] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:56.116418] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -0.72% | Symbol ETA: 7.1s | Global ETA: 24m 11s
[2025-11-25T12:11:56.116740] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:11:56.118007] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:11:56.118151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:56.123634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:56.125739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:56.126498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:56.127081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:56.127585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:56.203437] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:11:56.215070] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:11:56.215594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:56.216464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:56.217621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:56.219544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:56.220864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:56.221635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:56.258477] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:11:56.278893] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 39.5s | Global ETA: 24m 12s
[2025-11-25T12:11:56.279172] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:11:56.280314] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:56.280460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:56.282483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:56.283103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:56.283710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:11:56.284843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:56.386842] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:56.434682] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:56.511893] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 2.5s | Global ETA: 24m 12s
[2025-11-25T12:11:56.512044] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:11:56.512844] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:56.513060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:56.518056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:56.520022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:56.520633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:56.521173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:56.521680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:56.524193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:56.566504] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -1.82% | Symbol ETA: 1.9s | Global ETA: 24m 12s
[2025-11-25T12:11:56.567445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:11:56.570914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:56.572172] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:11:56.640269] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:11:56.746233] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:56.760125] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.24%, Actual: 1.44%
[2025-11-25T12:11:56.814881] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:11:56.836070] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.71% | Symbol ETA: 6.4s | Global ETA: 24m 12s
[2025-11-25T12:11:56.836219] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:11:56.836982] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:11:56.837089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:56.841795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:56.843533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:56.844037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:56.844483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:56.844904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:56.874832] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 38.9s | Global ETA: 24m 12s
[2025-11-25T12:11:56.875123] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:11:56.875992] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:56.876130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:56.877959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:56.878563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:56.879058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:11:56.880104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:56.925485] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:11:56.927247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:56.928198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:56.929380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:56.931128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:56.932265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:56.933031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:56.952168] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.77%, Actual: 0.62%
[2025-11-25T12:11:57.098242] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:57.154223] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 1.31%
[2025-11-25T12:11:57.172841] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 1.9s | Global ETA: 24m 12s
[2025-11-25T12:11:57.173129] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:11:57.174053] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:57.174199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:57.179274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:57.181271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:57.181888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:57.182364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:57.182885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:57.185431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:57.219580] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:11:57.230405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:11:57.233792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:57.270290] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:11:57.358710] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -4.32%, Actual: 1.45%
[2025-11-25T12:11:57.389636] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:11:57.443420] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:57.450454] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 38.3s | Global ETA: 24m 12s
[2025-11-25T12:11:57.450692] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:11:57.451521] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:57.451683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:57.453389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:57.453977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:57.454456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:11:57.455487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:57.536971] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -1.82% | Symbol ETA: 5.6s | Global ETA: 24m 12s
[2025-11-25T12:11:57.537289] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:11:57.538370] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:11:57.538512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:57.544110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:57.546244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:57.547074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:57.547609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:57.548311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:57.553999] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -1.50%, Actual: 1.73%
[2025-11-25T12:11:57.583283] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:11:57.634276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:57.635401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:57.636548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:57.638401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:57.639582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:57.640538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:57.751273] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.18%, Actual: 1.47%
[2025-11-25T12:11:57.763295] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:57.807107] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:11:57.836431] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: -0.06% | Symbol ETA: 1.2s | Global ETA: 24m 12s
[2025-11-25T12:11:57.836582] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:11:57.837391] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:11:57.837468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:57.842491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:57.844479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:57.845069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:57.845591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:57.846083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:11:57.848626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:11:57.891402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:11:57.894590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:57.939760] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -2.60%, Actual: 2.46%
[2025-11-25T12:11:57.983054] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:11:57.986777] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:11:58.048760] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 37.7s | Global ETA: 24m 13s
[2025-11-25T12:11:58.048934] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:11:58.049732] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:58.049813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:58.051552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:58.052160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:58.052636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:11:58.053704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:58.124869] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.92%, Actual: 1.22%
[2025-11-25T12:11:58.159839] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:58.244780] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:11:58.254351] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.67% | Symbol ETA: 4.9s | Global ETA: 24m 13s
[2025-11-25T12:11:58.254502] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:11:58.255318] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:11:58.255405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:58.260303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:58.262308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:58.262980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:58.263515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:58.264035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:58.308715] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -1.35%, Actual: 0.12%
[2025-11-25T12:11:58.350057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:58.350917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:58.351963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:58.353783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:58.354813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:58.355472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:58.405592] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:11:58.414173] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:11:58.484409] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 0.5s | Global ETA: 24m 13s
[2025-11-25T12:11:58.495591] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -1.82%, Actual: 0.79%
[2025-11-25T12:11:58.496016] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 41.4139%
[2025-11-25T12:11:58.496191] [INFO ] [main      ] AIT: DISCARDED add_sma_ratio (score: 41.41%)
[2025-11-25T12:11:58.496315] [INFO ] [main      ] AIT: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:11:58.496426] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_vol_of_vol']
[2025-11-25T12:11:58.496540] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:11:58.512928] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:11:58.513580] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:11:58.514769] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:58.514928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:58.520420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:58.522498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:58.523127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:58.523708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:58.525063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:58.526359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:58.576435] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:11:58.635186] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 37.1s | Global ETA: 24m 13s
[2025-11-25T12:11:58.635472] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:11:58.636335] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:58.636479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:58.638290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:58.638905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:58.639385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:11:58.640455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:58.655392] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.18%, Actual: 1.73%
[2025-11-25T12:11:58.697780] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:11:58.823802] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 1.80%
[2025-11-25T12:11:58.870921] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:58.897767] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:11:58.964715] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -4.04% | Symbol ETA: 4.2s | Global ETA: 24m 13s
[2025-11-25T12:11:58.965026] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:11:58.965891] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:11:58.966033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:58.971139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:58.973085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:58.973686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:58.974219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:58.974723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:58.985953] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:11:58.998252] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.94%, Actual: 0.92%
[2025-11-25T12:11:59.060903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:59.062007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:59.063134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:59.064939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:59.066069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:59.066844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:59.080699] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:11:59.157734] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:11:59.170272] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.87%, Actual: 0.25%
[2025-11-25T12:11:59.216108] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 36.5s | Global ETA: 24m 13s
[2025-11-25T12:11:59.216411] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:11:59.217375] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:59.217521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:59.219298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:59.219938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:59.220421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:11:59.221493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:59.271830] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 0.23% | Symbol ETA: 8.3s | Global ETA: 24m 13s
[2025-11-25T12:11:59.272017] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:11:59.272834] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:59.273059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:59.278073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:59.280025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:59.280597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:59.281185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:11:59.282593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:11:59.283830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:59.342519] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 0.44%
[2025-11-25T12:11:59.411362] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:11:59.510100] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.13%, Actual: 0.42%
[2025-11-25T12:11:59.565606] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:11:59.585667] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:59.636991] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:11:59.678599] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 0.23%
[2025-11-25T12:11:59.681923] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 2.92% | Symbol ETA: 3.4s | Global ETA: 24m 13s
[2025-11-25T12:11:59.682260] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:11:59.683306] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:11:59.683466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:11:59.688625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:59.690686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:59.691297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:11:59.691882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:59.692392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:11:59.736152] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:11:59.779736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:11:59.780915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:11:59.782075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:11:59.783930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:11:59.785087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:11:59.785894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:59.794530] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 35.9s | Global ETA: 24m 13s
[2025-11-25T12:11:59.794843] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:11:59.795686] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:11:59.795826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:11:59.797629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:11:59.798215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:11:59.798709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:11:59.799739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:11:59.817776] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:11:59.848939] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.20%
[2025-11-25T12:11:59.995821] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: -0.69% | Symbol ETA: 7.4s | Global ETA: 24m 14s
[2025-11-25T12:11:59.995990] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:11:59.996847] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:11:59.997084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:00.002313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:00.004255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:00.004932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:00.005482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:00.006912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:00.008211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:00.027867] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: -0.06%, Actual: 0.06%
[2025-11-25T12:12:00.175149] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:12:00.213366] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 0.38%
[2025-11-25T12:12:00.213752] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 49.4812%
[2025-11-25T12:12:00.213924] [INFO ] [main      ] CMSA: DISCARDED add_volume_flow_differentials (score: 49.48%)
[2025-11-25T12:12:00.214042] [INFO ] [main      ] CMSA: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:12:00.214149] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_volume_pressure_into_close']
[2025-11-25T12:12:00.214285] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:12:00.227529] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:00.228143] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:12:00.229073] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:00.229216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:00.234085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:00.235947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:00.236506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:00.237070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:00.237543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:00.240069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:00.252902] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:12:00.283983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:00.285929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:00.362598] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:12:00.476859] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:00.537048] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 35.3s | Global ETA: 24m 14s
[2025-11-25T12:12:00.589446] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:00.664338] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:00.673798] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:12:00.759384] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 0.41% | Symbol ETA: 2.7s | Global ETA: 24m 14s
[2025-11-25T12:12:00.847164] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:00.854958] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:12:00.855885] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 5.21% | Symbol ETA: 6.9s | Global ETA: 24m 14s
[2025-11-25T12:12:00.855969] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:12:00.856756] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:00.856831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:00.867895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:00.869800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:00.870293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:00.873785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:00.875099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:00.876283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:00.927911] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.82% | Symbol ETA: 6.6s | Global ETA: 24m 14s
[2025-11-25T12:12:00.928035] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:12:00.928817] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:00.928893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:00.933977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:00.935730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:00.936204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:00.936658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:00.937079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:00.939470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:00.949076] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.14%, Actual: 0.71%
[2025-11-25T12:12:00.983829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:00.985751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:01.049993] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -3.13%, Actual: 0.83%
[2025-11-25T12:12:01.132933] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 3.59%, Actual: 1.25%
[2025-11-25T12:12:01.271727] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:12:01.291482] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:12:01.309542] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -2.58%, Actual: 0.16%
[2025-11-25T12:12:01.401092] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:12:01.443616] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:12:01.461197] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:01.484899] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -0.72%, Actual: 3.31%
[2025-11-25T12:12:01.584751] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:01.618260] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:12:01.625668] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -5.95% | Symbol ETA: 6.2s | Global ETA: 24m 14s
[2025-11-25T12:12:01.625847] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:12:01.626753] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:01.626981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:01.632705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:01.634809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:01.635396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:01.636015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:01.637672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:01.639160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:01.663594] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 6.1s | Global ETA: 24m 15s
[2025-11-25T12:12:01.664176] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:12:01.665276] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:01.665420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:01.670982] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.71%, Actual: 1.39%
[2025-11-25T12:12:01.671314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:01.673469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:01.674282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:01.675017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:01.675504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:01.678748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:01.728059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:01.730471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:01.795334] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:12:01.852911] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -1.82%, Actual: 0.16%
[2025-11-25T12:12:01.971309] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:12:02.050574] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:12:02.057593] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.67%, Actual: 1.20%
[2025-11-25T12:12:02.097505] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:12:02.151391] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:12:02.228332] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:02.246871] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -4.04%, Actual: 1.60%
[2025-11-25T12:12:02.278638] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:02.328328] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:12:02.355956] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.10% | Symbol ETA: 5.3s | Global ETA: 24m 15s
[2025-11-25T12:12:02.356256] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:12:02.357193] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:02.357346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:02.362680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:02.364565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:02.365146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:02.365714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:02.366254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:02.368931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:02.388495] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 5.4s | Global ETA: 24m 15s
[2025-11-25T12:12:02.388822] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:12:02.389691] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:02.389831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:02.395497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:02.397509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:02.398091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:02.400576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:02.401985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:02.403230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:02.417110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:02.419463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:02.427909] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 2.92%, Actual: 0.41%
[2025-11-25T12:12:02.504453] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:12:02.504833] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 35.1579%
[2025-11-25T12:12:02.505014] [INFO ] [main      ] GROV: DISCARDED add_gap_morning_composite (score: 35.16%)
[2025-11-25T12:12:02.505129] [INFO ] [main      ] GROV: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T12:12:02.505237] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_resolution_state']
[2025-11-25T12:12:02.505344] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:12:02.520402] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:02.520968] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:12:02.522215] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:02.522362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:02.524321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:02.525237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:02.525738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:12:02.578696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:02.626447] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 0.41%, Actual: 1.40%
[2025-11-25T12:12:02.626810] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 33.8318%
[2025-11-25T12:12:02.627218] [INFO ] [main      ] JBGS: DISCARDED add_return_volume_nonlinearity_proxies (score: 33.83%)
[2025-11-25T12:12:02.627342] [INFO ] [main      ] JBGS: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:12:02.627451] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_shelf_lag']
[2025-11-25T12:12:02.627565] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:12:02.642269] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:02.643004] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:12:02.644182] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:02.644338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:02.650039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:02.652253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:02.652980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:02.653525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:02.654068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:02.739449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:02.740575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:12:02.741895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:02.762893] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:12:02.779036] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:12:02.919321] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:12:02.949961] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:02.950463] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:03.021677] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.19% | Symbol ETA: 4.5s | Global ETA: 24m 15s
[2025-11-25T12:12:03.022001] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:12:03.022869] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:03.023013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:03.028009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:03.029923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:03.030497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:03.031040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:03.031521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:03.033984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:03.076864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:03.078981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:03.087720] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:03.114639] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:12:03.126552] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 4.6s | Global ETA: 24m 15s
[2025-11-25T12:12:03.126742] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:12:03.127934] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:03.128080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:03.133604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:03.135741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:03.136313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:03.136874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:03.138215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:03.139570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:03.148562] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.40% | Symbol ETA: 35.6s | Global ETA: 24m 15s
[2025-11-25T12:12:03.148895] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:12:03.149854] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:03.150011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:03.152187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:03.153056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:03.153566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:12:03.209284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:03.291308] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:03.420162] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:12:03.474401] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 0.56% | Symbol ETA: 10.0s | Global ETA: 24m 15s
[2025-11-25T12:12:03.474552] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:12:03.475385] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:03.475465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:03.480430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:03.482218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:03.482739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:03.483203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:03.483605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:03.502524] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:12:03.560514] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:12:03.571120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:03.571996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:12:03.573191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:03.592138] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:03.663418] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.66% | Symbol ETA: 3.8s | Global ETA: 24m 16s
[2025-11-25T12:12:03.663716] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:12:03.664539] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:03.664696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:03.669521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:03.671393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:03.671963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:03.672479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:03.672970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:03.675380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:03.687385] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:03.718419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:03.720279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:03.745371] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:03.810102] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 35.1s | Global ETA: 24m 16s
[2025-11-25T12:12:03.810383] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:12:03.811264] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:03.811419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:03.813360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:03.814035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:03.814579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:12:03.849304] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 3.8s | Global ETA: 24m 16s
[2025-11-25T12:12:03.849572] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:12:03.850468] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:03.850610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:03.855796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:03.857816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:03.858368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:03.858949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:03.860318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:03.861572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:03.871843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:03.927234] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:12:04.059293] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:12:04.109419] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:04.226866] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:04.241293] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:12:04.259609] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:12:04.286402] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 9.1s | Global ETA: 24m 16s
[2025-11-25T12:12:04.286670] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:12:04.287529] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:04.287682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:04.293094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:04.295044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:04.295593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:04.296156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:04.296683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:04.298063] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.08% | Symbol ETA: 3.1s | Global ETA: 24m 16s
[2025-11-25T12:12:04.298378] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:12:04.299255] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:04.299399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:04.304220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:04.306044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:04.306595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:04.307154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:04.307562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:04.310041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:04.352691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:04.354383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:04.380458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:04.381312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:12:04.382536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:04.431816] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:04.439375] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:04.495772] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.23% | Symbol ETA: 34.6s | Global ETA: 24m 16s
[2025-11-25T12:12:04.495955] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:12:04.496774] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:04.496865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:04.498794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:04.499395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:04.499945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:12:04.555402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:04.610586] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.38% | Symbol ETA: 3.0s | Global ETA: 24m 16s
[2025-11-25T12:12:04.610899] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:12:04.611760] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:04.611902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:04.616962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:04.618950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:04.619560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:04.620105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:04.621435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:04.622686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:04.690831] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:12:04.718524] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:12:04.859541] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:04.892928] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:04.914516] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:12:04.931861] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 2.4s | Global ETA: 24m 16s
[2025-11-25T12:12:04.932014] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:12:04.932771] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:04.932846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:04.937618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:04.939368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:04.939880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:04.940321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:04.940731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:04.943100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:04.984940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:04.986598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:04.986863] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:12:05.068081] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: 0.33% | Symbol ETA: 8.2s | Global ETA: 24m 16s
[2025-11-25T12:12:05.068229] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:12:05.069005] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:05.069081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:05.073752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:05.075471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:05.075962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:05.076397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:05.076803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:05.092695] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:05.153891] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.23% | Symbol ETA: 33.9s | Global ETA: 24m 16s
[2025-11-25T12:12:05.154049] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:12:05.154852] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:05.154928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:05.156704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:05.157277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:05.157705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:12:05.164595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:05.165606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:12:05.166900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:05.198993] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:05.210956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:05.324378] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:12:05.380064] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 1.01% | Symbol ETA: 2.2s | Global ETA: 24m 17s
[2025-11-25T12:12:05.380367] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:12:05.381335] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:05.381482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:05.386734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:05.388938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:05.389590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:05.390147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:05.391502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:05.392775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:05.493919] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:05.538035] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:12:05.564293] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.43% | Symbol ETA: 1.7s | Global ETA: 24m 17s
[2025-11-25T12:12:05.564591] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:12:05.565424] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:05.565567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:05.568119] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:12:05.570401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:05.572255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:05.572833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:05.573349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:05.573840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:05.576275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:05.618843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:05.620609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:05.722680] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:05.752991] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:05.761015] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:12:05.816721] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.38% | Symbol ETA: 33.3s | Global ETA: 24m 17s
[2025-11-25T12:12:05.816906] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:12:05.817927] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:05.818013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:05.819865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:05.820479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:05.820943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:12:05.875623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:05.890598] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 7.4s | Global ETA: 24m 17s
[2025-11-25T12:12:05.890874] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:12:05.891711] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:05.891851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:05.896638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:05.898476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:05.899021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:05.899560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:05.900065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:05.940871] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:05.965810] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:12:05.985918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:05.986963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:12:05.988283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:06.121452] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 1.5s | Global ETA: 24m 17s
[2025-11-25T12:12:06.140207] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:06.212682] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.13% | Symbol ETA: 1.0s | Global ETA: 24m 17s
[2025-11-25T12:12:06.212832] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:12:06.213582] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:06.213672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:06.218471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:06.220310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:06.220822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:06.221270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:06.221686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:06.224472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:06.240557] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:12:06.269192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:06.271265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:06.325533] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 0.23%, Actual: 1.44%
[2025-11-25T12:12:06.333637] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:12:06.418666] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:06.480503] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.39% | Symbol ETA: 32.6s | Global ETA: 24m 17s
[2025-11-25T12:12:06.480702] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:12:06.481512] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:06.481743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:06.483682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:06.484274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:06.484787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:12:06.507431] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:06.513605] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 0.62%
[2025-11-25T12:12:06.542421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:06.623900] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:12:06.678786] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 0.25% | Symbol ETA: 6.6s | Global ETA: 24m 17s
[2025-11-25T12:12:06.678951] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:12:06.679748] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:06.679826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:06.684832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:06.686777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:06.687317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:06.687784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:06.688374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:06.700974] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 5.21%, Actual: 1.31%
[2025-11-25T12:12:06.775092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:06.776097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:12:06.777888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:06.800377] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:06.870734] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.98% | Symbol ETA: 0.3s | Global ETA: 24m 17s
[2025-11-25T12:12:06.881166] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -5.95%, Actual: 1.45%
[2025-11-25T12:12:06.901595] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:12:07.043635] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.82%, Actual: 1.73%
[2025-11-25T12:12:07.058568] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 1.73%
[2025-11-25T12:12:07.075092] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:07.134460] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.90% | Symbol ETA: 31.9s | Global ETA: 24m 18s
[2025-11-25T12:12:07.134766] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:12:07.135733] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:07.135876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:07.135965] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:12:07.137718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:07.138328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:07.138862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:12:07.193912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:07.234006] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 1.47%
[2025-11-25T12:12:07.239496] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.22%, Actual: 1.80%
[2025-11-25T12:12:07.311270] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:07.410546] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 2.46%
[2025-11-25T12:12:07.435748] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 0.92%
[2025-11-25T12:12:07.491596] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 5.8s | Global ETA: 24m 18s
[2025-11-25T12:12:07.491916] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:12:07.492887] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:07.493035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:07.498678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:07.500786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:07.501438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:07.502000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:07.502507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:07.560507] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:12:07.586323] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.38%, Actual: 1.22%
[2025-11-25T12:12:07.589862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:07.591421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:12:07.592770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:07.619174] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.19%, Actual: 0.25%
[2025-11-25T12:12:07.742419] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:07.765341] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 1.01%, Actual: 0.12%
[2025-11-25T12:12:07.801031] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 31.3s | Global ETA: 24m 18s
[2025-11-25T12:12:07.801314] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:12:07.802164] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:07.802305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:07.804046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:07.804616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:07.805102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:12:07.806485] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 0.44%
[2025-11-25T12:12:07.857707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:07.941973] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.12%, Actual: 0.79%
[2025-11-25T12:12:07.942372] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 31.6912%
[2025-11-25T12:12:07.942534] [INFO ] [main      ] AIT: DISCARDED add_vol_of_vol (score: 31.69%)
[2025-11-25T12:12:07.942602] [INFO ] [main      ] AIT: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:12:07.942725] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_volatility_decay_ratio']
[2025-11-25T12:12:07.942840] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:12:07.943297] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:12:07.959527] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:07.960050] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:12:07.961317] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:07.961393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:07.966249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:07.968343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:07.969002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:07.969529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:07.970853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:07.972102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:07.979344] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.42%
[2025-11-25T12:12:08.118587] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:08.172292] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 0.23%
[2025-11-25T12:12:08.217056] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:12:08.285049] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.91% | Symbol ETA: 5.0s | Global ETA: 24m 18s
[2025-11-25T12:12:08.285344] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:12:08.286216] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:08.286357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:08.291261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:08.293715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:08.294606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:08.295322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:08.295995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:08.325069] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:12:08.373002] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 0.20%
[2025-11-25T12:12:08.396121] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:08.407333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:08.408527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:12:08.409907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:08.457855] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.43% | Symbol ETA: 30.6s | Global ETA: 24m 18s
[2025-11-25T12:12:08.458383] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:12:08.459341] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:08.459502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:08.461447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:08.462091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:08.462600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:12:08.501357] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:08.518843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:08.579928] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.13%, Actual: 0.06%
[2025-11-25T12:12:08.660371] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 7.5s | Global ETA: 24m 18s
[2025-11-25T12:12:08.660689] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:12:08.661541] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:08.661698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:08.666935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:08.668886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:08.669451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:08.670000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:08.671302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:08.672480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:08.755966] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.98%, Actual: 0.38%
[2025-11-25T12:12:08.756242] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 35.9833%
[2025-11-25T12:12:08.756380] [INFO ] [main      ] CMSA: DISCARDED add_volume_pressure_into_close (score: 35.98%)
[2025-11-25T12:12:08.756445] [INFO ] [main      ] CMSA: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:12:08.756495] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_volume_zscore']
[2025-11-25T12:12:08.756570] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:12:08.767751] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:12:08.770838] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:08.771424] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:12:08.772405] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:08.772552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:08.777528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:08.780237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:08.780871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:08.781396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:08.781892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:08.784419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:08.829169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:08.831370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:08.888798] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:12:08.953862] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:09.026891] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:12:09.082512] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:09.130279] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 4.2s | Global ETA: 24m 19s
[2025-11-25T12:12:09.130581] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:12:09.131554] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:09.131744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:09.137990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:09.140172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:09.140805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:09.141365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:09.141879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:09.146477] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 30.0s | Global ETA: 24m 19s
[2025-11-25T12:12:09.183392] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:12:09.200853] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:09.234057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:09.235264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:12:09.236510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:09.329786] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.40%, Actual: 0.81%
[2025-11-25T12:12:09.354416] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:09.369284] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 3.75% | Symbol ETA: 6.9s | Global ETA: 24m 19s
[2025-11-25T12:12:09.369584] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:12:09.370427] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:09.370571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:09.375387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:09.377249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:09.377827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:09.378365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:09.379635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:09.380873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:09.435401] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -2.11% | Symbol ETA: 6.1s | Global ETA: 24m 19s
[2025-11-25T12:12:09.435774] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:12:09.437217] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:09.437378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:09.444308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:09.446579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:09.447237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:09.447809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:09.448500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:09.451271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:09.500118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:09.502300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:09.510410] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -1.94%, Actual: 0.83%
[2025-11-25T12:12:09.588889] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:12:09.689984] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.23%, Actual: 2.84%
[2025-11-25T12:12:09.722508] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:12:09.761783] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:09.872184] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.23%, Actual: 0.58%
[2025-11-25T12:12:09.877388] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:12:09.891934] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:09.928315] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -0.95% | Symbol ETA: 3.3s | Global ETA: 24m 19s
[2025-11-25T12:12:09.928469] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:12:09.929250] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:09.929360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:09.934138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:09.936168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:09.936795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:09.937369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:09.937922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:10.026814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:10.028022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:12:10.029378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:10.043157] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 5.53% | Symbol ETA: 6.1s | Global ETA: 24m 19s
[2025-11-25T12:12:10.043456] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:12:10.044242] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:10.044385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:10.049933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:10.051787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:10.052360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:10.052910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:10.053179] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.38%, Actual: 4.52%
[2025-11-25T12:12:10.054195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:10.055432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:10.060662] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:10.141000] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.82% | Symbol ETA: 5.6s | Global ETA: 24m 19s
[2025-11-25T12:12:10.141178] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:12:10.142104] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:10.142334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:10.147906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:10.150044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:10.150664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:10.151183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:10.151710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:10.154464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:10.203432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:10.205723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:10.236759] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.39%, Actual: 2.39%
[2025-11-25T12:12:10.375316] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:12:10.424622] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.90%, Actual: 1.30%
[2025-11-25T12:12:10.425258] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:12:10.550814] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:10.582610] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:12:10.601624] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.94%
[2025-11-25T12:12:10.609223] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:10.730696] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -1.06% | Symbol ETA: 2.5s | Global ETA: 24m 19s
[2025-11-25T12:12:10.754453] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:10.760381] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -6.92% | Symbol ETA: 5.4s | Global ETA: 24m 20s
[2025-11-25T12:12:10.760718] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:12:10.761536] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:10.761704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:10.766749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:10.768774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:10.769386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:10.769971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:10.771469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:10.772760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:10.778864] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.43%, Actual: 5.47%
[2025-11-25T12:12:10.829273] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 5.0s | Global ETA: 24m 20s
[2025-11-25T12:12:10.829582] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:12:10.830534] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:10.830695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:10.835688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:10.837715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:10.838216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:10.838778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:10.839262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:10.841873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:10.885509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:10.887851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:10.904405] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 0.56%, Actual: 0.71%
[2025-11-25T12:12:10.950630] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:12:10.950917] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 39.6183%
[2025-11-25T12:12:10.951171] [INFO ] [main      ] GROV: DISCARDED add_gap_resolution_state (score: 39.62%)
[2025-11-25T12:12:10.951289] [INFO ] [main      ] GROV: Testing feature 13/53: add_gaps
[2025-11-25T12:12:10.951396] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gaps']
[2025-11-25T12:12:10.951506] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:12:10.965175] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:10.965971] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:12:10.966963] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:10.967128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:10.968974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:10.969581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:10.970085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:12:10.970980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:11.075871] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 0.13%, Actual: 1.25%
[2025-11-25T12:12:11.118458] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:12:11.245186] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:12:11.247471] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 0.16%
[2025-11-25T12:12:11.288388] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:11.309111] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:12:11.417047] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -0.70%, Actual: 3.31%
[2025-11-25T12:12:11.432256] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:11.463203] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.94% | Symbol ETA: 4.7s | Global ETA: 24m 20s
[2025-11-25T12:12:11.463518] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:12:11.464574] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:11.464743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:11.470004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:11.472103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:11.472727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:11.473267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:11.474587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:11.475973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:11.481614] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:11.510137] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 0.78% | Symbol ETA: 4.3s | Global ETA: 24m 20s
[2025-11-25T12:12:11.510466] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:12:11.511476] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:11.511624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:11.517752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:11.520108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:11.520788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:11.521338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:11.521921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:11.524536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:11.541157] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.38% | Symbol ETA: 33.3s | Global ETA: 24m 20s
[2025-11-25T12:12:11.541455] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:12:11.542303] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:11.542440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:11.544170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:11.544757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:11.545259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:12:11.546121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:11.574058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:11.576526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:11.589627] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 1.39%
[2025-11-25T12:12:11.763321] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 0.16%
[2025-11-25T12:12:11.834717] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:12:11.887932] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:12:11.952404] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.91%, Actual: 1.20%
[2025-11-25T12:12:11.961842] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:12:12.016678] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:12.064551] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:12.125817] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.56% | Symbol ETA: 32.8s | Global ETA: 24m 20s
[2025-11-25T12:12:12.125975] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:12:12.126739] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 1.60%
[2025-11-25T12:12:12.126813] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:12.126888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:12.128812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:12.129366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:12.129795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:12:12.130603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:12.172766] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 4.0s | Global ETA: 24m 20s
[2025-11-25T12:12:12.172915] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:12:12.173731] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:12.173825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:12.178728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:12.180609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:12.181146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:12.181609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:12.182945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:12.184207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:12.203626] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:12.278704] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 3.7s | Global ETA: 24m 20s
[2025-11-25T12:12:12.278855] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:12:12.279684] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:12.279824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:12.285249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:12.287426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:12.288016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:12.288564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:12.289074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:12.291971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:12.302581] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -0.95%, Actual: 0.41%
[2025-11-25T12:12:12.337882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:12.339862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:12.477925] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -1.06%, Actual: 1.40%
[2025-11-25T12:12:12.478304] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 42.0106%
[2025-11-25T12:12:12.478416] [INFO ] [main      ] JBGS: DISCARDED add_shelf_lag (score: 42.01%)
[2025-11-25T12:12:12.478475] [INFO ] [main      ] JBGS: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:12:12.478525] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_signed_carry_history_11']
[2025-11-25T12:12:12.478577] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:12:12.485572] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:12:12.492579] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:12.493114] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:12:12.493994] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:12.494071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:12.499215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:12.501000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:12.501492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:12.501950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:12.502346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:12.549348] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:12:12.588322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:12.589332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:12:12.590745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:12.660497] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:12.688734] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:12:12.720653] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 32.2s | Global ETA: 24m 21s
[2025-11-25T12:12:12.720908] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:12:12.721738] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:12.721877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:12.723393] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:12.723694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:12.724228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:12.724751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:12:12.725618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:12.859394] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:12.867481] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 1.48% | Symbol ETA: 3.3s | Global ETA: 24m 21s
[2025-11-25T12:12:12.867794] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:12:12.869348] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:12.869490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:12.874383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:12.876280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:12.876860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:12.877410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:12.878706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:12.879946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:12.929740] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:12:12.930560] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 2.9s | Global ETA: 24m 21s
[2025-11-25T12:12:12.930884] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:12:12.931727] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:12.931910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:12.936767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:12.938683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:12.939259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:12.939805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:12.940278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:12.942773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:12.985893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:12.988046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:13.099933] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:13.101445] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:12:13.186763] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -0.20% | Symbol ETA: 8.6s | Global ETA: 24m 21s
[2025-11-25T12:12:13.187087] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:12:13.188043] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:13.188202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:13.193122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:13.195150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:13.195798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:13.196312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:13.196811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:13.236377] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:12:13.284682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:13.285659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:12:13.287130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:13.334631] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:12:13.336195] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:13.396923] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.33% | Symbol ETA: 31.8s | Global ETA: 24m 21s
[2025-11-25T12:12:13.397252] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:12:13.398118] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:13.398260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:13.400065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:13.400685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:13.401180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:12:13.402068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:13.404913] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:13.506934] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:13.566819] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 2.6s | Global ETA: 24m 21s
[2025-11-25T12:12:13.567136] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:12:13.567995] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:13.568142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:13.573006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:13.574860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:13.575425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:13.575971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:13.576740] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 2.2s | Global ETA: 24m 21s
[2025-11-25T12:12:13.577049] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:12:13.577288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:13.577887] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:13.578040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:13.578527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:13.582876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:13.584727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:13.585285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:13.585830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:13.586304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:13.588782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:13.627081] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:12:13.631582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:13.633624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:13.753025] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:12:13.809234] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:13.898930] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 3.19% | Symbol ETA: 8.0s | Global ETA: 24m 21s
[2025-11-25T12:12:13.899211] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:12:13.900115] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:13.900278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:13.905481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:13.907538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:13.908055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:13.908508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:13.909013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:13.920236] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:12:13.940047] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:13.975001] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:12:14.000757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:14.000947] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 31.2s | Global ETA: 24m 21s
[2025-11-25T12:12:14.001095] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:12:14.001735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:12:14.001872] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:14.002105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:14.003150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:14.003940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:14.004510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:14.005001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:12:14.005869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:14.093517] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:14.151209] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:14.222358] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.75% | Symbol ETA: 1.5s | Global ETA: 24m 21s
[2025-11-25T12:12:14.222507] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:12:14.223278] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:14.223355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:14.228857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:14.230794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:14.231563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:14.232098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:14.232579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:14.235234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:14.243862] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 1.9s | Global ETA: 24m 21s
[2025-11-25T12:12:14.244163] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:12:14.245209] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:14.245367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:14.250535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:14.252381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:14.252954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:14.253477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:14.254790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:14.256026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:14.277891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:14.279959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:14.356936] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:12:14.385915] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:12:14.528864] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:14.562353] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:14.587365] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.36% | Symbol ETA: 30.6s | Global ETA: 24m 22s
[2025-11-25T12:12:14.587674] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:12:14.588544] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:14.588707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:14.590468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:14.591081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:14.591553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:12:14.592609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:14.595027] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:12:14.624815] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:12:14.650880] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.30% | Symbol ETA: 7.4s | Global ETA: 24m 22s
[2025-11-25T12:12:14.651186] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:12:14.652090] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:14.652177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:14.657238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:14.659378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:14.659927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:14.660627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:14.661122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:14.751981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:14.753195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:12:14.755067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:14.770555] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:14.800226] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:14.870056] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.03% | Symbol ETA: 0.8s | Global ETA: 24m 22s
[2025-11-25T12:12:14.870219] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:12:14.871128] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:14.871268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:14.876162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:14.878095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:14.878684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:14.879211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:14.879710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:14.882158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:14.925547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:14.927664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:14.933023] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 1.2s | Global ETA: 24m 22s
[2025-11-25T12:12:14.940932] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:12:15.103232] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.71%, Actual: 1.44%
[2025-11-25T12:12:15.105866] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:12:15.113573] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:15.173609] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.32% | Symbol ETA: 30.0s | Global ETA: 24m 22s
[2025-11-25T12:12:15.173919] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:12:15.174771] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:15.174909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:15.176638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:15.177261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:15.177753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:12:15.178595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:15.266597] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:12:15.273630] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 3.75%, Actual: 0.62%
[2025-11-25T12:12:15.278013] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:15.365182] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 6.7s | Global ETA: 24m 22s
[2025-11-25T12:12:15.365458] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:12:15.366311] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:15.366453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:15.371289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:15.373188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:15.373783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:15.374304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:15.374795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:15.437945] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:15.450396] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 5.53%, Actual: 1.31%
[2025-11-25T12:12:15.460533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:15.461543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:12:15.462994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:15.507300] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.81% | Symbol ETA: 0.2s | Global ETA: 24m 22s
[2025-11-25T12:12:15.522629] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:12:15.622441] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -6.92%, Actual: 1.45%
[2025-11-25T12:12:15.676505] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.11%, Actual: 1.73%
[2025-11-25T12:12:15.694675] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:15.753584] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 29.4s | Global ETA: 24m 22s
[2025-11-25T12:12:15.753870] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:12:15.754698] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:15.754834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:15.756529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:15.757130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:15.757600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:12:15.758444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:15.800879] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.94%, Actual: 1.73%
[2025-11-25T12:12:15.806632] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:12:15.846450] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.82%, Actual: 1.80%
[2025-11-25T12:12:15.978601] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:15.989744] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 1.47%
[2025-11-25T12:12:16.015550] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.92%
[2025-11-25T12:12:16.075736] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.89% | Symbol ETA: 5.9s | Global ETA: 24m 22s
[2025-11-25T12:12:16.075922] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:12:16.076843] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:16.077100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:16.082621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:16.084922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:16.085580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:16.086208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:16.086789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:16.098092] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:12:16.168624] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 1.48%, Actual: 2.46%
[2025-11-25T12:12:16.178840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:16.179996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:12:16.181362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:16.182832] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 0.78%, Actual: 0.25%
[2025-11-25T12:12:16.271790] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:16.330816] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 28.7s | Global ETA: 24m 23s
[2025-11-25T12:12:16.331093] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:12:16.331936] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:16.332078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:16.333802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:16.334362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:16.334861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:12:16.335716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:16.350552] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 1.22%
[2025-11-25T12:12:16.351494] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 0.44%
[2025-11-25T12:12:16.519613] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.42%
[2025-11-25T12:12:16.520440] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:12:16.522464] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.49%, Actual: 0.12%
[2025-11-25T12:12:16.676896] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:12:16.687252] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 0.23%
[2025-11-25T12:12:16.689372] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:16.694756] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.21%, Actual: 0.79%
[2025-11-25T12:12:16.695008] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 35.1966%
[2025-11-25T12:12:16.695257] [INFO ] [main      ] AIT: DISCARDED add_volatility_decay_ratio (score: 35.20%)
[2025-11-25T12:12:16.695377] [INFO ] [main      ] AIT: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:12:16.695485] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:12:16.695618] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:12:16.710585] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:16.711051] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:12:16.711904] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:12:16.711980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:16.716736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:16.718550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:16.719191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:16.719740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:16.721024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:16.722223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:16.724347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:16.774264] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -3.12% | Symbol ETA: 5.2s | Global ETA: 24m 23s
[2025-11-25T12:12:16.774513] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:12:16.775294] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:16.775486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:16.780326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:16.782239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:16.782815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:16.783332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:16.783824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:16.846240] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:16.855555] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.75%, Actual: 0.20%
[2025-11-25T12:12:16.866457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:16.867510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:12:16.868868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:16.906362] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 28.2s | Global ETA: 24m 23s
[2025-11-25T12:12:17.024147] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.03%, Actual: 0.06%
[2025-11-25T12:12:17.066242] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:12:17.077639] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.38%, Actual: 0.81%
[2025-11-25T12:12:17.191158] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.81%, Actual: 0.38%
[2025-11-25T12:12:17.191421] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 38.6187%
[2025-11-25T12:12:17.191595] [INFO ] [main      ] CMSA: DISCARDED add_volume_zscore (score: 38.62%)
[2025-11-25T12:12:17.191731] [INFO ] [main      ] CMSA: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:12:17.191839] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_vwap_deviations']
[2025-11-25T12:12:17.191898] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:12:17.205226] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:17.205762] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 2
[2025-11-25T12:12:17.206760] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:17.206896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:17.207549] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:12:17.211775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:17.213612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:17.214188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:17.214739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:17.215214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:17.217666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:17.235079] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:17.257048] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.56%, Actual: 0.83%
[2025-11-25T12:12:17.261142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:12:17.267090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:17.378685] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:17.404413] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -1.43% | Symbol ETA: 7.2s | Global ETA: 24m 23s
[2025-11-25T12:12:17.404735] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:12:17.405569] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:12:17.405734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:17.410560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:17.412375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:17.412960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:17.413495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:17.414790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:17.416007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:17.418137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:17.435386] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.20%, Actual: 2.84%
[2025-11-25T12:12:17.464769] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 4.5s | Global ETA: 24m 23s
[2025-11-25T12:12:17.464921] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:12:17.465725] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:17.465814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:17.470584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:17.472562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:17.473206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:17.473744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:17.474223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:17.557283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:17.558446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:12:17.559907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:17.602128] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-20
[2025-11-25T12:12:17.605510] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.33%, Actual: 0.58%
[2025-11-25T12:12:17.756141] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:12:17.770410] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:17.777432] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.52%, Actual: 4.52%
[2025-11-25T12:12:17.843828] [INFO ] [main      ] CMSA: Lookback Days: 2, Magnitude: -1.95% | Symbol ETA: 5.7s | Global ETA: 24m 23s
[2025-11-25T12:12:17.844158] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 3
[2025-11-25T12:12:17.845385] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:17.845525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:17.850410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:17.852288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:17.852879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:17.853405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:17.853899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:17.856371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:17.900147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:12:17.906243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:17.909711] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:12:17.927419] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:17.948559] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.36%, Actual: 2.39%
[2025-11-25T12:12:18.082887] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:18.103151] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.34% | Symbol ETA: 6.5s | Global ETA: 24m 24s
[2025-11-25T12:12:18.103464] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:12:18.104353] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:12:18.104502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:18.109695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:18.111695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:18.112313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:18.112821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:18.114184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:18.115437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:18.117609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:18.120775] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.32%, Actual: 1.30%
[2025-11-25T12:12:18.169492] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -2.07% | Symbol ETA: 3.8s | Global ETA: 24m 24s
[2025-11-25T12:12:18.169801] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:12:18.170633] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:18.170791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:18.175686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:18.177555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:18.178141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:18.178687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:18.179181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:18.245375] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-19
[2025-11-25T12:12:18.265145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:18.266174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:12:18.267615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:18.293566] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 0.94%
[2025-11-25T12:12:18.414668] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:18.459516] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:12:18.465240] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.45%, Actual: 5.47%
[2025-11-25T12:12:18.487038] [INFO ] [main      ] CMSA: Lookback Days: 3, Magnitude: 0.98% | Symbol ETA: 5.1s | Global ETA: 24m 24s
[2025-11-25T12:12:18.487207] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 4
[2025-11-25T12:12:18.488129] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:18.488272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:18.493123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:18.494963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:18.495519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:18.496061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:18.496536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:18.499066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:18.543190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:12:18.549140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:18.614889] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:12:18.627907] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:18.636002] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:12:18.636398] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 37.2215%
[2025-11-25T12:12:18.636567] [INFO ] [main      ] GROV: DISCARDED add_gaps (score: 37.22%)
[2025-11-25T12:12:18.636700] [INFO ] [main      ] GROV: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:12:18.636806] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies']
[2025-11-25T12:12:18.636914] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:12:18.650540] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:18.651264] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:12:18.652183] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:18.652323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:18.654111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:18.654719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:18.655189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:18.656487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:18.784262] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.73% | Symbol ETA: 5.8s | Global ETA: 24m 24s
[2025-11-25T12:12:18.784556] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:12:18.785371] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:12:18.785510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:18.788483] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:18.790406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:18.792249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:18.792830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:18.793414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:18.794729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:18.795965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:18.798142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:18.874693] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 2.79% | Symbol ETA: 3.1s | Global ETA: 24m 24s
[2025-11-25T12:12:18.874837] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:12:18.875603] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:18.875694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:18.880553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:18.882503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:18.883065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:18.883550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:18.884036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:18.887244] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-18
[2025-11-25T12:12:18.970799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:18.971985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:12:18.973467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:19.002353] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:12:19.061630] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:19.135746] [INFO ] [main      ] CMSA: Lookback Days: 4, Magnitude: -0.61% | Symbol ETA: 4.5s | Global ETA: 24m 24s
[2025-11-25T12:12:19.135966] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 5
[2025-11-25T12:12:19.136806] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:19.136946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:19.141993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:19.143813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:19.144313] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:12:19.144369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:19.144915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:19.145423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:19.147979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:19.175997] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:19.191680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:12:19.197745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:19.235446] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.38% | Symbol ETA: 28.3s | Global ETA: 24m 24s
[2025-11-25T12:12:19.235759] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:12:19.236603] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:19.236764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:19.238553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:19.239245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:19.239735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:19.241037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:19.317305] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:19.330869] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:12:19.472282] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -4.38% | Symbol ETA: 5.1s | Global ETA: 24m 24s
[2025-11-25T12:12:19.472593] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:12:19.473677] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:12:19.473820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:19.479229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:19.481046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:19.481607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:19.482145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:19.483411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:19.484587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:19.486677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:19.506899] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:19.536627] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-17
[2025-11-25T12:12:19.585121] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:12:19.596250] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -1.62% | Symbol ETA: 2.3s | Global ETA: 24m 24s
[2025-11-25T12:12:19.704909] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:19.754624] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:19.774406] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -0.20%, Actual: 0.71%
[2025-11-25T12:12:19.776508] [INFO ] [main      ] CMSA: Lookback Days: 5, Magnitude: 1.38% | Symbol ETA: 3.9s | Global ETA: 24m 24s
[2025-11-25T12:12:19.776796] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 6
[2025-11-25T12:12:19.777627] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:19.777819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:19.782600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:19.784414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:19.784994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:19.785521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:19.786019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:19.788422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:19.813107] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.56% | Symbol ETA: 27.7s | Global ETA: 24m 24s
[2025-11-25T12:12:19.813431] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:12:19.814260] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:19.814399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:19.816182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:19.816771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:19.817266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:19.818551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:19.822604] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:12:19.831109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:12:19.836924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:19.948812] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 3.19%, Actual: 1.25%
[2025-11-25T12:12:19.998176] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:20.123926] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.30%, Actual: 0.16%
[2025-11-25T12:12:20.162625] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -0.78% | Symbol ETA: 4.4s | Global ETA: 24m 25s
[2025-11-25T12:12:20.162940] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:12:20.163793] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:12:20.163938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:20.164529] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:12:20.169049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:20.171082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:20.171666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:20.172195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:20.173525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:20.174722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:20.176800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:20.177077] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-14
[2025-11-25T12:12:20.294953] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: 0.22%, Actual: 3.31%
[2025-11-25T12:12:20.337211] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:20.346519] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:20.397050] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 27.1s | Global ETA: 24m 25s
[2025-11-25T12:12:20.397367] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:12:20.398248] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:20.398398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:20.400734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:20.401319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:20.401816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:20.403315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:20.419359] [INFO ] [main      ] CMSA: Lookback Days: 6, Magnitude: -0.47% | Symbol ETA: 3.2s | Global ETA: 24m 25s
[2025-11-25T12:12:20.419620] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 7
[2025-11-25T12:12:20.420514] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:20.420673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:20.425489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:20.427393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:20.427975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:20.428499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:20.428997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:20.431408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:20.470075] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.89%, Actual: 1.39%
[2025-11-25T12:12:20.474433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:12:20.480375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:20.515842] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:12:20.639491] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -3.12%, Actual: 0.16%
[2025-11-25T12:12:20.685324] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:20.747344] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:12:20.808415] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 1.20%
[2025-11-25T12:12:20.820073] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-13
[2025-11-25T12:12:20.843736] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -1.23% | Symbol ETA: 3.7s | Global ETA: 24m 25s
[2025-11-25T12:12:20.844034] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:12:20.844905] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:12:20.845049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:20.850607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:20.852629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:20.853256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:20.853850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:20.855253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:20.856466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:20.858733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:20.919300] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:20.975862] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -2.07%, Actual: 1.60%
[2025-11-25T12:12:20.979004] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.33% | Symbol ETA: 26.5s | Global ETA: 24m 25s
[2025-11-25T12:12:20.979303] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:12:20.980516] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:20.980674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:20.982756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:20.983329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:20.983822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:20.985108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:20.991820] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:21.063183] [INFO ] [main      ] CMSA: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 2.6s | Global ETA: 24m 25s
[2025-11-25T12:12:21.063686] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 8
[2025-11-25T12:12:21.064515] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:21.064679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:21.069543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:21.071357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:21.071940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:21.072479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:21.072979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:21.075405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:21.118330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:12:21.124174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:21.144808] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 2.79%, Actual: 0.41%
[2025-11-25T12:12:21.241524] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:12:21.314768] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -1.62%, Actual: 1.40%
[2025-11-25T12:12:21.315007] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 33.5191%
[2025-11-25T12:12:21.315249] [INFO ] [main      ] JBGS: DISCARDED add_signed_carry_history_11 (score: 33.52%)
[2025-11-25T12:12:21.315366] [INFO ] [main      ] JBGS: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:12:21.315473] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_sma_ratio']
[2025-11-25T12:12:21.315623] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:12:21.328486] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:21.329089] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:12:21.330051] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:21.330210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:21.330281] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:12:21.335470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:21.337470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:21.337987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:21.338611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:21.339029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:21.411984] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:21.424112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:21.425156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:12:21.425964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:21.462791] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-12
[2025-11-25T12:12:21.499780] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:21.557146] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 3.0s | Global ETA: 24m 25s
[2025-11-25T12:12:21.557290] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:12:21.558075] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:12:21.558167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:21.559631] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 26.0s | Global ETA: 24m 25s
[2025-11-25T12:12:21.559858] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:12:21.560716] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:21.560859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:21.562622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:21.562977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:21.563256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:21.563682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:21.565031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:21.564928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:21.565525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:21.566004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:21.567311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:21.568415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:21.570435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:21.634744] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:21.707196] [INFO ] [main      ] CMSA: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 1.9s | Global ETA: 24m 26s
[2025-11-25T12:12:21.707500] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 9
[2025-11-25T12:12:21.708359] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:21.708504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:21.713553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:21.715437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:21.716042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:21.716580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:21.717129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:21.719624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:21.764736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:12:21.771392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:21.788792] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:12:21.915145] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:12:21.919213] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:12:21.965199] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:22.051824] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.15% | Symbol ETA: 8.4s | Global ETA: 24m 26s
[2025-11-25T12:12:22.052077] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:12:22.052966] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:22.053110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:22.058806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:22.060833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:22.061413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:22.061994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:22.062581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:22.088254] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:22.096864] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:22.124203] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-11
[2025-11-25T12:12:22.149024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:22.149939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:12:22.150786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:22.156364] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.36% | Symbol ETA: 25.4s | Global ETA: 24m 26s
[2025-11-25T12:12:22.156689] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:12:22.157534] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:22.157690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:22.159458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:22.160057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:22.160530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:22.161856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:22.244466] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.93% | Symbol ETA: 2.3s | Global ETA: 24m 26s
[2025-11-25T12:12:22.244635] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:12:22.245437] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:12:22.245673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:22.250465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:22.252310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:22.252900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:22.253430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:22.254734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:22.255923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:22.258026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:22.292588] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:22.364674] [INFO ] [main      ] CMSA: Lookback Days: 9, Magnitude: 0.42% | Symbol ETA: 1.3s | Global ETA: 24m 26s
[2025-11-25T12:12:22.364951] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 10
[2025-11-25T12:12:22.365780] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:22.365920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:22.370732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:22.372566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:22.373141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:22.374063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:22.374549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:22.377044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:22.422571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:12:22.428918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:22.488250] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:12:22.517368] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:12:22.597198] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:12:22.660772] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:22.698423] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:22.747387] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 3.66% | Symbol ETA: 7.5s | Global ETA: 24m 26s
[2025-11-25T12:12:22.747705] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:12:22.748584] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:22.748757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:22.753745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:22.755907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:22.756460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:22.757102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:22.757590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:22.759005] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 24.8s | Global ETA: 24m 26s
[2025-11-25T12:12:22.759315] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:12:22.760205] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:22.760351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:22.762162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:22.762799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:22.763279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:22.764604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:22.767090] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:22.776458] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-10
[2025-11-25T12:12:22.842745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:22.843964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:12:22.844977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:22.918623] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.83% | Symbol ETA: 1.6s | Global ETA: 24m 26s
[2025-11-25T12:12:22.918810] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:12:22.919587] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:12:22.919828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:22.924664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:22.926463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:22.927064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:22.927593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:22.928915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:22.930122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:22.932197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:22.945514] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:23.015687] [INFO ] [main      ] CMSA: Lookback Days: 10, Magnitude: 1.19% | Symbol ETA: 0.6s | Global ETA: 24m 26s
[2025-11-25T12:12:23.015968] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 11
[2025-11-25T12:12:23.016810] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:23.016951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:23.021755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:23.023561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:23.024136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:23.024687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:23.025163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:12:23.027633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:12:23.069551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:12:23.075394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:23.114316] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:12:23.244337] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:12:23.266134] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:12:23.286473] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:23.346862] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 24.2s | Global ETA: 24m 26s
[2025-11-25T12:12:23.347189] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:12:23.348072] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:23.348235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:23.350050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:23.350667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:23.351139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:23.352451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:23.413792] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-07
[2025-11-25T12:12:23.415423] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:23.434733] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:23.498252] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.01% | Symbol ETA: 6.9s | Global ETA: 24m 27s
[2025-11-25T12:12:23.498547] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:12:23.499393] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:23.499534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:23.504379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:23.506222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:23.506792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:23.507326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:23.507820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:23.585309] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:23.592397] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 0.88% | Symbol ETA: 0.9s | Global ETA: 24m 27s
[2025-11-25T12:12:23.592441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:23.593507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:12:23.594317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:23.657527] [INFO ] [main      ] CMSA: Lookback Days: 11, Magnitude: -0.81% | Symbol ETA: 0.0s | Global ETA: 24m 27s
[2025-11-25T12:12:23.715476] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:12:23.763204] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.43%, Actual: 1.44%
[2025-11-25T12:12:23.836863] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -1.95%, Actual: 1.73%
[2025-11-25T12:12:23.885930] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:23.935174] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.34%, Actual: 0.62%
[2025-11-25T12:12:23.937721] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:12:23.944275] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 23.6s | Global ETA: 24m 27s
[2025-11-25T12:12:23.944558] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:12:23.945409] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:23.945549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:23.947334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:23.947950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:23.948430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:23.949745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:24.016020] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.98%, Actual: 1.80%
[2025-11-25T12:12:24.108900] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:24.111609] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.73%, Actual: 1.31%
[2025-11-25T12:12:24.193554] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.57% | Symbol ETA: 6.1s | Global ETA: 24m 27s
[2025-11-25T12:12:24.193863] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:12:24.194691] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:24.194829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:24.196560] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -0.61%, Actual: 0.92%
[2025-11-25T12:12:24.199663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:24.201467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:24.202055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:24.202570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:24.203049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:24.285628] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -4.38%, Actual: 1.45%
[2025-11-25T12:12:24.292481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:24.293668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:12:24.294510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:24.297310] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:12:24.378491] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.38%, Actual: 0.25%
[2025-11-25T12:12:24.461831] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 1.73%
[2025-11-25T12:12:24.468274] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:24.525839] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 23.1s | Global ETA: 24m 27s
[2025-11-25T12:12:24.556095] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.47%, Actual: 0.44%
[2025-11-25T12:12:24.645316] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:12:24.652203] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -1.23%, Actual: 1.47%
[2025-11-25T12:12:24.696352] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.38%, Actual: 0.81%
[2025-11-25T12:12:24.732189] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.03%, Actual: 0.42%
[2025-11-25T12:12:24.817633] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:24.822345] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 2.46%
[2025-11-25T12:12:24.866411] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.56%, Actual: 0.83%
[2025-11-25T12:12:24.900071] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.24% | Symbol ETA: 5.4s | Global ETA: 24m 27s
[2025-11-25T12:12:24.900335] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:12:24.901199] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:24.901287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:24.906288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:24.908215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:24.908808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:24.909363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:24.909190] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.44%, Actual: 0.23%
[2025-11-25T12:12:24.909809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:24.992944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:24.993804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:12:24.994628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:24.996168] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.93%, Actual: 1.22%
[2025-11-25T12:12:25.036659] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.20%, Actual: 2.84%
[2025-11-25T12:12:25.086424] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.20%
[2025-11-25T12:12:25.167261] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 0.12%
[2025-11-25T12:12:25.224324] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.33%, Actual: 0.58%
[2025-11-25T12:12:25.261400] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 1.19%, Actual: 0.06%
[2025-11-25T12:12:25.336239] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:12:25.336183] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 0.88%, Actual: 0.79%
[2025-11-25T12:12:25.336601] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 46.8640%
[2025-11-25T12:12:25.336785] [INFO ] [main      ] AIT: DISCARDED add_volatility_state_percentiles (score: 46.86%)
[2025-11-25T12:12:25.336906] [INFO ] [main      ] AIT: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:12:25.337034] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_volume_dispersion']
[2025-11-25T12:12:25.337149] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:12:25.353094] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:25.353724] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:12:25.354577] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:25.354696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:25.359523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:25.361334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:25.361860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:25.362443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:25.363760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:25.365183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:25.401151] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.52%, Actual: 4.52%
[2025-11-25T12:12:25.439229] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: -0.81%, Actual: 0.38%
[2025-11-25T12:12:25.439671] [INFO ] [main      ] CMSA: Magnitude Forecast Confidence: 44.2143%
[2025-11-25T12:12:25.439863] [INFO ] [main      ] CMSA: DISCARDED add_vwap_deviations (score: 44.21%)
[2025-11-25T12:12:25.439976] [INFO ] [main      ] CMSA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:12:25.440093] [INFO ] [main      ] CMSA: Best accuracy: 53.63%
[2025-11-25T12:12:25.440204] [INFO ] [main      ] CMSA: Best feature set (7 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state']
[2025-11-25T12:12:25.440315] [INFO ] [main      ] CMSA: Improvement over baseline: 14.45%
[2025-11-25T12:12:25.440421] [INFO ] [main      ] CMSA: Total time: 7.3 minutes
[2025-11-25T12:12:25.440543] [INFO ] [main      ] CMSA: Average time per feature: 8.4 seconds
[2025-11-25T12:12:25.440664] [INFO ] [main      ] CMSA: Average speed: 0.12 features/sec
[2025-11-25T12:12:25.508385] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:25.571062] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.36%, Actual: 2.39%
[2025-11-25T12:12:25.592245] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: 0.24% | Symbol ETA: 4.7s | Global ETA: 24m 28s
[2025-11-25T12:12:25.592386] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:12:25.593190] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:25.593272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:25.598296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:25.600311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:25.601037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:25.601586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:25.602093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:25.617062] [DEBUG] [METRICS   ] CMSA: 2025-11-21:2025-11-24: Predicted: -2.19%, Actual: 1.73%
[2025-11-25T12:12:25.689972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:25.691214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:12:25.692185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:25.698520] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:12:25.739234] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.31%, Actual: 1.30%
[2025-11-25T12:12:25.791691] [DEBUG] [METRICS   ] CMSA: 2025-11-20:2025-11-21: Predicted: 0.30%, Actual: 1.80%
[2025-11-25T12:12:25.866274] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:25.908357] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 0.94%
[2025-11-25T12:12:25.968308] [DEBUG] [METRICS   ] CMSA: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 0.92%
[2025-11-25T12:12:26.032721] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 6.8s | Global ETA: 24m 28s
[2025-11-25T12:12:26.032872] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:12:26.033621] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:26.033723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:26.038477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:26.040252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:26.040775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:26.041242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:26.042449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:26.043978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:26.045895] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:12:26.076735] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.45%, Actual: 5.47%
[2025-11-25T12:12:26.137418] [DEBUG] [METRICS   ] CMSA: 2025-11-18:2025-11-19: Predicted: 1.12%, Actual: 0.25%
[2025-11-25T12:12:26.223790] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:26.247784] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:12:26.248174] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 37.2363%
[2025-11-25T12:12:26.248364] [INFO ] [main      ] GROV: DISCARDED add_intraday_skewness_proxies (score: 37.24%)
[2025-11-25T12:12:26.248490] [INFO ] [main      ] GROV: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:12:26.248615] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile']
[2025-11-25T12:12:26.248745] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:12:26.262398] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:26.263029] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:12:26.263996] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:26.264137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:26.265946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:26.266551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:26.267064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:26.307195] [DEBUG] [METRICS   ] CMSA: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 0.44%
[2025-11-25T12:12:26.309659] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 1.83% | Symbol ETA: 4.0s | Global ETA: 24m 28s
[2025-11-25T12:12:26.309950] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:12:26.310792] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:26.310930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:26.316109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:26.318009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:26.318567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:26.319116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:26.319665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:26.351621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:26.380416] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:12:26.406377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:26.407596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:12:26.408412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:26.485311] [DEBUG] [METRICS   ] CMSA: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.42%
[2025-11-25T12:12:26.548533] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:26.654314] [DEBUG] [METRICS   ] CMSA: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 0.23%
[2025-11-25T12:12:26.694990] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:12:26.722729] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.65% | Symbol ETA: 6.2s | Global ETA: 24m 28s
[2025-11-25T12:12:26.722879] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:12:26.723683] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:26.723942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:26.729066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:26.731210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:26.731832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:26.732375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:26.733630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:26.735179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:26.793017] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:12:26.824503] [DEBUG] [METRICS   ] CMSA: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.20%
[2025-11-25T12:12:26.870363] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:26.929920] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.38% | Symbol ETA: 26.7s | Global ETA: 24m 28s
[2025-11-25T12:12:26.930216] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:12:26.931140] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:26.931284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:26.933129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:26.933763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:26.934234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:26.968575] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:26.994633] [DEBUG] [METRICS   ] CMSA: 2025-11-11:2025-11-12: Predicted: 0.19%, Actual: 0.06%
[2025-11-25T12:12:27.021773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:27.051811] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -2.02% | Symbol ETA: 3.3s | Global ETA: 24m 28s
[2025-11-25T12:12:27.051962] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:12:27.052725] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:27.052820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:27.057746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:27.059555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:27.060216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:27.060758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:27.061228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:27.089675] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:12:27.145311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:27.146470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:12:27.147347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:27.164031] [DEBUG] [METRICS   ] CMSA: 2025-11-10:2025-11-11: Predicted: 0.30%, Actual: 0.38%
[2025-11-25T12:12:27.164630] [INFO ] [LOCAL     ] Saved configuration for CMSA: 7 features, 53.63% accuracy -> ./output/feature-sets/CMSA.json
[2025-11-25T12:12:27.167345] [INFO ] [main      ] Progress: 21/31 symbols completed (67.7%). CMSA finished in 7m 25s. ETA: 21m 11s. Rate: 0.47 symbols/min
[2025-11-25T12:12:27.169866] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:12:27.183507] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:27.184219] [INFO ] [main      ] CGAU: Testing with 53 available features
[2025-11-25T12:12:27.184351] [INFO ] [main      ] CGAU: Establishing baseline with no features...
[2025-11-25T12:12:27.184458] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:12:27.197884] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:27.198425] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:12:27.199348] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:12:27.265108] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:27.372724] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:12:27.421995] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.07% | Symbol ETA: 5.5s | Global ETA: 21m 12s
[2025-11-25T12:12:27.422305] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:12:27.423177] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:27.423263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:27.428214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:27.430134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:27.430685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:27.431290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:27.432587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:27.434056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:27.499686] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:12:27.538565] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:12:27.546265] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:27.605882] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.56% | Symbol ETA: 26.0s | Global ETA: 21m 12s
[2025-11-25T12:12:27.606167] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:12:27.607056] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:27.607201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:27.609035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:27.609628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:27.610133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:27.679103] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:27.699043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:27.711182] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:27.761686] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -2.26% | Symbol ETA: 2.6s | Global ETA: 21m 12s
[2025-11-25T12:12:27.761989] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:12:27.762833] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:27.762974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:27.767853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:27.769906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:27.770521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:27.771062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:27.771573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:27.775678] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 0.51%
[2025-11-25T12:12:27.775995] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:12:27.776864] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:12:27.776829] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:12:27.854862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:27.856067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:12:27.856907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:27.961301] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:28.038746] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:12:28.112025] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.51% | Symbol ETA: 4.9s | Global ETA: 21m 12s
[2025-11-25T12:12:28.112185] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:12:28.113182] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:28.113284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:28.118282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:28.120220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:28.120751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:28.121236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:28.122486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:28.124024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:28.125556] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:12:28.202421] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:12:28.210240] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:28.269118] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 25.3s | Global ETA: 21m 12s
[2025-11-25T12:12:28.269427] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:12:28.270261] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:28.270405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:28.272133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:28.272736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:28.273208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:28.299179] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:28.356684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:28.362912] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.89%
[2025-11-25T12:12:28.363249] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:12:28.364129] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:12:28.376854] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:28.455803] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -2.62% | Symbol ETA: 1.8s | Global ETA: 21m 12s
[2025-11-25T12:12:28.477983] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:12:28.625141] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.15%, Actual: 0.71%
[2025-11-25T12:12:28.648170] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:28.691468] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:12:28.710164] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:12:28.795888] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 3.66%, Actual: 1.25%
[2025-11-25T12:12:28.808856] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.73% | Symbol ETA: 4.2s | Global ETA: 21m 12s
[2025-11-25T12:12:28.809002] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:12:28.809775] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:28.809874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:28.814672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:28.816495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:28.817188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:28.817737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:28.819024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:28.820464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:28.859444] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:28.885986] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:28.917406] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.33% | Symbol ETA: 24.6s | Global ETA: 21m 12s
[2025-11-25T12:12:28.917722] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:12:28.918535] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:28.918692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:28.920415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:28.921036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:28.921513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:28.950907] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: 0.06%
[2025-11-25T12:12:28.951259] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:12:28.952172] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:12:28.964022] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.01%, Actual: 0.16%
[2025-11-25T12:12:29.005107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:29.135129] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.57%, Actual: 3.31%
[2025-11-25T12:12:29.172787] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:12:29.303620] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 1.39%
[2025-11-25T12:12:29.311133] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:12:29.341118] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:29.355551] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:12:29.472662] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: 0.24%, Actual: 0.16%
[2025-11-25T12:12:29.488621] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:29.505539] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 1.47% | Symbol ETA: 3.5s | Global ETA: 21m 13s
[2025-11-25T12:12:29.505779] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:12:29.506696] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:29.506836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:29.511626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:29.513443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:29.514024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:29.514548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:29.515847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:29.517293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:29.531711] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:29.553531] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 0.87%
[2025-11-25T12:12:29.553918] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:12:29.554833] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:12:29.589396] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 24.0s | Global ETA: 21m 13s
[2025-11-25T12:12:29.589696] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:12:29.590524] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:29.590679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:29.592411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:29.592958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:29.593441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:29.642984] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 1.83%, Actual: 1.20%
[2025-11-25T12:12:29.677618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:29.823972] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -2.02%, Actual: 1.60%
[2025-11-25T12:12:29.856522] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:12:29.909250] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:12:30.001336] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -2.26%, Actual: 0.41%
[2025-11-25T12:12:30.020373] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:12:30.027529] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:30.099132] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:30.164218] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: 0.00%
[2025-11-25T12:12:30.164552] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:12:30.165439] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:12:30.170459] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -2.62%, Actual: 1.40%
[2025-11-25T12:12:30.170858] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 54.0922%
[2025-11-25T12:12:30.170975] [INFO ] [main      ] JBGS: DISCARDED add_sma_ratio (score: 54.09%)
[2025-11-25T12:12:30.171093] [INFO ] [main      ] JBGS: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:12:30.171199] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_vol_of_vol']
[2025-11-25T12:12:30.171317] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:12:30.183898] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:30.184500] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:12:30.185443] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:30.185589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:30.190450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:30.192307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:30.192240] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:30.192824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:30.193288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:30.193717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:30.203307] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.39% | Symbol ETA: 2.8s | Global ETA: 21m 13s
[2025-11-25T12:12:30.203617] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:12:30.204489] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:30.204635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:30.209557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:30.211453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:30.212075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:30.212621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:30.214012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:30.215481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:30.250796] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.36% | Symbol ETA: 23.3s | Global ETA: 21m 13s
[2025-11-25T12:12:30.251118] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:12:30.252005] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:30.252155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:30.254029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:30.254749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:30.255238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:30.277610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:30.278712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:30.279926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:30.342520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:30.536922] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:12:30.562211] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:12:30.616197] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:12:30.689836] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:12:30.712694] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:30.769949] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:30.779036] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: -1.93%
[2025-11-25T12:12:30.779251] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:12:30.780232] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:12:30.787149] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:30.862277] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:30.868252] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 1.05% | Symbol ETA: 7.6s | Global ETA: 21m 13s
[2025-11-25T12:12:30.868519] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:12:30.869343] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:30.869486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:30.874254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:30.876004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:30.876558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:30.877119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:30.877594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:30.921017] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 22.7s | Global ETA: 21m 13s
[2025-11-25T12:12:30.921192] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:12:30.921983] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:30.922200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:30.924004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:30.924591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:30.925087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:30.939326] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.22% | Symbol ETA: 2.1s | Global ETA: 21m 13s
[2025-11-25T12:12:30.939666] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:12:30.940583] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:30.940746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:30.945840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:30.947856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:30.948458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:30.949025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:30.950357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:30.951867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:30.963406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:30.964554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:30.965793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:31.008059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:31.134661] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:12:31.310556] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:12:31.315236] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:31.316785] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:12:31.354453] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:12:31.383533] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.29%
[2025-11-25T12:12:31.384120] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:12:31.385345] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:12:31.492967] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:31.495277] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:31.530437] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:31.579559] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.09% | Symbol ETA: 7.0s | Global ETA: 21m 14s
[2025-11-25T12:12:31.579869] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:12:31.580837] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:31.580997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:31.586239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:31.588348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:31.588824] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 22.0s | Global ETA: 21m 14s
[2025-11-25T12:12:31.588974] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:12:31.588972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:31.589557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:31.589785] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:31.589860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:31.590087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:31.591490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:31.592036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:31.592465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:31.644411] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: -2.13% | Symbol ETA: 1.4s | Global ETA: 21m 14s
[2025-11-25T12:12:31.644757] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:12:31.645666] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:31.645809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:31.650743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:31.652635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:31.653245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:31.653830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:31.655128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:31.656557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:31.677667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:31.677658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:31.678884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:31.680042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:31.746508] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:12:31.977449] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:32.008854] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:12:32.027209] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:12:32.035671] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:12:32.043361] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.05%
[2025-11-25T12:12:32.043572] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:12:32.044413] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:12:32.182180] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:32.195476] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:32.211809] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:32.271493] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 21.3s | Global ETA: 21m 14s
[2025-11-25T12:12:32.271814] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:12:32.272700] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:32.272839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:32.274591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:32.275203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:32.275732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:32.277914] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 6.3s | Global ETA: 21m 14s
[2025-11-25T12:12:32.278206] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:12:32.279054] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:32.279193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:32.283920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:32.285741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:32.286297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:32.286842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:32.287334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:32.344627] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 0.7s | Global ETA: 21m 14s
[2025-11-25T12:12:32.361619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:32.369598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:32.370685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:32.371867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:32.388923] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:12:32.517701] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 0.37%, Actual: 1.44%
[2025-11-25T12:12:32.558400] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:32.630814] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 1.83%
[2025-11-25T12:12:32.631158] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:12:32.632000] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:12:32.689850] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.65%, Actual: 0.62%
[2025-11-25T12:12:32.699307] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:12:32.705935] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:12:32.862801] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.07%, Actual: 1.31%
[2025-11-25T12:12:32.870442] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:32.872135] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:32.928278] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 20.7s | Global ETA: 21m 14s
[2025-11-25T12:12:32.953900] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.42% | Symbol ETA: 5.6s | Global ETA: 21m 14s
[2025-11-25T12:12:32.954226] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:12:32.955666] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:32.955811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:32.961022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:32.962857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:32.963413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:32.963956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:32.964431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:32.976240] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:12:33.036586] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.51%, Actual: 1.45%
[2025-11-25T12:12:33.046485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:33.047498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:33.048669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:33.097245] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.38%, Actual: 0.81%
[2025-11-25T12:12:33.152544] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:33.207957] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.73%, Actual: 1.73%
[2025-11-25T12:12:33.219285] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.48%
[2025-11-25T12:12:33.265892] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.56%, Actual: 0.83%
[2025-11-25T12:12:33.381853] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:12:33.382080] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 1.47%, Actual: 1.47%
[2025-11-25T12:12:33.400110] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 0.51%, Actual: 4.72%
[2025-11-25T12:12:33.458225] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.20%, Actual: 2.84%
[2025-11-25T12:12:33.550596] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:33.564239] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.39%, Actual: 2.46%
[2025-11-25T12:12:33.584970] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.89%, Actual: 2.95%
[2025-11-25T12:12:33.633815] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.30% | Symbol ETA: 4.9s | Global ETA: 21m 15s
[2025-11-25T12:12:33.634100] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:12:33.634940] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:33.635078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:33.638084] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.33%, Actual: 0.58%
[2025-11-25T12:12:33.639939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:33.641747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:33.642302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:33.642844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:33.643315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:33.727413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:33.728406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:33.729565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:33.743960] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.22%, Actual: 1.22%
[2025-11-25T12:12:33.764361] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 0.61%
[2025-11-25T12:12:33.818441] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.52%, Actual: 4.52%
[2025-11-25T12:12:33.922983] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: -2.13%, Actual: 0.12%
[2025-11-25T12:12:33.935834] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 0.87%, Actual: 1.35%
[2025-11-25T12:12:33.993362] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.36%, Actual: 2.39%
[2025-11-25T12:12:34.068840] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:12:34.098135] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.28%, Actual: 0.79%
[2025-11-25T12:12:34.098372] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 41.0601%
[2025-11-25T12:12:34.098505] [INFO ] [main      ] AIT: DISCARDED add_volume_dispersion (score: 41.06%)
[2025-11-25T12:12:34.098577] [INFO ] [main      ] AIT: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:12:34.098630] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_volume_flow_differentials']
[2025-11-25T12:12:34.098716] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:12:34.114224] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.93%
[2025-11-25T12:12:34.114679] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:34.115138] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:12:34.116032] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:34.116116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:34.121348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:34.123468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:34.124029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:34.124500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:34.125776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:12:34.128606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:34.172483] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.31%, Actual: 1.30%
[2025-11-25T12:12:34.236749] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:34.287483] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: -1.93%, Actual: 0.88%
[2025-11-25T12:12:34.318982] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -2.04% | Symbol ETA: 4.2s | Global ETA: 21m 15s
[2025-11-25T12:12:34.319294] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:12:34.320137] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:34.320279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:34.325021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:34.326884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:34.327469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:34.328005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:34.328475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:34.348246] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 0.94%
[2025-11-25T12:12:34.412257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:34.413443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:34.414568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:34.457850] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 2.44%
[2025-11-25T12:12:34.483099] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:12:34.524523] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.45%, Actual: 5.47%
[2025-11-25T12:12:34.627173] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.05%, Actual: 0.61%
[2025-11-25T12:12:34.656251] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:34.693888] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:12:34.694298] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 37.2363%
[2025-11-25T12:12:34.694473] [INFO ] [main      ] GROV: DISCARDED add_intraday_volatility_percentile (score: 37.24%)
[2025-11-25T12:12:34.694592] [INFO ] [main      ] GROV: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:12:34.694715] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_last_hour_momentum_mag']
[2025-11-25T12:12:34.694824] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:12:34.708589] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:34.709247] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:12:34.710190] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:34.710265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:34.711986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:34.712537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:34.712978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:12:34.713789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:34.751850] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:12:34.798130] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 1.83%, Actual: 2.94%
[2025-11-25T12:12:34.822494] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 6.9s | Global ETA: 21m 15s
[2025-11-25T12:12:34.822815] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:12:34.823694] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:34.823840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:34.828831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:34.830882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:34.831493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:34.832100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:34.833637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:12:34.836726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:34.922263] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:34.970731] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.48%, Actual: 0.29%
[2025-11-25T12:12:34.971081] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 29.4907%
[2025-11-25T12:12:34.971267] [INFO ] [main      ] CGAU: Baseline score (no features): 29.4907%
[2025-11-25T12:12:34.971379] [INFO ] [main      ] CGAU: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:34.971484] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T12:12:34.971591] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:12:34.985123] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:34.985733] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:12:34.986660] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:12:34.986804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:34.991689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:35.004566] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 1.73% | Symbol ETA: 3.5s | Global ETA: 21m 15s
[2025-11-25T12:12:35.004893] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:12:35.005689] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:35.005828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:35.010609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:35.012466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:35.013052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:35.013572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:35.014058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:35.072566] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:12:35.096202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:35.097310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:35.098510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:35.187994] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:12:35.271616] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:35.331480] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 26.4s | Global ETA: 21m 15s
[2025-11-25T12:12:35.331668] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:12:35.332604] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:35.332772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:35.332874] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:12:35.334622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:35.335196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:35.335608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:12:35.336281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:35.366031] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:35.436720] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:12:35.504487] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:35.543758] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 6.2s | Global ETA: 21m 15s
[2025-11-25T12:12:35.544072] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:12:35.544986] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:35.545132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:35.550225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:35.552270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:35.552828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:35.553391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:35.554779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:12:35.557841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:35.572162] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.26% | Symbol ETA: 5m 10s | Global ETA: 21m 15s
[2025-11-25T12:12:35.572455] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:12:35.573285] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:12:35.573424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:35.578207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:35.609539] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:35.689185] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:12:35.693506] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: 0.38% | Symbol ETA: 2.8s | Global ETA: 21m 16s
[2025-11-25T12:12:35.693815] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:12:35.694684] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:35.694769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:35.699680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:35.701859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:35.702445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:35.703060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:35.703544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:35.786378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:35.787538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:35.788757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:35.880990] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:35.903639] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:12:35.918612] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:12:35.940972] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 25.8s | Global ETA: 21m 16s
[2025-11-25T12:12:35.941145] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:12:35.941966] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:35.942191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:35.943974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:35.944579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:35.945083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:12:35.945835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:36.077174] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:36.092039] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:36.133832] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:12:36.160103] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 5m 10s | Global ETA: 21m 16s
[2025-11-25T12:12:36.160398] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:12:36.161240] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:12:36.161336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:36.166138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:36.236716] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 4.93% | Symbol ETA: 5.5s | Global ETA: 21m 16s
[2025-11-25T12:12:36.237050] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:12:36.238032] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:36.238180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:36.243903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:36.246270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:36.246991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:36.247623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:36.249169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:12:36.252319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:36.293613] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:12:36.304877] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:36.387153] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 2.76% | Symbol ETA: 2.1s | Global ETA: 21m 16s
[2025-11-25T12:12:36.387447] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:12:36.388272] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:36.388412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:36.393174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:36.395012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:36.395578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:36.396115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:36.396599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:36.473514] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:36.478421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:36.479473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:36.480631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:36.508953] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:12:36.534037] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 25.1s | Global ETA: 21m 16s
[2025-11-25T12:12:36.534335] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:12:36.535181] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:36.535325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:36.537113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:36.537737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:36.538259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:12:36.539001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:36.605051] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:12:36.680623] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:36.747194] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.00% | Symbol ETA: 5m 9s | Global ETA: 21m 16s
[2025-11-25T12:12:36.747477] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:12:36.748303] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:12:36.748439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:36.753200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:36.773871] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:36.818393] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:12:36.875588] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:12:36.933877] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -5.75% | Symbol ETA: 4.8s | Global ETA: 21m 16s
[2025-11-25T12:12:36.934045] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:12:36.934999] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:36.935144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:36.940217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:36.942160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:36.942865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:36.943516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:36.944969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:12:36.947934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:36.989505] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:37.044745] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:37.071913] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -0.00% | Symbol ETA: 1.4s | Global ETA: 21m 16s
[2025-11-25T12:12:37.096786] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:12:37.103316] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 24.4s | Global ETA: 21m 16s
[2025-11-25T12:12:37.103622] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:12:37.104497] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:37.104652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:37.106351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:37.106952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:37.107453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:12:37.108171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:37.243217] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.05%, Actual: 0.71%
[2025-11-25T12:12:37.284841] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:37.290828] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:12:37.354320] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 4.73% | Symbol ETA: 5m 11s | Global ETA: 21m 16s
[2025-11-25T12:12:37.354471] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:12:37.355241] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:12:37.355455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:37.360371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:37.413709] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.09%, Actual: 1.25%
[2025-11-25T12:12:37.448115] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:12:37.463544] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:37.583587] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 0.16%
[2025-11-25T12:12:37.616167] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:37.635825] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 4.1s | Global ETA: 21m 16s
[2025-11-25T12:12:37.635972] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:12:37.636770] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:37.636858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:37.641828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:37.643635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:37.644161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:37.644630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:37.645928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:12:37.648777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:37.675841] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 23.8s | Global ETA: 21m 16s
[2025-11-25T12:12:37.675994] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:12:37.676769] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:37.676998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:37.678800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:37.679385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:37.679880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:12:37.680581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:37.699229] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:12:37.754172] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.42%, Actual: 3.31%
[2025-11-25T12:12:37.870841] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:37.923039] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.30%, Actual: 1.39%
[2025-11-25T12:12:37.936862] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 5m 10s | Global ETA: 21m 17s
[2025-11-25T12:12:37.937167] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:12:37.938056] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:12:37.938200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:37.943034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:37.995956] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:12:38.035032] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:12:38.094779] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -2.04%, Actual: 0.16%
[2025-11-25T12:12:38.169261] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:38.221195] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:38.267629] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 1.73%, Actual: 1.20%
[2025-11-25T12:12:38.284710] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 23.2s | Global ETA: 21m 17s
[2025-11-25T12:12:38.285046] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:12:38.285498] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:12:38.286090] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:38.286283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:38.288373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:38.289131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:38.289635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:12:38.290408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:38.336129] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -2.22% | Symbol ETA: 3.4s | Global ETA: 21m 17s
[2025-11-25T12:12:38.336273] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:12:38.337083] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:38.337171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:38.342487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:38.344902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:38.345442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:38.346080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:38.347435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:12:38.350352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:38.440777] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 1.60%
[2025-11-25T12:12:38.458431] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:38.526401] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.63% | Symbol ETA: 5m 9s | Global ETA: 21m 17s
[2025-11-25T12:12:38.526568] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:12:38.527527] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:12:38.527682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:38.532512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:38.610053] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 2.76%, Actual: 0.41%
[2025-11-25T12:12:38.649632] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:12:38.698263] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:12:38.781327] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -0.00%, Actual: 1.40%
[2025-11-25T12:12:38.781920] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 38.6299%
[2025-11-25T12:12:38.782091] [INFO ] [main      ] JBGS: DISCARDED add_vol_of_vol (score: 38.63%)
[2025-11-25T12:12:38.782205] [INFO ] [main      ] JBGS: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:12:38.782311] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_volatility_decay_ratio']
[2025-11-25T12:12:38.782421] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:12:38.795215] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:38.795967] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:12:38.796926] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:38.797086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:38.802018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:38.803881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:38.804453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:38.805001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:38.805472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:38.827163] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:38.868520] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:38.877726] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:12:38.889054] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 22.6s | Global ETA: 21m 17s
[2025-11-25T12:12:38.889335] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:12:38.890283] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:38.890431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:38.892195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:38.892152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:38.892753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:38.893236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:38.893323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:12:38.894095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:38.894468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:39.021212] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 2.6s | Global ETA: 21m 17s
[2025-11-25T12:12:39.021361] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:12:39.022138] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:39.022236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:39.027081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:39.028868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:39.029366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:39.029853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:39.031214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:12:39.033990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:39.054302] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:39.126895] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 5m 9s | Global ETA: 21m 17s
[2025-11-25T12:12:39.127068] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:12:39.127860] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:12:39.127933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:39.133023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:39.238121] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:12:39.251163] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:12:39.369824] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:12:39.414075] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:39.448326] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:39.495115] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:12:39.497299] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 7.4s | Global ETA: 21m 17s
[2025-11-25T12:12:39.497593] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:12:39.498444] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:39.498585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:39.503321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:39.505154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:39.505734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:39.506256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:39.506756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:39.510505] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 22.0s | Global ETA: 21m 17s
[2025-11-25T12:12:39.510846] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:12:39.511747] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:39.511891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:39.513764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:39.514400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:39.514931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:12:39.515704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:39.537046] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:39.591940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:39.592978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:39.594178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:39.672153] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:39.698039] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -0.77% | Symbol ETA: 1.9s | Global ETA: 21m 17s
[2025-11-25T12:12:39.698183] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:12:39.698955] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:39.699042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:39.703785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:39.705507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:39.706037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:39.706504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:39.707801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:12:39.710494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:39.739268] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -3.58% | Symbol ETA: 5m 10s | Global ETA: 21m 17s
[2025-11-25T12:12:39.739425] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:12:39.740200] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:12:39.740273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:39.745182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:39.881255] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:12:39.930192] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:12:40.047038] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:12:40.055292] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:40.090758] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:12:40.097294] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:40.116899] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 21.4s | Global ETA: 21m 18s
[2025-11-25T12:12:40.117221] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:12:40.118099] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:40.118270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:40.120106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:40.120758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:40.121261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:12:40.122123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:40.181007] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.40% | Symbol ETA: 6.7s | Global ETA: 21m 18s
[2025-11-25T12:12:40.181297] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:12:40.182136] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:40.182278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:40.187053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:40.188881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:40.189437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:40.189975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:40.190450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:40.214761] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:40.266439] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:40.274184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:40.275188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:40.276389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:40.332574] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.13% | Symbol ETA: 5m 10s | Global ETA: 21m 18s
[2025-11-25T12:12:40.332778] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:12:40.333698] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:12:40.333835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:40.338760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:40.364743] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 1.2s | Global ETA: 21m 18s
[2025-11-25T12:12:40.365044] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:12:40.365887] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:40.366034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:40.370871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:40.372716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:40.373273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:40.373813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:40.375107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:12:40.377916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:40.472968] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:12:40.612593] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:12:40.653680] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:40.682223] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:12:40.716372] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 20.8s | Global ETA: 21m 18s
[2025-11-25T12:12:40.720237] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:12:40.784452] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:40.852769] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:40.868665] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 6.0s | Global ETA: 21m 18s
[2025-11-25T12:12:40.868958] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:12:40.869784] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:40.869926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:40.874974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:40.876961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:40.877538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:40.878270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:40.878761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:40.889379] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:40.892559] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:12:40.919502] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.84% | Symbol ETA: 5m 9s | Global ETA: 21m 18s
[2025-11-25T12:12:40.961659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:40.962507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:40.963681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:41.053306] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.75% | Symbol ETA: 0.5s | Global ETA: 21m 18s
[2025-11-25T12:12:41.068609] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:12:41.093744] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.26%, Actual: 4.72%
[2025-11-25T12:12:41.221720] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -0.30%, Actual: 1.44%
[2025-11-25T12:12:41.240381] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:12:41.263894] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 2.95%
[2025-11-25T12:12:41.298959] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:12:41.390258] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 0.62%
[2025-11-25T12:12:41.411677] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:12:41.432697] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.00%, Actual: 0.61%
[2025-11-25T12:12:41.465201] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:41.547191] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.16% | Symbol ETA: 5.2s | Global ETA: 21m 18s
[2025-11-25T12:12:41.547492] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:12:41.548384] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:41.548526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:41.553357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:41.555274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:41.555869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:41.556389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:41.556886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:41.559226] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 4.93%, Actual: 1.31%
[2025-11-25T12:12:41.581840] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:12:41.600391] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 4.73%, Actual: 1.35%
[2025-11-25T12:12:41.641279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:41.642460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:41.643793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:41.726270] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -5.75%, Actual: 1.45%
[2025-11-25T12:12:41.754611] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:12:41.769319] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.93%
[2025-11-25T12:12:41.892676] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: 0.29%, Actual: 1.73%
[2025-11-25T12:12:41.926784] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:12:41.940119] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.63%, Actual: 0.88%
[2025-11-25T12:12:41.992492] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:12:42.060234] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -2.22%, Actual: 1.47%
[2025-11-25T12:12:42.097763] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:12:42.111986] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.99%, Actual: 2.44%
[2025-11-25T12:12:42.166896] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:42.227878] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 2.46%
[2025-11-25T12:12:42.249860] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.44% | Symbol ETA: 4.6s | Global ETA: 21m 19s
[2025-11-25T12:12:42.250160] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:12:42.251026] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:42.251173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:42.256047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:42.258051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:42.258627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:42.259167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:42.259638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:42.270590] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:12:42.280299] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -3.58%, Actual: 0.61%
[2025-11-25T12:12:42.343430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:42.344663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:42.345925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:42.393979] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -0.77%, Actual: 1.22%
[2025-11-25T12:12:42.441383] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:12:42.441796] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:12:42.442012] [INFO ] [main      ] GROV: DISCARDED add_last_hour_momentum_mag (score: 36.24%)
[2025-11-25T12:12:42.442132] [INFO ] [main      ] GROV: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:12:42.442243] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_day_volatility']
[2025-11-25T12:12:42.442354] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:12:42.448800] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 2.94%
[2025-11-25T12:12:42.456135] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:42.456802] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:12:42.457714] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:42.457801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:42.459497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:42.460053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:42.460591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:12:42.462497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:42.561949] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.43%, Actual: 0.12%
[2025-11-25T12:12:42.619067] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.84%, Actual: 0.29%
[2025-11-25T12:12:42.619396] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 37.2904%
[2025-11-25T12:12:42.619525] [INFO ] [main      ] CGAU: KEPT add_afternoon_v_morning_volatility_mix (score: 37.29%)
[2025-11-25T12:12:42.619634] [INFO ] [main      ] CGAU: Testing feature 2/53: add_atr
[2025-11-25T12:12:42.619763] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T12:12:42.619869] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:12:42.633452] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:42.634031] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:12:42.634949] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:12:42.635089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:42.639973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:42.641810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:42.642367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:42.697306] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:12:42.729043] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.75%, Actual: 0.79%
[2025-11-25T12:12:42.729246] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 36.9171%
[2025-11-25T12:12:42.729338] [INFO ] [main      ] AIT: DISCARDED add_volume_flow_differentials (score: 36.92%)
[2025-11-25T12:12:42.729386] [INFO ] [main      ] AIT: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:12:42.729423] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_volume_pressure_into_close']
[2025-11-25T12:12:42.729488] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:12:42.755026] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:42.757778] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:12:42.758616] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:42.760718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:42.768558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:42.773395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:42.773900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:42.774350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:42.775551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:42.780258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:42.924176] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:43.000416] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:12:43.008202] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 3.9s | Global ETA: 21m 19s
[2025-11-25T12:12:43.008353] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:12:43.009196] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:43.009279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:43.014296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:43.016366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:43.017050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:43.017584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:43.018089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:43.037259] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:12:43.132298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:43.135706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:43.137184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:43.195255] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:43.270794] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:12:43.284342] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:43.310628] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 25.1s | Global ETA: 21m 19s
[2025-11-25T12:12:43.310794] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:12:43.311543] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:43.311618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:43.313270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:43.316812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:43.317252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:12:43.319047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:43.358709] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.78% | Symbol ETA: 6m 37s | Global ETA: 21m 19s
[2025-11-25T12:12:43.359017] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:12:43.359972] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:12:43.360119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:43.365299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:43.367376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:43.367980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:43.499205] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:43.672517] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 0.10% | Symbol ETA: 8.6s | Global ETA: 21m 19s
[2025-11-25T12:12:43.672694] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:12:43.673481] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:43.673576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:43.678495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:43.680626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:43.681179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:43.681639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:43.682918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:43.684606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:43.727492] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:12:43.761155] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:12:43.902044] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:43.929512] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:43.971789] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -1.51% | Symbol ETA: 6m 35s | Global ETA: 21m 19s
[2025-11-25T12:12:43.971958] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:12:43.972796] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:12:43.973019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:43.978010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:43.980035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:43.980661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:44.010240] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 3.4s | Global ETA: 21m 19s
[2025-11-25T12:12:44.010516] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:12:44.011357] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:44.011500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:44.013164] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:12:44.016718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:44.019119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:44.019712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:44.020225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:44.020714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:44.106247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:44.107222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:44.108432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:44.233080] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:12:44.322351] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:44.381759] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 25.1s | Global ETA: 21m 20s
[2025-11-25T12:12:44.381910] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:12:44.382692] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:44.382771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:44.384448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:44.385006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:44.385410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:12:44.387260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:44.428740] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:12:44.507181] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:12:44.550341] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:44.597905] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:44.674321] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:44.674587] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.39% | Symbol ETA: 6m 35s | Global ETA: 21m 20s
[2025-11-25T12:12:44.674844] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:12:44.675670] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:12:44.675812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:44.680784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:44.682574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:44.683146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:44.755302] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.98% | Symbol ETA: 2.6s | Global ETA: 21m 20s
[2025-11-25T12:12:44.755455] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:12:44.756220] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:44.756297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:44.760972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:44.762701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:44.763175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:44.763607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:44.764031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:44.776328] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 8.4s | Global ETA: 21m 20s
[2025-11-25T12:12:44.776468] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:12:44.778431] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:44.780276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:44.786090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:44.788001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:44.788497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:44.788971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:44.790189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:44.791872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:44.833286] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:12:44.846151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:44.846953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:44.848390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:45.006099] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:45.026470] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:12:45.066240] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 23.5s | Global ETA: 21m 20s
[2025-11-25T12:12:45.066554] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:12:45.067503] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:45.067690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:45.069523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:45.070268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:45.070791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:12:45.072785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:45.138248] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:12:45.183707] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:12:45.196518] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:45.265974] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.96% | Symbol ETA: 6m 34s | Global ETA: 21m 20s
[2025-11-25T12:12:45.266126] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:12:45.267122] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:12:45.267197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:45.271914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:45.273687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:45.274190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:45.312169] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:45.349404] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:45.422797] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:12:45.429660] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -1.72% | Symbol ETA: 1.9s | Global ETA: 21m 20s
[2025-11-25T12:12:45.429815] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:12:45.430592] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:45.430685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:45.435398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:45.437231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:45.437911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:45.438426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:45.438949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:45.467701] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.60% | Symbol ETA: 6.7s | Global ETA: 21m 20s
[2025-11-25T12:12:45.467861] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:12:45.468686] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:45.468765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:45.473756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:45.475666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:45.476173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:45.476633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:45.477972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:45.479677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:45.522049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:45.522954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:12:45.524141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:45.598167] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:45.642390] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:12:45.657722] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 22.2s | Global ETA: 21m 20s
[2025-11-25T12:12:45.657885] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:12:45.658625] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:45.658728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:45.660383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:45.660922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:45.661323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:12:45.663175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:45.820536] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:45.827162] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:12:45.862675] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:12:45.891943] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.08% | Symbol ETA: 6m 33s | Global ETA: 21m 20s
[2025-11-25T12:12:45.892105] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:12:45.892962] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:12:45.893043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:45.898129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:45.900153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:45.900704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:46.002452] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:12:46.002629] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:46.032187] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:46.112309] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -3.24% | Symbol ETA: 1.1s | Global ETA: 21m 20s
[2025-11-25T12:12:46.159005] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -7.16% | Symbol ETA: 5.4s | Global ETA: 21m 20s
[2025-11-25T12:12:46.159158] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:12:46.159963] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:46.160041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:46.164981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:46.166871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:46.167410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:46.167883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:46.169115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:46.170848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:46.180891] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:46.243281] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 21.2s | Global ETA: 21m 21s
[2025-11-25T12:12:46.243442] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:12:46.244233] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:46.244310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:46.246030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:46.246608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:46.247065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:12:46.248927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:46.259157] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:12:46.282901] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 0.83%, Actual: 0.71%
[2025-11-25T12:12:46.444152] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:46.448794] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.40%, Actual: 1.25%
[2025-11-25T12:12:46.516190] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.98% | Symbol ETA: 6m 33s | Global ETA: 21m 21s
[2025-11-25T12:12:46.516519] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:12:46.517363] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:12:46.517508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:46.518468] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:12:46.522805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:46.525065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:46.525738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:46.593925] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:12:46.617775] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.25%, Actual: 0.16%
[2025-11-25T12:12:46.691183] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:46.761248] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:46.786329] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.16%, Actual: 3.31%
[2025-11-25T12:12:46.819161] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 20.3s | Global ETA: 21m 21s
[2025-11-25T12:12:46.819324] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:12:46.820104] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:46.820312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:46.822062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:46.822658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:46.823136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:12:46.825006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:46.847468] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -3.82% | Symbol ETA: 4.4s | Global ETA: 21m 21s
[2025-11-25T12:12:46.847799] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:12:46.848685] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:46.848824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:46.853827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:46.855855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:46.856444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:46.856996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:46.858323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:46.860122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:46.888956] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:12:46.956450] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.44%, Actual: 1.39%
[2025-11-25T12:12:47.067113] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:47.126096] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -1.33%, Actual: 0.16%
[2025-11-25T12:12:47.136966] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.22% | Symbol ETA: 6m 32s | Global ETA: 21m 21s
[2025-11-25T12:12:47.137298] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:12:47.138177] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:12:47.138330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:47.143457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:47.145415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:47.146154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:47.163009] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:12:47.209328] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:12:47.294889] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 1.20%
[2025-11-25T12:12:47.330491] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:47.386064] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:47.389904] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 19.5s | Global ETA: 21m 21s
[2025-11-25T12:12:47.390254] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:12:47.391384] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:47.391558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:47.393523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:47.394148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:47.394636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:12:47.396831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:47.463818] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.98%, Actual: 1.60%
[2025-11-25T12:12:47.502384] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:12:47.608501] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: 0.53% | Symbol ETA: 3.6s | Global ETA: 21m 21s
[2025-11-25T12:12:47.608884] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:12:47.610228] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:47.610420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:47.617860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:47.620840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:47.621708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:47.622351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:47.624325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:47.627167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:47.633405] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -1.72%, Actual: 0.41%
[2025-11-25T12:12:47.690745] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:47.736773] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:12:47.759215] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.18% | Symbol ETA: 6m 31s | Global ETA: 21m 21s
[2025-11-25T12:12:47.759492] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:12:47.760333] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:12:47.760474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:47.765336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:47.767251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:47.767772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:47.803269] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -3.24%, Actual: 1.40%
[2025-11-25T12:12:47.803536] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 45.3259%
[2025-11-25T12:12:47.803661] [INFO ] [main      ] JBGS: DISCARDED add_volatility_decay_ratio (score: 45.33%)
[2025-11-25T12:12:47.803723] [INFO ] [main      ] JBGS: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:12:47.803777] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:12:47.804044] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:12:47.816706] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:47.817263] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:12:47.818146] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:12:47.818238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:47.823069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:47.824870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:47.825345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:47.825808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:47.826202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:47.905100] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:47.910306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:47.911317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:47.912612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:47.914786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:47.963510] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 18.8s | Global ETA: 21m 21s
[2025-11-25T12:12:47.963692] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:12:47.964450] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:47.964537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:47.966277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:47.966877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:47.967446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:12:47.969356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:48.089614] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:12:48.113622] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:12:48.254500] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:12:48.263158] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:48.286237] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:48.310489] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:12:48.353450] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 1.55% | Symbol ETA: 6m 31s | Global ETA: 21m 22s
[2025-11-25T12:12:48.353765] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:12:48.354622] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:12:48.354789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:48.359714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:48.361588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:48.362166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:48.415857] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 1.80% | Symbol ETA: 2.8s | Global ETA: 21m 22s
[2025-11-25T12:12:48.416151] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:12:48.417019] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:48.417159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:48.422038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:48.423876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:48.424429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:48.424967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:48.426256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:48.427327] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:48.428103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:48.493506] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:48.514247] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 1.09% | Symbol ETA: 7.2s | Global ETA: 21m 22s
[2025-11-25T12:12:48.514394] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:12:48.515360] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:12:48.515455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:48.520387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:48.522659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:48.523170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:48.523671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:48.524085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:48.554168] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 18.1s | Global ETA: 21m 22s
[2025-11-25T12:12:48.554407] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:12:48.555298] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:48.555447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:48.557322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:48.557935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:48.558441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:12:48.560414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:48.610872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:48.612228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:48.613386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:48.615749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:48.701628] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:12:48.769532] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:12:48.872162] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:48.930488] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:12:48.939280] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.38% | Symbol ETA: 6m 30s | Global ETA: 21m 22s
[2025-11-25T12:12:48.939726] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:48.960732] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:12:49.105884] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -1.60% | Symbol ETA: 1.9s | Global ETA: 21m 22s
[2025-11-25T12:12:49.106388] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:12:49.107316] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:49.107462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:49.110920] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.78%, Actual: 4.72%
[2025-11-25T12:12:49.112935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:49.113518] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:49.115078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:49.115696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:49.116408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:49.117801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:49.119755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:49.132868] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:49.180160] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 17.4s | Global ETA: 21m 22s
[2025-11-25T12:12:49.223326] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 1.35% | Symbol ETA: 6.6s | Global ETA: 21m 22s
[2025-11-25T12:12:49.223448] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:12:49.224247] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:12:49.224337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:49.229358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:49.231180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:49.231753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:49.232237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:49.232683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:49.315838] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -1.51%, Actual: 2.95%
[2025-11-25T12:12:49.323022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:49.323918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:49.325075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:49.327213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:49.367981] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:12:49.483823] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.39%, Actual: 0.61%
[2025-11-25T12:12:49.490119] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:12:49.549494] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:12:49.652173] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.96%, Actual: 1.35%
[2025-11-25T12:12:49.665197] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:12:49.669677] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:49.729427] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:12:49.821307] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.08%, Actual: 0.93%
[2025-11-25T12:12:49.828930] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.74% | Symbol ETA: 1.1s | Global ETA: 21m 22s
[2025-11-25T12:12:49.829252] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:12:49.830189] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:49.830341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:49.834569] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:49.835703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:49.837788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:49.838455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:49.839021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:49.840392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:12:49.842275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:49.900040] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:12:49.918329] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 5.9s | Global ETA: 21m 22s
[2025-11-25T12:12:49.918594] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:12:49.920126] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:12:49.920273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:49.925334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:49.927295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:49.927892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:49.928434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:49.928947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:49.994801] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.98%, Actual: 0.88%
[2025-11-25T12:12:50.016509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:50.017495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:50.018722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:50.020885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:50.068273] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:12:50.168484] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.22%, Actual: 2.44%
[2025-11-25T12:12:50.199164] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:12:50.235414] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:12:50.336780] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.18%, Actual: 0.61%
[2025-11-25T12:12:50.354948] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:12:50.369930] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:50.403771] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:12:50.504499] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 1.55%, Actual: 2.94%
[2025-11-25T12:12:50.522000] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:50.537088] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.43% | Symbol ETA: 0.3s | Global ETA: 21m 23s
[2025-11-25T12:12:50.570801] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:12:50.606921] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -1.83% | Symbol ETA: 5.1s | Global ETA: 21m 23s
[2025-11-25T12:12:50.607176] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:12:50.607956] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:12:50.608179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:50.612963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:50.614783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:50.615336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:50.615881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:50.616353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:50.674486] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.38%, Actual: 0.29%
[2025-11-25T12:12:50.674901] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 47.4337%
[2025-11-25T12:12:50.675060] [INFO ] [main      ] CGAU: KEPT add_atr (score: 47.43%)
[2025-11-25T12:12:50.675168] [INFO ] [main      ] CGAU: Testing feature 3/53: add_atr_10
[2025-11-25T12:12:50.675274] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T12:12:50.675390] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:12:50.688970] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:50.689698] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:12:50.690589] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:50.690748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:50.695532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:50.697400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:50.697975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:50.698489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:50.699962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:50.700806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:50.701909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:50.703904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:50.708695] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 0.10%, Actual: 1.44%
[2025-11-25T12:12:50.738231] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:12:50.882264] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 0.62%
[2025-11-25T12:12:50.905877] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:12:50.906261] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:12:50.906422] [INFO ] [main      ] GROV: DISCARDED add_late_day_volatility (score: 36.24%)
[2025-11-25T12:12:50.906541] [INFO ] [main      ] GROV: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:12:50.906660] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure']
[2025-11-25T12:12:50.906767] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:12:50.920188] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:50.920882] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:12:50.921799] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:50.921936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:50.923693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:50.924275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:50.924776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:12:50.927583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:51.044013] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:12:51.055282] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:12:51.057370] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.60%, Actual: 1.31%
[2025-11-25T12:12:51.229401] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -7.16%, Actual: 1.45%
[2025-11-25T12:12:51.239406] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:51.255954] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:51.264544] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:12:51.311922] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.79% | Symbol ETA: 3m 27s | Global ETA: 21m 23s
[2025-11-25T12:12:51.312231] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:12:51.313075] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:51.313216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:51.318115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:51.320172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:51.320784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:51.321307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:51.338923] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.33% | Symbol ETA: 4.5s | Global ETA: 21m 23s
[2025-11-25T12:12:51.339087] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:12:51.339860] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:12:51.340062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:51.344819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:51.346615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:51.347163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:51.347607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:51.348020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:51.397986] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -3.82%, Actual: 1.73%
[2025-11-25T12:12:51.430711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:51.431697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:51.432864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:51.434930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:51.435142] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:51.494773] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.40% | Symbol ETA: 22.6s | Global ETA: 21m 23s
[2025-11-25T12:12:51.495069] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:12:51.495896] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:51.496034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:51.497800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:51.498361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:51.498852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:12:51.501563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:51.566975] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: 0.53%, Actual: 1.47%
[2025-11-25T12:12:51.657297] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:12:51.735210] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 1.80%, Actual: 2.46%
[2025-11-25T12:12:51.769669] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:12:51.825480] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:51.837574] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:12:51.896203] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 3m 26s | Global ETA: 21m 23s
[2025-11-25T12:12:51.896426] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:12:51.897279] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:51.897418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:51.902206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:51.904013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:51.904563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:51.905097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:51.906692] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.60%, Actual: 1.22%
[2025-11-25T12:12:51.940935] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:52.007545] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:52.025362] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -3.05% | Symbol ETA: 3.8s | Global ETA: 21m 23s
[2025-11-25T12:12:52.025504] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:12:52.026269] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:12:52.026346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:52.031636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:52.033457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:52.033957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:52.034411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:52.034824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:52.075374] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 22.0s | Global ETA: 21m 23s
[2025-11-25T12:12:52.075496] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:12:52.076250] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:52.076324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:52.077998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:52.078481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:52.078895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:12:52.079382] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.74%, Actual: 0.12%
[2025-11-25T12:12:52.081505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:52.116096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:52.116861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:52.117931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:52.119903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:52.240526] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:12:52.248134] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.43%, Actual: 0.79%
[2025-11-25T12:12:52.248492] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 36.3465%
[2025-11-25T12:12:52.248667] [INFO ] [main      ] AIT: DISCARDED add_volume_pressure_into_close (score: 36.35%)
[2025-11-25T12:12:52.248788] [INFO ] [main      ] AIT: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:12:52.248893] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_volume_zscore']
[2025-11-25T12:12:52.249001] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:12:52.264001] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:52.264707] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:12:52.265614] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:52.265815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:52.270682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:52.272533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:52.273110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:52.273631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:52.274955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:52.276711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:52.410049] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:52.420611] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:12:52.457974] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:12:52.479700] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -0.40% | Symbol ETA: 3m 26s | Global ETA: 21m 24s
[2025-11-25T12:12:52.479830] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:12:52.480566] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:52.480634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:52.485356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:52.487139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:52.487626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:52.488095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:52.591404] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:52.612401] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:12:52.631150] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:52.651156] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.23% | Symbol ETA: 21.5s | Global ETA: 21m 24s
[2025-11-25T12:12:52.651471] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:12:52.652359] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:52.652504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:52.654349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:52.654980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:52.655484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:12:52.658424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:52.716886] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 3.1s | Global ETA: 21m 24s
[2025-11-25T12:12:52.717060] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:12:52.717859] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:12:52.717948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:52.722775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:52.724632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:52.725161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:52.725606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:52.726025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:52.794520] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:52.823499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:52.824523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:52.825786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:52.828035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:52.850802] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:12:52.961122] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 0.41% | Symbol ETA: 6.5s | Global ETA: 21m 24s
[2025-11-25T12:12:52.961431] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:12:52.962313] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:52.962456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:52.967395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:52.969374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:52.969976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:52.970498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:52.971811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:52.973528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:53.004739] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:12:53.030520] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:53.102509] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 3.70% | Symbol ETA: 3m 25s | Global ETA: 21m 24s
[2025-11-25T12:12:53.102844] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:12:53.103757] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:53.103898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:53.108878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:53.110942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:53.111572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:53.112156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:53.180021] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:12:53.184452] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:53.264508] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.23% | Symbol ETA: 20.9s | Global ETA: 21m 24s
[2025-11-25T12:12:53.264815] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:12:53.265777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:53.265916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:53.267703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:53.268282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:53.268774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:12:53.271490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:53.317783] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:12:53.349399] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:53.434690] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.86% | Symbol ETA: 2.4s | Global ETA: 21m 24s
[2025-11-25T12:12:53.434836] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:12:53.435575] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:12:53.435665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:53.440381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:53.442277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:53.442859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:53.443392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:53.443884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:53.452689] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:12:53.490716] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:53.525574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:53.526739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:53.527958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:53.530012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:53.620727] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:53.620975] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:12:53.662509] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: 1.49% | Symbol ETA: 5.8s | Global ETA: 21m 24s
[2025-11-25T12:12:53.662677] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:12:53.663451] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:53.663530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:53.668597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:53.670446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:53.671108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:53.671634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:53.672885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:53.674598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:53.690800] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -0.29% | Symbol ETA: 3m 24s | Global ETA: 21m 24s
[2025-11-25T12:12:53.691100] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:12:53.692013] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:53.692155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:53.697039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:53.699014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:53.699598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:53.700142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:53.797741] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:53.857770] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.38% | Symbol ETA: 20.4s | Global ETA: 21m 24s
[2025-11-25T12:12:53.858066] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:12:53.858936] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:53.859077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:53.860951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:53.861532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:53.862036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:12:53.864867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:53.879599] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:12:54.019408] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:12:54.040273] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:12:54.056869] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:54.156340] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 1.7s | Global ETA: 21m 24s
[2025-11-25T12:12:54.156605] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:12:54.157706] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:12:54.157851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:54.163085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:54.165147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:54.165753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:54.166326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:54.166837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:54.198659] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:54.236880] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:54.240113] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:12:54.255899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:54.256923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:12:54.258185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:12:54.260671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:54.310557] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 3m 24s | Global ETA: 21m 24s
[2025-11-25T12:12:54.310805] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:12:54.311702] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:54.311786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:54.316930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:54.319023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:54.319721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:54.320456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:54.357696] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.06% | Symbol ETA: 5.1s | Global ETA: 21m 24s
[2025-11-25T12:12:54.357934] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:12:54.358816] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:54.358957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:54.363928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:54.365761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:54.366312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:54.366853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:54.368184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:54.369874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:54.416528] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:54.477737] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.39% | Symbol ETA: 19.8s | Global ETA: 21m 24s
[2025-11-25T12:12:54.477865] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:12:54.478627] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:54.478720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:54.480450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:54.480988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:54.481505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:12:54.484269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:54.616900] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:12:54.672796] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:12:54.710707] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:12:54.788986] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:54.822399] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:12:54.846383] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:54.872028] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -1.66% | Symbol ETA: 1.0s | Global ETA: 21m 25s
[2025-11-25T12:12:54.877605] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:54.917193] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 3m 23s | Global ETA: 21m 25s
[2025-11-25T12:12:54.917469] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:12:54.918331] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:54.918469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:54.923487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:54.925411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:54.926003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:54.926532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:55.004129] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:55.031933] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -5.59% | Symbol ETA: 4.3s | Global ETA: 21m 25s
[2025-11-25T12:12:55.032195] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:12:55.033057] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:55.033199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:55.038060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:55.039911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:55.040461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:55.041035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:55.042324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:55.044023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:55.044784] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.09%, Actual: 0.71%
[2025-11-25T12:12:55.065408] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.90% | Symbol ETA: 19.2s | Global ETA: 21m 25s
[2025-11-25T12:12:55.065710] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:12:55.066526] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:55.066679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:55.068421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:55.069015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:55.069485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:12:55.072196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:55.216122] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 1.35%, Actual: 1.25%
[2025-11-25T12:12:55.270497] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:12:55.380103] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:12:55.384899] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.16%
[2025-11-25T12:12:55.421440] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:12:55.442900] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:55.512476] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.22% | Symbol ETA: 3m 23s | Global ETA: 21m 25s
[2025-11-25T12:12:55.512781] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:12:55.513594] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:55.513748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:55.518608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:55.520466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:55.521046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:55.521564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:55.547907] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:12:55.556850] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -1.83%, Actual: 3.31%
[2025-11-25T12:12:55.594567] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:55.654613] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 18.6s | Global ETA: 21m 25s
[2025-11-25T12:12:55.654938] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:12:55.655789] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:55.655942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:55.657704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:55.658269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:55.658758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:12:55.661475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:55.712132] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.72% | Symbol ETA: 3.6s | Global ETA: 21m 25s
[2025-11-25T12:12:55.712421] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:12:55.713329] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:55.713431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:55.718578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:55.720563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:55.721146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:55.721731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:55.723192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:55.724971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:55.727550] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.33%, Actual: 1.39%
[2025-11-25T12:12:55.866482] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:12:55.899273] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -3.05%, Actual: 0.16%
[2025-11-25T12:12:56.027957] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:12:56.043113] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:56.075241] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 1.20%
[2025-11-25T12:12:56.114419] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.01% | Symbol ETA: 3m 22s | Global ETA: 21m 25s
[2025-11-25T12:12:56.114721] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:12:56.115112] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:12:56.115551] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:56.115717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:56.120673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:56.122727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:56.123316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:56.123875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:56.216507] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:56.275115] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.86%, Actual: 1.60%
[2025-11-25T12:12:56.283842] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.43% | Symbol ETA: 18.0s | Global ETA: 21m 25s
[2025-11-25T12:12:56.284205] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:12:56.285615] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:56.285827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:56.288529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:56.289395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:56.290095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:12:56.294359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:56.320836] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:12:56.500510] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 0.41%
[2025-11-25T12:12:56.523692] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 3.0s | Global ETA: 21m 25s
[2025-11-25T12:12:56.524061] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:12:56.525513] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:56.525769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:56.533517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:56.536771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:56.537916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:56.538739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:56.540727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:56.543530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:56.545248] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:12:56.782332] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -1.66%, Actual: 1.40%
[2025-11-25T12:12:56.782701] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 56.4775%
[2025-11-25T12:12:56.782890] [INFO ] [main      ] JBGS: DISCARDED add_volatility_state_percentiles (score: 56.48%)
[2025-11-25T12:12:56.783051] [INFO ] [main      ] JBGS: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:12:56.783220] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_volume_dispersion']
[2025-11-25T12:12:56.783414] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:12:56.821721] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:56.833660] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:56.834500] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:12:56.835909] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:56.836137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:56.842162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:56.844588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:56.845439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:56.846182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:56.846894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:56.847151] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:12:56.914483] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.67% | Symbol ETA: 3m 21s | Global ETA: 21m 26s
[2025-11-25T12:12:56.981874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:56.983528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:56.986315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:57.097055] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:12:57.110052] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:57.178524] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 17.4s | Global ETA: 21m 26s
[2025-11-25T12:12:57.192082] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.79%, Actual: 4.72%
[2025-11-25T12:12:57.337585] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:12:57.371049] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.40%, Actual: 0.81%
[2025-11-25T12:12:57.375166] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:12:57.380940] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.06%, Actual: 2.95%
[2025-11-25T12:12:57.494251] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: 0.37% | Symbol ETA: 2.4s | Global ETA: 21m 26s
[2025-11-25T12:12:57.494414] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:12:57.495217] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:57.495441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:57.500348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:57.502265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:57.502845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:57.503372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:57.504662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:57.506336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:57.546035] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -1.94%, Actual: 0.83%
[2025-11-25T12:12:57.560464] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:57.563094] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -0.40%, Actual: 0.61%
[2025-11-25T12:12:57.645800] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.09% | Symbol ETA: 8.0s | Global ETA: 21m 26s
[2025-11-25T12:12:57.645977] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:12:57.646882] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:57.647119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:57.652249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:57.654428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:57.655135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:57.655746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:57.656250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:57.718820] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.23%, Actual: 2.84%
[2025-11-25T12:12:57.735343] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 3.70%, Actual: 1.35%
[2025-11-25T12:12:57.748696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:57.749927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:57.751604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:57.878345] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:12:57.891939] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.23%, Actual: 0.58%
[2025-11-25T12:12:57.923461] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 0.93%
[2025-11-25T12:12:58.047366] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:12:58.064347] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.38%, Actual: 4.52%
[2025-11-25T12:12:58.095928] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 0.88%
[2025-11-25T12:12:58.118842] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:12:58.217134] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -2.08% | Symbol ETA: 1.7s | Global ETA: 21m 26s
[2025-11-25T12:12:58.217420] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:12:58.218253] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:58.218394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:58.223241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:58.225108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:58.225676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:58.226205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:58.227554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:58.229249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:58.237169] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.39%, Actual: 2.39%
[2025-11-25T12:12:58.274878] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.30%, Actual: 2.44%
[2025-11-25T12:12:58.303583] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:58.391893] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.63% | Symbol ETA: 7.0s | Global ETA: 21m 26s
[2025-11-25T12:12:58.392186] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:12:58.393005] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:58.393159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:58.398404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:58.400575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:58.401235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:58.401808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:58.402337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:58.415753] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.90%, Actual: 1.30%
[2025-11-25T12:12:58.447348] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.22%, Actual: 0.61%
[2025-11-25T12:12:58.502613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:58.504163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:58.506440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:58.573379] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:12:58.593181] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.94%
[2025-11-25T12:12:58.618168] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.01%, Actual: 2.94%
[2025-11-25T12:12:58.743912] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:12:58.767518] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.43%, Actual: 5.47%
[2025-11-25T12:12:58.803023] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.67%, Actual: 0.29%
[2025-11-25T12:12:58.803473] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 36.5260%
[2025-11-25T12:12:58.803618] [INFO ] [main      ] CGAU: DISCARDED add_atr_10 (score: 36.53%)
[2025-11-25T12:12:58.803766] [INFO ] [main      ] CGAU: Testing feature 4/53: add_atr_5
[2025-11-25T12:12:58.803878] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5']
[2025-11-25T12:12:58.803992] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:12:58.819843] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:58.820683] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:12:58.821620] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:58.821828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:58.826737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:58.828617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:58.829200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:58.829687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:58.851554] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:12:58.900628] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 0.96% | Symbol ETA: 0.9s | Global ETA: 21m 27s
[2025-11-25T12:12:58.900985] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:12:58.901955] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:12:58.902107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:58.907197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:58.909405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:58.910065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:58.910612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:12:58.911958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:12:58.913775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:58.943673] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:12:58.944094] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 39.6183%
[2025-11-25T12:12:58.944213] [INFO ] [main      ] GROV: DISCARDED add_late_hour_microstructure (score: 39.62%)
[2025-11-25T12:12:58.944338] [INFO ] [main      ] GROV: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:12:58.944448] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_late_session_pressure']
[2025-11-25T12:12:58.944558] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:12:58.958976] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:12:58.959611] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:12:58.960764] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:58.960921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:58.962887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:58.963499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:58.964037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:12:58.965184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:59.025001] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:12:59.109309] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -1.34% | Symbol ETA: 6.1s | Global ETA: 21m 27s
[2025-11-25T12:12:59.109457] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:12:59.110243] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:59.110337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:59.115072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:59.117117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:59.117748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:59.118271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:59.118764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:59.168237] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:12:59.203358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:59.204453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:59.205973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:59.253429] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:12:59.321837] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:12:59.338724] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:59.408341] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.78% | Symbol ETA: 2m 18s | Global ETA: 21m 27s
[2025-11-25T12:12:59.408600] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:12:59.409431] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:59.409572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:59.414373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:59.416211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:59.416785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:59.417301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:59.428794] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:12:59.500756] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:12:59.552513] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:12:59.562221] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.38% | Symbol ETA: 20.6s | Global ETA: 21m 27s
[2025-11-25T12:12:59.562535] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:12:59.563404] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:59.563550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:59.565370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:59.565995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:59.566529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:12:59.567792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:59.598617] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: 2.14% | Symbol ETA: 0.2s | Global ETA: 21m 27s
[2025-11-25T12:12:59.722997] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:12:59.755639] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:12:59.769288] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 0.41%, Actual: 1.44%
[2025-11-25T12:12:59.806359] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.17% | Symbol ETA: 5.2s | Global ETA: 21m 27s
[2025-11-25T12:12:59.806675] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:12:59.807523] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:12:59.807683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:12:59.812502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:12:59.814328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:12:59.814908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:12:59.815463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:12:59.815958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:12:59.906626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:12:59.907901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:12:59.909529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:12:59.926295] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:12:59.926419] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:12:59.938578] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.49%, Actual: 0.62%
[2025-11-25T12:12:59.996288] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -1.51% | Symbol ETA: 2m 17s | Global ETA: 21m 27s
[2025-11-25T12:12:59.996599] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:12:59.997498] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:12:59.997637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:00.002678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:00.004529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:00.005108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:00.005580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:00.099080] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:00.109947] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.06%, Actual: 1.31%
[2025-11-25T12:13:00.159466] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.56% | Symbol ETA: 20.0s | Global ETA: 21m 27s
[2025-11-25T12:13:00.159792] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:13:00.160613] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:00.160771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:00.162484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:00.163084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:00.163577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:13:00.164686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:00.267087] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:13:00.298764] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -5.59%, Actual: 1.45%
[2025-11-25T12:13:00.363265] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:13:00.452407] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:00.533073] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.72%, Actual: 1.73%
[2025-11-25T12:13:00.569578] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.90% | Symbol ETA: 4.5s | Global ETA: 21m 27s
[2025-11-25T12:13:00.569719] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:13:00.570528] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:00.570604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:00.584834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:00.589719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:00.590576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:00.591186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:00.591696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:00.608531] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:13:00.644112] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:00.723002] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.39% | Symbol ETA: 2m 17s | Global ETA: 21m 27s
[2025-11-25T12:13:00.723155] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:13:00.723911] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:00.723984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:00.728894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:00.730666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:00.731168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:00.731568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:00.765046] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 1.47%
[2025-11-25T12:13:00.779999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:00.780982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:13:00.782428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:00.811881] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:00.909096] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 19.7s | Global ETA: 21m 28s
[2025-11-25T12:13:00.909255] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:13:00.910076] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:00.910317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:00.912122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:00.912775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:00.913297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:13:00.914418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:01.060282] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 2.46%
[2025-11-25T12:13:01.083709] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:13:01.244818] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:13:01.255277] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:13:01.262008] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:01.272279] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -2.08%, Actual: 1.22%
[2025-11-25T12:13:01.334769] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.96% | Symbol ETA: 2m 17s | Global ETA: 21m 28s
[2025-11-25T12:13:01.334922] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:13:01.335756] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:01.335836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:01.342118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:01.344155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:01.344724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:01.345136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:01.414843] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:01.423845] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:01.482476] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.33% | Symbol ETA: 19.0s | Global ETA: 21m 28s
[2025-11-25T12:13:01.482619] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:13:01.483382] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:01.483513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:01.486198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:01.486948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:01.488242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:13:01.489303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:01.503275] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 3.9s | Global ETA: 21m 28s
[2025-11-25T12:13:01.503489] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:13:01.504330] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:01.504474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:01.509430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:01.511287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:01.511812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:01.512344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:01.512850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:01.560398] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.96%, Actual: 0.12%
[2025-11-25T12:13:01.598318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:01.599361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:13:01.600893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:01.701115] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:13:01.755579] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: 2.14%, Actual: 0.79%
[2025-11-25T12:13:01.755876] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 36.2406%
[2025-11-25T12:13:01.755992] [INFO ] [main      ] AIT: DISCARDED add_volume_zscore (score: 36.24%)
[2025-11-25T12:13:01.756041] [INFO ] [main      ] AIT: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:13:01.756085] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_vwap_deviations']
[2025-11-25T12:13:01.756129] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:13:01.774953] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:01.775697] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 2
[2025-11-25T12:13:01.776762] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:13:01.776851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:01.782140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:01.784271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:01.784847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:01.785320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:13:01.786637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:01.793175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:01.834868] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:13:01.881590] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:01.946283] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:13:01.949871] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.08% | Symbol ETA: 2m 16s | Global ETA: 21m 28s
[2025-11-25T12:13:01.950170] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:13:01.951020] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:01.951166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:01.955964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:01.957819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:01.958374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:01.958867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:02.008005] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:02.067418] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 18.3s | Global ETA: 21m 28s
[2025-11-25T12:13:02.067627] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:13:02.068455] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:02.068595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:02.070309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:02.070937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:02.071408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:13:02.072505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:02.121624] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:02.175716] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-20
[2025-11-25T12:13:02.203428] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 3.0s | Global ETA: 21m 28s
[2025-11-25T12:13:02.203739] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:13:02.204550] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:02.204712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:02.209457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:02.211259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:02.211970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:02.212492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:02.212983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:02.295504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:02.296327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:13:02.297773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:02.326864] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:13:02.350398] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:02.445367] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:13:02.497230] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:02.516933] [INFO ] [main      ] AIT: Lookback Days: 2, Magnitude: 1.07% | Symbol ETA: 6.7s | Global ETA: 21m 28s
[2025-11-25T12:13:02.517270] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 3
[2025-11-25T12:13:02.518202] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:13:02.518292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:02.523637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:02.525686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:02.526234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:02.526814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:13:02.528173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:02.534489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:02.566091] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.98% | Symbol ETA: 2m 15s | Global ETA: 21m 28s
[2025-11-25T12:13:02.566262] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:13:02.567127] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:02.567215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:02.572065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:02.573899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:02.574411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:02.574838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:02.619490] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:02.636223] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:13:02.678963] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.36% | Symbol ETA: 17.7s | Global ETA: 21m 28s
[2025-11-25T12:13:02.679289] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:13:02.680156] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:02.680318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:02.682107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:02.682775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:02.683257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:13:02.684370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:02.807679] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:02.886003] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-19
[2025-11-25T12:13:02.889049] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.10% | Symbol ETA: 2.3s | Global ETA: 21m 28s
[2025-11-25T12:13:02.889327] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:13:02.890160] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:02.890329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:02.895199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:02.897032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:02.897622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:02.898207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:02.898711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:02.916607] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:13:02.982265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:02.983623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:13:02.985153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:03.058520] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:03.085820] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:03.089723] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:13:03.167711] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.22% | Symbol ETA: 2m 15s | Global ETA: 21m 29s
[2025-11-25T12:13:03.168010] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:13:03.168894] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:03.169034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:03.173912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:03.175926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:03.176495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:03.176984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:03.236376] [INFO ] [main      ] AIT: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 5.8s | Global ETA: 21m 29s
[2025-11-25T12:13:03.236888] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 4
[2025-11-25T12:13:03.237975] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:13:03.238117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:03.243053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:03.244942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:03.245512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:03.246075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:13:03.247487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:03.254134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:03.261004] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:03.321984] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 17.1s | Global ETA: 21m 29s
[2025-11-25T12:13:03.322258] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:13:03.323040] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:03.323178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:03.324898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:03.325478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:03.325965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:13:03.327083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:03.327570] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:13:03.498284] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:03.526711] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:13:03.578549] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: -3.15% | Symbol ETA: 1.5s | Global ETA: 21m 29s
[2025-11-25T12:13:03.578707] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:13:03.579468] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:03.579709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:03.584526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:03.586336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:03.586915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:03.587480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:03.587968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:03.616042] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-18
[2025-11-25T12:13:03.668299] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:13:03.671611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:03.672587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:13:03.674085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:03.757239] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:03.786211] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:03.826108] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.18% | Symbol ETA: 2m 14s | Global ETA: 21m 29s
[2025-11-25T12:13:03.826395] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:13:03.827297] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:03.827442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:03.832339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:03.834223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:03.834798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:03.835266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:03.838631] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:03.898445] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 16.4s | Global ETA: 21m 29s
[2025-11-25T12:13:03.898761] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:13:03.899676] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:03.899815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:03.901632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:03.902234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:03.902748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:13:03.903872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:03.948814] [INFO ] [main      ] AIT: Lookback Days: 4, Magnitude: 3.33% | Symbol ETA: 5.1s | Global ETA: 21m 29s
[2025-11-25T12:13:03.949115] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 5
[2025-11-25T12:13:03.949981] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:13:03.950122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:03.955212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:03.957357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:03.958049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:03.958634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:13:03.959986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:03.965847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:04.015393] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:13:04.188882] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:04.191124] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:13:04.252023] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:13:04.270944] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -4.21% | Symbol ETA: 0.7s | Global ETA: 21m 29s
[2025-11-25T12:13:04.317527] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-17
[2025-11-25T12:13:04.366762] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:04.435443] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:04.435958] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 1.55% | Symbol ETA: 2m 13s | Global ETA: 21m 29s
[2025-11-25T12:13:04.436119] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:13:04.436915] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:04.436998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:04.441718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:04.443479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:04.444010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:04.444421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:04.447132] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.09%, Actual: 0.71%
[2025-11-25T12:13:04.491553] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:04.499215] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 15.8s | Global ETA: 21m 29s
[2025-11-25T12:13:04.499365] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:13:04.500209] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:04.500286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:04.502005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:04.502522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:04.503030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:13:04.504094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:04.617806] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.63%, Actual: 1.25%
[2025-11-25T12:13:04.636913] [INFO ] [main      ] AIT: Lookback Days: 5, Magnitude: -4.55% | Symbol ETA: 4.3s | Global ETA: 21m 29s
[2025-11-25T12:13:04.637233] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 6
[2025-11-25T12:13:04.638089] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:13:04.638258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:04.643123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:04.644989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:04.645549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:04.646094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:13:04.647409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:04.653056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:04.786149] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -1.34%, Actual: 0.16%
[2025-11-25T12:13:04.787410] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:13:04.849299] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:13:04.955000] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.17%, Actual: 3.31%
[2025-11-25T12:13:04.990216] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:04.991374] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-14
[2025-11-25T12:13:05.019872] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:05.058961] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.38% | Symbol ETA: 2m 13s | Global ETA: 21m 29s
[2025-11-25T12:13:05.077614] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 15.2s | Global ETA: 21m 30s
[2025-11-25T12:13:05.126692] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.90%, Actual: 1.39%
[2025-11-25T12:13:05.162917] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:05.232500] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.78%, Actual: 4.72%
[2025-11-25T12:13:05.248719] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.38%, Actual: 0.81%
[2025-11-25T12:13:05.301514] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 0.16%
[2025-11-25T12:13:05.321669] [INFO ] [main      ] AIT: Lookback Days: 6, Magnitude: -2.79% | Symbol ETA: 3.5s | Global ETA: 21m 30s
[2025-11-25T12:13:05.321972] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 7
[2025-11-25T12:13:05.322821] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:13:05.322964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:05.327853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:05.329811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:05.330376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:05.330919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:13:05.332222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:05.338099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:05.404748] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -1.51%, Actual: 2.95%
[2025-11-25T12:13:05.418865] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.56%, Actual: 0.83%
[2025-11-25T12:13:05.471328] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 1.20%
[2025-11-25T12:13:05.576227] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.39%, Actual: 0.61%
[2025-11-25T12:13:05.587663] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.20%, Actual: 2.84%
[2025-11-25T12:13:05.648687] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.10%, Actual: 1.60%
[2025-11-25T12:13:05.683705] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-13
[2025-11-25T12:13:05.745585] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.96%, Actual: 1.35%
[2025-11-25T12:13:05.758079] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.33%, Actual: 0.58%
[2025-11-25T12:13:05.842460] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -3.15%, Actual: 0.41%
[2025-11-25T12:13:05.855562] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:05.916538] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.08%, Actual: 0.93%
[2025-11-25T12:13:05.927333] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.52%, Actual: 4.52%
[2025-11-25T12:13:06.016464] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -4.21%, Actual: 1.40%
[2025-11-25T12:13:06.016914] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 36.3667%
[2025-11-25T12:13:06.017109] [INFO ] [main      ] JBGS: DISCARDED add_volume_dispersion (score: 36.37%)
[2025-11-25T12:13:06.017231] [INFO ] [main      ] JBGS: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:13:06.017338] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_volume_flow_differentials']
[2025-11-25T12:13:06.017451] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:13:06.028855] [INFO ] [main      ] AIT: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 2.8s | Global ETA: 21m 30s
[2025-11-25T12:13:06.029162] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 8
[2025-11-25T12:13:06.030269] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:13:06.030359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:06.030220] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:06.031027] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:13:06.032107] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:06.032202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:06.035939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:06.037294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:06.037931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:06.038429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:06.038907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:13:06.039487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:06.040036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:06.040375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:06.040483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:06.040911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:06.046581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:06.088501] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.98%, Actual: 0.88%
[2025-11-25T12:13:06.098947] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.36%, Actual: 2.39%
[2025-11-25T12:13:06.125802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:06.126996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:13:06.129928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:06.261136] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.22%, Actual: 2.44%
[2025-11-25T12:13:06.270114] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.31%, Actual: 1.30%
[2025-11-25T12:13:06.402215] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-12
[2025-11-25T12:13:06.434415] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.18%, Actual: 0.61%
[2025-11-25T12:13:06.444539] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 0.94%
[2025-11-25T12:13:06.476661] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:13:06.581609] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:06.603755] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 1.55%, Actual: 2.94%
[2025-11-25T12:13:06.615334] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.45%, Actual: 5.47%
[2025-11-25T12:13:06.649854] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:06.735004] [INFO ] [main      ] AIT: Lookback Days: 8, Magnitude: -0.88% | Symbol ETA: 2.1s | Global ETA: 21m 30s
[2025-11-25T12:13:06.735302] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 9
[2025-11-25T12:13:06.736158] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:13:06.736300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:06.736314] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 6.9s | Global ETA: 21m 30s
[2025-11-25T12:13:06.736483] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:13:06.737529] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:06.737702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:06.741174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:06.742802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:06.743024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:06.743588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:06.744132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:13:06.744872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:06.745414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:06.745469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:06.746038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:06.746522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:06.751222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:06.775415] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.38%, Actual: 0.29%
[2025-11-25T12:13:06.775695] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 47.4337%
[2025-11-25T12:13:06.775833] [INFO ] [main      ] CGAU: KEPT add_atr_5 (score: 47.43%)
[2025-11-25T12:13:06.776049] [INFO ] [main      ] CGAU: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T12:13:06.776163] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T12:13:06.776273] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:13:06.785157] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:13:06.785530] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 37.2363%
[2025-11-25T12:13:06.785715] [INFO ] [main      ] GROV: DISCARDED add_late_session_pressure (score: 37.24%)
[2025-11-25T12:13:06.785838] [INFO ] [main      ] GROV: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:13:06.785946] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_micro_gap_fill_velocity']
[2025-11-25T12:13:06.786055] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:13:06.790112] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:06.790691] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:13:06.791546] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:06.791708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:06.796729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:06.798793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:06.799382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:06.799720] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:06.800016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:06.800167] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:13:06.800929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:06.801019] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:06.801095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:06.802791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:06.803295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:06.803717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:13:06.805786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:06.833907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:06.834927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:13:06.837852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:07.090634] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-11
[2025-11-25T12:13:07.146923] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:13:07.146985] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:13:07.192638] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:13:07.262016] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:07.318131] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:07.318970] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:07.369372] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:07.380388] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.91% | Symbol ETA: 18.8s | Global ETA: 21m 31s
[2025-11-25T12:13:07.380557] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:13:07.381518] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:07.381603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:07.383335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:07.383927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:07.384341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:13:07.386420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:07.389022] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.14% | Symbol ETA: 1m 41s | Global ETA: 21m 31s
[2025-11-25T12:13:07.389305] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:13:07.390151] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:07.390294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:07.395154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:07.397018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:07.397575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:07.398059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:07.398839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:07.435846] [INFO ] [main      ] AIT: Lookback Days: 9, Magnitude: -2.04% | Symbol ETA: 1.4s | Global ETA: 21m 31s
[2025-11-25T12:13:07.436015] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 10
[2025-11-25T12:13:07.436809] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:13:07.436894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:07.441854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:07.443711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:07.444265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:07.444814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:13:07.446123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:07.451929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:07.458369] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 6.3s | Global ETA: 21m 31s
[2025-11-25T12:13:07.458525] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:13:07.459340] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:07.459418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:07.464446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:07.466543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:07.467094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:07.467562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:07.467987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:07.558285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:07.559504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:13:07.562587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:07.738784] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:13:07.740121] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:13:07.787390] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-10
[2025-11-25T12:13:07.909106] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:07.911971] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:07.913547] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:13:07.956403] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:07.971241] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.15% | Symbol ETA: 18.3s | Global ETA: 21m 31s
[2025-11-25T12:13:07.971541] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:13:07.972401] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:07.972549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:07.974358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:07.974969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:07.975452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:13:07.977689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:07.982183] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 1m 40s | Global ETA: 21m 31s
[2025-11-25T12:13:07.982488] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:13:07.983344] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:07.983494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:07.988409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:07.990406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:07.991004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:07.991480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:07.992301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:08.090237] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:08.113987] [INFO ] [main      ] AIT: Lookback Days: 10, Magnitude: 1.20% | Symbol ETA: 0.7s | Global ETA: 21m 31s
[2025-11-25T12:13:08.114275] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 11
[2025-11-25T12:13:08.115116] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:13:08.115261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:08.120108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:08.121953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:08.122506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:08.123043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:13:08.124341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:08.130215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:08.177581] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: 0.72% | Symbol ETA: 5.6s | Global ETA: 21m 31s
[2025-11-25T12:13:08.177909] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:13:08.178744] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:08.178885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:08.183859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:08.185800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:08.186360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:08.186896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:08.187398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:08.273701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:08.274891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:13:08.277880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:08.320503] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:13:08.335813] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:13:08.467095] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-07
[2025-11-25T12:13:08.495479] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:08.507539] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:08.558054] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.97% | Symbol ETA: 17.7s | Global ETA: 21m 31s
[2025-11-25T12:13:08.558225] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:13:08.559169] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:08.559315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:08.561009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:08.561582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:08.562077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:13:08.564165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:08.578018] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.22% | Symbol ETA: 1m 40s | Global ETA: 21m 31s
[2025-11-25T12:13:08.578307] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:13:08.579143] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:08.579287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:08.584071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:08.585919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:08.586492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:08.586983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:08.587843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:08.626876] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:13:08.636503] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:08.800554] [INFO ] [main      ] AIT: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 0.0s | Global ETA: 21m 31s
[2025-11-25T12:13:08.801574] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:08.889899] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -2.41% | Symbol ETA: 4.9s | Global ETA: 21m 31s
[2025-11-25T12:13:08.890185] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:13:08.891061] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:08.891205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:08.896245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:08.898233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:08.898842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:08.899397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:08.899903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:08.916601] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:13:08.931757] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:13:08.972180] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: 1.07%, Actual: 1.44%
[2025-11-25T12:13:08.987881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:08.988839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:13:08.991855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:09.104056] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:09.106927] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:09.144260] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.62%
[2025-11-25T12:13:09.166238] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.63% | Symbol ETA: 17.2s | Global ETA: 21m 31s
[2025-11-25T12:13:09.166539] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:13:09.167409] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:09.167554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:09.169352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:09.169963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:09.170444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:13:09.172522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:09.177714] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.67% | Symbol ETA: 1m 39s | Global ETA: 21m 31s
[2025-11-25T12:13:09.178012] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:13:09.178865] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:09.179008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:09.183844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:09.185721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:09.186272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:09.186762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:09.187573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:09.315043] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 3.33%, Actual: 1.31%
[2025-11-25T12:13:09.338814] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:13:09.489359] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -4.55%, Actual: 1.45%
[2025-11-25T12:13:09.509018] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:09.514257] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:13:09.534737] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:13:09.599106] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.72% | Symbol ETA: 4.1s | Global ETA: 21m 32s
[2025-11-25T12:13:09.599381] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:13:09.600224] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:09.600368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:09.605181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:09.607120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:09.607691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:09.608209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:09.608738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:09.666245] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.79%, Actual: 1.73%
[2025-11-25T12:13:09.687549] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:09.693689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:09.694594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:13:09.697453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:09.708267] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:09.756754] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.50% | Symbol ETA: 16.6s | Global ETA: 21m 32s
[2025-11-25T12:13:09.757086] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:13:09.757958] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:09.758101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:09.759859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:09.760451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:09.760994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:13:09.763201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:09.779412] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: 0.46% | Symbol ETA: 1m 39s | Global ETA: 21m 32s
[2025-11-25T12:13:09.779746] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:13:09.780579] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:09.780736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:09.785597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:09.787546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:09.788164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:09.788662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:09.789468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:09.837039] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 1.47%
[2025-11-25T12:13:10.007956] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: -0.88%, Actual: 2.46%
[2025-11-25T12:13:10.038924] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:13:10.104409] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:13:10.135069] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:13:10.180435] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -2.04%, Actual: 1.22%
[2025-11-25T12:13:10.209041] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:10.278122] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:10.292515] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -2.13% | Symbol ETA: 3.4s | Global ETA: 21m 32s
[2025-11-25T12:13:10.292763] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:13:10.293583] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:10.293775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:10.298586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:10.300440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:10.301006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:10.301532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:10.302012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:10.306091] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:10.340155] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.16% | Symbol ETA: 16.0s | Global ETA: 21m 32s
[2025-11-25T12:13:10.340320] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:13:10.341099] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:10.341187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:10.342851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:10.343351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:10.343785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:13:10.345808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:10.350302] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 1.20%, Actual: 0.12%
[2025-11-25T12:13:10.377313] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.63% | Symbol ETA: 1m 38s | Global ETA: 21m 32s
[2025-11-25T12:13:10.377559] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:13:10.378409] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:10.378556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:10.383336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:10.384588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:10.385180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:10.385587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:13:10.385798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:10.386257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:10.387102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:10.388408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:10.518445] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.17%, Actual: 0.79%
[2025-11-25T12:13:10.518836] [INFO ] [main      ] AIT: Magnitude Forecast Confidence: 36.8402%
[2025-11-25T12:13:10.519002] [INFO ] [main      ] AIT: DISCARDED add_vwap_deviations (score: 36.84%)
[2025-11-25T12:13:10.519119] [INFO ] [main      ] AIT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:13:10.519225] [INFO ] [main      ] AIT: Best accuracy: 56.40%
[2025-11-25T12:13:10.519334] [INFO ] [main      ] AIT: Best feature set (5 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_intraday_skewness_proxies']
[2025-11-25T12:13:10.519438] [INFO ] [main      ] AIT: Improvement over baseline: 18.30%
[2025-11-25T12:13:10.519537] [INFO ] [main      ] AIT: Total time: 7.8 minutes
[2025-11-25T12:13:10.519636] [INFO ] [main      ] AIT: Average time per feature: 9.0 seconds
[2025-11-25T12:13:10.519750] [INFO ] [main      ] AIT: Average speed: 0.11 features/sec
[2025-11-25T12:13:10.684090] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:13:10.689744] [DEBUG] [METRICS   ] AIT: 2025-11-21:2025-11-24: Predicted: -1.86%, Actual: 1.44%
[2025-11-25T12:13:10.726949] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:13:10.730999] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:13:10.855310] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:10.859442] [DEBUG] [METRICS   ] AIT: 2025-11-20:2025-11-21: Predicted: 1.12%, Actual: 0.62%
[2025-11-25T12:13:10.895378] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:10.903269] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:10.916035] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.37% | Symbol ETA: 15.4s | Global ETA: 21m 32s
[2025-11-25T12:13:10.916358] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:13:10.917211] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:10.917356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:10.919101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:10.919685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:10.920153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:13:10.922222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:10.971840] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.12% | Symbol ETA: 1m 37s | Global ETA: 21m 32s
[2025-11-25T12:13:10.972151] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:13:10.972998] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:10.973139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:10.978183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:10.980184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:10.980486] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 2.7s | Global ETA: 21m 32s
[2025-11-25T12:13:10.980770] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:13:10.980806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:10.981220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:10.981565] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:10.981668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:10.982006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:10.986716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:10.988594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:10.989180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:10.989739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:10.990221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:11.027985] [DEBUG] [METRICS   ] AIT: 2025-11-19:2025-11-20: Predicted: 2.31%, Actual: 1.31%
[2025-11-25T12:13:11.074621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:11.075605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:13:11.078523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:11.197402] [DEBUG] [METRICS   ] AIT: 2025-11-18:2025-11-19: Predicted: -5.26%, Actual: 1.45%
[2025-11-25T12:13:11.261800] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:13:11.351579] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:13:11.366311] [DEBUG] [METRICS   ] AIT: 2025-11-17:2025-11-18: Predicted: -2.38%, Actual: 1.73%
[2025-11-25T12:13:11.416733] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:13:11.429497] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:11.490111] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 14.8s | Global ETA: 21m 33s
[2025-11-25T12:13:11.490412] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:13:11.491239] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:11.491378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:11.493104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:11.493686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:11.494152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:13:11.496254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:11.530866] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:11.539700] [DEBUG] [METRICS   ] AIT: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 1.47%
[2025-11-25T12:13:11.585114] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:11.602387] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.35% | Symbol ETA: 1m 37s | Global ETA: 21m 33s
[2025-11-25T12:13:11.602704] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:13:11.603570] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:11.603732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:11.608918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:11.610858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:11.611426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:11.611943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:11.612804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:11.668343] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.01% | Symbol ETA: 2.0s | Global ETA: 21m 33s
[2025-11-25T12:13:11.668676] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:13:11.669596] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:11.669764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:11.674725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:11.676585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:11.677193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:11.677745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:11.678223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:11.709595] [DEBUG] [METRICS   ] AIT: 2025-11-13:2025-11-14: Predicted: 0.40%, Actual: 2.46%
[2025-11-25T12:13:11.764763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:11.765806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:13:11.768734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:11.832459] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:13:11.880689] [DEBUG] [METRICS   ] AIT: 2025-11-12:2025-11-13: Predicted: -1.49%, Actual: 1.22%
[2025-11-25T12:13:11.963496] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:13:12.006295] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:12.057907] [DEBUG] [METRICS   ] AIT: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.12%
[2025-11-25T12:13:12.067264] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.95% | Symbol ETA: 14.2s | Global ETA: 21m 33s
[2025-11-25T12:13:12.067389] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:13:12.068153] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:12.068227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:12.069879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:12.070360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:12.070773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:13:12.072784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:12.111942] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:13:12.149144] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:12.219961] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 1.97% | Symbol ETA: 1m 36s | Global ETA: 21m 33s
[2025-11-25T12:13:12.220115] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:13:12.220890] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:12.220964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:12.225738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:12.227943] [DEBUG] [METRICS   ] AIT: 2025-11-10:2025-11-11: Predicted: -0.50%, Actual: 0.79%
[2025-11-25T12:13:12.228378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:12.228690] [INFO ] [LOCAL     ] Saved configuration for AIT: 5 features, 56.40% accuracy -> ./output/feature-sets/AIT.json
[2025-11-25T12:13:12.229091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:12.229938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:12.230617] [INFO ] [main      ] Progress: 22/31 symbols completed (71.0%). AIT finished in 7m 58s. ETA: 18m 31s. Rate: 0.49 symbols/min
[2025-11-25T12:13:12.230842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:12.233011] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:13:12.248433] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:12.249071] [INFO ] [main      ] KNTK: Testing with 53 available features
[2025-11-25T12:13:12.249235] [INFO ] [main      ] KNTK: Establishing baseline with no features...
[2025-11-25T12:13:12.249347] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:13:12.264292] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:12.265058] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:13:12.266027] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:12.282994] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:12.365878] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 0.57% | Symbol ETA: 1.3s | Global ETA: 18m 31s
[2025-11-25T12:13:12.366155] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:13:12.366987] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:12.367152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:12.371930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:12.373745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:12.374292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:12.374833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:12.375298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:12.410332] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:13:12.458489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:12.459500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:13:12.462316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:12.578528] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:12.587604] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:13:12.603176] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:13:12.638285] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -0.29% | Symbol ETA: 13.6s | Global ETA: 18m 31s
[2025-11-25T12:13:12.763524] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:12.776488] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:12.800438] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:13:12.807801] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.91%, Actual: 0.81%
[2025-11-25T12:13:12.833846] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -3.79% | Symbol ETA: 1m 36s | Global ETA: 18m 31s
[2025-11-25T12:13:12.886861] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.89%
[2025-11-25T12:13:12.887181] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:13:12.888065] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:12.971155] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:12.976414] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.15%, Actual: 0.83%
[2025-11-25T12:13:13.009964] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.14%, Actual: 4.72%
[2025-11-25T12:13:13.053964] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 0.6s | Global ETA: 18m 31s
[2025-11-25T12:13:13.147131] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.97%, Actual: 2.84%
[2025-11-25T12:13:13.185965] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.70%, Actual: 2.95%
[2025-11-25T12:13:13.225072] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -0.71%, Actual: 0.71%
[2025-11-25T12:13:13.231528] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:13:13.314301] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.63%, Actual: 0.58%
[2025-11-25T12:13:13.374635] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 0.61%
[2025-11-25T12:13:13.405876] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:13.410692] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 1.25%
[2025-11-25T12:13:13.482197] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.50%, Actual: 4.52%
[2025-11-25T12:13:13.513834] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.62%
[2025-11-25T12:13:13.514212] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:13:13.515092] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:13.545159] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.67%, Actual: 1.35%
[2025-11-25T12:13:13.579024] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: 0.72%, Actual: 0.16%
[2025-11-25T12:13:13.650400] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.16%, Actual: 2.39%
[2025-11-25T12:13:13.717459] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: 0.46%, Actual: 0.93%
[2025-11-25T12:13:13.748446] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -2.41%, Actual: 3.31%
[2025-11-25T12:13:13.817986] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.37%, Actual: 1.30%
[2025-11-25T12:13:13.867369] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:13:13.888712] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.63%, Actual: 0.88%
[2025-11-25T12:13:13.917903] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.72%, Actual: 1.39%
[2025-11-25T12:13:13.985497] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.45%, Actual: 0.94%
[2025-11-25T12:13:14.044554] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:14.058486] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.12%, Actual: 2.44%
[2025-11-25T12:13:14.087251] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -2.13%, Actual: 0.16%
[2025-11-25T12:13:14.152669] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.10%
[2025-11-25T12:13:14.152886] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:13:14.153590] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.95%, Actual: 5.47%
[2025-11-25T12:13:14.153879] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:14.228496] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.35%, Actual: 0.61%
[2025-11-25T12:13:14.257514] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 1.20%
[2025-11-25T12:13:14.320959] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -0.29%, Actual: 1.52%
[2025-11-25T12:13:14.321334] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 42.2274%
[2025-11-25T12:13:14.321497] [INFO ] [main      ] GROV: DISCARDED add_micro_gap_fill_velocity (score: 42.23%)
[2025-11-25T12:13:14.321613] [INFO ] [main      ] GROV: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:13:14.321736] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:13:14.321847] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:13:14.335835] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:14.336535] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:13:14.337516] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:14.337679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:14.339430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:14.340031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:14.340507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:14.341227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:14.397277] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 1.97%, Actual: 2.94%
[2025-11-25T12:13:14.428136] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.01%, Actual: 1.60%
[2025-11-25T12:13:14.506598] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:13:14.566623] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -3.79%, Actual: 0.29%
[2025-11-25T12:13:14.566960] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 45.3014%
[2025-11-25T12:13:14.567112] [INFO ] [main      ] CGAU: DISCARDED add_close_to_open_alignment (score: 45.30%)
[2025-11-25T12:13:14.567225] [INFO ] [main      ] CGAU: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T12:13:14.567332] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T12:13:14.567446] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:13:14.580986] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:14.581428] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:13:14.582296] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:14.582380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:14.587403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:14.589325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:14.589916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:14.590383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:13:14.591336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:14.598577] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 0.57%, Actual: 0.41%
[2025-11-25T12:13:14.686219] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:13:14.690795] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:14.772246] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -0.67%, Actual: 1.40%
[2025-11-25T12:13:14.772575] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 47.8354%
[2025-11-25T12:13:14.772750] [INFO ] [main      ] JBGS: DISCARDED add_volume_flow_differentials (score: 47.84%)
[2025-11-25T12:13:14.772867] [INFO ] [main      ] JBGS: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:13:14.772976] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_volume_pressure_into_close']
[2025-11-25T12:13:14.773085] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:13:14.795788] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:14.796209] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:13:14.797161] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:14.797407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:14.799301] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.92%
[2025-11-25T12:13:14.799630] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:13:14.800517] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:14.802846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:14.804683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:14.805238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:14.805749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:14.806722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:14.856727] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:14.895596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:14.896466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:13:14.898227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:14.914977] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 17.3s | Global ETA: 18m 32s
[2025-11-25T12:13:14.915129] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:13:14.915898] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:14.915971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:14.917621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:14.918136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:14.918536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:14.919230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:14.946555] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:13:15.115285] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:15.152716] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:13:15.184234] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.95% | Symbol ETA: 1m 19s | Global ETA: 18m 32s
[2025-11-25T12:13:15.184379] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:13:15.185143] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:15.185219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:15.189976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:15.191760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:15.192241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:15.192671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:13:15.193526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:15.235812] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:13:15.256175] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:13:15.328243] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:15.403176] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:15.424614] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:15.445726] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 1.02%
[2025-11-25T12:13:15.446094] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:13:15.447030] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:15.482770] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 16.6s | Global ETA: 18m 32s
[2025-11-25T12:13:15.482916] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:13:15.483672] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:15.483743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:15.485368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:15.485892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:15.486178] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -1.04% | Symbol ETA: 6.6s | Global ETA: 18m 32s
[2025-11-25T12:13:15.486286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:15.486318] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:13:15.486985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:15.487160] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:15.487232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:15.492009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:15.493770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:15.494252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:15.494710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:15.495105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:15.532914] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:13:15.586719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:15.587890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:13:15.589986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:15.702030] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:15.770880] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 1m 18s | Global ETA: 18m 32s
[2025-11-25T12:13:15.771179] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:13:15.772017] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:15.772157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:15.776956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:15.778802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:15.779359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:15.779852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:13:15.780800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:15.785115] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:13:15.825461] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:13:15.952348] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:15.953026] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:13:15.996227] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:16.052141] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 1.52%
[2025-11-25T12:13:16.052454] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:13:16.053300] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:16.054042] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 16.1s | Global ETA: 18m 32s
[2025-11-25T12:13:16.054345] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:13:16.055176] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:16.055289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:16.057195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:16.057753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:16.058192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:16.058931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:16.119420] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:13:16.132781] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:16.219968] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 6.11% | Symbol ETA: 6.0s | Global ETA: 18m 32s
[2025-11-25T12:13:16.220114] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:13:16.220949] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:16.221038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:16.226191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:16.228072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:16.228559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:16.229022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:16.229436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:16.288801] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:16.319542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:16.320527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:13:16.322365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:16.357614] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -0.00% | Symbol ETA: 1m 17s | Global ETA: 18m 32s
[2025-11-25T12:13:16.357776] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:13:16.358517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:16.358586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:16.363303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:16.365060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:16.365547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:16.365953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:13:16.366834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:16.397254] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:13:16.405287] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:13:16.565383] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:16.581267] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:16.623927] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 15.5s | Global ETA: 18m 33s
[2025-11-25T12:13:16.624080] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:13:16.624864] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:16.625088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:16.626889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:16.627583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:16.628084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:16.628890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:16.668243] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:13:16.686307] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 2.60%
[2025-11-25T12:13:16.686662] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:13:16.687673] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:16.713671] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:13:16.835855] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:16.889471] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:16.920143] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 5.3s | Global ETA: 18m 33s
[2025-11-25T12:13:16.920428] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:13:16.921279] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:16.921423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:16.926583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:16.928468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:16.929038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:16.929581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:16.930394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:16.961309] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 0.39% | Symbol ETA: 1m 17s | Global ETA: 18m 33s
[2025-11-25T12:13:16.961463] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:13:16.962258] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:16.962335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:16.967393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:16.968706] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:13:16.969324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:16.969843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:16.970259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:13:16.971157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:17.013720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:17.014703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:13:17.016473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:17.039754] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:13:17.138098] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:17.195346] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 14.9s | Global ETA: 18m 33s
[2025-11-25T12:13:17.195492] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:13:17.196245] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:17.196318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:17.197986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:17.198467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:17.198878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:17.199549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:17.214024] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:17.318750] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 5.10%
[2025-11-25T12:13:17.318968] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:13:17.319794] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:17.321116] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:13:17.353786] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:13:17.497983] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:17.523729] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:17.536269] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:13:17.570110] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: 1.45% | Symbol ETA: 1m 16s | Global ETA: 18m 33s
[2025-11-25T12:13:17.570263] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:13:17.571092] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:17.571169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:17.576134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:17.578017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:17.578522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:17.578946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:13:17.579843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:17.606622] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.03% | Symbol ETA: 4.6s | Global ETA: 18m 33s
[2025-11-25T12:13:17.606914] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:13:17.607765] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:17.607906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:17.612674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:17.614464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:17.615033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:17.615581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:17.616084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:17.674347] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:13:17.700756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:17.701702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:13:17.703529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:17.705130] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:17.762822] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 14.3s | Global ETA: 18m 33s
[2025-11-25T12:13:17.763117] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:13:17.763947] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:17.764084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:17.765809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:17.766371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:17.766859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:17.767626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:17.848810] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:17.928348] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:13:17.951555] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.01%
[2025-11-25T12:13:17.951904] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:13:17.952746] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:18.040616] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:13:18.099245] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:18.104385] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:13:18.169579] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: -1.89% | Symbol ETA: 1m 16s | Global ETA: 18m 33s
[2025-11-25T12:13:18.169907] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:13:18.170748] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:18.170893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:18.175696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:18.177554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:18.178165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:18.178667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:13:18.179594] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:18.275002] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:18.276259] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:18.310626] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:13:18.333882] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 13.8s | Global ETA: 18m 33s
[2025-11-25T12:13:18.334170] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:13:18.334999] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:18.335141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:18.336880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:18.337482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:18.337990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:18.338755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:18.357052] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.00% | Symbol ETA: 3.9s | Global ETA: 18m 33s
[2025-11-25T12:13:18.357356] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:13:18.358199] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:18.358339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:18.363134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:18.364976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:18.365522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:18.366053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:18.366520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:18.449297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:18.450197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:13:18.451943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:18.485746] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:18.519979] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:13:18.587263] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 4.51%
[2025-11-25T12:13:18.676293] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:13:18.689742] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:18.758475] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.32% | Symbol ETA: 1m 15s | Global ETA: 18m 33s
[2025-11-25T12:13:18.758778] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:13:18.759595] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:18.759773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:18.763590] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.89%, Actual: 3.01%
[2025-11-25T12:13:18.765304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:18.767219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:18.767842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:18.768318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:13:18.769280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:18.786915] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:13:18.846197] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:18.903991] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 13.2s | Global ETA: 18m 33s
[2025-11-25T12:13:18.904275] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:13:18.905053] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:18.905191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:18.906911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:18.907516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:18.908007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:18.908779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:18.942026] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.62%, Actual: 3.87%
[2025-11-25T12:13:18.954752] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:19.037325] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -1.05% | Symbol ETA: 3.2s | Global ETA: 18m 34s
[2025-11-25T12:13:19.037604] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:13:19.038429] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:19.038573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:19.043424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:19.045250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:19.045819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:19.046334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:19.046841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:19.108738] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:13:19.118569] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 0.49%
[2025-11-25T12:13:19.130186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:19.131126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:13:19.132893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:19.245708] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:13:19.277843] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:19.298529] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.92%, Actual: 0.19%
[2025-11-25T12:13:19.345377] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.66% | Symbol ETA: 1m 14s | Global ETA: 18m 34s
[2025-11-25T12:13:19.345710] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:13:19.346590] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:19.346752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:19.351577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:19.353413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:19.354012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:19.354486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:13:19.355431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:19.416086] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:19.469177] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:13:19.473337] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 12.6s | Global ETA: 18m 34s
[2025-11-25T12:13:19.473659] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:13:19.474475] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:19.474617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:19.476328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:19.476908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:19.477394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:19.477593] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 2.33%
[2025-11-25T12:13:19.478167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:19.638882] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:19.657403] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 1.52%, Actual: 1.61%
[2025-11-25T12:13:19.696504] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:13:19.720832] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -1.28% | Symbol ETA: 2.5s | Global ETA: 18m 34s
[2025-11-25T12:13:19.721093] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:13:19.721922] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:19.722062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:19.726825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:19.728712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:19.729260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:19.729795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:19.730274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:19.812840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:19.813673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:13:19.815326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:19.818790] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:13:19.834223] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 2.60%, Actual: 0.03%
[2025-11-25T12:13:19.866067] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:19.934160] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.21% | Symbol ETA: 1m 14s | Global ETA: 18m 34s
[2025-11-25T12:13:19.934449] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:13:19.935275] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:19.935416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:19.940227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:19.942034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:19.942592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:19.943075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:13:19.944023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:19.989005] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:20.011855] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 5.10%, Actual: 0.28%
[2025-11-25T12:13:20.046124] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 12.1s | Global ETA: 18m 34s
[2025-11-25T12:13:20.149511] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:13:20.188995] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.01%, Actual: 3.25%
[2025-11-25T12:13:20.216045] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:13:20.281747] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:13:20.317431] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:20.368010] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 4.51%, Actual: 2.31%
[2025-11-25T12:13:20.368421] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 41.0585%
[2025-11-25T12:13:20.368552] [INFO ] [main      ] KNTK: Baseline score (no features): 41.0585%
[2025-11-25T12:13:20.368682] [INFO ] [main      ] KNTK: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:20.368792] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T12:13:20.368902] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:13:20.383519] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:20.384150] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:13:20.384572] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:13:20.385188] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:20.385265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:20.390432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:20.398799] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.17% | Symbol ETA: 1.8s | Global ETA: 18m 34s
[2025-11-25T12:13:20.399087] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:13:20.399924] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:20.400063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:20.404790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:20.406582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:20.407171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:20.407708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:20.408110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:20.450830] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:20.490856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:20.491735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:13:20.493424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:20.518911] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.40% | Symbol ETA: 1m 13s | Global ETA: 18m 34s
[2025-11-25T12:13:20.554549] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:13:20.691711] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.95%, Actual: 4.72%
[2025-11-25T12:13:20.725791] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:13:20.745158] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:13:20.831903] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:13:20.860844] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 2.95%
[2025-11-25T12:13:20.895421] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:13:20.923503] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:20.999822] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:21.031755] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -0.00%, Actual: 0.61%
[2025-11-25T12:13:21.036145] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -3.76% | Symbol ETA: 5m 45s | Global ETA: 18m 34s
[2025-11-25T12:13:21.036296] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:13:21.037327] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:21.037419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:21.043010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:21.066821] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:13:21.081779] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 3.07% | Symbol ETA: 1.0s | Global ETA: 18m 34s
[2025-11-25T12:13:21.082005] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:13:21.082831] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:21.082969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:21.087921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:21.090049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:21.090825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:21.091440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:21.092022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:21.175254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:21.176502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:13:21.178463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:21.203878] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 0.39%, Actual: 1.35%
[2025-11-25T12:13:21.236903] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:13:21.379138] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: 1.45%, Actual: 0.93%
[2025-11-25T12:13:21.397589] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:13:21.405606] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:13:21.548982] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:13:21.560937] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: -1.89%, Actual: 0.88%
[2025-11-25T12:13:21.574695] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:13:21.575980] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:21.686123] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.18% | Symbol ETA: 5m 44s | Global ETA: 18m 35s
[2025-11-25T12:13:21.686297] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:13:21.687140] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:21.687215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:21.692385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:21.720413] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:21.730015] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.32%, Actual: 2.44%
[2025-11-25T12:13:21.743131] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:13:21.743403] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:13:21.743567] [INFO ] [main      ] GROV: DISCARDED add_morning_followthrough_mag_T0 (score: 36.24%)
[2025-11-25T12:13:21.743706] [INFO ] [main      ] GROV: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:13:21.743811] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_morning_range_expansion']
[2025-11-25T12:13:21.743918] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:13:21.757287] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:21.758024] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:13:21.758937] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:21.759078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:21.761318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:21.761935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:21.762407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:13:21.766740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:21.804844] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 0.4s | Global ETA: 18m 35s
[2025-11-25T12:13:21.902327] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.66%, Actual: 0.61%
[2025-11-25T12:13:21.980076] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -1.04%, Actual: 0.71%
[2025-11-25T12:13:22.052499] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:13:22.076531] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.21%, Actual: 2.94%
[2025-11-25T12:13:22.108772] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:13:22.152752] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 6.11%, Actual: 1.25%
[2025-11-25T12:13:22.228685] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:22.245922] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.40%, Actual: 0.29%
[2025-11-25T12:13:22.246266] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 38.3028%
[2025-11-25T12:13:22.246433] [INFO ] [main      ] CGAU: DISCARDED add_composite_volatility_context (score: 38.30%)
[2025-11-25T12:13:22.246574] [INFO ] [main      ] CGAU: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T12:13:22.246698] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-25T12:13:22.246807] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:13:22.259877] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:22.260627] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:13:22.261530] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:22.261687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:22.266496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:22.268398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:22.268986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:22.269462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:13:22.271905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:22.277582] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:22.327668] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.90%, Actual: 0.16%
[2025-11-25T12:13:22.337226] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.40% | Symbol ETA: 16.2s | Global ETA: 18m 35s
[2025-11-25T12:13:22.337368] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:13:22.337527] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -2.22% | Symbol ETA: 5m 43s | Global ETA: 18m 35s
[2025-11-25T12:13:22.337703] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:13:22.338127] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:22.338200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:22.338684] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:22.338773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:22.339841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:22.340337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:22.340746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:13:22.343771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:22.344916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:22.502453] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.03%, Actual: 3.31%
[2025-11-25T12:13:22.614403] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:13:22.681932] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:13:22.690784] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.00%, Actual: 1.39%
[2025-11-25T12:13:22.701258] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:13:22.783464] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:22.851719] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:22.856109] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 1m 4s | Global ETA: 18m 35s
[2025-11-25T12:13:22.856358] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:13:22.857207] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:22.857373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:22.862149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:22.863993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:22.864582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:22.865084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:13:22.867873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:22.873498] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -1.05%, Actual: 0.16%
[2025-11-25T12:13:22.874774] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:22.912632] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 15.6s | Global ETA: 18m 35s
[2025-11-25T12:13:22.912794] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:13:22.913544] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:22.913633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:22.915344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:22.915868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:22.916401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:13:22.920634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:22.984060] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -4.89% | Symbol ETA: 5m 42s | Global ETA: 18m 35s
[2025-11-25T12:13:22.984337] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:13:22.985207] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:22.985352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:22.990562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:23.045063] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -1.28%, Actual: 1.20%
[2025-11-25T12:13:23.208488] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:13:23.216633] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.17%, Actual: 1.60%
[2025-11-25T12:13:23.260098] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:13:23.342500] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:13:23.377728] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:23.390527] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 3.07%, Actual: 0.41%
[2025-11-25T12:13:23.430419] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:23.449881] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -1.07% | Symbol ETA: 1m 4s | Global ETA: 18m 35s
[2025-11-25T12:13:23.450160] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:13:23.450998] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:23.451139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:23.456041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:23.457983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:23.458759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:23.459284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:13:23.461856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:23.490567] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.11% | Symbol ETA: 15.0s | Global ETA: 18m 35s
[2025-11-25T12:13:23.490806] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:13:23.491607] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:23.491769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:23.493498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:23.494090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:23.494577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:13:23.498902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:23.518154] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:23.560600] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 0.29%, Actual: 1.40%
[2025-11-25T12:13:23.560993] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 43.8861%
[2025-11-25T12:13:23.561581] [INFO ] [main      ] JBGS: DISCARDED add_volume_pressure_into_close (score: 43.89%)
[2025-11-25T12:13:23.561730] [INFO ] [main      ] JBGS: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:13:23.561836] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_volume_zscore']
[2025-11-25T12:13:23.561946] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:13:23.574536] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:23.575122] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:13:23.576056] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:23.576211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:23.581214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:23.583137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:23.583732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:23.584268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:23.584798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:23.626971] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 1.72% | Symbol ETA: 5m 40s | Global ETA: 18m 35s
[2025-11-25T12:13:23.627294] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:13:23.628217] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:23.628361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:23.633387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:23.669081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:23.670155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:13:23.672017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:23.800204] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:13:23.837360] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:13:23.971059] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:23.988072] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:13:24.005907] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:24.007786] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:13:24.043217] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -3.09% | Symbol ETA: 1m 3s | Global ETA: 18m 36s
[2025-11-25T12:13:24.043516] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:13:24.044344] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:24.044482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:24.049470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:24.051352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:24.051944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:24.052422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:13:24.054910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:24.066507] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.61% | Symbol ETA: 14.4s | Global ETA: 18m 36s
[2025-11-25T12:13:24.066822] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:13:24.067683] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:24.067825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:24.069557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:24.070141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:24.070615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:13:24.074872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:24.167854] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:24.179152] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:24.261679] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 6.3s | Global ETA: 18m 36s
[2025-11-25T12:13:24.261958] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:13:24.262781] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:24.262919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:24.267746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:24.269560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:24.270133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:24.270586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:24.271078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:24.277191] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 1.32% | Symbol ETA: 5m 40s | Global ETA: 18m 36s
[2025-11-25T12:13:24.277505] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:13:24.278424] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:24.278601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:24.283859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:24.354069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:24.354922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:13:24.356495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:24.396982] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:13:24.411123] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:13:24.569898] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:24.581205] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:24.640795] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:13:24.643605] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.49% | Symbol ETA: 1m 2s | Global ETA: 18m 36s
[2025-11-25T12:13:24.643955] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:13:24.644510] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.68% | Symbol ETA: 13.8s | Global ETA: 18m 36s
[2025-11-25T12:13:24.644752] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:13:24.644803] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:24.644952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:24.645580] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:24.645697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:24.647486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:24.648085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:24.648568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:13:24.649909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:24.651780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:24.652345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:24.652858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:13:24.652936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:24.655227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:24.697542] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:13:24.819275] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:24.866432] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:24.928058] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -2.15% | Symbol ETA: 5m 39s | Global ETA: 18m 36s
[2025-11-25T12:13:24.928354] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:13:24.929247] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:24.929387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:24.934716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:24.950374] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.80% | Symbol ETA: 5.7s | Global ETA: 18m 36s
[2025-11-25T12:13:24.950695] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:13:24.952052] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:24.952200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:24.957084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:24.958997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:24.959575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:24.960122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:24.960602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:24.993136] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:13:24.998467] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:13:25.045511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:25.046614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:13:25.048667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:25.162046] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:25.171733] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:25.221781] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.15% | Symbol ETA: 13.3s | Global ETA: 18m 36s
[2025-11-25T12:13:25.222077] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:13:25.222903] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:25.223042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:25.224758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:25.225322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:25.225823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:13:25.230071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:25.245697] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: 0.65% | Symbol ETA: 1m 2s | Global ETA: 18m 36s
[2025-11-25T12:13:25.245999] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:13:25.246915] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:25.247077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:25.252195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:25.254180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:25.254781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:25.255280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:13:25.257877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:25.287396] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:13:25.391368] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:13:25.465558] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:25.558789] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:25.567432] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:13:25.573278] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 2.00% | Symbol ETA: 5m 39s | Global ETA: 18m 36s
[2025-11-25T12:13:25.573455] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:13:25.574338] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:25.574415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:25.579286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:25.598786] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:13:25.642153] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.40% | Symbol ETA: 5.0s | Global ETA: 18m 36s
[2025-11-25T12:13:25.642299] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:13:25.643088] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:25.643166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:25.648156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:25.649994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:25.650489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:25.650960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:25.651403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:25.736282] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:25.737979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:25.739032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:13:25.740927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:25.769029] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:25.795365] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.96% | Symbol ETA: 12.7s | Global ETA: 18m 36s
[2025-11-25T12:13:25.795514] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:13:25.796282] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:25.796356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:25.798009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:25.798498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:25.798907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:13:25.803118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:25.841679] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: -0.86% | Symbol ETA: 1m 1s | Global ETA: 18m 36s
[2025-11-25T12:13:25.841975] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:13:25.842845] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:25.842990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:25.848043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:25.849932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:25.850507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:25.851016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:13:25.853517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:25.935423] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:13:26.089079] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:13:26.111355] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:26.138573] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:13:26.191785] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:13:26.217265] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.19% | Symbol ETA: 5m 38s | Global ETA: 18m 36s
[2025-11-25T12:13:26.217590] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:13:26.218483] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:26.218627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:26.223736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:26.255847] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:26.307706] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:26.338157] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -0.47% | Symbol ETA: 4.3s | Global ETA: 18m 37s
[2025-11-25T12:13:26.338294] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:13:26.339053] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:26.339127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:26.343811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:26.345527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:26.346024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:26.346465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:26.346879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:26.361750] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:26.367576] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 12.1s | Global ETA: 18m 37s
[2025-11-25T12:13:26.367796] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:13:26.368542] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:26.368610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:26.370324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:26.370840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:26.371596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:13:26.376139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:26.429459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:26.430252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:13:26.431851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:26.433353] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.70% | Symbol ETA: 1m 1s | Global ETA: 18m 37s
[2025-11-25T12:13:26.433511] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:13:26.434298] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:26.434386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:26.439178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:26.440969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:26.441470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:26.441898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:13:26.444220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:26.576934] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:13:26.716097] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:13:26.752634] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:26.767401] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:13:26.780934] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:13:26.858466] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.50% | Symbol ETA: 5m 37s | Global ETA: 18m 37s
[2025-11-25T12:13:26.886083] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:26.937910] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:26.946165] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.21% | Symbol ETA: 11.5s | Global ETA: 18m 37s
[2025-11-25T12:13:26.946295] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:13:26.947092] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:26.947165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:26.948804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:26.949293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:26.949703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:13:26.950886] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:26.953833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:27.021181] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 1.41% | Symbol ETA: 3.6s | Global ETA: 18m 37s
[2025-11-25T12:13:27.021510] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:13:27.023290] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:27.023395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:27.023280] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.48% | Symbol ETA: 1m 0s | Global ETA: 18m 37s
[2025-11-25T12:13:27.023603] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:13:27.024460] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:27.024604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:27.030612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:27.030588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:27.033200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:27.033200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:27.033939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:27.033939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:27.034609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:27.034546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:13:27.034868] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -3.76%, Actual: 3.01%
[2025-11-25T12:13:27.035197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:27.038373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:27.134330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:27.135325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:13:27.137078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:27.211287] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.18%, Actual: 3.87%
[2025-11-25T12:13:27.289847] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:13:27.390556] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -2.22%, Actual: 0.49%
[2025-11-25T12:13:27.396069] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:13:27.457901] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:27.477058] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:13:27.516996] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -0.92% | Symbol ETA: 11.0s | Global ETA: 18m 37s
[2025-11-25T12:13:27.567139] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:27.567517] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -4.89%, Actual: 0.19%
[2025-11-25T12:13:27.637732] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.14% | Symbol ETA: 59.5s | Global ETA: 18m 37s
[2025-11-25T12:13:27.638038] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:13:27.638912] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:27.639055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:27.644014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:27.645962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:27.646588] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:27.646553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:27.647104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:13:27.649616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:27.685158] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.40%, Actual: 0.81%
[2025-11-25T12:13:27.729973] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.76% | Symbol ETA: 2.9s | Global ETA: 18m 37s
[2025-11-25T12:13:27.730278] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:13:27.731156] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:27.731301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:27.736211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:27.738200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:27.738789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:27.739307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:27.739810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:27.745502] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 1.72%, Actual: 2.33%
[2025-11-25T12:13:27.824190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:27.825151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:13:27.826895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:27.854659] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -1.94%, Actual: 0.83%
[2025-11-25T12:13:27.924220] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 1.32%, Actual: 1.61%
[2025-11-25T12:13:27.991387] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:13:28.023257] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.11%, Actual: 2.84%
[2025-11-25T12:13:28.096265] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -2.15%, Actual: 0.03%
[2025-11-25T12:13:28.160432] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:28.192295] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.61%, Actual: 0.58%
[2025-11-25T12:13:28.194070] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:13:28.231400] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.54% | Symbol ETA: 58.9s | Global ETA: 18m 37s
[2025-11-25T12:13:28.267665] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 2.00%, Actual: 0.28%
[2025-11-25T12:13:28.360515] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 4.52%
[2025-11-25T12:13:28.362596] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:28.403084] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 0.74%, Actual: 4.72%
[2025-11-25T12:13:28.443920] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.99% | Symbol ETA: 2.3s | Global ETA: 18m 37s
[2025-11-25T12:13:28.444224] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:13:28.445467] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:28.445611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:28.445549] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.19%, Actual: 3.25%
[2025-11-25T12:13:28.450344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:28.452255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:28.452832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:28.453372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:28.453867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:28.530361] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.15%, Actual: 2.39%
[2025-11-25T12:13:28.535462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:28.536545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:13:28.538489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:28.574327] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -1.07%, Actual: 2.95%
[2025-11-25T12:13:28.621619] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.50%, Actual: 2.31%
[2025-11-25T12:13:28.622057] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 39.9743%
[2025-11-25T12:13:28.622200] [INFO ] [main      ] KNTK: DISCARDED add_afternoon_v_morning_volatility_mix (score: 39.97%)
[2025-11-25T12:13:28.622321] [INFO ] [main      ] KNTK: Testing feature 2/53: add_atr
[2025-11-25T12:13:28.622430] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T12:13:28.622541] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:13:28.639289] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:28.639935] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:13:28.640914] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:28.641056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:28.643098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:28.643816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:28.699404] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.96%, Actual: 1.30%
[2025-11-25T12:13:28.744107] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -3.09%, Actual: 0.61%
[2025-11-25T12:13:28.868951] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.94%
[2025-11-25T12:13:28.873101] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:13:28.913414] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.49%, Actual: 1.35%
[2025-11-25T12:13:28.998984] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:13:29.038757] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.21%, Actual: 5.47%
[2025-11-25T12:13:29.042773] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:29.083835] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: 0.65%, Actual: 0.93%
[2025-11-25T12:13:29.127196] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -2.62% | Symbol ETA: 1.6s | Global ETA: 18m 38s
[2025-11-25T12:13:29.127492] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:13:29.128761] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:29.128900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:29.133676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:29.135456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:29.136026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:29.136541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:29.137037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:29.177247] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:29.208109] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -0.92%, Actual: 1.52%
[2025-11-25T12:13:29.208340] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 42.0777%
[2025-11-25T12:13:29.208538] [INFO ] [main      ] GROV: DISCARDED add_morning_range_expansion (score: 42.08%)
[2025-11-25T12:13:29.208671] [INFO ] [main      ] GROV: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:13:29.208781] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_open_11_elasticity']
[2025-11-25T12:13:29.208887] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:13:29.218438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:29.219243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:13:29.220865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:29.222154] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:29.222606] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:13:29.223459] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:29.223546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:29.225271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:29.225938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:29.226413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:13:29.227636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:29.254196] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: -0.86%, Actual: 0.88%
[2025-11-25T12:13:29.289861] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.30% | Symbol ETA: 7m 7s | Global ETA: 18m 38s
[2025-11-25T12:13:29.290026] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:13:29.290912] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:29.290989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:29.292791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:29.293341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:29.427269] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.70%, Actual: 2.44%
[2025-11-25T12:13:29.555310] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:13:29.565169] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:13:29.600087] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.48%, Actual: 0.61%
[2025-11-25T12:13:29.648615] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:13:29.726986] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:29.734380] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:29.769428] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.14%, Actual: 2.94%
[2025-11-25T12:13:29.792547] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 15.3s | Global ETA: 18m 38s
[2025-11-25T12:13:29.792868] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:13:29.793694] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:29.793838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:29.795555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:29.796137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:29.796607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:13:29.797848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:29.807979] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 3.17% | Symbol ETA: 0.9s | Global ETA: 18m 38s
[2025-11-25T12:13:29.808282] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:13:29.809255] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:29.809398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:29.814256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:29.816635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:29.817289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:29.817847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:29.818323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:29.824478] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:29.901974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:29.903003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:13:29.904932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:29.934995] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 5.23% | Symbol ETA: 7m 6s | Global ETA: 18m 38s
[2025-11-25T12:13:29.935150] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:13:29.935979] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:29.936221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:29.938087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:29.938730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:29.940506] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.54%, Actual: 0.29%
[2025-11-25T12:13:29.940830] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 45.1933%
[2025-11-25T12:13:29.941004] [INFO ] [main      ] CGAU: DISCARDED add_day_shape_ratios (score: 45.19%)
[2025-11-25T12:13:29.941149] [INFO ] [main      ] CGAU: Testing feature 8/53: add_directional_consistency
[2025-11-25T12:13:29.941260] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency']
[2025-11-25T12:13:29.941371] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:13:29.954986] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:29.955553] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:13:29.956499] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:29.956659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:29.961785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:29.963755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:29.964335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:29.964841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:13:30.094010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:30.134889] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:13:30.268326] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:13:30.289544] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:13:30.303937] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:30.361864] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 14.7s | Global ETA: 18m 38s
[2025-11-25T12:13:30.362167] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:13:30.363006] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:30.363149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:30.364886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:30.365451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:30.365887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:13:30.367108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:30.437160] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:30.439120] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:13:30.475957] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:30.519112] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 0.2s | Global ETA: 18m 38s
[2025-11-25T12:13:30.587310] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 7m 5s | Global ETA: 18m 38s
[2025-11-25T12:13:30.587483] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:13:30.588454] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:30.588597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:30.590424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:30.591066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:30.615074] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:30.684210] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 0.54% | Symbol ETA: 56.0s | Global ETA: 18m 38s
[2025-11-25T12:13:30.684520] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:13:30.685382] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:30.685525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:30.687705] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: -0.84%, Actual: 0.71%
[2025-11-25T12:13:30.690513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:30.692384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:30.693000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:30.693507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:13:30.703053] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:13:30.822267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:30.855220] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.80%, Actual: 1.25%
[2025-11-25T12:13:30.871134] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:30.928898] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 14.2s | Global ETA: 18m 38s
[2025-11-25T12:13:30.929186] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:13:30.930022] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:30.930161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:30.931879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:30.932442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:30.932938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:13:30.934133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:30.942458] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:13:31.025409] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.40%, Actual: 0.16%
[2025-11-25T12:13:31.120120] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:31.166697] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:13:31.196796] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -0.47%, Actual: 3.31%
[2025-11-25T12:13:31.230205] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: 1.78% | Symbol ETA: 7m 5s | Global ETA: 18m 39s
[2025-11-25T12:13:31.230519] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:13:31.231437] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:31.231583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:31.233506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:31.234092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:31.274673] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:13:31.337557] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:31.365414] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 1.41%, Actual: 1.39%
[2025-11-25T12:13:31.409056] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.54% | Symbol ETA: 55.3s | Global ETA: 18m 39s
[2025-11-25T12:13:31.409359] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:13:31.410221] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:31.410363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:31.415311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:31.417270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:31.417846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:31.418302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:13:31.443399] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:31.500943] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 13.6s | Global ETA: 18m 39s
[2025-11-25T12:13:31.501239] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:13:31.502088] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:31.502230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:31.503967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:31.504530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:31.505017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:13:31.506219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:31.534569] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 0.16%
[2025-11-25T12:13:31.546870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:31.587627] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:13:31.702568] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.99%, Actual: 1.20%
[2025-11-25T12:13:31.767050] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:31.845773] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:13:31.874482] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -2.62%, Actual: 1.60%
[2025-11-25T12:13:31.878774] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 7m 4s | Global ETA: 18m 39s
[2025-11-25T12:13:31.879019] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:13:31.879888] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:31.880028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:31.881818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:31.882429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:31.888818] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:13:32.020897] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:32.047738] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 3.17%, Actual: 0.41%
[2025-11-25T12:13:32.059631] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:32.080163] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 13.0s | Global ETA: 18m 39s
[2025-11-25T12:13:32.080433] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:13:32.081264] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:32.081403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:32.083127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:32.083718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:32.084196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:13:32.085386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:32.129359] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.50% | Symbol ETA: 54.5s | Global ETA: 18m 39s
[2025-11-25T12:13:32.129511] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:13:32.130475] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:32.130554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:32.135577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:32.137469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:32.138008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:32.138414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:13:32.222206] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 1.40%
[2025-11-25T12:13:32.222603] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 40.8148%
[2025-11-25T12:13:32.222823] [INFO ] [main      ] JBGS: DISCARDED add_volume_zscore (score: 40.81%)
[2025-11-25T12:13:32.222946] [INFO ] [main      ] JBGS: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:13:32.223054] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0', 'add_vwap_deviations']
[2025-11-25T12:13:32.223170] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:13:32.236043] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:32.236785] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 2
[2025-11-25T12:13:32.237805] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:32.237952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:32.240843] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:13:32.243140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:32.245081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:32.245709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:32.246254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:32.246770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:32.269223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:32.335931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:32.336977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:32.343125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:32.417916] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:32.420330] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:13:32.526890] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 7m 4s | Global ETA: 18m 39s
[2025-11-25T12:13:32.527214] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:13:32.528103] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:32.528245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:32.530034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:32.530670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:32.588522] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:32.620053] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:13:32.645861] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 12.5s | Global ETA: 18m 39s
[2025-11-25T12:13:32.646160] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:13:32.646997] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:32.647162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:32.648898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:32.649460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:32.649951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:13:32.651151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:32.682600] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-20
[2025-11-25T12:13:32.794712] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:32.853474] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:32.863787] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.67% | Symbol ETA: 53.8s | Global ETA: 18m 39s
[2025-11-25T12:13:32.863955] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:13:32.864721] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:32.864795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:32.869729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:32.871712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:32.872284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:32.872786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:13:32.886704] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:13:32.936930] [INFO ] [main      ] JBGS: Lookback Days: 2, Magnitude: 1.54% | Symbol ETA: 6.3s | Global ETA: 18m 39s
[2025-11-25T12:13:32.937253] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 3
[2025-11-25T12:13:32.938162] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:32.938307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:32.943426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:32.945351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:32.945950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:32.946555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:32.947099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:32.990004] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:13:32.998497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:33.036629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:33.037867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:33.043950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:33.061813] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:33.160868] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:33.172829] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 7m 3s | Global ETA: 18m 39s
[2025-11-25T12:13:33.173149] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:13:33.174086] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:33.174236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:33.176028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:33.176617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:33.218328] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 11.9s | Global ETA: 18m 39s
[2025-11-25T12:13:33.218596] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:13:33.219368] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:33.219506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:33.221221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:33.221807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:33.222279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:13:33.223472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:33.342044] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:13:33.388474] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-19
[2025-11-25T12:13:33.521066] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:33.532223] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:13:33.560828] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:13:33.562338] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:33.594727] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.47% | Symbol ETA: 53.1s | Global ETA: 18m 39s
[2025-11-25T12:13:33.595047] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:13:33.595984] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:33.596132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:33.601366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:33.603569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:33.604252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:33.604782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:13:33.648299] [INFO ] [main      ] JBGS: Lookback Days: 3, Magnitude: 4.13% | Symbol ETA: 5.6s | Global ETA: 18m 39s
[2025-11-25T12:13:33.648616] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 4
[2025-11-25T12:13:33.649493] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:33.649661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:33.654720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:33.656574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:33.657230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:33.657834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:33.658330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:33.710136] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:33.727932] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:33.732505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:33.748884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:33.750048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:33.755992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:33.785203] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 11.3s | Global ETA: 18m 40s
[2025-11-25T12:13:33.785539] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:13:33.786407] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:33.786552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:33.788348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:33.788943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:33.789412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:13:33.790605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:33.818828] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 0.87% | Symbol ETA: 7m 2s | Global ETA: 18m 40s
[2025-11-25T12:13:33.819134] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:13:33.820128] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:33.820300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:33.822235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:33.822892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:34.074036] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:13:34.114385] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-18
[2025-11-25T12:13:34.129863] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:13:34.189306] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:13:34.245333] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:34.292806] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:34.298597] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:34.313948] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 52.4s | Global ETA: 18m 40s
[2025-11-25T12:13:34.314238] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:13:34.315076] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:34.315216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:34.320068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:34.321924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:34.322494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:34.322919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:13:34.355892] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 10.7s | Global ETA: 18m 40s
[2025-11-25T12:13:34.356173] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:13:34.357018] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:34.357158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:34.358873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:34.359428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:34.359926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:13:34.361113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:34.370866] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:34.380969] [INFO ] [main      ] JBGS: Lookback Days: 4, Magnitude: -0.89% | Symbol ETA: 5.0s | Global ETA: 18m 40s
[2025-11-25T12:13:34.381287] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 5
[2025-11-25T12:13:34.382228] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:34.382384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:34.387924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:34.390152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:34.390846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:34.391411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:34.391933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:34.447267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:34.475479] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.95% | Symbol ETA: 7m 2s | Global ETA: 18m 40s
[2025-11-25T12:13:34.475776] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:13:34.476700] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:34.476839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:34.478689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:34.479272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:34.482384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:34.483543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:34.490479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:34.706977] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:13:34.793512] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:13:34.833450] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-17
[2025-11-25T12:13:34.844539] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:13:34.877127] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:34.935491] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 10.2s | Global ETA: 18m 40s
[2025-11-25T12:13:34.965248] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:35.001346] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:35.026716] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:35.033935] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.74% | Symbol ETA: 51.6s | Global ETA: 18m 40s
[2025-11-25T12:13:35.034235] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:13:35.035081] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:35.035221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:35.040085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:35.041991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:35.042475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:35.042888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:13:35.084570] [INFO ] [main      ] JBGS: Lookback Days: 5, Magnitude: -3.09% | Symbol ETA: 4.3s | Global ETA: 18m 40s
[2025-11-25T12:13:35.084733] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 6
[2025-11-25T12:13:35.085660] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:35.085802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:35.090606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:35.092419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:35.092992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:35.093700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:35.094356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:35.110757] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:13:35.138345] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 2.92% | Symbol ETA: 7m 1s | Global ETA: 18m 40s
[2025-11-25T12:13:35.170433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:35.178363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:35.179272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:35.184991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:35.279531] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:13:35.322801] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.30%, Actual: 3.01%
[2025-11-25T12:13:35.450730] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:13:35.509291] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:13:35.510841] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 5.23%, Actual: 3.87%
[2025-11-25T12:13:35.517566] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-14
[2025-11-25T12:13:35.623381] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:13:35.678906] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:35.685270] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:35.689529] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.49%
[2025-11-25T12:13:35.746284] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.83% | Symbol ETA: 50.9s | Global ETA: 18m 40s
[2025-11-25T12:13:35.746589] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:13:35.747513] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:35.747675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:35.752725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:35.754610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:35.755236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:35.755745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:13:35.766166] [INFO ] [main      ] JBGS: Lookback Days: 6, Magnitude: 2.99% | Symbol ETA: 3.5s | Global ETA: 18m 40s
[2025-11-25T12:13:35.766455] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 7
[2025-11-25T12:13:35.767298] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:35.767439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:35.772258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:35.774090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:35.774662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:35.775187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:35.775681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:35.791541] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:13:35.857397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:35.858235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:35.863836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:35.878341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:35.929548] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: 1.78%, Actual: 0.19%
[2025-11-25T12:13:35.960036] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:13:36.105863] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.60%, Actual: 2.33%
[2025-11-25T12:13:36.129734] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:13:36.202805] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-13
[2025-11-25T12:13:36.237548] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:13:36.285622] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 1.61%
[2025-11-25T12:13:36.299345] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:13:36.377892] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:36.409017] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:36.462434] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 0.03%
[2025-11-25T12:13:36.466698] [INFO ] [main      ] JBGS: Lookback Days: 7, Magnitude: -0.39% | Symbol ETA: 2.8s | Global ETA: 18m 41s
[2025-11-25T12:13:36.467033] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 8
[2025-11-25T12:13:36.468003] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:36.468153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:36.468541] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:13:36.473175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:36.475176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:36.475829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:36.476374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:36.476880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:36.478010] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 50.2s | Global ETA: 18m 41s
[2025-11-25T12:13:36.478325] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:13:36.479172] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:36.479313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:36.484165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:36.486144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:36.486734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:36.487227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:13:36.562942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:36.564020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:36.569955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:36.608201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:36.638521] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:13:36.638951] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:13:36.639112] [INFO ] [main      ] GROV: DISCARDED add_open_11_elasticity (score: 36.24%)
[2025-11-25T12:13:36.639234] [INFO ] [main      ] GROV: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:13:36.639235] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 0.28%
[2025-11-25T12:13:36.639351] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_open_reversal_intensity']
[2025-11-25T12:13:36.639510] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:13:36.652925] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:36.653495] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:13:36.654415] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:36.654558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:36.656323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:36.656945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:36.657435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:13:36.658845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:36.816809] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.95%, Actual: 3.25%
[2025-11-25T12:13:36.908899] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-12
[2025-11-25T12:13:36.951538] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:13:36.997793] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 2.92%, Actual: 2.31%
[2025-11-25T12:13:36.998062] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 40.3725%
[2025-11-25T12:13:36.998177] [INFO ] [main      ] KNTK: DISCARDED add_atr (score: 40.37%)
[2025-11-25T12:13:36.998234] [INFO ] [main      ] KNTK: Testing feature 3/53: add_atr_10
[2025-11-25T12:13:36.998274] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_10']
[2025-11-25T12:13:36.998314] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:13:36.998266] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:13:37.013992] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:37.014497] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:13:37.015445] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:37.015523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:37.017418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:37.018045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:37.084578] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:37.128934] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:37.168485] [INFO ] [main      ] JBGS: Lookback Days: 8, Magnitude: -0.57% | Symbol ETA: 2.1s | Global ETA: 18m 41s
[2025-11-25T12:13:37.168781] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 9
[2025-11-25T12:13:37.169609] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:37.169769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:37.169702] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:37.174739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:37.176597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:37.177249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:37.177796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:37.178281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:37.197397] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.54% | Symbol ETA: 49.5s | Global ETA: 18m 41s
[2025-11-25T12:13:37.228306] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 14.5s | Global ETA: 18m 41s
[2025-11-25T12:13:37.228604] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:13:37.229436] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:37.229579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:37.231309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:37.231892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:37.232360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:13:37.233769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:37.265234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:37.266125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:37.272099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:37.367431] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 0.54%, Actual: 4.72%
[2025-11-25T12:13:37.372446] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:13:37.537227] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.54%, Actual: 2.95%
[2025-11-25T12:13:37.550333] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:37.573790] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:13:37.620499] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-11
[2025-11-25T12:13:37.664046] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -3.01% | Symbol ETA: 3m 35s | Global ETA: 18m 41s
[2025-11-25T12:13:37.664342] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:13:37.665213] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:37.665360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:37.667207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:37.667847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:37.708263] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.50%, Actual: 0.61%
[2025-11-25T12:13:37.743296] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:37.792567] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:37.802633] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 14.0s | Global ETA: 18m 41s
[2025-11-25T12:13:37.802794] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:13:37.803535] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:37.803603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:37.805263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:37.805933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:37.806406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:13:37.807842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:37.875203] [INFO ] [main      ] JBGS: Lookback Days: 9, Magnitude: -1.40% | Symbol ETA: 1.4s | Global ETA: 18m 41s
[2025-11-25T12:13:37.875350] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 10
[2025-11-25T12:13:37.876113] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:37.876189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:37.878588] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.67%, Actual: 1.35%
[2025-11-25T12:13:37.880993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:37.882818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:37.883309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:37.883781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:37.884201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:37.970294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:37.971197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:37.977358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:38.018839] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:13:38.050590] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.47%, Actual: 0.93%
[2025-11-25T12:13:38.148101] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:13:38.196116] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:38.230233] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 0.88%
[2025-11-25T12:13:38.304520] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 5.32% | Symbol ETA: 3m 35s | Global ETA: 18m 41s
[2025-11-25T12:13:38.304839] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:13:38.305693] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:38.305828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:38.307573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:38.308173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:38.317531] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:38.319811] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-10
[2025-11-25T12:13:38.375693] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 13.4s | Global ETA: 18m 41s
[2025-11-25T12:13:38.375991] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:13:38.376825] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:38.376963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:38.378734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:38.379318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:38.379808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:13:38.381206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:38.401610] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.74%, Actual: 2.44%
[2025-11-25T12:13:38.491618] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:38.574313] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.83%, Actual: 0.61%
[2025-11-25T12:13:38.576415] [INFO ] [main      ] JBGS: Lookback Days: 10, Magnitude: 2.98% | Symbol ETA: 0.7s | Global ETA: 18m 42s
[2025-11-25T12:13:38.576741] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 11
[2025-11-25T12:13:38.577622] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:13:38.577784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:38.582670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:38.584586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:38.585185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:38.585730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:38.586192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:13:38.644935] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:13:38.669153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:13:38.670370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:13:38.676053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:38.717495] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:13:38.744970] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.11%, Actual: 2.94%
[2025-11-25T12:13:38.815316] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:38.887146] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:38.915267] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.54%, Actual: 0.29%
[2025-11-25T12:13:38.915632] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 38.8369%
[2025-11-25T12:13:38.915808] [INFO ] [main      ] CGAU: DISCARDED add_directional_consistency (score: 38.84%)
[2025-11-25T12:13:38.915927] [INFO ] [main      ] CGAU: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T12:13:38.916031] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range']
[2025-11-25T12:13:38.916140] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:13:38.920234] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 3m 34s | Global ETA: 18m 42s
[2025-11-25T12:13:38.920540] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:13:38.921419] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:38.921563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:38.923383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:38.924015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:38.929664] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:38.930289] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:13:38.931250] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:38.931394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:38.936287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:38.938217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:38.938804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:38.939276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:13:38.941031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:38.945589] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 12.8s | Global ETA: 18m 42s
[2025-11-25T12:13:38.945780] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:13:38.946767] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:38.947049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:38.949120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:38.949784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:38.950381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:13:38.952109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:39.023114] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-07
[2025-11-25T12:13:39.200248] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:39.278419] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:13:39.281932] [INFO ] [main      ] JBGS: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 0.0s | Global ETA: 18m 42s
[2025-11-25T12:13:39.290567] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:13:39.296152] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:13:39.448009] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:39.457135] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.54%, Actual: 0.71%
[2025-11-25T12:13:39.465387] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:39.466291] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:39.517954] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 3.04% | Symbol ETA: 54.6s | Global ETA: 18m 42s
[2025-11-25T12:13:39.518108] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:13:39.518911] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:39.519001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:39.523770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:39.524103] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 12.2s | Global ETA: 18m 42s
[2025-11-25T12:13:39.524304] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:13:39.525143] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:39.525283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:39.525555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:39.526068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:39.526465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:13:39.527203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:39.527805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:39.528078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:39.528296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:13:39.529753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:39.574940] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: 1.39% | Symbol ETA: 3m 33s | Global ETA: 18m 42s
[2025-11-25T12:13:39.575115] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:13:39.575975] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:39.576057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:39.577961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:39.578490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:39.629149] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 4.13%, Actual: 1.25%
[2025-11-25T12:13:39.805277] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 0.16%
[2025-11-25T12:13:39.868437] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:13:39.872855] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:13:39.929511] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:13:39.979346] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.09%, Actual: 3.31%
[2025-11-25T12:13:40.038588] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:40.044123] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:40.103055] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 11.7s | Global ETA: 18m 42s
[2025-11-25T12:13:40.103347] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:13:40.104182] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:40.104323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:40.106056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:40.106636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:40.107160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:13:40.108550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:40.109377] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 54.1s | Global ETA: 18m 42s
[2025-11-25T12:13:40.109706] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:13:40.110537] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:40.110695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:40.114128] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:40.115486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:40.117580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:40.118346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:40.118865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:13:40.120696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:40.152249] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.99%, Actual: 1.39%
[2025-11-25T12:13:40.223016] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.32% | Symbol ETA: 3m 33s | Global ETA: 18m 42s
[2025-11-25T12:13:40.223314] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:13:40.224187] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:40.224328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:40.226151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:40.226779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:40.322396] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 0.16%
[2025-11-25T12:13:40.445668] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:13:40.474508] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:13:40.494903] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 1.20%
[2025-11-25T12:13:40.566660] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:13:40.615287] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:40.666664] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -1.40%, Actual: 1.60%
[2025-11-25T12:13:40.667707] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:40.672973] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 11.1s | Global ETA: 18m 42s
[2025-11-25T12:13:40.673258] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:13:40.674129] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:40.674267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:40.676005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:40.676581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:40.677089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:13:40.678518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:40.737549] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:40.739682] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.55% | Symbol ETA: 53.6s | Global ETA: 18m 42s
[2025-11-25T12:13:40.739985] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:13:40.740832] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:40.740974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:40.745779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:40.747635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:40.748244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:40.748737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:13:40.750413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:40.839911] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: 2.98%, Actual: 0.41%
[2025-11-25T12:13:40.842889] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 3m 32s | Global ETA: 18m 42s
[2025-11-25T12:13:40.843062] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:13:40.843864] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:40.844100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:40.845915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:40.846499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:41.009191] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: -0.28%, Actual: 1.40%
[2025-11-25T12:13:41.009449] [INFO ] [main      ] JBGS: Magnitude Forecast Confidence: 42.5919%
[2025-11-25T12:13:41.009551] [INFO ] [main      ] JBGS: DISCARDED add_vwap_deviations (score: 42.59%)
[2025-11-25T12:13:41.009608] [INFO ] [main      ] JBGS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:13:41.009687] [INFO ] [main      ] JBGS: Best accuracy: 57.70%
[2025-11-25T12:13:41.009741] [INFO ] [main      ] JBGS: Best feature set (7 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:13:41.009788] [INFO ] [main      ] JBGS: Improvement over baseline: 19.52%
[2025-11-25T12:13:41.009831] [INFO ] [main      ] JBGS: Total time: 7.5 minutes
[2025-11-25T12:13:41.009993] [INFO ] [main      ] JBGS: Average time per feature: 8.7 seconds
[2025-11-25T12:13:41.010139] [INFO ] [main      ] JBGS: Average speed: 0.12 features/sec
[2025-11-25T12:13:41.019733] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:13:41.092270] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:13:41.182245] [DEBUG] [METRICS   ] JBGS: 2025-11-21:2025-11-24: Predicted: 1.02%, Actual: 0.71%
[2025-11-25T12:13:41.187414] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:13:41.192871] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:41.250323] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 10.5s | Global ETA: 18m 43s
[2025-11-25T12:13:41.250616] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:13:41.251450] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:41.251589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:41.253306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:41.253901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:41.254370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:13:41.255776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:41.261302] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:41.330150] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.19% | Symbol ETA: 53.0s | Global ETA: 18m 43s
[2025-11-25T12:13:41.330435] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:13:41.331263] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:41.331404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:41.336226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:41.338072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:41.338631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:41.339118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:13:41.340810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:41.354897] [DEBUG] [METRICS   ] JBGS: 2025-11-20:2025-11-21: Predicted: 2.70%, Actual: 1.25%
[2025-11-25T12:13:41.356536] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:41.460214] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 0.31% | Symbol ETA: 3m 31s | Global ETA: 18m 43s
[2025-11-25T12:13:41.460511] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:13:41.461358] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:41.461500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:41.463264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:41.463854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:41.586336] [DEBUG] [METRICS   ] JBGS: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 0.16%
[2025-11-25T12:13:41.593912] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:13:41.675269] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:13:41.757607] [DEBUG] [METRICS   ] JBGS: 2025-11-18:2025-11-19: Predicted: -3.31%, Actual: 3.31%
[2025-11-25T12:13:41.763912] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:41.801962] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:13:41.822084] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 9.9s | Global ETA: 18m 43s
[2025-11-25T12:13:41.822427] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:13:41.823192] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:41.823266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:41.825128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:41.825611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:41.826023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:13:41.827360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:41.843477] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:41.915174] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -0.23% | Symbol ETA: 52.3s | Global ETA: 18m 43s
[2025-11-25T12:13:41.915325] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:13:41.916166] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:41.916244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:41.922330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:41.924403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:41.925067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:41.925614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:13:41.927442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:41.933903] [DEBUG] [METRICS   ] JBGS: 2025-11-17:2025-11-18: Predicted: 2.22%, Actual: 1.39%
[2025-11-25T12:13:41.973124] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:42.074874] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.80% | Symbol ETA: 3m 31s | Global ETA: 18m 43s
[2025-11-25T12:13:42.075035] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:13:42.075829] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:42.076039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:42.077800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:42.078362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:42.115413] [DEBUG] [METRICS   ] JBGS: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.16%
[2025-11-25T12:13:42.172105] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:13:42.277389] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:13:42.299731] [DEBUG] [METRICS   ] JBGS: 2025-11-13:2025-11-14: Predicted: 0.66%, Actual: 1.20%
[2025-11-25T12:13:42.340998] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:42.397943] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 9.4s | Global ETA: 18m 43s
[2025-11-25T12:13:42.433954] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:13:42.452947] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:42.476388] [DEBUG] [METRICS   ] JBGS: 2025-11-12:2025-11-13: Predicted: -2.26%, Actual: 1.60%
[2025-11-25T12:13:42.525220] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 51.8s | Global ETA: 18m 43s
[2025-11-25T12:13:42.525528] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:13:42.526410] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:42.526553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:42.531687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:42.533611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:42.534217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:42.534723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:13:42.536449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:42.567945] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:13:42.616033] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:42.646776] [DEBUG] [METRICS   ] JBGS: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 0.41%
[2025-11-25T12:13:42.720410] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -1.95% | Symbol ETA: 3m 30s | Global ETA: 18m 43s
[2025-11-25T12:13:42.720557] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:13:42.721350] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:42.721426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:42.723115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:13:42.723628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:42.740155] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:13:42.816326] [DEBUG] [METRICS   ] JBGS: 2025-11-10:2025-11-11: Predicted: 0.78%, Actual: 1.40%
[2025-11-25T12:13:42.817055] [INFO ] [LOCAL     ] Saved configuration for JBGS: 7 features, 57.70% accuracy -> ./output/feature-sets/JBGS.json
[2025-11-25T12:13:42.818118] [INFO ] [main      ] Progress: 23/31 symbols completed (74.2%). JBGS finished in 7m 43s. ETA: 15m 55s. Rate: 0.50 symbols/min
[2025-11-25T12:13:42.821988] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:13:42.834668] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:42.835284] [INFO ] [main      ] APD: Testing with 53 available features
[2025-11-25T12:13:42.835410] [INFO ] [main      ] APD: Establishing baseline with no features...
[2025-11-25T12:13:42.835519] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:13:42.847852] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:42.848578] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:13:42.849512] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:42.890900] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:13:42.917961] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:13:43.064713] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:43.068705] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:13:43.111565] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:13:43.136423] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 2.22% | Symbol ETA: 51.2s | Global ETA: 15m 55s
[2025-11-25T12:13:43.136750] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:13:43.137660] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:43.137830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:43.142921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:43.144876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:43.145457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:43.145982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:13:43.147724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:43.198894] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:13:43.238236] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:43.279987] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:13:43.339319] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.90% | Symbol ETA: 3m 29s | Global ETA: 15m 55s
[2025-11-25T12:13:43.371239] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:43.450187] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:13:43.500265] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:13:43.509798] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -3.01%, Actual: 3.01%
[2025-11-25T12:13:43.517226] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 2.38%
[2025-11-25T12:13:43.517594] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:13:43.518435] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:43.621003] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:13:43.668902] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:43.680069] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 5.32%, Actual: 3.87%
[2025-11-25T12:13:43.738153] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.93% | Symbol ETA: 50.6s | Global ETA: 15m 55s
[2025-11-25T12:13:43.738450] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:13:43.739312] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:43.739398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:43.744262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:43.746175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:43.746707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:43.747207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:13:43.748897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:43.791310] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:13:43.849091] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.49%
[2025-11-25T12:13:43.860260] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:13:43.968888] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:13:44.024443] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: 1.39%, Actual: 0.19%
[2025-11-25T12:13:44.032803] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:44.102084] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:13:44.216073] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 2.33%
[2025-11-25T12:13:44.226678] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.07%
[2025-11-25T12:13:44.227097] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:13:44.228535] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:44.236095] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:13:44.236593] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:13:44.236850] [INFO ] [main      ] GROV: DISCARDED add_open_reversal_intensity (score: 36.24%)
[2025-11-25T12:13:44.237048] [INFO ] [main      ] GROV: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:13:44.237215] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:13:44.237384] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:13:44.257248] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:44.258099] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:13:44.259432] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:44.259688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:44.262412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:44.263266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:44.263963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:13:44.266305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:44.308474] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:44.408902] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.25% | Symbol ETA: 50.0s | Global ETA: 15m 56s
[2025-11-25T12:13:44.409234] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:13:44.410602] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:44.410920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:44.418286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:44.421229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:44.422200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:44.422947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:13:44.425380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:44.496181] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 1.61%
[2025-11-25T12:13:44.743343] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 0.03%
[2025-11-25T12:13:44.754766] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:13:44.806262] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:13:44.933098] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:13:44.972675] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:44.992096] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.80%, Actual: 0.28%
[2025-11-25T12:13:45.038317] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:45.101259] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 16.4s | Global ETA: 15m 56s
[2025-11-25T12:13:45.101561] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:13:45.102597] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:45.102778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:45.104668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:45.105375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:45.105924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:13:45.107727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:45.140008] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.53%
[2025-11-25T12:13:45.140255] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:13:45.141181] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:45.153896] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:45.188352] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -1.95%, Actual: 3.25%
[2025-11-25T12:13:45.228216] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.91% | Symbol ETA: 49.4s | Global ETA: 15m 56s
[2025-11-25T12:13:45.409993] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 3.04%, Actual: 4.72%
[2025-11-25T12:13:45.428715] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.90%, Actual: 2.31%
[2025-11-25T12:13:45.429236] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 38.1580%
[2025-11-25T12:13:45.429458] [INFO ] [main      ] KNTK: DISCARDED add_atr_10 (score: 38.16%)
[2025-11-25T12:13:45.429625] [INFO ] [main      ] KNTK: Testing feature 4/53: add_atr_5
[2025-11-25T12:13:45.429822] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_5']
[2025-11-25T12:13:45.429971] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:13:45.448360] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:45.449070] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:13:45.450252] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:45.450431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:45.452436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:45.453282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:45.490552] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:13:45.539609] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:13:45.583089] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 2.95%
[2025-11-25T12:13:45.662083] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:45.722839] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:45.757502] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.55%, Actual: 0.61%
[2025-11-25T12:13:45.781834] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 15.0s | Global ETA: 15m 56s
[2025-11-25T12:13:45.782154] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:13:45.783038] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:45.783194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:45.785012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:45.785683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:45.786185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:13:45.787892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:45.803376] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: 0.19%
[2025-11-25T12:13:45.803776] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:13:45.804610] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:45.818747] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:13:45.928298] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.19%, Actual: 1.35%
[2025-11-25T12:13:46.010991] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:46.110090] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -0.23%, Actual: 0.93%
[2025-11-25T12:13:46.134173] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:13:46.136077] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.30% | Symbol ETA: 2m 24s | Global ETA: 15m 56s
[2025-11-25T12:13:46.136390] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:13:46.138008] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:46.138170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:46.140424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:46.141335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:46.145791] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:13:46.306594] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:46.315114] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:46.319923] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 0.88%
[2025-11-25T12:13:46.366284] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 13.8s | Global ETA: 15m 56s
[2025-11-25T12:13:46.366607] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:13:46.367503] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:46.367663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:46.369404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:46.370032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:46.370507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:13:46.372115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:46.465976] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -0.35%
[2025-11-25T12:13:46.466193] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:13:46.467173] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:46.510384] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 2.22%, Actual: 2.44%
[2025-11-25T12:13:46.512634] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:13:46.703840] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.93%, Actual: 0.61%
[2025-11-25T12:13:46.708759] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:46.722523] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:13:46.814404] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:13:46.816131] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 5.23% | Symbol ETA: 2m 23s | Global ETA: 15m 56s
[2025-11-25T12:13:46.816434] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:13:46.817362] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:46.817518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:46.819372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:46.820043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:46.888969] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.25%, Actual: 2.94%
[2025-11-25T12:13:46.897387] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:46.957582] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 12.9s | Global ETA: 15m 56s
[2025-11-25T12:13:46.957890] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:13:46.958731] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:46.958870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:46.960618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:46.961241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:46.961738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:13:46.963346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:47.007378] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:47.075822] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.91%, Actual: 0.29%
[2025-11-25T12:13:47.076131] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 41.2881%
[2025-11-25T12:13:47.076302] [INFO ] [main      ] CGAU: DISCARDED add_fullday_parkinson_range (score: 41.29%)
[2025-11-25T12:13:47.076421] [INFO ] [main      ] CGAU: Testing feature 10/53: add_gap_fill_state
[2025-11-25T12:13:47.076530] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state']
[2025-11-25T12:13:47.076639] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:13:47.090839] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:47.091367] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:13:47.092247] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:47.092325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:47.097374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:47.099259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:47.099786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:47.100195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:13:47.146543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:47.156024] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.71%
[2025-11-25T12:13:47.156421] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:13:47.157377] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:47.171288] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:13:47.316872] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:13:47.344877] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:47.451067] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 2m 22s | Global ETA: 15m 57s
[2025-11-25T12:13:47.451350] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:13:47.452672] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:47.452807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:47.454515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:47.455097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:47.489932] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:47.499925] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:13:47.519969] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:13:47.548392] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 12.2s | Global ETA: 15m 57s
[2025-11-25T12:13:47.548688] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:13:47.549520] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:47.549687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:47.551401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:47.551997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:47.552477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:13:47.554182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:47.680912] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:47.702398] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:47.755778] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.39% | Symbol ETA: 45.0s | Global ETA: 15m 57s
[2025-11-25T12:13:47.755932] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:13:47.756739] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:47.756819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:47.761753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:47.763634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:47.764173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:47.764580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:13:47.798328] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:13:47.811259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:47.840703] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.04%
[2025-11-25T12:13:47.840860] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:13:47.841616] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:47.921488] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:13:47.976556] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:48.081285] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: 1.78% | Symbol ETA: 2m 22s | Global ETA: 15m 57s
[2025-11-25T12:13:48.081571] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:13:48.082404] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:48.082542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:48.084286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:48.084992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:48.115057] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:48.167867] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:13:48.178878] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 11.5s | Global ETA: 15m 57s
[2025-11-25T12:13:48.179192] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:13:48.179476] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:13:48.180268] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:48.180459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:48.182884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:48.183775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:48.184389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:13:48.186410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:48.348132] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:48.349539] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:48.431908] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 44.3s | Global ETA: 15m 57s
[2025-11-25T12:13:48.432202] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:13:48.433062] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:48.433212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:48.438204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:48.440129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:48.440751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:48.441253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:13:48.451061] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:13:48.486221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:48.493001] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -1.57%
[2025-11-25T12:13:48.493405] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:13:48.494261] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:48.619897] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:48.622936] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:13:48.724027] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 2m 21s | Global ETA: 15m 57s
[2025-11-25T12:13:48.724327] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:13:48.725222] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:48.725361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:48.727108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:48.727707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:48.803195] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:48.827110] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:13:48.835709] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:13:48.870684] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 10.8s | Global ETA: 15m 57s
[2025-11-25T12:13:48.870839] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:13:48.871612] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:48.871705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:48.873455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:48.874154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:48.874665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:13:48.876287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:48.997620] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:49.011288] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:49.069107] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:13:49.069888] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.76% | Symbol ETA: 43.6s | Global ETA: 15m 57s
[2025-11-25T12:13:49.070047] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:13:49.070892] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:49.071034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:49.075835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:49.077708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:49.078288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:49.078789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:13:49.122415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:49.150777] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -0.23%
[2025-11-25T12:13:49.151098] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:13:49.151996] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:13:49.224164] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:13:49.239856] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:49.344824] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 2m 20s | Global ETA: 15m 57s
[2025-11-25T12:13:49.345116] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:13:49.345950] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:49.346089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:49.347834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:49.348404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:49.399087] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:49.458236] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 10.2s | Global ETA: 15m 57s
[2025-11-25T12:13:49.458563] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:13:49.459385] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:49.459541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:49.461379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:49.462012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:49.462501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:13:49.464147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:49.466299] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:13:49.499078] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:13:49.642803] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:49.678540] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:49.694290] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:13:49.715904] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.81% | Symbol ETA: 42.9s | Global ETA: 15m 57s
[2025-11-25T12:13:49.716056] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:13:49.716833] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:49.716920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:49.721702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:49.723476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:49.724126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:49.724596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:13:49.769442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:49.812000] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:13:49.820329] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.68%
[2025-11-25T12:13:49.867801] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:49.972785] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 2m 20s | Global ETA: 15m 58s
[2025-11-25T12:13:49.972940] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:13:49.974183] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:49.974256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:49.976261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:49.976978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:49.985035] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:50.002702] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 2.38%, Actual: 1.04%
[2025-11-25T12:13:50.045396] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 9.5s | Global ETA: 15m 58s
[2025-11-25T12:13:50.045546] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:13:50.046319] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:50.046553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:50.048338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:50.049055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:50.049541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:13:50.051136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:50.121610] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:13:50.176733] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.07%, Actual: 1.19%
[2025-11-25T12:13:50.292493] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:50.327046] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:13:50.349356] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.53%, Actual: 1.80%
[2025-11-25T12:13:50.363104] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -0.21% | Symbol ETA: 42.3s | Global ETA: 15m 58s
[2025-11-25T12:13:50.363273] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:13:50.364197] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:50.364341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:50.369370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:50.371211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:50.371810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:50.372284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:13:50.394452] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:13:50.414492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:50.508830] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:50.525806] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: 0.19%, Actual: 0.97%
[2025-11-25T12:13:50.566346] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:50.614363] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 0.87% | Symbol ETA: 2m 19s | Global ETA: 15m 58s
[2025-11-25T12:13:50.614684] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:13:50.615562] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:50.615721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:50.617514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:50.618112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:50.626767] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 8.9s | Global ETA: 15m 58s
[2025-11-25T12:13:50.717250] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 2.38%
[2025-11-25T12:13:50.763796] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:13:50.798477] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:13:50.904773] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.71%, Actual: 2.00%
[2025-11-25T12:13:50.942723] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:50.961314] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:13:50.980394] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:13:51.013431] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.17% | Symbol ETA: 41.6s | Global ETA: 15m 58s
[2025-11-25T12:13:51.013747] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:13:51.014789] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:51.014873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:51.019827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:51.021803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:51.022299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:51.022975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:13:51.065589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:51.087347] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.86%
[2025-11-25T12:13:51.133603] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:51.167988] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:13:51.238897] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.95% | Symbol ETA: 2m 18s | Global ETA: 15m 58s
[2025-11-25T12:13:51.239078] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:13:51.239933] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:13:51.240024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:51.241821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:51.242363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:51.266127] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -1.57%, Actual: 0.11%
[2025-11-25T12:13:51.351629] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:13:51.404265] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:13:51.445437] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 0.30%
[2025-11-25T12:13:51.535582] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:13:51.575421] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:51.615819] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.68%, Actual: 1.77%
[2025-11-25T12:13:51.616160] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 30.3343%
[2025-11-25T12:13:51.616291] [INFO ] [main      ] APD: Baseline score (no features): 30.3343%
[2025-11-25T12:13:51.616404] [INFO ] [main      ] APD: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:51.616506] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T12:13:51.616611] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:13:51.618521] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:13:51.629286] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:51.629860] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:13:51.630815] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:51.630955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:51.635749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:51.647381] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: -0.84% | Symbol ETA: 40.9s | Global ETA: 15m 58s
[2025-11-25T12:13:51.647696] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:13:51.648515] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:51.648673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:51.653470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:51.655299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:51.655878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:51.656349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:13:51.700617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:51.717523] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:13:51.805769] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:51.912041] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:13:51.919027] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 2.92% | Symbol ETA: 2m 18s | Global ETA: 15m 58s
[2025-11-25T12:13:51.980972] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:13:52.047134] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:13:52.097160] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.30%, Actual: 3.01%
[2025-11-25T12:13:52.152764] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:52.162851] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:13:52.217403] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:52.267426] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 5.23%, Actual: 3.87%
[2025-11-25T12:13:52.287547] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 40.3s | Global ETA: 15m 58s
[2025-11-25T12:13:52.287875] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:13:52.288745] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:52.288890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:52.293860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:52.295809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:52.296391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:52.296898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:13:52.302481] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.04% | Symbol ETA: 5m 56s | Global ETA: 15m 58s
[2025-11-25T12:13:52.302834] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:13:52.303750] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:52.303900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:52.309058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:52.340794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:52.368938] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:13:52.434571] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.49%
[2025-11-25T12:13:52.553212] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:13:52.553434] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:13:52.553529] [INFO ] [main      ] GROV: DISCARDED add_open_vs_close_liquidity_ratio (score: 36.24%)
[2025-11-25T12:13:52.553579] [INFO ] [main      ] GROV: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:13:52.553634] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_open_vs_prev_range_position']
[2025-11-25T12:13:52.553716] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:13:52.567332] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:52.567951] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:13:52.568822] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:52.568896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:52.570605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:52.571137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:52.571538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:13:52.574497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:52.603521] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: 1.78%, Actual: 0.19%
[2025-11-25T12:13:52.665755] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:13:52.681954] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:13:52.772551] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.60%, Actual: 2.33%
[2025-11-25T12:13:52.847874] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:52.851288] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:52.921347] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 1.94% | Symbol ETA: 39.6s | Global ETA: 15m 59s
[2025-11-25T12:13:52.921512] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:13:52.922460] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:52.922601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:52.927428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:52.929257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:52.929835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:52.930300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:13:52.940231] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 1.61%
[2025-11-25T12:13:52.945825] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:13:52.972618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:52.998762] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 6m 1s | Global ETA: 15m 59s
[2025-11-25T12:13:52.998896] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:13:52.999660] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:52.999739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:53.004385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:53.108143] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 0.03%
[2025-11-25T12:13:53.116930] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:53.176417] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.40% | Symbol ETA: 14.5s | Global ETA: 15m 59s
[2025-11-25T12:13:53.176730] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:13:53.177567] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:53.177725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:53.179430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:53.180020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:53.180497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:13:53.183398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:53.276580] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 0.28%
[2025-11-25T12:13:53.312304] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:13:53.341333] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:13:53.445530] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.95%, Actual: 3.25%
[2025-11-25T12:13:53.485208] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:53.511912] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:53.533551] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:13:53.556227] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 39.0s | Global ETA: 15m 59s
[2025-11-25T12:13:53.616138] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 2.92%, Actual: 2.31%
[2025-11-25T12:13:53.616508] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 40.3725%
[2025-11-25T12:13:53.616683] [INFO ] [main      ] KNTK: DISCARDED add_atr_5 (score: 40.37%)
[2025-11-25T12:13:53.616799] [INFO ] [main      ] KNTK: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T12:13:53.616925] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment']
[2025-11-25T12:13:53.617046] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:13:53.632225] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:53.632810] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:13:53.633747] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:53.633882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:53.634676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:53.652758] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -2.98% | Symbol ETA: 5m 55s | Global ETA: 15m 59s
[2025-11-25T12:13:53.653059] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:13:53.653901] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:53.654038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:53.658894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:53.704846] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:53.729426] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.39%, Actual: 4.72%
[2025-11-25T12:13:53.764666] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 13.8s | Global ETA: 15m 59s
[2025-11-25T12:13:53.764814] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:13:53.765582] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:53.765671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:53.767429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:53.768038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:53.768497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:13:53.771410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:53.903322] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 2.95%
[2025-11-25T12:13:53.976024] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:13:54.000908] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:13:54.076157] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.76%, Actual: 0.61%
[2025-11-25T12:13:54.116812] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:13:54.149367] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:54.174314] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:54.259291] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -4.26% | Symbol ETA: 1m 44s | Global ETA: 15m 59s
[2025-11-25T12:13:54.259614] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:13:54.260904] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:54.261039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:54.261820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:54.265131] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.81%, Actual: 1.35%
[2025-11-25T12:13:54.289357] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:54.320766] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -1.08% | Symbol ETA: 5m 54s | Global ETA: 15m 59s
[2025-11-25T12:13:54.320914] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:13:54.321688] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:54.321773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:54.326772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:54.349869] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.23% | Symbol ETA: 13.1s | Global ETA: 15m 59s
[2025-11-25T12:13:54.350089] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:13:54.350953] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:54.351096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:54.352818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:54.353385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:54.353876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:13:54.356791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:54.446627] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.93%
[2025-11-25T12:13:54.604660] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:13:54.624589] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.17%, Actual: 0.88%
[2025-11-25T12:13:54.672798] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:13:54.700969] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:13:54.775698] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:54.805005] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: -0.84%, Actual: 2.44%
[2025-11-25T12:13:54.858007] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:54.872320] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:54.884019] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 5.71% | Symbol ETA: 1m 43s | Global ETA: 15m 59s
[2025-11-25T12:13:54.884321] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:13:54.885187] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:54.885333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:54.886137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:54.932657] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.23% | Symbol ETA: 12.5s | Global ETA: 15m 59s
[2025-11-25T12:13:54.932949] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:13:54.933785] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:54.933925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:54.935698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:54.936258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:54.936789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:13:54.939814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:54.978360] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -0.78%, Actual: 0.61%
[2025-11-25T12:13:55.005056] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 1.76% | Symbol ETA: 5m 54s | Global ETA: 15m 59s
[2025-11-25T12:13:55.005212] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:13:55.005989] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:55.006062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:55.011106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:55.150551] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 1.94%, Actual: 2.94%
[2025-11-25T12:13:55.242132] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:13:55.280533] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:13:55.321713] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -0.61%, Actual: 0.29%
[2025-11-25T12:13:55.322114] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 47.2580%
[2025-11-25T12:13:55.322274] [INFO ] [main      ] CGAU: DISCARDED add_gap_fill_state (score: 47.26%)
[2025-11-25T12:13:55.322393] [INFO ] [main      ] CGAU: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T12:13:55.322496] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite']
[2025-11-25T12:13:55.322603] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:13:55.336046] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:13:55.336773] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:13:55.337789] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:55.337926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:55.342916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:55.344820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:55.345401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:55.345843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:13:55.346829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:55.354362] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:13:55.443530] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:55.451178] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:55.510285] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.38% | Symbol ETA: 11.9s | Global ETA: 15m 59s
[2025-11-25T12:13:55.510447] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:13:55.511356] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:55.511502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:55.513232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:55.514006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:55.514761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:13:55.518860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:55.527907] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:55.550073] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 0.99% | Symbol ETA: 1m 43s | Global ETA: 15m 59s
[2025-11-25T12:13:55.550370] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:13:55.551255] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:55.551404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:55.552321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:55.674953] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.76% | Symbol ETA: 5m 53s | Global ETA: 15m 59s
[2025-11-25T12:13:55.675245] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:13:55.676094] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:55.676232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:55.681271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:55.687030] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:13:55.856598] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:13:55.869782] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:13:55.893277] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:13:55.926509] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.78% | Symbol ETA: 39.9s | Global ETA: 15m 60s
[2025-11-25T12:13:55.926679] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:13:55.927516] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:55.927595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:55.932576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:55.934612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:55.935214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:55.935722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:13:55.936742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:56.018891] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:13:56.039294] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:56.076402] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:56.098050] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.39% | Symbol ETA: 11.3s | Global ETA: 15m 60s
[2025-11-25T12:13:56.098329] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:13:56.099157] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:56.099301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:56.101013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:56.101571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:56.102056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:13:56.104988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:56.180316] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -0.76% | Symbol ETA: 1m 42s | Global ETA: 15m 60s
[2025-11-25T12:13:56.180614] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:13:56.181451] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:56.181589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:56.182359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:56.186723] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:56.276038] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:13:56.326541] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.90% | Symbol ETA: 5m 51s | Global ETA: 15m 60s
[2025-11-25T12:13:56.326846] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:13:56.327698] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:56.327834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:56.332686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:56.444345] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:13:56.447935] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:13:56.518043] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 39.4s | Global ETA: 15m 60s
[2025-11-25T12:13:56.518315] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:13:56.519149] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:56.519288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:56.524098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:56.525317] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:13:56.525952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:56.526518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:56.527192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:13:56.528155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:56.614318] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:56.672661] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:13:56.673909] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.90% | Symbol ETA: 10.7s | Global ETA: 15m 60s
[2025-11-25T12:13:56.674164] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:13:56.674995] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:56.675134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:56.676852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:56.677451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:56.677945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:13:56.680843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:56.694063] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:56.803152] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.25% | Symbol ETA: 1m 41s | Global ETA: 15m 60s
[2025-11-25T12:13:56.803456] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:13:56.804307] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:56.804447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:56.805182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:56.839087] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:56.865702] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:13:56.987421] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 1.74% | Symbol ETA: 5m 50s | Global ETA: 15m 60s
[2025-11-25T12:13:56.987713] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:13:56.988530] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:56.988684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:56.993570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:57.023811] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:13:57.036054] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:13:57.106266] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.35% | Symbol ETA: 38.8s | Global ETA: 15m 60s
[2025-11-25T12:13:57.106431] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:13:57.107340] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:57.107495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:57.112346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:57.114191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:57.114776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:57.115243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:13:57.116241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:57.144136] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:13:57.211735] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:57.271211] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 10.2s | Global ETA: 16m 0s
[2025-11-25T12:13:57.271521] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:13:57.272345] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:57.272510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:57.274229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:57.274819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:57.275294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:13:57.278260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:57.317937] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:57.348903] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:13:57.421498] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -1.50% | Symbol ETA: 1m 41s | Global ETA: 16m 0s
[2025-11-25T12:13:57.421816] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:13:57.422661] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:57.422798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:57.423570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:57.457616] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:13:57.526370] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:57.627098] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:13:57.630465] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:13:57.672247] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 5m 50s | Global ETA: 16m 0s
[2025-11-25T12:13:57.672556] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:13:57.673472] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:57.673623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:57.678932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:57.696083] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.63% | Symbol ETA: 38.2s | Global ETA: 16m 0s
[2025-11-25T12:13:57.696386] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:13:57.697259] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:57.697398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:57.702186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:57.704042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:57.704598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:57.705082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:13:57.706083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:57.768242] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:13:57.798815] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:57.866455] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.43% | Symbol ETA: 9.6s | Global ETA: 16m 0s
[2025-11-25T12:13:57.866819] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:13:57.867998] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:13:57.868166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:57.870563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:57.871317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:57.871978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:13:57.876024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:57.939774] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:58.027391] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:13:58.039817] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 1m 40s | Global ETA: 16m 0s
[2025-11-25T12:13:58.040110] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:13:58.041005] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:58.041144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:58.041927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:58.045227] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:13:58.203761] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:58.215620] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:13:58.220936] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:13:58.293372] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 37.6s | Global ETA: 16m 0s
[2025-11-25T12:13:58.293700] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:13:58.294617] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:58.294786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:58.300141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:58.302118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:58.302720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:58.303192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:13:58.304251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:58.360507] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.86% | Symbol ETA: 5m 50s | Global ETA: 16m 0s
[2025-11-25T12:13:58.380141] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:13:58.391398] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:58.450186] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 9.0s | Global ETA: 16m 0s
[2025-11-25T12:13:58.536599] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.04%, Actual: 1.04%
[2025-11-25T12:13:58.549564] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:13:58.622821] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.40%, Actual: 0.81%
[2025-11-25T12:13:58.649997] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:13:58.651760] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 6.47% | Symbol ETA: 1m 39s | Global ETA: 16m 1s
[2025-11-25T12:13:58.652068] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:13:58.652975] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:58.653113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:58.653892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:58.706745] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 1.19%
[2025-11-25T12:13:58.793578] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -1.94%, Actual: 0.83%
[2025-11-25T12:13:58.825492] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:13:58.879951] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -2.98%, Actual: 1.80%
[2025-11-25T12:13:58.896270] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 37.0s | Global ETA: 16m 1s
[2025-11-25T12:13:58.896605] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:13:58.897464] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:58.897604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:58.902410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:58.904341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:58.904985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:58.905462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:13:58.906461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:58.963026] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.23%, Actual: 2.84%
[2025-11-25T12:13:58.991117] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:13:59.052495] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 0.97%
[2025-11-25T12:13:59.133354] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.23%, Actual: 0.58%
[2025-11-25T12:13:59.160278] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:13:59.228161] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 1.76%, Actual: 2.38%
[2025-11-25T12:13:59.261036] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.54% | Symbol ETA: 1m 39s | Global ETA: 16m 1s
[2025-11-25T12:13:59.261194] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:13:59.262010] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:13:59.262083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:13:59.262823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:59.286834] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:13:59.304257] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.38%, Actual: 4.52%
[2025-11-25T12:13:59.402725] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 2.00%
[2025-11-25T12:13:59.463274] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:13:59.474871] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.39%, Actual: 2.39%
[2025-11-25T12:13:59.541895] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.77% | Symbol ETA: 36.4s | Global ETA: 16m 1s
[2025-11-25T12:13:59.542218] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:13:59.543252] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:13:59.543410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:13:59.549102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:13:59.551223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:13:59.551902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:13:59.552393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:13:59.553475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:13:59.577117] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.90%, Actual: 0.86%
[2025-11-25T12:13:59.603307] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:13:59.663948] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.90%, Actual: 1.30%
[2025-11-25T12:13:59.749371] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 1.74%, Actual: 0.11%
[2025-11-25T12:13:59.774044] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:13:59.838573] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.94%
[2025-11-25T12:13:59.873525] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.99% | Symbol ETA: 1m 38s | Global ETA: 16m 1s
[2025-11-25T12:13:59.903712] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:13:59.918905] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -0.01%, Actual: 0.30%
[2025-11-25T12:14:00.007141] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.43%, Actual: 5.47%
[2025-11-25T12:14:00.044074] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -4.26%, Actual: 3.01%
[2025-11-25T12:14:00.077970] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:00.089692] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.86%, Actual: 1.77%
[2025-11-25T12:14:00.090306] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 48.6054%
[2025-11-25T12:14:00.090437] [INFO ] [main      ] APD: KEPT add_afternoon_v_morning_volatility_mix (score: 48.61%)
[2025-11-25T12:14:00.090550] [INFO ] [main      ] APD: Testing feature 2/53: add_atr
[2025-11-25T12:14:00.090671] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T12:14:00.090779] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:14:00.149460] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.53% | Symbol ETA: 35.8s | Global ETA: 16m 1s
[2025-11-25T12:14:00.149619] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:14:00.150387] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:00.150468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:00.155150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:00.157112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:00.157608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:00.158030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:14:00.158975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:00.181580] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:14:00.181815] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 39.6183%
[2025-11-25T12:14:00.181919] [INFO ] [main      ] GROV: DISCARDED add_open_vs_prev_range_position (score: 39.62%)
[2025-11-25T12:14:00.181973] [INFO ] [main      ] GROV: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:14:00.182013] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_overnight_gap_amplitude']
[2025-11-25T12:14:00.182064] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:14:00.225785] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 5.71%, Actual: 3.87%
[2025-11-25T12:14:00.294461] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:00.295188] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:14:00.295270] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:00.295678] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:14:00.296412] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:00.296517] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:00.296597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:00.296554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:00.298414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:00.299008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:00.299429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:14:00.300082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:00.301747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:00.303575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:00.304145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:00.397925] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 0.49%
[2025-11-25T12:14:00.528593] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:14:00.579400] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -0.76%, Actual: 0.19%
[2025-11-25T12:14:00.649266] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:14:00.715923] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:14:00.753483] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 2.33%
[2025-11-25T12:14:00.888939] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:00.926884] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:00.933789] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:00.973560] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -1.50%, Actual: 1.61%
[2025-11-25T12:14:00.992860] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 13.9s | Global ETA: 16m 1s
[2025-11-25T12:14:00.993105] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:14:00.993955] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:00.994097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:00.995823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:00.996392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:00.996892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:14:00.997604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:01.037968] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -1.69% | Symbol ETA: 7m 19s | Global ETA: 16m 1s
[2025-11-25T12:14:01.038284] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:14:01.039199] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:01.041719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:01.049752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:01.054745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:01.055431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:01.120806] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.90% | Symbol ETA: 35.3s | Global ETA: 16m 1s
[2025-11-25T12:14:01.121115] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:14:01.121994] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:01.122080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:01.132937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:01.134821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:01.135379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:01.138057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:14:01.139076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:01.145857] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 0.03%
[2025-11-25T12:14:01.319933] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 6.47%, Actual: 0.28%
[2025-11-25T12:14:01.458566] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:14:01.484193] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:14:01.499465] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.54%, Actual: 3.25%
[2025-11-25T12:14:01.664550] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:01.683898] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.99%, Actual: 2.31%
[2025-11-25T12:14:01.684148] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 45.1974%
[2025-11-25T12:14:01.684247] [INFO ] [main      ] KNTK: KEPT add_close_to_open_alignment (score: 45.20%)
[2025-11-25T12:14:01.684297] [INFO ] [main      ] KNTK: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T12:14:01.684334] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_composite_volatility_context']
[2025-11-25T12:14:01.684373] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:14:01.695705] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:14:01.698418] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:01.698912] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:14:01.699784] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:01.699869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:01.700586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:01.700883] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:01.701465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:01.737247] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 13.4s | Global ETA: 16m 2s
[2025-11-25T12:14:01.737544] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:14:01.738544] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:01.738727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:01.740635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:01.741592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:01.742364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:14:01.743169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:01.871680] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:01.888085] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 7m 19s | Global ETA: 16m 2s
[2025-11-25T12:14:01.888243] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:14:01.889409] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:01.889507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:01.894907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:01.896942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:01.897625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:01.942880] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.63% | Symbol ETA: 34.6s | Global ETA: 16m 2s
[2025-11-25T12:14:02.053739] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:14:02.119796] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.78%, Actual: 4.72%
[2025-11-25T12:14:02.129229] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:14:02.226027] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:02.286019] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:14:02.297946] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 2.95%
[2025-11-25T12:14:02.301744] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:02.331740] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.26% | Symbol ETA: 1m 22s | Global ETA: 16m 2s
[2025-11-25T12:14:02.331958] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:14:02.332742] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:02.332832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:02.333519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:02.334400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:02.362974] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 12.5s | Global ETA: 16m 2s
[2025-11-25T12:14:02.363131] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:14:02.363939] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:02.364018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:02.365808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:02.366377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:02.366811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:14:02.367592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:02.462789] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:02.477146] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.35%, Actual: 0.61%
[2025-11-25T12:14:02.611677] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.23% | Symbol ETA: 7m 18s | Global ETA: 16m 2s
[2025-11-25T12:14:02.611982] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:14:02.612871] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:02.613018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:02.617917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:02.619812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:02.620387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:02.656238] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.63%, Actual: 1.35%
[2025-11-25T12:14:02.681378] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:14:02.730169] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:14:02.831527] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -0.32%, Actual: 0.93%
[2025-11-25T12:14:02.850898] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:02.908537] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:02.960721] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 2.78% | Symbol ETA: 1m 21s | Global ETA: 16m 2s
[2025-11-25T12:14:02.961022] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:14:02.961902] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:02.962047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:02.962900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:02.963936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:02.968850] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:14:02.972877] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 11.6s | Global ETA: 16m 2s
[2025-11-25T12:14:02.973211] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:14:02.974181] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:02.974353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:02.976262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:02.976929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:02.977447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:14:02.978187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:03.009005] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: -0.81%, Actual: 0.88%
[2025-11-25T12:14:03.141238] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:03.180274] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.77%, Actual: 2.44%
[2025-11-25T12:14:03.286436] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.85% | Symbol ETA: 7m 17s | Global ETA: 16m 2s
[2025-11-25T12:14:03.286756] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:14:03.287636] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:03.287796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:03.292970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:03.294975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:03.295551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:03.302718] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:14:03.326769] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:14:03.352688] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.53%, Actual: 0.61%
[2025-11-25T12:14:03.481299] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:03.504876] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:03.523854] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.90%, Actual: 2.94%
[2025-11-25T12:14:03.566728] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 10.9s | Global ETA: 16m 2s
[2025-11-25T12:14:03.567072] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:14:03.567998] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:03.568148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:03.570134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:03.571128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:03.571739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:14:03.572523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:03.589025] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.18% | Symbol ETA: 1m 20s | Global ETA: 16m 2s
[2025-11-25T12:14:03.589332] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:14:03.590226] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:03.590366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:03.591163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:03.592130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:03.639165] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:14:03.709060] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.63%, Actual: 0.29%
[2025-11-25T12:14:03.709512] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 44.5425%
[2025-11-25T12:14:03.709739] [INFO ] [main      ] CGAU: DISCARDED add_gap_morning_composite (score: 44.54%)
[2025-11-25T12:14:03.709872] [INFO ] [main      ] CGAU: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T12:14:03.710006] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_resolution_state']
[2025-11-25T12:14:03.710144] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:14:03.725211] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:03.726018] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:14:03.727055] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:03.727208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:03.732813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:03.735317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:03.736084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:03.736583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:03.797770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:03.814422] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:03.931355] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:14:03.942710] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:14:03.961635] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -2.44% | Symbol ETA: 7m 16s | Global ETA: 16m 2s
[2025-11-25T12:14:03.961960] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:14:03.962849] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:03.962929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:03.967820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:03.969764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:03.970274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:04.114048] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:04.116332] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:04.161690] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:14:04.177421] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 10.2s | Global ETA: 16m 2s
[2025-11-25T12:14:04.177759] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:14:04.178687] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:04.178844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:04.180705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:04.181366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:04.181930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:14:04.182743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:04.223186] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.59% | Symbol ETA: 1m 20s | Global ETA: 16m 2s
[2025-11-25T12:14:04.223485] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:14:04.224357] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:04.224505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:04.225268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:04.226286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:04.325118] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:14:04.342525] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:04.414416] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.63% | Symbol ETA: 37.5s | Global ETA: 16m 3s
[2025-11-25T12:14:04.414728] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:14:04.415570] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:04.415725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:04.420577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:04.422439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:04.423021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:04.423488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:04.482350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:04.499109] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:04.546137] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:14:04.579068] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:14:04.650592] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.74% | Symbol ETA: 7m 15s | Global ETA: 16m 3s
[2025-11-25T12:14:04.650756] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:14:04.651543] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:04.651679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:04.656424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:04.658266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:04.658802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:04.727696] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:04.760911] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:04.794120] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 9.6s | Global ETA: 16m 3s
[2025-11-25T12:14:04.794431] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:14:04.795399] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:04.795547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:04.797368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:04.797985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:04.798494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:14:04.799223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:04.838082] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:14:04.870657] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 1.89% | Symbol ETA: 1m 19s | Global ETA: 16m 3s
[2025-11-25T12:14:04.870962] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:14:04.871844] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:04.871998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:04.872809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:04.873876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:05.010383] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:05.018974] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:14:05.080385] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -2.37% | Symbol ETA: 36.7s | Global ETA: 16m 3s
[2025-11-25T12:14:05.080739] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:14:05.081579] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:05.081737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:05.086635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:05.088696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:05.089292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:05.089795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:05.147694] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:14:05.148005] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:05.190610] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:05.228843] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:14:05.323575] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:05.333401] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 2.19% | Symbol ETA: 7m 14s | Global ETA: 16m 3s
[2025-11-25T12:14:05.333729] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:14:05.334537] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:05.334696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:05.339544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:05.341396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:05.341968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:05.383188] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 8.9s | Global ETA: 16m 3s
[2025-11-25T12:14:05.383488] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:14:05.384291] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:05.384433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:05.386554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:05.387189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:05.387726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:14:05.388431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:05.403309] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:05.504820] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:14:05.508418] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.70% | Symbol ETA: 1m 18s | Global ETA: 16m 3s
[2025-11-25T12:14:05.508685] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:14:05.509543] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:05.509704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:05.510500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:05.511483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:05.686012] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:05.686767] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:14:05.743747] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:14:05.756751] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.41% | Symbol ETA: 36.0s | Global ETA: 16m 3s
[2025-11-25T12:14:05.756907] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:14:05.757701] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:05.757790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:05.762710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:05.764671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:05.765258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:05.765773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:05.824070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:05.853559] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:14:05.861070] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:05.939280] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:06.001611] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 8.3s | Global ETA: 16m 3s
[2025-11-25T12:14:06.001965] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:14:06.003093] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:06.003251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:06.005063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:06.005678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:06.006187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:14:06.006922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:06.010935] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -2.22% | Symbol ETA: 7m 14s | Global ETA: 16m 3s
[2025-11-25T12:14:06.011259] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:14:06.012283] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:06.012437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:06.017398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:06.019400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:06.020025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:06.023108] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:06.133803] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 1m 18s | Global ETA: 16m 3s
[2025-11-25T12:14:06.133964] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:14:06.134864] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:06.135099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:06.135979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:06.136978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:06.232040] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:14:06.359762] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:14:06.405635] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:06.416996] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:14:06.477838] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.41% | Symbol ETA: 35.4s | Global ETA: 16m 3s
[2025-11-25T12:14:06.478130] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:14:06.479034] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:06.479179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:06.484387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:06.486362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:06.486979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:06.487494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:06.527288] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:06.534614] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:14:06.545010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:06.584876] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 7.6s | Global ETA: 16m 3s
[2025-11-25T12:14:06.596978] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:06.706157] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:06.748504] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 5.02% | Symbol ETA: 7m 13s | Global ETA: 16m 3s
[2025-11-25T12:14:06.748821] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:14:06.749684] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:06.749823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:06.752728] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:14:06.754851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:06.756863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:06.757474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:06.810972] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 4.15% | Symbol ETA: 1m 17s | Global ETA: 16m 3s
[2025-11-25T12:14:06.811237] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:14:06.812120] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:06.812257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:06.813081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:06.814034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:06.892738] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:14:06.946526] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:14:07.065385] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:07.104630] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:14:07.116111] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:14:07.135222] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 34.7s | Global ETA: 16m 3s
[2025-11-25T12:14:07.135520] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:14:07.136367] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:07.136509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:07.141452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:07.143334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:07.143932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:07.144402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:07.154385] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:14:07.201281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:07.272011] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:07.283687] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:14:07.323532] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:07.413942] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.45% | Symbol ETA: 7m 12s | Global ETA: 16m 4s
[2025-11-25T12:14:07.427685] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.87% | Symbol ETA: 1m 16s | Global ETA: 16m 4s
[2025-11-25T12:14:07.427995] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:14:07.428904] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:07.429064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:07.429871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:07.430858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:07.450993] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:14:07.540981] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:14:07.583745] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -1.69%, Actual: 1.04%
[2025-11-25T12:14:07.617890] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:14:07.709471] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:07.753557] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 1.19%
[2025-11-25T12:14:07.773227] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:14:07.778773] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: -0.11% | Symbol ETA: 34.0s | Global ETA: 16m 4s
[2025-11-25T12:14:07.779077] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:14:07.779940] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:07.780083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:07.784947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:07.785934] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:14:07.786840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:07.787367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:07.787802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:07.851581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:07.929218] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.23%, Actual: 1.80%
[2025-11-25T12:14:07.946527] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:07.955148] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:14:08.049913] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 2.90% | Symbol ETA: 1m 16s | Global ETA: 16m 4s
[2025-11-25T12:14:08.098082] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.85%, Actual: 0.97%
[2025-11-25T12:14:08.123887] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:14:08.207591] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:14:08.221976] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.26%, Actual: 3.01%
[2025-11-25T12:14:08.267543] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -2.44%, Actual: 2.38%
[2025-11-25T12:14:08.291591] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:14:08.291917] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:14:08.292078] [INFO ] [main      ] GROV: DISCARDED add_overnight_gap_amplitude (score: 36.24%)
[2025-11-25T12:14:08.292195] [INFO ] [main      ] GROV: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:14:08.292300] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_overnight_gap_mag']
[2025-11-25T12:14:08.292405] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:14:08.305598] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:08.306372] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:14:08.307324] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:08.307466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:08.309253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:08.309878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:08.310354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:14:08.311136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:08.375805] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:08.393720] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 2.78%, Actual: 3.87%
[2025-11-25T12:14:08.437375] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.74%, Actual: 2.00%
[2025-11-25T12:14:08.446040] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 2.06% | Symbol ETA: 33.3s | Global ETA: 16m 4s
[2025-11-25T12:14:08.446343] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:14:08.447201] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:08.447345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:08.452252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:08.454134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:08.454638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:08.455190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:08.512557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:08.567103] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.18%, Actual: 0.49%
[2025-11-25T12:14:08.604806] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 2.19%, Actual: 0.86%
[2025-11-25T12:14:08.645054] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:14:08.738412] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.59%, Actual: 0.19%
[2025-11-25T12:14:08.772895] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -2.22%, Actual: 0.11%
[2025-11-25T12:14:08.812734] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:08.854297] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:14:08.872042] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.99% | Symbol ETA: 12.6s | Global ETA: 16m 4s
[2025-11-25T12:14:08.872348] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:14:08.873227] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:08.873369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:08.875130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:08.875786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:08.876275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:14:08.877127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:08.912798] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 1.89%, Actual: 2.33%
[2025-11-25T12:14:08.942630] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 5.02%, Actual: 0.30%
[2025-11-25T12:14:09.034340] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:09.087095] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.70%, Actual: 1.61%
[2025-11-25T12:14:09.103904] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -0.97% | Symbol ETA: 32.6s | Global ETA: 16m 4s
[2025-11-25T12:14:09.104172] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:14:09.105003] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:09.105146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:09.110056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:09.111934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:09.112514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:09.112715] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.45%, Actual: 1.77%
[2025-11-25T12:14:09.113042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:09.113076] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 39.1547%
[2025-11-25T12:14:09.113229] [INFO ] [main      ] APD: DISCARDED add_atr (score: 39.15%)
[2025-11-25T12:14:09.113348] [INFO ] [main      ] APD: Testing feature 3/53: add_atr_10
[2025-11-25T12:14:09.113449] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-25T12:14:09.113555] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:14:09.129155] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:09.129828] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:14:09.130957] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:09.131122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:09.137805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:09.140196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:14:09.140858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:09.170146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:09.216636] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:14:09.257480] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.76%, Actual: 0.03%
[2025-11-25T12:14:09.384315] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:09.427503] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 4.15%, Actual: 0.28%
[2025-11-25T12:14:09.442788] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -1.28% | Symbol ETA: 12.1s | Global ETA: 16m 4s
[2025-11-25T12:14:09.443056] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:14:09.443889] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:09.444030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:09.445779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:09.446348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:09.446844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:14:09.447616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:09.485594] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:14:09.513528] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:14:09.601272] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.87%, Actual: 3.25%
[2025-11-25T12:14:09.658326] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:09.684615] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:09.753228] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.20% | Symbol ETA: 31.9s | Global ETA: 16m 4s
[2025-11-25T12:14:09.753501] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:14:09.754288] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:09.754433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:09.759414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:09.761313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:09.761930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:09.762424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:09.773233] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 2.90%, Actual: 2.31%
[2025-11-25T12:14:09.773528] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 42.3817%
[2025-11-25T12:14:09.773674] [INFO ] [main      ] KNTK: DISCARDED add_composite_volatility_context (score: 42.38%)
[2025-11-25T12:14:09.773793] [INFO ] [main      ] KNTK: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T12:14:09.773897] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios']
[2025-11-25T12:14:09.774005] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:14:09.787580] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:14:09.789199] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:09.789842] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:14:09.790715] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:09.790787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:09.791490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:09.793937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:09.806361] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 3m 52s | Global ETA: 16m 4s
[2025-11-25T12:14:09.806510] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:14:09.807280] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:09.807372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:09.812100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:09.813958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:14:09.814451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:09.819199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:09.958415] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:10.017184] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.69% | Symbol ETA: 11.5s | Global ETA: 16m 4s
[2025-11-25T12:14:10.017455] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:14:10.018296] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:10.018435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:10.020181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:10.020818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:10.021304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:14:10.022096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:10.135807] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:14:10.154835] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:14:10.164493] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:14:10.307116] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:10.324342] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:10.333707] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:10.357689] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:14:10.407781] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -3.04% | Symbol ETA: 31.3s | Global ETA: 16m 5s
[2025-11-25T12:14:10.420002] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -3.45% | Symbol ETA: 1m 8s | Global ETA: 16m 5s
[2025-11-25T12:14:10.420309] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:14:10.421202] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:10.421376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:10.422251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:10.424744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:10.475057] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 3m 51s | Global ETA: 16m 5s
[2025-11-25T12:14:10.475393] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:14:10.476219] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:10.476357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:10.481131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:10.482963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:14:10.483508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:10.524889] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:10.582818] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.65% | Symbol ETA: 10.9s | Global ETA: 16m 5s
[2025-11-25T12:14:10.583096] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:14:10.583934] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:10.584072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:10.585807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:10.586374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:10.586878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:14:10.587671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:10.594381] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.63%, Actual: 4.72%
[2025-11-25T12:14:10.762438] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -2.37%, Actual: 2.95%
[2025-11-25T12:14:10.775622] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:14:10.821864] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:14:10.924426] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:14:10.934000] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.41%, Actual: 0.61%
[2025-11-25T12:14:10.951043] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:10.991157] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:11.063193] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 2.09% | Symbol ETA: 1m 7s | Global ETA: 16m 5s
[2025-11-25T12:14:11.063490] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:14:11.064388] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:11.064538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:11.065344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:11.067900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:11.095203] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:11.101813] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.41%, Actual: 1.35%
[2025-11-25T12:14:11.134070] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -2.95% | Symbol ETA: 3m 50s | Global ETA: 16m 5s
[2025-11-25T12:14:11.134243] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:14:11.135168] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:11.135312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:11.140080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:11.141916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:14:11.142474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:11.152983] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 10.4s | Global ETA: 16m 5s
[2025-11-25T12:14:11.153302] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:14:11.154136] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:11.154275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:11.156000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:11.156568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:11.157092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:14:11.157913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:11.270863] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: 0.34%, Actual: 0.93%
[2025-11-25T12:14:11.416859] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:14:11.439815] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.88%
[2025-11-25T12:14:11.480680] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:14:11.492260] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:14:11.593409] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:11.608148] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 2.06%, Actual: 2.44%
[2025-11-25T12:14:11.649335] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:11.659666] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:11.705846] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 1.33% | Symbol ETA: 1m 6s | Global ETA: 16m 5s
[2025-11-25T12:14:11.706150] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:14:11.707092] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:11.707236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:11.708046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:11.710519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:11.717592] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 9.8s | Global ETA: 16m 5s
[2025-11-25T12:14:11.717882] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:14:11.718713] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:11.718794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:11.720504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:11.721101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:11.721511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:14:11.722274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:11.776770] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -0.97%, Actual: 0.61%
[2025-11-25T12:14:11.795725] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -3.69% | Symbol ETA: 3m 50s | Global ETA: 16m 5s
[2025-11-25T12:14:11.796035] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:14:11.796875] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:11.797029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:11.801813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:11.803565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:14:11.804165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:11.946578] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.20%, Actual: 2.94%
[2025-11-25T12:14:12.060882] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:14:12.067709] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:14:12.115412] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -3.04%, Actual: 0.29%
[2025-11-25T12:14:12.115856] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 44.9646%
[2025-11-25T12:14:12.116082] [INFO ] [main      ] CGAU: DISCARDED add_gap_resolution_state (score: 44.96%)
[2025-11-25T12:14:12.116203] [INFO ] [main      ] CGAU: Testing feature 13/53: add_gaps
[2025-11-25T12:14:12.116322] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps']
[2025-11-25T12:14:12.116452] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:14:12.131910] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:12.132570] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:14:12.133702] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:12.133870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:12.139574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:12.141989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:12.142812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:12.143408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:14:12.144413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:12.146484] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:14:12.229202] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:12.245334] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:12.286622] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 9.2s | Global ETA: 16m 5s
[2025-11-25T12:14:12.286932] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:14:12.287817] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:12.287956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:12.289672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:12.290240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:12.290737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:14:12.291493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:12.316829] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:12.356286] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -6.35% | Symbol ETA: 1m 6s | Global ETA: 16m 5s
[2025-11-25T12:14:12.356585] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:14:12.357482] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:12.357627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:12.358441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:12.360908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:12.459346] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.77% | Symbol ETA: 3m 49s | Global ETA: 16m 5s
[2025-11-25T12:14:12.459519] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:14:12.460444] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:12.460584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:12.465451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:12.467304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:14:12.467911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:12.486941] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:14:12.632303] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:14:12.659437] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:12.719721] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:14:12.732154] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.81% | Symbol ETA: 33.4s | Global ETA: 16m 5s
[2025-11-25T12:14:12.732471] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:14:12.733334] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:12.733478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:12.738316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:12.740172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:12.740757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:12.741231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:14:12.742066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:12.801585] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:12.804384] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:14:12.858795] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 8.6s | Global ETA: 16m 5s
[2025-11-25T12:14:12.859082] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:14:12.859917] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:12.860089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:12.861816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:12.862384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:12.862820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:14:12.863569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:12.893087] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:12.972853] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:12.998662] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -2.53% | Symbol ETA: 1m 5s | Global ETA: 16m 6s
[2025-11-25T12:14:12.998951] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:14:12.999737] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:12.999872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:13.000622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:13.003020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:13.078794] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:14:13.120929] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.84% | Symbol ETA: 3m 48s | Global ETA: 16m 6s
[2025-11-25T12:14:13.121227] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:14:13.122091] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:13.122233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:13.127072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:13.128994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:14:13.129559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:13.200773] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:14:13.246838] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:13.316846] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -1.80% | Symbol ETA: 32.8s | Global ETA: 16m 6s
[2025-11-25T12:14:13.317024] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:14:13.317930] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:13.318069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:13.322872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:13.324597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:13.325174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:13.325671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:14:13.326483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:13.339888] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:14:13.369385] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:13.427150] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.82% | Symbol ETA: 8.1s | Global ETA: 16m 6s
[2025-11-25T12:14:13.427422] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:14:13.428289] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:13.428427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:13.430197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:13.430786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:13.431265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:14:13.432030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:13.468511] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:14:13.509674] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:13.617166] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 1.41% | Symbol ETA: 1m 5s | Global ETA: 16m 6s
[2025-11-25T12:14:13.617455] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:14:13.618292] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:13.618430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:13.619206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:13.621595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:13.638851] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:13.665465] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:14:13.769713] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:14:13.780266] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 2.10% | Symbol ETA: 3m 48s | Global ETA: 16m 6s
[2025-11-25T12:14:13.780424] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:14:13.781210] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:13.781286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:13.786118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:13.787994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:14:13.788628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:13.835171] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:13.909469] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.86% | Symbol ETA: 32.2s | Global ETA: 16m 6s
[2025-11-25T12:14:13.909821] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:14:13.910669] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:13.910815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:13.915579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:13.917450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:13.918057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:13.918541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:14:13.919405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:13.940972] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:13.964178] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:14:13.998412] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 7.5s | Global ETA: 16m 6s
[2025-11-25T12:14:14.133841] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:14.150747] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:14:14.169787] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.99%, Actual: 0.81%
[2025-11-25T12:14:14.239746] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 1m 4s | Global ETA: 16m 6s
[2025-11-25T12:14:14.240259] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:14:14.241290] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:14.241429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:14.242227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:14.244978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:14.270247] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:14:14.331507] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:14.341565] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -1.28%, Actual: 0.83%
[2025-11-25T12:14:14.444052] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:14.471314] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -2.63% | Symbol ETA: 3m 47s | Global ETA: 16m 6s
[2025-11-25T12:14:14.471615] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:14:14.472408] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:14.472546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:14.477507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:14.479465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:14:14.480047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:14.511213] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.69%, Actual: 2.84%
[2025-11-25T12:14:14.516033] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 4.46% | Symbol ETA: 31.6s | Global ETA: 16m 6s
[2025-11-25T12:14:14.516336] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:14:14.517208] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:14.517353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:14.522472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:14.524413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:14.525043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:14.525526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:14:14.526422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:14.587035] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:14:14.682315] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.65%, Actual: 0.58%
[2025-11-25T12:14:14.760338] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:14.832413] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:14:14.853790] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 4.52%
[2025-11-25T12:14:14.866128] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: -0.01% | Symbol ETA: 1m 3s | Global ETA: 16m 6s
[2025-11-25T12:14:14.866272] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:14:14.867095] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:14.867169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:14.867880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:14.870260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:14.874710] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:14:15.026373] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:15.026431] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:14:15.069691] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:15.140263] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.43% | Symbol ETA: 31.0s | Global ETA: 16m 6s
[2025-11-25T12:14:15.140418] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:14:15.141232] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:15.141465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:15.146394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:15.148369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:15.149069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:15.149567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:14:15.150449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:15.182595] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 6.16% | Symbol ETA: 3m 46s | Global ETA: 16m 6s
[2025-11-25T12:14:15.182964] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:14:15.184157] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:15.184334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:15.191275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:15.193832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:14:15.194568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:15.196409] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:14:15.214770] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:14:15.368780] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:14:15.386592] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:15.492853] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -1.21% | Symbol ETA: 1m 3s | Global ETA: 16m 6s
[2025-11-25T12:14:15.493119] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:14:15.493975] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:15.494113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:15.494924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:15.497410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:15.502209] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:14:15.540257] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.82%, Actual: 5.47%
[2025-11-25T12:14:15.541394] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:14:15.676304] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:15.711420] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:14:15.711830] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.9541%
[2025-11-25T12:14:15.711989] [INFO ] [main      ] GROV: DISCARDED add_overnight_gap_mag (score: 36.95%)
[2025-11-25T12:14:15.712107] [INFO ] [main      ] GROV: Testing feature 29/53: add_pct_change
[2025-11-25T12:14:15.712112] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:15.712222] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_pct_change']
[2025-11-25T12:14:15.712380] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:14:15.726036] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:15.726559] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:14:15.727514] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:15.727680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:15.729482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:15.730124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:15.730605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:14:15.732664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:15.750016] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: -1.08% | Symbol ETA: 30.4s | Global ETA: 16m 6s
[2025-11-25T12:14:15.750327] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:14:15.751207] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:15.751362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:15.756337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:15.758393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:15.759103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:15.759610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:14:15.760489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:15.837954] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:14:15.854456] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.37% | Symbol ETA: 3m 46s | Global ETA: 16m 7s
[2025-11-25T12:14:16.010172] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:16.027127] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 0.29%, Actual: 1.04%
[2025-11-25T12:14:16.070417] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:14:16.116120] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 3.08% | Symbol ETA: 1m 2s | Global ETA: 16m 7s
[2025-11-25T12:14:16.147348] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:14:16.198578] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 1.19%
[2025-11-25T12:14:16.242845] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:16.291351] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -3.45%, Actual: 3.01%
[2025-11-25T12:14:16.308535] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 3.19% | Symbol ETA: 11.6s | Global ETA: 16m 7s
[2025-11-25T12:14:16.308855] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:14:16.309721] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:16.309885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:16.311798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:16.312506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:16.313032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:14:16.315127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:16.317817] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:16.376280] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -2.95%, Actual: 1.80%
[2025-11-25T12:14:16.387371] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.58% | Symbol ETA: 29.8s | Global ETA: 16m 7s
[2025-11-25T12:14:16.387658] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:14:16.388476] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:16.388618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:16.393442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:16.395294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:16.395872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:16.396343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:14:16.397221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:16.463983] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 2.09%, Actual: 3.87%
[2025-11-25T12:14:16.557591] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -3.69%, Actual: 0.97%
[2025-11-25T12:14:16.637408] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 1.33%, Actual: 0.49%
[2025-11-25T12:14:16.654436] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:14:16.732694] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.77%, Actual: 2.38%
[2025-11-25T12:14:16.733405] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:14:16.809574] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -6.35%, Actual: 0.19%
[2025-11-25T12:14:16.824329] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:16.889556] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -6.79% | Symbol ETA: 11.0s | Global ETA: 16m 7s
[2025-11-25T12:14:16.889714] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:14:16.890562] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:16.890714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:16.892465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:16.893062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:16.893537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:14:16.895591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:16.903090] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:16.910065] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.84%, Actual: 2.00%
[2025-11-25T12:14:16.972590] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.53% | Symbol ETA: 29.2s | Global ETA: 16m 7s
[2025-11-25T12:14:16.972759] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:14:16.973512] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:16.973587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:16.978423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:16.980214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:16.980757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:16.981174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:14:16.981955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:16.984225] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -2.53%, Actual: 2.33%
[2025-11-25T12:14:17.084341] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 2.10%, Actual: 0.86%
[2025-11-25T12:14:17.154914] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 1.41%, Actual: 1.61%
[2025-11-25T12:14:17.238241] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:14:17.259591] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -2.63%, Actual: 0.11%
[2025-11-25T12:14:17.325192] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 0.03%
[2025-11-25T12:14:17.336917] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:14:17.411917] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:17.433860] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 6.16%, Actual: 0.30%
[2025-11-25T12:14:17.475544] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -3.24% | Symbol ETA: 10.4s | Global ETA: 16m 7s
[2025-11-25T12:14:17.475824] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:14:17.476638] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:17.476794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:17.478573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:17.479169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:17.479671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:14:17.481785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:17.495438] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: -0.01%, Actual: 0.28%
[2025-11-25T12:14:17.526421] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:17.596422] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 0.57% | Symbol ETA: 28.6s | Global ETA: 16m 7s
[2025-11-25T12:14:17.596616] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:14:17.597798] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:17.597973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:17.603548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:17.605519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:17.606121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:17.606608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:14:17.607514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:17.608447] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.37%, Actual: 1.77%
[2025-11-25T12:14:17.608881] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 31.6078%
[2025-11-25T12:14:17.609046] [INFO ] [main      ] APD: DISCARDED add_atr_10 (score: 31.61%)
[2025-11-25T12:14:17.609166] [INFO ] [main      ] APD: Testing feature 4/53: add_atr_5
[2025-11-25T12:14:17.609270] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5']
[2025-11-25T12:14:17.609380] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:14:17.622570] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:17.623155] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:14:17.624074] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:17.624214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:17.629349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:17.631447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:17.632124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:17.664286] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 3.25%
[2025-11-25T12:14:17.824116] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:14:17.835013] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 3.08%, Actual: 2.31%
[2025-11-25T12:14:17.835417] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 43.9669%
[2025-11-25T12:14:17.835584] [INFO ] [main      ] KNTK: DISCARDED add_day_shape_ratios (score: 43.97%)
[2025-11-25T12:14:17.835719] [INFO ] [main      ] KNTK: Testing feature 8/53: add_directional_consistency
[2025-11-25T12:14:17.835826] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency']
[2025-11-25T12:14:17.835939] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:14:17.851553] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:17.852217] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:14:17.853136] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:17.853280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:17.854097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:17.956283] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:14:17.979068] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:14:17.981551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:17.994377] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:18.058616] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.23% | Symbol ETA: 9.9s | Global ETA: 16m 7s
[2025-11-25T12:14:18.058915] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:14:18.059751] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:18.059889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:18.061592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:18.062177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:18.062666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:14:18.064618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:18.131481] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:18.155119] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:18.201561] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.77% | Symbol ETA: 28.0s | Global ETA: 16m 7s
[2025-11-25T12:14:18.305545] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -1.69% | Symbol ETA: 2m 25s | Global ETA: 16m 7s
[2025-11-25T12:14:18.305902] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:14:18.306746] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:18.306883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:18.311630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:18.313440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:18.314003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:18.325846] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:14:18.374275] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.81%, Actual: 4.72%
[2025-11-25T12:14:18.406377] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:14:18.498412] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:18.547930] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -1.80%, Actual: 2.95%
[2025-11-25T12:14:18.573467] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:18.607179] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -4.65% | Symbol ETA: 58.6s | Global ETA: 16m 7s
[2025-11-25T12:14:18.607488] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:14:18.608382] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:18.608529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:18.609328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:18.635292] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.28% | Symbol ETA: 9.3s | Global ETA: 16m 7s
[2025-11-25T12:14:18.635600] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:14:18.636436] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:18.636577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:18.638328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:18.638920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:18.639392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:14:18.641461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:18.647574] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:14:18.723548] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.86%, Actual: 0.61%
[2025-11-25T12:14:18.740584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:18.825847] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:18.895270] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 4.46%, Actual: 1.35%
[2025-11-25T12:14:18.977074] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 2m 24s | Global ETA: 16m 8s
[2025-11-25T12:14:18.977373] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:14:18.978283] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:18.978445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:18.979286] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:14:18.983691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:18.985678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:18.986269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:19.068789] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.43%, Actual: 0.93%
[2025-11-25T12:14:19.086240] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:14:19.152518] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:19.217923] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 3.65% | Symbol ETA: 8.7s | Global ETA: 16m 8s
[2025-11-25T12:14:19.218232] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:14:19.219115] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:19.219264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:19.221077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:19.221697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:19.222179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:14:19.224318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:19.241244] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: -1.08%, Actual: 0.88%
[2025-11-25T12:14:19.257780] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:19.344477] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:14:19.364387] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.53% | Symbol ETA: 57.9s | Global ETA: 16m 8s
[2025-11-25T12:14:19.364699] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:14:19.365577] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:19.365738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:19.366487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:19.412519] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.58%, Actual: 2.44%
[2025-11-25T12:14:19.497884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:19.525130] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:19.583274] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.53%, Actual: 0.61%
[2025-11-25T12:14:19.586080] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:14:19.676548] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.23% | Symbol ETA: 2m 24s | Global ETA: 16m 8s
[2025-11-25T12:14:19.676832] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:14:19.677723] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:19.677863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:19.683203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:19.685800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:19.686457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:19.760637] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 0.57%, Actual: 2.94%
[2025-11-25T12:14:19.771202] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:19.835318] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.30% | Symbol ETA: 8.1s | Global ETA: 16m 8s
[2025-11-25T12:14:19.835603] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:14:19.836384] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:19.836523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:19.838282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:19.838870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:19.839344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:14:19.841395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:19.843508] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:14:19.932859] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.77%, Actual: 0.29%
[2025-11-25T12:14:19.933255] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 42.6313%
[2025-11-25T12:14:19.933418] [INFO ] [main      ] CGAU: DISCARDED add_gaps (score: 42.63%)
[2025-11-25T12:14:19.933535] [INFO ] [main      ] CGAU: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:14:19.933658] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies']
[2025-11-25T12:14:19.933769] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:14:19.947206] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:19.947974] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:14:19.948946] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:19.949033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:19.954093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:19.955980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:19.956503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:19.956939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:19.958258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:20.012342] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:20.036609] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:14:20.118404] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 2.08% | Symbol ETA: 57.1s | Global ETA: 16m 8s
[2025-11-25T12:14:20.118554] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:14:20.119324] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:20.119397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:20.120102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:20.184760] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:14:20.212137] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:20.247951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:20.308698] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:14:20.356280] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.85% | Symbol ETA: 2m 23s | Global ETA: 16m 8s
[2025-11-25T12:14:20.356434] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:14:20.357245] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:20.357340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:20.362152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:20.362742] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:20.364343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:20.364940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:20.430986] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -1.26% | Symbol ETA: 7.5s | Global ETA: 16m 8s
[2025-11-25T12:14:20.431167] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:14:20.432023] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:20.432247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:20.434185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:20.435044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:20.435673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:14:20.438440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:20.551961] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:20.588018] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:14:20.623277] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 3.04% | Symbol ETA: 29.5s | Global ETA: 16m 8s
[2025-11-25T12:14:20.623580] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:14:20.624454] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:20.624603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:20.629595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:20.631574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:20.632185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:20.632703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:20.633983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:20.758075] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:20.790734] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:14:20.802602] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:14:20.860337] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.22% | Symbol ETA: 56.3s | Global ETA: 16m 8s
[2025-11-25T12:14:20.860630] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:14:20.861462] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:20.861601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:20.862567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:20.970123] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:20.978511] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:20.981130] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:14:20.985452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:21.040340] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.17% | Symbol ETA: 7.0s | Global ETA: 16m 8s
[2025-11-25T12:14:21.040518] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:14:21.041295] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:21.041509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:21.043230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:21.043807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:21.044277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:14:21.046329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:21.122421] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -2.44% | Symbol ETA: 2m 22s | Global ETA: 16m 8s
[2025-11-25T12:14:21.122739] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:14:21.123734] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:21.123885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:21.129144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:21.131449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:21.132131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:21.158195] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:21.230375] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 28.6s | Global ETA: 16m 8s
[2025-11-25T12:14:21.230540] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:14:21.231541] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:21.231631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:21.237472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:21.239575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:21.240368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:21.240875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:21.242147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:21.329440] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:14:21.385524] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:14:21.498080] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:14:21.506351] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:21.556703] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:21.580948] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:14:21.608065] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 55.6s | Global ETA: 16m 9s
[2025-11-25T12:14:21.608362] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:14:21.609205] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:21.609348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:21.610128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:21.618176] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 6.4s | Global ETA: 16m 9s
[2025-11-25T12:14:21.670138] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:21.743216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:21.749633] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:21.787511] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 3.19%, Actual: 0.81%
[2025-11-25T12:14:21.822165] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.74% | Symbol ETA: 2m 22s | Global ETA: 16m 9s
[2025-11-25T12:14:21.822479] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:14:21.823329] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:21.823470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:21.823539] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.46% | Symbol ETA: 27.8s | Global ETA: 16m 9s
[2025-11-25T12:14:21.823711] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:14:21.824491] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:21.824561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:21.828633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:21.829476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:21.830509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:21.831063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:21.831223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:21.831728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:21.832126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:21.833287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:21.956602] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -6.79%, Actual: 0.83%
[2025-11-25T12:14:22.118705] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:14:22.125921] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -3.24%, Actual: 2.84%
[2025-11-25T12:14:22.191986] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:14:22.200154] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:14:22.292993] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.23%, Actual: 0.58%
[2025-11-25T12:14:22.303857] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:22.365435] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:22.373797] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:22.413323] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -1.43% | Symbol ETA: 54.9s | Global ETA: 16m 9s
[2025-11-25T12:14:22.413679] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:14:22.414625] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:22.414786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:22.415691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:22.437776] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 27.2s | Global ETA: 16m 9s
[2025-11-25T12:14:22.438090] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:14:22.438962] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:22.439104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:22.444040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:22.445931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:22.446499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:22.446988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:22.448275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:22.462412] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.28%, Actual: 4.52%
[2025-11-25T12:14:22.516007] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 2.19% | Symbol ETA: 2m 21s | Global ETA: 16m 9s
[2025-11-25T12:14:22.516311] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:14:22.517175] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:22.517314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:22.522194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:22.524181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:22.524829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:22.548454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:22.633852] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 3.65%, Actual: 2.39%
[2025-11-25T12:14:22.789580] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:14:22.803053] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.30%, Actual: 1.30%
[2025-11-25T12:14:22.870254] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:14:22.912165] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:14:22.960277] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:22.971360] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -1.26%, Actual: 0.94%
[2025-11-25T12:14:23.030735] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -0.58% | Symbol ETA: 26.5s | Global ETA: 16m 9s
[2025-11-25T12:14:23.031051] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:14:23.031899] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:23.032046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:23.036916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:23.038791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:23.039375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:23.039804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:23.041070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:23.044833] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:23.094132] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:23.140707] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.17%, Actual: 5.47%
[2025-11-25T12:14:23.186684] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -2.22% | Symbol ETA: 2m 20s | Global ETA: 16m 9s
[2025-11-25T12:14:23.186992] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:14:23.187880] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:23.188015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:23.192865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:23.194824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:23.195416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:23.207736] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 1.59% | Symbol ETA: 54.1s | Global ETA: 16m 9s
[2025-11-25T12:14:23.208029] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:14:23.208924] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:23.209071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:23.209887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:23.309027] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 1.52%
[2025-11-25T12:14:23.309429] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 44.6065%
[2025-11-25T12:14:23.309534] [INFO ] [main      ] GROV: DISCARDED add_pct_change (score: 44.61%)
[2025-11-25T12:14:23.309669] [INFO ] [main      ] GROV: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:14:23.309778] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag']
[2025-11-25T12:14:23.309887] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:14:23.325029] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:23.325526] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:14:23.326465] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:23.326607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:23.328431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:23.329048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:23.329527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:14:23.330635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:23.331090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:23.388955] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:14:23.543437] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:14:23.556911] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:23.626888] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.68% | Symbol ETA: 25.9s | Global ETA: 16m 9s
[2025-11-25T12:14:23.627208] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:14:23.628043] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:23.628184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:23.632933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:23.634768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:23.635328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:23.635813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:23.637069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:23.667825] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:14:23.686408] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:14:23.725193] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:23.835274] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:23.864005] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:23.881079] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 5.02% | Symbol ETA: 2m 19s | Global ETA: 16m 9s
[2025-11-25T12:14:23.881260] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:14:23.882285] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:14:23.882447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:23.887774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:23.889936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:23.890632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:23.925270] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 11.4s | Global ETA: 16m 9s
[2025-11-25T12:14:23.925428] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:14:23.926397] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:23.926488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:23.928490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:23.929030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:23.929496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:14:23.930682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:23.937338] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 2.30% | Symbol ETA: 53.3s | Global ETA: 16m 9s
[2025-11-25T12:14:23.937632] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:14:23.938489] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:23.938632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:23.939404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:23.972594] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:14:24.058397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:24.142462] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:24.212782] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 2.08% | Symbol ETA: 25.3s | Global ETA: 16m 9s
[2025-11-25T12:14:24.213089] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:14:24.213934] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:24.214073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:24.219200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:24.221113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:24.221702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:24.222173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:24.223418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:24.276850] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:14:24.287786] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:14:24.416943] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:14:24.446002] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:24.459342] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:24.517893] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 10.8s | Global ETA: 16m 10s
[2025-11-25T12:14:24.518164] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:14:24.519017] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:24.519159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:24.520915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:24.521489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:24.521981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:14:24.523102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:24.560938] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:14:24.591158] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:24.592245] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.45% | Symbol ETA: 2m 19s | Global ETA: 16m 10s
[2025-11-25T12:14:24.695810] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.80% | Symbol ETA: 52.6s | Global ETA: 16m 10s
[2025-11-25T12:14:24.695960] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:14:24.697111] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:24.697193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:24.697937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:24.730841] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:24.780345] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -1.69%, Actual: 1.04%
[2025-11-25T12:14:24.804952] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.88% | Symbol ETA: 24.7s | Global ETA: 16m 10s
[2025-11-25T12:14:24.805102] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:14:24.805869] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:24.805945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:24.810683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:24.812485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:24.813002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:24.813401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:24.814591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:24.827877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:24.862866] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:14:24.959260] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 1.19%
[2025-11-25T12:14:25.032156] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:25.090278] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 10.1s | Global ETA: 16m 10s
[2025-11-25T12:14:25.090558] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:14:25.091328] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:25.091467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:25.093203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:25.093788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:25.094261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:14:25.095359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:25.131213] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.23%, Actual: 1.80%
[2025-11-25T12:14:25.152329] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:14:25.183271] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:14:25.302067] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.85%, Actual: 0.97%
[2025-11-25T12:14:25.322217] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:25.362252] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:25.390684] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 24.1s | Global ETA: 16m 10s
[2025-11-25T12:14:25.390983] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:14:25.391831] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:14:25.391974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:25.396784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:25.398765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:25.399375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:25.399886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:25.401156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:25.433008] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:14:25.460826] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 2.38% | Symbol ETA: 51.8s | Global ETA: 16m 10s
[2025-11-25T12:14:25.484912] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -2.44%, Actual: 2.38%
[2025-11-25T12:14:25.601583] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:25.632474] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -4.65%, Actual: 3.01%
[2025-11-25T12:14:25.660462] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 9.5s | Global ETA: 16m 10s
[2025-11-25T12:14:25.660767] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:14:25.661044] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.74%, Actual: 2.00%
[2025-11-25T12:14:25.661588] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:25.661684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:25.663346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:25.663953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:25.664430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:14:25.665554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:25.740518] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:14:25.803367] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.53%, Actual: 3.87%
[2025-11-25T12:14:25.834438] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 2.19%, Actual: 0.86%
[2025-11-25T12:14:25.910629] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:25.971246] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 2.08%, Actual: 0.49%
[2025-11-25T12:14:25.979989] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.00% | Symbol ETA: 23.5s | Global ETA: 16m 10s
[2025-11-25T12:14:26.005718] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -2.22%, Actual: 0.11%
[2025-11-25T12:14:26.006626] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:14:26.139206] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.22%, Actual: 0.19%
[2025-11-25T12:14:26.150155] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 3.04%, Actual: 4.72%
[2025-11-25T12:14:26.173180] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 5.02%, Actual: 0.30%
[2025-11-25T12:14:26.179995] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:26.241032] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 8.9s | Global ETA: 16m 10s
[2025-11-25T12:14:26.241303] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:14:26.242183] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:26.242331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:26.244393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:26.245017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:26.245504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:14:26.246682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:26.305742] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 2.33%
[2025-11-25T12:14:26.320914] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 2.95%
[2025-11-25T12:14:26.341268] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.45%, Actual: 1.77%
[2025-11-25T12:14:26.341672] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 39.1547%
[2025-11-25T12:14:26.341836] [INFO ] [main      ] APD: DISCARDED add_atr_5 (score: 39.15%)
[2025-11-25T12:14:26.341951] [INFO ] [main      ] APD: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T12:14:26.342055] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment']
[2025-11-25T12:14:26.342167] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:14:26.354254] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:26.354827] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:14:26.355735] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:26.355872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:26.360633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:26.361525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:26.472920] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -1.43%, Actual: 1.61%
[2025-11-25T12:14:26.491117] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.46%, Actual: 0.61%
[2025-11-25T12:14:26.587685] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:14:26.640788] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 1.59%, Actual: 0.03%
[2025-11-25T12:14:26.659572] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.58%, Actual: 1.35%
[2025-11-25T12:14:26.698036] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:14:26.761435] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:26.819157] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 8.4s | Global ETA: 16m 10s
[2025-11-25T12:14:26.819432] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:14:26.820261] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:26.820400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:26.821799] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 2.30%, Actual: 0.28%
[2025-11-25T12:14:26.822116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:26.822714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:26.823190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:14:26.824295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:26.828324] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -0.58%, Actual: 0.93%
[2025-11-25T12:14:26.869236] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:26.991289] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.80%, Actual: 3.25%
[2025-11-25T12:14:26.999258] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.68%, Actual: 0.88%
[2025-11-25T12:14:27.014414] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.89% | Symbol ETA: 1m 51s | Global ETA: 16m 10s
[2025-11-25T12:14:27.014699] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:14:27.015532] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:27.015684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:27.020481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:27.021382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:27.161141] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:14:27.162110] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 2.38%, Actual: 2.31%
[2025-11-25T12:14:27.162432] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 41.6668%
[2025-11-25T12:14:27.162591] [INFO ] [main      ] KNTK: DISCARDED add_directional_consistency (score: 41.67%)
[2025-11-25T12:14:27.162735] [INFO ] [main      ] KNTK: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T12:14:27.162842] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_fullday_parkinson_range']
[2025-11-25T12:14:27.162948] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:14:27.170893] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 2.08%, Actual: 2.44%
[2025-11-25T12:14:27.176888] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:27.177548] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:14:27.178419] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:27.178492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:27.179213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:14:27.180970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:27.329452] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:27.340715] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.88%, Actual: 0.61%
[2025-11-25T12:14:27.372549] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:14:27.387528] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 7.8s | Global ETA: 16m 11s
[2025-11-25T12:14:27.387801] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:14:27.388612] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:27.388769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:27.390477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:27.391066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:27.391539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:14:27.392629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:27.509538] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 1.95%, Actual: 2.94%
[2025-11-25T12:14:27.515394] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:14:27.541434] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:27.678318] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.00%, Actual: 0.29%
[2025-11-25T12:14:27.678755] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 49.3913%
[2025-11-25T12:14:27.678945] [INFO ] [main      ] CGAU: KEPT add_intraday_skewness_proxies (score: 49.39%)
[2025-11-25T12:14:27.679065] [INFO ] [main      ] CGAU: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:14:27.679195] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile']
[2025-11-25T12:14:27.679308] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:14:27.683629] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:27.685119] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -1.69% | Symbol ETA: 1m 50s | Global ETA: 16m 11s
[2025-11-25T12:14:27.685420] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:14:27.686257] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:27.686395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:27.691192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:27.692084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:27.692664] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:27.693406] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:14:27.694334] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:27.694474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:27.699524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:27.701387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:27.701961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:27.702432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:27.703590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:14:27.732637] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:14:27.788327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:27.792220] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -4.96% | Symbol ETA: 56.8s | Global ETA: 16m 11s
[2025-11-25T12:14:27.792366] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:14:27.793152] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:27.793225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:27.793935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:14:27.795524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:27.903084] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:27.961027] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 7.2s | Global ETA: 16m 11s
[2025-11-25T12:14:27.961321] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:14:27.962157] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:27.962253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:27.963918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:27.964496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:27.964986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:14:27.966092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:28.031308] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:14:28.128704] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:14:28.132987] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:14:28.200054] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:28.297262] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:28.305340] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:14:28.305298] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:28.339627] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.03% | Symbol ETA: 1m 49s | Global ETA: 16m 11s
[2025-11-25T12:14:28.339933] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:14:28.340790] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:28.340927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:28.345695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:28.346563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:28.369027] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.80% | Symbol ETA: 27.1s | Global ETA: 16m 11s
[2025-11-25T12:14:28.369329] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:14:28.370133] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:28.370280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:28.375291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:28.377213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:28.377801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:28.378347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:28.379602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:14:28.410223] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 6.71% | Symbol ETA: 56.2s | Global ETA: 16m 11s
[2025-11-25T12:14:28.410512] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:14:28.411351] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:28.411491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:28.412266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:14:28.413950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:28.467417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:28.474292] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:28.532054] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 6.6s | Global ETA: 16m 11s
[2025-11-25T12:14:28.532232] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:14:28.533129] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:28.533274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:28.534964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:28.535533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:28.536023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:14:28.537183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:28.681916] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:14:28.750973] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:14:28.809068] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:14:28.853288] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:28.878514] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:14:28.917099] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:28.978636] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:28.992351] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -3.78% | Symbol ETA: 1m 49s | Global ETA: 16m 11s
[2025-11-25T12:14:28.992662] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:14:28.993480] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:28.993621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:28.998439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:28.999335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:29.020159] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.98% | Symbol ETA: 55.6s | Global ETA: 16m 11s
[2025-11-25T12:14:29.020440] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:14:29.021272] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:29.021409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:29.022178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:14:29.023842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:29.047287] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:29.049107] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -2.98% | Symbol ETA: 26.4s | Global ETA: 16m 11s
[2025-11-25T12:14:29.049423] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:14:29.050248] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:29.050390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:29.055184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:29.057048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:29.057598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:29.058083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:29.059329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:14:29.104470] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6.0s | Global ETA: 16m 11s
[2025-11-25T12:14:29.144861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:29.277079] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:14:29.334815] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:14:29.358563] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:14:29.450832] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:14:29.479916] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:14:29.504796] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:29.524947] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:29.621320] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:14:29.629229] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 55.0s | Global ETA: 16m 11s
[2025-11-25T12:14:29.629487] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:14:29.630275] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:29.630414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:29.631191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:14:29.632862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:29.646190] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:29.646317] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 1m 48s | Global ETA: 16m 11s
[2025-11-25T12:14:29.646627] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:14:29.647478] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:29.647617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:29.652375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:29.653255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:29.719388] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -0.72% | Symbol ETA: 25.7s | Global ETA: 16m 11s
[2025-11-25T12:14:29.719681] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:14:29.720510] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:29.720666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:29.725400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:29.727271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:29.727777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:29.728240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:29.729466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:14:29.802586] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:14:29.816025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:29.968629] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:14:29.986283] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:14:29.995669] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:14:30.135633] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:30.153019] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:14:30.164852] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:14:30.166585] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:30.237130] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 54.4s | Global ETA: 16m 12s
[2025-11-25T12:14:30.237414] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:14:30.238288] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:30.238438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:30.239214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:14:30.240888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:30.317412] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 1m 47s | Global ETA: 16m 12s
[2025-11-25T12:14:30.317823] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:14:30.318982] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:30.319156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:30.322314] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:30.324176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:30.325192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:30.342486] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:14:30.392342] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 3.46% | Symbol ETA: 25.1s | Global ETA: 16m 12s
[2025-11-25T12:14:30.392665] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:14:30.393510] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:30.393669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:30.398475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:30.400331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:30.401021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:30.401495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:30.402751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:14:30.486536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:30.515285] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:14:30.575958] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:14:30.668174] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:14:30.688055] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:14:30.743016] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:30.822686] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:14:30.846136] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 1.42% | Symbol ETA: 53.7s | Global ETA: 16m 12s
[2025-11-25T12:14:30.846314] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:14:30.847408] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:30.847555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:30.848333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:14:30.850120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:30.855511] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:30.859804] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:14:30.860183] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:14:30.860360] [INFO ] [main      ] GROV: DISCARDED add_preclose_acceleration_mag (score: 36.24%)
[2025-11-25T12:14:30.860479] [INFO ] [main      ] GROV: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:14:30.860587] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_prev_1100_to_open']
[2025-11-25T12:14:30.860712] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:14:30.874876] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:30.875442] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:14:30.876395] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:30.876539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:30.878377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:30.879011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:30.879422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:14:30.880193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:30.989562] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:31.003004] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.51% | Symbol ETA: 1m 47s | Global ETA: 16m 12s
[2025-11-25T12:14:31.003344] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:14:31.004259] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:31.004409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:31.009474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:31.010377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:31.059367] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -2.32% | Symbol ETA: 24.4s | Global ETA: 16m 12s
[2025-11-25T12:14:31.059654] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:14:31.060466] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:31.060609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:31.065413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:31.067274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:31.067858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:31.068326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:31.069556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:14:31.152334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:31.185898] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:14:31.222144] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:14:31.353842] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:31.358396] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:14:31.392096] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:31.450412] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 10.7s | Global ETA: 16m 12s
[2025-11-25T12:14:31.450579] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:14:31.451351] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:31.451439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:31.453096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:31.453602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:31.454025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:14:31.454739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:31.458966] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.47% | Symbol ETA: 53.1s | Global ETA: 16m 12s
[2025-11-25T12:14:31.459111] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:14:31.459883] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:31.459955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:31.460634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:14:31.462240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:31.498637] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:14:31.527896] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:31.666703] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:31.667410] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.81% | Symbol ETA: 1m 46s | Global ETA: 16m 12s
[2025-11-25T12:14:31.667552] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:14:31.668340] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:31.668476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:31.673336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:31.674160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:31.737538] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 23.7s | Global ETA: 16m 12s
[2025-11-25T12:14:31.737723] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:14:31.738673] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:31.738812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:31.743572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:31.745392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:31.745965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:31.746439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:31.747750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:14:31.797476] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:14:31.800449] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:14:31.835602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:31.968975] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:31.972052] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:32.029191] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 10.2s | Global ETA: 16m 12s
[2025-11-25T12:14:32.029489] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:14:32.029774] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:14:32.030323] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:32.030400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:32.032244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:32.033022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:32.033494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:14:32.034268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:32.081010] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.63% | Symbol ETA: 52.5s | Global ETA: 16m 12s
[2025-11-25T12:14:32.081315] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:14:32.082209] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:32.082350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:32.083183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:14:32.085076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:32.195556] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:14:32.204796] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:32.354979] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 1.04% | Symbol ETA: 1m 45s | Global ETA: 16m 12s
[2025-11-25T12:14:32.355137] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:14:32.355932] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:32.356006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:32.360824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:32.361691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:32.365030] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:32.393948] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:14:32.431774] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:14:32.435400] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.60% | Symbol ETA: 23.1s | Global ETA: 16m 12s
[2025-11-25T12:14:32.435569] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:14:32.436331] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:32.436568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:32.441534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:32.443367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:32.443941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:32.444409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:32.445636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:14:32.528230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:32.561200] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:32.605533] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:32.620072] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 9.6s | Global ETA: 16m 12s
[2025-11-25T12:14:32.620376] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:14:32.621260] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:32.621399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:32.623125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:32.623716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:32.624185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:14:32.624962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:32.707043] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:14:32.708920] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.60% | Symbol ETA: 51.9s | Global ETA: 16m 12s
[2025-11-25T12:14:32.709211] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:14:32.710107] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:32.710257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:32.711091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:14:32.712842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:32.864598] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:14:32.879719] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:32.998351] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:14:33.031063] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.63% | Symbol ETA: 1m 45s | Global ETA: 16m 12s
[2025-11-25T12:14:33.032565] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:33.071315] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:14:33.102708] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.25% | Symbol ETA: 22.4s | Global ETA: 16m 13s
[2025-11-25T12:14:33.103005] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:14:33.103850] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:33.103991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:33.108888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:33.110734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:33.111291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:33.111784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:33.113028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:14:33.170382] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:33.194667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:33.209179] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.89%, Actual: 1.04%
[2025-11-25T12:14:33.229222] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 9.1s | Global ETA: 16m 13s
[2025-11-25T12:14:33.229523] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:14:33.230414] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:33.230560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:33.232383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:33.233001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:33.233499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:14:33.234305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:33.243271] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:33.343553] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.70% | Symbol ETA: 51.3s | Global ETA: 16m 13s
[2025-11-25T12:14:33.380510] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -1.69%, Actual: 1.19%
[2025-11-25T12:14:33.513119] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -4.96%, Actual: 3.01%
[2025-11-25T12:14:33.531551] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:14:33.551156] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.03%, Actual: 1.80%
[2025-11-25T12:14:33.570688] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:14:33.683151] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 6.71%, Actual: 3.87%
[2025-11-25T12:14:33.701139] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:33.723034] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -3.78%, Actual: 0.97%
[2025-11-25T12:14:33.738044] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:33.772266] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.70% | Symbol ETA: 21.7s | Global ETA: 16m 13s
[2025-11-25T12:14:33.772563] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:14:33.773463] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:33.773611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:33.778498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:33.780364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:33.780947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:33.781352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:33.782606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:14:33.795863] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 8.5s | Global ETA: 16m 13s
[2025-11-25T12:14:33.796144] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:14:33.796979] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:33.797148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:33.798879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:33.799441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:33.799932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:14:33.800700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:33.854460] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.98%, Actual: 0.49%
[2025-11-25T12:14:33.866904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:33.895423] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 2.38%
[2025-11-25T12:14:34.022804] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 0.19%
[2025-11-25T12:14:34.069955] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 2.00%
[2025-11-25T12:14:34.136885] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:14:34.193756] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 2.33%
[2025-11-25T12:14:34.215279] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:14:34.240815] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.51%, Actual: 0.86%
[2025-11-25T12:14:34.305502] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:34.363166] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 7.9s | Global ETA: 16m 13s
[2025-11-25T12:14:34.363474] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:14:34.363359] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 1.42%, Actual: 1.61%
[2025-11-25T12:14:34.364250] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:34.364340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:34.366004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:34.366577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:34.367085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:14:34.367863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:34.385812] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:34.418535] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 0.11%
[2025-11-25T12:14:34.456376] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.37% | Symbol ETA: 21.0s | Global ETA: 16m 13s
[2025-11-25T12:14:34.534412] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 0.03%
[2025-11-25T12:14:34.588464] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 1.04%, Actual: 0.30%
[2025-11-25T12:14:34.625855] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.80%, Actual: 4.72%
[2025-11-25T12:14:34.704250] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.63%, Actual: 0.28%
[2025-11-25T12:14:34.705704] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:14:34.758212] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.63%, Actual: 1.77%
[2025-11-25T12:14:34.758515] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 38.1570%
[2025-11-25T12:14:34.758727] [INFO ] [main      ] APD: DISCARDED add_close_to_open_alignment (score: 38.16%)
[2025-11-25T12:14:34.758872] [INFO ] [main      ] APD: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T12:14:34.758982] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context']
[2025-11-25T12:14:34.759093] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:14:34.772513] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:34.773572] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:14:34.774517] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:34.774685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:34.779919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:34.781021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:34.798142] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -2.98%, Actual: 2.95%
[2025-11-25T12:14:34.875630] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:34.879206] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.60%, Actual: 3.25%
[2025-11-25T12:14:34.932902] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 7.3s | Global ETA: 16m 13s
[2025-11-25T12:14:34.933053] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:14:34.933816] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:34.933889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:34.935519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:34.936024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:34.936425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:14:34.937164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:34.968176] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -0.72%, Actual: 0.61%
[2025-11-25T12:14:35.047625] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.70%, Actual: 2.31%
[2025-11-25T12:14:35.048036] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 39.4680%
[2025-11-25T12:14:35.048192] [INFO ] [main      ] KNTK: DISCARDED add_fullday_parkinson_range (score: 39.47%)
[2025-11-25T12:14:35.048312] [INFO ] [main      ] KNTK: Testing feature 10/53: add_gap_fill_state
[2025-11-25T12:14:35.048420] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_gap_fill_state']
[2025-11-25T12:14:35.048528] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:14:35.062381] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:35.062966] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:14:35.063892] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:35.064031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:35.064852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:14:35.108713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:35.137321] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 3.46%, Actual: 1.35%
[2025-11-25T12:14:35.150090] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:14:35.284466] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:14:35.307295] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -2.32%, Actual: 0.93%
[2025-11-25T12:14:35.323124] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:35.452436] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:14:35.458835] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:35.474792] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -1.54% | Symbol ETA: 1m 25s | Global ETA: 16m 13s
[2025-11-25T12:14:35.475093] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:14:35.475947] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:35.476083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:35.476410] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 0.88%
[2025-11-25T12:14:35.481026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:35.482238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:35.516922] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 6.7s | Global ETA: 16m 13s
[2025-11-25T12:14:35.517243] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:14:35.518113] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:35.518255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:35.520131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:35.520752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:35.521243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:14:35.522050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:35.623912] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:35.648513] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 2.44%
[2025-11-25T12:14:35.734622] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.34% | Symbol ETA: 43.7s | Global ETA: 16m 13s
[2025-11-25T12:14:35.734935] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:14:35.735806] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:35.735942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:35.736739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:14:35.782388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:35.816405] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.25%, Actual: 0.61%
[2025-11-25T12:14:35.848030] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:14:35.870855] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:14:35.985556] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.70%, Actual: 2.94%
[2025-11-25T12:14:36.031544] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:36.039018] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:36.096687] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 6.1s | Global ETA: 16m 14s
[2025-11-25T12:14:36.096839] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:14:36.097831] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:36.097918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:36.099936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:36.100497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:36.100937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:14:36.101722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:36.127838] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:14:36.157380] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.37%, Actual: 0.29%
[2025-11-25T12:14:36.157617] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 44.6977%
[2025-11-25T12:14:36.157700] [INFO ] [main      ] CGAU: DISCARDED add_intraday_volatility_percentile (score: 44.70%)
[2025-11-25T12:14:36.157920] [INFO ] [main      ] CGAU: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:14:36.158035] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag']
[2025-11-25T12:14:36.158151] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:14:36.172172] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:36.172803] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:14:36.173717] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:36.173869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:36.179028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:36.181083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:36.181699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:36.182204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:36.183203] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.81% | Symbol ETA: 1m 25s | Global ETA: 16m 14s
[2025-11-25T12:14:36.183482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:36.183484] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:14:36.184157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:36.184343] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:36.184487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:36.189424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:36.190477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:36.300255] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:36.410289] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 1.22% | Symbol ETA: 43.1s | Global ETA: 16m 14s
[2025-11-25T12:14:36.410581] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:14:36.411471] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:36.411619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:36.412635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:14:36.443831] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:14:36.458826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:36.526966] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:14:36.543115] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:14:36.614272] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:36.674517] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5.5s | Global ETA: 16m 14s
[2025-11-25T12:14:36.705965] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:36.716105] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:36.779830] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 0.48% | Symbol ETA: 26.4s | Global ETA: 16m 14s
[2025-11-25T12:14:36.780005] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:14:36.780887] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:36.780980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:36.786165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:36.788230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:36.788883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:36.789433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:36.790854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:36.791631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:36.809354] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:14:36.846102] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:14:36.862203] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -2.87% | Symbol ETA: 1m 24s | Global ETA: 16m 14s
[2025-11-25T12:14:36.862469] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:14:36.863489] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:36.863631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:36.868444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:36.869463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:36.983954] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:37.024875] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:14:37.093854] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 3.90% | Symbol ETA: 42.4s | Global ETA: 16m 14s
[2025-11-25T12:14:37.094001] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:14:37.094781] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:37.094993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:37.095774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:14:37.141822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:37.154464] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:14:37.197020] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:14:37.214121] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:14:37.336490] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:37.369592] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:14:37.384942] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:37.409259] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -1.80% | Symbol ETA: 25.9s | Global ETA: 16m 14s
[2025-11-25T12:14:37.409560] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:14:37.410402] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:37.410544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:37.415290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:37.417176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:37.417769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:37.418236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:37.419468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:37.420260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:37.493986] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:14:37.532792] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.20% | Symbol ETA: 1m 23s | Global ETA: 16m 14s
[2025-11-25T12:14:37.532956] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:14:37.533738] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:37.533818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:37.538746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:37.539841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:37.542192] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:14:37.679288] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:37.731295] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:14:37.785723] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:14:37.791940] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 41.8s | Global ETA: 16m 14s
[2025-11-25T12:14:37.792243] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:14:37.793120] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:37.793223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:37.794048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:14:37.844783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:37.906333] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:14:37.921507] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:14:37.980191] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:38.075745] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.49% | Symbol ETA: 25.4s | Global ETA: 16m 14s
[2025-11-25T12:14:38.075934] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:14:38.077091] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:38.077178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:38.082789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:38.085054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:38.085766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:38.086478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:38.088023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:38.088849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:38.158961] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:38.184376] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:14:38.293583] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:14:38.353952] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.56% | Symbol ETA: 1m 23s | Global ETA: 16m 14s
[2025-11-25T12:14:38.354292] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:14:38.355679] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:38.355872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:38.363504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:38.365316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:38.442375] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:14:38.516837] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:38.598620] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:14:38.639904] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 1.37% | Symbol ETA: 41.3s | Global ETA: 16m 14s
[2025-11-25T12:14:38.640271] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:14:38.641600] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:38.641812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:38.643022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:14:38.644426] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:14:38.644879] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:14:38.645013] [INFO ] [main      ] GROV: DISCARDED add_prev_1100_to_open (score: 36.24%)
[2025-11-25T12:14:38.645150] [INFO ] [main      ] GROV: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:14:38.645261] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_prev_close_to_1100']
[2025-11-25T12:14:38.645375] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:14:38.659989] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:38.660731] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:14:38.661937] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:38.662095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:38.664137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:38.664837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:38.665346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:14:38.666179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:38.706869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:38.792180] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:14:38.838602] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:38.914146] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.75% | Symbol ETA: 25.0s | Global ETA: 16m 15s
[2025-11-25T12:14:38.914334] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:14:38.915441] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:38.915593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:38.921085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:38.923151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:38.923780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:38.924270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:38.925827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:38.926676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:38.972792] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:39.013458] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:14:39.082779] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:14:39.126861] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 1m 22s | Global ETA: 16m 15s
[2025-11-25T12:14:39.127181] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:14:39.128120] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:39.128265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:39.133350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:39.134429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:39.202453] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:39.263237] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 10.7s | Global ETA: 16m 15s
[2025-11-25T12:14:39.263401] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:14:39.264298] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:39.264440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:39.266200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:39.266813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:39.267308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:14:39.268090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:39.285419] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:39.294313] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:14:39.393395] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 2.75% | Symbol ETA: 40.6s | Global ETA: 16m 15s
[2025-11-25T12:14:39.393736] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:14:39.394571] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:39.394731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:39.395587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:14:39.441994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:39.474755] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:39.487486] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:14:39.549476] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 24.3s | Global ETA: 16m 15s
[2025-11-25T12:14:39.549845] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:14:39.550791] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:39.550934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:39.556879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:39.558919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:39.559528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:39.560037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:39.561425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:39.562178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:39.659051] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:39.668270] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:14:39.804402] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 1m 21s | Global ETA: 16m 15s
[2025-11-25T12:14:39.804714] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:14:39.805024] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:14:39.805576] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:39.805671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:39.810476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:39.811561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:39.855205] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:39.917428] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 10.3s | Global ETA: 16m 15s
[2025-11-25T12:14:39.917751] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:14:39.918628] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:39.918792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:39.920622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:39.921300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:39.921808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:14:39.922602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:39.934043] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:14:39.989831] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:40.101776] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.13% | Symbol ETA: 39.8s | Global ETA: 16m 15s
[2025-11-25T12:14:40.102079] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:14:40.102950] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:40.103088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:40.103899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:14:40.116552] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:40.151406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:40.151867] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:14:40.192161] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.76% | Symbol ETA: 23.6s | Global ETA: 16m 15s
[2025-11-25T12:14:40.192470] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:14:40.193365] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:40.193509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:40.198735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:40.200627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:40.201217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:40.201763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:40.203133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:40.203927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:40.272234] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:14:40.326855] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:40.450866] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:40.470508] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.65% | Symbol ETA: 1m 21s | Global ETA: 16m 15s
[2025-11-25T12:14:40.470810] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:14:40.471615] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:40.471815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:40.476843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:40.478065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:40.512175] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 9.6s | Global ETA: 16m 15s
[2025-11-25T12:14:40.512332] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:14:40.513240] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:40.513451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:40.515236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:40.515875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:40.516357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:14:40.517161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:40.526631] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:14:40.572283] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:14:40.700746] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:40.753974] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:40.807101] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 4.88% | Symbol ETA: 39.1s | Global ETA: 16m 15s
[2025-11-25T12:14:40.807261] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:14:40.808266] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:40.808425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:40.809200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:14:40.822819] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:14:40.829379] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.21% | Symbol ETA: 22.9s | Global ETA: 16m 15s
[2025-11-25T12:14:40.829703] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:14:40.830586] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:40.830749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:40.835915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:40.837955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:40.838557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:40.839196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:40.840620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:40.841414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:40.852215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:40.867524] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:14:40.996598] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:41.041302] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:41.101098] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 8.9s | Global ETA: 16m 15s
[2025-11-25T12:14:41.101391] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:14:41.102239] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:41.102381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:41.104131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:41.104757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:41.105236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:14:41.106040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:41.144060] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.51% | Symbol ETA: 1m 20s | Global ETA: 16m 15s
[2025-11-25T12:14:41.144351] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:14:41.145166] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:41.145305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:41.150386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:14:41.151461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:41.196142] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:14:41.202571] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:14:41.370415] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:41.385951] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:41.454869] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:14:41.459342] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -0.61% | Symbol ETA: 22.2s | Global ETA: 16m 15s
[2025-11-25T12:14:41.459688] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:14:41.460502] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:41.460666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:41.465678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:41.467607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:41.468201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:41.468715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:41.470110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:41.470862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:41.476077] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.90% | Symbol ETA: 38.4s | Global ETA: 16m 15s
[2025-11-25T12:14:41.476385] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:14:41.477298] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:41.477438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:41.478247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:14:41.498905] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:14:41.523552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:41.637300] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:41.688961] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:41.702588] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 8.3s | Global ETA: 16m 16s
[2025-11-25T12:14:41.702976] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:14:41.704041] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:41.704198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:41.706208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:41.706893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:41.707479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:14:41.708334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:41.834689] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.18% | Symbol ETA: 1m 19s | Global ETA: 16m 16s
[2025-11-25T12:14:41.840965] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:14:41.883702] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:14:42.010836] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -1.54%, Actual: 1.04%
[2025-11-25T12:14:42.023400] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:42.056162] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:42.076273] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:14:42.097267] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.82% | Symbol ETA: 21.6s | Global ETA: 16m 16s
[2025-11-25T12:14:42.097572] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:14:42.098551] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:14:42.098712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:42.103888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:42.105916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:42.106553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:42.107149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:42.108459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:42.109294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:42.164472] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.23% | Symbol ETA: 37.7s | Global ETA: 16m 16s
[2025-11-25T12:14:42.187442] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 1.19%
[2025-11-25T12:14:42.247787] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:42.307849] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 7.7s | Global ETA: 16m 16s
[2025-11-25T12:14:42.308158] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:14:42.308995] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:42.309135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:42.310858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:42.311423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:42.311935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:14:42.312723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:42.336107] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.34%, Actual: 3.01%
[2025-11-25T12:14:42.365854] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -2.87%, Actual: 1.80%
[2025-11-25T12:14:42.466483] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:14:42.521107] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 1.22%, Actual: 3.87%
[2025-11-25T12:14:42.540731] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.20%, Actual: 0.97%
[2025-11-25T12:14:42.639009] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:42.659567] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:14:42.711030] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.48% | Symbol ETA: 20.9s | Global ETA: 16m 16s
[2025-11-25T12:14:42.717121] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.56%, Actual: 2.38%
[2025-11-25T12:14:42.768216] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 3.90%, Actual: 0.49%
[2025-11-25T12:14:42.835003] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:42.886360] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 0.48%, Actual: 4.72%
[2025-11-25T12:14:42.888946] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 2.00%
[2025-11-25T12:14:42.894215] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 7.1s | Global ETA: 16m 16s
[2025-11-25T12:14:42.894528] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:14:42.895414] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:42.895581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:42.897435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:42.898045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:42.898532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:14:42.899318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:42.942545] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 0.19%
[2025-11-25T12:14:43.060602] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -1.80%, Actual: 2.95%
[2025-11-25T12:14:43.061146] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.86%
[2025-11-25T12:14:43.111409] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 1.37%, Actual: 2.33%
[2025-11-25T12:14:43.232258] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.65%, Actual: 0.11%
[2025-11-25T12:14:43.234697] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.49%, Actual: 0.61%
[2025-11-25T12:14:43.245219] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:14:43.283963] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 2.75%, Actual: 1.61%
[2025-11-25T12:14:43.406500] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.75%, Actual: 1.35%
[2025-11-25T12:14:43.407885] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.51%, Actual: 0.30%
[2025-11-25T12:14:43.434938] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:43.459543] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.13%, Actual: 0.03%
[2025-11-25T12:14:43.496229] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 6.5s | Global ETA: 16m 16s
[2025-11-25T12:14:43.496398] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:14:43.497231] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:43.497429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:43.499218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:43.499798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:43.500270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:14:43.501046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:43.580461] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -0.85%, Actual: 0.93%
[2025-11-25T12:14:43.586889] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.18%, Actual: 1.77%
[2025-11-25T12:14:43.587346] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 41.6921%
[2025-11-25T12:14:43.587523] [INFO ] [main      ] APD: DISCARDED add_composite_volatility_context (score: 41.69%)
[2025-11-25T12:14:43.587662] [INFO ] [main      ] APD: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T12:14:43.587771] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios']
[2025-11-25T12:14:43.587883] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:14:43.600636] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:43.601426] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:14:43.602401] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:43.602544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:43.607778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:43.610448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:43.635984] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 4.88%, Actual: 0.28%
[2025-11-25T12:14:43.750011] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.76%, Actual: 0.88%
[2025-11-25T12:14:43.807416] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.90%, Actual: 3.25%
[2025-11-25T12:14:43.842791] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:14:43.920554] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.21%, Actual: 2.44%
[2025-11-25T12:14:43.960955] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:14:43.983031] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.23%, Actual: 2.31%
[2025-11-25T12:14:43.983427] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 37.7646%
[2025-11-25T12:14:43.983622] [INFO ] [main      ] KNTK: DISCARDED add_gap_fill_state (score: 37.76%)
[2025-11-25T12:14:43.983809] [INFO ] [main      ] KNTK: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T12:14:43.983919] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_gap_morning_composite']
[2025-11-25T12:14:43.984031] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:14:43.999801] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:44.000553] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:14:44.001542] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:44.001713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:44.002559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:14:44.003629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:44.014946] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:44.073183] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 5.9s | Global ETA: 16m 16s
[2025-11-25T12:14:44.073469] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:14:44.074494] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:44.074655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:44.076421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:44.077212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:44.077746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:14:44.078512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:44.091224] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -0.61%, Actual: 0.61%
[2025-11-25T12:14:44.132864] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:44.264423] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.82%, Actual: 2.94%
[2025-11-25T12:14:44.290487] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 1m 14s | Global ETA: 16m 16s
[2025-11-25T12:14:44.290783] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:14:44.291591] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:44.291751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:44.296803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:44.299388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:44.356242] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:14:44.437111] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.48%, Actual: 0.29%
[2025-11-25T12:14:44.437504] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 52.7172%
[2025-11-25T12:14:44.437734] [INFO ] [main      ] CGAU: KEPT add_last_hour_momentum_mag (score: 52.72%)
[2025-11-25T12:14:44.437858] [INFO ] [main      ] CGAU: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:14:44.437970] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_day_volatility']
[2025-11-25T12:14:44.438086] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:14:44.439413] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:14:44.451574] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:44.452039] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:14:44.452940] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:44.453028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:44.458229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:44.460185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:44.460804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:44.461279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:44.462535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:44.463265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:14:44.465154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:44.528787] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:44.614551] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:44.638922] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.61% | Symbol ETA: 43.3s | Global ETA: 16m 17s
[2025-11-25T12:14:44.639098] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:14:44.639875] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:44.639950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:44.640620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:14:44.641518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:44.662003] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:14:44.672897] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5.3s | Global ETA: 16m 17s
[2025-11-25T12:14:44.809429] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:14:44.831813] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:44.851161] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:14:44.981291] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:14:44.992362] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.27% | Symbol ETA: 1m 13s | Global ETA: 16m 17s
[2025-11-25T12:14:44.992692] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:14:44.993535] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:44.993688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:44.998533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:45.001077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:45.008044] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:45.031789] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:14:45.084398] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 3.23% | Symbol ETA: 24.3s | Global ETA: 16m 17s
[2025-11-25T12:14:45.084539] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:14:45.085302] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:45.085377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:45.090189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:45.092171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:45.092669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:45.093076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:45.094248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:45.094907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:14:45.096735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:45.158183] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:45.214385] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:14:45.267512] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.63% | Symbol ETA: 42.6s | Global ETA: 16m 17s
[2025-11-25T12:14:45.267837] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:14:45.268703] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:45.268841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:45.269593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:14:45.270573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:45.347559] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:14:45.394030] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:14:45.445914] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:14:45.520818] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:45.573290] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:14:45.609890] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:14:45.615272] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:45.669126] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.39% | Symbol ETA: 1m 13s | Global ETA: 16m 17s
[2025-11-25T12:14:45.669422] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:14:45.670268] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:45.670407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:45.675265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:45.677985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:45.689683] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -2.43% | Symbol ETA: 23.6s | Global ETA: 16m 17s
[2025-11-25T12:14:45.689978] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:14:45.690812] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:45.690896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:45.695716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:45.697756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:45.698244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:45.698742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:45.699970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:45.700707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:14:45.702578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:45.750859] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:14:45.779460] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:45.885019] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 0.77% | Symbol ETA: 41.9s | Global ETA: 16m 17s
[2025-11-25T12:14:45.885301] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:14:45.886087] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:45.886226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:45.886995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:14:45.887988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:45.926967] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:14:46.022277] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:14:46.043306] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:14:46.104614] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:14:46.194532] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:46.215540] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:46.221730] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:14:46.282075] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:14:46.290130] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.00% | Symbol ETA: 22.9s | Global ETA: 16m 17s
[2025-11-25T12:14:46.290445] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:14:46.291330] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:46.291488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:46.296487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:46.298416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:46.299008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:46.299489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:46.300763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:46.301497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:14:46.303412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:46.342735] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 1m 12s | Global ETA: 16m 17s
[2025-11-25T12:14:46.343016] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:14:46.343879] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:46.344021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:46.348915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:46.351560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:46.389275] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:46.457084] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:14:46.457433] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:14:46.457597] [INFO ] [main      ] GROV: DISCARDED add_prev_close_to_1100 (score: 36.24%)
[2025-11-25T12:14:46.457737] [INFO ] [main      ] GROV: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:14:46.457848] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_prev_close_to_open']
[2025-11-25T12:14:46.457958] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:14:46.471560] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:46.472065] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:14:46.473019] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:46.473161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:46.475051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:46.475704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:46.476191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:14:46.477027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:46.495371] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.01% | Symbol ETA: 41.3s | Global ETA: 16m 17s
[2025-11-25T12:14:46.495678] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:14:46.496498] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:46.496652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:46.497431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:14:46.498429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:46.646833] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:14:46.697985] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:14:46.817928] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:46.828344] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:14:46.833148] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:14:46.869837] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:46.894104] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.61% | Symbol ETA: 22.3s | Global ETA: 16m 17s
[2025-11-25T12:14:46.894368] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:14:46.895172] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:46.895321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:46.900357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:46.902278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:46.902870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:46.903351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:46.904616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:46.905381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:14:46.907387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:47.001973] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:47.007157] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:47.021976] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 1.55% | Symbol ETA: 1m 11s | Global ETA: 16m 17s
[2025-11-25T12:14:47.022293] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:14:47.023184] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:47.023328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:47.028210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:47.030913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:47.066740] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.99% | Symbol ETA: 10.2s | Global ETA: 16m 17s
[2025-11-25T12:14:47.066890] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:14:47.067681] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:47.067756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:47.069390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:47.069929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:47.070332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:14:47.071027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:47.108751] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -1.24% | Symbol ETA: 40.6s | Global ETA: 16m 17s
[2025-11-25T12:14:47.108894] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:14:47.109661] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:47.109734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:47.110404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:14:47.111464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:47.262470] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:14:47.387252] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:14:47.435141] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:14:47.442852] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:47.445724] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:14:47.514363] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.18% | Symbol ETA: 21.7s | Global ETA: 16m 18s
[2025-11-25T12:14:47.514705] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:14:47.515526] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:47.515684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:47.520582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:47.522479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:47.523058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:47.523529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:47.524803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:47.525512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:14:47.527394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:47.565366] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:47.610755] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:47.612995] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:47.677269] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -1.28% | Symbol ETA: 9.7s | Global ETA: 16m 18s
[2025-11-25T12:14:47.677563] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:14:47.678427] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:47.678569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:47.680388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:47.680994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:47.681479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:14:47.682279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:47.717102] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 1m 10s | Global ETA: 16m 18s
[2025-11-25T12:14:47.717416] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:14:47.717302] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 40.0s | Global ETA: 16m 18s
[2025-11-25T12:14:47.717661] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:14:47.718441] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:47.718525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:47.718381] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:47.718672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:47.719253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:14:47.720167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:47.724228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:47.727185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:47.871696] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:14:48.030011] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:14:48.039731] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:48.060112] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:14:48.079732] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:14:48.111831] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.69% | Symbol ETA: 21.1s | Global ETA: 16m 18s
[2025-11-25T12:14:48.112130] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:14:48.112988] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:48.113132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:48.118046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:48.119938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:48.120499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:48.121003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:48.122286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:48.123039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:14:48.124958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:48.202074] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:48.239520] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:48.249169] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:48.260952] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.69% | Symbol ETA: 9.1s | Global ETA: 16m 18s
[2025-11-25T12:14:48.261118] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:14:48.262053] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:48.262204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:48.264000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:48.264576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:48.265077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:14:48.265887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:48.350030] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.79% | Symbol ETA: 39.4s | Global ETA: 16m 18s
[2025-11-25T12:14:48.350211] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:14:48.351056] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:48.351291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:48.352165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:14:48.353230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:48.396263] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -1.04% | Symbol ETA: 1m 10s | Global ETA: 16m 18s
[2025-11-25T12:14:48.396563] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:14:48.397454] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:48.397596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:48.402367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:48.404839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:48.465477] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:14:48.608416] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:14:48.637150] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:48.709379] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: -0.57% | Symbol ETA: 20.5s | Global ETA: 16m 18s
[2025-11-25T12:14:48.709679] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:14:48.710523] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:48.710683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:48.714362] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:14:48.715616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:48.717635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:48.718219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:48.718719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:48.719999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:48.720747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:14:48.722706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:48.742814] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:14:48.782824] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:48.841683] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.65% | Symbol ETA: 8.4s | Global ETA: 16m 18s
[2025-11-25T12:14:48.841969] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:14:48.842876] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:48.843017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:48.844830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:48.845423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:48.845926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:14:48.846729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:48.888788] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:48.912299] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:48.993989] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.47% | Symbol ETA: 38.8s | Global ETA: 16m 18s
[2025-11-25T12:14:48.994279] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:14:48.995122] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:48.995262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:48.996056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:14:48.997058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:49.057301] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 1m 9s | Global ETA: 16m 18s
[2025-11-25T12:14:49.057595] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:14:49.058433] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:49.058575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:49.063339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:49.063184] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:14:49.065788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:49.185448] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:14:49.232909] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:49.303854] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.10% | Symbol ETA: 19.8s | Global ETA: 16m 18s
[2025-11-25T12:14:49.304126] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:14:49.304965] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:49.305106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:49.310026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:49.311858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:49.312415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:49.312913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:49.314172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:49.314897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:14:49.316776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:49.332137] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:14:49.356175] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:49.410989] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:14:49.416807] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 7.8s | Global ETA: 16m 18s
[2025-11-25T12:14:49.417119] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:14:49.417964] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:49.418105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:49.419833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:49.420334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:49.420828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:14:49.421575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:49.498999] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:49.579972] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:49.601674] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.53% | Symbol ETA: 38.2s | Global ETA: 16m 18s
[2025-11-25T12:14:49.601965] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:14:49.602818] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:49.602948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:49.603730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:14:49.604699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:49.657586] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:14:49.733478] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -1.82% | Symbol ETA: 1m 8s | Global ETA: 16m 18s
[2025-11-25T12:14:49.733813] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:14:49.734725] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:49.734865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:49.739966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:14:49.742575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:49.779096] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:14:49.841048] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:49.911022] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.91% | Symbol ETA: 19.2s | Global ETA: 16m 18s
[2025-11-25T12:14:49.911301] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:14:49.912147] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:49.912286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:49.917134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:49.918962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:49.919510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:49.919996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:49.921238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:49.921970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:14:49.923852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:49.938620] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:14:49.948986] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:50.008485] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 7.2s | Global ETA: 16m 18s
[2025-11-25T12:14:50.008796] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:14:50.009717] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:50.009877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:50.011611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:50.012238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:50.012738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:14:50.013488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:50.088616] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:14:50.111036] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:50.211321] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 37.5s | Global ETA: 16m 18s
[2025-11-25T12:14:50.256986] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:50.263988] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:14:50.353118] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:14:50.379386] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.61%, Actual: 3.01%
[2025-11-25T12:14:50.401766] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 2.08% | Symbol ETA: 1m 8s | Global ETA: 16m 19s
[2025-11-25T12:14:50.433424] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:50.503833] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.05% | Symbol ETA: 18.6s | Global ETA: 16m 19s
[2025-11-25T12:14:50.524356] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:50.546617] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.63%, Actual: 3.87%
[2025-11-25T12:14:50.570692] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 0.28%, Actual: 1.04%
[2025-11-25T12:14:50.582219] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 6.6s | Global ETA: 16m 19s
[2025-11-25T12:14:50.582519] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:14:50.583349] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:50.583488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:50.585207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:50.585807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:50.586275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:14:50.587075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:50.675833] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 3.23%, Actual: 4.72%
[2025-11-25T12:14:50.715407] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 0.49%
[2025-11-25T12:14:50.741532] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.27%, Actual: 1.19%
[2025-11-25T12:14:50.845045] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -2.43%, Actual: 2.95%
[2025-11-25T12:14:50.883160] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.01%, Actual: 0.19%
[2025-11-25T12:14:50.911154] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.39%, Actual: 1.80%
[2025-11-25T12:14:50.931117] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:14:51.015784] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.00%, Actual: 0.61%
[2025-11-25T12:14:51.050508] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 2.33%
[2025-11-25T12:14:51.081330] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -0.80%, Actual: 0.97%
[2025-11-25T12:14:51.102232] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:51.161094] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 6.1s | Global ETA: 16m 19s
[2025-11-25T12:14:51.161373] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:14:51.162205] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:51.162372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:51.164165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:51.164773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:51.165290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:14:51.166082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:51.218298] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.39%, Actual: 1.61%
[2025-11-25T12:14:51.242405] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.61%, Actual: 1.35%
[2025-11-25T12:14:51.250129] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 1.55%, Actual: 2.38%
[2025-11-25T12:14:51.388092] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.79%, Actual: 0.03%
[2025-11-25T12:14:51.413758] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.18%, Actual: 0.93%
[2025-11-25T12:14:51.451523] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 2.00%
[2025-11-25T12:14:51.505970] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:14:51.555014] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.47%, Actual: 0.28%
[2025-11-25T12:14:51.585337] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.69%, Actual: 0.88%
[2025-11-25T12:14:51.626011] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -1.04%, Actual: 0.86%
[2025-11-25T12:14:51.674718] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:51.733281] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.82% | Symbol ETA: 5.5s | Global ETA: 16m 19s
[2025-11-25T12:14:51.733560] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:14:51.734422] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:51.734507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:51.736300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:51.736896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:51.737345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:14:51.737493] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.53%, Actual: 3.25%
[2025-11-25T12:14:51.738153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:51.754606] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 2.44%
[2025-11-25T12:14:51.794623] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 0.11%
[2025-11-25T12:14:51.925769] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.10%, Actual: 0.61%
[2025-11-25T12:14:51.933830] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 2.31%
[2025-11-25T12:14:51.934029] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 36.5028%
[2025-11-25T12:14:51.934138] [INFO ] [main      ] KNTK: DISCARDED add_gap_morning_composite (score: 36.50%)
[2025-11-25T12:14:51.934190] [INFO ] [main      ] KNTK: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T12:14:51.934226] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_gap_resolution_state']
[2025-11-25T12:14:51.934283] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:14:51.948257] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:51.948926] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:14:51.949812] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:51.949885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:51.950596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:51.967356] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -1.82%, Actual: 0.30%
[2025-11-25T12:14:52.008460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:52.082161] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:14:52.097256] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.91%, Actual: 2.94%
[2025-11-25T12:14:52.137958] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 2.08%, Actual: 1.77%
[2025-11-25T12:14:52.138286] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 46.0164%
[2025-11-25T12:14:52.138450] [INFO ] [main      ] APD: DISCARDED add_day_shape_ratios (score: 46.02%)
[2025-11-25T12:14:52.138571] [INFO ] [main      ] APD: Testing feature 8/53: add_directional_consistency
[2025-11-25T12:14:52.138697] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency']
[2025-11-25T12:14:52.138807] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:14:52.150932] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:52.151452] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:14:52.152368] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:52.152507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:52.157360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:52.251602] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:52.266077] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.05%, Actual: 0.29%
[2025-11-25T12:14:52.266464] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 51.6877%
[2025-11-25T12:14:52.266598] [INFO ] [main      ] CGAU: DISCARDED add_late_day_volatility (score: 51.69%)
[2025-11-25T12:14:52.266731] [INFO ] [main      ] CGAU: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:14:52.266834] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure']
[2025-11-25T12:14:52.266916] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:14:52.280189] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:52.280421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:52.280839] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:14:52.281710] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:52.281796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:52.286572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:52.288390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:52.288988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:52.289455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:52.290715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:52.291420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:14:52.294141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:52.308842] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.9s | Global ETA: 16m 19s
[2025-11-25T12:14:52.359944] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:14:52.480873] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.99%, Actual: 0.81%
[2025-11-25T12:14:52.538571] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:52.617458] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:14:52.632558] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:14:52.649240] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -1.28%, Actual: 0.83%
[2025-11-25T12:14:52.651592] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.25% | Symbol ETA: 36.0s | Global ETA: 16m 19s
[2025-11-25T12:14:52.651967] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:14:52.653034] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:52.653176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:52.654062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:52.713240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:52.785996] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:52.801555] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:52.820314] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.69%, Actual: 2.84%
[2025-11-25T12:14:52.876257] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.92% | Symbol ETA: 21.5s | Global ETA: 16m 19s
[2025-11-25T12:14:52.876405] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:14:52.877205] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:52.877281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:52.882009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:52.883786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:52.884426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:52.884938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:52.886179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:52.886904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:14:52.889607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:52.932331] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.49% | Symbol ETA: 1m 2s | Global ETA: 16m 19s
[2025-11-25T12:14:52.932606] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:14:52.933435] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:52.933580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:52.938421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:52.990836] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.65%, Actual: 0.58%
[2025-11-25T12:14:53.059121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:53.073349] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:14:53.162527] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 4.52%
[2025-11-25T12:14:53.226847] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:14:53.250314] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:53.331312] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:14:53.361249] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.62% | Symbol ETA: 35.3s | Global ETA: 16m 20s
[2025-11-25T12:14:53.361547] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:14:53.362374] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:53.362516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:53.363336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:53.396583] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:14:53.397408] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:53.420856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:53.472038] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.42% | Symbol ETA: 20.9s | Global ETA: 16m 20s
[2025-11-25T12:14:53.472186] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:14:53.472950] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:53.473027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:53.477764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:53.479525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:53.480056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:53.480604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:53.481883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:53.482590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:14:53.485277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:53.499486] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:14:53.567548] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:53.668759] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:14:53.712502] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 1m 1s | Global ETA: 16m 20s
[2025-11-25T12:14:53.712666] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:14:53.713430] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:53.713662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:53.718605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:53.778832] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:14:53.822137] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:14:53.838280] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.82%, Actual: 5.47%
[2025-11-25T12:14:53.845809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:53.961837] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:53.991211] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:54.010185] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:14:54.010559] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.9541%
[2025-11-25T12:14:54.010752] [INFO ] [main      ] GROV: DISCARDED add_prev_close_to_open (score: 36.95%)
[2025-11-25T12:14:54.010880] [INFO ] [main      ] GROV: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:14:54.010989] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_prior_day_tail_pressure']
[2025-11-25T12:14:54.011100] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:14:54.025208] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:14:54.025792] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:14:54.026771] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:54.026913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:54.028766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:54.029365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:54.029886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:14:54.032783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:54.067442] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.00% | Symbol ETA: 20.3s | Global ETA: 16m 20s
[2025-11-25T12:14:54.067595] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:14:54.068351] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:54.068428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:54.073333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:54.073360] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 1.46% | Symbol ETA: 34.6s | Global ETA: 16m 20s
[2025-11-25T12:14:54.073507] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:14:54.074336] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:54.074567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:54.075100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:54.075376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:54.075585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:54.076000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:54.077182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:54.077852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:14:54.080473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:54.134316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:54.191887] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:14:54.366018] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:54.373977] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:14:54.419105] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:14:54.491444] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:14:54.507774] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.48% | Symbol ETA: 1m 0s | Global ETA: 16m 20s
[2025-11-25T12:14:54.508069] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:14:54.508916] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:54.509056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:54.513825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:54.543803] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:14:54.589093] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:54.604536] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.40% | Symbol ETA: 9.6s | Global ETA: 16m 20s
[2025-11-25T12:14:54.604856] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:14:54.605722] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:54.605867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:54.607621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:54.608295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:54.608789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:14:54.611514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:54.634218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:54.662091] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:54.664928] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 19.7s | Global ETA: 16m 20s
[2025-11-25T12:14:54.665225] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:14:54.666077] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:54.666217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:54.671091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:54.672943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:54.673504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:54.674004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:54.675254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:54.675988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:14:54.678697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:54.768068] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.39% | Symbol ETA: 33.9s | Global ETA: 16m 20s
[2025-11-25T12:14:54.768362] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:14:54.769225] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:54.769364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:54.770147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:54.827579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:54.950550] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:14:54.980480] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:14:55.018991] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:14:55.126083] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:14:55.156841] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:55.189014] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 9.0s | Global ETA: 16m 20s
[2025-11-25T12:14:55.189220] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:14:55.190055] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:55.190197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:55.191633] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:55.191923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:55.192487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:55.192971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:14:55.195771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:55.197047] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:14:55.267214] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.56% | Symbol ETA: 19.1s | Global ETA: 16m 20s
[2025-11-25T12:14:55.267362] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:14:55.268131] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:55.268223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:55.272952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:55.274715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:55.275196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:55.275581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:55.276764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:55.277433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:14:55.280045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:55.298426] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -1.92% | Symbol ETA: 59.7s | Global ETA: 16m 20s
[2025-11-25T12:14:55.298573] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:14:55.299336] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:55.299409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:55.304129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:55.375466] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:55.424881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:55.483626] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -2.86% | Symbol ETA: 33.2s | Global ETA: 16m 20s
[2025-11-25T12:14:55.483803] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:14:55.484595] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:55.484686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:55.485422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:55.534680] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:14:55.542999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:55.616972] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:14:55.702584] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:14:55.762215] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.23% | Symbol ETA: 8.4s | Global ETA: 16m 20s
[2025-11-25T12:14:55.762513] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:14:55.763340] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:55.763478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:55.763442] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:14:55.765173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:55.765769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:55.766242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:14:55.769125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:55.785494] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:55.860987] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.91% | Symbol ETA: 18.5s | Global ETA: 16m 20s
[2025-11-25T12:14:55.861143] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:14:55.861913] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:55.861990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:55.866660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:55.868402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:55.868907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:55.869317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:55.870466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:55.871110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:14:55.873704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:55.902259] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:14:55.933465] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:56.074176] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 0.87% | Symbol ETA: 58.9s | Global ETA: 16m 21s
[2025-11-25T12:14:56.074478] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:14:56.075470] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:56.075608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:56.080713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:56.084909] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:56.109195] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:14:56.193214] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 2.44% | Symbol ETA: 32.5s | Global ETA: 16m 21s
[2025-11-25T12:14:56.193520] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:14:56.194397] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:56.194542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:56.195377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:56.207731] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:14:56.211398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:56.254629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:56.279169] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:14:56.339280] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.23% | Symbol ETA: 7.8s | Global ETA: 16m 21s
[2025-11-25T12:14:56.339565] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:14:56.340394] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:56.340534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:56.342276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:56.342869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:56.343340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:14:56.346104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:56.375328] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:56.450667] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 17.9s | Global ETA: 16m 21s
[2025-11-25T12:14:56.450952] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:14:56.451793] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:56.451932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:56.456718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:56.458525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:56.459125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:56.459597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:56.460859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:56.461561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:14:56.464221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:56.549666] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:14:56.609564] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:14:56.685229] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:14:56.718908] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:56.786679] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:56.801385] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:14:56.853902] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:14:56.860968] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 58.1s | Global ETA: 16m 21s
[2025-11-25T12:14:56.861269] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:14:56.862144] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:56.862226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:56.867064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:56.890682] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 0.16% | Symbol ETA: 31.8s | Global ETA: 16m 21s
[2025-11-25T12:14:56.890859] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:14:56.891809] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:56.891953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:56.892797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:56.914381] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.38% | Symbol ETA: 7.2s | Global ETA: 16m 21s
[2025-11-25T12:14:56.914701] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:14:56.915514] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:56.915676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:56.917477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:56.918077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:56.918671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:14:56.921496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:56.950900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:56.970402] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:56.990185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:57.043971] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.19% | Symbol ETA: 17.3s | Global ETA: 16m 21s
[2025-11-25T12:14:57.044117] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:14:57.044887] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:57.044981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:57.049710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:57.051605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:57.052196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:57.052694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:57.053920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:57.054618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:14:57.057275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:57.265460] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:14:57.313245] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:14:57.341074] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:14:57.392881] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:14:57.435674] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:14:57.491821] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:57.495836] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.39% | Symbol ETA: 6.7s | Global ETA: 16m 21s
[2025-11-25T12:14:57.496139] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:14:57.497041] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:57.497211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:57.498987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:57.499570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:57.500077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:14:57.502949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:57.510976] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:57.562267] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:57.602418] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 2.91% | Symbol ETA: 31.0s | Global ETA: 16m 21s
[2025-11-25T12:14:57.602724] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:14:57.603873] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:57.604219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:57.605103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:57.639307] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.69% | Symbol ETA: 16.7s | Global ETA: 16m 21s
[2025-11-25T12:14:57.639613] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:14:57.640460] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:14:57.640607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:57.645489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:57.647443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:57.648076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:57.648619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:14:57.650060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:14:57.650800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:14:57.653637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:57.655035] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.50% | Symbol ETA: 57.3s | Global ETA: 16m 21s
[2025-11-25T12:14:57.655384] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:14:57.656639] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:57.656846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:57.661359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:57.664215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:57.808063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:57.851303] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:14:57.995515] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:14:58.021446] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:14:58.068048] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:14:58.081286] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.90% | Symbol ETA: 6.1s | Global ETA: 16m 21s
[2025-11-25T12:14:58.081587] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:14:58.082406] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:58.082549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:58.084270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:58.084848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:58.085327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:14:58.088091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:58.168636] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:14:58.169418] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:58.241381] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:58.244631] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.00% | Symbol ETA: 16.1s | Global ETA: 16m 21s
[2025-11-25T12:14:58.340181] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:58.344043] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -1.20% | Symbol ETA: 30.3s | Global ETA: 16m 21s
[2025-11-25T12:14:58.344270] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:14:58.345119] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:58.345259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:14:58.346045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:14:58.400808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:58.416059] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.92%, Actual: 4.72%
[2025-11-25T12:14:58.428524] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:14:58.481121] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.31% | Symbol ETA: 56.6s | Global ETA: 16m 21s
[2025-11-25T12:14:58.481417] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:14:58.482247] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:58.482385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:58.487182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:58.585571] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 2.95%
[2025-11-25T12:14:58.597219] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:14:58.610308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:58.656422] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 5.5s | Global ETA: 16m 21s
[2025-11-25T12:14:58.656720] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:14:58.657566] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:58.657721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:58.659424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:58.660014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:58.660536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:14:58.663289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:58.740164] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:14:58.756940] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.00%, Actual: 0.61%
[2025-11-25T12:14:58.910448] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:58.930665] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.15%, Actual: 1.35%
[2025-11-25T12:14:58.955240] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:14:59.000052] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:14:59.011363] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.40% | Symbol ETA: 29.6s | Global ETA: 16m 22s
[2025-11-25T12:14:59.107847] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.56%, Actual: 0.93%
[2025-11-25T12:14:59.134931] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:59.168525] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:14:59.185893] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.25%, Actual: 3.01%
[2025-11-25T12:14:59.227801] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.43% | Symbol ETA: 4.9s | Global ETA: 16m 22s
[2025-11-25T12:14:59.227947] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:14:59.228713] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:14:59.228807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:14:59.230439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:14:59.230965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:14:59.231378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:14:59.234058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:59.276364] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.46% | Symbol ETA: 55.8s | Global ETA: 16m 22s
[2025-11-25T12:14:59.276513] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:14:59.277411] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:14:59.277503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:14:59.282395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:14:59.284110] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.91%, Actual: 0.88%
[2025-11-25T12:14:59.358881] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.62%, Actual: 3.87%
[2025-11-25T12:14:59.407384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:14:59.461863] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 2.44%
[2025-11-25T12:14:59.532172] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 1.46%, Actual: 0.49%
[2025-11-25T12:14:59.570043] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:14:59.640031] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.19%, Actual: 0.61%
[2025-11-25T12:14:59.705805] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.39%, Actual: 0.19%
[2025-11-25T12:14:59.738497] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:59.749034] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:14:59.796737] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.3s | Global ETA: 16m 22s
[2025-11-25T12:14:59.829319] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.69%, Actual: 2.94%
[2025-11-25T12:14:59.879254] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -2.86%, Actual: 2.33%
[2025-11-25T12:14:59.923198] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:14:59.966304] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.40%, Actual: 0.81%
[2025-11-25T12:15:00.005662] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.00%, Actual: 0.29%
[2025-11-25T12:15:00.006095] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 48.0197%
[2025-11-25T12:15:00.006260] [INFO ] [main      ] CGAU: DISCARDED add_late_hour_microstructure (score: 48.02%)
[2025-11-25T12:15:00.006385] [INFO ] [main      ] CGAU: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:15:00.006490] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_session_pressure']
[2025-11-25T12:15:00.006603] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:15:00.020377] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:00.020958] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:15:00.021884] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:00.022023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:00.027034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:00.028930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:00.029727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:00.030201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:00.031453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:00.032183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:00.033883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:00.055835] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 2.44%, Actual: 1.61%
[2025-11-25T12:15:00.071630] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.76% | Symbol ETA: 55.0s | Global ETA: 16m 22s
[2025-11-25T12:15:00.148122] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -1.94%, Actual: 0.83%
[2025-11-25T12:15:00.229559] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 0.03%
[2025-11-25T12:15:00.265778] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.49%, Actual: 1.04%
[2025-11-25T12:15:00.317964] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.23%, Actual: 2.84%
[2025-11-25T12:15:00.383942] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:15:00.402455] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 2.91%, Actual: 0.28%
[2025-11-25T12:15:00.472455] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 1.19%
[2025-11-25T12:15:00.487876] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.23%, Actual: 0.58%
[2025-11-25T12:15:00.555373] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:00.604721] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -1.20%, Actual: 3.25%
[2025-11-25T12:15:00.633840] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.04% | Symbol ETA: 20.1s | Global ETA: 16m 22s
[2025-11-25T12:15:00.634134] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:15:00.634988] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:00.635131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:00.640487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:00.642396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:00.643000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:00.643475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:00.650826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:00.651629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:00.652755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:00.654572] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.48%, Actual: 1.80%
[2025-11-25T12:15:00.659322] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.38%, Actual: 4.52%
[2025-11-25T12:15:00.785243] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.40%, Actual: 2.31%
[2025-11-25T12:15:00.785486] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 43.0222%
[2025-11-25T12:15:00.785584] [INFO ] [main      ] KNTK: DISCARDED add_gap_resolution_state (score: 43.02%)
[2025-11-25T12:15:00.785637] [INFO ] [main      ] KNTK: Testing feature 13/53: add_gaps
[2025-11-25T12:15:00.786321] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_gaps']
[2025-11-25T12:15:00.786699] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:15:00.812740] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:00.813169] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:15:00.817080] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:00.817164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:00.817907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:00.818631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:00.833783] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.92%, Actual: 0.97%
[2025-11-25T12:15:00.858666] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.39%, Actual: 2.39%
[2025-11-25T12:15:01.079854] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.90%, Actual: 1.30%
[2025-11-25T12:15:01.143150] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:15:01.191056] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 0.87%, Actual: 2.38%
[2025-11-25T12:15:01.317324] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.94%
[2025-11-25T12:15:01.355788] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:01.441629] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -1.08% | Symbol ETA: 20.3s | Global ETA: 16m 22s
[2025-11-25T12:15:01.441979] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:15:01.443091] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:01.443258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:01.449085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:01.451110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:01.451630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:01.452089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:01.453309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:01.453983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:01.455015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:01.480436] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 2.00%
[2025-11-25T12:15:01.481898] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:15:01.607931] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.43%, Actual: 5.47%
[2025-11-25T12:15:01.654721] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 0.86%
[2025-11-25T12:15:01.791320] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:01.827910] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:15:01.837445] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.31%, Actual: 0.11%
[2025-11-25T12:15:01.858429] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:15:01.858717] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 39.6183%
[2025-11-25T12:15:01.858882] [INFO ] [main      ] GROV: DISCARDED add_prior_day_tail_pressure (score: 39.62%)
[2025-11-25T12:15:01.858940] [INFO ] [main      ] GROV: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:15:01.858985] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_prior_mag_lag']
[2025-11-25T12:15:01.859027] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:15:01.916402] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 39.4s | Global ETA: 16m 23s
[2025-11-25T12:15:01.916567] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:15:01.917618] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:01.917876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:01.918703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:01.919503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:01.938408] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:01.939436] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:15:01.940519] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:01.940916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:01.943169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:01.943846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:01.944364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:15:01.946111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:02.008439] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:02.030175] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.46%, Actual: 0.30%
[2025-11-25T12:15:02.101793] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.66% | Symbol ETA: 19.5s | Global ETA: 16m 23s
[2025-11-25T12:15:02.102006] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:15:02.103931] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:02.104435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:02.112770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:02.115827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:02.116847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:02.117636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:02.119674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:02.120852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:02.122433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:02.240129] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.76%, Actual: 1.77%
[2025-11-25T12:15:02.240372] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 48.8487%
[2025-11-25T12:15:02.240508] [INFO ] [main      ] APD: KEPT add_directional_consistency (score: 48.85%)
[2025-11-25T12:15:02.240556] [INFO ] [main      ] APD: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T12:15:02.240593] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_fullday_parkinson_range']
[2025-11-25T12:15:02.240632] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:15:02.254330] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:02.255011] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:15:02.256135] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:02.256209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:02.261759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:02.310068] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:15:02.325223] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:15:02.384934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:15:02.386979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:02.480117] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:02.503102] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:02.508327] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:15:02.566257] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.76% | Symbol ETA: 9.8s | Global ETA: 16m 23s
[2025-11-25T12:15:02.566415] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:15:02.567217] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:02.567292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:02.569003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:02.569519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:02.569934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:15:02.571509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:02.591735] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 36.6s | Global ETA: 16m 23s
[2025-11-25T12:15:02.591888] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:15:02.592639] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:02.592807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:02.593491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:02.594231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:02.681606] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:02.740089] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:15:02.759456] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.22% | Symbol ETA: 18.7s | Global ETA: 16m 23s
[2025-11-25T12:15:02.759724] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:15:02.760581] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:02.760746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:02.766058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:02.768022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:02.768845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:02.769341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:02.770858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:02.771613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:02.772753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:02.923323] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:02.924115] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:15:02.935499] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:15:03.083917] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.21% | Symbol ETA: 1m 3s | Global ETA: 16m 23s
[2025-11-25T12:15:03.084253] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:15:03.085229] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:03.085411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:03.090787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:03.103357] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:03.105563] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:03.117712] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:15:03.165391] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.54% | Symbol ETA: 9.1s | Global ETA: 16m 23s
[2025-11-25T12:15:03.165543] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:15:03.166339] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:03.166414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:03.168130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:03.168690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:03.169097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:15:03.170695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:03.215782] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 2.82% | Symbol ETA: 35.1s | Global ETA: 16m 23s
[2025-11-25T12:15:03.216024] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:15:03.216868] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:03.217024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:03.217840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:03.218626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:03.221053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:15:03.223298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:03.295914] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:03.372183] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.73% | Symbol ETA: 18.0s | Global ETA: 16m 23s
[2025-11-25T12:15:03.372334] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:15:03.373120] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:03.373199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:03.378009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:03.379754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:03.380242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:03.380636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:03.381825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:03.382466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:03.383454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:03.520521] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:15:03.565759] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:15:03.583102] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:15:03.694324] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:03.717137] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:15:03.739834] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:03.752299] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:03.755742] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.81% | Symbol ETA: 8.4s | Global ETA: 16m 23s
[2025-11-25T12:15:03.755895] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:15:03.756681] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:03.756755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:03.758442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:03.758987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:03.759388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:15:03.760986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:03.851594] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.18% | Symbol ETA: 34.1s | Global ETA: 16m 23s
[2025-11-25T12:15:03.851755] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:15:03.852522] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:03.852596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:03.853312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:03.854087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:03.884421] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:03.900151] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 1m 2s | Global ETA: 16m 23s
[2025-11-25T12:15:03.900439] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:15:03.901318] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:03.901459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:03.906421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:03.958601] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 2.04% | Symbol ETA: 17.2s | Global ETA: 16m 23s
[2025-11-25T12:15:03.958766] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:15:03.959529] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:03.959737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:03.964515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:03.966323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:03.966910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:03.967394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:03.968626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:03.969342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:03.970404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:04.028977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:15:04.031101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:04.108504] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:15:04.193699] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:15:04.285272] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:04.321613] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:15:04.347218] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.23% | Symbol ETA: 7.8s | Global ETA: 16m 23s
[2025-11-25T12:15:04.347390] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:15:04.348352] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:04.348523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:04.350335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:04.350958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:04.351452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:15:04.353157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:04.366877] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:04.368391] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:15:04.474705] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -2.77% | Symbol ETA: 33.2s | Global ETA: 16m 23s
[2025-11-25T12:15:04.474872] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:15:04.475636] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:04.475737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:04.476419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:04.477330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:04.497087] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:04.537821] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:04.572177] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.78% | Symbol ETA: 16.6s | Global ETA: 16m 23s
[2025-11-25T12:15:04.572474] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:15:04.573356] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:04.573502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:04.578342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:04.580200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:04.580795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:04.581271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:04.582511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:04.583237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:04.584293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:04.680534] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -2.33% | Symbol ETA: 1m 1s | Global ETA: 16m 24s
[2025-11-25T12:15:04.680850] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:15:04.681686] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:04.681825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:04.686579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:04.706358] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:15:04.807886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:15:04.809965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:04.814568] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:15:04.882668] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:04.925121] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:15:04.943738] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.38% | Symbol ETA: 7.2s | Global ETA: 16m 24s
[2025-11-25T12:15:04.944030] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:15:04.944955] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:04.945101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:04.946985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:04.947662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:04.948221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:15:04.949950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:04.987821] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:05.098843] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:05.101287] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 32.4s | Global ETA: 16m 24s
[2025-11-25T12:15:05.101419] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:15:05.102205] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:05.102281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:05.102985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:05.103745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:05.155956] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:15:05.181494] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.15% | Symbol ETA: 15.9s | Global ETA: 16m 24s
[2025-11-25T12:15:05.181778] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:15:05.182604] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:05.182766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:05.187577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:05.189435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:05.190034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:05.190514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:05.191785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:05.192488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:05.193557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:05.301371] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:15:05.326568] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:05.444016] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:15:05.469832] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.41% | Symbol ETA: 1m 0s | Global ETA: 16m 24s
[2025-11-25T12:15:05.470136] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:15:05.471008] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:05.471157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:05.476213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:05.476976] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:05.538443] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.23% | Symbol ETA: 6.6s | Global ETA: 16m 24s
[2025-11-25T12:15:05.538718] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:15:05.539546] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:05.539700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:05.541430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:05.542025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:05.542496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:15:05.544164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:05.556274] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:15:05.604326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:15:05.606573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:05.613918] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:05.731202] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:05.737669] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 0.47% | Symbol ETA: 31.6s | Global ETA: 16m 24s
[2025-11-25T12:15:05.737906] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:15:05.738802] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:05.738946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:05.739764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:05.740602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:05.811018] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 1.22% | Symbol ETA: 15.3s | Global ETA: 16m 24s
[2025-11-25T12:15:05.811219] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:15:05.812212] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:05.812448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:05.817549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:05.819517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:05.820149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:05.820668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:05.821975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:05.822777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:05.823914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:05.887953] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:15:05.962098] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:15:06.058287] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:06.085860] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:15:06.119669] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.73% | Symbol ETA: 5.9s | Global ETA: 16m 24s
[2025-11-25T12:15:06.119976] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:15:06.120990] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:06.121142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:06.122967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:06.123570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:06.124078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:15:06.125792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:06.133478] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:06.176081] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:15:06.261707] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:06.291476] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.11% | Symbol ETA: 59.6s | Global ETA: 16m 24s
[2025-11-25T12:15:06.291670] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:15:06.292713] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:06.292967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:06.300027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:06.353514] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:06.374236] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 4.55% | Symbol ETA: 30.9s | Global ETA: 16m 24s
[2025-11-25T12:15:06.374540] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:15:06.376011] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:06.376097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:06.376948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:06.377821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:06.424987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:15:06.427130] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.05% | Symbol ETA: 14.6s | Global ETA: 16m 24s
[2025-11-25T12:15:06.427029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:06.480871] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:15:06.607818] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.04%, Actual: 4.72%
[2025-11-25T12:15:06.659992] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:06.720963] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 5.4s | Global ETA: 16m 24s
[2025-11-25T12:15:06.721115] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:15:06.721885] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:06.721959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:06.723631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:06.724192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:06.724584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:15:06.725064] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:15:06.726163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:06.778681] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 2.95%
[2025-11-25T12:15:06.802142] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:15:06.896795] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:06.951910] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.66%, Actual: 0.61%
[2025-11-25T12:15:06.992997] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:07.005980] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -1.93% | Symbol ETA: 30.2s | Global ETA: 16m 24s
[2025-11-25T12:15:07.006242] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:15:07.007587] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:07.007798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:07.008559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:07.009399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:07.076694] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:15:07.126925] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.22%, Actual: 1.35%
[2025-11-25T12:15:07.145543] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 1.44% | Symbol ETA: 58.8s | Global ETA: 16m 24s
[2025-11-25T12:15:07.145711] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:15:07.146482] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:07.146550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:07.151398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:07.249801] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:07.278626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:15:07.280933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:07.294462] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.73%, Actual: 0.93%
[2025-11-25T12:15:07.310287] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.31% | Symbol ETA: 4.8s | Global ETA: 16m 24s
[2025-11-25T12:15:07.310596] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:15:07.311470] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:07.311615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:07.313438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:07.314056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:07.314538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:15:07.316214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:07.354086] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:15:07.462293] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 2.04%, Actual: 0.88%
[2025-11-25T12:15:07.530999] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:07.633448] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.78%, Actual: 2.44%
[2025-11-25T12:15:07.639884] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 3.78% | Symbol ETA: 29.5s | Global ETA: 16m 25s
[2025-11-25T12:15:07.650697] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:15:07.667207] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:15:07.811715] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.15%, Actual: 0.61%
[2025-11-25T12:15:07.813975] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: 0.05%, Actual: 3.01%
[2025-11-25T12:15:07.826940] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:07.839579] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:07.900043] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.2s | Global ETA: 16m 25s
[2025-11-25T12:15:07.966276] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 58.0s | Global ETA: 16m 25s
[2025-11-25T12:15:07.966569] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:15:07.967410] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:07.967549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:07.972704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:07.982343] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 1.22%, Actual: 2.94%
[2025-11-25T12:15:07.984158] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 3.87%
[2025-11-25T12:15:08.076247] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.76%, Actual: 0.81%
[2025-11-25T12:15:08.102574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:15:08.105045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:08.152411] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.05%, Actual: 0.29%
[2025-11-25T12:15:08.152798] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 44.3782%
[2025-11-25T12:15:08.152901] [INFO ] [main      ] CGAU: DISCARDED add_late_session_pressure (score: 44.38%)
[2025-11-25T12:15:08.153023] [INFO ] [main      ] CGAU: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:15:08.153131] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_micro_gap_fill_velocity']
[2025-11-25T12:15:08.153262] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:15:08.166760] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:08.166576] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 2.82%, Actual: 0.49%
[2025-11-25T12:15:08.167229] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:15:08.168089] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:08.168168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:08.172965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:08.174762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:08.175295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:08.175716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:08.176917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:08.177620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:15:08.179624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:08.252480] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.54%, Actual: 0.83%
[2025-11-25T12:15:08.351893] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.18%, Actual: 0.19%
[2025-11-25T12:15:08.426297] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.81%, Actual: 2.84%
[2025-11-25T12:15:08.457266] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:15:08.518902] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:15:08.530511] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -2.77%, Actual: 2.33%
[2025-11-25T12:15:08.602225] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.23%, Actual: 0.58%
[2025-11-25T12:15:08.629999] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:08.689525] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:08.724715] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 1.61%
[2025-11-25T12:15:08.768516] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.72% | Symbol ETA: 19.6s | Global ETA: 16m 25s
[2025-11-25T12:15:08.768709] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:15:08.769502] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:08.769594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:08.771161] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.38% | Symbol ETA: 57.2s | Global ETA: 16m 25s
[2025-11-25T12:15:08.771319] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:15:08.772215] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:08.772300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:08.774397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:08.775509] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.38%, Actual: 4.52%
[2025-11-25T12:15:08.776205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:08.776719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:08.777156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:08.777428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:08.778331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:08.779007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:15:08.780986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:08.901389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:15:08.901763] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 0.47%, Actual: 0.03%
[2025-11-25T12:15:08.903366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:08.950030] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.23%, Actual: 2.39%
[2025-11-25T12:15:09.075074] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 4.55%, Actual: 0.28%
[2025-11-25T12:15:09.118047] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:15:09.125302] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.73%, Actual: 1.30%
[2025-11-25T12:15:09.244109] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -1.93%, Actual: 3.25%
[2025-11-25T12:15:09.251111] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:15:09.287444] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:09.300954] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 0.94%
[2025-11-25T12:15:09.368184] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.87% | Symbol ETA: 19.0s | Global ETA: 16m 25s
[2025-11-25T12:15:09.368327] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:15:09.369091] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:09.369205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:09.373985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:09.375788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:09.376313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:09.376725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:09.377957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:09.378621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:15:09.380554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:09.414597] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 3.78%, Actual: 2.31%
[2025-11-25T12:15:09.414841] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 27.0281%
[2025-11-25T12:15:09.414926] [INFO ] [main      ] KNTK: DISCARDED add_gaps (score: 27.03%)
[2025-11-25T12:15:09.414976] [INFO ] [main      ] KNTK: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:15:09.415012] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies']
[2025-11-25T12:15:09.415051] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:15:09.430163] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:09.430576] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:15:09.431471] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:09.431560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:09.432289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:09.433529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:09.435263] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:09.477933] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.31%, Actual: 5.47%
[2025-11-25T12:15:09.581560] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -0.57% | Symbol ETA: 56.4s | Global ETA: 16m 25s
[2025-11-25T12:15:09.581884] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:15:09.582782] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:09.582932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:09.588014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:09.650713] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:15:09.651058] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 42.5138%
[2025-11-25T12:15:09.651219] [INFO ] [main      ] GROV: DISCARDED add_prior_mag_lag (score: 42.51%)
[2025-11-25T12:15:09.651335] [INFO ] [main      ] GROV: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:15:09.651441] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_range_overlap_v_prior_day']
[2025-11-25T12:15:09.651549] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:15:09.664825] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:09.665294] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:15:09.666132] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:09.666207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:09.667919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:09.668420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:09.668835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:15:09.671222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:09.707356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:15:09.709358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:09.716123] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:15:09.771815] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:15:09.882670] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:09.939923] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:09.961769] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.32% | Symbol ETA: 18.3s | Global ETA: 16m 25s
[2025-11-25T12:15:09.962055] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:15:09.962883] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:09.963026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:09.967787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:09.969593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:09.970181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:09.970682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:09.971945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:09.972663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:15:09.974682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:10.009045] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:15:10.049043] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.68% | Symbol ETA: 31.5s | Global ETA: 16m 25s
[2025-11-25T12:15:10.049283] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:15:10.049377] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:15:10.050121] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:10.050270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:10.051046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:10.052270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:10.185870] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:10.218397] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:10.247521] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.38% | Symbol ETA: 9.0s | Global ETA: 16m 25s
[2025-11-25T12:15:10.247878] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:15:10.248803] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:10.248950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:10.250841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:10.251461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:10.251964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:15:10.254577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:10.316292] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:15:10.350748] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.29% | Symbol ETA: 55.6s | Global ETA: 16m 25s
[2025-11-25T12:15:10.407753] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:15:10.487288] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:10.521999] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.21%, Actual: 1.04%
[2025-11-25T12:15:10.567673] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.65% | Symbol ETA: 17.7s | Global ETA: 16m 26s
[2025-11-25T12:15:10.567948] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:15:10.568866] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:10.569012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:10.574162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:10.576102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:10.576706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:10.577261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:10.578631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:10.578735] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:10.579412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:15:10.581504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:10.610174] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:15:10.686767] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: -0.72% | Symbol ETA: 30.9s | Global ETA: 16m 26s
[2025-11-25T12:15:10.687067] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:15:10.687920] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:10.688060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:10.688865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:10.690134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:10.693011] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 1.19%
[2025-11-25T12:15:10.790556] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:10.852954] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.56% | Symbol ETA: 8.5s | Global ETA: 16m 26s
[2025-11-25T12:15:10.853255] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:15:10.854129] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:10.854294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:10.856184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:10.856805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:10.857314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:15:10.859938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:10.863245] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -2.33%, Actual: 1.80%
[2025-11-25T12:15:10.925719] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:15:11.030698] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:15:11.033018] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.41%, Actual: 0.97%
[2025-11-25T12:15:11.096804] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:11.173890] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -0.92% | Symbol ETA: 17.2s | Global ETA: 16m 26s
[2025-11-25T12:15:11.174164] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:15:11.175009] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:11.175153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:11.179992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:11.181832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:11.182406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:11.182899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:11.184147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:11.184880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:15:11.186904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:11.202622] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:11.202897] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.11%, Actual: 2.38%
[2025-11-25T12:15:11.213577] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:15:11.309295] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 0.69% | Symbol ETA: 30.3s | Global ETA: 16m 26s
[2025-11-25T12:15:11.309596] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:15:11.310461] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:11.310604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:11.311393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:11.312625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:11.371537] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 1.44%, Actual: 2.00%
[2025-11-25T12:15:11.391309] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:11.453898] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 8.0s | Global ETA: 16m 26s
[2025-11-25T12:15:11.454214] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:15:11.455112] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:11.455256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:11.457173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:11.457825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:11.458324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:15:11.461199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:11.523883] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:15:11.540662] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.86%
[2025-11-25T12:15:11.654390] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:15:11.694254] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:11.709785] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 0.11%
[2025-11-25T12:15:11.773301] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: -1.32% | Symbol ETA: 16.6s | Global ETA: 16m 26s
[2025-11-25T12:15:11.773590] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:15:11.774461] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:11.774548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:11.779578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:11.781494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:11.782029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:11.782512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:11.783784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:11.784506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:15:11.786617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:11.815570] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:15:11.828481] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:11.881708] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -0.57%, Actual: 0.30%
[2025-11-25T12:15:11.937880] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.61% | Symbol ETA: 29.6s | Global ETA: 16m 26s
[2025-11-25T12:15:11.938039] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:15:11.938963] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:11.939103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:11.939853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:11.941129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:11.999892] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:12.053628] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.29%, Actual: 1.77%
[2025-11-25T12:15:12.053943] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 45.7674%
[2025-11-25T12:15:12.054077] [INFO ] [main      ] APD: DISCARDED add_fullday_parkinson_range (score: 45.77%)
[2025-11-25T12:15:12.054190] [INFO ] [main      ] APD: Testing feature 10/53: add_gap_fill_state
[2025-11-25T12:15:12.054296] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_fill_state']
[2025-11-25T12:15:12.054404] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:15:12.062378] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.33% | Symbol ETA: 7.4s | Global ETA: 16m 26s
[2025-11-25T12:15:12.062697] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:15:12.063672] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:12.063825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:12.065756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:12.066361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:12.066555] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:12.067047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:15:12.067201] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:15:12.068088] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:12.068170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:12.069515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:12.072933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:12.131525] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:15:12.199432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:15:12.244721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:12.281109] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:15:12.299010] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:12.377950] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 16.0s | Global ETA: 16m 26s
[2025-11-25T12:15:12.378098] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:15:12.379064] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:12.379153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:12.384110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:12.385870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:12.386362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:12.386776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:12.387958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:12.388583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:15:12.390498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:12.428917] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:15:12.451397] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:12.558625] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 29.0s | Global ETA: 16m 26s
[2025-11-25T12:15:12.558798] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:15:12.559762] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:12.559874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:12.560801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:12.562286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:12.606781] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:15:12.618113] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:12.679329] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 6.8s | Global ETA: 16m 26s
[2025-11-25T12:15:12.679488] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:15:12.680319] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:12.680556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:12.682355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:12.682985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:12.683492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:15:12.685970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:12.737903] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:15:12.779264] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:12.902586] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:15:12.917717] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:12.930255] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 54.7s | Global ETA: 16m 26s
[2025-11-25T12:15:12.930539] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:15:12.931375] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:12.931514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:12.936503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:12.994613] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.67% | Symbol ETA: 15.4s | Global ETA: 16m 26s
[2025-11-25T12:15:12.994787] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:15:12.995525] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:12.995595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:13.000321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:13.002054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:13.002716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:13.003194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:13.004435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:13.005162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:15:13.007220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:13.027045] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:15:13.064746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:15:13.072351] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:13.109182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:13.179092] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 1.42% | Symbol ETA: 28.4s | Global ETA: 16m 26s
[2025-11-25T12:15:13.179390] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:15:13.180356] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:13.180508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:13.181354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:13.182672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:13.195828] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:13.254886] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.36% | Symbol ETA: 6.2s | Global ETA: 16m 26s
[2025-11-25T12:15:13.255159] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:15:13.256037] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:13.256176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:13.257936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:13.258506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:13.258996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:15:13.261382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:13.345363] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:15:13.448988] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:15:13.517947] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:13.566539] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:15:13.597765] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.76% | Symbol ETA: 14.8s | Global ETA: 16m 27s
[2025-11-25T12:15:13.598084] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:15:13.598976] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:13.599124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:13.599326] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:15:13.604052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:13.606012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:13.606593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:13.607111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:13.608372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:13.609098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:15:13.611162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:13.617574] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:13.758696] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:13.765034] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.98% | Symbol ETA: 53.7s | Global ETA: 16m 27s
[2025-11-25T12:15:13.765336] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:15:13.766176] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:13.766316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:13.771135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:13.773193] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:13.833811] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 5.6s | Global ETA: 16m 27s
[2025-11-25T12:15:13.834116] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:15:13.834972] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:13.835112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:13.836861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:13.837473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:13.837968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:15:13.840484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:13.864063] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.80% | Symbol ETA: 27.8s | Global ETA: 16m 27s
[2025-11-25T12:15:13.864336] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:15:13.865183] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:13.865348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:13.866132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:13.867493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:13.891681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:15:13.934594] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:13.959189] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:15:14.132133] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:14.189274] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:15:14.210245] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.08% | Symbol ETA: 14.1s | Global ETA: 16m 27s
[2025-11-25T12:15:14.211455] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:15:14.275998] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:15:14.365784] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:14.380631] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:14.383662] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.72%, Actual: 4.72%
[2025-11-25T12:15:14.428590] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 5.0s | Global ETA: 16m 27s
[2025-11-25T12:15:14.429028] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:15:14.430331] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:14.430510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:14.433130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:14.433986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:14.434693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:15:14.438281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:14.445856] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:14.485719] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.20% | Symbol ETA: 27.2s | Global ETA: 16m 27s
[2025-11-25T12:15:14.485975] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:15:14.486818] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:14.486955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:14.487763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:14.489012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:14.556840] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 2.95%
[2025-11-25T12:15:14.595522] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.05% | Symbol ETA: 52.8s | Global ETA: 16m 27s
[2025-11-25T12:15:14.595785] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:15:14.596931] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:14.597087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:14.602045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:14.730798] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.32%, Actual: 0.61%
[2025-11-25T12:15:14.732556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:15:14.778321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:14.801566] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:15:14.829768] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:15:14.902381] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.65%, Actual: 1.35%
[2025-11-25T12:15:14.971707] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:15.002401] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:15.036942] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 4.4s | Global ETA: 16m 27s
[2025-11-25T12:15:15.037115] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:15:15.037943] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:15.038022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:15.040314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:15.040895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:15.041303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:15:15.044420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:15.078395] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -0.92%, Actual: 0.93%
[2025-11-25T12:15:15.105548] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -1.18% | Symbol ETA: 26.5s | Global ETA: 16m 27s
[2025-11-25T12:15:15.105708] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:15:15.106468] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:15.106542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:15.107303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:15.108493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:15.145994] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:15:15.247917] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: -1.32%, Actual: 0.88%
[2025-11-25T12:15:15.317592] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:15.389124] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:15:15.421460] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 2.44%
[2025-11-25T12:15:15.450131] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:15:15.465579] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -0.13% | Symbol ETA: 52.0s | Global ETA: 16m 27s
[2025-11-25T12:15:15.465895] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:15:15.466723] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:15.466861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:15.471811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:15.560467] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:15.592150] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.67%, Actual: 0.61%
[2025-11-25T12:15:15.593761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:15:15.617941] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3.8s | Global ETA: 16m 27s
[2025-11-25T12:15:15.620808] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:15.636779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:15.723820] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.51% | Symbol ETA: 25.9s | Global ETA: 16m 27s
[2025-11-25T12:15:15.760162] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.76%, Actual: 2.94%
[2025-11-25T12:15:15.817699] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.38%, Actual: 0.81%
[2025-11-25T12:15:15.893929] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.68%, Actual: 3.01%
[2025-11-25T12:15:15.927994] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.08%, Actual: 0.29%
[2025-11-25T12:15:15.928269] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 42.7078%
[2025-11-25T12:15:15.928464] [INFO ] [main      ] CGAU: DISCARDED add_micro_gap_fill_velocity (score: 42.71%)
[2025-11-25T12:15:15.928581] [INFO ] [main      ] CGAU: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:15:15.928709] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:15:15.928819] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:15:15.943304] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:15.943884] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:15:15.944815] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:15.944961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:15.949871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:15.951735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:15.952306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:15.952920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:15.954154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:15.954885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:15:15.955625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:15.978887] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:15:15.993255] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.56%, Actual: 0.83%
[2025-11-25T12:15:16.063015] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 3.87%
[2025-11-25T12:15:16.150240] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:16.166819] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.20%, Actual: 2.84%
[2025-11-25T12:15:16.231702] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 0.49%
[2025-11-25T12:15:16.290945] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:15:16.301770] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.92% | Symbol ETA: 51.1s | Global ETA: 16m 28s
[2025-11-25T12:15:16.302068] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:15:16.302944] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:16.303083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:16.307917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:16.341605] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.33%, Actual: 0.58%
[2025-11-25T12:15:16.400930] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.61%, Actual: 0.19%
[2025-11-25T12:15:16.430160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:15:16.458612] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:16.473589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:16.516458] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.52%, Actual: 4.52%
[2025-11-25T12:15:16.532219] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.91% | Symbol ETA: 17.7s | Global ETA: 16m 28s
[2025-11-25T12:15:16.532366] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:15:16.533141] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:16.533216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:16.538014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:16.539798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:16.540305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:16.540732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:16.541917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:16.542739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:15:16.543520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:16.591259] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 2.33%
[2025-11-25T12:15:16.689212] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.36%, Actual: 2.39%
[2025-11-25T12:15:16.759952] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 1.42%, Actual: 1.61%
[2025-11-25T12:15:16.821821] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:15:16.861839] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.31%, Actual: 1.30%
[2025-11-25T12:15:16.883565] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:15:16.945284] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 0.03%
[2025-11-25T12:15:16.994695] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:17.037450] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 0.94%
[2025-11-25T12:15:17.052845] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:17.119103] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.20%, Actual: 0.28%
[2025-11-25T12:15:17.127597] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -2.52% | Symbol ETA: 17.2s | Global ETA: 16m 28s
[2025-11-25T12:15:17.127884] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:15:17.128748] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:17.128887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:17.133717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:17.135522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:17.136103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:17.136578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:17.137868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:17.138617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:15:17.139325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:17.140558] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -2.29% | Symbol ETA: 50.3s | Global ETA: 16m 28s
[2025-11-25T12:15:17.140844] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:15:17.141670] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:17.141807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:17.146611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:17.209581] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.45%, Actual: 5.47%
[2025-11-25T12:15:17.272759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:15:17.288874] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -1.18%, Actual: 3.25%
[2025-11-25T12:15:17.316891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:17.382301] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:15:17.382556] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 37.2363%
[2025-11-25T12:15:17.382683] [INFO ] [main      ] GROV: DISCARDED add_range_overlap_v_prior_day (score: 37.24%)
[2025-11-25T12:15:17.382745] [INFO ] [main      ] GROV: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:15:17.382945] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_range_volume_efficiency']
[2025-11-25T12:15:17.383057] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:15:17.397098] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:17.397729] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:15:17.398671] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:17.398817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:17.400696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:17.401352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:17.401878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:15:17.404100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:17.460559] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.51%, Actual: 2.31%
[2025-11-25T12:15:17.460971] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 34.3678%
[2025-11-25T12:15:17.461142] [INFO ] [main      ] KNTK: DISCARDED add_intraday_skewness_proxies (score: 34.37%)
[2025-11-25T12:15:17.461261] [INFO ] [main      ] KNTK: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:15:17.461367] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile']
[2025-11-25T12:15:17.461473] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:15:17.476940] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:15:17.477422] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:17.478117] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:15:17.479224] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:17.479317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:17.480078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:17.571222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:17.645727] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:17.662235] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:15:17.719582] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 16.6s | Global ETA: 16m 28s
[2025-11-25T12:15:17.719770] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:15:17.720692] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:17.720830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:17.725613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:17.727470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:17.728055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:17.728526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:17.729821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:17.730524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:15:17.731283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:17.759372] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:15:17.831532] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:17.926015] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:15:17.929374] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:17.971416] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 2.35% | Symbol ETA: 49.4s | Global ETA: 16m 28s
[2025-11-25T12:15:17.971712] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:15:17.972528] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:17.972680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:17.977447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:17.987535] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 8.7s | Global ETA: 16m 28s
[2025-11-25T12:15:17.987838] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:15:17.988689] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:17.988828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:17.990569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:17.991151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:17.991623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:15:17.993857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:18.072212] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:15:18.101087] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:18.101346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:15:18.147300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:18.209981] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.07% | Symbol ETA: 28.4s | Global ETA: 16m 28s
[2025-11-25T12:15:18.210283] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:15:18.211679] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:18.211819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:18.212611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:18.242121] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:18.300533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:18.316242] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.38% | Symbol ETA: 16.0s | Global ETA: 16m 28s
[2025-11-25T12:15:18.316369] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:15:18.317154] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:18.317245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:18.322023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:18.323805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:18.324437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:18.324926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:18.326167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:18.326893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:15:18.327672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:18.336801] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:15:18.489915] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:15:18.507388] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:18.566054] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 8.1s | Global ETA: 16m 28s
[2025-11-25T12:15:18.566327] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:15:18.567190] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:18.567329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:18.569055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:18.569672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:18.570140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:15:18.572274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:18.651361] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:15:18.665370] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:18.668845] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:15:18.807029] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -2.53% | Symbol ETA: 48.6s | Global ETA: 16m 28s
[2025-11-25T12:15:18.807333] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:15:18.808174] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:18.808316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:18.813085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:18.825604] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:18.843484] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:18.910877] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:15:18.914666] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.20% | Symbol ETA: 15.4s | Global ETA: 16m 28s
[2025-11-25T12:15:18.914772] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:15:18.915503] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:18.915572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:18.920253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:18.922007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:18.922515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:18.922923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:18.924093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:18.924744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:15:18.925401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:18.931335] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.95% | Symbol ETA: 27.7s | Global ETA: 16m 28s
[2025-11-25T12:15:18.931486] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:15:18.932275] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:18.932357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:18.933077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:18.937093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:15:18.981320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:19.018736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:19.080950] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:19.138757] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 7.5s | Global ETA: 16m 29s
[2025-11-25T12:15:19.139023] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:15:19.139851] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:19.139989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:19.141716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:19.142273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:19.142761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:15:19.144884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:19.263398] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:15:19.325202] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:15:19.363045] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:15:19.432037] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:19.481935] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:15:19.496932] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:19.504434] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 14.8s | Global ETA: 16m 29s
[2025-11-25T12:15:19.504696] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:15:19.505502] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:19.505660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:19.510457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:19.512303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:19.512888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:19.513355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:19.514580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:19.515294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:15:19.516057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:19.536743] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:19.644134] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 0.88% | Symbol ETA: 26.9s | Global ETA: 16m 29s
[2025-11-25T12:15:19.644422] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:15:19.645321] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:19.645472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:19.646267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:19.652119] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:19.660095] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.62% | Symbol ETA: 47.7s | Global ETA: 16m 29s
[2025-11-25T12:15:19.660439] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:15:19.661334] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:19.661481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:19.666370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:19.709902] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 6.9s | Global ETA: 16m 29s
[2025-11-25T12:15:19.710192] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:15:19.711033] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:19.711175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:19.712986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:19.713574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:19.714061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:15:19.716216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:19.734390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:19.789167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:15:19.831950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:19.854203] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:15:20.023779] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:20.056060] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:15:20.085956] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:15:20.095753] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 14.2s | Global ETA: 16m 29s
[2025-11-25T12:15:20.096021] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:15:20.096902] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:20.097075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:20.101992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:20.103885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:20.105017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:20.105504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:20.106967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:20.107761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:15:20.108513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:20.178091] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:15:20.229678] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:20.270214] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:20.287743] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 6.3s | Global ETA: 16m 29s
[2025-11-25T12:15:20.287898] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:15:20.288777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:20.288915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:20.290692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:20.291273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:20.291764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:15:20.293902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:20.348024] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:20.383367] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 26.2s | Global ETA: 16m 29s
[2025-11-25T12:15:20.383711] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:15:20.384695] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:20.384840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:20.385663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:20.452597] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:15:20.473916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:20.493341] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 46.9s | Global ETA: 16m 29s
[2025-11-25T12:15:20.623156] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:20.636445] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:15:20.664376] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -0.19%, Actual: 1.04%
[2025-11-25T12:15:20.695148] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.80% | Symbol ETA: 13.6s | Global ETA: 16m 29s
[2025-11-25T12:15:20.695422] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:15:20.696214] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:20.696354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:20.701250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:20.703100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:20.703679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:20.704149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:20.705451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:20.706190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:15:20.706966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:20.808099] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:20.832277] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:15:20.846187] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 1.19%
[2025-11-25T12:15:20.866219] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.41% | Symbol ETA: 5.7s | Global ETA: 16m 29s
[2025-11-25T12:15:20.866523] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:15:20.867309] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:20.867457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:20.869191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:20.869814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:20.870284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:15:20.872406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:21.016354] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:21.018408] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.05%, Actual: 1.80%
[2025-11-25T12:15:21.048220] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:15:21.126777] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -0.21% | Symbol ETA: 25.5s | Global ETA: 16m 29s
[2025-11-25T12:15:21.127211] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:15:21.128110] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:21.128252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:21.129075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:21.186409] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.97%
[2025-11-25T12:15:21.210313] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:15:21.213520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:21.216936] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:21.287095] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.34% | Symbol ETA: 13.0s | Global ETA: 16m 29s
[2025-11-25T12:15:21.287362] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:15:21.288222] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:21.288361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:21.293150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:21.294982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:21.295543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:21.295964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:21.297226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:21.297957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:15:21.298738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:21.354370] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.92%, Actual: 2.38%
[2025-11-25T12:15:21.379520] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:21.438449] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 5.2s | Global ETA: 16m 29s
[2025-11-25T12:15:21.438781] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:15:21.439552] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:21.439706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:21.441415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:21.442006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:21.442475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:15:21.444672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:21.522206] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -2.29%, Actual: 2.00%
[2025-11-25T12:15:21.569538] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:15:21.638866] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:15:21.692490] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 2.35%, Actual: 0.86%
[2025-11-25T12:15:21.759969] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:21.794917] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:15:21.818203] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:21.863722] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -0.86% | Symbol ETA: 24.8s | Global ETA: 16m 29s
[2025-11-25T12:15:21.864036] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:15:21.864693] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -2.53%, Actual: 0.11%
[2025-11-25T12:15:21.864994] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:21.865077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:21.865890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:21.892046] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.45% | Symbol ETA: 12.4s | Global ETA: 16m 29s
[2025-11-25T12:15:21.960581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:21.978189] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:22.034396] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.62%, Actual: 0.30%
[2025-11-25T12:15:22.040322] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 4.6s | Global ETA: 16m 30s
[2025-11-25T12:15:22.040560] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:15:22.041480] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:22.041634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:22.043836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:22.044471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:22.044994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:15:22.047932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:22.065622] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.91%, Actual: 4.72%
[2025-11-25T12:15:22.200676] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 1.77%
[2025-11-25T12:15:22.200914] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 37.5331%
[2025-11-25T12:15:22.201146] [INFO ] [main      ] APD: DISCARDED add_gap_fill_state (score: 37.53%)
[2025-11-25T12:15:22.201262] [INFO ] [main      ] APD: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T12:15:22.201366] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite']
[2025-11-25T12:15:22.201473] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:15:22.213758] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:22.214430] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:15:22.215355] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:22.215505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:22.220287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:22.234478] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -2.52%, Actual: 2.95%
[2025-11-25T12:15:22.312313] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:15:22.340968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:22.342090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:22.392805] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:15:22.404199] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 0.61%
[2025-11-25T12:15:22.503492] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:22.561769] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:22.579522] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.38%, Actual: 1.35%
[2025-11-25T12:15:22.605794] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 1.62% | Symbol ETA: 24.0s | Global ETA: 16m 30s
[2025-11-25T12:15:22.605944] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:15:22.606734] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:22.606808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:22.607572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:22.620091] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 4.0s | Global ETA: 16m 30s
[2025-11-25T12:15:22.620326] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:15:22.621207] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:22.621345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:22.623104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:22.623685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:22.624159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:15:22.626289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:22.682836] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:15:22.697263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:22.749046] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.20%, Actual: 0.93%
[2025-11-25T12:15:22.855802] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:22.918460] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.88%
[2025-11-25T12:15:22.965559] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:15:23.005307] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.57% | Symbol ETA: 49.7s | Global ETA: 16m 30s
[2025-11-25T12:15:23.005461] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:15:23.006250] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:23.006325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:23.011078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:23.065584] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:15:23.088763] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 2.44%
[2025-11-25T12:15:23.132727] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:23.133192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:23.134594] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:23.189477] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3.4s | Global ETA: 16m 30s
[2025-11-25T12:15:23.241428] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:23.258741] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.80%, Actual: 0.61%
[2025-11-25T12:15:23.344359] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 2.99% | Symbol ETA: 23.3s | Global ETA: 16m 30s
[2025-11-25T12:15:23.344681] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:15:23.345529] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:23.345695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:23.346505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:23.360875] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 0.81%
[2025-11-25T12:15:23.428046] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.34%, Actual: 2.94%
[2025-11-25T12:15:23.431852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:23.478931] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:15:23.529842] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 0.83%
[2025-11-25T12:15:23.598486] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.45%, Actual: 0.29%
[2025-11-25T12:15:23.598912] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 46.8618%
[2025-11-25T12:15:23.599073] [INFO ] [main      ] CGAU: DISCARDED add_morning_followthrough_mag_T0 (score: 46.86%)
[2025-11-25T12:15:23.599188] [INFO ] [main      ] CGAU: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:15:23.599294] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_morning_range_expansion']
[2025-11-25T12:15:23.599403] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:15:23.613014] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:23.613514] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:15:23.614388] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:23.614481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:23.619350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:23.621163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:23.621677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:23.622107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:23.623314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:23.624000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:15:23.628284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:23.679152] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:23.700076] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.84%
[2025-11-25T12:15:23.782902] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:15:23.838118] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 1.87% | Symbol ETA: 49.1s | Global ETA: 16m 30s
[2025-11-25T12:15:23.838439] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:15:23.839338] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:23.839489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:23.844549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:23.870199] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 0.58%
[2025-11-25T12:15:23.951352] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:23.973305] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:15:23.973756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:23.975188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:24.041170] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 4.52%
[2025-11-25T12:15:24.050487] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.30% | Symbol ETA: 22.6s | Global ETA: 16m 30s
[2025-11-25T12:15:24.050801] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:15:24.051631] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:15:24.051797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:24.052706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:24.140808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:24.149154] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:24.211413] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.41%, Actual: 2.39%
[2025-11-25T12:15:24.226446] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.82% | Symbol ETA: 16.8s | Global ETA: 16m 30s
[2025-11-25T12:15:24.226788] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:15:24.227674] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:24.228011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:24.233130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:24.235039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:24.235615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:24.236107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:24.237368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:24.238113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:15:24.242777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:24.316787] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:15:24.386745] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:15:24.485399] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:24.491037] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:15:24.559955] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.94%
[2025-11-25T12:15:24.589881] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:15:24.627075] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.87% | Symbol ETA: 48.2s | Global ETA: 16m 30s
[2025-11-25T12:15:24.627369] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:15:24.628211] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:24.628352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:24.633145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:24.660425] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:24.730491] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 5.47%
[2025-11-25T12:15:24.753569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:24.754825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:24.761456] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 2.13% | Symbol ETA: 21.8s | Global ETA: 16m 30s
[2025-11-25T12:15:24.761926] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:24.837740] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.16% | Symbol ETA: 16.2s | Global ETA: 16m 31s
[2025-11-25T12:15:24.838054] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:15:24.838953] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:24.839094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:24.844026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:24.845975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:24.846578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:24.847112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:24.848332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:24.849060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:15:24.853404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:24.916484] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:15:24.916918] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.2361%
[2025-11-25T12:15:24.917119] [INFO ] [main      ] GROV: DISCARDED add_range_volume_efficiency (score: 36.24%)
[2025-11-25T12:15:24.917243] [INFO ] [main      ] GROV: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:15:24.917354] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:15:24.917466] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:15:24.930258] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.07%, Actual: 3.01%
[2025-11-25T12:15:24.931608] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:24.932302] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:15:24.933209] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:24.933288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:24.935050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:24.935583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:24.936017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:15:24.940216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:25.094241] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:15:25.112753] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.95%, Actual: 3.87%
[2025-11-25T12:15:25.209114] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:15:25.279403] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:25.315847] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:15:25.364359] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 0.88%, Actual: 0.49%
[2025-11-25T12:15:25.399008] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:25.470340] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -1.19% | Symbol ETA: 47.5s | Global ETA: 16m 31s
[2025-11-25T12:15:25.470722] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:15:25.471969] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:25.472149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:25.479526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:25.484303] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.50% | Symbol ETA: 15.7s | Global ETA: 16m 31s
[2025-11-25T12:15:25.484669] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:15:25.485787] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:25.485965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:25.491618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:25.494041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:25.494891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:25.495451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:25.496927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:25.497810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:15:25.504172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:25.530866] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:25.593853] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -0.22%, Actual: 0.19%
[2025-11-25T12:15:25.611880] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.38% | Symbol ETA: 9.2s | Global ETA: 16m 31s
[2025-11-25T12:15:25.612077] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:15:25.613319] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:25.613417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:25.616039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:25.616787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:25.617337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:15:25.622783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:25.666912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:25.668797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:25.847174] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 2.33%
[2025-11-25T12:15:26.013865] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:15:26.059617] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -0.86%, Actual: 1.61%
[2025-11-25T12:15:26.127762] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:15:26.134663] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:15:26.205910] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:26.249471] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 1.62%, Actual: 0.03%
[2025-11-25T12:15:26.286668] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 15.3s | Global ETA: 16m 31s
[2025-11-25T12:15:26.286980] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:15:26.288127] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:26.288281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:26.293610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:26.295831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:26.296468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:26.297097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:26.298428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:26.299259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:15:26.304153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:26.317926] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:26.329300] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:26.379044] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.56% | Symbol ETA: 8.8s | Global ETA: 16m 31s
[2025-11-25T12:15:26.379351] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:15:26.380201] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:26.380342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:26.382093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:26.382692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:26.383168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:15:26.387346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:26.469602] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.77% | Symbol ETA: 46.9s | Global ETA: 16m 31s
[2025-11-25T12:15:26.469927] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:15:26.470758] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:26.470895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:26.475731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:26.508179] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 2.99%, Actual: 0.28%
[2025-11-25T12:15:26.596884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:26.598106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:26.673002] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:15:26.693893] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.30%, Actual: 3.25%
[2025-11-25T12:15:26.727569] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:15:26.847811] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:26.875262] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 2.13%, Actual: 2.31%
[2025-11-25T12:15:26.875592] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 45.6295%
[2025-11-25T12:15:26.875833] [INFO ] [main      ] KNTK: KEPT add_intraday_volatility_percentile (score: 45.63%)
[2025-11-25T12:15:26.875961] [INFO ] [main      ] KNTK: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:15:26.876073] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag']
[2025-11-25T12:15:26.876192] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:15:26.891987] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:26.892549] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:15:26.893582] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:26.893807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:26.894721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:26.902475] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:26.922805] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.61% | Symbol ETA: 14.6s | Global ETA: 16m 31s
[2025-11-25T12:15:26.922978] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:15:26.923956] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:26.924101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:26.929302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:26.931302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:26.931952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:26.932429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:26.933856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:26.934631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:15:26.939112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:26.941474] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:15:26.961956] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 7.8s | Global ETA: 16m 31s
[2025-11-25T12:15:26.962230] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:15:26.963098] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:26.963238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:26.964978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:26.965551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:26.966041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:15:26.970081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:26.986776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:26.987800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:27.111836] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:27.257359] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 46.0s | Global ETA: 16m 31s
[2025-11-25T12:15:27.257672] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:15:27.258493] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:27.258633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:27.263485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:27.286444] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:15:27.307567] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:15:27.330735] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:15:27.384408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:27.385623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:27.460096] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:27.477128] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:27.503565] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:27.532810] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 13.9s | Global ETA: 16m 31s
[2025-11-25T12:15:27.533127] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:15:27.533984] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:27.534127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:27.536046] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.33% | Symbol ETA: 7.0s | Global ETA: 16m 31s
[2025-11-25T12:15:27.536355] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:15:27.537239] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:27.537382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:27.538991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:27.539107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:27.539719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:27.540192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:15:27.540896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:27.541477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:27.541969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:27.543228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:27.543957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:15:27.544092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:27.548291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:27.612179] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -3.49% | Symbol ETA: 29.7s | Global ETA: 16m 31s
[2025-11-25T12:15:27.612328] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:15:27.613101] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:27.613329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:27.614101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:27.700865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:27.701799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:27.722352] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:15:27.883749] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:15:27.890632] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:27.893541] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:15:28.029440] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -1.41% | Symbol ETA: 45.1s | Global ETA: 16m 32s
[2025-11-25T12:15:28.029759] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:15:28.030585] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:28.030738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:28.035491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:28.041668] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:15:28.053739] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:28.066165] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:28.112791] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 6.2s | Global ETA: 16m 32s
[2025-11-25T12:15:28.113076] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:15:28.113922] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:28.114065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:28.115795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:28.116358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:28.116851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:15:28.120832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:28.139115] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.57% | Symbol ETA: 13.3s | Global ETA: 16m 32s
[2025-11-25T12:15:28.139445] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:15:28.140288] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:28.140429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:28.145271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:28.147243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:28.147867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:28.148343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:28.149631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:28.150357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:15:28.154663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:28.155122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:28.156457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:28.213041] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:28.321917] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 5.30% | Symbol ETA: 28.9s | Global ETA: 16m 32s
[2025-11-25T12:15:28.322208] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:15:28.323087] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:28.323235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:28.324083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:28.413144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:28.414256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:28.458440] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:15:28.494765] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:15:28.498338] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:15:28.679546] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:28.687119] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:28.689018] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:28.752099] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.36% | Symbol ETA: 5.6s | Global ETA: 16m 32s
[2025-11-25T12:15:28.752399] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:15:28.752821] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -0.58% | Symbol ETA: 12.6s | Global ETA: 16m 32s
[2025-11-25T12:15:28.753137] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:15:28.753312] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:28.753441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:28.753993] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:28.754072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:28.755810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:28.756532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:28.757150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:15:28.758939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:28.760863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:28.761400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:28.761897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:28.762553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:28.763142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:28.763892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:15:28.768141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:28.784357] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:15:28.839561] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -2.18% | Symbol ETA: 44.3s | Global ETA: 16m 32s
[2025-11-25T12:15:28.839758] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:15:28.840749] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:28.840862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:28.845868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:28.953529] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:28.977613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:28.979013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:29.058903] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -2.61% | Symbol ETA: 28.3s | Global ETA: 16m 32s
[2025-11-25T12:15:29.059178] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:15:29.060019] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:29.060163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:29.060943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:29.114876] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:15:29.121698] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:15:29.145057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:29.146139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:29.287040] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:29.295005] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:29.320699] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:15:29.357925] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 5.0s | Global ETA: 16m 32s
[2025-11-25T12:15:29.358248] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:15:29.359148] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:29.359294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:29.359707] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.09% | Symbol ETA: 12.0s | Global ETA: 16m 32s
[2025-11-25T12:15:29.360015] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:15:29.360891] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:29.361034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:29.361120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:29.361744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:29.362231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:15:29.366054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:29.366346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:29.368024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:29.368616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:29.369108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:29.370385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:29.371114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:15:29.375505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:29.486663] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:15:29.495909] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:29.643539] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 43.4s | Global ETA: 16m 32s
[2025-11-25T12:15:29.643856] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:15:29.644699] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:29.644835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:29.649819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:29.676747] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:29.713613] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:15:29.721677] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:15:29.775528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:29.776904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:29.792337] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.57% | Symbol ETA: 27.6s | Global ETA: 16m 32s
[2025-11-25T12:15:29.792652] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:15:29.793479] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:29.793618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:29.794393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:29.879442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:29.880398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:29.889578] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:29.895076] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:29.951530] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 4.3s | Global ETA: 16m 32s
[2025-11-25T12:15:29.951856] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:15:29.952775] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:29.952923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:29.954738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:29.955381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:29.955953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:15:29.960244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:29.969736] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.37% | Symbol ETA: 11.3s | Global ETA: 16m 32s
[2025-11-25T12:15:30.123999] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:15:30.142142] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.82%, Actual: 4.72%
[2025-11-25T12:15:30.242866] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:15:30.306039] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:30.315526] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.16%, Actual: 2.95%
[2025-11-25T12:15:30.319277] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:15:30.420033] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:30.449237] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.34% | Symbol ETA: 42.6s | Global ETA: 16m 32s
[2025-11-25T12:15:30.499542] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.50%, Actual: 0.61%
[2025-11-25T12:15:30.509006] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:30.527456] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -2.65% | Symbol ETA: 26.9s | Global ETA: 16m 32s
[2025-11-25T12:15:30.527778] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:15:30.528586] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:30.528754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:30.529544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:30.570078] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 3.7s | Global ETA: 16m 33s
[2025-11-25T12:15:30.570407] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:15:30.571280] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:30.571424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:30.573223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:30.573845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:30.574359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:15:30.578555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:30.620319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:30.621485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:30.636724] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.57%, Actual: 1.04%
[2025-11-25T12:15:30.672978] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 1.35%
[2025-11-25T12:15:30.817688] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 1.87%, Actual: 1.19%
[2025-11-25T12:15:30.845515] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.61%, Actual: 0.93%
[2025-11-25T12:15:30.939179] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:15:30.973321] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:15:30.993156] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.87%, Actual: 1.80%
[2025-11-25T12:15:31.016525] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 0.88%
[2025-11-25T12:15:31.115863] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:31.143398] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:31.164606] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.19%, Actual: 0.97%
[2025-11-25T12:15:31.175809] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3.1s | Global ETA: 16m 33s
[2025-11-25T12:15:31.184368] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.57%, Actual: 2.44%
[2025-11-25T12:15:31.247334] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 26.1s | Global ETA: 16m 33s
[2025-11-25T12:15:31.247634] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:15:31.248492] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:31.248578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:31.249384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:31.332187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:31.333344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:31.343442] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.77%, Actual: 2.38%
[2025-11-25T12:15:31.353221] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -0.58%, Actual: 0.61%
[2025-11-25T12:15:31.357279] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.38%, Actual: 0.81%
[2025-11-25T12:15:31.522008] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.09%, Actual: 2.94%
[2025-11-25T12:15:31.522186] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 2.00%
[2025-11-25T12:15:31.534225] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.56%, Actual: 0.83%
[2025-11-25T12:15:31.677742] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:15:31.698110] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.37%, Actual: 0.29%
[2025-11-25T12:15:31.698519] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 42.1275%
[2025-11-25T12:15:31.698667] [INFO ] [main      ] CGAU: DISCARDED add_morning_range_expansion (score: 42.13%)
[2025-11-25T12:15:31.698807] [INFO ] [main      ] CGAU: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:15:31.698917] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity']
[2025-11-25T12:15:31.699028] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:15:31.710173] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.20%, Actual: 2.84%
[2025-11-25T12:15:31.710228] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -1.41%, Actual: 0.86%
[2025-11-25T12:15:31.712616] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:31.713082] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:15:31.713966] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:31.714042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:31.718927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:31.720748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:31.721238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:31.721626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:31.722826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:31.723459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:31.724570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:31.852370] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:31.881567] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -2.18%, Actual: 0.11%
[2025-11-25T12:15:31.892416] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.33%, Actual: 0.58%
[2025-11-25T12:15:31.959781] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.19% | Symbol ETA: 25.4s | Global ETA: 16m 33s
[2025-11-25T12:15:31.959944] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:15:31.960738] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:31.960813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:31.961508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:32.046398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:32.047327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:32.051805] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.30%
[2025-11-25T12:15:32.068703] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:15:32.073852] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.52%, Actual: 4.52%
[2025-11-25T12:15:32.224488] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.34%, Actual: 1.77%
[2025-11-25T12:15:32.224919] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 50.1452%
[2025-11-25T12:15:32.225134] [INFO ] [main      ] APD: KEPT add_gap_morning_composite (score: 50.15%)
[2025-11-25T12:15:32.225256] [INFO ] [main      ] APD: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T12:15:32.225312] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state']
[2025-11-25T12:15:32.225427] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:15:32.235845] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:32.238615] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:32.239142] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:15:32.240071] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:32.240212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:32.245039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:32.254186] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.36%, Actual: 2.39%
[2025-11-25T12:15:32.307671] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.71% | Symbol ETA: 16.4s | Global ETA: 16m 33s
[2025-11-25T12:15:32.307824] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:15:32.308568] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:32.308662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:32.313410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:32.315194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:32.315840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:32.316310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:32.317591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:32.318311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:32.319499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:32.373867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:32.375085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:32.391174] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:15:32.430859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:32.433813] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.31%, Actual: 1.30%
[2025-11-25T12:15:32.565398] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:32.612792] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 0.94%
[2025-11-25T12:15:32.660155] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:15:32.668409] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 1.98% | Symbol ETA: 24.7s | Global ETA: 16m 33s
[2025-11-25T12:15:32.668732] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:15:32.669574] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:32.669736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:32.670540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:32.757724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:32.758847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:32.793041] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.45%, Actual: 5.47%
[2025-11-25T12:15:32.830352] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:15:32.831781] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:32.902970] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -2.13% | Symbol ETA: 15.8s | Global ETA: 16m 33s
[2025-11-25T12:15:32.903242] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:15:32.904027] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:32.904167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:32.908984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:32.910818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:32.911371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:32.911860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:32.913109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:32.913837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:32.915020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:32.972471] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:15:32.972901] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 37.2363%
[2025-11-25T12:15:32.973082] [INFO ] [main      ] GROV: DISCARDED add_range_volume_efficiency_refinements (score: 37.24%)
[2025-11-25T12:15:32.973206] [INFO ] [main      ] GROV: Testing feature 39/53: add_regime
[2025-11-25T12:15:32.973314] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_regime']
[2025-11-25T12:15:32.973425] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:15:32.988006] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:32.988743] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:15:32.989942] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:32.990100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:32.992064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:32.992699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:32.993203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:15:33.000462] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:33.013443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:33.111163] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:15:33.156283] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.64% | Symbol ETA: 45.6s | Global ETA: 16m 33s
[2025-11-25T12:15:33.156577] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:15:33.157432] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:33.157575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:33.162314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:33.256004] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:15:33.279947] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:33.283397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:33.284814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:33.340971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:33.367817] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:15:33.380778] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -1.08% | Symbol ETA: 23.9s | Global ETA: 16m 33s
[2025-11-25T12:15:33.381081] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:15:33.381955] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:33.382096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:33.382907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:33.426327] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:33.467273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:33.468413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:33.498792] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.92% | Symbol ETA: 15.2s | Global ETA: 16m 34s
[2025-11-25T12:15:33.498964] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:15:33.499742] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:33.499965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:33.504750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:33.506571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:33.507177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:33.507671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:33.508922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:33.509631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:33.510847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:33.553538] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:33.620869] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.65% | Symbol ETA: 8.7s | Global ETA: 16m 34s
[2025-11-25T12:15:33.621164] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:15:33.622017] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:33.622158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:33.623897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:33.624469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:33.624960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:15:33.643933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:33.680703] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:15:33.815510] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:15:33.854516] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:33.859537] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:15:33.987406] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:33.992942] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:15:34.003743] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -1.68% | Symbol ETA: 44.4s | Global ETA: 16m 34s
[2025-11-25T12:15:34.003894] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:15:34.004734] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:34.004833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:34.009903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:34.031955] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:34.088862] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 2.45% | Symbol ETA: 23.2s | Global ETA: 16m 34s
[2025-11-25T12:15:34.104284] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.71% | Symbol ETA: 14.6s | Global ETA: 16m 34s
[2025-11-25T12:15:34.104433] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:15:34.105205] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:34.105280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:34.110096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:34.112000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:34.112584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:34.113097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:34.114609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:34.115576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:34.116838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:34.141426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:34.142752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:34.174568] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:34.202548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:34.243241] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -1.96% | Symbol ETA: 8.0s | Global ETA: 16m 34s
[2025-11-25T12:15:34.243535] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:15:34.244448] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:34.244594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:34.246449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:34.247078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:34.247558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:15:34.267978] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -3.49%, Actual: 3.01%
[2025-11-25T12:15:34.269362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:34.440943] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 5.30%, Actual: 3.87%
[2025-11-25T12:15:34.466215] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:15:34.554447] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:15:34.613774] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -2.61%, Actual: 0.49%
[2025-11-25T12:15:34.625628] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:15:34.633969] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:34.705284] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -2.01% | Symbol ETA: 14.0s | Global ETA: 16m 34s
[2025-11-25T12:15:34.705555] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:15:34.706389] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:34.706531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:34.711349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:34.713180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:34.713761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:34.714232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:34.715481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:34.716212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:34.717426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:34.724039] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:34.799740] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.57%, Actual: 0.19%
[2025-11-25T12:15:34.804355] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:34.868850] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -3.87% | Symbol ETA: 7.4s | Global ETA: 16m 34s
[2025-11-25T12:15:34.869133] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:15:34.870005] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:34.870149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:34.870153] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.49% | Symbol ETA: 43.5s | Global ETA: 16m 34s
[2025-11-25T12:15:34.870494] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:15:34.871411] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:34.871558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:34.872143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:34.872732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:34.873296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:15:34.876772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:34.893628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:34.969541] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -2.65%, Actual: 2.33%
[2025-11-25T12:15:35.008952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:35.010383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:35.055413] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:15:35.066516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:35.141697] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 1.61%
[2025-11-25T12:15:35.233775] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:35.253967] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:15:35.306894] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.09% | Symbol ETA: 13.4s | Global ETA: 16m 34s
[2025-11-25T12:15:35.307209] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:15:35.308046] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:35.308186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:35.312974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:35.314257] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.19%, Actual: 0.03%
[2025-11-25T12:15:35.314829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:35.315407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:35.315907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:35.317177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:35.317913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:35.319107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:35.430719] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:35.439242] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:15:35.493297] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 1.98%, Actual: 0.28%
[2025-11-25T12:15:35.495696] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.37% | Symbol ETA: 6.7s | Global ETA: 16m 34s
[2025-11-25T12:15:35.496022] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:15:35.496877] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:35.497046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:35.498811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:35.499390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:35.499894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:15:35.519735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:35.622438] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:35.663980] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:15:35.665284] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -1.08%, Actual: 3.25%
[2025-11-25T12:15:35.772329] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -1.88% | Symbol ETA: 42.7s | Global ETA: 16m 34s
[2025-11-25T12:15:35.772626] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:15:35.773554] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:35.773713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:35.778811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:35.840875] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 2.45%, Actual: 2.31%
[2025-11-25T12:15:35.841306] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 37.1350%
[2025-11-25T12:15:35.841438] [INFO ] [main      ] KNTK: DISCARDED add_last_hour_momentum_mag (score: 37.13%)
[2025-11-25T12:15:35.841548] [INFO ] [main      ] KNTK: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:15:35.841674] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_late_day_volatility']
[2025-11-25T12:15:35.841783] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:15:35.855874] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:35.856038] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:35.856483] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:15:35.857440] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:35.857583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:35.858381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:35.866006] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:15:35.910235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:35.911717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:35.928254] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.21% | Symbol ETA: 12.9s | Global ETA: 16m 34s
[2025-11-25T12:15:35.928430] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:15:35.929209] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:35.929299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:35.934035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:35.935968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:35.936527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:35.937037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:35.938270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:35.939021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:35.940200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:35.946893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:15:35.949130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:35.967921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:36.038123] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:36.099663] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.24% | Symbol ETA: 6.1s | Global ETA: 16m 34s
[2025-11-25T12:15:36.099817] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:15:36.100561] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:36.100629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:36.102288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:36.102827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:36.103386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:15:36.122828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:36.278912] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:15:36.293404] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:15:36.325185] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:15:36.447446] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:36.467205] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:15:36.475189] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:36.511448] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:36.522246] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -0.90% | Symbol ETA: 12.2s | Global ETA: 16m 35s
[2025-11-25T12:15:36.522567] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:15:36.523472] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:36.523622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:36.528901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:36.530923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:36.531520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:36.532030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:36.533376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:36.534157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:36.535446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:36.584190] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 26.7s | Global ETA: 16m 35s
[2025-11-25T12:15:36.584511] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:15:36.585382] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:36.585532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:36.586343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:36.643629] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:36.676011] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.78% | Symbol ETA: 41.8s | Global ETA: 16m 35s
[2025-11-25T12:15:36.676345] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:15:36.677238] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:36.677026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:15:36.677360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:36.679363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:36.682236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:36.707123] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 3.81% | Symbol ETA: 5.4s | Global ETA: 16m 35s
[2025-11-25T12:15:36.707427] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:15:36.708299] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:36.708454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:36.710293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:36.711129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:36.711616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:15:36.731754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:36.804175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:36.805563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:36.860288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:36.914277] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:15:37.020057] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:15:37.093508] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:15:37.105190] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:37.183348] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.00% | Symbol ETA: 11.7s | Global ETA: 16m 35s
[2025-11-25T12:15:37.183504] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:15:37.184316] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:15:37.184397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:37.189838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:37.191859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:37.192377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:37.192819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:37.194087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:37.194353] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:37.194826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:37.196189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:37.201791] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:15:37.285315] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:37.304554] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 2.37% | Symbol ETA: 26.0s | Global ETA: 16m 35s
[2025-11-25T12:15:37.304765] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:15:37.305701] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:37.305784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:37.306687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:37.351422] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.57% | Symbol ETA: 4.8s | Global ETA: 16m 35s
[2025-11-25T12:15:37.351585] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:15:37.352463] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:37.352695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:37.354518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:37.355179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:37.355744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:15:37.372142] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:37.378215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:37.397752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:15:37.399931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:37.514286] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -1.51% | Symbol ETA: 40.9s | Global ETA: 16m 35s
[2025-11-25T12:15:37.514457] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:15:37.515241] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:37.515467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:37.520272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:37.611019] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:15:37.640124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:37.641385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:37.694690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:37.727234] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:15:37.746956] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:15:37.779825] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:37.849970] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.57% | Symbol ETA: 11.0s | Global ETA: 16m 35s
[2025-11-25T12:15:37.897605] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:37.917359] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:37.958874] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 4.2s | Global ETA: 16m 35s
[2025-11-25T12:15:37.959164] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:15:37.959999] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:37.960140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:37.961876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:37.962447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:37.962944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:15:37.985324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:38.022733] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 25.2s | Global ETA: 16m 35s
[2025-11-25T12:15:38.023030] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:15:38.023890] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:38.024037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:38.024820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:38.027461] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.71%, Actual: 4.72%
[2025-11-25T12:15:38.037951] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:15:38.114285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:15:38.116511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:38.196838] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -2.13%, Actual: 2.95%
[2025-11-25T12:15:38.217369] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:38.324195] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:15:38.363555] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 40.0s | Global ETA: 16m 35s
[2025-11-25T12:15:38.363873] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:15:38.364703] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:38.364842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:38.366497] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.92%, Actual: 0.61%
[2025-11-25T12:15:38.369618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:38.462604] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:15:38.492957] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:38.497748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:38.499149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:38.537883] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.71%, Actual: 1.35%
[2025-11-25T12:15:38.554366] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.33% | Symbol ETA: 3.6s | Global ETA: 16m 35s
[2025-11-25T12:15:38.554674] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:15:38.555503] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:38.555578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:38.555299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:38.557282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:38.557822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:38.558313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:15:38.577325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:38.636763] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:38.710352] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -2.01%, Actual: 0.93%
[2025-11-25T12:15:38.745892] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -0.99% | Symbol ETA: 24.5s | Global ETA: 16m 35s
[2025-11-25T12:15:38.746216] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:15:38.747146] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:38.747301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:38.748120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:38.844615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:15:38.846995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:38.890545] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.09%, Actual: 0.88%
[2025-11-25T12:15:38.900402] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:15:38.959284] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:15:39.072673] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:39.073522] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.21%, Actual: 2.44%
[2025-11-25T12:15:39.151009] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:39.206254] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:15:39.215716] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 3.0s | Global ETA: 16m 36s
[2025-11-25T12:15:39.218837] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 39.1s | Global ETA: 16m 36s
[2025-11-25T12:15:39.219140] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:15:39.220035] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:39.220176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:39.225160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:39.250346] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -0.90%, Actual: 0.61%
[2025-11-25T12:15:39.355079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:39.356566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:39.378674] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:39.403398] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.65%, Actual: 0.81%
[2025-11-25T12:15:39.416795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:39.426550] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.00%, Actual: 2.94%
[2025-11-25T12:15:39.484898] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 2.26% | Symbol ETA: 23.8s | Global ETA: 16m 36s
[2025-11-25T12:15:39.485041] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:15:39.485798] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:39.485872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:39.486546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:39.572211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:15:39.574253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:39.592568] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -1.96%, Actual: 0.83%
[2025-11-25T12:15:39.601408] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.57%, Actual: 0.29%
[2025-11-25T12:15:39.601757] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 57.4763%
[2025-11-25T12:15:39.601968] [INFO ] [main      ] CGAU: KEPT add_open_11_elasticity (score: 57.48%)
[2025-11-25T12:15:39.602092] [INFO ] [main      ] CGAU: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:15:39.602198] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_open_reversal_intensity']
[2025-11-25T12:15:39.602334] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:15:39.616197] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:39.616852] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:15:39.617748] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:39.617827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:39.622812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:39.624611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:39.625127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:39.625538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:39.626755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:39.627585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:39.628961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:15:39.630288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:39.760081] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:15:39.780534] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -3.87%, Actual: 2.84%
[2025-11-25T12:15:39.918807] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:15:39.932152] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:39.964675] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.37%, Actual: 0.58%
[2025-11-25T12:15:39.974206] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:15:40.079579] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 0.91% | Symbol ETA: 38.2s | Global ETA: 16m 36s
[2025-11-25T12:15:40.079923] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:15:40.080868] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:40.081016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:40.086320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:40.092202] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:40.139830] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 4.52%
[2025-11-25T12:15:40.149148] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:40.197730] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -3.76% | Symbol ETA: 23.1s | Global ETA: 16m 36s
[2025-11-25T12:15:40.198029] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:15:40.198944] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:40.199091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:40.199908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:40.214128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:40.215531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:40.225505] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 3.12% | Symbol ETA: 15.4s | Global ETA: 16m 36s
[2025-11-25T12:15:40.225770] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:15:40.226580] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:40.226736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:40.231902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:40.233762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:40.234305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:40.234792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:40.236033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:40.236758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:40.237959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:15:40.239301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:40.269775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:40.289097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:15:40.291282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:40.324771] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 3.81%, Actual: 2.39%
[2025-11-25T12:15:40.515995] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.57%, Actual: 1.30%
[2025-11-25T12:15:40.593822] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:15:40.636373] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:15:40.642659] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:15:40.697988] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.85%, Actual: 0.94%
[2025-11-25T12:15:40.766468] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:40.806792] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:40.816449] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:40.842806] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -1.38% | Symbol ETA: 14.9s | Global ETA: 16m 36s
[2025-11-25T12:15:40.843096] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:15:40.843960] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:40.844102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:40.848992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:40.850899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:40.851461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:40.851955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:40.853187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:40.853910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:40.855106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:15:40.856504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:40.880443] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.33%, Actual: 5.47%
[2025-11-25T12:15:40.923265] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.77% | Symbol ETA: 22.3s | Global ETA: 16m 36s
[2025-11-25T12:15:40.923565] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:15:40.924522] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:40.924719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:40.925576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:40.955805] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.91% | Symbol ETA: 37.4s | Global ETA: 16m 36s
[2025-11-25T12:15:41.011527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:15:41.013700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:41.064348] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 1.52%
[2025-11-25T12:15:41.064623] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 44.8461%
[2025-11-25T12:15:41.064762] [INFO ] [main      ] GROV: DISCARDED add_regime (score: 44.85%)
[2025-11-25T12:15:41.064827] [INFO ] [main      ] GROV: Testing feature 40/53: add_regime_flags
[2025-11-25T12:15:41.065038] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_regime_flags']
[2025-11-25T12:15:41.065153] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:15:41.079349] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:41.080025] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:15:41.080988] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:41.081065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:41.082874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:41.083459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:41.083970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:41.085082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:41.130085] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.64%, Actual: 1.04%
[2025-11-25T12:15:41.199023] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:15:41.300712] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -1.68%, Actual: 1.19%
[2025-11-25T12:15:41.352420] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:15:41.368712] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:41.442018] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.76% | Symbol ETA: 14.2s | Global ETA: 16m 36s
[2025-11-25T12:15:41.442310] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:15:41.443191] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:41.443333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:41.444920] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:15:41.448152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:41.450019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:41.450594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:41.451100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:41.452334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:41.453057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:41.454282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:15:41.455684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:41.468592] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.49%, Actual: 1.80%
[2025-11-25T12:15:41.522509] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:41.623391] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:41.624329] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.39% | Symbol ETA: 21.6s | Global ETA: 16m 36s
[2025-11-25T12:15:41.624447] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:15:41.625230] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:41.625305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:41.626057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:41.637722] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.88%, Actual: 0.97%
[2025-11-25T12:15:41.685808] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 3.61% | Symbol ETA: 8.1s | Global ETA: 16m 36s
[2025-11-25T12:15:41.686083] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:15:41.687127] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:41.687287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:41.689171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:41.689806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:41.690342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:41.691505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:41.709099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:15:41.711093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:41.797864] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:15:41.807462] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.78%, Actual: 2.38%
[2025-11-25T12:15:41.969531] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:41.979532] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -1.51%, Actual: 2.00%
[2025-11-25T12:15:42.043080] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.54% | Symbol ETA: 13.6s | Global ETA: 16m 36s
[2025-11-25T12:15:42.043344] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:15:42.044194] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:42.044337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:42.049201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:42.051043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:42.051525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:42.052022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:42.053258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:42.053997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:42.054329] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:15:42.054742] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:15:42.055187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:15:42.056547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:42.147939] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.49%, Actual: 0.86%
[2025-11-25T12:15:42.224530] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:42.233341] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:42.293444] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.83% | Symbol ETA: 7.5s | Global ETA: 16m 37s
[2025-11-25T12:15:42.293614] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:15:42.294442] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:42.294679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:42.296467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:42.297104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:42.297600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:42.298694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:42.317030] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.85%, Actual: 0.11%
[2025-11-25T12:15:42.325123] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -0.42% | Symbol ETA: 20.9s | Global ETA: 16m 37s
[2025-11-25T12:15:42.325421] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:15:42.326278] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:42.326429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:42.327271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:42.395705] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:15:42.414095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:15:42.416454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:42.488071] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 0.91%, Actual: 0.30%
[2025-11-25T12:15:42.569195] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:42.643165] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.62% | Symbol ETA: 13.0s | Global ETA: 16m 37s
[2025-11-25T12:15:42.643464] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:15:42.644302] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:42.644445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:42.649387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:42.651374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:42.651970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:42.652454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:42.653730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:42.654439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:42.655667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:15:42.657087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:42.658788] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.91%, Actual: 1.77%
[2025-11-25T12:15:42.659142] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 54.8876%
[2025-11-25T12:15:42.659314] [INFO ] [main      ] APD: KEPT add_gap_resolution_state (score: 54.89%)
[2025-11-25T12:15:42.659437] [INFO ] [main      ] APD: Testing feature 13/53: add_gaps
[2025-11-25T12:15:42.659543] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_gaps']
[2025-11-25T12:15:42.659673] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:15:42.662198] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:15:42.672000] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:42.672589] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:15:42.673442] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:42.673530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:42.678353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:42.753844] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:15:42.804556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:42.805775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:42.844151] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:42.861925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:42.862890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:42.906265] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.35% | Symbol ETA: 7.0s | Global ETA: 16m 37s
[2025-11-25T12:15:42.906566] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:15:42.907511] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:42.907676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:42.909543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:42.910210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:42.910716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:42.911980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:42.925170] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:43.008593] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:15:43.027477] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.99% | Symbol ETA: 20.2s | Global ETA: 16m 37s
[2025-11-25T12:15:43.188290] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:43.200700] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:15:43.201020] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -0.15%, Actual: 3.01%
[2025-11-25T12:15:43.261976] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 2.00% | Symbol ETA: 12.4s | Global ETA: 16m 37s
[2025-11-25T12:15:43.262277] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:15:43.263146] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:43.263309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:43.268223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:43.270246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:43.270850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:43.271319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:43.272570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:43.272689] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:15:43.273300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:43.274475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:15:43.275779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:43.368057] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:43.372474] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 2.37%, Actual: 3.87%
[2025-11-25T12:15:43.450077] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:43.511615] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.57% | Symbol ETA: 6.3s | Global ETA: 16m 37s
[2025-11-25T12:15:43.511784] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:15:43.512681] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:43.512773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:43.514801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:43.515343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:43.515799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:43.517175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:43.519006] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 2.97% | Symbol ETA: 42.4s | Global ETA: 16m 37s
[2025-11-25T12:15:43.519309] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:15:43.520175] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:43.520313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:43.525088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:43.541855] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.41%, Actual: 0.49%
[2025-11-25T12:15:43.625479] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:15:43.650984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:43.652353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:43.710309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:43.711425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:43.711877] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -0.99%, Actual: 0.19%
[2025-11-25T12:15:43.799194] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:43.873068] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.37% | Symbol ETA: 11.8s | Global ETA: 16m 37s
[2025-11-25T12:15:43.873371] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:15:43.874208] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:43.874350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:43.876860] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:15:43.879238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:43.880441] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 2.26%, Actual: 2.33%
[2025-11-25T12:15:43.881205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:43.881714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:43.882208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:43.883454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:43.884178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:43.885466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:15:43.886846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:44.049710] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:15:44.050034] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -3.76%, Actual: 1.61%
[2025-11-25T12:15:44.055972] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:44.113734] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.74% | Symbol ETA: 5.7s | Global ETA: 16m 37s
[2025-11-25T12:15:44.114014] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:15:44.114857] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:44.115000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:44.116737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:44.117372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:44.117864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:44.118990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:44.217326] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:44.219289] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 0.03%
[2025-11-25T12:15:44.231747] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:15:44.368355] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 41.6s | Global ETA: 16m 37s
[2025-11-25T12:15:44.368527] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:15:44.369312] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:44.369517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:44.374319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:44.400758] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:44.407689] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.39%, Actual: 0.28%
[2025-11-25T12:15:44.473263] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.23% | Symbol ETA: 11.2s | Global ETA: 16m 37s
[2025-11-25T12:15:44.473565] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:15:44.474388] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:44.474531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:44.479356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:44.481192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:44.481761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:44.482225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:44.483475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:44.484220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:44.485497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:15:44.486909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:44.495084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:44.496377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:44.509943] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:15:44.551827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:44.552833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:44.594041] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -0.42%, Actual: 3.25%
[2025-11-25T12:15:44.678715] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:44.739225] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.44% | Symbol ETA: 5.1s | Global ETA: 16m 37s
[2025-11-25T12:15:44.739531] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:15:44.740509] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:44.740673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:44.742590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:44.743244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:44.743751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:44.744954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:44.765596] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.99%, Actual: 2.31%
[2025-11-25T12:15:44.766054] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 34.8910%
[2025-11-25T12:15:44.766243] [INFO ] [main      ] KNTK: DISCARDED add_late_day_volatility (score: 34.89%)
[2025-11-25T12:15:44.766360] [INFO ] [main      ] KNTK: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:15:44.766512] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_late_hour_microstructure']
[2025-11-25T12:15:44.766677] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:15:44.781332] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:44.782114] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:15:44.783090] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:44.783240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:44.784080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:44.831760] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:15:44.872252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:15:44.875582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:44.892421] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:15:45.013463] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:45.073479] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:45.089811] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 1.88% | Symbol ETA: 10.6s | Global ETA: 16m 38s
[2025-11-25T12:15:45.089951] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:15:45.090725] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:45.090816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:45.095921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:45.097857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:45.098429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:45.098934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:45.100229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:45.101016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:45.102370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:15:45.103765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:45.127254] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:15:45.226183] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.02% | Symbol ETA: 40.7s | Global ETA: 16m 38s
[2025-11-25T12:15:45.226330] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:15:45.227104] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:45.227317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:45.227416] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:15:45.232217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:45.307473] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:45.357181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:45.358333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:45.370391] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 4.5s | Global ETA: 16m 38s
[2025-11-25T12:15:45.370690] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:15:45.371631] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:45.371813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:45.373708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:45.374371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:45.374894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:45.376133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:45.418147] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:45.425123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:45.426853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:45.455912] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:15:45.530153] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -4.23% | Symbol ETA: 25.1s | Global ETA: 16m 38s
[2025-11-25T12:15:45.530452] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:15:45.531891] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:45.532034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:45.532939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:45.622190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:15:45.625401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:45.638984] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:45.711290] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.02% | Symbol ETA: 10.0s | Global ETA: 16m 38s
[2025-11-25T12:15:45.780883] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:15:45.814938] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:15:45.880523] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 3.12%, Actual: 4.72%
[2025-11-25T12:15:45.960747] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:45.986394] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:45.991803] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:15:46.018769] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3.9s | Global ETA: 16m 38s
[2025-11-25T12:15:46.018949] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:15:46.019779] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:46.020007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:46.021735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:46.022304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:46.022797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:46.023919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:46.049020] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -1.38%, Actual: 2.95%
[2025-11-25T12:15:46.135016] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: 1.75% | Symbol ETA: 40.0s | Global ETA: 16m 38s
[2025-11-25T12:15:46.135334] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:15:46.136222] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:46.136364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:46.141441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:46.159334] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:46.223087] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.76%, Actual: 0.61%
[2025-11-25T12:15:46.265593] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 2.86% | Symbol ETA: 24.3s | Global ETA: 16m 38s
[2025-11-25T12:15:46.265886] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:15:46.266729] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:46.266870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:46.267674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:46.268712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:46.270280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:46.327889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:46.329279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:46.354119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:15:46.356933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:46.371181] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:15:46.393087] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.54%, Actual: 1.35%
[2025-11-25T12:15:46.554494] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:46.564526] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.62%, Actual: 0.93%
[2025-11-25T12:15:46.615375] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.16% | Symbol ETA: 3.3s | Global ETA: 16m 38s
[2025-11-25T12:15:46.615692] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:15:46.616604] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:46.616764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:46.618600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:46.619261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:46.619821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:46.621110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:46.702031] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:15:46.702670] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:15:46.737381] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 2.00%, Actual: 0.88%
[2025-11-25T12:15:46.872085] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:46.882101] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:46.911412] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 2.44%
[2025-11-25T12:15:46.977604] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 0.33% | Symbol ETA: 23.5s | Global ETA: 16m 38s
[2025-11-25T12:15:46.977934] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:15:46.978782] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:46.978920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:46.979719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:46.982349] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:15:47.039073] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.31% | Symbol ETA: 39.1s | Global ETA: 16m 38s
[2025-11-25T12:15:47.039223] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:15:47.040521] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:47.040611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:47.045339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:47.065365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:15:47.068259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:47.086346] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.23%, Actual: 0.61%
[2025-11-25T12:15:47.166450] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:47.167220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:47.168297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:47.223478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:47.224501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:47.229015] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.7s | Global ETA: 16m 38s
[2025-11-25T12:15:47.275256] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 1.88%, Actual: 2.94%
[2025-11-25T12:15:47.408435] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:15:47.411106] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 3.61%, Actual: 0.81%
[2025-11-25T12:15:47.446354] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.02%, Actual: 0.29%
[2025-11-25T12:15:47.446766] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 46.5650%
[2025-11-25T12:15:47.446901] [INFO ] [main      ] CGAU: DISCARDED add_open_reversal_intensity (score: 46.56%)
[2025-11-25T12:15:47.446988] [INFO ] [main      ] CGAU: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:15:47.447081] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:15:47.447166] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:15:47.460915] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:47.461396] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:15:47.462386] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:47.462528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:47.467427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:47.469313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:47.469905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:47.470375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:47.471613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:47.472334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:47.473521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:15:47.475097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:47.562879] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:15:47.579266] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:47.595398] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.83%, Actual: 0.83%
[2025-11-25T12:15:47.683999] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.76% | Symbol ETA: 22.7s | Global ETA: 16m 38s
[2025-11-25T12:15:47.684290] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:15:47.685169] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:47.685309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:47.686086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:47.732184] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:47.769969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:15:47.772922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:47.778205] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.35%, Actual: 2.84%
[2025-11-25T12:15:47.816328] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:15:47.878350] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -2.36% | Symbol ETA: 38.3s | Global ETA: 16m 39s
[2025-11-25T12:15:47.878676] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:15:47.879493] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:47.879632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:47.884511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:47.962260] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.57%, Actual: 0.58%
[2025-11-25T12:15:47.992452] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:48.007433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:48.008627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:48.064188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:48.065098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:48.075323] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.03% | Symbol ETA: 14.7s | Global ETA: 16m 39s
[2025-11-25T12:15:48.075480] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:15:48.076284] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:48.076364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:48.081451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:48.083537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:48.084162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:48.084663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:48.086048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:48.086876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:48.088219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:15:48.090011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:48.115044] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:15:48.144845] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.74%, Actual: 4.52%
[2025-11-25T12:15:48.284518] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:48.326704] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.44%, Actual: 2.39%
[2025-11-25T12:15:48.390271] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -1.20% | Symbol ETA: 22.0s | Global ETA: 16m 39s
[2025-11-25T12:15:48.390600] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:15:48.391439] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:48.391580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:48.392390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:48.403750] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:15:48.449544] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:15:48.476919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:15:48.480130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:48.509377] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.30%
[2025-11-25T12:15:48.572211] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:48.623036] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:48.693847] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.94%
[2025-11-25T12:15:48.698681] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.59% | Symbol ETA: 14.1s | Global ETA: 16m 39s
[2025-11-25T12:15:48.698960] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:15:48.699745] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:48.699883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:48.704711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:48.706519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:48.707116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:48.707581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:48.708844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:48.709550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:48.710763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:15:48.712298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:48.720428] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -2.40% | Symbol ETA: 37.4s | Global ETA: 16m 39s
[2025-11-25T12:15:48.720735] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:15:48.721595] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:48.721758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:48.726591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:48.820663] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:15:48.851971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:48.853076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:48.873623] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.16%, Actual: 5.47%
[2025-11-25T12:15:48.909268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:48.910180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:48.997097] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:49.055170] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:15:49.055763] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:15:49.056183] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 32.0621%
[2025-11-25T12:15:49.056396] [INFO ] [main      ] GROV: DISCARDED add_regime_flags (score: 32.06%)
[2025-11-25T12:15:49.056519] [INFO ] [main      ] GROV: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:15:49.056662] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:15:49.056786] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:15:49.071240] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:49.071820] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:15:49.072859] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:49.073004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:49.074889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:49.075496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:49.075997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:15:49.076517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:49.077871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:15:49.079694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:15:49.081035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:15:49.081888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:49.102875] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 2.21% | Symbol ETA: 21.3s | Global ETA: 16m 39s
[2025-11-25T12:15:49.103180] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:15:49.104046] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:49.104187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:49.104970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:49.192012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:15:49.195391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:49.228179] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:49.249869] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:15:49.304475] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.94% | Symbol ETA: 13.5s | Global ETA: 16m 39s
[2025-11-25T12:15:49.304793] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:15:49.305656] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:49.305796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:49.310721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:49.312521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:49.313109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:49.313588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:49.314839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:49.315555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:49.316756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:15:49.318404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:49.420307] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:49.440956] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:15:49.543148] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:15:49.566972] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -1.42% | Symbol ETA: 36.5s | Global ETA: 16m 39s
[2025-11-25T12:15:49.567282] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:15:49.568133] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:49.568287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:49.573149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:49.617387] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:49.663721] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:15:49.682762] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 3.69% | Symbol ETA: 7.9s | Global ETA: 16m 39s
[2025-11-25T12:15:49.683076] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:15:49.683951] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:49.684100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:49.685836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:49.686416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:49.686915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:15:49.687436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:49.688607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:15:49.690308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:15:49.691413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:15:49.692235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:49.692347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:49.693457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:49.716223] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:49.748857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:49.749798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:49.820864] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.70% | Symbol ETA: 20.5s | Global ETA: 16m 39s
[2025-11-25T12:15:49.821160] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:15:49.822010] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:49.822150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:49.822928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:49.834764] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:49.907978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:15:49.909067] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.92% | Symbol ETA: 12.8s | Global ETA: 16m 39s
[2025-11-25T12:15:49.909367] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:15:49.910202] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:49.910361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:49.911317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:49.915353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:49.917269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:49.917857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:49.918269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:49.919567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:49.920290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:49.921485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:15:49.923062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:50.031571] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:15:50.090106] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:15:50.202963] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:50.256253] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:15:50.259659] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:50.268039] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.82% | Symbol ETA: 7.2s | Global ETA: 16m 39s
[2025-11-25T12:15:50.268356] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:15:50.269236] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:50.269380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:50.271125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:50.271485] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:15:50.271739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:50.272204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:15:50.272663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:50.273721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:15:50.275410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:15:50.276532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:15:50.277310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:50.408261] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 3.62% | Symbol ETA: 35.6s | Global ETA: 16m 39s
[2025-11-25T12:15:50.408478] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:15:50.409346] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:50.409486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:50.414335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:50.430405] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:50.445307] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:50.518258] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -0.58% | Symbol ETA: 12.2s | Global ETA: 16m 39s
[2025-11-25T12:15:50.518528] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:15:50.519357] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:50.519500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:50.524336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:50.526180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:50.526769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:50.527223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:50.528464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:50.529236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:50.530505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:15:50.532142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:50.536225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:50.537448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:50.537743] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 19.8s | Global ETA: 16m 39s
[2025-11-25T12:15:50.538036] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:15:50.538883] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:50.539032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:50.539903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:50.592241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:15:50.593216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:50.627497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:15:50.627957] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:15:50.630852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:50.811261] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:50.879167] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.40% | Symbol ETA: 6.6s | Global ETA: 16m 40s
[2025-11-25T12:15:50.879466] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:15:50.880048] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:15:50.880340] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:50.880496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:50.882434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:50.883060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:50.883661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:15:50.884283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:50.885560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:15:50.887440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:15:50.888602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:15:50.889331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:50.933610] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:15:50.981798] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:15:51.047547] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:51.100522] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:51.120673] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.99% | Symbol ETA: 11.6s | Global ETA: 16m 40s
[2025-11-25T12:15:51.120824] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:15:51.121603] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:51.121697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:51.126538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:51.128388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:51.129066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:51.129482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:51.130785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:51.131532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:51.132792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:15:51.134362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:51.154931] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:51.245904] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: -2.06% | Symbol ETA: 34.8s | Global ETA: 16m 40s
[2025-11-25T12:15:51.246831] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:15:51.260772] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -0.16% | Symbol ETA: 19.1s | Global ETA: 16m 40s
[2025-11-25T12:15:51.261071] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:15:51.261951] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:51.262091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:51.262894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:51.351135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:15:51.354318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:51.414184] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 2.97%, Actual: 1.04%
[2025-11-25T12:15:51.425099] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:51.479632] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:15:51.493806] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.51% | Symbol ETA: 6.0s | Global ETA: 16m 40s
[2025-11-25T12:15:51.493961] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:15:51.494839] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:51.494917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:51.496593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:51.497199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:51.497612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:15:51.498065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:51.499308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:15:51.501095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:15:51.502371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:15:51.503159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:51.583138] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 1.19%
[2025-11-25T12:15:51.659637] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:51.721801] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:15:51.734280] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.72% | Symbol ETA: 11.0s | Global ETA: 16m 40s
[2025-11-25T12:15:51.734425] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:15:51.735211] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:51.735292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:51.740134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:51.741915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:51.742448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:51.742874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:51.744078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:51.744749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:51.745912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:15:51.747456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:51.811037] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.02%, Actual: 1.80%
[2025-11-25T12:15:51.866877] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:15:51.909404] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:51.982952] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: 1.75%, Actual: 0.97%
[2025-11-25T12:15:52.014427] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.12% | Symbol ETA: 18.4s | Global ETA: 16m 40s
[2025-11-25T12:15:52.050978] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:52.093480] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:15:52.117889] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.80% | Symbol ETA: 5.4s | Global ETA: 16m 40s
[2025-11-25T12:15:52.118209] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:15:52.119093] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:52.119247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:52.121057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:52.121774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:52.122321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:15:52.122987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:52.124205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:15:52.126012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:15:52.127198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:15:52.128018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:52.153013] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.31%, Actual: 2.38%
[2025-11-25T12:15:52.192282] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -4.23%, Actual: 3.01%
[2025-11-25T12:15:52.267819] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:52.322052] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -2.36%, Actual: 2.00%
[2025-11-25T12:15:52.340036] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.86% | Symbol ETA: 10.4s | Global ETA: 16m 40s
[2025-11-25T12:15:52.340206] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:15:52.341039] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:52.341264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:52.346332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:52.348281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:52.348888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:52.349409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:52.350765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:52.351502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:52.352870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:15:52.354450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:52.366294] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 2.86%, Actual: 3.87%
[2025-11-25T12:15:52.487211] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:15:52.491142] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -2.40%, Actual: 0.86%
[2025-11-25T12:15:52.542062] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 0.49%
[2025-11-25T12:15:52.661551] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -1.42%, Actual: 0.11%
[2025-11-25T12:15:52.664453] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:52.702437] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:15:52.718862] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.76%, Actual: 0.19%
[2025-11-25T12:15:52.731450] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 3.84% | Symbol ETA: 4.8s | Global ETA: 16m 40s
[2025-11-25T12:15:52.731612] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:15:52.732419] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:52.732499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:52.734226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:52.734830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:52.735263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:15:52.735821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:52.737049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:15:52.738837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:15:52.739926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:15:52.740616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:52.831853] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 3.62%, Actual: 0.30%
[2025-11-25T12:15:52.876853] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:52.893514] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -1.20%, Actual: 2.33%
[2025-11-25T12:15:52.948955] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.35% | Symbol ETA: 9.8s | Global ETA: 16m 40s
[2025-11-25T12:15:52.949324] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:15:52.950480] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:52.950660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:52.956904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:52.959333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:52.959991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:52.960487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:52.961825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:52.962620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:52.964071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:15:52.966410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:53.002966] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: -2.06%, Actual: 1.77%
[2025-11-25T12:15:53.003231] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 40.5637%
[2025-11-25T12:15:53.003449] [INFO ] [main      ] APD: DISCARDED add_gaps (score: 40.56%)
[2025-11-25T12:15:53.003566] [INFO ] [main      ] APD: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:15:53.003687] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_intraday_skewness_proxies']
[2025-11-25T12:15:53.003843] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:15:53.016817] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:53.017609] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:15:53.018623] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:53.018783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:53.023750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:53.065173] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 2.21%, Actual: 1.61%
[2025-11-25T12:15:53.079404] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:15:53.146573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:53.148044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:53.203670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:53.205268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:53.237813] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.70%, Actual: 0.03%
[2025-11-25T12:15:53.246627] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:53.310534] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 3.16% | Symbol ETA: 4.2s | Global ETA: 16m 40s
[2025-11-25T12:15:53.310824] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:15:53.311659] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:53.311798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:53.312802] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:15:53.313493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:53.314105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:53.314582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:15:53.315099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:53.316284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:15:53.318046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:15:53.319270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:15:53.320056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:53.405879] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: -0.30%, Actual: 0.28%
[2025-11-25T12:15:53.495102] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:53.549006] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:15:53.572137] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.08% | Symbol ETA: 9.2s | Global ETA: 16m 41s
[2025-11-25T12:15:53.577021] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 3.25%
[2025-11-25T12:15:53.677059] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:15:53.725724] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:53.744415] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.12%, Actual: 2.31%
[2025-11-25T12:15:53.744747] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 44.3832%
[2025-11-25T12:15:53.744921] [INFO ] [main      ] KNTK: DISCARDED add_late_hour_microstructure (score: 44.38%)
[2025-11-25T12:15:53.745041] [INFO ] [main      ] KNTK: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:15:53.745145] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_late_session_pressure']
[2025-11-25T12:15:53.745273] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:15:53.759486] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.03%, Actual: 4.72%
[2025-11-25T12:15:53.760728] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:53.761346] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:15:53.762280] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:53.762374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:53.763138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:53.847076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:53.848216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:53.853995] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:53.871234] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 2.26% | Symbol ETA: 38.7s | Global ETA: 16m 41s
[2025-11-25T12:15:53.871406] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:15:53.872188] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:53.872404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:53.877204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:53.919857] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 1.21% | Symbol ETA: 3.6s | Global ETA: 16m 41s
[2025-11-25T12:15:53.920154] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:15:53.921032] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:53.921184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:53.922966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:53.923589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:53.924093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:15:53.924667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:53.925833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:15:53.927747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:15:53.928892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:15:53.929775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:53.930740] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 2.95%
[2025-11-25T12:15:54.004873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:54.006212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:54.060841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:54.062427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:54.110059] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.94%, Actual: 0.61%
[2025-11-25T12:15:54.194902] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:15:54.285745] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.92%, Actual: 1.35%
[2025-11-25T12:15:54.291764] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:15:54.369963] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:54.417063] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:15:54.454941] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -0.58%, Actual: 0.93%
[2025-11-25T12:15:54.473038] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:15:54.479657] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.81% | Symbol ETA: 23.4s | Global ETA: 16m 41s
[2025-11-25T12:15:54.479939] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:15:54.480785] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:54.480924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:54.481695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:54.539472] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 1.17% | Symbol ETA: 3.0s | Global ETA: 16m 41s
[2025-11-25T12:15:54.539790] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:15:54.540685] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:54.540830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:54.542806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:54.543407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:54.543918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:15:54.544488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:15:54.545709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:15:54.547682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:15:54.548940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:15:54.549749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:54.567099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:54.568458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:54.594243] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:54.624264] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.99%, Actual: 0.88%
[2025-11-25T12:15:54.743321] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 37.9s | Global ETA: 16m 41s
[2025-11-25T12:15:54.743498] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:15:54.744275] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:54.744498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:54.749473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:54.797065] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.72%, Actual: 2.44%
[2025-11-25T12:15:54.881559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:54.882998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:54.912353] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:15:54.914117] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:15:54.940844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:54.942326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:54.971778] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.86%, Actual: 0.61%
[2025-11-25T12:15:55.088086] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:55.097098] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:15:55.144825] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.35%, Actual: 2.94%
[2025-11-25T12:15:55.164140] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.4s | Global ETA: 16m 41s
[2025-11-25T12:15:55.214216] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.62% | Symbol ETA: 22.8s | Global ETA: 16m 41s
[2025-11-25T12:15:55.214574] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:15:55.215751] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:55.215920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:55.216969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:55.298507] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:15:55.309361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:55.310923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:55.317394] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.08%, Actual: 0.29%
[2025-11-25T12:15:55.317822] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 45.6411%
[2025-11-25T12:15:55.317996] [INFO ] [main      ] CGAU: DISCARDED add_open_vs_close_liquidity_ratio (score: 45.64%)
[2025-11-25T12:15:55.318115] [INFO ] [main      ] CGAU: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:15:55.318243] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_open_vs_prev_range_position']
[2025-11-25T12:15:55.318372] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:15:55.332383] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:55.332886] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:15:55.333795] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:55.333872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:55.338750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:55.340558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:55.341069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:55.341470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:55.342663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:55.343305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:55.344496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:15:55.347511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:55.353900] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 3.69%, Actual: 0.81%
[2025-11-25T12:15:55.476248] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:55.538064] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.82%, Actual: 0.83%
[2025-11-25T12:15:55.621821] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.02% | Symbol ETA: 37.1s | Global ETA: 16m 41s
[2025-11-25T12:15:55.622092] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:15:55.622883] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:55.623022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:55.627837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:55.673231] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:15:55.691584] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:15:55.720941] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.40%, Actual: 2.84%
[2025-11-25T12:15:55.750196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:55.751463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:55.806587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:55.808067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:55.846300] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:55.866536] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:55.903244] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.51%, Actual: 0.58%
[2025-11-25T12:15:55.942563] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 0.73% | Symbol ETA: 14.0s | Global ETA: 16m 41s
[2025-11-25T12:15:55.942759] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:15:55.943694] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:55.943837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:55.948680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:55.950446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:55.951089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:55.951488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:55.952661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:55.953086] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -1.26% | Symbol ETA: 22.1s | Global ETA: 16m 41s
[2025-11-25T12:15:55.953224] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:15:55.953298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:55.954423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:15:55.954528] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:55.954598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:55.955307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:55.957319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:56.040704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:56.042054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:56.085526] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.80%, Actual: 4.52%
[2025-11-25T12:15:56.146851] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:15:56.269909] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 3.84%, Actual: 2.39%
[2025-11-25T12:15:56.297576] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:15:56.315476] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:56.394105] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:15:56.451887] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 3.16%, Actual: 1.30%
[2025-11-25T12:15:56.472137] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:56.480097] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 36.2s | Global ETA: 16m 42s
[2025-11-25T12:15:56.480253] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:15:56.481038] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:56.481116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:56.486207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:56.550593] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 13.4s | Global ETA: 16m 42s
[2025-11-25T12:15:56.550788] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:15:56.551574] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:56.551693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:56.556552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:56.558569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:56.559208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:56.559666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:56.560879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:56.561705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:56.562970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:15:56.565926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:56.585220] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:56.616638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:56.618114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:56.631157] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 1.21%, Actual: 0.94%
[2025-11-25T12:15:56.673824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:56.675427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:56.694779] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: 0.54% | Symbol ETA: 21.4s | Global ETA: 16m 42s
[2025-11-25T12:15:56.695047] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:15:56.695913] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:56.696063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:56.696869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:56.785696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:56.787181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:56.809445] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 1.17%, Actual: 5.47%
[2025-11-25T12:15:56.960661] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:15:57.009512] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.52%
[2025-11-25T12:15:57.009765] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 36.0811%
[2025-11-25T12:15:57.010012] [INFO ] [main      ] GROV: DISCARDED add_return_volume_nonlinearity_proxies (score: 36.08%)
[2025-11-25T12:15:57.010138] [INFO ] [main      ] GROV: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:15:57.010251] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_shelf_lag']
[2025-11-25T12:15:57.010363] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:15:57.024530] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:15:57.024819] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:15:57.025330] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:15:57.026254] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:57.026337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:57.028201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:57.028819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:57.029251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:15:57.030429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:57.134875] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:57.138670] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:15:57.200130] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:57.214160] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.63% | Symbol ETA: 12.9s | Global ETA: 16m 42s
[2025-11-25T12:15:57.214437] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:15:57.215265] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:57.215409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:57.220261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:57.222092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:57.222666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:57.223133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:57.224378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:57.225097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:57.226276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:15:57.229208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:57.310461] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:57.346962] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 2.02% | Symbol ETA: 35.4s | Global ETA: 16m 42s
[2025-11-25T12:15:57.347294] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:15:57.348133] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:57.348275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:57.353251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:57.407967] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:15:57.416792] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.35% | Symbol ETA: 20.6s | Global ETA: 16m 42s
[2025-11-25T12:15:57.417116] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:15:57.418065] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:57.418217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:57.419055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:57.483059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:57.484474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:57.507335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:57.508912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:57.541657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:57.543261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:57.566336] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:15:57.595990] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:15:57.730918] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.16% | Symbol ETA: 8.5s | Global ETA: 16m 42s
[2025-11-25T12:15:57.731067] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:15:57.731858] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:57.731951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:57.733828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:57.734403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:57.734956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:15:57.736111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:57.737426] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:57.819308] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.95% | Symbol ETA: 12.2s | Global ETA: 16m 42s
[2025-11-25T12:15:57.819591] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:15:57.820922] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:57.821071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:57.825992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:57.827891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:57.828462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:57.828981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:57.830254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:57.830977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:57.832158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:15:57.835114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:57.855701] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:15:57.893295] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:15:58.031737] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:58.070968] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:58.112672] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:15:58.140039] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 19.9s | Global ETA: 16m 42s
[2025-11-25T12:15:58.140344] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:15:58.141214] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:58.141364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:58.142210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:58.201624] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:15:58.216262] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 34.5s | Global ETA: 16m 42s
[2025-11-25T12:15:58.216562] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:15:58.217410] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:58.217554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:58.222480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:58.231986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:58.233312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:58.284380] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:15:58.352807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:58.354213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:58.373852] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:15:58.410683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:58.412332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:58.413480] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.54% | Symbol ETA: 7.7s | Global ETA: 16m 42s
[2025-11-25T12:15:58.413798] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:15:58.414622] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:58.414800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:58.416535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:58.417156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:58.417636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:15:58.418822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:58.450866] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.32% | Symbol ETA: 11.6s | Global ETA: 16m 42s
[2025-11-25T12:15:58.451013] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:15:58.451775] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:58.451852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:58.456583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:58.458363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:58.458868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:58.459266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:58.460413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:58.461089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:58.462212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:15:58.465021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:58.584295] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:15:58.754541] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:15:58.756298] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:15:58.759435] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:58.803316] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:15:58.863935] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 19.1s | Global ETA: 16m 42s
[2025-11-25T12:15:58.864246] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:15:58.865626] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:58.865791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:58.866591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:58.920860] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:15:58.929189] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:58.952531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:58.954000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:58.980945] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:15:59.045949] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.52% | Symbol ETA: 6.8s | Global ETA: 16m 42s
[2025-11-25T12:15:59.046239] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:15:59.047116] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:59.047257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:59.049015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:59.049604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:59.050100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:15:59.051264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:59.063886] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 11.0s | Global ETA: 16m 42s
[2025-11-25T12:15:59.064181] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:15:59.065042] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:59.065184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:59.069984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:59.071841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:59.072392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:59.072885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:59.074127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:59.074849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:59.076034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:15:59.078915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:59.079370] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 1.48% | Symbol ETA: 33.6s | Global ETA: 16m 42s
[2025-11-25T12:15:59.079694] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:15:59.080576] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:59.080736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:59.085819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:15:59.216351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:15:59.218231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:15:59.273620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:59.275198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:59.315916] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:15:59.390979] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:15:59.420761] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:15:59.496187] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:59.559778] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:15:59.591890] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:15:59.603093] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 18.4s | Global ETA: 16m 43s
[2025-11-25T12:15:59.603395] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:15:59.604284] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:15:59.604429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:15:59.605361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:15:59.625466] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:15:59.669489] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 10.4s | Global ETA: 16m 43s
[2025-11-25T12:15:59.669808] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:15:59.670617] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:15:59.670823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:59.675732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:59.677575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:59.678143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:59.678617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:15:59.679898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:15:59.680603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:15:59.681843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:15:59.684779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:59.690391] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.25% | Symbol ETA: 6.1s | Global ETA: 16m 43s
[2025-11-25T12:15:59.690711] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:15:59.691541] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:15:59.691705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:15:59.693445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:15:59.693979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:15:59.694138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:15:59.694459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:15:59.695587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:59.695769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:15:59.800375] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:15:59.943142] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 1.12% | Symbol ETA: 32.8s | Global ETA: 16m 43s
[2025-11-25T12:15:59.943435] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:15:59.944300] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:15:59.944389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:15:59.949445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:00.030083] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:16:00.045820] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:16:00.051832] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:16:00.082572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:00.084060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:00.145204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:00.146907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:00.205690] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:00.231686] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:00.240763] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:00.280662] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.05% | Symbol ETA: 9.7s | Global ETA: 16m 43s
[2025-11-25T12:16:00.280815] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:16:00.281604] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:00.281716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:00.286517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:00.288553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:00.289128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:00.289629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:00.290887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:00.291602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:00.292852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:16:00.295784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:00.344797] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -4.07% | Symbol ETA: 17.7s | Global ETA: 16m 43s
[2025-11-25T12:16:00.344959] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:16:00.345807] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:00.345885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:00.346587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:00.365503] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.35% | Symbol ETA: 5.5s | Global ETA: 16m 43s
[2025-11-25T12:16:00.365833] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:16:00.366807] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:00.366961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:00.368933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:00.369614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:00.370131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:16:00.371344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:00.436797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:16:00.438189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:00.507249] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:16:00.640688] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:16:00.696843] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:00.745318] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:16:00.799813] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:16:00.831964] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:00.847791] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.89% | Symbol ETA: 31.9s | Global ETA: 16m 43s
[2025-11-25T12:16:00.847946] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:16:00.848781] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:00.848855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:00.853637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:00.972264] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:00.976736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:00.978161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:00.987758] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.26% | Symbol ETA: 9.1s | Global ETA: 16m 43s
[2025-11-25T12:16:00.988067] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:16:00.988890] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:00.989002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:00.993803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:00.995730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:00.996280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:00.996773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:00.998045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:00.998778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:01.000027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:16:01.003177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:01.036142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:01.037903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:01.044742] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:01.132374] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.40% | Symbol ETA: 4.9s | Global ETA: 16m 43s
[2025-11-25T12:16:01.132691] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:16:01.133598] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:01.136746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:01.138876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:01.139541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:01.143146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:16:01.144524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:01.249793] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.47% | Symbol ETA: 17.0s | Global ETA: 16m 43s
[2025-11-25T12:16:01.438079] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:16:01.450376] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.81%, Actual: 3.01%
[2025-11-25T12:16:01.601177] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:16:01.666598] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:01.712856] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:16:01.745877] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.62%, Actual: 3.87%
[2025-11-25T12:16:01.766736] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.13% | Symbol ETA: 8.5s | Global ETA: 16m 43s
[2025-11-25T12:16:01.782112] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:01.900423] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:01.931045] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 31.0s | Global ETA: 16m 43s
[2025-11-25T12:16:02.017293] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 0.73%, Actual: 4.72%
[2025-11-25T12:16:02.039105] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.86% | Symbol ETA: 4.3s | Global ETA: 16m 43s
[2025-11-25T12:16:02.039256] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:16:02.040064] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:02.040141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:02.042072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:02.042611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:02.043099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:16:02.044263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:02.070201] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -1.26%, Actual: 0.49%
[2025-11-25T12:16:02.121795] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 2.26%, Actual: 1.04%
[2025-11-25T12:16:02.202049] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.09%, Actual: 2.95%
[2025-11-25T12:16:02.255289] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: 0.54%, Actual: 0.19%
[2025-11-25T12:16:02.302175] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 1.19%
[2025-11-25T12:16:02.372953] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.63%, Actual: 0.61%
[2025-11-25T12:16:02.404103] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:16:02.448226] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.35%, Actual: 2.33%
[2025-11-25T12:16:02.483965] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.02%, Actual: 1.80%
[2025-11-25T12:16:02.544386] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.95%, Actual: 1.35%
[2025-11-25T12:16:02.581794] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:02.664819] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.97%
[2025-11-25T12:16:02.672047] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 1.61%
[2025-11-25T12:16:02.708838] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 3.6s | Global ETA: 16m 44s
[2025-11-25T12:16:02.708998] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:16:02.709913] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:02.709993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:02.711752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:02.712278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:02.712733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:16:02.713871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:02.720369] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.32%, Actual: 0.93%
[2025-11-25T12:16:02.843358] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 0.03%
[2025-11-25T12:16:02.845873] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 2.02%, Actual: 2.38%
[2025-11-25T12:16:02.894100] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.88%
[2025-11-25T12:16:03.012184] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: -0.08%, Actual: 0.28%
[2025-11-25T12:16:03.029310] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.04%, Actual: 2.00%
[2025-11-25T12:16:03.063138] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.35%, Actual: 2.44%
[2025-11-25T12:16:03.071263] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:16:03.186741] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -4.07%, Actual: 3.25%
[2025-11-25T12:16:03.215796] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 1.48%, Actual: 0.86%
[2025-11-25T12:16:03.234099] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.05%, Actual: 0.61%
[2025-11-25T12:16:03.250410] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:03.364845] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 2.31%
[2025-11-25T12:16:03.365288] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 41.6741%
[2025-11-25T12:16:03.365473] [INFO ] [main      ] KNTK: DISCARDED add_late_session_pressure (score: 41.67%)
[2025-11-25T12:16:03.365606] [INFO ] [main      ] KNTK: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:16:03.365745] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_micro_gap_fill_velocity']
[2025-11-25T12:16:03.365883] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:16:03.378525] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.73% | Symbol ETA: 2.8s | Global ETA: 16m 44s
[2025-11-25T12:16:03.378697] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:16:03.379488] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:03.379569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:03.381327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:03.381872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:03.382300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:16:03.383452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:03.395808] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 1.12%, Actual: 0.11%
[2025-11-25T12:16:03.405455] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.26%, Actual: 2.94%
[2025-11-25T12:16:03.415332] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:03.416072] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:16:03.416997] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:03.417171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:03.418028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:03.512225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:03.515051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:03.580467] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.13%, Actual: 0.29%
[2025-11-25T12:16:03.580864] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 35.4301%
[2025-11-25T12:16:03.581029] [INFO ] [main      ] CGAU: DISCARDED add_open_vs_prev_range_position (score: 35.43%)
[2025-11-25T12:16:03.581147] [INFO ] [main      ] CGAU: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:16:03.581254] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_overnight_gap_amplitude']
[2025-11-25T12:16:03.581366] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:16:03.581623] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.89%, Actual: 0.30%
[2025-11-25T12:16:03.595379] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:03.595865] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:16:03.596732] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:03.596809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:03.601558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:03.603354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:03.603875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:03.604294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:03.605524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:03.606201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:03.607510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:16:03.608222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:03.746032] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:16:03.770689] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 1.77%
[2025-11-25T12:16:03.771087] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 33.8011%
[2025-11-25T12:16:03.771268] [INFO ] [main      ] APD: DISCARDED add_intraday_skewness_proxies (score: 33.80%)
[2025-11-25T12:16:03.771400] [INFO ] [main      ] APD: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:16:03.771509] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_intraday_volatility_percentile']
[2025-11-25T12:16:03.771622] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:16:03.784677] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:03.785301] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:16:03.786295] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:03.786440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:03.791751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:03.874881] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:16:03.917848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:03.919284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:03.925514] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:03.945581] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:16:03.978930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:04.046365] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:04.054355] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -1.02% | Symbol ETA: 2.1s | Global ETA: 16m 44s
[2025-11-25T12:16:04.076782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:04.115572] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:04.163138] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -3.04% | Symbol ETA: 23.4s | Global ETA: 16m 44s
[2025-11-25T12:16:04.163299] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:16:04.164137] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:04.164337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:04.165133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:04.193773] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 3.18% | Symbol ETA: 13.6s | Global ETA: 16m 44s
[2025-11-25T12:16:04.194071] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:16:04.194929] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:04.195076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:04.200068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:04.202069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:04.202666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:04.203138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:04.204433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:04.205167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:04.206596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:16:04.207354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:04.237598] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.16%, Actual: 0.81%
[2025-11-25T12:16:04.251817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:04.254347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:04.414767] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.54%, Actual: 0.83%
[2025-11-25T12:16:04.461208] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:16:04.547256] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:16:04.594639] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:16:04.594528] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.52%, Actual: 2.84%
[2025-11-25T12:16:04.639016] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:04.716445] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:04.773238] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:04.773184] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.25%, Actual: 0.58%
[2025-11-25T12:16:04.785281] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.76% | Symbol ETA: 38.2s | Global ETA: 16m 44s
[2025-11-25T12:16:04.785593] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:16:04.786454] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:04.786598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:04.791450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:04.791937] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.76% | Symbol ETA: 13.0s | Global ETA: 16m 44s
[2025-11-25T12:16:04.792236] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:16:04.793072] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:04.793216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:04.798041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:04.799876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:04.800427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:04.800935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:04.802220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:04.802957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:04.804159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:16:04.804879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:04.892148] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 2.27% | Symbol ETA: 22.6s | Global ETA: 16m 44s
[2025-11-25T12:16:04.892899] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:16:04.893754] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:04.893890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:04.894662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:04.916219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:04.917684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:04.949665] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.35%, Actual: 4.52%
[2025-11-25T12:16:04.972904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:04.979721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:04.982227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:05.062757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:05.130355] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.40%, Actual: 2.39%
[2025-11-25T12:16:05.150673] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:16:05.306272] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.86%, Actual: 1.30%
[2025-11-25T12:16:05.317950] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:05.344555] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:16:05.392554] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.44% | Symbol ETA: 12.5s | Global ETA: 16m 45s
[2025-11-25T12:16:05.392860] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:16:05.393687] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:05.393824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:05.398725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:05.400566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:05.401417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:05.402082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:05.403324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:05.404173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:05.405559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:16:05.406252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:05.433491] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:16:05.483967] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 0.94%
[2025-11-25T12:16:05.529606] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:05.622452] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:05.649522] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -2.74% | Symbol ETA: 21.9s | Global ETA: 16m 45s
[2025-11-25T12:16:05.649847] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:16:05.650928] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:05.651122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:05.652143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:05.658154] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.73%, Actual: 5.47%
[2025-11-25T12:16:05.750861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:05.753276] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:16:05.753512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:05.778968] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 37.2s | Global ETA: 16m 45s
[2025-11-25T12:16:05.779322] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:16:05.780372] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:05.780549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:05.785606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:05.829610] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -1.02%, Actual: 1.52%
[2025-11-25T12:16:05.830067] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 43.5958%
[2025-11-25T12:16:05.830236] [INFO ] [main      ] GROV: DISCARDED add_shelf_lag (score: 43.60%)
[2025-11-25T12:16:05.830354] [INFO ] [main      ] GROV: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:16:05.830481] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11']
[2025-11-25T12:16:05.830601] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:16:05.845156] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:05.845802] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:16:05.846739] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:05.846884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:05.848700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:05.849298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:05.849734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:05.851193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:05.918412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:05.919838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:05.924578] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:05.980502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:06.000916] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.45% | Symbol ETA: 11.9s | Global ETA: 16m 45s
[2025-11-25T12:16:06.001221] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:16:06.002000] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:06.002141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:06.007367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:06.009194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:06.009773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:06.010239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:06.011563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:06.012289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:06.013482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:16:06.014218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:06.074242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:06.113408] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:16:06.192850] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:16:06.289275] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:06.357383] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:16:06.366124] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:06.401857] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.17% | Symbol ETA: 21.2s | Global ETA: 16m 45s
[2025-11-25T12:16:06.402006] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:16:06.402814] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:06.402903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:06.403663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:06.424867] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:16:06.427837] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.42% | Symbol ETA: 7.3s | Global ETA: 16m 45s
[2025-11-25T12:16:06.427983] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:16:06.428793] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:06.428867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:06.430507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:06.431031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:06.431435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:06.432825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:06.501694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:06.504097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:06.534135] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:06.596971] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:06.609435] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.82% | Symbol ETA: 11.3s | Global ETA: 16m 45s
[2025-11-25T12:16:06.609594] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:16:06.610383] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:06.610484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:06.615378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:06.617303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:06.617864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:06.618280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:06.619486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:06.620160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:06.621363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:16:06.622016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:06.746750] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.63% | Symbol ETA: 36.1s | Global ETA: 16m 45s
[2025-11-25T12:16:06.747081] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:16:06.747988] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:06.748132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:06.753314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:06.777513] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:16:06.851431] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:16:06.886279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:06.887899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:06.948399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:06.957461] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:06.964152] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:16:07.021102] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.46% | Symbol ETA: 6.8s | Global ETA: 16m 45s
[2025-11-25T12:16:07.021248] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:16:07.022045] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:07.022118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:07.024248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:07.024831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:07.025297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:07.026776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:07.034461] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:07.044718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:07.138086] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:07.149828] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -0.57% | Symbol ETA: 20.4s | Global ETA: 16m 45s
[2025-11-25T12:16:07.150129] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:16:07.151003] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:07.151145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:07.151940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:07.210852] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.39% | Symbol ETA: 10.7s | Global ETA: 16m 45s
[2025-11-25T12:16:07.211144] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:16:07.212168] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:07.212329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:07.217201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:07.219044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:07.219612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:07.220099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:07.221346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:07.222076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:07.223277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:16:07.223985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:07.237800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:07.240293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:07.374955] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:16:07.403144] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:16:07.543449] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:07.575422] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:16:07.578303] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:16:07.598358] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:07.603536] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.30% | Symbol ETA: 6.2s | Global ETA: 16m 45s
[2025-11-25T12:16:07.603692] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:16:07.604463] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:07.604696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:07.606412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:07.607041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:07.607516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:07.608969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:07.753347] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:07.753294] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -1.77% | Symbol ETA: 35.2s | Global ETA: 16m 45s
[2025-11-25T12:16:07.753654] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:16:07.754482] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:07.754624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:07.759403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:07.771527] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:07.828280] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 10.1s | Global ETA: 16m 45s
[2025-11-25T12:16:07.828581] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:16:07.829574] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:07.829735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:07.834995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:07.837024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:07.837542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:07.838048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:07.839312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:07.840131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:07.841429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:16:07.842152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:07.880920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:07.882150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:07.882867] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 19.7s | Global ETA: 16m 45s
[2025-11-25T12:16:07.883159] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:16:07.884120] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:07.884264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:07.885077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:07.938120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:07.947281] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:16:07.968162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:07.970603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:08.022905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:08.114946] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:08.175767] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -2.97% | Symbol ETA: 5.6s | Global ETA: 16m 46s
[2025-11-25T12:16:08.176060] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:16:08.176907] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:08.177066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:08.178832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:08.179433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:08.179872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:08.181320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:08.203137] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:16:08.310231] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:16:08.367677] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:16:08.380915] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:08.458160] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.22% | Symbol ETA: 9.5s | Global ETA: 16m 46s
[2025-11-25T12:16:08.458510] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:16:08.459623] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:08.459811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:08.465738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:08.467750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:08.468329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:08.468831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:08.470135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:08.470897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:08.472130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:16:08.472849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:08.493188] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:08.520473] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:16:08.537517] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:08.605147] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 18.9s | Global ETA: 16m 46s
[2025-11-25T12:16:08.605449] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:16:08.606329] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:08.606469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:08.607291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:08.681150] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 1.69% | Symbol ETA: 34.1s | Global ETA: 16m 46s
[2025-11-25T12:16:08.681452] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:16:08.682320] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:08.682466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:08.687343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:08.689942] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:08.694940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:08.697420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:08.749802] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.33% | Symbol ETA: 5.0s | Global ETA: 16m 46s
[2025-11-25T12:16:08.749950] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:16:08.750718] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:08.750790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:08.752425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:08.752957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:08.753355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:08.754743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:08.808134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:08.809324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:08.843563] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:16:08.864683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:08.949294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:09.024946] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:09.043817] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:16:09.091217] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:16:09.096258] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.83% | Symbol ETA: 8.9s | Global ETA: 16m 46s
[2025-11-25T12:16:09.096407] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:16:09.097195] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:09.097272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:09.102023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:09.103961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:09.104526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:09.105016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:09.106270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:09.106998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:09.111260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:16:09.111976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:09.215911] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:09.263766] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:09.293308] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:16:09.323132] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 4.90% | Symbol ETA: 18.2s | Global ETA: 16m 46s
[2025-11-25T12:16:09.323421] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:16:09.324266] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:09.324408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:09.325221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:09.326299] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.56% | Symbol ETA: 4.4s | Global ETA: 16m 46s
[2025-11-25T12:16:09.326603] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:16:09.327483] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:09.327630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:09.329489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:09.330122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:09.330619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:09.332404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:09.411488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:09.413955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:09.457216] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:16:09.469246] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:09.613908] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -1.17% | Symbol ETA: 33.1s | Global ETA: 16m 46s
[2025-11-25T12:16:09.614203] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:16:09.615040] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:09.615181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:09.619994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:09.637375] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:09.680613] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:16:09.711603] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.59% | Symbol ETA: 8.3s | Global ETA: 16m 46s
[2025-11-25T12:16:09.742961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:09.744297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:09.774884] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:16:09.800088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:09.851680] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:09.884361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:09.891266] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 3.18%, Actual: 4.72%
[2025-11-25T12:16:09.912979] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.07% | Symbol ETA: 3.8s | Global ETA: 16m 46s
[2025-11-25T12:16:09.913278] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:16:09.914159] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:09.914320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:09.916090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:09.916691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:09.917191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:09.918689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:09.963223] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:10.076119] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 2.95%
[2025-11-25T12:16:10.087372] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.52% | Symbol ETA: 17.5s | Global ETA: 16m 46s
[2025-11-25T12:16:10.087697] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:16:10.088565] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:10.088772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:10.089615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:10.184457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:10.187142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:10.230370] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:16:10.259575] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.44%, Actual: 0.61%
[2025-11-25T12:16:10.261366] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:16:10.403665] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:10.438970] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:10.440088] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.45%, Actual: 1.35%
[2025-11-25T12:16:10.504807] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -1.49% | Symbol ETA: 3.3s | Global ETA: 16m 46s
[2025-11-25T12:16:10.505057] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:16:10.505950] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:10.506092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:10.507925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:10.508549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:10.509090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:10.510630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:10.550664] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -1.64% | Symbol ETA: 32.1s | Global ETA: 16m 46s
[2025-11-25T12:16:10.550826] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:16:10.551578] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:10.551677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:10.556414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:10.556454] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:16:10.617496] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.82%, Actual: 0.93%
[2025-11-25T12:16:10.679631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:10.680900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:10.727774] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:10.737389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:10.787259] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.39%, Actual: 0.88%
[2025-11-25T12:16:10.824910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:10.835125] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: -1.07% | Symbol ETA: 16.7s | Global ETA: 16m 47s
[2025-11-25T12:16:10.874123] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:16:10.956369] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.80%, Actual: 2.44%
[2025-11-25T12:16:11.004034] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -3.04%, Actual: 3.01%
[2025-11-25T12:16:11.051210] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:11.112711] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 4.14% | Symbol ETA: 2.7s | Global ETA: 16m 47s
[2025-11-25T12:16:11.112999] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:16:11.113880] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:11.114037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:11.115946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:11.116565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:11.117034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:11.118715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:11.124193] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.22%, Actual: 0.61%
[2025-11-25T12:16:11.167991] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:16:11.171677] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 2.27%, Actual: 3.87%
[2025-11-25T12:16:11.292024] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.83%, Actual: 2.94%
[2025-11-25T12:16:11.338436] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:11.339189] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -2.74%, Actual: 0.49%
[2025-11-25T12:16:11.460109] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.59%, Actual: 0.29%
[2025-11-25T12:16:11.460370] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 47.1840%
[2025-11-25T12:16:11.460621] [INFO ] [main      ] CGAU: DISCARDED add_overnight_gap_amplitude (score: 47.18%)
[2025-11-25T12:16:11.460762] [INFO ] [main      ] CGAU: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:16:11.460871] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_overnight_gap_mag']
[2025-11-25T12:16:11.460984] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:16:11.471123] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:16:11.474380] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:11.474849] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:16:11.475703] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:11.475779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:11.479834] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.86% | Symbol ETA: 31.2s | Global ETA: 16m 47s
[2025-11-25T12:16:11.480133] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:16:11.480542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:11.481061] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:11.481199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:11.482334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:11.482843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:11.483237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:11.484415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:11.485072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:11.486196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:16:11.486318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:11.486884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:11.506396] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.17%, Actual: 0.19%
[2025-11-25T12:16:11.606636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:11.607959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:11.648421] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:11.662716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:11.688946] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -0.57%, Actual: 2.33%
[2025-11-25T12:16:11.709603] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 2.1s | Global ETA: 16m 47s
[2025-11-25T12:16:11.746046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:11.831542] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:16:11.868958] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.78%, Actual: 1.61%
[2025-11-25T12:16:11.884736] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.42%, Actual: 0.81%
[2025-11-25T12:16:12.009183] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:12.053722] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.49%, Actual: 0.03%
[2025-11-25T12:16:12.059336] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.46%, Actual: 0.83%
[2025-11-25T12:16:12.086395] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 3.01% | Symbol ETA: 12.8s | Global ETA: 16m 47s
[2025-11-25T12:16:12.086540] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:16:12.087337] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:12.087414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:12.092236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:12.094045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:12.094544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:12.094954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:12.095632] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:16:12.096124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:12.096783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:12.097940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:16:12.098633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:12.230342] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 4.90%, Actual: 0.28%
[2025-11-25T12:16:12.232821] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.30%, Actual: 2.84%
[2025-11-25T12:16:12.266600] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:12.407120] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 30.2s | Global ETA: 16m 47s
[2025-11-25T12:16:12.407281] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:16:12.407672] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -2.97%, Actual: 0.58%
[2025-11-25T12:16:12.408233] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:12.408343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:12.409726] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.52%, Actual: 3.25%
[2025-11-25T12:16:12.413074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:12.444536] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:16:12.539974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:12.541316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:12.583888] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.33%, Actual: 4.52%
[2025-11-25T12:16:12.596620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:12.602458] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: -1.07%, Actual: 2.31%
[2025-11-25T12:16:12.602773] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 37.2716%
[2025-11-25T12:16:12.603043] [INFO ] [main      ] KNTK: DISCARDED add_micro_gap_fill_velocity (score: 37.27%)
[2025-11-25T12:16:12.603169] [INFO ] [main      ] KNTK: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:16:12.603277] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:16:12.603389] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:16:12.616507] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:12.620103] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:12.620921] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:16:12.621965] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:12.622061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:12.622905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:12.683231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:12.692784] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 12.2s | Global ETA: 16m 47s
[2025-11-25T12:16:12.693062] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:16:12.693910] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:12.694053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:12.698904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:12.700785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:12.701351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:12.701851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:12.703100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:12.703833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:12.705036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:16:12.705811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:12.715631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:16:12.716970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:12.755865] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.56%, Actual: 2.39%
[2025-11-25T12:16:12.935136] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.07%, Actual: 1.30%
[2025-11-25T12:16:13.025834] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:16:13.044593] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:16:13.062400] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:16:13.110790] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -1.49%, Actual: 0.94%
[2025-11-25T12:16:13.196807] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:13.212932] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:13.229963] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:13.287634] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 4.14%, Actual: 5.47%
[2025-11-25T12:16:13.288124] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.46% | Symbol ETA: 11.5s | Global ETA: 16m 47s
[2025-11-25T12:16:13.288382] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:16:13.289213] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:13.289354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:13.294194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:13.296036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:13.296586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:13.297102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:13.298352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:13.299088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:13.300281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:16:13.301050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:13.336298] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 2.12% | Symbol ETA: 29.2s | Global ETA: 16m 47s
[2025-11-25T12:16:13.337708] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -4.32% | Symbol ETA: 21.2s | Global ETA: 16m 47s
[2025-11-25T12:16:13.338003] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:16:13.338877] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:13.339018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:13.339803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:13.428071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:16:13.429196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:13.465926] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 1.52%
[2025-11-25T12:16:13.466286] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 49.5281%
[2025-11-25T12:16:13.466509] [INFO ] [main      ] GROV: KEPT add_signed_carry_history_11 (score: 49.53%)
[2025-11-25T12:16:13.466631] [INFO ] [main      ] GROV: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:16:13.466758] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11', 'add_sma_ratio']
[2025-11-25T12:16:13.466870] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:16:13.481345] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:13.481877] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:16:13.482885] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:13.483049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:13.485142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:13.485872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:13.486387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:13.488069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:16:13.488922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:13.511383] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.76%, Actual: 1.04%
[2025-11-25T12:16:13.645618] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:16:13.683778] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 1.19%
[2025-11-25T12:16:13.770283] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:16:13.814472] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:13.846780] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:16:13.854927] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.63%, Actual: 1.80%
[2025-11-25T12:16:13.888532] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.35% | Symbol ETA: 10.9s | Global ETA: 16m 48s
[2025-11-25T12:16:13.888842] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:16:13.889675] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:13.889814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:13.894660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:13.896426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:13.897054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:13.897539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:13.898816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:13.899518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:13.900730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:16:13.901477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:13.939394] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:14.024113] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:14.026173] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.77%, Actual: 0.97%
[2025-11-25T12:16:14.049413] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.58% | Symbol ETA: 20.5s | Global ETA: 16m 48s
[2025-11-25T12:16:14.049737] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:16:14.050572] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:14.050761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:14.051519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:14.089099] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.42% | Symbol ETA: 7.1s | Global ETA: 16m 48s
[2025-11-25T12:16:14.089415] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:16:14.090315] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:14.090459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:14.092293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:14.092936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:14.093420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:14.094972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:16:14.095898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:14.135410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:16:14.136432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:14.198821] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 1.69%, Actual: 2.38%
[2025-11-25T12:16:14.242572] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:16:14.370355] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -1.17%, Actual: 2.00%
[2025-11-25T12:16:14.414681] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:14.454011] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:16:14.486638] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.76% | Symbol ETA: 10.3s | Global ETA: 16m 48s
[2025-11-25T12:16:14.486825] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:16:14.487599] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:14.487702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:14.487978] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:16:14.492574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:14.495146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:14.496091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:14.496737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:14.498527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:14.499763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:14.501474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:16:14.502520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:14.543089] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -1.64%, Actual: 0.86%
[2025-11-25T12:16:14.632933] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:14.667191] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:14.697120] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -1.68% | Symbol ETA: 6.5s | Global ETA: 16m 48s
[2025-11-25T12:16:14.697407] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:16:14.698406] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:14.698551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:14.700325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:14.700953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:14.701479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:14.703029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:16:14.703940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:14.714478] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.86%, Actual: 0.11%
[2025-11-25T12:16:14.781985] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 19.8s | Global ETA: 16m 48s
[2025-11-25T12:16:14.782150] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:16:14.783014] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:14.783105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:14.783909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:14.865870] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:16:14.878460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:16:14.879535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:14.888833] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 0.30%
[2025-11-25T12:16:15.048384] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:15.059085] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 2.12%, Actual: 1.77%
[2025-11-25T12:16:15.059564] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 51.9314%
[2025-11-25T12:16:15.059883] [INFO ] [main      ] APD: DISCARDED add_intraday_volatility_percentile (score: 51.93%)
[2025-11-25T12:16:15.060062] [INFO ] [main      ] APD: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:16:15.060211] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_last_hour_momentum_mag']
[2025-11-25T12:16:15.060331] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:16:15.064820] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:16:15.072834] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:15.073302] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:16:15.074147] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:15.074221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:15.079039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:15.127804] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.68% | Symbol ETA: 9.7s | Global ETA: 16m 48s
[2025-11-25T12:16:15.128064] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:16:15.128940] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:15.129083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:15.134075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:15.136156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:15.136773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:15.137202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:15.138461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:15.139236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:15.140467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:16:15.141245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:15.209297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:15.210510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:15.243124] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:16:15.267322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:15.267924] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:15.268248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:15.331745] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.93% | Symbol ETA: 5.9s | Global ETA: 16m 48s
[2025-11-25T12:16:15.331896] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:16:15.332693] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:15.332785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:15.334479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:15.335201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:15.335794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:15.337355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:16:15.338252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:15.434388] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:15.484541] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:16:15.543385] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.83% | Symbol ETA: 19.2s | Global ETA: 16m 48s
[2025-11-25T12:16:15.543723] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:16:15.544587] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:15.544769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:15.545548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:15.613688] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:16:15.635291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:16:15.636505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:15.654588] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:15.706060] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:16:15.729167] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.00% | Symbol ETA: 9.1s | Global ETA: 16m 48s
[2025-11-25T12:16:15.729375] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:16:15.730209] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:15.730351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:15.735258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:15.737151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:15.737723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:15.738186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:15.739438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:15.740170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:15.741467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:16:15.742228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:15.784797] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:15.876802] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:15.934905] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -0.92% | Symbol ETA: 35.6s | Global ETA: 16m 48s
[2025-11-25T12:16:15.935154] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:16:15.936052] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:15.936191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:15.939353] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.34% | Symbol ETA: 5.3s | Global ETA: 16m 48s
[2025-11-25T12:16:15.939658] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:16:15.940468] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:15.940610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:15.941065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:15.942373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:15.942973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:15.943442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:15.944905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:16:15.945733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:15.994568] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:16:16.067961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:16.069377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:16.089666] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:16:16.125420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:16.126483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:16.236966] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:16.267671] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:16.281538] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:16:16.340142] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.30% | Symbol ETA: 8.5s | Global ETA: 16m 48s
[2025-11-25T12:16:16.340417] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:16:16.341250] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:16.341391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:16.346256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:16.348157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:16.348736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:16.349207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:16.349267] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 18.5s | Global ETA: 16m 48s
[2025-11-25T12:16:16.349427] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:16:16.350300] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:16.350401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:16.350585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:16.351181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:16.351324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:16.352516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:16:16.353284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:16.443660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:16:16.444828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:16.450302] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:16.473219] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:16:16.511097] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.05% | Symbol ETA: 4.6s | Global ETA: 16m 48s
[2025-11-25T12:16:16.511401] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:16:16.512231] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:16.512372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:16.514188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:16.514786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:16.515253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:16.516755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:16:16.517544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:16.643703] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:16.693898] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:16:16.787912] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.44% | Symbol ETA: 34.7s | Global ETA: 16m 49s
[2025-11-25T12:16:16.788081] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:16:16.788852] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:16.789052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:16.793885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:16.808444] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:16:16.851474] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:16:16.862671] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:16.917865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:16.919130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:16.936220] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.69% | Symbol ETA: 7.9s | Global ETA: 16m 49s
[2025-11-25T12:16:16.936460] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:16:16.937338] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:16.937482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:16.942403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:16.944403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:16.945014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:16.945486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:16.946766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:16.947503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:16.948755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:16:16.949509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:16.975915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:16.976847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:17.002515] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:17.020188] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:17.081762] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.04% | Symbol ETA: 4.0s | Global ETA: 16m 49s
[2025-11-25T12:16:17.082008] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:16:17.082841] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:17.082976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:17.084697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:17.085260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:17.085750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:17.087254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:16:17.088097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:17.117124] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 1.15% | Symbol ETA: 17.8s | Global ETA: 16m 49s
[2025-11-25T12:16:17.117455] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:16:17.118981] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:17.119189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:17.120043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:17.214240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:16:17.215491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:17.296637] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:16:17.322629] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:16:17.436078] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:16:17.471098] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:17.493636] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:17.544806] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.28% | Symbol ETA: 7.3s | Global ETA: 16m 49s
[2025-11-25T12:16:17.582763] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:16:17.614165] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:17.638926] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -2.71% | Symbol ETA: 33.8s | Global ETA: 16m 49s
[2025-11-25T12:16:17.639210] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:16:17.640044] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:17.640182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:17.645967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:17.677870] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.46% | Symbol ETA: 3.4s | Global ETA: 16m 49s
[2025-11-25T12:16:17.678175] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:16:17.679112] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:17.679256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:17.681171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:17.681835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:17.682346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:17.683904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:16:17.684796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:17.718776] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 3.01%, Actual: 4.72%
[2025-11-25T12:16:17.758241] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:17.775389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:17.776823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:17.834758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:17.835921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:17.861676] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 17.0s | Global ETA: 16m 49s
[2025-11-25T12:16:17.861962] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:16:17.862805] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:17.862942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:17.863706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:17.896446] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 2.95%
[2025-11-25T12:16:17.946452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:16:17.947346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:18.040957] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:16:18.077859] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.46%, Actual: 0.61%
[2025-11-25T12:16:18.177105] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:16:18.211840] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:18.261167] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.35%, Actual: 1.35%
[2025-11-25T12:16:18.276632] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 2.8s | Global ETA: 16m 49s
[2025-11-25T12:16:18.276970] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:16:18.277866] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:18.278010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:18.279910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:18.280598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:18.281212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:18.282780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:16:18.283606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:18.286541] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:16:18.349392] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:18.444176] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.76%, Actual: 0.93%
[2025-11-25T12:16:18.470057] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:18.496986] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 33.0s | Global ETA: 16m 49s
[2025-11-25T12:16:18.497225] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:16:18.498121] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:18.498213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:18.503312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:18.572932] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 1.56% | Symbol ETA: 16.3s | Global ETA: 16m 49s
[2025-11-25T12:16:18.573094] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:16:18.573878] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:18.573964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:18.574699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:18.627637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:18.627629] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.68%, Actual: 0.88%
[2025-11-25T12:16:18.628941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:18.650563] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:16:18.659341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:16:18.660261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:18.684781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:18.685710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:18.816467] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.00%, Actual: 2.44%
[2025-11-25T12:16:18.833563] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:18.897047] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.97% | Symbol ETA: 2.2s | Global ETA: 16m 49s
[2025-11-25T12:16:18.897361] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:16:18.898262] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:18.898407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:18.900204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:18.900816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:18.901311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:18.902891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:16:18.903826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:18.996621] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:16:18.997413] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.30%, Actual: 0.61%
[2025-11-25T12:16:19.031415] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:16:19.169873] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:19.179216] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.69%, Actual: 2.94%
[2025-11-25T12:16:19.204067] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:19.265205] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:16:19.271366] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -1.53% | Symbol ETA: 15.5s | Global ETA: 16m 49s
[2025-11-25T12:16:19.271689] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:16:19.272521] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:19.272681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:19.273426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:19.347686] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.81% | Symbol ETA: 32.1s | Global ETA: 16m 49s
[2025-11-25T12:16:19.347988] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:16:19.348833] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:19.348978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:19.353768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:19.356776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:16:19.357657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:19.359519] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.28%, Actual: 0.29%
[2025-11-25T12:16:19.359930] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 42.8973%
[2025-11-25T12:16:19.360105] [INFO ] [main      ] CGAU: DISCARDED add_overnight_gap_mag (score: 42.90%)
[2025-11-25T12:16:19.360224] [INFO ] [main      ] CGAU: Testing feature 29/53: add_pct_change
[2025-11-25T12:16:19.360333] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_pct_change']
[2025-11-25T12:16:19.360448] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:16:19.374806] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:19.375568] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:16:19.376691] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:19.376857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:19.382090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:19.384130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:19.384757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:19.385275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:19.386584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:19.387360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:19.388628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:16:19.390895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:19.443308] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:19.474727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:19.476113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:19.503244] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 1.6s | Global ETA: 16m 50s
[2025-11-25T12:16:19.531198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:19.532249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:19.672805] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.42%, Actual: 0.81%
[2025-11-25T12:16:19.696253] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:16:19.744778] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:16:19.845609] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -1.68%, Actual: 0.83%
[2025-11-25T12:16:19.867248] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:16:19.868719] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:19.925606] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:19.970386] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 3.63% | Symbol ETA: 14.8s | Global ETA: 16m 50s
[2025-11-25T12:16:20.011596] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.19% | Symbol ETA: 12.5s | Global ETA: 16m 50s
[2025-11-25T12:16:20.011926] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:16:20.012801] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:20.012954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:20.017554] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.93%, Actual: 2.84%
[2025-11-25T12:16:20.018462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:20.020531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:20.021200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:20.021705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:20.023014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:20.023764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:20.025008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:16:20.027224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:20.036668] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:20.140361] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -4.32%, Actual: 3.01%
[2025-11-25T12:16:20.174715] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.54% | Symbol ETA: 31.2s | Global ETA: 16m 50s
[2025-11-25T12:16:20.175013] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:16:20.175847] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:20.175987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:20.180787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:20.186406] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.34%, Actual: 0.58%
[2025-11-25T12:16:20.303198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:20.304466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:20.309456] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.58%, Actual: 3.87%
[2025-11-25T12:16:20.355813] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 4.52%
[2025-11-25T12:16:20.359413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:20.360481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:20.393506] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:16:20.483158] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 0.49%
[2025-11-25T12:16:20.529132] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.04%, Actual: 2.39%
[2025-11-25T12:16:20.573294] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:20.655243] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.57% | Symbol ETA: 11.9s | Global ETA: 16m 50s
[2025-11-25T12:16:20.655539] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:16:20.655419] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.83%, Actual: 0.19%
[2025-11-25T12:16:20.656340] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:20.656434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:20.661215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:20.663051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:20.663585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:20.664046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:20.665248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:20.665945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:20.667133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:16:20.669138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:20.698966] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.46%, Actual: 1.30%
[2025-11-25T12:16:20.722537] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:16:20.825118] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 2.33%
[2025-11-25T12:16:20.867441] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.02%, Actual: 0.94%
[2025-11-25T12:16:20.897508] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:20.994102] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 1.15%, Actual: 1.61%
[2025-11-25T12:16:21.010129] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:16:21.035887] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.97%, Actual: 5.47%
[2025-11-25T12:16:21.047947] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 30.4s | Global ETA: 16m 50s
[2025-11-25T12:16:21.048133] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:16:21.049305] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:21.049391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:21.055977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:21.162933] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 0.80%, Actual: 0.03%
[2025-11-25T12:16:21.179392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:21.180616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:21.188239] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:21.204257] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -0.58%, Actual: 1.52%
[2025-11-25T12:16:21.204471] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 39.6535%
[2025-11-25T12:16:21.204533] [INFO ] [main      ] GROV: DISCARDED add_sma_ratio (score: 39.65%)
[2025-11-25T12:16:21.204578] [INFO ] [main      ] GROV: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:16:21.204615] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11', 'add_vol_of_vol']
[2025-11-25T12:16:21.204675] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:16:21.217881] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:21.218542] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:16:21.219396] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:21.219470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:21.221185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:21.221731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:21.222136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:21.223512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:21.224670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:21.236900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:21.237732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:21.269157] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -3.08% | Symbol ETA: 11.2s | Global ETA: 16m 50s
[2025-11-25T12:16:21.269318] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:16:21.270096] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:21.270320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:21.275130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:21.276972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:21.277549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:21.278042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:21.279288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:21.280021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:21.281224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:16:21.283273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:21.333314] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 1.56%, Actual: 0.28%
[2025-11-25T12:16:21.501659] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -1.53%, Actual: 3.25%
[2025-11-25T12:16:21.560861] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:16:21.585231] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:16:21.623018] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:16:21.670983] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 3.63%, Actual: 2.31%
[2025-11-25T12:16:21.671360] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 38.5747%
[2025-11-25T12:16:21.671534] [INFO ] [main      ] KNTK: DISCARDED add_morning_followthrough_mag_T0 (score: 38.57%)
[2025-11-25T12:16:21.671664] [INFO ] [main      ] KNTK: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:16:21.671772] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_morning_range_expansion']
[2025-11-25T12:16:21.671888] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:16:21.685689] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:21.686359] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:16:21.687318] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:21.687457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:21.688255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:21.759551] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:21.775026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:16:21.779901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:21.786717] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:21.793366] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:21.857531] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.17% | Symbol ETA: 7.0s | Global ETA: 16m 50s
[2025-11-25T12:16:21.857838] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:16:21.858740] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:21.858913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:21.860748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:21.861363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:21.861867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:21.863371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:21.864635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:21.876275] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.54% | Symbol ETA: 10.5s | Global ETA: 16m 50s
[2025-11-25T12:16:21.876422] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:16:21.877245] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:21.877322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:21.882198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:21.884036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:21.884528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:21.884939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:21.886125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:21.886786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:21.887924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:16:21.889982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:21.907254] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 29.6s | Global ETA: 16m 50s
[2025-11-25T12:16:21.907407] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:16:21.908268] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:21.908345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:21.913223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:22.037682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:22.039492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:22.094470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:22.095408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:22.150894] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:16:22.221880] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:16:22.235221] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:16:22.320745] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:22.398800] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:22.406966] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:22.429338] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: 0.54% | Symbol ETA: 20.1s | Global ETA: 16m 51s
[2025-11-25T12:16:22.429677] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:16:22.430620] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:22.430823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:22.431623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:22.441471] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:16:22.461967] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.18% | Symbol ETA: 6.2s | Global ETA: 16m 51s
[2025-11-25T12:16:22.462189] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:16:22.463040] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:22.463184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:22.465086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:22.465774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:22.466264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:22.467850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:22.469083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:22.488883] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.39% | Symbol ETA: 9.9s | Global ETA: 16m 51s
[2025-11-25T12:16:22.489184] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:16:22.490057] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:22.490200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:22.495001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:22.496852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:22.497435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:22.497920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:22.499164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:22.499891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:22.501087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:16:22.503128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:22.517128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:16:22.521630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:22.619813] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:22.765560] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 28.7s | Global ETA: 16m 51s
[2025-11-25T12:16:22.765879] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:16:22.766721] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:22.766875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:22.771825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:22.824720] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:16:22.846339] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:16:22.862671] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:16:22.893255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:22.894701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:22.950253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:22.951325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:23.007447] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:23.016500] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:23.031745] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:23.073944] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -3.35% | Symbol ETA: 5.6s | Global ETA: 16m 51s
[2025-11-25T12:16:23.074257] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:16:23.075143] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:23.075289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:23.077087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:23.077729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:23.078231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:23.079806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:23.081054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:23.096858] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 9.3s | Global ETA: 16m 51s
[2025-11-25T12:16:23.097196] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:16:23.098184] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:23.098352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:23.103278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:23.105271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:23.105872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:23.106342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:23.107617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:23.108368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:23.109503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:16:23.111518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:23.137110] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.77% | Symbol ETA: 19.2s | Global ETA: 16m 51s
[2025-11-25T12:16:23.137395] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:16:23.138240] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:23.138380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:23.139208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:23.224064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:16:23.228408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:23.296635] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:16:23.437338] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:16:23.453356] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:16:23.473338] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:23.570564] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:16:23.613062] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:23.615978] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.52% | Symbol ETA: 27.8s | Global ETA: 16m 51s
[2025-11-25T12:16:23.624506] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:23.676058] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.00% | Symbol ETA: 4.9s | Global ETA: 16m 51s
[2025-11-25T12:16:23.676230] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:16:23.677036] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:23.677279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:23.679048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:23.679620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:23.680158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:23.681607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:23.682826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:23.704438] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: -0.63% | Symbol ETA: 8.6s | Global ETA: 16m 51s
[2025-11-25T12:16:23.704742] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:16:23.705556] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:23.705719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:23.710560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:23.712405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:23.712978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:23.713450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:23.714708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:23.715433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:23.716622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:16:23.718912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:23.740324] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:23.797569] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -0.92%, Actual: 1.04%
[2025-11-25T12:16:23.846515] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 18.4s | Global ETA: 16m 51s
[2025-11-25T12:16:23.846824] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:16:23.847690] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:23.847835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:23.848589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:23.932970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:16:23.937468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:23.972257] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.44%, Actual: 1.19%
[2025-11-25T12:16:24.029505] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:16:24.056492] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:16:24.146659] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -2.71%, Actual: 1.80%
[2025-11-25T12:16:24.208791] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:24.225115] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:24.280674] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.46% | Symbol ETA: 4.3s | Global ETA: 16m 51s
[2025-11-25T12:16:24.280972] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:16:24.281814] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:24.281953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:24.283684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:24.283871] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:16:24.284254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:24.284764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:24.286245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:24.287471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:24.304822] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.80% | Symbol ETA: 8.0s | Global ETA: 16m 51s
[2025-11-25T12:16:24.305080] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:16:24.305929] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:24.306071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:24.310915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:24.312729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:24.313278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:24.313766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:24.315003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:24.315727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:24.316915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:16:24.318954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:24.320286] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -0.70%, Actual: 0.97%
[2025-11-25T12:16:24.456510] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:24.501482] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.81%, Actual: 2.38%
[2025-11-25T12:16:24.562864] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -0.56% | Symbol ETA: 17.7s | Global ETA: 16m 51s
[2025-11-25T12:16:24.563027] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:16:24.563801] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:24.563878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:24.564559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:24.627869] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:16:24.650215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:16:24.653633] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:16:24.655165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:24.676849] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 2.00%
[2025-11-25T12:16:24.803409] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:24.821589] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:24.854406] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.76%, Actual: 0.86%
[2025-11-25T12:16:24.866722] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.43% | Symbol ETA: 3.7s | Global ETA: 16m 51s
[2025-11-25T12:16:24.867020] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:16:24.867868] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:24.868012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:24.869745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:24.870312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:24.870838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:24.872271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:24.873519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:24.900545] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 1.58% | Symbol ETA: 7.4s | Global ETA: 16m 51s
[2025-11-25T12:16:24.900802] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:16:24.901638] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:24.901802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:24.906542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:24.908399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:24.908972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:24.909440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:24.910705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:24.911409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:24.912602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:16:24.914667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:24.999897] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:16:25.031683] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.48%, Actual: 0.11%
[2025-11-25T12:16:25.169020] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:25.209021] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:16:25.209269] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 1.47%, Actual: 0.30%
[2025-11-25T12:16:25.251020] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:16:25.273114] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -1.33% | Symbol ETA: 17.0s | Global ETA: 16m 52s
[2025-11-25T12:16:25.273414] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:16:25.274207] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:25.274351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:25.275123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:25.359727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:16:25.364044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:25.379954] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:25.418744] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:25.435823] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.52%, Actual: 1.77%
[2025-11-25T12:16:25.436246] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 49.8057%
[2025-11-25T12:16:25.436409] [INFO ] [main      ] APD: DISCARDED add_last_hour_momentum_mag (score: 49.81%)
[2025-11-25T12:16:25.436522] [INFO ] [main      ] APD: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:16:25.436628] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_late_day_volatility']
[2025-11-25T12:16:25.436756] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:16:25.446286] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.25% | Symbol ETA: 3.0s | Global ETA: 16m 52s
[2025-11-25T12:16:25.446607] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:16:25.447493] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:25.447640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:25.449438] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:25.449517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:25.449910] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:16:25.450228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:25.450785] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:25.450890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:25.450781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:25.452379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:25.453620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:25.455618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:25.500090] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -0.32% | Symbol ETA: 6.8s | Global ETA: 16m 52s
[2025-11-25T12:16:25.602043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:25.603240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:25.660188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:16:25.661993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:25.673724] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.19%, Actual: 4.72%
[2025-11-25T12:16:25.706435] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:16:25.814020] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:16:25.842470] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 2.95%
[2025-11-25T12:16:25.875803] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:25.980414] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.59% | Symbol ETA: 16.2s | Global ETA: 16m 52s
[2025-11-25T12:16:25.980735] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:16:25.981541] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:25.981694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:25.982440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:25.991676] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:26.003321] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:16:26.010475] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -3.08%, Actual: 0.61%
[2025-11-25T12:16:26.056165] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 2.4s | Global ETA: 16m 52s
[2025-11-25T12:16:26.056465] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:16:26.057582] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:26.057752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:26.059769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:26.060396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:26.060949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:26.062487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:26.063742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:26.066396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:16:26.070936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:26.177736] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:26.183141] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.54%, Actual: 1.35%
[2025-11-25T12:16:26.325041] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 0.99% | Symbol ETA: 31.2s | Global ETA: 16m 52s
[2025-11-25T12:16:26.325350] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:16:26.326256] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:26.326400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:26.331432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:26.353067] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.39%, Actual: 0.93%
[2025-11-25T12:16:26.412788] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:16:26.426554] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:16:26.458579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:26.460120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:26.516486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:16:26.518788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:26.577063] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.88%
[2025-11-25T12:16:26.581914] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:26.605143] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:26.670440] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.19% | Symbol ETA: 1.8s | Global ETA: 16m 52s
[2025-11-25T12:16:26.670787] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:16:26.671723] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:26.671862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:26.673596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:26.674192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:26.674739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:26.676166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:26.677391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:26.684720] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.51% | Symbol ETA: 15.5s | Global ETA: 16m 52s
[2025-11-25T12:16:26.685020] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:16:26.685854] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:26.686000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:26.686776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:26.746341] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 2.44%
[2025-11-25T12:16:26.771484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:16:26.776132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:26.855325] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:16:26.916468] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.80%, Actual: 0.61%
[2025-11-25T12:16:27.018382] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:16:27.025664] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:27.085562] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 1.58%, Actual: 2.94%
[2025-11-25T12:16:27.122845] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:16:27.172489] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -1.38% | Symbol ETA: 30.2s | Global ETA: 16m 52s
[2025-11-25T12:16:27.172788] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:16:27.173599] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:27.173754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:27.178562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:27.187832] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:27.248883] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -1.08% | Symbol ETA: 1.2s | Global ETA: 16m 52s
[2025-11-25T12:16:27.256359] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -0.32%, Actual: 0.29%
[2025-11-25T12:16:27.256661] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 42.2686%
[2025-11-25T12:16:27.256823] [INFO ] [main      ] CGAU: DISCARDED add_pct_change (score: 42.27%)
[2025-11-25T12:16:27.256941] [INFO ] [main      ] CGAU: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:16:27.257063] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_preclose_acceleration_mag']
[2025-11-25T12:16:27.257199] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:16:27.271399] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:27.272147] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:16:27.273060] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:27.273201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:27.278076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:27.279938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:27.280498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:27.280983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:27.282240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:27.282970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:27.284166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:16:27.285264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:27.293805] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:27.300567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:27.301713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:27.357634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:16:27.359822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:27.395525] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 2.00% | Symbol ETA: 14.8s | Global ETA: 16m 52s
[2025-11-25T12:16:27.395702] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:16:27.396612] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:27.396772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:27.397511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:27.418898] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.17%, Actual: 0.81%
[2025-11-25T12:16:27.484691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:16:27.489298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:27.594282] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.18%, Actual: 0.83%
[2025-11-25T12:16:27.623590] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:16:27.708050] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:16:27.768719] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -3.35%, Actual: 2.84%
[2025-11-25T12:16:27.792980] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:27.833292] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:16:27.867794] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.50% | Symbol ETA: 11.6s | Global ETA: 16m 52s
[2025-11-25T12:16:27.867946] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:16:27.868733] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:27.868809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:27.873590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:27.875349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:27.876030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:27.876500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:27.877814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:27.878566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:27.879802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:16:27.880903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:27.887960] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:27.940802] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.00%, Actual: 0.58%
[2025-11-25T12:16:28.004839] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:28.044599] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -0.78% | Symbol ETA: 29.4s | Global ETA: 16m 52s
[2025-11-25T12:16:28.045002] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:16:28.045999] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:28.046145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:28.051632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:28.107227] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 14.1s | Global ETA: 16m 53s
[2025-11-25T12:16:28.107530] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:16:28.108366] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:28.108507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:28.109280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:28.117565] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.46%, Actual: 4.52%
[2025-11-25T12:16:28.180932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:28.182404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:28.194553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:16:28.199127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:28.219490] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:16:28.240225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:16:28.242378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:28.295970] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.43%, Actual: 2.39%
[2025-11-25T12:16:28.386855] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:28.461011] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.72% | Symbol ETA: 11.0s | Global ETA: 16m 53s
[2025-11-25T12:16:28.461171] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:16:28.462097] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:28.462237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:28.467105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:28.468953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:28.469514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:28.470010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:28.471249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:28.471981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:28.472032] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.25%, Actual: 1.30%
[2025-11-25T12:16:28.473175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:16:28.474218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:28.537112] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:16:28.584605] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:16:28.645036] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.30%, Actual: 0.94%
[2025-11-25T12:16:28.705359] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:28.758336] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:28.811487] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.13% | Symbol ETA: 13.4s | Global ETA: 16m 53s
[2025-11-25T12:16:28.814520] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:16:28.819188] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.19%, Actual: 5.47%
[2025-11-25T12:16:28.899206] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -3.71% | Symbol ETA: 28.5s | Global ETA: 16m 53s
[2025-11-25T12:16:28.899514] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:16:28.900345] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:28.900484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:28.905252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:28.991529] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:28.994318] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: 0.54%, Actual: 3.01%
[2025-11-25T12:16:28.997149] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -1.08%, Actual: 1.52%
[2025-11-25T12:16:28.997582] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 42.9003%
[2025-11-25T12:16:28.997790] [INFO ] [main      ] GROV: DISCARDED add_vol_of_vol (score: 42.90%)
[2025-11-25T12:16:28.997914] [INFO ] [main      ] GROV: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:16:28.998028] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11', 'add_volatility_decay_ratio']
[2025-11-25T12:16:28.998141] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:16:29.013018] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:29.013863] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:16:29.014876] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:29.015024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:29.016958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:29.017626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:29.018185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:29.019735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:16:29.021120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:29.031958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:29.033206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:29.069865] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.54% | Symbol ETA: 10.5s | Global ETA: 16m 53s
[2025-11-25T12:16:29.070015] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:16:29.070781] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:29.070876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:29.075670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:29.077618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:29.078250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:29.078757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:29.080035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:29.080785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:29.082055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:16:29.083164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:29.089678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:16:29.091620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:29.173631] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.77%, Actual: 3.87%
[2025-11-25T12:16:29.346595] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 0.49%
[2025-11-25T12:16:29.372916] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:16:29.430574] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:16:29.437730] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:16:29.518292] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -0.56%, Actual: 0.19%
[2025-11-25T12:16:29.543420] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:29.602814] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:29.605166] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.42% | Symbol ETA: 6.3s | Global ETA: 16m 53s
[2025-11-25T12:16:29.605319] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:16:29.606104] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:29.606181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:29.607874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:29.608373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:29.608790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:29.609675] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:29.610181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:16:29.611357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:29.679403] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.48% | Symbol ETA: 9.9s | Global ETA: 16m 53s
[2025-11-25T12:16:29.679715] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:16:29.680542] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:29.680701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:29.685532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:29.687472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:29.688068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:29.688542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:29.688871] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -1.33%, Actual: 2.33%
[2025-11-25T12:16:29.689822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:29.690551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:29.691747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:16:29.692847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:29.761081] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 1.02% | Symbol ETA: 27.7s | Global ETA: 16m 53s
[2025-11-25T12:16:29.761376] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:16:29.762265] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:29.762408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:29.767497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:29.862847] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 1.61%
[2025-11-25T12:16:29.897744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:29.899166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:29.949762] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:16:29.954754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:16:29.956761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:30.037207] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.51%, Actual: 0.03%
[2025-11-25T12:16:30.040304] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:16:30.120887] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:30.183789] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.93% | Symbol ETA: 5.7s | Global ETA: 16m 53s
[2025-11-25T12:16:30.183938] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:16:30.184733] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:30.184807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:30.186454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:30.187141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:30.187538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:30.188930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:16:30.190153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:30.206293] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 2.00%, Actual: 0.28%
[2025-11-25T12:16:30.214151] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:30.287290] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -2.34% | Symbol ETA: 9.3s | Global ETA: 16m 53s
[2025-11-25T12:16:30.287584] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:16:30.288484] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:30.288630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:30.293506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:30.295461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:30.296062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:30.296535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:30.297829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:30.298551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:30.299810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:16:30.300920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:30.313982] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:16:30.378088] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 3.25%
[2025-11-25T12:16:30.487537] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:30.532551] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:16:30.547268] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.13%, Actual: 2.31%
[2025-11-25T12:16:30.547507] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 36.0515%
[2025-11-25T12:16:30.547606] [INFO ] [main      ] KNTK: DISCARDED add_morning_range_expansion (score: 36.05%)
[2025-11-25T12:16:30.547675] [INFO ] [main      ] KNTK: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:16:30.547714] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_11_elasticity']
[2025-11-25T12:16:30.547754] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:16:30.562081] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:30.562496] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:16:30.563488] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:30.563565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:30.564288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:30.639298] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -1.94% | Symbol ETA: 26.8s | Global ETA: 16m 53s
[2025-11-25T12:16:30.639452] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:16:30.640220] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:30.640312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:30.645195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:30.648097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:30.649536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:30.654559] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:16:30.702037] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:30.763861] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.19% | Symbol ETA: 5.1s | Global ETA: 16m 53s
[2025-11-25T12:16:30.764154] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:16:30.765007] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:30.765149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:30.766866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:30.767459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:30.767951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:30.769459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:16:30.770715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:30.773948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:30.775319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:30.827276] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:30.832228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:16:30.834334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:30.901295] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 3.71% | Symbol ETA: 8.7s | Global ETA: 16m 53s
[2025-11-25T12:16:30.901630] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:16:30.902412] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:30.902553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:30.907459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:30.909470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:30.910089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:30.910562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:30.911833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:30.912547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:30.913823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:16:30.914921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:30.997429] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:16:31.116153] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:16:31.170915] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:31.180758] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:16:31.258055] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:16:31.289484] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:31.292725] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -3.33% | Symbol ETA: 18.7s | Global ETA: 16m 54s
[2025-11-25T12:16:31.292896] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:16:31.293697] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:31.293953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:31.294753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:31.352016] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.08% | Symbol ETA: 4.5s | Global ETA: 16m 54s
[2025-11-25T12:16:31.352314] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:16:31.353156] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:31.353296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:31.355037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:31.355612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:31.356101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:31.357576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:16:31.358825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:31.362336] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:31.383230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:31.384817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:31.429425] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:31.503246] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: -0.74% | Symbol ETA: 8.1s | Global ETA: 16m 54s
[2025-11-25T12:16:31.503544] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:16:31.504369] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:31.504509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:31.505964] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.75% | Symbol ETA: 25.9s | Global ETA: 16m 54s
[2025-11-25T12:16:31.506263] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:16:31.507148] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:31.507291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:31.509393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:31.511230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:31.511798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:31.512267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:31.512312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:31.513552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:31.514283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:31.515506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:16:31.516589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:31.639559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:31.640974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:31.699013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:16:31.701393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:31.731299] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:16:31.734315] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:16:31.862865] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:16:31.913490] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:31.921294] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:31.985413] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 4.0s | Global ETA: 16m 54s
[2025-11-25T12:16:31.985732] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:16:31.986563] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:31.986720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:31.988480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:31.989085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:31.989553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:31.991035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:16:31.992310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:32.022773] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.83% | Symbol ETA: 17.9s | Global ETA: 16m 54s
[2025-11-25T12:16:32.023070] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:16:32.023936] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:32.024085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:32.024875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:32.032660] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:32.059061] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:16:32.103925] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -0.87% | Symbol ETA: 7.5s | Global ETA: 16m 54s
[2025-11-25T12:16:32.104208] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:16:32.105039] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:32.105186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:32.109985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:32.111826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:32.112374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:32.112863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:32.113575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:32.114111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:32.114846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:32.115184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:32.116025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:16:32.117141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:32.233970] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:32.335459] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:16:32.377334] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 1.00% | Symbol ETA: 25.1s | Global ETA: 16m 54s
[2025-11-25T12:16:32.377622] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:16:32.378554] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:32.378712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:32.383749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:32.456196] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:16:32.466097] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:16:32.506452] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:32.511846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:32.513254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:32.568228] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.00% | Symbol ETA: 3.4s | Global ETA: 16m 54s
[2025-11-25T12:16:32.568531] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:16:32.568807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:16:32.569396] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:32.569552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:32.570945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:32.571291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:32.571903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:32.572376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:32.573853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:16:32.575107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:32.624337] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:32.641291] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:32.694890] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.14% | Symbol ETA: 6.9s | Global ETA: 16m 54s
[2025-11-25T12:16:32.695189] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:16:32.696014] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:32.696159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:32.700974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:32.702788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:32.703278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:32.703763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:32.705295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:32.706032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:32.707185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:16:32.708238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:32.747929] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 2.04% | Symbol ETA: 17.2s | Global ETA: 16m 54s
[2025-11-25T12:16:32.748080] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:16:32.748882] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:32.748966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:32.749714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:32.841157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:32.842691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:32.925194] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:16:32.936170] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:16:33.043668] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:16:33.110574] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:33.113302] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:33.172850] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.96% | Symbol ETA: 2.8s | Global ETA: 16m 54s
[2025-11-25T12:16:33.173139] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:16:33.174006] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:33.174152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:33.175953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:33.176537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:33.177105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:33.180970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:16:33.182429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:33.184378] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:16:33.214730] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:33.259275] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 0.42% | Symbol ETA: 24.2s | Global ETA: 16m 54s
[2025-11-25T12:16:33.259574] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:16:33.260468] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:33.260615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:33.265589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:33.285719] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.00% | Symbol ETA: 6.3s | Global ETA: 16m 54s
[2025-11-25T12:16:33.352325] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:33.393859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:33.395357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:33.450619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:16:33.452838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:33.454167] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -0.59% | Symbol ETA: 16.4s | Global ETA: 16m 54s
[2025-11-25T12:16:33.454505] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:16:33.455389] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.50%, Actual: 4.72%
[2025-11-25T12:16:33.455825] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:33.455970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:33.456755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:33.539770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:33.541288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:33.544309] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:16:33.630450] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 2.95%
[2025-11-25T12:16:33.737161] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:33.803899] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -1.94% | Symbol ETA: 2.2s | Global ETA: 16m 55s
[2025-11-25T12:16:33.804255] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:16:33.805779] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:33.805944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:33.808239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:33.808220] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.54%, Actual: 0.61%
[2025-11-25T12:16:33.808841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:33.809363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:33.810971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:16:33.812320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:33.823344] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:16:33.891795] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:16:33.985189] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.48%, Actual: 1.35%
[2025-11-25T12:16:34.077229] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:34.086542] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:34.216444] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -2.34%, Actual: 0.93%
[2025-11-25T12:16:34.222306] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:16:34.233835] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -1.56% | Symbol ETA: 15.8s | Global ETA: 16m 55s
[2025-11-25T12:16:34.234021] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:16:34.235185] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:34.235298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:34.236300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:34.269740] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 23.3s | Global ETA: 16m 55s
[2025-11-25T12:16:34.354463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:34.356581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:34.461447] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 3.71%, Actual: 0.88%
[2025-11-25T12:16:34.499540] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:34.533011] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 0.99%, Actual: 1.04%
[2025-11-25T12:16:34.588715] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.79% | Symbol ETA: 1.6s | Global ETA: 16m 55s
[2025-11-25T12:16:34.589088] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:16:34.590509] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:34.590743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:34.593503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:34.594474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:34.595219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:34.597465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:16:34.600521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:34.709375] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: -0.74%, Actual: 2.44%
[2025-11-25T12:16:34.728193] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -1.38%, Actual: 1.19%
[2025-11-25T12:16:34.854517] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:16:34.926610] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -0.78%, Actual: 1.80%
[2025-11-25T12:16:34.976318] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -0.87%, Actual: 0.61%
[2025-11-25T12:16:35.016296] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:16:35.042707] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:35.108553] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -3.71%, Actual: 0.97%
[2025-11-25T12:16:35.147698] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 15.2s | Global ETA: 16m 55s
[2025-11-25T12:16:35.147995] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:16:35.149409] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:35.149574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:35.150501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:35.205510] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.14%, Actual: 2.94%
[2025-11-25T12:16:35.209597] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:35.239316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:35.241071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:35.274184] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -1.62% | Symbol ETA: 1.0s | Global ETA: 16m 55s
[2025-11-25T12:16:35.288250] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 2.38%
[2025-11-25T12:16:35.390464] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.00%, Actual: 0.29%
[2025-11-25T12:16:35.390905] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 43.6763%
[2025-11-25T12:16:35.391071] [INFO ] [main      ] CGAU: DISCARDED add_preclose_acceleration_mag (score: 43.68%)
[2025-11-25T12:16:35.391187] [INFO ] [main      ] CGAU: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:16:35.391291] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_prev_1100_to_open']
[2025-11-25T12:16:35.391402] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:16:35.405820] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:35.406379] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:16:35.407281] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:35.407425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:35.412254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:35.414125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:35.414707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:35.415198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:35.416454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:35.417215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:35.418420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:16:35.419198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:35.457257] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.42%, Actual: 0.81%
[2025-11-25T12:16:35.512854] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -1.94%, Actual: 2.00%
[2025-11-25T12:16:35.604112] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:16:35.630841] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.93%, Actual: 0.83%
[2025-11-25T12:16:35.690307] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.75%, Actual: 0.86%
[2025-11-25T12:16:35.782390] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:16:35.785663] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:35.809939] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.19%, Actual: 2.84%
[2025-11-25T12:16:35.866905] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 1.00%, Actual: 0.11%
[2025-11-25T12:16:35.889930] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 1.25% | Symbol ETA: 14.4s | Global ETA: 16m 55s
[2025-11-25T12:16:35.890231] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:16:35.891215] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:35.891380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:35.892227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:35.949341] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:35.979630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:35.981824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:35.985137] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.08%, Actual: 0.58%
[2025-11-25T12:16:36.025185] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.72% | Symbol ETA: 11.5s | Global ETA: 16m 55s
[2025-11-25T12:16:36.025664] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:16:36.026475] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:36.026620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:36.031447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:36.033279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:36.033855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:36.034329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:36.035567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:36.036294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:36.037695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:16:36.038564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:36.044539] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 0.42%, Actual: 0.30%
[2025-11-25T12:16:36.158598] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 4.52%
[2025-11-25T12:16:36.220445] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 1.77%
[2025-11-25T12:16:36.220862] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 49.6706%
[2025-11-25T12:16:36.220968] [INFO ] [main      ] APD: DISCARDED add_late_day_volatility (score: 49.67%)
[2025-11-25T12:16:36.221141] [INFO ] [main      ] APD: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:16:36.221253] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_late_hour_microstructure']
[2025-11-25T12:16:36.221363] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:16:36.233812] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:36.234406] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:16:36.235333] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:36.235476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:36.240305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:36.331265] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.00%, Actual: 2.39%
[2025-11-25T12:16:36.345697] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:16:36.371296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:36.372800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:36.373065] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:16:36.435906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:16:36.439792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:36.502540] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.96%, Actual: 1.30%
[2025-11-25T12:16:36.520801] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:36.544226] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:36.622066] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.51% | Symbol ETA: 10.8s | Global ETA: 16m 55s
[2025-11-25T12:16:36.622363] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:16:36.623192] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:36.623343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:36.628281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:36.628524] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 4.95% | Symbol ETA: 13.6s | Global ETA: 16m 55s
[2025-11-25T12:16:36.628702] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:16:36.629696] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:36.629772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:36.630741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:36.630820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:36.631383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:36.631879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:36.633135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:36.634045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:36.635436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:16:36.636212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:36.706947] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -1.94%, Actual: 0.94%
[2025-11-25T12:16:36.720790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:36.722752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:36.800187] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:16:36.897933] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.79%, Actual: 5.47%
[2025-11-25T12:16:36.975985] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:36.988383] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:16:37.071549] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -1.62%, Actual: 1.52%
[2025-11-25T12:16:37.071916] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 46.7343%
[2025-11-25T12:16:37.072079] [INFO ] [main      ] GROV: DISCARDED add_volatility_decay_ratio (score: 46.73%)
[2025-11-25T12:16:37.072196] [INFO ] [main      ] GROV: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:16:37.072303] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:16:37.072416] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:16:37.072964] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:16:37.086409] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:37.087091] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:16:37.088000] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:16:37.088079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:37.089898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:37.090424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:37.090858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:37.092292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:16:37.092803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:37.093953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:16:37.096062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:37.132891] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 30.3s | Global ETA: 16m 56s
[2025-11-25T12:16:37.133041] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:16:37.133882] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:37.133969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:37.139040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:37.164830] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:37.242876] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.99% | Symbol ETA: 10.2s | Global ETA: 16m 56s
[2025-11-25T12:16:37.243023] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:16:37.243816] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:37.243916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:37.245282] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:37.249023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:37.251057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:37.251692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:37.252168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:37.253892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:37.254780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:37.256290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:16:37.257499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:37.271805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:37.273268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:37.331392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:16:37.334631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:37.351183] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -1.78% | Symbol ETA: 12.9s | Global ETA: 16m 56s
[2025-11-25T12:16:37.351484] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:16:37.352365] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:37.352509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:37.353295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:37.436006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:37.437570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:37.443867] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:16:37.608522] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:16:37.622738] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:37.692775] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:16:37.693196] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 1.37% | Symbol ETA: 6.3s | Global ETA: 16m 56s
[2025-11-25T12:16:37.693500] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:16:37.694339] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:16:37.694481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:37.696204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:37.696788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:37.697293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:37.698763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:16:37.699304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:37.700466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:16:37.702550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:37.777762] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:16:37.783296] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:37.861370] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.87% | Symbol ETA: 9.6s | Global ETA: 16m 56s
[2025-11-25T12:16:37.861874] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:16:37.862724] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:37.862872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:37.867975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:37.869908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:37.870488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:37.870985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:37.872281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:37.872712] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:37.873229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:37.874703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:16:37.875461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:37.954636] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:38.030974] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.84% | Symbol ETA: 29.4s | Global ETA: 16m 56s
[2025-11-25T12:16:38.031280] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:16:38.032217] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:38.032318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:38.037598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:38.044293] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:16:38.057836] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.46% | Symbol ETA: 12.1s | Global ETA: 16m 56s
[2025-11-25T12:16:38.168953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:38.170232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:38.212711] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:38.223609] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:16:38.226496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:16:38.229473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:38.230735] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -3.33%, Actual: 3.01%
[2025-11-25T12:16:38.278357] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.24% | Symbol ETA: 5.6s | Global ETA: 16m 56s
[2025-11-25T12:16:38.278664] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:16:38.279656] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:16:38.279794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:38.281819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:38.282393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:38.282883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:38.284316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:16:38.284878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:38.286054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:16:38.288165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:38.399134] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:38.407067] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.83%, Actual: 3.87%
[2025-11-25T12:16:38.472025] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.49% | Symbol ETA: 9.0s | Global ETA: 16m 56s
[2025-11-25T12:16:38.472174] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:16:38.472956] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:38.473033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:38.477889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:38.479743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:38.480410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:38.480918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:38.482279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:38.482944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:38.484113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:16:38.484820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:38.576011] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:16:38.589029] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 2.04%, Actual: 0.49%
[2025-11-25T12:16:38.628909] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:16:38.749068] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:38.759822] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -0.59%, Actual: 0.19%
[2025-11-25T12:16:38.797891] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:38.834837] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:16:38.865248] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.80% | Symbol ETA: 5.0s | Global ETA: 16m 56s
[2025-11-25T12:16:38.865485] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:16:38.866318] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:16:38.866460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:38.868194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:38.868788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:38.869264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:38.870727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:16:38.871270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:38.872429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:16:38.874508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:38.899550] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.93% | Symbol ETA: 28.4s | Global ETA: 16m 56s
[2025-11-25T12:16:38.899727] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:16:38.900529] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:38.900620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:38.905570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:38.927696] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -1.56%, Actual: 2.33%
[2025-11-25T12:16:39.006936] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:39.034186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:39.035574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:39.081667] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.73% | Symbol ETA: 8.4s | Global ETA: 16m 56s
[2025-11-25T12:16:39.081946] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:16:39.082810] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:39.082952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:39.088013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:39.090016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:39.090617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:39.091118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:39.091304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:16:39.092412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:39.093169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:39.094417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:16:39.094550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:39.094761] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 1.61%
[2025-11-25T12:16:39.095230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:39.227070] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:16:39.265273] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 0.03%
[2025-11-25T12:16:39.413948] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:39.444550] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 4.95%, Actual: 0.28%
[2025-11-25T12:16:39.445280] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:16:39.460215] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:16:39.482541] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -4.49% | Symbol ETA: 4.5s | Global ETA: 16m 56s
[2025-11-25T12:16:39.482729] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:16:39.483708] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:16:39.483849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:39.485549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:39.486211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:39.486766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:39.488414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:16:39.489037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:39.490437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:16:39.492842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:39.620534] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:39.622107] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -1.78%, Actual: 3.25%
[2025-11-25T12:16:39.637464] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:39.694610] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.09% | Symbol ETA: 7.8s | Global ETA: 16m 57s
[2025-11-25T12:16:39.694922] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:16:39.695777] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:39.695920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:39.700835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:39.702815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:39.703379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:39.703875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:39.705131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:39.705865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:39.707117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:16:39.707886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:39.788875] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: 0.34% | Symbol ETA: 27.5s | Global ETA: 16m 57s
[2025-11-25T12:16:39.789179] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:16:39.790118] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:39.790265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:39.795363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:39.798704] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.46%, Actual: 2.31%
[2025-11-25T12:16:39.799133] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 41.8828%
[2025-11-25T12:16:39.799336] [INFO ] [main      ] KNTK: DISCARDED add_open_11_elasticity (score: 41.88%)
[2025-11-25T12:16:39.799436] [INFO ] [main      ] KNTK: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:16:39.799548] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity']
[2025-11-25T12:16:39.799672] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:16:39.814193] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:39.814822] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:16:39.815843] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:39.815982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:39.816820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:39.854734] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:16:39.904411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:16:39.906258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:39.924354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:39.925590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:39.981924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:16:39.984899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:40.041162] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:40.056105] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:16:40.111572] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.98% | Symbol ETA: 3.9s | Global ETA: 16m 57s
[2025-11-25T12:16:40.111891] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:16:40.112840] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:16:40.112985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:40.114990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:40.115709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:40.116161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:40.117891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:16:40.118532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:40.120013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:16:40.122742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:40.232144] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:40.257475] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:16:40.308206] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.64% | Symbol ETA: 7.2s | Global ETA: 16m 57s
[2025-11-25T12:16:40.308393] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:16:40.309334] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:40.309479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:40.314379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:40.316360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:40.316947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:40.317448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:40.318767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:40.319523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:40.320755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:16:40.321539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:40.330122] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:16:40.435377] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:40.491683] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:16:40.508536] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:40.546093] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 18.2s | Global ETA: 16m 57s
[2025-11-25T12:16:40.546398] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:16:40.547891] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:40.548032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:40.548841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:40.638078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:16:40.639829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:40.672466] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:16:40.677360] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 0.59% | Symbol ETA: 26.6s | Global ETA: 16m 57s
[2025-11-25T12:16:40.677319] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:40.677514] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:16:40.678500] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:40.678577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:40.684153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:40.744298] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 3.06% | Symbol ETA: 3.3s | Global ETA: 16m 57s
[2025-11-25T12:16:40.744590] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:16:40.745478] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:16:40.745623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:40.747482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:40.748104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:40.748531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:40.750087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:16:40.750709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:40.751915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:16:40.754088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:40.820188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:40.821847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:40.844477] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:40.884005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:16:40.888096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:40.917082] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 0.91% | Symbol ETA: 6.6s | Global ETA: 16m 57s
[2025-11-25T12:16:40.917384] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:16:40.918334] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:40.918488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:40.923421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:40.925387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:40.925992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:40.926462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:40.927746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:40.928491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:40.929749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:16:40.930510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:40.983943] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:16:41.108332] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:16:41.153246] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:41.243084] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:16:41.260484] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.25% | Symbol ETA: 17.4s | Global ETA: 16m 57s
[2025-11-25T12:16:41.260815] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:16:41.261662] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:41.261808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:41.262598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:41.275689] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:16:41.278713] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:41.343081] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.55% | Symbol ETA: 2.7s | Global ETA: 16m 57s
[2025-11-25T12:16:41.343362] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:16:41.344196] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:16:41.344339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:41.346071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:41.346689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:41.347213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:41.348760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:16:41.349467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:41.351013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:16:41.352007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:16:41.353176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:41.354005] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:41.414203] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:41.444767] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:41.516312] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -0.98% | Symbol ETA: 6.0s | Global ETA: 16m 57s
[2025-11-25T12:16:41.566095] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.47% | Symbol ETA: 25.8s | Global ETA: 16m 57s
[2025-11-25T12:16:41.566378] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:16:41.567315] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:41.567460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:41.572730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:41.689006] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.72%, Actual: 4.72%
[2025-11-25T12:16:41.694812] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:16:41.701195] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:16:41.701859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:41.703287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:41.762145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:16:41.765499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:41.862630] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 2.95%
[2025-11-25T12:16:41.877114] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:41.880145] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:41.943783] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: 0.03% | Symbol ETA: 2.1s | Global ETA: 16m 57s
[2025-11-25T12:16:41.944074] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:16:41.944969] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:16:41.945112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:41.946932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:41.947553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:41.948064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:41.949630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:16:41.950225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:41.951518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:16:41.953682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:41.986487] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -2.82% | Symbol ETA: 16.7s | Global ETA: 16m 57s
[2025-11-25T12:16:41.986817] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:16:41.987706] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:41.987848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:41.988624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:42.037379] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.99%, Actual: 0.61%
[2025-11-25T12:16:42.074428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:16:42.076196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:42.124609] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:16:42.205951] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.87%, Actual: 1.35%
[2025-11-25T12:16:42.306332] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:42.314129] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:16:42.376700] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.49%, Actual: 0.93%
[2025-11-25T12:16:42.419226] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:16:42.451053] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.52% | Symbol ETA: 24.9s | Global ETA: 16m 58s
[2025-11-25T12:16:42.451366] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:16:42.452290] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:42.452443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:42.457497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:42.498010] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:42.552480] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.73%, Actual: 0.88%
[2025-11-25T12:16:42.569609] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 2.58% | Symbol ETA: 1.5s | Global ETA: 16m 58s
[2025-11-25T12:16:42.569816] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:16:42.570792] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:16:42.570937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:42.572811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:42.573406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:42.573924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:42.575502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:16:42.576085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:16:42.577355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:16:42.579666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:42.584338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:42.585780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:42.593987] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:42.641567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:16:42.644827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:42.704250] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.66% | Symbol ETA: 16.0s | Global ETA: 16m 58s
[2025-11-25T12:16:42.704557] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:16:42.705493] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:42.705655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:42.706486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:42.724175] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.09%, Actual: 2.44%
[2025-11-25T12:16:42.793292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:16:42.795184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:42.894932] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.64%, Actual: 0.61%
[2025-11-25T12:16:42.945988] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:16:43.007842] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:16:43.067406] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 0.91%, Actual: 2.94%
[2025-11-25T12:16:43.126986] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:43.176878] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:43.178817] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:16:43.193354] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -0.88% | Symbol ETA: 0.9s | Global ETA: 16m 58s
[2025-11-25T12:16:43.250018] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -0.98%, Actual: 0.29%
[2025-11-25T12:16:43.250322] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 42.6255%
[2025-11-25T12:16:43.250491] [INFO ] [main      ] CGAU: DISCARDED add_prev_1100_to_open (score: 42.63%)
[2025-11-25T12:16:43.250610] [INFO ] [main      ] CGAU: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:16:43.250735] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_prev_close_to_1100']
[2025-11-25T12:16:43.250848] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:16:43.264716] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:43.265200] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:16:43.266060] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:43.266135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:43.271041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:43.272982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:43.273498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:43.273915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:43.275094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:43.275755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:43.276918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:16:43.277618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:43.324664] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -1.52% | Symbol ETA: 24.0s | Global ETA: 16m 58s
[2025-11-25T12:16:43.324823] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:16:43.325593] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:43.325684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:43.330797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:43.370137] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:43.373513] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 1.37%, Actual: 0.81%
[2025-11-25T12:16:43.456891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:43.458228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:43.485583] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 15.3s | Global ETA: 16m 58s
[2025-11-25T12:16:43.485802] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:16:43.486628] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:43.486929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:43.487919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:43.513255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:16:43.516530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:43.554210] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.24%, Actual: 0.83%
[2025-11-25T12:16:43.575396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:16:43.577243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:43.620565] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:16:43.735452] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.80%, Actual: 2.84%
[2025-11-25T12:16:43.792026] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:43.860804] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:16:43.867249] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.95% | Symbol ETA: 10.7s | Global ETA: 16m 58s
[2025-11-25T12:16:43.867554] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:16:43.868393] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:43.868537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:43.873363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:43.875202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:43.875822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:43.876316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:43.877605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:43.878350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:43.879618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:16:43.880427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:43.917338] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -4.49%, Actual: 0.58%
[2025-11-25T12:16:43.923821] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:16:44.035773] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:44.095826] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:44.102917] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 4.52%
[2025-11-25T12:16:44.193773] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.29% | Symbol ETA: 23.1s | Global ETA: 16m 58s
[2025-11-25T12:16:44.193923] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:16:44.194702] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:44.194805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:44.199842] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -0.33% | Symbol ETA: 14.6s | Global ETA: 16m 58s
[2025-11-25T12:16:44.199808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:44.200000] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:16:44.200947] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:44.201092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:44.201884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:44.222135] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:16:44.287186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:16:44.288803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:44.289971] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 3.06%, Actual: 2.39%
[2025-11-25T12:16:44.326347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:44.327874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:44.382238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:16:44.385456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:44.399798] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:44.470498] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.55%, Actual: 1.30%
[2025-11-25T12:16:44.480452] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 10.2s | Global ETA: 16m 58s
[2025-11-25T12:16:44.480596] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:16:44.481359] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:44.481437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:44.486234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:44.488117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:44.488658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:44.489085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:44.490324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:44.491011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:44.492233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:16:44.493127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:44.635969] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:16:44.653278] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.94%
[2025-11-25T12:16:44.734344] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:16:44.810146] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:44.835307] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 2.58%, Actual: 5.47%
[2025-11-25T12:16:44.838818] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:16:44.907579] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:44.912907] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 1.10% | Symbol ETA: 13.8s | Global ETA: 16m 58s
[2025-11-25T12:16:44.913218] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:16:44.914455] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:44.914598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:44.915388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:44.999963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:16:45.001684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:45.011870] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:45.016718] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -0.88%, Actual: 1.52%
[2025-11-25T12:16:45.017196] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 43.5845%
[2025-11-25T12:16:45.017378] [INFO ] [main      ] GROV: DISCARDED add_volatility_state_percentiles (score: 43.58%)
[2025-11-25T12:16:45.017516] [INFO ] [main      ] GROV: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:16:45.017628] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11', 'add_volume_dispersion']
[2025-11-25T12:16:45.017768] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:16:45.033493] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:45.034320] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:16:45.035269] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:45.035360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:45.037182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:45.037822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:45.038341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:45.040089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:16:45.041784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:45.056021] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 2.62% | Symbol ETA: 22.2s | Global ETA: 16m 58s
[2025-11-25T12:16:45.088571] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.94% | Symbol ETA: 9.6s | Global ETA: 16m 58s
[2025-11-25T12:16:45.088728] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:16:45.089493] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:45.089569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:45.094847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:45.096814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:45.097336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:45.097779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:45.099031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:45.099857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:45.101005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:16:45.101807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:45.230700] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 0.02%, Actual: 1.04%
[2025-11-25T12:16:45.346489] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:16:45.419771] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 1.19%
[2025-11-25T12:16:45.431578] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:16:45.444898] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:16:45.518114] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:45.609334] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.93%, Actual: 1.80%
[2025-11-25T12:16:45.619579] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:45.623547] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.63% | Symbol ETA: 13.1s | Global ETA: 16m 59s
[2025-11-25T12:16:45.623678] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:16:45.624462] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:45.624700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:45.625455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:45.641704] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:45.695359] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.30% | Symbol ETA: 9.0s | Global ETA: 16m 59s
[2025-11-25T12:16:45.695505] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:16:45.696423] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:45.696771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:45.701522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:45.703346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:45.703923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:45.704392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:45.705632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:45.706394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:45.707608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:16:45.707908] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.42% | Symbol ETA: 6.7s | Global ETA: 16m 59s
[2025-11-25T12:16:45.708193] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:16:45.708373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:45.709158] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:45.709300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:45.711098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:45.711296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:16:45.711742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:45.712246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:45.712862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:45.713834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:16:45.715447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:45.796119] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: 0.34%, Actual: 0.97%
[2025-11-25T12:16:45.982149] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 2.38%
[2025-11-25T12:16:46.048515] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:16:46.051955] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:16:46.080617] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:16:46.159880] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.47%, Actual: 2.00%
[2025-11-25T12:16:46.219149] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:46.221398] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:46.260544] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:46.291117] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.92% | Symbol ETA: 8.3s | Global ETA: 16m 59s
[2025-11-25T12:16:46.291388] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:16:46.292243] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:46.292387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:46.297250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:46.299121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:46.299708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:46.300178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:46.301443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:46.302169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:46.303362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:16:46.304131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:46.321127] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -4.08% | Symbol ETA: 12.4s | Global ETA: 16m 59s
[2025-11-25T12:16:46.321379] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:16:46.322592] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:46.322765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:46.323517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:46.324453] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.93% | Symbol ETA: 5.8s | Global ETA: 16m 59s
[2025-11-25T12:16:46.324778] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:16:46.325633] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:46.325794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:46.327768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:46.328391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:46.328916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:46.330541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:16:46.331724] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 0.86%
[2025-11-25T12:16:46.332125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:46.407503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:16:46.409055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:46.521827] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -1.52%, Actual: 0.11%
[2025-11-25T12:16:46.643344] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:16:46.693749] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.29%, Actual: 0.30%
[2025-11-25T12:16:46.694437] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:16:46.748537] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:16:46.811870] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:46.865810] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 2.62%, Actual: 1.77%
[2025-11-25T12:16:46.866169] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 34.7789%
[2025-11-25T12:16:46.866277] [INFO ] [main      ] APD: DISCARDED add_late_hour_microstructure (score: 34.78%)
[2025-11-25T12:16:46.866397] [INFO ] [main      ] APD: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:16:46.866504] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_late_session_pressure']
[2025-11-25T12:16:46.866618] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:16:46.871176] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:46.880044] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:46.880492] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:16:46.881443] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:46.881592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:46.886206] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.26% | Symbol ETA: 7.7s | Global ETA: 16m 59s
[2025-11-25T12:16:46.886453] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:16:46.886611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:46.887366] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:46.887515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:46.892328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:46.894206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:46.894792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:46.895260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:46.896514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:46.897273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:46.898409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:16:46.899175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:46.920558] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:46.933960] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -2.19% | Symbol ETA: 5.1s | Global ETA: 16m 59s
[2025-11-25T12:16:46.934099] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:16:46.934870] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:46.934947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:46.936607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:46.937158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:46.937561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:46.938957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:16:46.940326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:47.016788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:47.018059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:47.022004] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 3.49% | Symbol ETA: 11.7s | Global ETA: 16m 59s
[2025-11-25T12:16:47.073045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:16:47.074302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:47.191333] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -0.50%, Actual: 3.01%
[2025-11-25T12:16:47.239308] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:16:47.292610] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:16:47.360493] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.25%, Actual: 3.87%
[2025-11-25T12:16:47.408399] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:47.412989] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:16:47.468628] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:47.479918] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 7.1s | Global ETA: 16m 59s
[2025-11-25T12:16:47.480061] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:16:47.480826] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:47.481469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:47.486378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:47.488313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:47.488933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:47.489403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:47.490679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:47.491384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:47.492579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:16:47.493348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:47.529961] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -3.08% | Symbol ETA: 4.4s | Global ETA: 16m 59s
[2025-11-25T12:16:47.530263] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:16:47.531102] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:47.531243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:47.531351] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -2.82%, Actual: 0.49%
[2025-11-25T12:16:47.533055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:47.533637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:47.534126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:47.535630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:16:47.537101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:47.587681] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:47.701840] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.66%, Actual: 0.19%
[2025-11-25T12:16:47.734562] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.79% | Symbol ETA: 27.8s | Global ETA: 16m 59s
[2025-11-25T12:16:47.734889] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:16:47.735749] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:47.735902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:47.740932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:47.832272] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:16:47.869787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:47.870534] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -0.85%, Actual: 2.33%
[2025-11-25T12:16:47.871156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:47.874928] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:16:47.926857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:16:47.928174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:48.002334] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:48.040086] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 1.61%
[2025-11-25T12:16:48.043735] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:48.073268] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.77% | Symbol ETA: 6.5s | Global ETA: 16m 59s
[2025-11-25T12:16:48.073422] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:16:48.074189] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:48.074385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:48.079190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:48.081023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:48.081578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:48.082061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:48.083313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:48.084044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:48.085236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:16:48.086005] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:48.104982] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 3.7s | Global ETA: 16m 59s
[2025-11-25T12:16:48.105271] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:16:48.106104] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:48.106247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:48.108005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:48.108589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:48.109219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:48.110843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:16:48.112274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:48.209390] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 1.10%, Actual: 0.03%
[2025-11-25T12:16:48.270425] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:16:48.379258] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.63%, Actual: 0.28%
[2025-11-25T12:16:48.425384] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:16:48.455885] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:48.465508] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:16:48.548087] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -4.08%, Actual: 3.25%
[2025-11-25T12:16:48.595095] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:48.609893] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.72% | Symbol ETA: 27.0s | Global ETA: 16m 60s
[2025-11-25T12:16:48.610194] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:16:48.611056] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:48.611199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:48.616008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:48.646348] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:48.668424] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.78% | Symbol ETA: 5.9s | Global ETA: 16m 60s
[2025-11-25T12:16:48.668735] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:16:48.669549] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:48.669707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:48.674533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:48.676374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:48.676945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:48.677429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:48.678694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:48.679400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:48.680601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:16:48.681356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:48.711996] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.00% | Symbol ETA: 3.1s | Global ETA: 16m 60s
[2025-11-25T12:16:48.712305] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:16:48.713182] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:48.713325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:48.715181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:48.715850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:48.716334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:48.717954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:16:48.719392] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 3.49%, Actual: 2.31%
[2025-11-25T12:16:48.719472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:48.719679] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 32.5188%
[2025-11-25T12:16:48.719793] [INFO ] [main      ] KNTK: DISCARDED add_open_reversal_intensity (score: 32.52%)
[2025-11-25T12:16:48.719855] [INFO ] [main      ] KNTK: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:48.719902] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:16:48.719951] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:16:48.733812] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:48.734437] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:16:48.735312] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:48.735402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:48.736136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:48.738688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:48.740081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:48.795032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:16:48.796516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:48.821929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:48.824033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:49.025787] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:16:49.073635] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:16:49.135131] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:16:49.165044] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:16:49.200009] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:49.246618] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:49.273043] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.00% | Symbol ETA: 5.3s | Global ETA: 16m 60s
[2025-11-25T12:16:49.303943] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:49.307530] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 1.96% | Symbol ETA: 2.5s | Global ETA: 16m 60s
[2025-11-25T12:16:49.307847] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:16:49.308699] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:49.308836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:49.310546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:49.311140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:49.311625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:49.313096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:16:49.314544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:49.333596] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:49.441851] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.96% | Symbol ETA: 16.8s | Global ETA: 16m 60s
[2025-11-25T12:16:49.442142] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:16:49.442992] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:49.443131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:49.443910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:49.444572] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -1.99% | Symbol ETA: 26.1s | Global ETA: 16m 60s
[2025-11-25T12:16:49.444892] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:16:49.445667] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:49.445803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:49.445820] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.95%, Actual: 4.72%
[2025-11-25T12:16:49.450530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:49.527439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:49.529356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:49.587030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:49.588412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:49.618960] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 2.95%
[2025-11-25T12:16:49.643369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:16:49.644583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:49.652787] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:16:49.795164] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.94%, Actual: 0.61%
[2025-11-25T12:16:49.820688] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:49.867200] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:16:49.880771] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -1.94% | Symbol ETA: 1.9s | Global ETA: 17m 0s
[2025-11-25T12:16:49.881019] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:16:49.881856] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:49.881996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:49.883723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:49.884294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:49.884770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:49.886184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:16:49.887627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:49.968099] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.30%, Actual: 1.35%
[2025-11-25T12:16:49.982248] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:16:50.038107] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:50.143708] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.92%, Actual: 0.93%
[2025-11-25T12:16:50.150379] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.78% | Symbol ETA: 16.1s | Global ETA: 17m 0s
[2025-11-25T12:16:50.150657] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:16:50.151550] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:50.151706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:50.152532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:50.184445] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:50.230718] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:16:50.238271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:50.240299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:50.317461] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.26%, Actual: 0.88%
[2025-11-25T12:16:50.339257] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -3.30% | Symbol ETA: 25.3s | Global ETA: 17m 0s
[2025-11-25T12:16:50.339544] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:16:50.340370] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:50.340512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:50.345260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:50.398440] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:50.458971] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.79% | Symbol ETA: 1.3s | Global ETA: 17m 0s
[2025-11-25T12:16:50.459257] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:16:50.460105] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:50.460245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:50.461995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:50.462583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:50.463080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:50.464526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:16:50.465165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:50.465996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:50.466607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:50.500537] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: -0.26%, Actual: 2.44%
[2025-11-25T12:16:50.567491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:16:50.569565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:50.579497] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:16:50.713123] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.77%, Actual: 0.61%
[2025-11-25T12:16:50.764048] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:50.870488] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -1.06% | Symbol ETA: 15.4s | Global ETA: 17m 0s
[2025-11-25T12:16:50.870816] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:16:50.871705] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:50.871845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:50.872636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:50.899133] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:16:50.910285] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.78%, Actual: 2.94%
[2025-11-25T12:16:50.942381] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:16:50.961626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:50.963920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:51.070677] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:51.100317] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.00%, Actual: 0.29%
[2025-11-25T12:16:51.100759] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 42.0288%
[2025-11-25T12:16:51.100937] [INFO ] [main      ] CGAU: DISCARDED add_prev_close_to_1100 (score: 42.03%)
[2025-11-25T12:16:51.101057] [INFO ] [main      ] CGAU: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:16:51.101165] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_prev_close_to_open']
[2025-11-25T12:16:51.101278] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:16:51.111096] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:51.115403] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:51.115933] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:16:51.116863] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:51.116940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:51.121817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:51.123669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:51.124173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:51.124571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:51.125778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:51.126416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:51.127701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:16:51.128472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:51.131500] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -1.62% | Symbol ETA: 0.7s | Global ETA: 17m 1s
[2025-11-25T12:16:51.251621] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 1.12% | Symbol ETA: 24.5s | Global ETA: 17m 1s
[2025-11-25T12:16:51.251924] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:16:51.252757] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:51.252894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:51.257657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:51.309494] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.42%, Actual: 0.81%
[2025-11-25T12:16:51.320745] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:16:51.375744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:51.377101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:51.431262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:16:51.432467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:51.473268] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:16:51.490063] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.93%, Actual: 0.83%
[2025-11-25T12:16:51.493158] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:51.601188] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -3.61% | Symbol ETA: 14.7s | Global ETA: 17m 1s
[2025-11-25T12:16:51.601488] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:16:51.602359] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:51.602504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:51.603292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:51.655415] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:51.670777] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.19%, Actual: 2.84%
[2025-11-25T12:16:51.691617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:51.694191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:51.737278] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 3.01% | Symbol ETA: 10.5s | Global ETA: 17m 1s
[2025-11-25T12:16:51.737433] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:16:51.738279] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:51.738360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:51.743483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:51.745456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:51.746157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:51.746599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:51.748067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:51.748873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:51.750437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:16:51.751429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:51.794085] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:16:51.855351] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -3.08%, Actual: 0.58%
[2025-11-25T12:16:51.967459] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:52.039718] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 4.52%
[2025-11-25T12:16:52.046789] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:16:52.114511] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.48% | Symbol ETA: 23.6s | Global ETA: 17m 1s
[2025-11-25T12:16:52.114831] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:16:52.115695] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:52.115842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:52.116410] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:16:52.120806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:52.216153] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.00%, Actual: 2.39%
[2025-11-25T12:16:52.217188] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:52.245898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:52.247315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:52.296563] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:52.302895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:16:52.304103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:52.322022] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -3.27% | Symbol ETA: 14.0s | Global ETA: 17m 1s
[2025-11-25T12:16:52.322327] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:16:52.323162] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:52.323300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:52.324074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:52.376080] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 9.9s | Global ETA: 17m 1s
[2025-11-25T12:16:52.376356] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:16:52.377210] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:52.377354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:52.382176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:52.384028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:52.384074] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 1.96%, Actual: 1.30%
[2025-11-25T12:16:52.384598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:52.385019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:52.386193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:52.386860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:52.388028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:16:52.388731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:52.412450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:52.414299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:52.554709] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -1.94%, Actual: 0.94%
[2025-11-25T12:16:52.663570] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:16:52.735682] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.79%, Actual: 5.47%
[2025-11-25T12:16:52.756475] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:16:52.758031] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:16:52.849276] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:52.910238] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -1.62%, Actual: 1.52%
[2025-11-25T12:16:52.910687] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 46.7343%
[2025-11-25T12:16:52.910876] [INFO ] [main      ] GROV: DISCARDED add_volume_dispersion (score: 46.73%)
[2025-11-25T12:16:52.910996] [INFO ] [main      ] GROV: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:16:52.911127] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11', 'add_volume_flow_differentials']
[2025-11-25T12:16:52.911261] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:16:52.925720] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:52.926335] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:16:52.926288] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:52.927311] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:52.927411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:52.929280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:52.929874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:52.930339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:52.931845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:16:52.933225] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:52.935082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:52.999920] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -1.05% | Symbol ETA: 22.7s | Global ETA: 17m 1s
[2025-11-25T12:16:53.000200] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:16:53.001028] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:53.001166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:53.005981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:53.011959] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.46% | Symbol ETA: 9.3s | Global ETA: 17m 1s
[2025-11-25T12:16:53.012269] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:16:53.013115] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:53.013261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:53.018178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:53.020134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:53.020776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:53.021258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:53.022540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:53.023276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:53.024513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:16:53.025295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:53.030818] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -1.60% | Symbol ETA: 13.3s | Global ETA: 17m 1s
[2025-11-25T12:16:53.031117] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:16:53.031966] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:53.032105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:53.032884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:53.119323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:53.121313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:53.128543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:53.129903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:53.184768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:16:53.186012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:53.294711] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:16:53.381638] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:16:53.456476] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:16:53.469462] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:53.537622] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:16:53.547184] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.17% | Symbol ETA: 6.1s | Global ETA: 17m 1s
[2025-11-25T12:16:53.547509] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:16:53.548706] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:53.548902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:53.551210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:53.552066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:53.552764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:53.554613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:16:53.558375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:53.569384] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:53.624576] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:53.643495] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.35% | Symbol ETA: 8.7s | Global ETA: 17m 1s
[2025-11-25T12:16:53.643794] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:16:53.644562] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:53.644719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:53.649564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:53.651415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:53.652011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:53.652484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:53.653754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:53.654470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:53.655687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:16:53.656437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:53.717359] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:53.725458] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 12.5s | Global ETA: 17m 1s
[2025-11-25T12:16:53.725779] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:16:53.726595] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:53.726752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:53.727528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:53.812473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:53.814300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:53.867535] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -1.96% | Symbol ETA: 21.9s | Global ETA: 17m 1s
[2025-11-25T12:16:53.867727] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:16:53.868475] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:53.868552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:53.873256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:53.934054] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:16:53.995349] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:16:53.996121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:53.997332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:54.054481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:16:54.055972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:54.134429] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:54.158793] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:16:54.166662] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:54.200218] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -2.99% | Symbol ETA: 5.6s | Global ETA: 17m 2s
[2025-11-25T12:16:54.200516] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:16:54.201364] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:54.201504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:54.203275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:54.204120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:54.204605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:54.206261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:16:54.209234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:54.240856] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.76% | Symbol ETA: 8.0s | Global ETA: 17m 2s
[2025-11-25T12:16:54.241161] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:16:54.242046] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:54.242134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:54.247412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:54.249435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:54.250008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:54.250569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:54.251921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:54.252669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:54.254020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:16:54.254972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:54.344854] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:54.420609] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:16:54.456248] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.90% | Symbol ETA: 11.8s | Global ETA: 17m 2s
[2025-11-25T12:16:54.456529] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:16:54.457467] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:54.457612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:54.458544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:54.553950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:54.556087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:54.583701] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:16:54.619560] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:54.623746] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:16:54.756800] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:54.768013] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.10% | Symbol ETA: 21.0s | Global ETA: 17m 2s
[2025-11-25T12:16:54.768322] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:16:54.769158] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:54.769302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:54.774478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:54.791620] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:54.826329] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -1.54% | Symbol ETA: 4.9s | Global ETA: 17m 2s
[2025-11-25T12:16:54.826654] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:16:54.827554] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:54.827717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:54.829493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:54.830125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:54.830611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:54.832097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:16:54.834958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:54.864118] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.68% | Symbol ETA: 7.4s | Global ETA: 17m 2s
[2025-11-25T12:16:54.864263] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:16:54.865027] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:54.865101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:54.870005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:54.872003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:54.872586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:54.873093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:54.874363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:54.875110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:54.876335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:16:54.877171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:54.899635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:54.901058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:54.901238] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:16:54.955244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:16:54.956715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:55.071338] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:55.172369] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.23% | Symbol ETA: 11.1s | Global ETA: 17m 2s
[2025-11-25T12:16:55.172658] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:16:55.173529] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:16:55.173692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:55.174465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:55.178193] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:16:55.226230] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:16:55.257499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:55.259603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:55.311978] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:16:55.351150] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:16:55.394627] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:55.418793] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -2.97% | Symbol ETA: 4.2s | Global ETA: 17m 2s
[2025-11-25T12:16:55.418965] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:16:55.419926] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:55.420069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:55.421855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:55.422446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:55.422952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:55.424426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:16:55.427319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:55.467510] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.00% | Symbol ETA: 6.8s | Global ETA: 17m 2s
[2025-11-25T12:16:55.467718] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:16:55.468489] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:55.468731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:55.473544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:55.475375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:55.475953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:55.476420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:55.477694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:55.478394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:55.479575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:16:55.480388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:55.481227] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:55.605969] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:16:55.623545] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.24% | Symbol ETA: 20.1s | Global ETA: 17m 2s
[2025-11-25T12:16:55.767070] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:16:55.780240] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:55.793600] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.79%, Actual: 1.04%
[2025-11-25T12:16:55.821096] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:16:55.884517] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 4.42% | Symbol ETA: 10.4s | Global ETA: 17m 2s
[2025-11-25T12:16:55.942845] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:16:55.966777] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 1.19%
[2025-11-25T12:16:55.990562] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:56.005454] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.41% | Symbol ETA: 3.6s | Global ETA: 17m 2s
[2025-11-25T12:16:56.005754] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:16:56.006567] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:56.006727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:56.008446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:56.009031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:56.009510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:56.010972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:16:56.013779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:56.058362] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.96%, Actual: 3.01%
[2025-11-25T12:16:56.061959] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.30% | Symbol ETA: 6.1s | Global ETA: 17m 2s
[2025-11-25T12:16:56.062264] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:16:56.063107] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:56.063252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:56.068066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:56.069903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:56.070461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:56.070951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:56.072182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:56.072906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:56.074089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:16:56.074853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:56.137635] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -1.99%, Actual: 1.80%
[2025-11-25T12:16:56.230527] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.78%, Actual: 3.87%
[2025-11-25T12:16:56.309116] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -3.30%, Actual: 0.97%
[2025-11-25T12:16:56.352347] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:16:56.403058] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -1.06%, Actual: 0.49%
[2025-11-25T12:16:56.413948] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:16:56.488314] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 1.12%, Actual: 2.38%
[2025-11-25T12:16:56.520123] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:16:56.578368] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -3.61%, Actual: 0.19%
[2025-11-25T12:16:56.581904] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:56.582810] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 3.92% | Symbol ETA: 2.9s | Global ETA: 17m 2s
[2025-11-25T12:16:56.583085] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:16:56.583870] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:56.584009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:56.585743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:56.586307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:56.586804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:56.588317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:16:56.591118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:56.652529] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.69% | Symbol ETA: 5.5s | Global ETA: 17m 2s
[2025-11-25T12:16:56.652827] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:16:56.653661] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:56.653800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:56.658605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:56.660427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:56.660999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:56.661467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:56.662722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:56.663427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:56.664609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:16:56.665365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:56.665295] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.48%, Actual: 2.00%
[2025-11-25T12:16:56.751526] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -3.27%, Actual: 2.33%
[2025-11-25T12:16:56.834349] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -1.05%, Actual: 0.86%
[2025-11-25T12:16:56.925339] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -1.60%, Actual: 1.61%
[2025-11-25T12:16:56.930129] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:16:57.004701] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -1.96%, Actual: 0.11%
[2025-11-25T12:16:57.006663] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:16:57.099987] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 0.92%, Actual: 0.03%
[2025-11-25T12:16:57.104302] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:16:57.167454] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.45% | Symbol ETA: 2.3s | Global ETA: 17m 3s
[2025-11-25T12:16:57.167738] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:16:57.168557] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:57.168719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:57.170418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:57.171037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:57.171518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:57.172996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:16:57.174244] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.10%, Actual: 0.30%
[2025-11-25T12:16:57.175807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:57.183088] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:57.255500] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.28% | Symbol ETA: 4.9s | Global ETA: 17m 3s
[2025-11-25T12:16:57.273558] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.90%, Actual: 0.28%
[2025-11-25T12:16:57.341596] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.24%, Actual: 1.77%
[2025-11-25T12:16:57.342045] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 45.0189%
[2025-11-25T12:16:57.342211] [INFO ] [main      ] APD: DISCARDED add_late_session_pressure (score: 45.02%)
[2025-11-25T12:16:57.342328] [INFO ] [main      ] APD: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:16:57.342470] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_micro_gap_fill_velocity']
[2025-11-25T12:16:57.342585] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:16:57.354969] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:57.355697] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:16:57.356600] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:57.356759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:57.361562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:57.446792] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.23%, Actual: 3.25%
[2025-11-25T12:16:57.447457] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 3.01%, Actual: 4.72%
[2025-11-25T12:16:57.481877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:57.483148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:57.512601] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:16:57.538442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:57.540785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:57.618695] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 4.42%, Actual: 2.31%
[2025-11-25T12:16:57.619135] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 48.9132%
[2025-11-25T12:16:57.619339] [INFO ] [main      ] KNTK: KEPT add_open_vs_close_liquidity_ratio (score: 48.91%)
[2025-11-25T12:16:57.619458] [INFO ] [main      ] KNTK: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:16:57.619568] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position']
[2025-11-25T12:16:57.619695] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:16:57.624390] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 2.95%
[2025-11-25T12:16:57.633727] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:57.634202] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:16:57.635079] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:57.635154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:57.635916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:57.680747] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:16:57.723226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:57.725191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:16:57.728372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:57.742847] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 1.7s | Global ETA: 17m 3s
[2025-11-25T12:16:57.742996] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:16:57.743765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:57.743840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:57.745485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:57.746016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:57.746413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:57.747835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:16:57.750540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:57.800275] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.46%, Actual: 0.61%
[2025-11-25T12:16:57.882453] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:16:57.974211] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.35%, Actual: 1.35%
[2025-11-25T12:16:58.049946] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:58.071934] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:16:58.088382] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:16:58.151255] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.76%, Actual: 0.93%
[2025-11-25T12:16:58.205086] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.10% | Symbol ETA: 25.8s | Global ETA: 17m 3s
[2025-11-25T12:16:58.205361] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:16:58.206206] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:58.206344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:58.211130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:58.244800] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:58.257958] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:16:58.320725] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.02% | Symbol ETA: 1.1s | Global ETA: 17m 3s
[2025-11-25T12:16:58.320997] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:16:58.321839] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:58.321976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:58.323757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:58.324319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:58.324820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:16:58.326262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:16:58.328029] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.68%, Actual: 0.88%
[2025-11-25T12:16:58.329072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:58.331252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:58.332548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:58.353366] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.89% | Symbol ETA: 16.1s | Global ETA: 17m 3s
[2025-11-25T12:16:58.353698] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:16:58.354536] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:58.354700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:58.355471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:58.387256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:58.389502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:58.442771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:58.444726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:16:58.447895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:58.502915] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.00%, Actual: 2.44%
[2025-11-25T12:16:58.666503] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:16:58.678619] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.30%, Actual: 0.61%
[2025-11-25T12:16:58.724473] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:16:58.791348] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:16:58.837595] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:16:58.855535] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.69%, Actual: 2.94%
[2025-11-25T12:16:58.892896] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:58.900791] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -1.09% | Symbol ETA: 0.5s | Global ETA: 17m 3s
[2025-11-25T12:16:58.964438] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:16:59.035152] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.28%, Actual: 0.29%
[2025-11-25T12:16:59.035557] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 42.8973%
[2025-11-25T12:16:59.035751] [INFO ] [main      ] CGAU: DISCARDED add_prev_close_to_open (score: 42.90%)
[2025-11-25T12:16:59.035873] [INFO ] [main      ] CGAU: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:16:59.035982] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_prior_day_tail_pressure']
[2025-11-25T12:16:59.036098] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:16:59.050051] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:16:59.050669] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:16:59.051586] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:59.051748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:59.053984] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -1.72% | Symbol ETA: 25.0s | Global ETA: 17m 3s
[2025-11-25T12:16:59.054282] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:16:59.055095] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:59.055236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:59.057036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:59.058992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:59.059635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:59.060136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:59.060341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:59.061439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:59.062139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:59.063318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:16:59.066127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:59.073076] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 2.78% | Symbol ETA: 15.4s | Global ETA: 17m 3s
[2025-11-25T12:16:59.073374] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:16:59.074219] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:59.074363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:59.075170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:59.076874] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.17%, Actual: 0.81%
[2025-11-25T12:16:59.161333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:59.163251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:16:59.166376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:59.184951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:16:59.186397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:16:59.241458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:16:59.243855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:59.261190] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.99%, Actual: 0.83%
[2025-11-25T12:16:59.420251] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:16:59.449763] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -1.54%, Actual: 2.84%
[2025-11-25T12:16:59.508248] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:16:59.581970] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:16:59.598383] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:16:59.622908] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -2.97%, Actual: 0.58%
[2025-11-25T12:16:59.676386] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:59.677066] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.39% | Symbol ETA: 10.2s | Global ETA: 17m 3s
[2025-11-25T12:16:59.677236] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:16:59.678049] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:16:59.678136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:59.683692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:16:59.685881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:16:59.686486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:16:59.687026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:16:59.688378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:16:59.689160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:16:59.690430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:16:59.693340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:59.750864] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:16:59.780160] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 0.29% | Symbol ETA: 14.6s | Global ETA: 17m 4s
[2025-11-25T12:16:59.780455] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:16:59.781299] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:16:59.781442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:16:59.782225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:16:59.792394] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.41%, Actual: 4.52%
[2025-11-25T12:16:59.868038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:16:59.870095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:16:59.873111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:16:59.907173] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.02% | Symbol ETA: 24.1s | Global ETA: 17m 4s
[2025-11-25T12:16:59.907449] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:16:59.908790] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:16:59.908924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:16:59.913720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:16:59.963756] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 3.92%, Actual: 2.39%
[2025-11-25T12:17:00.038754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:00.040176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:00.054667] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:17:00.094735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:17:00.097197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:00.151319] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.45%, Actual: 1.30%
[2025-11-25T12:17:00.210869] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:17:00.242120] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:00.321388] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 9.7s | Global ETA: 17m 4s
[2025-11-25T12:17:00.321740] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:17:00.322614] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:00.322820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:00.325947] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 0.94%
[2025-11-25T12:17:00.327735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:00.329639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:00.330233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:00.330731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:00.331973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:00.332699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:00.333917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:17:00.336697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:00.384129] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:00.438773] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:17:00.488934] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.58% | Symbol ETA: 13.9s | Global ETA: 17m 4s
[2025-11-25T12:17:00.489231] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:17:00.490071] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:00.490211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:00.490992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:00.502061] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.02%, Actual: 5.47%
[2025-11-25T12:17:00.575709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:00.577911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:17:00.580869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:00.612742] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:00.682714] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:17:00.689743] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -1.09%, Actual: 1.52%
[2025-11-25T12:17:00.689986] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 44.4865%
[2025-11-25T12:17:00.690104] [INFO ] [main      ] GROV: DISCARDED add_volume_flow_differentials (score: 44.49%)
[2025-11-25T12:17:00.690158] [INFO ] [main      ] GROV: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:17:00.690198] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11', 'add_volume_pressure_into_close']
[2025-11-25T12:17:00.690279] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:17:00.704609] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:00.705268] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:17:00.706237] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:00.706315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:00.708211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:00.708786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:00.709208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:00.710788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:00.712859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:00.774397] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -1.41% | Symbol ETA: 23.3s | Global ETA: 17m 4s
[2025-11-25T12:17:00.774550] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:17:00.775369] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:00.775451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:00.780414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:00.853663] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:00.908967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:00.910350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:00.921623] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:17:00.939868] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.30% | Symbol ETA: 9.0s | Global ETA: 17m 4s
[2025-11-25T12:17:00.940175] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:17:00.941034] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:00.941176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:00.946149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:00.948167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:00.948785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:00.949273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:00.950558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:00.951302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:00.952578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:17:00.955827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:00.965754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:17:00.968164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:01.067780] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:17:01.103585] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:01.211436] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -1.02% | Symbol ETA: 13.2s | Global ETA: 17m 4s
[2025-11-25T12:17:01.211588] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:17:01.212361] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:01.212438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:01.213141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:01.251604] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:01.301511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:01.303438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:17:01.306541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:01.359489] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.63% | Symbol ETA: 6.2s | Global ETA: 17m 4s
[2025-11-25T12:17:01.359802] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:17:01.360819] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:01.360995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:01.363988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:01.364630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:01.366926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:01.368540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:01.374685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:01.479892] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:17:01.498549] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:17:01.713979] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:17:01.772366] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:01.789322] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:17:01.845398] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:01.888188] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 5.06% | Symbol ETA: 8.8s | Global ETA: 17m 4s
[2025-11-25T12:17:01.888482] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:17:01.889317] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:01.889480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:01.894481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:01.896514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:01.897146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:01.897555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:01.898880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:01.899612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:01.900925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:17:01.903758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:01.921269] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:02.013381] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -0.29% | Symbol ETA: 22.9s | Global ETA: 17m 4s
[2025-11-25T12:17:02.013542] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:17:02.014948] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:02.015026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:02.015783] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:02.020068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:02.027803] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -0.94% | Symbol ETA: 12.5s | Global ETA: 17m 4s
[2025-11-25T12:17:02.027953] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:17:02.028776] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:02.028876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:02.029592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:02.079112] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -3.12% | Symbol ETA: 5.8s | Global ETA: 17m 4s
[2025-11-25T12:17:02.079261] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:17:02.080063] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:02.080162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:02.081908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:02.082616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:02.083132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:02.084596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:02.086402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:02.176088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:02.177420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:02.224005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:02.226113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:17:02.229497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:02.237255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:17:02.239772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:02.282053] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:17:02.448079] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:17:02.467210] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:02.548634] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.46% | Symbol ETA: 8.1s | Global ETA: 17m 4s
[2025-11-25T12:17:02.548812] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:17:02.549681] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:02.549774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:02.554895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:02.556867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:02.557399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:02.557832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:02.559068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:02.559746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:02.560919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:17:02.563688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:02.587220] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:17:02.592680] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:17:02.617261] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:02.678840] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -3.74% | Symbol ETA: 4.9s | Global ETA: 17m 5s
[2025-11-25T12:17:02.678986] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:17:02.679741] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:02.679817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:02.681453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:02.681985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:02.682380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:02.683775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:02.685430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:02.755170] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:02.762392] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:02.866800] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 0.95% | Symbol ETA: 11.9s | Global ETA: 17m 5s
[2025-11-25T12:17:02.866962] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:17:02.867991] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:02.868080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:02.868898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:02.911661] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 21.9s | Global ETA: 17m 5s
[2025-11-25T12:17:02.911814] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:17:02.912563] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:02.912633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:02.917369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:02.925835] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:17:02.952128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:02.954052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:17:02.957213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:03.022755] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:17:03.043184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:03.044441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:03.100492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:17:03.102725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:03.108285] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:03.188018] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.20% | Symbol ETA: 7.3s | Global ETA: 17m 5s
[2025-11-25T12:17:03.188170] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:17:03.189026] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:03.189107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:03.193045] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:03.194487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:03.196817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:03.197375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:03.197803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:03.199022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:03.199715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:03.200953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:17:03.203728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:03.254308] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -2.82% | Symbol ETA: 4.1s | Global ETA: 17m 5s
[2025-11-25T12:17:03.254476] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:17:03.255249] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:03.255324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:03.256978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:03.257507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:03.257920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:03.259294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:03.260949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:03.300360] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:17:03.445388] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:17:03.472889] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:03.564792] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:17:03.578708] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 2.17% | Symbol ETA: 11.1s | Global ETA: 17m 5s
[2025-11-25T12:17:03.578870] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:17:03.579850] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:03.579996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:03.580749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:03.596835] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:17:03.617605] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:03.665406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:03.667479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:17:03.670511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:03.744158] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:03.766127] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:03.771049] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 20.9s | Global ETA: 17m 5s
[2025-11-25T12:17:03.771353] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:17:03.772168] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:03.772316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:03.777299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:03.823607] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.16% | Symbol ETA: 6.6s | Global ETA: 17m 5s
[2025-11-25T12:17:03.823781] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:17:03.824573] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:03.824666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:03.827045] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.24% | Symbol ETA: 3.4s | Global ETA: 17m 5s
[2025-11-25T12:17:03.827218] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:17:03.827987] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:03.828076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:03.829738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:03.829797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:03.830247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:03.830671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:03.831675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:03.832204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:03.832071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:03.832622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:03.833889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:03.834061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:03.834541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:03.835726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:17:03.838494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:03.901830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:03.903044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:03.958936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:17:03.961270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:04.027589] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:17:04.176307] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:17:04.181715] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:17:04.195806] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:04.298975] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -0.92% | Symbol ETA: 10.4s | Global ETA: 17m 5s
[2025-11-25T12:17:04.299270] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:17:04.300119] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:04.300261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:04.301064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:04.326774] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:17:04.344622] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:04.355204] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:04.383630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:04.385744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:17:04.388719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:04.406040] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.52% | Symbol ETA: 2.8s | Global ETA: 17m 5s
[2025-11-25T12:17:04.406319] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:17:04.407194] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:04.407334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:04.409049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:04.409622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:04.410164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:04.411612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:04.413357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:04.431985] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.54% | Symbol ETA: 5.9s | Global ETA: 17m 5s
[2025-11-25T12:17:04.432284] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:17:04.433135] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:04.433282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:04.438297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:04.440197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:04.440791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:04.441275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:04.442547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:04.443347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:04.444606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:17:04.447477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:04.496510] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:04.647115] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 1.61% | Symbol ETA: 20.0s | Global ETA: 17m 5s
[2025-11-25T12:17:04.647412] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:17:04.648280] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:04.648430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:04.653422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:04.737488] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:17:04.751079] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:17:04.778977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:04.780411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:04.813493] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:17:04.835669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:17:04.838020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:04.918546] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:04.919593] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:04.980621] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.78% | Symbol ETA: 2.1s | Global ETA: 17m 5s
[2025-11-25T12:17:04.980909] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:17:04.981752] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:04.981896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:04.983621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:04.984256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:04.984752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:04.986190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:04.987945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:04.992732] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:05.023103] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.43% | Symbol ETA: 9.6s | Global ETA: 17m 5s
[2025-11-25T12:17:05.071776] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 4.76% | Symbol ETA: 5.2s | Global ETA: 17m 5s
[2025-11-25T12:17:05.071929] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:17:05.072732] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:05.072825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:05.077963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:05.080020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:05.080671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:05.081158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:05.082455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:05.083226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:05.084513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:17:05.087550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:05.177981] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:17:05.196487] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.89%, Actual: 3.01%
[2025-11-25T12:17:05.324405] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:17:05.345749] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:05.368558] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 2.78%, Actual: 3.87%
[2025-11-25T12:17:05.448844] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:17:05.493182] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:05.506507] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 19.1s | Global ETA: 17m 6s
[2025-11-25T12:17:05.506815] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:17:05.507727] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:05.507878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:05.512832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:05.545917] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 0.49%
[2025-11-25T12:17:05.553921] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 1.5s | Global ETA: 17m 6s
[2025-11-25T12:17:05.554203] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:17:05.555069] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:05.555211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:05.556948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:05.557596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:05.558085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:05.559533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:05.561275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:05.621766] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:05.646405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:05.647896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:05.700419] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.05% | Symbol ETA: 4.6s | Global ETA: 17m 6s
[2025-11-25T12:17:05.718161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:17:05.720909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:05.726977] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.58%, Actual: 0.19%
[2025-11-25T12:17:05.869754] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.39%, Actual: 4.72%
[2025-11-25T12:17:05.900100] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -1.02%, Actual: 2.33%
[2025-11-25T12:17:05.902488] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:17:06.038749] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 2.95%
[2025-11-25T12:17:06.063214] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:17:06.071727] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:06.074432] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -0.94%, Actual: 1.61%
[2025-11-25T12:17:06.132069] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.51% | Symbol ETA: 0.9s | Global ETA: 17m 6s
[2025-11-25T12:17:06.132369] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:17:06.133213] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:06.133352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:06.135088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:06.135697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:06.136173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:06.137665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:06.139375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:06.207337] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.30%, Actual: 0.61%
[2025-11-25T12:17:06.236568] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:06.250681] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 0.95%, Actual: 0.03%
[2025-11-25T12:17:06.375304] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 5.06%, Actual: 1.35%
[2025-11-25T12:17:06.397225] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.58% | Symbol ETA: 18.2s | Global ETA: 17m 6s
[2025-11-25T12:17:06.427205] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 2.17%, Actual: 0.28%
[2025-11-25T12:17:06.476053] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:17:06.543376] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.46%, Actual: 0.93%
[2025-11-25T12:17:06.566238] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.10%, Actual: 1.04%
[2025-11-25T12:17:06.601843] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -0.92%, Actual: 3.25%
[2025-11-25T12:17:06.646085] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:06.707421] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -1.14% | Symbol ETA: 0.3s | Global ETA: 17m 6s
[2025-11-25T12:17:06.714087] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.20%, Actual: 0.88%
[2025-11-25T12:17:06.735563] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -1.72%, Actual: 1.19%
[2025-11-25T12:17:06.779221] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.43%, Actual: 2.31%
[2025-11-25T12:17:06.779680] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 38.0530%
[2025-11-25T12:17:06.779816] [INFO ] [main      ] KNTK: DISCARDED add_open_vs_prev_range_position (score: 38.05%)
[2025-11-25T12:17:06.779935] [INFO ] [main      ] KNTK: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:17:06.780043] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_amplitude']
[2025-11-25T12:17:06.780155] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:17:06.880226] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.63%, Actual: 0.81%
[2025-11-25T12:17:06.883631] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.16%, Actual: 2.44%
[2025-11-25T12:17:06.907571] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.02%, Actual: 1.80%
[2025-11-25T12:17:06.961286] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:06.962553] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:17:06.963864] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:06.964040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:06.965163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:07.054304] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -3.12%, Actual: 0.83%
[2025-11-25T12:17:07.057696] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.54%, Actual: 0.61%
[2025-11-25T12:17:07.058368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:07.060897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:17:07.062094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:07.084555] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.41%, Actual: 0.97%
[2025-11-25T12:17:07.229632] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -3.74%, Actual: 2.84%
[2025-11-25T12:17:07.238960] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 4.76%, Actual: 2.94%
[2025-11-25T12:17:07.253098] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 2.38%
[2025-11-25T12:17:07.403468] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -2.82%, Actual: 0.58%
[2025-11-25T12:17:07.414082] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:17:07.419812] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.05%, Actual: 0.29%
[2025-11-25T12:17:07.420234] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 37.4984%
[2025-11-25T12:17:07.420452] [INFO ] [main      ] CGAU: DISCARDED add_prior_day_tail_pressure (score: 37.50%)
[2025-11-25T12:17:07.420528] [INFO ] [main      ] CGAU: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:17:07.420424] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.20%, Actual: 2.00%
[2025-11-25T12:17:07.420614] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_prior_mag_lag']
[2025-11-25T12:17:07.420802] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:17:07.436871] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:07.437778] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:17:07.438947] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:07.439108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:07.444262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:07.446396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:07.447048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:07.447539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:07.448980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:07.449942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:07.451460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:17:07.453298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:07.576225] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 4.52%
[2025-11-25T12:17:07.585695] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:07.589857] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.80%, Actual: 0.86%
[2025-11-25T12:17:07.699987] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.74% | Symbol ETA: 15.8s | Global ETA: 17m 6s
[2025-11-25T12:17:07.700146] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:17:07.701107] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:07.701186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:07.702001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:07.749677] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.52%, Actual: 2.39%
[2025-11-25T12:17:07.760224] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 1.61%, Actual: 0.11%
[2025-11-25T12:17:07.792404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:07.794422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:17:07.795321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:07.816542] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:17:07.920036] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.78%, Actual: 1.30%
[2025-11-25T12:17:07.927425] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 0.40%, Actual: 0.30%
[2025-11-25T12:17:07.988332] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:08.069434] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 0.95% | Symbol ETA: 10.1s | Global ETA: 17m 6s
[2025-11-25T12:17:08.069777] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:17:08.070762] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:08.070913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:08.076208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:08.078252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:08.078962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:08.079456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:08.080762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:08.081556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:08.082821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:17:08.084556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:08.091777] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.33%, Actual: 0.94%
[2025-11-25T12:17:08.096933] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.58%, Actual: 1.77%
[2025-11-25T12:17:08.097357] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 49.9393%
[2025-11-25T12:17:08.097524] [INFO ] [main      ] APD: DISCARDED add_micro_gap_fill_velocity (score: 49.94%)
[2025-11-25T12:17:08.097635] [INFO ] [main      ] APD: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:17:08.097769] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:17:08.097880] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:17:08.110411] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:08.110996] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:17:08.111919] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:08.112062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:08.116833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:08.134419] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:17:08.238029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:08.239470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:08.262516] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.51%, Actual: 5.47%
[2025-11-25T12:17:08.296036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:17:08.297273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:08.304311] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:08.413852] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.43% | Symbol ETA: 15.0s | Global ETA: 17m 7s
[2025-11-25T12:17:08.414136] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:17:08.415014] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:08.415157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:08.415966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:08.432559] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -1.14%, Actual: 1.52%
[2025-11-25T12:17:08.432982] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 45.0397%
[2025-11-25T12:17:08.433154] [INFO ] [main      ] GROV: DISCARDED add_volume_pressure_into_close (score: 45.04%)
[2025-11-25T12:17:08.433280] [INFO ] [main      ] GROV: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:17:08.433387] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11', 'add_volume_zscore']
[2025-11-25T12:17:08.433495] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:17:08.439017] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:17:08.447241] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:08.447964] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:17:08.448942] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:08.449035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:08.450926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:08.451667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:08.452162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:08.453758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:17:08.455810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:08.503679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:08.505620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:17:08.506498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:08.610592] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:08.637436] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:17:08.688233] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.85% | Symbol ETA: 9.4s | Global ETA: 17m 7s
[2025-11-25T12:17:08.688525] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:17:08.689359] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:08.689500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:08.694339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:08.696189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:08.696794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:08.697490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:08.698779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:08.699480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:08.700688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:17:08.702294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:08.800323] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:17:08.812439] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:08.856555] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:17:08.969141] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:08.969074] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 24.9s | Global ETA: 17m 7s
[2025-11-25T12:17:08.969417] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:17:08.970316] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:08.970461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:08.975439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:09.031088] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.63% | Symbol ETA: 5.4s | Global ETA: 17m 7s
[2025-11-25T12:17:09.031390] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:17:09.032226] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:09.032367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:09.034098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:09.034445] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:09.034720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:09.035204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:09.036722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:17:09.038587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:09.048025] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:17:09.107751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:09.109408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:09.150089] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 1.17% | Symbol ETA: 14.3s | Global ETA: 17m 7s
[2025-11-25T12:17:09.150397] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:17:09.151419] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:09.151563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:09.152601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:09.171004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:17:09.172204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:09.230259] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:09.246995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:09.249788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:17:09.250993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:09.311072] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -3.71% | Symbol ETA: 8.8s | Global ETA: 17m 7s
[2025-11-25T12:17:09.311357] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:17:09.312257] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:09.312399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:09.318393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:09.320730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:09.321323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:09.321875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:09.323259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:09.324063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:09.325407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:17:09.327170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:09.457272] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:17:09.522409] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:17:09.609911] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:17:09.632376] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:09.682979] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:17:09.692493] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:09.694566] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -3.12% | Symbol ETA: 5.1s | Global ETA: 17m 7s
[2025-11-25T12:17:09.694825] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:17:09.695666] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:09.695804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:09.697552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:09.698153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:09.698638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:09.700196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:17:09.701968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:09.788972] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:09.845577] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 24.1s | Global ETA: 17m 7s
[2025-11-25T12:17:09.845902] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:17:09.846878] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:09.847046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:09.852135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:09.858948] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:09.899779] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.63% | Symbol ETA: 13.6s | Global ETA: 17m 7s
[2025-11-25T12:17:09.900077] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:17:09.901047] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:09.901186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:09.902015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:09.940586] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.74% | Symbol ETA: 8.2s | Global ETA: 17m 7s
[2025-11-25T12:17:09.940907] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:17:09.941837] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:09.941995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:09.946980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:09.949052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:09.949694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:09.950184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:09.951451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:09.952271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:09.953588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:17:09.955390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:09.979546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:09.980870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:09.984848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:09.986518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:17:09.987317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:10.038588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:17:10.039793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:10.047409] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:17:10.217962] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:10.279356] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -3.74% | Symbol ETA: 4.4s | Global ETA: 17m 7s
[2025-11-25T12:17:10.279633] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:17:10.280474] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:10.280614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:10.282332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:10.282923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:10.283392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:10.284861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:17:10.286562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:10.305908] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:17:10.324634] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:17:10.387174] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:17:10.493412] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:10.493377] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:10.562542] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:10.571272] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -2.39% | Symbol ETA: 7.6s | Global ETA: 17m 7s
[2025-11-25T12:17:10.571577] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:17:10.572427] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:10.572579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:10.577425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:10.579267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:10.579855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:10.580265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:10.581531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:10.582289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:10.583505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:17:10.585142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:10.602193] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 1.62% | Symbol ETA: 12.8s | Global ETA: 17m 7s
[2025-11-25T12:17:10.602498] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:17:10.603338] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:10.603478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:10.604225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:10.624335] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:17:10.689110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:10.690765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:17:10.691414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:10.714886] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.06% | Symbol ETA: 23.3s | Global ETA: 17m 7s
[2025-11-25T12:17:10.715042] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:17:10.715848] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:10.715924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:10.720851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:10.795150] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:10.855610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:10.856680] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -2.82% | Symbol ETA: 3.8s | Global ETA: 17m 7s
[2025-11-25T12:17:10.856969] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:17:10.857128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:10.857923] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:10.858063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:10.859783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:10.860350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:10.860847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:10.862296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:17:10.864013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:10.915320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:17:10.916551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:10.929321] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:17:11.029509] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:17:11.103071] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:11.186377] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 6.9s | Global ETA: 17m 8s
[2025-11-25T12:17:11.186704] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:17:11.187604] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:11.187793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:11.192957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:11.194975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:11.195636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:11.196176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:11.197721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:11.198480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:11.199854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:17:11.200531] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:11.201780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:11.204174] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:17:11.277585] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:17:11.307293] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 2.02% | Symbol ETA: 12.1s | Global ETA: 17m 8s
[2025-11-25T12:17:11.307629] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:17:11.308772] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:11.308856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:11.309632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:11.381291] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:11.405010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:11.407814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:17:11.408824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:11.443248] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.24% | Symbol ETA: 3.1s | Global ETA: 17m 8s
[2025-11-25T12:17:11.443592] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:17:11.444460] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:11.444604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:11.446353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:11.446969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:11.447494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:11.448996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:17:11.450785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:11.454757] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:11.554192] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:17:11.597896] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -1.20% | Symbol ETA: 22.4s | Global ETA: 17m 8s
[2025-11-25T12:17:11.598064] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:17:11.599009] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:11.599150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:11.604012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:11.726724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:11.726884] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:11.728138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:11.764923] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:17:11.784668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:17:11.785795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:11.808275] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 6.3s | Global ETA: 17m 8s
[2025-11-25T12:17:11.808579] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:17:11.809488] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:11.809684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:11.812229] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:17:11.814892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:11.816941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:11.817610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:11.818138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:11.819493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:11.820309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:11.821760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:17:11.823545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:11.936489] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:11.990608] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:12.040990] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.94% | Symbol ETA: 11.3s | Global ETA: 17m 8s
[2025-11-25T12:17:12.041281] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:17:12.042159] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:12.042300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:12.043077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:12.055898] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.52% | Symbol ETA: 2.6s | Global ETA: 17m 8s
[2025-11-25T12:17:12.056210] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:17:12.057105] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:12.057250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:12.059122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:12.059758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:12.060237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:12.061706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:17:12.063437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:12.131163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:12.132836] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:17:12.133207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:17:12.133939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:12.174778] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:17:12.306816] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:12.349844] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:12.410137] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:17:12.426293] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.97% | Symbol ETA: 5.7s | Global ETA: 17m 8s
[2025-11-25T12:17:12.426581] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:17:12.427449] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:12.427595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:12.432379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:12.434215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:12.434792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:12.435261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:12.436572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:12.437311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:12.438502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:17:12.440143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:12.454563] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 1.41% | Symbol ETA: 21.6s | Global ETA: 17m 8s
[2025-11-25T12:17:12.454966] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:17:12.456089] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:12.456294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:12.463090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:12.546613] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:17:12.583040] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:12.596752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:12.598247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:12.645724] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.78% | Symbol ETA: 2.0s | Global ETA: 17m 8s
[2025-11-25T12:17:12.646033] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:17:12.646881] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:12.647045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:12.648816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:12.649406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:12.649935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:12.651453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:17:12.653212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:12.653459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:17:12.654454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:12.714912] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:12.786157] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:17:12.821184] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 4.56% | Symbol ETA: 10.6s | Global ETA: 17m 8s
[2025-11-25T12:17:12.821359] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:17:12.822391] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:12.822541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:12.823313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:12.908273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:12.910193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:17:12.911046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:12.962053] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:12.993525] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:17:12.996552] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:17:13.037313] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.05% | Symbol ETA: 5.1s | Global ETA: 17m 8s
[2025-11-25T12:17:13.037610] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:17:13.038440] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:13.038582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:13.043806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:13.045783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:13.046362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:13.046877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:13.048233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:13.048992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:13.050253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:17:13.051932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:13.163198] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:13.166941] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:13.224139] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 1.3s | Global ETA: 17m 8s
[2025-11-25T12:17:13.224427] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:17:13.225266] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:13.225407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:13.227135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:13.227724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:13.228197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:13.229637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:17:13.231359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:13.255515] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:17:13.314946] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.84% | Symbol ETA: 20.7s | Global ETA: 17m 8s
[2025-11-25T12:17:13.315119] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:17:13.315911] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:13.316124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:13.321003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:13.404496] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:17:13.426102] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:13.444148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:13.445570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:13.500769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:17:13.501913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:13.535693] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -4.29% | Symbol ETA: 9.9s | Global ETA: 17m 8s
[2025-11-25T12:17:13.535845] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:17:13.536633] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:13.536769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:13.537526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:13.577662] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:13.582159] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:17:13.623382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:13.625342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:17:13.626131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:13.653280] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -0.60% | Symbol ETA: 4.4s | Global ETA: 17m 8s
[2025-11-25T12:17:13.755676] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:13.816596] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.51% | Symbol ETA: 0.7s | Global ETA: 17m 8s
[2025-11-25T12:17:13.816788] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:17:13.817772] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:13.817915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:13.819632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:13.820213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:13.820763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:13.822215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:17:13.823938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:13.827765] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 0.95%, Actual: 4.72%
[2025-11-25T12:17:13.846777] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:17:13.970848] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:17:14.004727] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 2.95%
[2025-11-25T12:17:14.015780] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:14.146663] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:14.161359] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 1.31% | Symbol ETA: 19.8s | Global ETA: 17m 9s
[2025-11-25T12:17:14.161512] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:17:14.162280] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:14.162353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:14.166089] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:17:14.167155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:14.189220] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -3.71%, Actual: 0.61%
[2025-11-25T12:17:14.254038] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.26% | Symbol ETA: 9.2s | Global ETA: 17m 9s
[2025-11-25T12:17:14.291448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:14.292853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:14.334262] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:14.348473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:17:14.349333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:14.367090] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.74%, Actual: 1.35%
[2025-11-25T12:17:14.394453] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -1.14% | Symbol ETA: 0.2s | Global ETA: 17m 9s
[2025-11-25T12:17:14.424368] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.74%, Actual: 3.01%
[2025-11-25T12:17:14.547253] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -2.39%, Actual: 0.93%
[2025-11-25T12:17:14.563400] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.63%, Actual: 0.81%
[2025-11-25T12:17:14.597147] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.43%, Actual: 3.87%
[2025-11-25T12:17:14.691924] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:17:14.717301] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.03%, Actual: 0.88%
[2025-11-25T12:17:14.731803] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -3.12%, Actual: 0.83%
[2025-11-25T12:17:14.770345] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 1.17%, Actual: 0.49%
[2025-11-25T12:17:14.866959] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:14.886728] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 2.44%
[2025-11-25T12:17:14.901052] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -3.74%, Actual: 2.84%
[2025-11-25T12:17:14.943453] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.63%, Actual: 0.19%
[2025-11-25T12:17:15.007778] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.12% | Symbol ETA: 18.9s | Global ETA: 17m 9s
[2025-11-25T12:17:15.008058] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:17:15.008954] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:15.009094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:15.013885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:15.054297] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.97%, Actual: 0.61%
[2025-11-25T12:17:15.069358] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -2.82%, Actual: 0.58%
[2025-11-25T12:17:15.133790] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 1.62%, Actual: 2.33%
[2025-11-25T12:17:15.137078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:15.138436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:15.193263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:17:15.194341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:15.225327] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.05%, Actual: 2.94%
[2025-11-25T12:17:15.268281] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 4.52%
[2025-11-25T12:17:15.301925] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 2.02%, Actual: 1.61%
[2025-11-25T12:17:15.397205] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 0.29%
[2025-11-25T12:17:15.397564] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 41.0961%
[2025-11-25T12:17:15.397747] [INFO ] [main      ] CGAU: DISCARDED add_prior_mag_lag (score: 41.10%)
[2025-11-25T12:17:15.397866] [INFO ] [main      ] CGAU: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:17:15.397971] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_range_overlap_v_prior_day']
[2025-11-25T12:17:15.398154] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:17:15.412682] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:15.413237] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:17:15.414157] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:15.414301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:15.419274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:15.421213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:15.421798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:15.422268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:15.423527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:15.424255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:15.425455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:17:15.427862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:15.437314] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.52%, Actual: 2.39%
[2025-11-25T12:17:15.470939] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.94%, Actual: 0.03%
[2025-11-25T12:17:15.537115] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:17:15.609138] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.78%, Actual: 1.30%
[2025-11-25T12:17:15.653514] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 4.56%, Actual: 0.28%
[2025-11-25T12:17:15.717492] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:15.771783] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:17:15.781380] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.33%, Actual: 0.94%
[2025-11-25T12:17:15.838972] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -4.29%, Actual: 3.25%
[2025-11-25T12:17:15.864615] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 18.1s | Global ETA: 17m 9s
[2025-11-25T12:17:15.864788] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:17:15.865555] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:15.865624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:15.870481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:15.940465] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:15.956115] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.51%, Actual: 5.47%
[2025-11-25T12:17:15.990862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:15.992145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:16.014824] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.52% | Symbol ETA: 9.3s | Global ETA: 17m 9s
[2025-11-25T12:17:16.015036] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:17:16.015863] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:16.016004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:16.019107] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.26%, Actual: 2.31%
[2025-11-25T12:17:16.019328] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 44.0338%
[2025-11-25T12:17:16.019970] [INFO ] [main      ] KNTK: DISCARDED add_overnight_gap_amplitude (score: 44.03%)
[2025-11-25T12:17:16.020030] [INFO ] [main      ] KNTK: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:17:16.020069] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag']
[2025-11-25T12:17:16.020110] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:17:16.021010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:16.022881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:16.023441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:16.023939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:16.025215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:16.025947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:16.027162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:17:16.029532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:16.035507] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:16.035959] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:17:16.036831] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:16.036906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:16.037636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:16.046362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:17:16.047304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:16.121942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:16.123583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:17:16.124319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:16.130066] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -1.14%, Actual: 1.52%
[2025-11-25T12:17:16.130341] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 45.0397%
[2025-11-25T12:17:16.130447] [INFO ] [main      ] GROV: DISCARDED add_volume_zscore (score: 45.04%)
[2025-11-25T12:17:16.130497] [INFO ] [main      ] GROV: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:17:16.130537] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11', 'add_vwap_deviations']
[2025-11-25T12:17:16.130580] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:17:16.145192] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:16.145914] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 2
[2025-11-25T12:17:16.146880] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:16.146970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:16.148762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:16.149306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:16.149739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:16.151202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:17:16.156904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:16.369976] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:17:16.402808] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:17:16.471794] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:17:16.515096] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-20
[2025-11-25T12:17:16.538021] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:16.571940] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:16.610593] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 8.7s | Global ETA: 17m 9s
[2025-11-25T12:17:16.610901] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:17:16.611764] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:16.611909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:16.616886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:16.618807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:16.619387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:16.619897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:16.621212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:16.621959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:16.623190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:17:16.625619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:16.647703] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:16.692792] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:16.710947] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.84% | Symbol ETA: 17.2s | Global ETA: 17m 9s
[2025-11-25T12:17:16.756188] [INFO ] [main      ] GROV: Lookback Days: 2, Magnitude: 2.63% | Symbol ETA: 5.5s | Global ETA: 17m 9s
[2025-11-25T12:17:16.756517] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 3
[2025-11-25T12:17:16.757386] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:16.757530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:16.758860] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.38% | Symbol ETA: 15.1s | Global ETA: 17m 9s
[2025-11-25T12:17:16.759169] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:17:16.759279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:16.759902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:16.760095] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:16.760253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:16.760378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:16.761112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:16.761882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:17:16.767735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:16.846927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:16.849058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:17:16.849984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:16.890346] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -0.29%, Actual: 1.04%
[2025-11-25T12:17:16.973849] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:17:17.070223] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 1.19%
[2025-11-25T12:17:17.114965] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-19
[2025-11-25T12:17:17.145787] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:17.207103] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:17:17.220429] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.50% | Symbol ETA: 8.1s | Global ETA: 17m 10s
[2025-11-25T12:17:17.220735] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:17:17.221609] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:17.221775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:17.226861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:17.228930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:17.229467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:17.229995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:17.231320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:17.232100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:17.233406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:17:17.235953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:17.244295] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.06%, Actual: 1.80%
[2025-11-25T12:17:17.285071] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:17.347706] [INFO ] [main      ] GROV: Lookback Days: 3, Magnitude: -3.12% | Symbol ETA: 4.8s | Global ETA: 17m 10s
[2025-11-25T12:17:17.347860] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 4
[2025-11-25T12:17:17.348619] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:17.348708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:17.350371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:17.350998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:17.351399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:17.352833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:17:17.358920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:17.382494] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:17.421931] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.20%, Actual: 0.97%
[2025-11-25T12:17:17.492928] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.23% | Symbol ETA: 14.4s | Global ETA: 17m 10s
[2025-11-25T12:17:17.493244] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:17:17.494216] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:17.494366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:17.495220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:17.579981] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:17:17.582508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:17.584742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:17:17.585753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:17.602010] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 1.41%, Actual: 2.38%
[2025-11-25T12:17:17.703380] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-18
[2025-11-25T12:17:17.752274] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:17.778671] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.84%, Actual: 2.00%
[2025-11-25T12:17:17.825236] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 0.82% | Symbol ETA: 7.5s | Global ETA: 17m 10s
[2025-11-25T12:17:17.825538] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:17:17.826374] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:17.826515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:17.831290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:17.833126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:17.833707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:17.834172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:17.835430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:17.836159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:17.837367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:17:17.839751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:17.875959] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:17.936744] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:17:17.940811] [INFO ] [main      ] GROV: Lookback Days: 4, Magnitude: -3.74% | Symbol ETA: 4.2s | Global ETA: 17m 10s
[2025-11-25T12:17:17.941123] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 5
[2025-11-25T12:17:17.942043] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:17.942194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:17.944791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:17.945420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:17.945927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:17.947466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:17:17.953532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:17.957907] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 1.31%, Actual: 0.86%
[2025-11-25T12:17:18.111458] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:18.140085] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.11%
[2025-11-25T12:17:18.176949] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:17:18.220885] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -2.09% | Symbol ETA: 13.7s | Global ETA: 17m 10s
[2025-11-25T12:17:18.221193] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:17:18.222110] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:18.222272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:18.223102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:18.304451] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-17
[2025-11-25T12:17:18.312083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:18.314240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:17:18.315208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:18.318315] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 0.30%
[2025-11-25T12:17:18.345721] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:18.418698] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.72% | Symbol ETA: 6.9s | Global ETA: 17m 10s
[2025-11-25T12:17:18.418980] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:17:18.419811] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:18.419950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:18.424746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:18.426564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:18.427159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:18.427627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:18.428891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:18.429603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:18.430810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:17:18.433153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:18.478839] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:18.498104] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.84%, Actual: 1.77%
[2025-11-25T12:17:18.498538] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 50.7688%
[2025-11-25T12:17:18.498691] [INFO ] [main      ] APD: DISCARDED add_morning_followthrough_mag_T0 (score: 50.77%)
[2025-11-25T12:17:18.498836] [INFO ] [main      ] APD: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:17:18.498952] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion']
[2025-11-25T12:17:18.499066] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:17:18.512856] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:18.513507] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:17:18.514547] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:18.514634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:18.519906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:18.544772] [INFO ] [main      ] GROV: Lookback Days: 5, Magnitude: -2.82% | Symbol ETA: 3.6s | Global ETA: 17m 10s
[2025-11-25T12:17:18.544923] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 6
[2025-11-25T12:17:18.545714] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:18.545790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:18.547510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:18.548074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:18.548492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:18.549982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:17:18.556017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:18.657480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:18.659204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:18.666574] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:17:18.720128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:18.724716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:18.795435] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:17:18.844574] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:18.906898] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-14
[2025-11-25T12:17:18.954741] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.73% | Symbol ETA: 12.9s | Global ETA: 17m 10s
[2025-11-25T12:17:18.955039] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:17:18.955917] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:18.956070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:18.956894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:18.976394] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:19.044251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:19.046372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:17:19.047266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:19.052780] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.39% | Symbol ETA: 6.3s | Global ETA: 17m 10s
[2025-11-25T12:17:19.053085] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:17:19.054000] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:19.054149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:19.059543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:19.061589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:19.062243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:19.062781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:19.064079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:19.064836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:19.066096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:17:19.068104] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:17:19.068672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:19.083734] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:19.149873] [INFO ] [main      ] GROV: Lookback Days: 6, Magnitude: -1.24% | Symbol ETA: 3.0s | Global ETA: 17m 10s
[2025-11-25T12:17:19.150176] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 7
[2025-11-25T12:17:19.151043] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:19.151185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:19.152962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:19.153561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:19.154052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:19.155515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:17:19.161446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:19.240971] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:19.390598] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 23.2s | Global ETA: 17m 10s
[2025-11-25T12:17:19.390950] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:17:19.391775] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:19.391915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:19.396786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:19.400139] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:17:19.431325] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:17:19.505334] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-13
[2025-11-25T12:17:19.520814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:19.522074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:19.576116] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:19.579110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:19.583814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:19.612213] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:19.674812] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:19.687054] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -0.40% | Symbol ETA: 12.2s | Global ETA: 17m 10s
[2025-11-25T12:17:19.687370] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:17:19.688306] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:19.688454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:19.689267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:19.689951] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 5.7s | Global ETA: 17m 10s
[2025-11-25T12:17:19.690264] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:17:19.691187] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:19.691343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:19.696730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:19.698798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:19.699408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:19.699946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:19.701277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:19.702053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:19.703406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:17:19.705989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:19.737086] [INFO ] [main      ] GROV: Lookback Days: 7, Magnitude: 4.52% | Symbol ETA: 2.4s | Global ETA: 17m 10s
[2025-11-25T12:17:19.737404] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 8
[2025-11-25T12:17:19.738234] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:19.738375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:19.740182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:19.740780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:19.741283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:19.742835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:17:19.748663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:19.778010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:19.780096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:17:19.780989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:19.928553] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:17:20.062387] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:17:20.089542] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-12
[2025-11-25T12:17:20.099046] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:20.139127] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:17:20.235732] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:20.252409] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -1.71% | Symbol ETA: 22.3s | Global ETA: 17m 11s
[2025-11-25T12:17:20.252719] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:17:20.253545] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:20.253707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:20.258514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:20.260574] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:20.307802] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.23% | Symbol ETA: 5.1s | Global ETA: 17m 11s
[2025-11-25T12:17:20.308096] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:17:20.308927] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:20.309070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:20.313831] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:20.313928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:20.315820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:20.316373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:20.316864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:20.318124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:20.318858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:20.320048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:17:20.322411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:20.323211] [INFO ] [main      ] GROV: Lookback Days: 8, Magnitude: 2.78% | Symbol ETA: 1.8s | Global ETA: 17m 11s
[2025-11-25T12:17:20.323506] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 9
[2025-11-25T12:17:20.324375] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:20.324516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:20.326262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:20.326877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:20.327367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:20.328842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:17:20.334729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:20.385571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:20.387046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:20.416365] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 1.71% | Symbol ETA: 11.5s | Global ETA: 17m 11s
[2025-11-25T12:17:20.416517] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:17:20.417335] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:20.417411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:20.418125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:20.444754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:20.449773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:20.501636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:20.503579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:17:20.504340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:20.667179] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:17:20.679839] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-11
[2025-11-25T12:17:20.808914] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:17:20.842816] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:17:20.843418] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:20.851191] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:20.913209] [INFO ] [main      ] GROV: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 1.2s | Global ETA: 17m 11s
[2025-11-25T12:17:20.913468] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 10
[2025-11-25T12:17:20.914309] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:20.914449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:20.915768] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.30% | Symbol ETA: 4.5s | Global ETA: 17m 11s
[2025-11-25T12:17:20.916055] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:17:20.916165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:20.916766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:20.916894] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:20.917062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:20.917279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:20.918756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:17:20.921829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:20.923582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:20.924158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:20.924620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:20.924628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:20.925971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:20.926631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:20.927864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:17:20.930261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:20.988457] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:21.013562] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:21.119955] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 1.14% | Symbol ETA: 10.7s | Global ETA: 17m 11s
[2025-11-25T12:17:21.120281] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:17:21.121118] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:21.121258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:21.122047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:21.138664] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.78% | Symbol ETA: 21.5s | Global ETA: 17m 11s
[2025-11-25T12:17:21.138977] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:17:21.139838] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:21.139979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:21.144790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:21.209437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:21.211797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:17:21.212876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:21.269600] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-10
[2025-11-25T12:17:21.285616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:21.287871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:21.300213] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:17:21.379593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:21.386911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:21.456240] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:21.485495] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:21.543938] [INFO ] [main      ] GROV: Lookback Days: 10, Magnitude: 3.51% | Symbol ETA: 0.6s | Global ETA: 17m 11s
[2025-11-25T12:17:21.544276] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 11
[2025-11-25T12:17:21.545421] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:21.545607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:21.547746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:21.548478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:21.549028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:17:21.550942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:17:21.557977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:21.587438] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.28% | Symbol ETA: 3.9s | Global ETA: 17m 11s
[2025-11-25T12:17:21.666485] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:17:21.854774] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.52%, Actual: 4.72%
[2025-11-25T12:17:21.876610] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:17:21.938012] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:22.056202] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-07
[2025-11-25T12:17:22.082215] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 1.37% | Symbol ETA: 10.1s | Global ETA: 17m 11s
[2025-11-25T12:17:22.082525] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:17:22.083699] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:22.083870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:22.084923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:22.093416] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 2.95%
[2025-11-25T12:17:22.125618] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:22.187548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:22.190065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:17:22.191042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:22.273168] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:22.286497] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.50%, Actual: 0.61%
[2025-11-25T12:17:22.288609] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 21.0s | Global ETA: 17m 11s
[2025-11-25T12:17:22.288806] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:17:22.289670] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:22.289761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:22.295609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:22.341724] [INFO ] [main      ] GROV: Lookback Days: 11, Magnitude: -1.14% | Symbol ETA: 0.0s | Global ETA: 17m 11s
[2025-11-25T12:17:22.435694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:22.437180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:22.475667] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 0.82%, Actual: 1.35%
[2025-11-25T12:17:22.498267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:22.503174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:22.546562] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.63%, Actual: 0.81%
[2025-11-25T12:17:22.564414] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:17:22.660617] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.72%, Actual: 0.93%
[2025-11-25T12:17:22.719485] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -3.12%, Actual: 0.83%
[2025-11-25T12:17:22.740541] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:22.837907] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.39%, Actual: 0.88%
[2025-11-25T12:17:22.847488] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.12% | Symbol ETA: 9.3s | Global ETA: 17m 12s
[2025-11-25T12:17:22.847805] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:17:22.848665] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:22.848806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:22.849563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:22.887986] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:17:22.898635] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -3.74%, Actual: 2.84%
[2025-11-25T12:17:22.932974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:22.934696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:17:22.935483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:23.016947] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 2.44%
[2025-11-25T12:17:23.077961] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -2.82%, Actual: 0.58%
[2025-11-25T12:17:23.090381] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:23.186812] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.23%, Actual: 0.61%
[2025-11-25T12:17:23.246765] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 4.52%
[2025-11-25T12:17:23.248128] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 20.1s | Global ETA: 17m 12s
[2025-11-25T12:17:23.248457] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:17:23.249843] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:23.250074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:23.256302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:23.274376] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:17:23.356165] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.30%, Actual: 2.94%
[2025-11-25T12:17:23.387613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:23.389097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:23.418657] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.52%, Actual: 2.39%
[2025-11-25T12:17:23.444330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:23.445495] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:23.449188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:23.527376] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.28%, Actual: 0.29%
[2025-11-25T12:17:23.527757] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 41.2570%
[2025-11-25T12:17:23.527926] [INFO ] [main      ] CGAU: DISCARDED add_range_overlap_v_prior_day (score: 41.26%)
[2025-11-25T12:17:23.528044] [INFO ] [main      ] CGAU: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:17:23.528152] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_range_volume_efficiency']
[2025-11-25T12:17:23.528268] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:17:23.541909] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:23.542615] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:17:23.543533] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:23.543692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:23.548615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:23.550548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:23.551180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:23.551670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:23.552918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:23.553635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:23.553595] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 2.81% | Symbol ETA: 8.6s | Global ETA: 17m 12s
[2025-11-25T12:17:23.554808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:17:23.556929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:23.590920] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.78%, Actual: 1.30%
[2025-11-25T12:17:23.728725] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.38%, Actual: 3.01%
[2025-11-25T12:17:23.761474] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -0.33%, Actual: 0.94%
[2025-11-25T12:17:23.806858] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:17:23.897266] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:17:23.906171] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.23%, Actual: 3.87%
[2025-11-25T12:17:23.932608] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 3.51%, Actual: 5.47%
[2025-11-25T12:17:23.977566] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:24.069531] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:24.081999] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -2.09%, Actual: 0.49%
[2025-11-25T12:17:24.102955] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -1.14%, Actual: 1.52%
[2025-11-25T12:17:24.103369] [INFO ] [main      ] GROV: Magnitude Forecast Confidence: 45.0397%
[2025-11-25T12:17:24.103543] [INFO ] [main      ] GROV: DISCARDED add_vwap_deviations (score: 45.04%)
[2025-11-25T12:17:24.103674] [INFO ] [main      ] GROV: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:17:24.103781] [INFO ] [main      ] GROV: Best accuracy: 49.53%
[2025-11-25T12:17:24.103886] [INFO ] [main      ] GROV: Best feature set (4 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11']
[2025-11-25T12:17:24.103988] [INFO ] [main      ] GROV: Improvement over baseline: 4.85%
[2025-11-25T12:17:24.104086] [INFO ] [main      ] GROV: Total time: 6.8 minutes
[2025-11-25T12:17:24.104184] [INFO ] [main      ] GROV: Average time per feature: 7.9 seconds
[2025-11-25T12:17:24.104287] [INFO ] [main      ] GROV: Average speed: 0.13 features/sec
[2025-11-25T12:17:24.126253] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 1.33% | Symbol ETA: 19.1s | Global ETA: 17m 12s
[2025-11-25T12:17:24.126563] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:17:24.127475] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:24.127620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:24.132608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:24.143235] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.75% | Symbol ETA: 9.0s | Global ETA: 17m 12s
[2025-11-25T12:17:24.143503] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:17:24.144336] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:24.144478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:24.149312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:24.151169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:24.151894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:24.152368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:24.153630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:24.154376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:24.155801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:17:24.158129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:24.257851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:24.258596] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.73%, Actual: 0.19%
[2025-11-25T12:17:24.259260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:24.277754] [DEBUG] [METRICS   ] GROV: 2025-11-21:2025-11-24: Predicted: 2.42%, Actual: 0.81%
[2025-11-25T12:17:24.313392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:24.318003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:24.441053] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -0.40%, Actual: 2.33%
[2025-11-25T12:17:24.451777] [DEBUG] [METRICS   ] GROV: 2025-11-20:2025-11-21: Predicted: -2.46%, Actual: 0.83%
[2025-11-25T12:17:24.505765] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:17:24.617982] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 1.71%, Actual: 1.61%
[2025-11-25T12:17:24.621577] [DEBUG] [METRICS   ] GROV: 2025-11-19:2025-11-20: Predicted: -2.30%, Actual: 2.84%
[2025-11-25T12:17:24.665353] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:17:24.676273] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:24.751561] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.75% | Symbol ETA: 8.4s | Global ETA: 17m 12s
[2025-11-25T12:17:24.751861] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:17:24.752752] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:24.752892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:24.757821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:24.759682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:24.760240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:24.760734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:24.761981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:24.762733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:24.763926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:17:24.766098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:24.792785] [DEBUG] [METRICS   ] GROV: 2025-11-18:2025-11-19: Predicted: -2.97%, Actual: 0.58%
[2025-11-25T12:17:24.794242] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 1.14%, Actual: 0.03%
[2025-11-25T12:17:24.835805] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:24.965218] [DEBUG] [METRICS   ] GROV: 2025-11-17:2025-11-18: Predicted: -1.33%, Actual: 4.52%
[2025-11-25T12:17:24.969893] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 1.37%, Actual: 0.28%
[2025-11-25T12:17:24.978381] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 1.19% | Symbol ETA: 18.1s | Global ETA: 17m 12s
[2025-11-25T12:17:24.978783] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:17:24.979789] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:24.979941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:24.985004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:25.105763] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:17:25.113370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:25.114818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:25.141708] [DEBUG] [METRICS   ] GROV: 2025-11-14:2025-11-17: Predicted: 4.56%, Actual: 2.39%
[2025-11-25T12:17:25.148333] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.12%, Actual: 3.25%
[2025-11-25T12:17:25.170487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:25.175363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:25.282448] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:25.319225] [DEBUG] [METRICS   ] GROV: 2025-11-13:2025-11-14: Predicted: 2.07%, Actual: 1.30%
[2025-11-25T12:17:25.324350] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 2.81%, Actual: 2.31%
[2025-11-25T12:17:25.324780] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 43.5402%
[2025-11-25T12:17:25.324957] [INFO ] [main      ] KNTK: DISCARDED add_overnight_gap_mag (score: 43.54%)
[2025-11-25T12:17:25.325077] [INFO ] [main      ] KNTK: Testing feature 29/53: add_pct_change
[2025-11-25T12:17:25.325188] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_pct_change']
[2025-11-25T12:17:25.325302] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:17:25.341276] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:25.341856] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:17:25.342833] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:25.342981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:25.343801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:25.362340] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -3.11% | Symbol ETA: 7.9s | Global ETA: 17m 12s
[2025-11-25T12:17:25.362691] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:17:25.363619] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:25.363836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:25.369154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:25.371389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:25.372173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:25.372704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:25.374173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:25.375054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:25.376439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:17:25.379142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:25.432890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:25.434848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:17:25.437146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:25.499482] [DEBUG] [METRICS   ] GROV: 2025-11-12:2025-11-13: Predicted: -1.49%, Actual: 0.94%
[2025-11-25T12:17:25.529267] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:17:25.679532] [DEBUG] [METRICS   ] GROV: 2025-11-11:2025-11-12: Predicted: 4.14%, Actual: 5.47%
[2025-11-25T12:17:25.703392] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:25.757496] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:17:25.788823] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:17:25.851734] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 17.2s | Global ETA: 17m 13s
[2025-11-25T12:17:25.852033] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:17:25.852886] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:25.853026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:25.857973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:25.858110] [DEBUG] [METRICS   ] GROV: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 1.52%
[2025-11-25T12:17:25.859036] [INFO ] [LOCAL     ] Saved configuration for GROV: 4 features, 49.53% accuracy -> ./output/feature-sets/GROV.json
[2025-11-25T12:17:25.861601] [INFO ] [main      ] Progress: 24/31 symbols completed (77.4%). GROV finished in 6m 58s. ETA: 14m 26s. Rate: 0.49 symbols/min
[2025-11-25T12:17:25.873052] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:17:25.888037] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:25.888773] [INFO ] [main      ] AGM: Testing with 53 available features
[2025-11-25T12:17:25.888906] [INFO ] [main      ] AGM: Establishing baseline with no features...
[2025-11-25T12:17:25.889020] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:17:25.903496] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:25.904033] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:17:25.905007] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:17:25.942958] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:25.986725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:25.988174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:25.991096] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:26.024960] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.91% | Symbol ETA: 7.3s | Global ETA: 14m 26s
[2025-11-25T12:17:26.025116] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:17:26.025976] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:26.026218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:26.031525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:26.033752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:26.034454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:26.034981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:26.036318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:26.037175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:26.038596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:17:26.040926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:26.047159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:26.052129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:26.123613] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -3.52% | Symbol ETA: 15.0s | Global ETA: 14m 26s
[2025-11-25T12:17:26.123791] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:17:26.124726] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:26.124819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:26.125790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:26.218454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:26.220714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:17:26.222952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:26.260661] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:17:26.401256] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:17:26.402343] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:17:26.438438] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:26.564404] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -0.27%
[2025-11-25T12:17:26.564820] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:17:26.565684] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:17:26.577226] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:26.579078] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:26.611514] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:17:26.652945] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.22% | Symbol ETA: 6.7s | Global ETA: 14m 26s
[2025-11-25T12:17:26.653246] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:17:26.654188] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:26.654348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:26.659451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:26.661990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:26.662562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:26.663302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:26.665057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:26.666128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:26.667517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:17:26.669846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:26.726501] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -1.04% | Symbol ETA: 16.3s | Global ETA: 14m 26s
[2025-11-25T12:17:26.726682] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:17:26.727472] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:26.727698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:26.732574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:26.811859] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:26.872719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:26.873921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:26.914319] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:17:26.927696] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 2.78% | Symbol ETA: 14.3s | Global ETA: 14m 26s
[2025-11-25T12:17:26.927838] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:17:26.928422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:26.928631] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:26.928756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:26.929486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:26.932947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:27.018054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:27.020081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:17:27.022286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:27.044773] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:17:27.084076] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:27.209550] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -2.85%
[2025-11-25T12:17:27.209903] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:17:27.210750] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:17:27.226462] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:27.303032] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.37% | Symbol ETA: 6.1s | Global ETA: 14m 26s
[2025-11-25T12:17:27.303348] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:17:27.304290] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:27.304439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:27.309452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:27.311632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:27.312351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:27.312870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:27.314186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:27.315008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:27.316331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:17:27.318531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:27.332348] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:17:27.367661] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:17:27.502556] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:27.538223] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:27.545700] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:17:27.647271] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.91% | Symbol ETA: 15.4s | Global ETA: 14m 26s
[2025-11-25T12:17:27.652836] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 1.05% | Symbol ETA: 13.4s | Global ETA: 14m 26s
[2025-11-25T12:17:27.653102] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:17:27.653965] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:27.654107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:27.654904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:27.655720] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:17:27.716103] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:27.742724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:27.744517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:17:27.746736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:27.821577] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -1.18%, Actual: 1.04%
[2025-11-25T12:17:27.826222] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:27.838102] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.26%
[2025-11-25T12:17:27.838480] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:17:27.839336] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:17:27.898358] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.85% | Symbol ETA: 5.5s | Global ETA: 14m 26s
[2025-11-25T12:17:27.898684] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:17:27.899523] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:27.899724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:27.904623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:27.906471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:27.907071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:27.907554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:27.908831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:27.909559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:27.910793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:17:27.912973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:27.991436] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -1.71%, Actual: 1.19%
[2025-11-25T12:17:28.087556] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:17:28.163047] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.78%, Actual: 1.80%
[2025-11-25T12:17:28.175283] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:17:28.260154] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:28.281417] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:17:28.336765] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.12%, Actual: 0.97%
[2025-11-25T12:17:28.348890] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:28.380129] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.90% | Symbol ETA: 12.5s | Global ETA: 14m 27s
[2025-11-25T12:17:28.380423] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:17:28.381997] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:28.382136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:28.382914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:28.462431] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:28.469227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:28.471295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:17:28.473527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:28.478275] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.70%
[2025-11-25T12:17:28.478683] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:17:28.479547] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:17:28.507939] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -0.82%, Actual: 2.38%
[2025-11-25T12:17:28.538066] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.89% | Symbol ETA: 4.9s | Global ETA: 14m 27s
[2025-11-25T12:17:28.538358] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:17:28.539254] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:28.539420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:28.544757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:28.546725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:28.547323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:28.547848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:28.549106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:28.549849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:28.551074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:17:28.553387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:28.679559] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 1.33%, Actual: 2.00%
[2025-11-25T12:17:28.819278] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:17:28.843047] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:17:28.864124] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 1.19%, Actual: 0.86%
[2025-11-25T12:17:28.919989] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:17:29.001421] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:29.026702] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:29.054347] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.11%
[2025-11-25T12:17:29.103197] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:29.121075] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 2.21% | Symbol ETA: 11.8s | Global ETA: 14m 27s
[2025-11-25T12:17:29.121371] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:17:29.122242] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:29.122394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:29.123190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:29.157080] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.56%
[2025-11-25T12:17:29.157464] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:17:29.158360] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:17:29.179545] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.49% | Symbol ETA: 4.2s | Global ETA: 14m 27s
[2025-11-25T12:17:29.180050] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:17:29.181098] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:29.181242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:29.186169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:29.188283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:29.188870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:29.189349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:29.190686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:29.191420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:29.192771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:17:29.195034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:29.213783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:29.215818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:17:29.218099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:29.227833] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -1.04%, Actual: 0.30%
[2025-11-25T12:17:29.399821] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.91%, Actual: 1.77%
[2025-11-25T12:17:29.400227] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 55.6232%
[2025-11-25T12:17:29.400426] [INFO ] [main      ] APD: KEPT add_morning_range_expansion (score: 55.62%)
[2025-11-25T12:17:29.400551] [INFO ] [main      ] APD: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:17:29.400674] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_open_11_elasticity']
[2025-11-25T12:17:29.400828] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:17:29.414971] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:29.415515] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:17:29.416430] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:29.416577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:29.421868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:29.519618] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:17:29.552885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:29.554427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:29.559387] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:17:29.564505] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:17:29.610991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:29.616180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:29.617476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:29.703190] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:29.739114] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:29.742257] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:29.815256] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.42% | Symbol ETA: 3.6s | Global ETA: 14m 27s
[2025-11-25T12:17:29.823172] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 3.26%
[2025-11-25T12:17:29.823512] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:17:29.824373] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:17:29.852378] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -2.00% | Symbol ETA: 11.0s | Global ETA: 14m 27s
[2025-11-25T12:17:29.852694] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:17:29.853518] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:29.853676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:29.854436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:29.940729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:29.942708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:17:29.944888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:29.960170] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:17:29.992263] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.75%, Actual: 4.72%
[2025-11-25T12:17:30.131817] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:30.169639] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 2.95%
[2025-11-25T12:17:30.184053] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:17:30.284959] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 0.98% | Symbol ETA: 22.7s | Global ETA: 14m 27s
[2025-11-25T12:17:30.285132] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:17:30.286155] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:30.286310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:30.291469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:30.293293] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:17:30.348599] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -3.11%, Actual: 0.61%
[2025-11-25T12:17:30.367460] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:30.435029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:30.436708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:30.473062] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:30.493028] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.12%
[2025-11-25T12:17:30.493361] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:17:30.494236] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:17:30.499995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:30.506163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:30.508244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:30.535211] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.91%, Actual: 1.35%
[2025-11-25T12:17:30.597197] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 1.89% | Symbol ETA: 10.2s | Global ETA: 14m 27s
[2025-11-25T12:17:30.597518] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:17:30.598552] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:30.598731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:30.599621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:30.687289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:30.689390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:17:30.692045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:30.712635] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.22%, Actual: 0.93%
[2025-11-25T12:17:30.857196] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:17:30.886669] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:17:30.902829] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.37%, Actual: 0.88%
[2025-11-25T12:17:31.036109] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:31.062911] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:31.080694] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 2.44%
[2025-11-25T12:17:31.091519] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:17:31.161174] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.91%
[2025-11-25T12:17:31.161535] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:17:31.162381] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:17:31.217827] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -1.62% | Symbol ETA: 22.1s | Global ETA: 14m 27s
[2025-11-25T12:17:31.218126] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:17:31.219169] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:31.219312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:31.224848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:31.267873] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.89%, Actual: 0.61%
[2025-11-25T12:17:31.310212] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:31.354239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:31.355725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:31.410899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:31.415734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:31.417216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:31.428703] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 2.22% | Symbol ETA: 9.5s | Global ETA: 14m 28s
[2025-11-25T12:17:31.429017] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:17:31.430038] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:31.430201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:31.431175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:31.450699] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.49%, Actual: 2.94%
[2025-11-25T12:17:31.499166] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:17:31.519071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:31.521194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:17:31.523716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:31.630665] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.42%, Actual: 0.29%
[2025-11-25T12:17:31.631070] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 45.6491%
[2025-11-25T12:17:31.631266] [INFO ] [main      ] CGAU: DISCARDED add_range_volume_efficiency (score: 45.65%)
[2025-11-25T12:17:31.631399] [INFO ] [main      ] CGAU: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:17:31.631533] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:17:31.631690] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:17:31.646793] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:31.647606] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:17:31.648796] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:31.648939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:31.654768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:31.656691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:31.657315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:31.657853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:31.659190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:31.659964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:31.661365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:17:31.665772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:31.671162] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:31.771964] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:17:31.794577] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.97%
[2025-11-25T12:17:31.794892] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:17:31.795751] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:17:31.879064] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:17:31.952405] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:32.054345] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:32.085993] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:17:32.098294] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.97% | Symbol ETA: 21.1s | Global ETA: 14m 28s
[2025-11-25T12:17:32.098456] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:17:32.099286] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:32.099512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:32.104506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:32.135626] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:17:32.164863] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.26% | Symbol ETA: 8.7s | Global ETA: 14m 28s
[2025-11-25T12:17:32.165019] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:17:32.165843] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:32.165919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:32.166620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:32.236256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:32.237634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:32.250468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:32.252555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:17:32.254621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:32.255287] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:32.292623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:32.297342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:32.298610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:32.302823] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:32.329745] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.42% | Symbol ETA: 9.4s | Global ETA: 14m 28s
[2025-11-25T12:17:32.330035] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:17:32.330868] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:32.331008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:32.335854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:32.337724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:32.338291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:32.338787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:32.340021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:32.340742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:32.341962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:17:32.345810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:32.421156] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -2.33%
[2025-11-25T12:17:32.588846] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -0.27%, Actual: 0.70%
[2025-11-25T12:17:32.601242] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:17:32.639779] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:17:32.680989] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:17:32.761023] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -2.85%, Actual: 0.20%
[2025-11-25T12:17:32.774717] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:32.816846] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:32.855414] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:32.888673] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 8.0s | Global ETA: 14m 28s
[2025-11-25T12:17:32.929468] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.26%, Actual: 2.33%
[2025-11-25T12:17:32.930776] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 8.4s | Global ETA: 14m 28s
[2025-11-25T12:17:32.931083] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:17:32.931918] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:32.932032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:32.936848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:32.938705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:32.939265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:32.939735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:32.940978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:32.941697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:32.942887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:17:32.946800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:32.967344] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -1.58% | Symbol ETA: 20.2s | Global ETA: 14m 28s
[2025-11-25T12:17:32.967591] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:17:32.968420] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:32.968538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:32.973446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:33.064833] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -3.52%, Actual: 3.01%
[2025-11-25T12:17:33.107816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:33.108954] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.70%, Actual: 0.97%
[2025-11-25T12:17:33.109466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:33.181183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:33.186128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:33.187609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:33.237035] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 2.78%, Actual: 3.87%
[2025-11-25T12:17:33.288453] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.56%, Actual: 1.23%
[2025-11-25T12:17:33.301451] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:17:33.403221] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 0.49%
[2025-11-25T12:17:33.468879] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 3.26%, Actual: 0.19%
[2025-11-25T12:17:33.474840] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:33.539424] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:17:33.551560] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.48% | Symbol ETA: 7.7s | Global ETA: 14m 28s
[2025-11-25T12:17:33.551893] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:17:33.552771] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:33.552914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:33.557797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:33.559833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:33.560422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:33.560924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:33.562179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:33.562929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:33.564167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:17:33.568143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:33.569510] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.90%, Actual: 0.19%
[2025-11-25T12:17:33.644323] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.12%, Actual: 2.22%
[2025-11-25T12:17:33.715128] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:33.734688] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 2.21%, Actual: 2.33%
[2025-11-25T12:17:33.822405] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.91%, Actual: 1.76%
[2025-11-25T12:17:33.872551] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -0.49% | Symbol ETA: 19.3s | Global ETA: 14m 28s
[2025-11-25T12:17:33.872874] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:17:33.873739] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:33.873881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:33.878804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:33.900952] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -2.00%, Actual: 1.61%
[2025-11-25T12:17:33.921199] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:17:34.000335] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.97%, Actual: 0.23%
[2025-11-25T12:17:34.009007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:34.010508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:34.072267] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 1.89%, Actual: 0.03%
[2025-11-25T12:17:34.073358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:34.078481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:34.080161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:34.096983] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:34.174527] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.10% | Symbol ETA: 7.1s | Global ETA: 14m 28s
[2025-11-25T12:17:34.174834] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:17:34.175764] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:34.175904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:34.180890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:34.182782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:34.183360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:34.183872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:34.185153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:34.185396] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -2.33%, Actual: 0.73%
[2025-11-25T12:17:34.185943] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 38.2457%
[2025-11-25T12:17:34.185900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:34.186034] [INFO ] [main      ] AGM: Baseline score (no features): 38.2457%
[2025-11-25T12:17:34.186194] [INFO ] [main      ] AGM: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:34.186330] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T12:17:34.186482] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:17:34.187195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:17:34.191170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:34.202707] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:34.203309] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:17:34.204456] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:17:34.204713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:34.211498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:34.245481] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 2.22%, Actual: 0.28%
[2025-11-25T12:17:34.417498] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.26%, Actual: 3.25%
[2025-11-25T12:17:34.455805] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:17:34.532556] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:17:34.572279] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:17:34.587806] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 2.31%
[2025-11-25T12:17:34.588206] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 45.5131%
[2025-11-25T12:17:34.588381] [INFO ] [main      ] KNTK: DISCARDED add_pct_change (score: 45.51%)
[2025-11-25T12:17:34.588499] [INFO ] [main      ] KNTK: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:17:34.588606] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag']
[2025-11-25T12:17:34.588733] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:17:34.604033] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:34.604624] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:17:34.605563] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:34.605719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:34.606505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:34.625938] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:34.690382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:34.692277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:34.693890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:34.706542] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:34.750713] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:34.783071] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.24% | Symbol ETA: 6.4s | Global ETA: 14m 28s
[2025-11-25T12:17:34.783369] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:17:34.784217] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:34.784366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:34.789308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:34.791203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:34.791819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:34.792300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:34.793571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:34.794315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:34.795582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:17:34.799104] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.25% | Symbol ETA: 18.5s | Global ETA: 14m 28s
[2025-11-25T12:17:34.799408] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:17:34.799588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:34.800247] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:34.800401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:34.805312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:34.875841] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -0.43% | Symbol ETA: 5m 56s | Global ETA: 14m 29s
[2025-11-25T12:17:34.876012] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:17:34.876965] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:17:34.877138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:34.882221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:34.929050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:34.930261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:34.985148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:34.989738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:34.990993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:35.058480] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:17:35.146122] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:17:35.219686] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:17:35.227307] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:35.322058] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:35.328793] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:17:35.341621] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -4.85% | Symbol ETA: 14.0s | Global ETA: 14m 29s
[2025-11-25T12:17:35.341800] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:17:35.342703] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:35.342787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:35.343675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:35.390847] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:35.400267] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.93% | Symbol ETA: 5.8s | Global ETA: 14m 29s
[2025-11-25T12:17:35.400422] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:17:35.401209] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:35.401285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:35.406423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:35.408487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:35.409035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:35.409432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:35.410584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:35.411241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:35.412380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:17:35.416305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:35.441186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:35.443412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:35.444637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:35.499355] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:35.516681] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -3.51% | Symbol ETA: 5m 47s | Global ETA: 14m 29s
[2025-11-25T12:17:35.516840] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:17:35.517741] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:17:35.517894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:35.523027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:35.638653] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.59% | Symbol ETA: 17.5s | Global ETA: 14m 29s
[2025-11-25T12:17:35.638799] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:17:35.639535] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:35.639603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:35.644293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:35.764637] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:17:35.765324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:35.766511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:35.804360] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:17:35.821806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:35.826232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:35.828185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:35.881484] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:17:35.951473] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:35.978762] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:36.035721] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.95% | Symbol ETA: 5.2s | Global ETA: 14m 29s
[2025-11-25T12:17:36.035867] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:17:36.036612] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:36.036702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:36.041688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:36.043666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:36.044259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:36.044770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:36.046190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:36.047150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:36.048700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:17:36.053691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:36.059520] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:36.089097] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.13% | Symbol ETA: 13.3s | Global ETA: 14m 29s
[2025-11-25T12:17:36.089409] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:17:36.090346] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:36.090502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:36.091370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:36.165261] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:17:36.181886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:36.184095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:36.185313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:36.188143] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 5m 49s | Global ETA: 14m 29s
[2025-11-25T12:17:36.188445] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:17:36.189350] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:17:36.189499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:36.194729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:36.332472] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:36.398431] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:17:36.472003] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 16.6s | Global ETA: 14m 29s
[2025-11-25T12:17:36.472299] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:17:36.473124] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:36.473267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:36.478050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:36.541182] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:17:36.551271] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:17:36.566418] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:36.597024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:36.598249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:36.637286] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.33% | Symbol ETA: 4.5s | Global ETA: 14m 29s
[2025-11-25T12:17:36.637566] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:17:36.638419] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:36.638562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:36.643449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:36.645285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:36.645862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:36.646329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:36.647574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:36.648290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:36.649467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:17:36.651831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:36.653352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:36.656200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:36.657455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:36.711210] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:36.729439] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:36.836887] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 12.6s | Global ETA: 14m 29s
[2025-11-25T12:17:36.837208] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:17:36.838119] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:36.838267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:36.839105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:36.867248] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 1.28% | Symbol ETA: 5m 50s | Global ETA: 14m 29s
[2025-11-25T12:17:36.867564] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:17:36.868453] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:17:36.868597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:36.874730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:36.929884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:36.932444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:36.933633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:37.005631] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:17:37.009211] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:17:37.174770] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:37.176277] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:37.227081] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:17:37.248024] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.48% | Symbol ETA: 3.9s | Global ETA: 14m 29s
[2025-11-25T12:17:37.248177] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:17:37.248944] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:37.249020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:37.253792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:37.255522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:37.256021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:37.256415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:37.257614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:37.258265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:37.259385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:17:37.263142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:37.275846] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:17:37.317240] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 15.7s | Global ETA: 14m 29s
[2025-11-25T12:17:37.317384] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:17:37.318142] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:37.318236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:37.322893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:37.404729] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:37.441683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:37.442893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:37.444958] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:37.497249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:37.501884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:37.503132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:37.537048] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.82% | Symbol ETA: 5m 50s | Global ETA: 14m 29s
[2025-11-25T12:17:37.537349] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:17:37.538363] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:17:37.538523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:37.543615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:37.549944] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.53% | Symbol ETA: 11.8s | Global ETA: 14m 29s
[2025-11-25T12:17:37.550216] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:17:37.551062] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:37.551202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:37.551978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:37.613782] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:17:37.636416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:37.638301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:37.639430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:37.784639] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:37.840899] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:17:37.856755] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.31% | Symbol ETA: 3.3s | Global ETA: 14m 29s
[2025-11-25T12:17:37.894922] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:17:37.978741] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:17:38.019187] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:38.029547] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.42%, Actual: 4.72%
[2025-11-25T12:17:38.071458] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:38.148294] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:38.158588] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.75% | Symbol ETA: 14.9s | Global ETA: 14m 29s
[2025-11-25T12:17:38.198741] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.29% | Symbol ETA: 5m 49s | Global ETA: 14m 29s
[2025-11-25T12:17:38.199207] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:17:38.200240] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:17:38.200385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:38.201493] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 2.95%
[2025-11-25T12:17:38.205431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:38.255075] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 1.36% | Symbol ETA: 11.0s | Global ETA: 14m 29s
[2025-11-25T12:17:38.255224] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:17:38.255995] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:38.256070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:38.256763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:38.337027] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 0.98%, Actual: 1.04%
[2025-11-25T12:17:38.340133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:38.341726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:38.342954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:38.374997] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.48%, Actual: 0.61%
[2025-11-25T12:17:38.514011] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -1.62%, Actual: 1.19%
[2025-11-25T12:17:38.547838] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 1.35%
[2025-11-25T12:17:38.563098] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:17:38.678994] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:17:38.694482] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.97%, Actual: 1.80%
[2025-11-25T12:17:38.721909] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 0.93%
[2025-11-25T12:17:38.743165] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:38.849213] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:38.883037] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.79% | Symbol ETA: 5m 50s | Global ETA: 14m 30s
[2025-11-25T12:17:38.883313] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:17:38.884176] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:17:38.884334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:38.889587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:38.892089] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.58%, Actual: 0.97%
[2025-11-25T12:17:38.893876] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.93%, Actual: 0.88%
[2025-11-25T12:17:38.958753] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 1.57% | Symbol ETA: 10.2s | Global ETA: 14m 30s
[2025-11-25T12:17:38.958902] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:17:38.959756] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:38.959844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:38.960565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:39.049467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:39.051478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:39.052629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:39.065543] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.95%, Actual: 2.44%
[2025-11-25T12:17:39.066421] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 2.38%
[2025-11-25T12:17:39.237920] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.25%, Actual: 2.00%
[2025-11-25T12:17:39.239105] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.33%, Actual: 0.61%
[2025-11-25T12:17:39.246413] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:17:39.400631] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:17:39.406805] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 0.86%
[2025-11-25T12:17:39.411935] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.48%, Actual: 2.94%
[2025-11-25T12:17:39.420948] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:39.544294] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -1.22% | Symbol ETA: 5m 48s | Global ETA: 14m 30s
[2025-11-25T12:17:39.544589] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:17:39.545496] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:17:39.545672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:39.550813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:39.570922] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:39.578555] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.96%, Actual: 0.11%
[2025-11-25T12:17:39.587984] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.31%, Actual: 0.29%
[2025-11-25T12:17:39.588401] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 50.5949%
[2025-11-25T12:17:39.588570] [INFO ] [main      ] CGAU: DISCARDED add_range_volume_efficiency_refinements (score: 50.59%)
[2025-11-25T12:17:39.588710] [INFO ] [main      ] CGAU: Testing feature 39/53: add_regime
[2025-11-25T12:17:39.588821] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_regime']
[2025-11-25T12:17:39.588934] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:17:39.603270] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:39.603910] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:17:39.604891] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:39.605037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:39.610003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:39.612040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:39.612565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:39.613108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:39.614412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:39.615182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:39.616458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:17:39.636854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:39.682810] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.59% | Symbol ETA: 9.5s | Global ETA: 14m 30s
[2025-11-25T12:17:39.683158] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:17:39.684266] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:39.684428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:39.685333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:39.755198] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 0.30%
[2025-11-25T12:17:39.771210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:39.773191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:39.774373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:39.913743] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:17:39.926379] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.75%, Actual: 1.77%
[2025-11-25T12:17:39.926787] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 45.2887%
[2025-11-25T12:17:39.926921] [INFO ] [main      ] APD: DISCARDED add_open_11_elasticity (score: 45.29%)
[2025-11-25T12:17:39.927072] [INFO ] [main      ] APD: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:17:39.927182] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_open_reversal_intensity']
[2025-11-25T12:17:39.927297] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:17:39.940019] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:39.940613] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:17:39.941538] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:39.941711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:39.946849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:39.980413] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:17:40.080066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:40.081713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:40.086674] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:40.143966] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:17:40.145945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:40.151202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:17:40.152671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:40.152938] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:40.212751] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.54% | Symbol ETA: 5m 48s | Global ETA: 14m 30s
[2025-11-25T12:17:40.213062] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:17:40.213925] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:17:40.214063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:40.219048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:40.232068] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.66% | Symbol ETA: 8.6s | Global ETA: 14m 30s
[2025-11-25T12:17:40.232368] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:17:40.233268] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:40.233414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:40.238322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:40.240257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:40.240859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:40.241339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:40.242600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:40.243373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:40.244581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:17:40.264404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:40.324783] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:40.433981] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: -0.64% | Symbol ETA: 8.8s | Global ETA: 14m 30s
[2025-11-25T12:17:40.434296] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:17:40.435247] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:40.435394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:40.436215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:40.510149] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:17:40.525499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:40.527757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:40.528986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:40.563053] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:17:40.610873] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:17:40.683084] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:40.733563] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:40.784895] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:40.833235] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 3.24% | Symbol ETA: 21.3s | Global ETA: 14m 30s
[2025-11-25T12:17:40.833523] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:17:40.834386] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:40.834531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:40.839444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:40.866568] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 8.0s | Global ETA: 14m 30s
[2025-11-25T12:17:40.866740] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:17:40.867531] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:40.867624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:40.867612] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -3.79% | Symbol ETA: 5m 47s | Global ETA: 14m 30s
[2025-11-25T12:17:40.872377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:40.874151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:40.874659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:40.875077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:40.876261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:40.876938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:40.878292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:17:40.886714] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:17:40.898099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:40.965266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:40.966731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:41.022550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:41.027475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:17:41.029058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:41.040108] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -0.43%, Actual: 0.70%
[2025-11-25T12:17:41.063230] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:41.166550] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -5.84% | Symbol ETA: 8.1s | Global ETA: 14m 30s
[2025-11-25T12:17:41.166883] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:17:41.167794] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:41.167929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:41.168737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:41.211483] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -3.51%, Actual: 0.20%
[2025-11-25T12:17:41.239557] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:17:41.250048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:41.252133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:41.253294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:41.377094] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:17:41.379744] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.08%, Actual: 2.33%
[2025-11-25T12:17:41.412002] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:41.493245] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.62% | Symbol ETA: 7.3s | Global ETA: 14m 30s
[2025-11-25T12:17:41.493406] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:17:41.494364] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:41.494510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:41.499503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:41.501427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:41.502039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:41.502508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:41.503794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:41.504500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:41.505777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:17:41.525247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:41.551094] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 1.28%, Actual: 0.97%
[2025-11-25T12:17:41.552212] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:41.593782] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:17:41.724028] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.82%, Actual: 1.23%
[2025-11-25T12:17:41.726438] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 20.4s | Global ETA: 14m 31s
[2025-11-25T12:17:41.726755] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:17:41.727670] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:41.727854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:41.732980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:41.771384] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:41.866287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:41.867742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:41.874623] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:17:41.882920] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.87% | Symbol ETA: 7.3s | Global ETA: 14m 31s
[2025-11-25T12:17:41.897405] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.29%, Actual: 0.19%
[2025-11-25T12:17:41.924830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:41.929901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:17:41.931448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:42.050503] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:42.055313] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -4.85%, Actual: 3.01%
[2025-11-25T12:17:42.073332] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.79%, Actual: 2.22%
[2025-11-25T12:17:42.129875] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 2.53% | Symbol ETA: 6.7s | Global ETA: 14m 31s
[2025-11-25T12:17:42.130173] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:17:42.131048] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:42.131198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:42.136147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:42.138185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:42.138794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:42.139269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:42.140537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:42.141279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:42.142503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:17:42.162119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:42.226848] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.13%, Actual: 3.87%
[2025-11-25T12:17:42.244020] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -1.22%, Actual: 1.76%
[2025-11-25T12:17:42.277472] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:17:42.398326] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -1.23%, Actual: 0.49%
[2025-11-25T12:17:42.412983] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.54%, Actual: 0.23%
[2025-11-25T12:17:42.453457] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:42.508185] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:17:42.571996] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 0.19%
[2025-11-25T12:17:42.583884] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -3.79%, Actual: 0.73%
[2025-11-25T12:17:42.584263] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 43.6287%
[2025-11-25T12:17:42.584392] [INFO ] [main      ] AGM: KEPT add_afternoon_v_morning_volatility_mix (score: 43.63%)
[2025-11-25T12:17:42.584516] [INFO ] [main      ] AGM: Testing feature 2/53: add_atr
[2025-11-25T12:17:42.584679] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T12:17:42.584813] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:17:42.598739] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:42.598901] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.46% | Symbol ETA: 19.5s | Global ETA: 14m 31s
[2025-11-25T12:17:42.599194] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:17:42.599535] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:17:42.600160] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:42.600307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:42.600402] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:17:42.600476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:42.605296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:42.605443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:42.607205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:42.607741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:42.682621] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:42.733189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:42.734341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:42.744130] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 1.36%, Actual: 2.33%
[2025-11-25T12:17:42.764936] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 6.1s | Global ETA: 14m 31s
[2025-11-25T12:17:42.765091] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:17:42.765914] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:42.766129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:42.771872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:42.773903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:42.774533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:42.775045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:42.776356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:42.777128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:42.778380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:17:42.790828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:42.795315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:17:42.796720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:42.802153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:42.916629] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 1.57%, Actual: 1.61%
[2025-11-25T12:17:42.953313] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:17:43.092856] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 0.03%
[2025-11-25T12:17:43.130986] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:43.146803] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:17:43.150505] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:17:43.264272] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.44% | Symbol ETA: 7m 14s | Global ETA: 14m 31s
[2025-11-25T12:17:43.264452] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:17:43.264603] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: -0.64%, Actual: 0.28%
[2025-11-25T12:17:43.265279] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:17:43.265507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:43.270778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:43.272720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:43.273363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:43.315981] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:43.322563] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:43.393663] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.61% | Symbol ETA: 5.5s | Global ETA: 14m 31s
[2025-11-25T12:17:43.393811] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:17:43.394558] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:43.394629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:43.399391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:43.401296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:43.401888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:43.402362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:43.403602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:43.404322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:43.405509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:17:43.424605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:43.434187] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -5.84%, Actual: 3.25%
[2025-11-25T12:17:43.469308] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.04% | Symbol ETA: 18.6s | Global ETA: 14m 31s
[2025-11-25T12:17:43.469477] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:17:43.470400] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:43.470544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:43.475399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:43.597439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:43.598900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:43.603742] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.87%, Actual: 2.31%
[2025-11-25T12:17:43.604144] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 50.3574%
[2025-11-25T12:17:43.604369] [INFO ] [main      ] KNTK: KEPT add_preclose_acceleration_mag (score: 50.36%)
[2025-11-25T12:17:43.604492] [INFO ] [main      ] KNTK: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:17:43.604596] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open']
[2025-11-25T12:17:43.604740] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:17:43.620169] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:43.620822] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:17:43.621791] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:43.621938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:43.622760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:43.631835] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:17:43.654246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:43.658930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:17:43.660313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:43.707316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:43.709239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:43.710436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:17:43.711235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:43.765692] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:17:43.814099] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:43.937021] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:43.947166] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -2.73% | Symbol ETA: 7m 14s | Global ETA: 14m 31s
[2025-11-25T12:17:43.947467] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:17:43.948335] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:17:43.948479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:43.953566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:43.955501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:43.956091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:44.007904] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:17:44.015299] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: -0.64% | Symbol ETA: 4.8s | Global ETA: 14m 31s
[2025-11-25T12:17:44.015464] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:17:44.016386] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:44.016531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:44.021471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:44.023341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:44.023932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:44.024412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:44.025684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:44.026425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:44.027670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:17:44.047155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:44.049771] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:17:44.190272] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:44.219402] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:44.333915] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:17:44.334190] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -3.64% | Symbol ETA: 13.0s | Global ETA: 14m 31s
[2025-11-25T12:17:44.334352] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:17:44.335760] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:44.335855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:44.336727] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 17.7s | Global ETA: 14m 31s
[2025-11-25T12:17:44.336590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:44.336891] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:17:44.337905] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:44.338047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:44.343020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:44.391080] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:17:44.423574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:44.425420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:44.426610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:17:44.427436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:44.469587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:44.471087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:44.511927] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:44.527559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:44.532419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:17:44.533931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:44.563466] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:44.641343] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 4.2s | Global ETA: 14m 31s
[2025-11-25T12:17:44.641621] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:17:44.642483] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:44.642570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:44.647464] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.76% | Symbol ETA: 7m 13s | Global ETA: 14m 31s
[2025-11-25T12:17:44.647451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:44.647638] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:17:44.648521] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:17:44.648607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:44.649465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:44.650077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:44.650548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:44.651810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:44.652556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:44.653793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:17:44.653963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:44.656035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:44.656566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:44.673101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:44.766859] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:17:44.875748] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:17:44.935551] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:45.013838] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:17:45.014226] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:17:45.041973] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.94% | Symbol ETA: 12.3s | Global ETA: 14m 31s
[2025-11-25T12:17:45.042274] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:17:45.043140] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:45.043282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:45.044077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:45.044443] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:45.128020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:45.130069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:45.131250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:17:45.132051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:45.185980] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:45.187540] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:45.190870] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 1.69% | Symbol ETA: 16.8s | Global ETA: 14m 32s
[2025-11-25T12:17:45.191186] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:17:45.192066] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:45.192207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:45.197124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:45.272128] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 1.91% | Symbol ETA: 3.6s | Global ETA: 14m 32s
[2025-11-25T12:17:45.272254] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:17:45.273050] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:45.273129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:45.277911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:45.279679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:45.280162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:45.280549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:45.281742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:45.282373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:45.283519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:17:45.304399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:45.330893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:45.332331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:45.351708] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.61% | Symbol ETA: 7m 12s | Global ETA: 14m 32s
[2025-11-25T12:17:45.351885] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:17:45.352878] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:17:45.352957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:45.358434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:45.360453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:45.361086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:45.397499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:45.404378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:17:45.406765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:45.476756] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:17:45.645934] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:45.647739] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:17:45.714430] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:17:45.754264] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 0.46% | Symbol ETA: 11.6s | Global ETA: 14m 32s
[2025-11-25T12:17:45.754435] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:17:45.755350] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:45.755774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:45.756483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:45.758328] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:17:45.823532] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:45.844593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:45.846301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:45.847359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:17:45.848068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:45.892193] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:45.906563] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -3.00% | Symbol ETA: 2.9s | Global ETA: 14m 32s
[2025-11-25T12:17:45.940370] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:46.020823] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.91% | Symbol ETA: 7m 12s | Global ETA: 14m 32s
[2025-11-25T12:17:46.021123] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:17:46.021970] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:17:46.022109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:46.026957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:46.028833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:46.029387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:46.084778] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.66%, Actual: 4.72%
[2025-11-25T12:17:46.087300] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 15.9s | Global ETA: 14m 32s
[2025-11-25T12:17:46.087608] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:17:46.088444] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:46.088591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:46.093429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:46.184734] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:17:46.216637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:46.218096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:46.268065] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.46%, Actual: 2.95%
[2025-11-25T12:17:46.274429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:46.279198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:17:46.280737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:46.366187] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:17:46.377560] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:46.451326] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.62%, Actual: 0.61%
[2025-11-25T12:17:46.490303] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.56% | Symbol ETA: 10.9s | Global ETA: 14m 32s
[2025-11-25T12:17:46.490607] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:17:46.491496] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:46.491666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:46.492495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:46.535315] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:46.581140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:46.583412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:46.584758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:17:46.585621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:46.628553] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:17:46.635493] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 2.53%, Actual: 1.35%
[2025-11-25T12:17:46.658217] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 3.18% | Symbol ETA: 7m 11s | Global ETA: 14m 32s
[2025-11-25T12:17:46.658528] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:17:46.659364] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:17:46.659501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:46.664296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:46.666142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:46.666714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:46.815185] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 0.93%
[2025-11-25T12:17:46.815998] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:46.950483] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:17:46.962865] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.96% | Symbol ETA: 15.0s | Global ETA: 14m 32s
[2025-11-25T12:17:46.963179] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:17:46.964020] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:46.964164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:46.969278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:46.998841] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.61%, Actual: 0.88%
[2025-11-25T12:17:47.009807] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:17:47.096888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:47.098214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:47.137289] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:47.154235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:47.159254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:17:47.160931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:47.180690] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:47.182582] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: -0.64%, Actual: 2.44%
[2025-11-25T12:17:47.251704] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 1.49% | Symbol ETA: 10.2s | Global ETA: 14m 32s
[2025-11-25T12:17:47.252013] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:17:47.253004] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:47.253161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:47.254003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:47.306223] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.97% | Symbol ETA: 7m 10s | Global ETA: 14m 32s
[2025-11-25T12:17:47.306526] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:17:47.307400] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:17:47.307540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:47.312439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:47.314315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:47.314890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:47.343754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:47.345976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:47.347316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:17:47.348185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:47.361022] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 0.61%
[2025-11-25T12:17:47.504721] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:17:47.540015] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 1.91%, Actual: 2.94%
[2025-11-25T12:17:47.663168] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:17:47.676981] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:47.715384] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -3.00%, Actual: 0.29%
[2025-11-25T12:17:47.715763] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 34.0551%
[2025-11-25T12:17:47.715929] [INFO ] [main      ] CGAU: DISCARDED add_regime (score: 34.06%)
[2025-11-25T12:17:47.716049] [INFO ] [main      ] CGAU: Testing feature 40/53: add_regime_flags
[2025-11-25T12:17:47.716153] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_regime_flags']
[2025-11-25T12:17:47.716264] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:17:47.730882] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:47.731611] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:17:47.731813] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:17:47.732565] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:47.732663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:47.737480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:47.739325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:47.739959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:47.740431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:47.741699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:47.742402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:47.743531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:47.744662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:47.821949] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 1.22% | Symbol ETA: 14.1s | Global ETA: 14m 32s
[2025-11-25T12:17:47.822395] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:17:47.823223] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:47.823365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:47.828403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:47.839925] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:47.912536] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:47.947787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:47.949001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:47.966922] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 7m 10s | Global ETA: 14m 32s
[2025-11-25T12:17:47.967261] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:17:47.968185] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:17:47.968345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:47.973778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:47.975839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:47.976418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:48.003030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:48.007418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:17:48.008785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:48.021516] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 9.5s | Global ETA: 14m 32s
[2025-11-25T12:17:48.021846] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:17:48.022757] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:48.022904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:48.023731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:48.089728] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:17:48.113682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:48.115859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:48.117180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:17:48.121233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:48.263368] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:48.337750] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:17:48.339453] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.79% | Symbol ETA: 8.2s | Global ETA: 14m 32s
[2025-11-25T12:17:48.339777] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:17:48.340618] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:48.340798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:48.345710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:48.347631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:48.348226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:48.348733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:48.349993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:48.350735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:48.351944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:48.353079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:48.354460] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:17:48.482697] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:17:48.516672] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:48.522427] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:48.644800] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 7m 9s | Global ETA: 14m 33s
[2025-11-25T12:17:48.644976] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:17:48.646007] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:17:48.646100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:48.650394] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:48.652455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:48.654860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:48.655637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:48.666006] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.43% | Symbol ETA: 13.3s | Global ETA: 14m 33s
[2025-11-25T12:17:48.692190] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:17:48.752968] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 0.47% | Symbol ETA: 8.8s | Global ETA: 14m 33s
[2025-11-25T12:17:48.753249] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:17:48.754099] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:48.754239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:48.755029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:48.842417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:48.844598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:48.845882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:17:48.846711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:48.846833] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 3.24%, Actual: 1.04%
[2025-11-25T12:17:48.863169] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:48.937914] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 7.5s | Global ETA: 14m 33s
[2025-11-25T12:17:48.938058] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:17:48.938838] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:48.938917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:48.943681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:48.945449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:48.945969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:48.946368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:48.947544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:48.948191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:48.949366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:48.950403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:49.011948] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:17:49.013995] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 1.19%
[2025-11-25T12:17:49.183390] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.46%, Actual: 1.80%
[2025-11-25T12:17:49.189744] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:49.190565] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:17:49.296339] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:17:49.322812] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.62% | Symbol ETA: 7m 8s | Global ETA: 14m 33s
[2025-11-25T12:17:49.354487] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.04%, Actual: 0.97%
[2025-11-25T12:17:49.372335] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:49.473599] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:49.479429] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 5.04% | Symbol ETA: 8.1s | Global ETA: 14m 33s
[2025-11-25T12:17:49.479735] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:17:49.480576] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:49.480739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:49.481512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:49.502838] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.44%, Actual: 0.70%
[2025-11-25T12:17:49.528409] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 2.38%
[2025-11-25T12:17:49.552620] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.70% | Symbol ETA: 7.0s | Global ETA: 14m 33s
[2025-11-25T12:17:49.552987] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:17:49.553992] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:49.554153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:49.559573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:49.561744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:49.562335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:49.562972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:49.564399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:49.565207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:49.565051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:49.566581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:49.567310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:49.567920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:49.568502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:17:49.569462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:49.682347] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -2.73%, Actual: 0.20%
[2025-11-25T12:17:49.702551] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 1.69%, Actual: 2.00%
[2025-11-25T12:17:49.853364] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.76%, Actual: 2.33%
[2025-11-25T12:17:49.876563] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.44%, Actual: 0.86%
[2025-11-25T12:17:49.911067] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:17:49.911555] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:17:50.031523] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.61%, Actual: 0.97%
[2025-11-25T12:17:50.054679] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.96%, Actual: 0.11%
[2025-11-25T12:17:50.082004] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:50.092054] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:50.174257] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.61% | Symbol ETA: 6.4s | Global ETA: 14m 33s
[2025-11-25T12:17:50.174515] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:17:50.175376] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:50.175518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:50.180472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:50.182293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:50.182944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:50.183429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:50.184690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:50.185501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:50.186717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:50.187893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:50.190538] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -5.97% | Symbol ETA: 7.3s | Global ETA: 14m 33s
[2025-11-25T12:17:50.190852] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:17:50.191693] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:50.191834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:50.192598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:50.212445] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.91%, Actual: 1.23%
[2025-11-25T12:17:50.233394] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 1.22%, Actual: 0.30%
[2025-11-25T12:17:50.277189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:50.279260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:50.280434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:17:50.281222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:50.389385] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 3.18%, Actual: 0.19%
[2025-11-25T12:17:50.422139] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.43%, Actual: 1.77%
[2025-11-25T12:17:50.422485] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 39.3259%
[2025-11-25T12:17:50.422670] [INFO ] [main      ] APD: DISCARDED add_open_reversal_intensity (score: 39.33%)
[2025-11-25T12:17:50.422789] [INFO ] [main      ] APD: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:50.422896] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:17:50.423036] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:17:50.436541] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:50.437118] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:17:50.438076] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:50.438232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:50.443481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:50.552803] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:17:50.572881] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.97%, Actual: 2.22%
[2025-11-25T12:17:50.580206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:50.581780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:50.623840] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:17:50.638721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:50.643311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:50.644909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:50.729416] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:50.756633] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 1.76%
[2025-11-25T12:17:50.798677] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:50.810554] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.97% | Symbol ETA: 5.8s | Global ETA: 14m 33s
[2025-11-25T12:17:50.810868] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:17:50.811729] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:50.811872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:50.817731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:50.819620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:50.820290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:50.820797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:50.822100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:50.822891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:50.824172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:50.825285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:50.910267] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.03% | Symbol ETA: 6.6s | Global ETA: 14m 33s
[2025-11-25T12:17:50.938117] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.29%, Actual: 0.23%
[2025-11-25T12:17:50.998682] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:17:51.083327] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -3.64%, Actual: 3.01%
[2025-11-25T12:17:51.118068] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.62%, Actual: 0.73%
[2025-11-25T12:17:51.118489] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 45.0661%
[2025-11-25T12:17:51.118700] [INFO ] [main      ] AGM: KEPT add_atr (score: 45.07%)
[2025-11-25T12:17:51.118828] [INFO ] [main      ] AGM: Testing feature 3/53: add_atr_10
[2025-11-25T12:17:51.118953] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10']
[2025-11-25T12:17:51.119097] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:17:51.133866] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:51.134461] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:17:51.135431] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:51.135577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:51.141134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:51.143193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:51.143854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:51.144399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:51.169748] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:51.183683] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:17:51.256674] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.94%, Actual: 3.87%
[2025-11-25T12:17:51.319532] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 2.54% | Symbol ETA: 20.2s | Global ETA: 14m 33s
[2025-11-25T12:17:51.319848] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:17:51.320700] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:51.320839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:51.325659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:51.356061] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:51.431802] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 2.47% | Symbol ETA: 5.2s | Global ETA: 14m 33s
[2025-11-25T12:17:51.432093] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:17:51.433337] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:51.433488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:51.435816] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 0.46%, Actual: 0.49%
[2025-11-25T12:17:51.438318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:51.440174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:51.440752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:51.441224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:51.442462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:51.443190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:51.444393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:51.445511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:51.448545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:51.449972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:51.500314] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:17:51.506694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:51.511500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:51.513272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:51.615321] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.56%, Actual: 0.19%
[2025-11-25T12:17:51.678824] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:51.791063] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:17:51.793059] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 1.49%, Actual: 2.33%
[2025-11-25T12:17:51.808864] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 3m 39s | Global ETA: 14m 33s
[2025-11-25T12:17:51.809171] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:17:51.810241] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:51.810380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:51.815871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:51.818113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:51.818695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:51.819214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:51.872011] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:17:51.967316] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:51.980132] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 1.61%
[2025-11-25T12:17:52.042356] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 4.6s | Global ETA: 14m 34s
[2025-11-25T12:17:52.042715] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:17:52.043812] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:52.043979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:52.050423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:52.053045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:52.053958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:52.054556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:52.054907] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:52.056223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:52.057307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:52.059043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:52.060571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:52.151049] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 0.47%, Actual: 0.03%
[2025-11-25T12:17:52.154134] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:17:52.209150] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 19.3s | Global ETA: 14m 34s
[2025-11-25T12:17:52.209457] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:17:52.210378] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:52.210522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:52.215808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:52.318924] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 5.04%, Actual: 0.28%
[2025-11-25T12:17:52.321186] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:52.341711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:52.342983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:52.398373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:52.402984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:52.404575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:52.449075] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:17:52.454171] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.18% | Symbol ETA: 3m 39s | Global ETA: 14m 34s
[2025-11-25T12:17:52.454435] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:17:52.455280] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:52.455422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:52.460402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:52.462248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:52.462828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:52.463342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:52.490626] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -5.97%, Actual: 3.25%
[2025-11-25T12:17:52.622920] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:52.667240] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.03%, Actual: 2.31%
[2025-11-25T12:17:52.667563] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 43.7629%
[2025-11-25T12:17:52.667710] [INFO ] [main      ] KNTK: DISCARDED add_prev_1100_to_open (score: 43.76%)
[2025-11-25T12:17:52.667829] [INFO ] [main      ] KNTK: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:17:52.667934] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_prev_close_to_1100']
[2025-11-25T12:17:52.668066] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:17:52.683842] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:52.684562] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:17:52.685572] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:52.685730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:52.686547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:52.697912] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 4.0s | Global ETA: 14m 34s
[2025-11-25T12:17:52.698233] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:17:52.699122] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:52.699284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:52.704263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:52.706365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:52.707043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:52.707527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:52.708860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:52.709758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:52.711150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:52.712292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:52.744673] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:17:52.777429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:52.779391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:52.780590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:17:52.781428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:52.803979] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:17:52.912790] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:52.975701] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:53.054043] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -6.24% | Symbol ETA: 18.4s | Global ETA: 14m 34s
[2025-11-25T12:17:53.054336] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:17:53.055165] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:53.055306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:53.060030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:53.067038] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:17:53.106244] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 3m 38s | Global ETA: 14m 34s
[2025-11-25T12:17:53.106566] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:17:53.107518] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:53.107674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:53.112531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:53.114426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:53.115053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:53.115576] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:53.130918] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:17:53.179686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:53.180774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:53.235214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:53.239469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:53.241049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:53.245627] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:53.305007] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:53.320352] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.36% | Symbol ETA: 3.3s | Global ETA: 14m 34s
[2025-11-25T12:17:53.320678] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:17:53.321540] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:17:53.321728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:53.326683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:53.328808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:53.329458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:53.329959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:53.331212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:53.331945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:53.333174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:53.334277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:53.418200] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.97% | Symbol ETA: 12.7s | Global ETA: 14m 34s
[2025-11-25T12:17:53.418491] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:17:53.419402] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:53.419546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:53.420347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:53.465930] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:17:53.508070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:53.510206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:53.511376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:17:53.512216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:53.585935] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:17:53.640021] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:53.679720] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:17:53.760374] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:53.773031] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.40% | Symbol ETA: 3m 37s | Global ETA: 14m 34s
[2025-11-25T12:17:53.773341] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:17:53.774194] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:53.774336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:53.779294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:53.781195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:53.781781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:53.782313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:53.852454] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:53.859616] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:17:53.907844] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.26% | Symbol ETA: 17.5s | Global ETA: 14m 34s
[2025-11-25T12:17:53.907998] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:17:53.908806] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:53.908900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:53.913774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:53.924242] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 2.7s | Global ETA: 14m 34s
[2025-11-25T12:17:54.031018] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:54.037777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:54.039193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:54.094687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:54.097616] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.79%, Actual: 4.72%
[2025-11-25T12:17:54.099206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:54.100795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:54.123568] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:17:54.139466] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.27% | Symbol ETA: 12.0s | Global ETA: 14m 34s
[2025-11-25T12:17:54.139634] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:17:54.140626] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:54.140782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:54.141496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:54.229550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:54.231504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:54.232681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:17:54.233463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:54.272517] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.49%, Actual: 2.95%
[2025-11-25T12:17:54.292913] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:54.420912] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.73% | Symbol ETA: 3m 37s | Global ETA: 14m 34s
[2025-11-25T12:17:54.421215] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:17:54.422061] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:54.422201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:54.427090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:54.428903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:54.429468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:54.430026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:54.436038] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:17:54.447305] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.70%, Actual: 0.61%
[2025-11-25T12:17:54.575176] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:17:54.603808] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:54.618355] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.61%, Actual: 1.35%
[2025-11-25T12:17:54.746276] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:54.750047] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -2.44% | Symbol ETA: 16.6s | Global ETA: 14m 34s
[2025-11-25T12:17:54.750195] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:17:54.750955] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:54.751030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:54.755783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:54.768273] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:17:54.787564] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.97%, Actual: 0.93%
[2025-11-25T12:17:54.854415] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.58% | Symbol ETA: 11.2s | Global ETA: 14m 34s
[2025-11-25T12:17:54.854723] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:17:54.855539] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:54.855701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:54.856461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:54.875571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:54.876709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:54.930765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:54.935000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:54.936558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:54.937327] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:54.944281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:54.946091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:54.947338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:17:54.948143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:54.958737] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 2.47%, Actual: 0.88%
[2025-11-25T12:17:55.068742] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 0.67% | Symbol ETA: 3m 36s | Global ETA: 14m 34s
[2025-11-25T12:17:55.069057] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:17:55.069948] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:55.070034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:55.075476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:55.077496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:55.078053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:55.078606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:55.130039] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 2.44%
[2025-11-25T12:17:55.269406] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:17:55.291675] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:17:55.300283] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.61%
[2025-11-25T12:17:55.436558] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:55.439426] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:17:55.463941] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:55.470386] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.36%, Actual: 2.94%
[2025-11-25T12:17:55.574071] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.97% | Symbol ETA: 10.5s | Global ETA: 14m 35s
[2025-11-25T12:17:55.574355] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:17:55.575223] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:55.575386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:55.576173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:55.581330] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 1.85% | Symbol ETA: 15.7s | Global ETA: 14m 35s
[2025-11-25T12:17:55.581621] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:17:55.582496] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:55.582651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:55.587435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:55.621409] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:55.642178] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -0.52%, Actual: 0.29%
[2025-11-25T12:17:55.642532] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 41.0196%
[2025-11-25T12:17:55.642701] [INFO ] [main      ] CGAU: DISCARDED add_regime_flags (score: 41.02%)
[2025-11-25T12:17:55.642769] [INFO ] [main      ] CGAU: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:17:55.642879] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:17:55.643001] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:17:55.656454] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:55.656907] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:17:55.657808] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:17:55.657886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:55.662726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:55.662725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:55.664528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:55.664477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:55.665068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:55.665486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:55.665739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:17:55.666506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:55.666690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:55.667388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:55.668501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:55.668980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:55.670021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:55.671613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:55.672632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:17:55.673319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:55.708833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:55.710068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:55.760031] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 3m 35s | Global ETA: 14m 35s
[2025-11-25T12:17:55.760166] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:17:55.760994] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:55.761097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:55.766261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:55.766324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:55.768249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:55.768801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:55.769330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:55.771128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:55.772634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:56.013226] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:17:56.016330] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:17:56.109674] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:17:56.130144] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:17:56.186212] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:17:56.187241] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:56.266318] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.55% | Symbol ETA: 7.9s | Global ETA: 14m 35s
[2025-11-25T12:17:56.266613] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:17:56.267486] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:17:56.267676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:56.272532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:56.274447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:56.275029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:56.275504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:56.276767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:56.277504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:56.277880] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:56.278750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:56.279335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:56.280433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:56.282104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:56.283313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:17:56.284070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:56.295019] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -1.37% | Symbol ETA: 9.7s | Global ETA: 14m 35s
[2025-11-25T12:17:56.295283] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:17:56.296129] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:56.296269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:56.297076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:56.310335] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:56.384497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:56.386477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:56.387701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:17:56.388506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:56.418691] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -2.01% | Symbol ETA: 14.8s | Global ETA: 14m 35s
[2025-11-25T12:17:56.419002] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:17:56.419854] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:56.419993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:56.424858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:56.442317] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.11% | Symbol ETA: 3m 35s | Global ETA: 14m 35s
[2025-11-25T12:17:56.442661] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:17:56.443588] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:56.443753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:56.449030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:56.451048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:56.451688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:56.452258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:56.544701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:56.545842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:56.600550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:56.604856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:56.606467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:56.622418] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:17:56.731026] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:17:56.791068] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:17:56.813974] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:17:56.876043] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -2.01% | Symbol ETA: 7.3s | Global ETA: 14m 35s
[2025-11-25T12:17:56.876287] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:17:56.877183] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:17:56.877275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:56.882239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:56.884279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:56.884905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:56.885393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:56.886659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:56.887390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:56.888658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:56.889232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:56.890349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:56.892125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:56.893291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:17:56.894060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:56.902277] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:56.944734] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:17:56.991322] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:57.009462] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -0.15% | Symbol ETA: 9.0s | Global ETA: 14m 35s
[2025-11-25T12:17:57.009757] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:17:57.010577] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:57.010743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:57.011505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:57.097881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:57.099748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:57.101190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:17:57.102009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:57.115543] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:57.122580] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 1.20% | Symbol ETA: 3m 34s | Global ETA: 14m 35s
[2025-11-25T12:17:57.122771] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:17:57.123726] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:57.123875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:57.128881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:57.130797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:57.131402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:57.131970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:57.249933] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:17:57.259058] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.89% | Symbol ETA: 14.0s | Global ETA: 14m 35s
[2025-11-25T12:17:57.259370] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:17:57.260202] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:57.260343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:57.265166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:57.383781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:57.384851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:57.422951] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:17:57.438732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:57.443019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:57.444564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:57.449620] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:17:57.482177] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:17:57.505404] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.85% | Symbol ETA: 6.7s | Global ETA: 14m 35s
[2025-11-25T12:17:57.505554] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:17:57.506305] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:17:57.506385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:57.511189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:57.513098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:57.513705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:57.514176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:57.515418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:57.516156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:57.517370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:57.517930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:57.519054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:57.520772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:57.521814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:17:57.522493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:57.620351] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:57.658802] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:57.725918] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.63% | Symbol ETA: 8.3s | Global ETA: 14m 35s
[2025-11-25T12:17:57.726218] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:17:57.727087] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:57.727227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:57.728006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:57.777359] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:17:57.794296] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -3.31% | Symbol ETA: 3m 33s | Global ETA: 14m 35s
[2025-11-25T12:17:57.813904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:57.815939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:57.817117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:17:57.817910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:57.861508] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:17:57.943768] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:57.974852] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.45%, Actual: 0.70%
[2025-11-25T12:17:58.036029] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:17:58.090910] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -0.97% | Symbol ETA: 13.1s | Global ETA: 14m 35s
[2025-11-25T12:17:58.091154] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:17:58.091986] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:17:58.092127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:58.096987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:17:58.119375] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.65% | Symbol ETA: 6.1s | Global ETA: 14m 35s
[2025-11-25T12:17:58.119696] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:17:58.121245] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:17:58.121393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:58.126602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:58.128774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:58.129399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:58.129903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:58.131171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:58.131909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:58.133172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:58.133769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:58.134876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:58.136573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:58.137760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:17:58.138545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:58.148800] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 0.20%
[2025-11-25T12:17:58.163691] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:17:58.216056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:17:58.217092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:17:58.271390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:17:58.275510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:58.277038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:58.323891] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 2.33%
[2025-11-25T12:17:58.335968] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:17:58.445823] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.42% | Symbol ETA: 7.6s | Global ETA: 14m 35s
[2025-11-25T12:17:58.445994] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:17:58.446801] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:58.447063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:58.447953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:58.482712] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:17:58.494247] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.40%, Actual: 0.97%
[2025-11-25T12:17:58.535783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:58.537928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:58.539174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:17:58.540024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:58.612587] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:17:58.651565] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:17:58.723108] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.73%, Actual: 1.23%
[2025-11-25T12:17:58.733668] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.67% | Symbol ETA: 5.5s | Global ETA: 14m 35s
[2025-11-25T12:17:58.733960] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:17:58.734788] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:17:58.734933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:58.739852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:58.741700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:58.742271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:58.742766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:58.744031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:58.744754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:58.745944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:58.746514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:58.747698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:58.749342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:58.750435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:17:58.751197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:58.780085] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:58.886623] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:17:58.900188] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 0.67%, Actual: 0.19%
[2025-11-25T12:17:58.920629] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.81% | Symbol ETA: 12.2s | Global ETA: 14m 36s
[2025-11-25T12:17:59.057794] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:17:59.077079] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.80%, Actual: 2.22%
[2025-11-25T12:17:59.096231] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:17:59.098107] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 2.54%, Actual: 1.04%
[2025-11-25T12:17:59.164401] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.67% | Symbol ETA: 6.9s | Global ETA: 14m 36s
[2025-11-25T12:17:59.164549] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:17:59.165839] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:17:59.165914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:17:59.166595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:17:59.250508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:17:59.252237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:59.252908] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.11%, Actual: 1.76%
[2025-11-25T12:17:59.253456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:17:59.254180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:59.268333] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 1.19%
[2025-11-25T12:17:59.282330] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:17:59.364963] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.09% | Symbol ETA: 4.8s | Global ETA: 14m 36s
[2025-11-25T12:17:59.365115] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:17:59.365893] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:17:59.365973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:59.370832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:59.372735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:59.373243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:59.373633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:17:59.374834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:17:59.375508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:17:59.376658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:17:59.377144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:17:59.378206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:17:59.379872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:17:59.380923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:17:59.381613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:59.424435] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 1.20%, Actual: 0.23%
[2025-11-25T12:17:59.437936] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -6.24%, Actual: 1.80%
[2025-11-25T12:17:59.600531] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:17:59.602130] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -3.31%, Actual: 0.73%
[2025-11-25T12:17:59.602537] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 38.3504%
[2025-11-25T12:17:59.602684] [INFO ] [main      ] AGM: DISCARDED add_atr_10 (score: 38.35%)
[2025-11-25T12:17:59.602797] [INFO ] [main      ] AGM: Testing feature 4/53: add_atr_5
[2025-11-25T12:17:59.602903] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5']
[2025-11-25T12:17:59.603013] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:17:59.613122] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.26%, Actual: 0.97%
[2025-11-25T12:17:59.617451] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:17:59.618150] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:17:59.619059] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:17:59.619149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:17:59.624048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:17:59.625895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:17:59.626376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:17:59.626786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:17:59.752297] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:17:59.773733] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:17:59.784686] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -2.44%, Actual: 2.38%
[2025-11-25T12:17:59.878454] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.68% | Symbol ETA: 6.1s | Global ETA: 14m 36s
[2025-11-25T12:17:59.934621] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:17:59.954833] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 1.85%, Actual: 2.00%
[2025-11-25T12:17:59.980837] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:18:00.020187] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: -1.52% | Symbol ETA: 4.2s | Global ETA: 14m 36s
[2025-11-25T12:18:00.020338] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:18:00.021127] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:18:00.021209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:00.026238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:00.028446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:00.029104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:00.029611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:00.031133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:00.032059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:00.033526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:00.034103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:18:00.035478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:18:00.037235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:00.038662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:18:00.039623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:00.053333] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.97%, Actual: 3.01%
[2025-11-25T12:18:00.122522] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -2.01%, Actual: 0.86%
[2025-11-25T12:18:00.165823] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:00.229393] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.27%, Actual: 3.87%
[2025-11-25T12:18:00.310713] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.44% | Symbol ETA: 2m 25s | Global ETA: 14m 36s
[2025-11-25T12:18:00.311007] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:18:00.311939] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:18:00.312081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:00.317147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:00.319100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:00.319712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:00.320200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:00.407077] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:18:00.412392] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.89%, Actual: 0.11%
[2025-11-25T12:18:00.415340] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.58%, Actual: 0.49%
[2025-11-25T12:18:00.626350] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:00.638063] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.97%, Actual: 0.19%
[2025-11-25T12:18:00.658632] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -0.97%, Actual: 0.30%
[2025-11-25T12:18:00.779812] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.09% | Symbol ETA: 3.7s | Global ETA: 14m 36s
[2025-11-25T12:18:00.779965] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:18:00.780765] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:18:00.780845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:00.791960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:00.793918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:00.794438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:00.797881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:00.799153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:00.799888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:00.804098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:00.804563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:18:00.805660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:18:00.810382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:00.811459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:18:00.812225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:00.836756] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.81%, Actual: 1.77%
[2025-11-25T12:18:00.836968] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 43.4608%
[2025-11-25T12:18:00.837087] [INFO ] [main      ] APD: DISCARDED add_open_vs_close_liquidity_ratio (score: 43.46%)
[2025-11-25T12:18:00.837135] [INFO ] [main      ] APD: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:18:00.837174] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_open_vs_prev_range_position']
[2025-11-25T12:18:00.837259] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:18:00.849901] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:00.850587] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:18:00.851602] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:00.851730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:00.856679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:00.870793] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:18:00.897229] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -1.37%, Actual: 2.33%
[2025-11-25T12:18:00.988674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:00.989871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:01.046232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:01.050659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:18:01.053504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:01.081858] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:01.115639] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -0.15%, Actual: 1.61%
[2025-11-25T12:18:01.231889] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:18:01.299160] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.63%, Actual: 0.03%
[2025-11-25T12:18:01.341776] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -2.73% | Symbol ETA: 2m 25s | Global ETA: 14m 36s
[2025-11-25T12:18:01.342022] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:18:01.342863] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:18:01.343002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:01.347938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:01.349771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:01.350327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:01.350817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:01.398252] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:18:01.410985] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:01.475907] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.42%, Actual: 0.28%
[2025-11-25T12:18:01.495730] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 3.0s | Global ETA: 14m 36s
[2025-11-25T12:18:01.496043] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:18:01.496926] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:18:01.497104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:01.502761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:01.504903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:01.505573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:01.506083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:01.507425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:01.508279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:01.509638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:01.510229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:18:01.511467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:18:01.513309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:01.514454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:18:01.515277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:01.583821] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:01.673436] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.67%, Actual: 3.25%
[2025-11-25T12:18:01.697708] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:18:01.753199] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.26% | Symbol ETA: 19.4s | Global ETA: 14m 36s
[2025-11-25T12:18:01.753535] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:18:01.754301] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:01.754567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:01.759385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:01.853111] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.68%, Actual: 2.31%
[2025-11-25T12:18:01.853352] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 40.6430%
[2025-11-25T12:18:01.853448] [INFO ] [main      ] KNTK: DISCARDED add_prev_close_to_1100 (score: 40.64%)
[2025-11-25T12:18:01.853497] [INFO ] [main      ] KNTK: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:18:01.853534] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_prev_close_to_open']
[2025-11-25T12:18:01.853573] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:18:01.870027] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:01.870524] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:18:01.871164] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:18:01.871859] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:01.871975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:01.872797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:01.877176] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:01.888983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:01.890200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:01.962270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:01.966433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:01.967753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:18:01.968405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:01.969573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:18:01.970334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:01.971523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:02.009420] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.76% | Symbol ETA: 2m 24s | Global ETA: 14m 36s
[2025-11-25T12:18:02.009690] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:18:02.010728] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:18:02.010866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:02.016104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:02.018295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:02.019059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:02.019737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:02.126770] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:02.214920] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 2.4s | Global ETA: 14m 36s
[2025-11-25T12:18:02.321828] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:18:02.329507] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:18:02.363383] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:18:02.394687] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.55%, Actual: 4.72%
[2025-11-25T12:18:02.494537] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:02.502633] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:02.531472] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:02.602427] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -2.01%, Actual: 2.95%
[2025-11-25T12:18:02.606895] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -0.85% | Symbol ETA: 12.4s | Global ETA: 14m 37s
[2025-11-25T12:18:02.607217] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:18:02.608080] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:02.608225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:02.609023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:02.662062] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 2.37% | Symbol ETA: 18.5s | Global ETA: 14m 37s
[2025-11-25T12:18:02.662356] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:18:02.663210] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:02.663352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:02.663393] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.61% | Symbol ETA: 2m 23s | Global ETA: 14m 37s
[2025-11-25T12:18:02.663528] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:18:02.664326] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:18:02.664414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:02.668498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:02.669166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:02.671112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:02.671679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:02.672150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:02.698880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:02.700935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:02.702159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:18:02.702922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:02.786542] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.85%, Actual: 0.61%
[2025-11-25T12:18:02.796791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:02.798359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:02.860139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:02.864794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:18:02.867815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:02.961872] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.65%, Actual: 1.35%
[2025-11-25T12:18:03.008771] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:18:03.059811] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:18:03.135918] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.67%, Actual: 0.93%
[2025-11-25T12:18:03.176779] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:03.216191] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:18:03.232057] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:03.299583] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.91% | Symbol ETA: 2m 22s | Global ETA: 14m 37s
[2025-11-25T12:18:03.299898] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:18:03.300778] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:18:03.300919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:03.305872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:03.307917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:03.308426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:03.308929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:03.308792] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.09%, Actual: 0.88%
[2025-11-25T12:18:03.341936] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 2.33% | Symbol ETA: 11.6s | Global ETA: 14m 37s
[2025-11-25T12:18:03.342247] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:18:03.343192] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:03.343348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:03.344158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:03.389357] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:03.434037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:03.436142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:03.437355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:18:03.438104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:03.484986] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 2.44%
[2025-11-25T12:18:03.544348] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -5.51% | Symbol ETA: 17.5s | Global ETA: 14m 37s
[2025-11-25T12:18:03.544665] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:18:03.545489] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:03.545634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:03.550526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:03.648619] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:18:03.659467] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.09%, Actual: 0.61%
[2025-11-25T12:18:03.685517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:03.686857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:03.743729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:03.748505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:18:03.751527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:03.785514] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:18:03.817863] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:03.832667] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 1.52%, Actual: 2.94%
[2025-11-25T12:18:03.939854] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 3.18% | Symbol ETA: 2m 21s | Global ETA: 14m 37s
[2025-11-25T12:18:03.940148] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:18:03.940991] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:18:03.941130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:03.946014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:03.947876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:03.948461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:03.948950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:03.963091] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:04.005311] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -0.63%, Actual: 0.29%
[2025-11-25T12:18:04.005719] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 56.8060%
[2025-11-25T12:18:04.005881] [INFO ] [main      ] CGAU: DISCARDED add_return_volume_nonlinearity_proxies (score: 56.81%)
[2025-11-25T12:18:04.006008] [INFO ] [main      ] CGAU: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:18:04.006117] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_shelf_lag']
[2025-11-25T12:18:04.006238] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:18:04.020990] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:04.021681] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:18:04.022618] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:04.022826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:04.027942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:04.029968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:04.030563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:04.031079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:04.032394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:04.033227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:04.034463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:18:04.035744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:04.072290] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -2.40% | Symbol ETA: 10.9s | Global ETA: 14m 37s
[2025-11-25T12:18:04.072603] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:18:04.073453] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:04.073599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:04.074402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:04.100617] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:18:04.164193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:04.166318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:04.167539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:18:04.168363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:04.274368] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:04.288107] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:18:04.408172] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:18:04.428892] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 16.6s | Global ETA: 14m 37s
[2025-11-25T12:18:04.429201] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:18:04.430101] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:04.430247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:04.435344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:04.456304] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:04.529746] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:18:04.560667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:04.562097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:04.582159] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.97% | Symbol ETA: 2m 21s | Global ETA: 14m 37s
[2025-11-25T12:18:04.582462] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:18:04.583291] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:18:04.583431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:04.587173] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:04.588340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:04.590173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:04.590741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:04.591208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:04.617414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:04.622237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:18:04.625336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:04.717336] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:04.746561] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.28% | Symbol ETA: 8.8s | Global ETA: 14m 37s
[2025-11-25T12:18:04.746744] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:18:04.747573] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:04.747688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:04.752673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:04.754552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:04.755266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:04.755787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:04.757095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:04.757849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:04.759287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:18:04.760727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:04.829234] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -3.92% | Symbol ETA: 10.2s | Global ETA: 14m 37s
[2025-11-25T12:18:04.829547] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:18:04.830528] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:04.830720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:04.831569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:04.921838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:04.924057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:04.925255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:18:04.926221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:04.927812] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:18:04.980777] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:18:05.095580] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:05.110096] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:18:05.151325] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:05.218862] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 2m 20s | Global ETA: 14m 37s
[2025-11-25T12:18:05.219146] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:18:05.219997] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:18:05.220138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:05.224987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:05.226828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:05.227402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:05.227901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:05.286399] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:05.308286] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.38% | Symbol ETA: 15.7s | Global ETA: 14m 37s
[2025-11-25T12:18:05.308460] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:18:05.309409] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:05.309551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:05.314513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:05.314724] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:18:05.437432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:05.438919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:05.445791] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.61% | Symbol ETA: 7.9s | Global ETA: 14m 37s
[2025-11-25T12:18:05.446089] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:18:05.447172] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:05.447317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:05.452319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:05.454353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:05.454993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:05.455481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:05.456768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:05.457502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:05.458810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:18:05.460049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:05.488055] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:05.497279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:05.502534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:18:05.505999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:05.562989] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:18:05.595317] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 9.5s | Global ETA: 14m 37s
[2025-11-25T12:18:05.595660] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:18:05.596517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:05.596681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:05.597474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:05.684790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:05.686938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:05.688308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:18:05.689090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:05.734876] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:05.808204] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:18:05.860775] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 2m 19s | Global ETA: 14m 38s
[2025-11-25T12:18:05.861048] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:18:05.862270] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:18:05.862409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:05.867266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:05.869339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:05.869915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:05.870395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:05.875312] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:18:05.983984] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:06.045927] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:18:06.048686] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:06.142630] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.72% | Symbol ETA: 7.2s | Global ETA: 14m 38s
[2025-11-25T12:18:06.142798] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:18:06.143601] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:06.143701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:06.148734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:06.150760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:06.151315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:06.151946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:06.153270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:06.154042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:06.155279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:18:06.156461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:06.215138] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 14.8s | Global ETA: 14m 38s
[2025-11-25T12:18:06.215305] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:18:06.216140] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:06.216369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:06.218287] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:18:06.221369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:06.240128] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:06.341755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:06.343143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:06.349862] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 8.7s | Global ETA: 14m 38s
[2025-11-25T12:18:06.350174] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:18:06.351073] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:06.351216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:06.352039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:06.389474] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:06.398161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:06.402845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:18:06.406285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:06.442417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:06.444329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:06.445589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:18:06.446408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:06.511846] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:18:06.520705] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.62% | Symbol ETA: 2m 19s | Global ETA: 14m 38s
[2025-11-25T12:18:06.688795] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:06.690550] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.44%, Actual: 0.70%
[2025-11-25T12:18:06.752040] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:18:06.808439] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:18:06.847762] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 6.5s | Global ETA: 14m 38s
[2025-11-25T12:18:06.848065] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:18:06.848921] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:06.849065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:06.853968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:06.855986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:06.856507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:06.857041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:06.858295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:06.859041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:06.859285] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -2.73%, Actual: 0.20%
[2025-11-25T12:18:06.860268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:18:06.861418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:06.927335] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:06.993497] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:07.040805] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.76%, Actual: 2.33%
[2025-11-25T12:18:07.084353] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 13.9s | Global ETA: 14m 38s
[2025-11-25T12:18:07.084664] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:18:07.085481] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:07.085624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:07.090482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:07.108685] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 8.0s | Global ETA: 14m 38s
[2025-11-25T12:18:07.108977] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:18:07.109850] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:07.109996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:07.110787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:07.209384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:07.210300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:07.210671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:07.213088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:07.214618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:18:07.215846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:07.216847] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:18:07.229195] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.61%, Actual: 0.97%
[2025-11-25T12:18:07.265255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:07.269803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:18:07.272743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:07.390980] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:07.410439] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.91%, Actual: 1.23%
[2025-11-25T12:18:07.548115] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: 0.40% | Symbol ETA: 5.8s | Global ETA: 14m 38s
[2025-11-25T12:18:07.548279] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:18:07.549194] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:07.549336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:07.554295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:07.556216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:07.556804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:07.557299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:07.558537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:07.559268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:07.560475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:18:07.561683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:07.581760] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:18:07.603906] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 3.18%, Actual: 0.19%
[2025-11-25T12:18:07.613371] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:18:07.756991] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:07.783270] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:07.794738] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.97%, Actual: 2.22%
[2025-11-25T12:18:07.869943] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 4.07% | Symbol ETA: 7.2s | Global ETA: 14m 38s
[2025-11-25T12:18:07.870254] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:18:07.871224] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:07.871376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:07.872237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:07.907491] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:18:07.929780] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.94% | Symbol ETA: 13.0s | Global ETA: 14m 38s
[2025-11-25T12:18:07.930076] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:18:07.930936] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:07.931079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:07.935900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:07.964823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:07.967231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:07.968870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:18:07.970093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:07.982779] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 1.76%
[2025-11-25T12:18:08.060002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:08.061407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:08.081897] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:08.116587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:08.121354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:18:08.124707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:08.163156] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.29%, Actual: 0.23%
[2025-11-25T12:18:08.239823] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: -0.95% | Symbol ETA: 5.1s | Global ETA: 14m 38s
[2025-11-25T12:18:08.240116] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:18:08.241122] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:08.241265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:08.246323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:08.248779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:08.249377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:08.249884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:08.251187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:08.252144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:08.253800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:18:08.255100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:08.334162] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:18:08.351119] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.62%, Actual: 0.73%
[2025-11-25T12:18:08.351558] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 45.0661%
[2025-11-25T12:18:08.351746] [INFO ] [main      ] AGM: KEPT add_atr_5 (score: 45.07%)
[2025-11-25T12:18:08.351886] [INFO ] [main      ] AGM: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T12:18:08.352003] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T12:18:08.352119] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:18:08.366735] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:08.367402] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:18:08.368348] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:08.368502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:08.373951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:08.375981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:08.376568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:08.377238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:08.378250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:08.479696] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:18:08.506029] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:08.611726] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:18:08.612817] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.72% | Symbol ETA: 6.5s | Global ETA: 14m 38s
[2025-11-25T12:18:08.612961] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:18:08.613946] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:08.614171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:08.615136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:08.653439] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:08.704226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:08.706315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:08.707518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:18:08.708327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:08.746107] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:18:08.790596] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:08.807090] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -1.48% | Symbol ETA: 12.1s | Global ETA: 14m 38s
[2025-11-25T12:18:08.807398] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:18:08.808309] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:08.808458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:08.814110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:08.929628] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:08.937982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:08.939311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:08.950226] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: -0.62% | Symbol ETA: 4.4s | Global ETA: 14m 38s
[2025-11-25T12:18:08.950534] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:18:08.951394] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:08.951537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:08.956616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:08.958589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:08.959212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:08.959874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:08.961371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:08.962112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:08.963455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:18:08.965090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:09.008999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:09.015490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:18:09.019927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:09.062176] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:18:09.066205] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -0.96% | Symbol ETA: 1m 51s | Global ETA: 14m 38s
[2025-11-25T12:18:09.066529] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:18:09.067435] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:09.067770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:09.073197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:09.075506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:09.076240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:09.076869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:09.077873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:09.234475] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:09.327458] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:18:09.353368] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.07% | Symbol ETA: 5.7s | Global ETA: 14m 39s
[2025-11-25T12:18:09.373537] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:18:09.436372] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:18:09.503341] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:09.527966] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -0.85%, Actual: 3.01%
[2025-11-25T12:18:09.544052] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:09.615352] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:09.660430] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 3.7s | Global ETA: 14m 39s
[2025-11-25T12:18:09.660768] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:18:09.661730] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:09.661881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:09.667112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:09.669269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:09.670101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:09.670769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:09.672273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:09.673268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:09.675024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:18:09.676548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:09.689395] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 11.2s | Global ETA: 14m 39s
[2025-11-25T12:18:09.706558] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 2.33%, Actual: 3.87%
[2025-11-25T12:18:09.749783] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 1m 51s | Global ETA: 14m 39s
[2025-11-25T12:18:09.750113] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:18:09.751051] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:09.751196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:09.756853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:09.758823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:09.759428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:09.759937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:09.760776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:09.859198] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.26%, Actual: 1.04%
[2025-11-25T12:18:09.886480] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -2.40%, Actual: 0.49%
[2025-11-25T12:18:10.030435] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 2.37%, Actual: 1.19%
[2025-11-25T12:18:10.035732] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:18:10.068291] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -3.92%, Actual: 0.19%
[2025-11-25T12:18:10.101046] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:18:10.201205] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -5.51%, Actual: 1.80%
[2025-11-25T12:18:10.214011] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:10.249830] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.80%, Actual: 2.33%
[2025-11-25T12:18:10.269385] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:10.370488] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 2.9s | Global ETA: 14m 39s
[2025-11-25T12:18:10.370814] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:18:10.371685] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:10.371828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:10.376896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:10.378887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:10.379486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:10.379996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:10.381309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:10.382077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:10.383377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:18:10.384071] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.97%
[2025-11-25T12:18:10.384758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:10.400807] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.32% | Symbol ETA: 1m 50s | Global ETA: 14m 39s
[2025-11-25T12:18:10.401112] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:18:10.402009] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:10.402154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:10.407370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:10.409464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:10.410061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:10.410550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:10.411391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:10.434853] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 1.61%
[2025-11-25T12:18:10.551078] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.38%, Actual: 2.38%
[2025-11-25T12:18:10.609459] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.03%
[2025-11-25T12:18:10.718958] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 2.00%
[2025-11-25T12:18:10.738510] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:18:10.770470] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:18:10.799462] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 4.07%, Actual: 0.28%
[2025-11-25T12:18:10.892257] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.86%
[2025-11-25T12:18:10.920583] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:10.961375] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:10.975177] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.72%, Actual: 3.25%
[2025-11-25T12:18:11.060318] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.94%, Actual: 0.11%
[2025-11-25T12:18:11.075725] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.02% | Symbol ETA: 2.2s | Global ETA: 14m 39s
[2025-11-25T12:18:11.097337] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 1.26% | Symbol ETA: 1m 49s | Global ETA: 14m 39s
[2025-11-25T12:18:11.097495] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:18:11.098329] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:11.098415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:11.103427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:11.105670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:11.106326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:11.106869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:11.107773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:11.148739] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.07%, Actual: 2.31%
[2025-11-25T12:18:11.149137] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 32.1098%
[2025-11-25T12:18:11.149323] [INFO ] [main      ] KNTK: DISCARDED add_prev_close_to_open (score: 32.11%)
[2025-11-25T12:18:11.149450] [INFO ] [main      ] KNTK: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:18:11.149563] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_prior_day_tail_pressure']
[2025-11-25T12:18:11.149695] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:18:11.228016] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -1.48%, Actual: 0.30%
[2025-11-25T12:18:11.252879] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.28%, Actual: 4.72%
[2025-11-25T12:18:11.370075] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:11.371329] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:18:11.372508] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:11.372721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:11.373702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:11.398871] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.66%, Actual: 1.77%
[2025-11-25T12:18:11.399129] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 36.5135%
[2025-11-25T12:18:11.399234] [INFO ] [main      ] APD: DISCARDED add_open_vs_prev_range_position (score: 36.51%)
[2025-11-25T12:18:11.399285] [INFO ] [main      ] APD: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:18:11.399324] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_overnight_gap_amplitude']
[2025-11-25T12:18:11.399369] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:18:11.412211] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:11.412772] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:18:11.413697] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:11.413774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:11.418597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:11.428010] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.61%, Actual: 2.95%
[2025-11-25T12:18:11.466349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:11.467871] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:18:11.468621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:11.469783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:18:11.472752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:11.541112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:11.542526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:11.598786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:11.603285] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.72%, Actual: 0.61%
[2025-11-25T12:18:11.603513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:18:11.604291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:11.646739] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:11.779698] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 1.35%
[2025-11-25T12:18:11.781942] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.52% | Symbol ETA: 1m 48s | Global ETA: 14m 39s
[2025-11-25T12:18:11.782252] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:18:11.783275] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:11.783429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:11.788895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:11.791361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:11.792131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:11.792583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:11.793562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:11.846065] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:18:11.953428] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:18:11.956460] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: 0.40%, Actual: 0.93%
[2025-11-25T12:18:12.036772] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:12.136777] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:12.138562] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: -0.95%, Actual: 0.88%
[2025-11-25T12:18:12.148882] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:18:12.165122] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.52% | Symbol ETA: 12.5s | Global ETA: 14m 39s
[2025-11-25T12:18:12.165465] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:18:12.166498] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:12.166692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:12.167833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:12.267104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:12.269455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:12.270909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:18:12.274193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:12.301781] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 2.99% | Symbol ETA: 18.6s | Global ETA: 14m 39s
[2025-11-25T12:18:12.301947] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:18:12.302930] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:12.303022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:12.308769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:12.316064] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: -0.62%, Actual: 2.44%
[2025-11-25T12:18:12.318731] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:12.440972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:12.442252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:12.443591] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.37% | Symbol ETA: 1m 48s | Global ETA: 14m 39s
[2025-11-25T12:18:12.443913] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:18:12.444766] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:12.444903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:12.449881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:12.451837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:12.452414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:12.452922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:12.453709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:12.494860] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.61%
[2025-11-25T12:18:12.500102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:12.505106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:18:12.506138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:12.670861] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 2.94%
[2025-11-25T12:18:12.679551] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:18:12.802322] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:18:12.847510] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.02%, Actual: 0.29%
[2025-11-25T12:18:12.847827] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 33.7809%
[2025-11-25T12:18:12.848108] [INFO ] [main      ] CGAU: DISCARDED add_shelf_lag (score: 33.78%)
[2025-11-25T12:18:12.848233] [INFO ] [main      ] CGAU: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:18:12.848343] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_signed_carry_history_11']
[2025-11-25T12:18:12.848455] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:18:12.853506] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:18:12.858328] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:12.863886] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:12.864377] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:18:12.865472] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:12.865551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:12.870406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:12.872507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:12.873194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:12.873712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:12.875022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:12.875867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:12.877203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:18:12.878714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:12.971674] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:12.989671] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.48% | Symbol ETA: 11.8s | Global ETA: 14m 40s
[2025-11-25T12:18:12.990034] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:18:12.991321] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:12.991482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:12.992399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:13.029668] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:13.093633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:13.095928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:13.097180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:18:13.099913] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 1m 47s | Global ETA: 14m 40s
[2025-11-25T12:18:13.100223] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:18:13.100535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:13.101098] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:13.101190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:13.106032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:13.107970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:13.108530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:13.109027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:13.109880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:13.183168] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 17.6s | Global ETA: 14m 40s
[2025-11-25T12:18:13.183497] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:18:13.184324] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:13.184467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:13.189321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:13.242215] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:18:13.310939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:13.312336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:13.367590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:13.372364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:18:13.373158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:13.417359] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:13.451598] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:18:13.481039] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:18:13.495796] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.46% | Symbol ETA: 7.8s | Global ETA: 14m 40s
[2025-11-25T12:18:13.496094] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:18:13.496965] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:13.497134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:13.502062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:13.503955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:13.504524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:13.505024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:13.506288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:13.507043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:13.508251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:18:13.509711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:13.627855] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:13.668671] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:13.713184] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:18:13.750996] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 1m 46s | Global ETA: 14m 40s
[2025-11-25T12:18:13.751291] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:18:13.752147] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:13.752288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:13.757146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:13.758993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:13.759548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:13.760043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:13.760872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:13.782768] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -4.34% | Symbol ETA: 11.0s | Global ETA: 14m 40s
[2025-11-25T12:18:13.783075] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:18:13.783946] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:13.784093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:13.784930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:13.855997] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:18:13.876009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:13.878284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:13.879581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:18:13.880926] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:13.882685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:14.029418] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:14.029949] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.11% | Symbol ETA: 16.7s | Global ETA: 14m 40s
[2025-11-25T12:18:14.030256] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:18:14.031046] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:14.031186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:14.035961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:14.100213] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:18:14.109138] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 7.1s | Global ETA: 14m 40s
[2025-11-25T12:18:14.109441] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:18:14.110303] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:14.110449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:14.115465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:14.117376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:14.117966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:14.118435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:14.119842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:14.120552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:14.122040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:18:14.123474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:14.159425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:14.161035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:14.217944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:14.222699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:18:14.223517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:14.283170] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:18:14.296126] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:14.447149] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 1.49% | Symbol ETA: 1m 46s | Global ETA: 14m 40s
[2025-11-25T12:18:14.447486] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:18:14.448747] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:14.448933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:14.455226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:14.457916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:14.458634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:14.459237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:14.460391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:14.502101] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:14.506987] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:18:14.594862] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:18:14.649964] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.54% | Symbol ETA: 10.3s | Global ETA: 14m 40s
[2025-11-25T12:18:14.650182] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:18:14.651310] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:14.651419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:14.652327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:14.755618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:14.758372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:14.759901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:18:14.762252] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:14.763620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:14.807151] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:14.871144] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.89% | Symbol ETA: 6.8s | Global ETA: 14m 40s
[2025-11-25T12:18:14.871505] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:18:14.872828] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:14.873020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:14.879592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:14.882322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:14.882996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:14.883612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:14.885186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:14.886083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:14.887635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:18:14.889431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:14.901296] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:18:15.009092] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 16.0s | Global ETA: 14m 40s
[2025-11-25T12:18:15.009331] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:18:15.010765] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:15.011057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:15.018971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:15.149528] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:15.199126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:15.200949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:15.293484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:15.301683] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -3.64% | Symbol ETA: 1m 45s | Global ETA: 14m 40s
[2025-11-25T12:18:15.312813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:18:15.313873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:15.317959] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:18:15.355632] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:18:15.503716] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -0.96%, Actual: 0.70%
[2025-11-25T12:18:15.514101] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:15.559437] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:15.634582] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.39% | Symbol ETA: 9.6s | Global ETA: 14m 40s
[2025-11-25T12:18:15.634910] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:18:15.635917] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:15.636076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:15.637079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:15.641807] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.01% | Symbol ETA: 6.3s | Global ETA: 14m 40s
[2025-11-25T12:18:15.641981] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:18:15.642901] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:15.643120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:15.648113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:15.650049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:15.650620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:15.651160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:15.652413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:15.653146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:15.654353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:18:15.655802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:15.702402] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 0.20%
[2025-11-25T12:18:15.704414] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:18:15.741741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:15.744066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:15.745911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:18:15.749124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:15.888583] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:15.903903] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 2.33%
[2025-11-25T12:18:16.003368] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:18:16.050451] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 0.76% | Symbol ETA: 15.2s | Global ETA: 14m 41s
[2025-11-25T12:18:16.050775] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:18:16.051751] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:16.051895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:16.057858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:16.086914] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 1.26%, Actual: 0.97%
[2025-11-25T12:18:16.139834] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:18:16.182234] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:16.185778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:16.187316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:16.242703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:16.247852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:18:16.248828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:16.258043] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.52%, Actual: 1.23%
[2025-11-25T12:18:16.259398] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.27% | Symbol ETA: 5.5s | Global ETA: 14m 41s
[2025-11-25T12:18:16.259717] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:18:16.260591] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:16.260759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:16.265618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:16.267566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:16.268147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:16.268626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:16.269901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:16.270618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:16.271861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:18:16.273286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:16.325356] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:16.429126] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.37%, Actual: 0.19%
[2025-11-25T12:18:16.441336] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 8.7s | Global ETA: 14m 41s
[2025-11-25T12:18:16.441663] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:18:16.442515] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:16.442675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:16.443452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:16.537547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:16.539796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:16.541091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:18:16.544417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:16.608682] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 2.22%
[2025-11-25T12:18:16.618810] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:18:16.630796] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:18:16.780366] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 1.76%
[2025-11-25T12:18:16.800398] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:16.825964] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:16.881717] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.18% | Symbol ETA: 4.8s | Global ETA: 14m 41s
[2025-11-25T12:18:16.881870] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:18:16.882630] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:16.882728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:16.887629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:16.889586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:16.890144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:16.890542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:16.891765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:16.892416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:16.893597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:18:16.894994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:16.927248] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:18:16.955875] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 1.49%, Actual: 0.23%
[2025-11-25T12:18:16.973113] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 1.10% | Symbol ETA: 14.3s | Global ETA: 14m 41s
[2025-11-25T12:18:16.973263] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:18:16.974055] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:16.974130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:16.979028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:17.099811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:17.101051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:17.114562] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:17.131493] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -3.64%, Actual: 0.73%
[2025-11-25T12:18:17.131820] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 28.2436%
[2025-11-25T12:18:17.131911] [INFO ] [main      ] AGM: DISCARDED add_close_to_open_alignment (score: 28.24%)
[2025-11-25T12:18:17.131980] [INFO ] [main      ] AGM: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T12:18:17.132038] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T12:18:17.132100] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:18:17.148940] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:17.149542] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:18:17.150560] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:17.150675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:17.156159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:17.157244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:17.159588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:17.160171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:17.160613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:17.160767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:18:17.161407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:17.161562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:17.231994] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -2.72% | Symbol ETA: 7.9s | Global ETA: 14m 41s
[2025-11-25T12:18:17.232294] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:18:17.233262] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:17.233427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:17.234331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:17.242973] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:18:17.328815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:17.331095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:17.332287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:18:17.335255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:17.422125] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:17.501793] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:18:17.505607] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 4.1s | Global ETA: 14m 41s
[2025-11-25T12:18:17.505784] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:18:17.506627] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:17.506739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:17.512434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:17.514868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:17.515474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:17.516092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:17.517581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:17.518361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:17.519711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:18:17.521258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:17.549392] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:18:17.676917] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:17.711706] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:18:17.726352] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:17.829346] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 1.13% | Symbol ETA: 13.3s | Global ETA: 14m 41s
[2025-11-25T12:18:17.829521] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:18:17.830499] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:17.830738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:17.835870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:17.858725] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.57% | Symbol ETA: 1m 29s | Global ETA: 14m 41s
[2025-11-25T12:18:17.859029] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:18:17.859889] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:17.860031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:17.864955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:17.866942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:17.867553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:17.868065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:17.869057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:17.898406] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:18:17.899848] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:17.958962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:17.960193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:18.013934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:18.015328] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 4.27% | Symbol ETA: 7.0s | Global ETA: 14m 41s
[2025-11-25T12:18:18.015678] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:18:18.016592] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:18.016760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:18.017634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:18.018516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:18:18.019337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:18.084275] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:18.111113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:18.113416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:18.114777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:18:18.118276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:18.168947] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.31% | Symbol ETA: 3.4s | Global ETA: 14m 41s
[2025-11-25T12:18:18.169260] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:18:18.170397] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:18.170553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:18.176051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:18.178493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:18.179176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:18.179709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:18.181081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:18.181847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:18.183369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:18:18.184948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:18.225062] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:18:18.366170] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:18:18.412919] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:18.497267] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:18:18.533669] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:18.557230] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.43% | Symbol ETA: 1m 28s | Global ETA: 14m 41s
[2025-11-25T12:18:18.557582] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:18:18.558595] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:18.558803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:18.559019] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:18:18.565533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:18.568400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:18.569087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:18.569768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:18.571101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:18.672288] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -1.35% | Symbol ETA: 12.4s | Global ETA: 14m 41s
[2025-11-25T12:18:18.672477] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:18:18.673261] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:18.673482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:18.678261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:18.696366] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:18.751220] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:18.797906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:18.799271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:18.822986] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -4.04% | Symbol ETA: 6.2s | Global ETA: 14m 41s
[2025-11-25T12:18:18.823163] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:18:18.824269] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:18.824371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:18.825197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:18.833758] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 2.8s | Global ETA: 14m 41s
[2025-11-25T12:18:18.833917] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:18:18.834750] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:18.834834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:18.839761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:18.841616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:18.842210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:18.842632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:18.843870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:18.844526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:18.845766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:18:18.847343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:18.854183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:18.858775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:18:18.859425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:18.916753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:18.918861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:18.920235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:18:18.923264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:18.942661] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:18:19.127750] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:19.184593] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:18:19.204019] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:18:19.262205] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 1m 27s | Global ETA: 14m 41s
[2025-11-25T12:18:19.262523] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:18:19.263515] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:19.263693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:19.268925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:19.271120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:19.271797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:19.272276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:19.273255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:19.281246] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:18:19.365535] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:19.383625] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:19.444056] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.03% | Symbol ETA: 2.1s | Global ETA: 14m 42s
[2025-11-25T12:18:19.462772] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:19.531886] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.89% | Symbol ETA: 11.5s | Global ETA: 14m 42s
[2025-11-25T12:18:19.532199] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:18:19.533084] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:19.533236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:19.538128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:19.577419] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.48% | Symbol ETA: 5.4s | Global ETA: 14m 42s
[2025-11-25T12:18:19.612288] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:18:19.625689] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.46%, Actual: 4.72%
[2025-11-25T12:18:19.658422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:19.659889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:19.715570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:19.720383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:18:19.721399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:19.766710] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.52%, Actual: 3.01%
[2025-11-25T12:18:19.787350] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:19.802186] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.31%, Actual: 2.95%
[2025-11-25T12:18:19.933663] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -1.24% | Symbol ETA: 1m 27s | Global ETA: 14m 42s
[2025-11-25T12:18:19.933963] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:18:19.934865] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:19.935008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:19.940165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:19.942069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:19.942660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:19.943166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:19.944164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:19.958429] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.48%, Actual: 3.87%
[2025-11-25T12:18:19.973167] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.89%, Actual: 0.61%
[2025-11-25T12:18:20.069524] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:18:20.130418] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -4.34%, Actual: 0.49%
[2025-11-25T12:18:20.143423] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.01%, Actual: 1.35%
[2025-11-25T12:18:20.242325] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:20.301098] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:18:20.301608] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.54%, Actual: 0.19%
[2025-11-25T12:18:20.312603] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 0.93%
[2025-11-25T12:18:20.388012] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 10.6s | Global ETA: 14m 42s
[2025-11-25T12:18:20.469919] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:20.473296] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.39%, Actual: 2.33%
[2025-11-25T12:18:20.496241] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.18%, Actual: 0.88%
[2025-11-25T12:18:20.562429] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 2.99%, Actual: 1.04%
[2025-11-25T12:18:20.598623] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.03% | Symbol ETA: 1m 26s | Global ETA: 14m 42s
[2025-11-25T12:18:20.598938] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:18:20.599794] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:20.599937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:20.604826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:20.606659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:20.607236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:20.607732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:20.608728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:20.644270] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.64%, Actual: 1.61%
[2025-11-25T12:18:20.676937] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 2.44%
[2025-11-25T12:18:20.736377] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 1.19%
[2025-11-25T12:18:20.835118] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -2.72%, Actual: 0.03%
[2025-11-25T12:18:20.861764] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.31%, Actual: 0.61%
[2025-11-25T12:18:20.916054] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.11%, Actual: 1.80%
[2025-11-25T12:18:20.950951] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:18:21.025715] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 4.27%, Actual: 0.28%
[2025-11-25T12:18:21.040284] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 1.95%, Actual: 2.94%
[2025-11-25T12:18:21.093071] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.97%
[2025-11-25T12:18:21.118914] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:21.196970] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -4.04%, Actual: 3.25%
[2025-11-25T12:18:21.220246] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.03%, Actual: 0.29%
[2025-11-25T12:18:21.220660] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 38.0939%
[2025-11-25T12:18:21.220830] [INFO ] [main      ] CGAU: DISCARDED add_signed_carry_history_11 (score: 38.09%)
[2025-11-25T12:18:21.220952] [INFO ] [main      ] CGAU: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:18:21.221079] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_sma_ratio']
[2025-11-25T12:18:21.221221] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:18:21.237058] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:21.237532] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:18:21.238478] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:21.238579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:21.241408] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.69% | Symbol ETA: 1m 25s | Global ETA: 14m 42s
[2025-11-25T12:18:21.241723] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:18:21.242542] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:21.242699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:21.243724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:21.245561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:21.246141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:21.246583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:21.247822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:21.247940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:21.248706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:21.249780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:21.249878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:18:21.250267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:21.250778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:21.250723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:21.251729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:21.265426] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 0.76%, Actual: 2.38%
[2025-11-25T12:18:21.371132] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 2.31%
[2025-11-25T12:18:21.371428] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 31.3464%
[2025-11-25T12:18:21.371546] [INFO ] [main      ] KNTK: DISCARDED add_prior_day_tail_pressure (score: 31.35%)
[2025-11-25T12:18:21.371605] [INFO ] [main      ] KNTK: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:18:21.371674] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_prior_mag_lag']
[2025-11-25T12:18:21.371731] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:18:21.387081] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:21.387779] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:18:21.388710] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:21.388924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:21.389771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:21.437453] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 1.10%, Actual: 2.00%
[2025-11-25T12:18:21.475964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:21.478158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:21.479426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:18:21.481127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:21.587710] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:18:21.608636] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:18:21.611552] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 1.13%, Actual: 0.86%
[2025-11-25T12:18:21.756621] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:21.784556] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -1.35%, Actual: 0.11%
[2025-11-25T12:18:21.790625] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:21.822700] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:18:21.870597] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.14% | Symbol ETA: 7.4s | Global ETA: 14m 42s
[2025-11-25T12:18:21.870972] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:18:21.872078] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:21.872222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:21.878853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:21.880931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:21.881511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:21.882059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:21.883394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:21.884149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:21.885471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:18:21.886329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:21.892522] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 2.08% | Symbol ETA: 1m 25s | Global ETA: 14m 42s
[2025-11-25T12:18:21.892830] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:18:21.893674] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:21.893813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:21.898688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:21.900553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:21.901132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:21.901621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:21.902739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:21.954053] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.89%, Actual: 0.30%
[2025-11-25T12:18:22.027186] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:22.131160] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 1.77%
[2025-11-25T12:18:22.131374] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 36.6111%
[2025-11-25T12:18:22.131462] [INFO ] [main      ] APD: DISCARDED add_overnight_gap_amplitude (score: 36.61%)
[2025-11-25T12:18:22.131508] [INFO ] [main      ] APD: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:18:22.131544] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_overnight_gap_mag']
[2025-11-25T12:18:22.131585] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:18:22.140234] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.73% | Symbol ETA: 12.2s | Global ETA: 14m 42s
[2025-11-25T12:18:22.140448] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:18:22.141280] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:22.141420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:22.142196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:22.143790] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:22.144202] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:18:22.145038] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:22.145123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:22.149873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:22.230400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:22.232514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:22.233727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:18:22.235422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:22.257732] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:18:22.267044] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:18:22.270929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:22.272099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:22.327471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:22.331791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:18:22.332578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:22.440423] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:22.456632] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:22.538444] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 7.0s | Global ETA: 14m 42s
[2025-11-25T12:18:22.538773] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:18:22.540253] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:22.540450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:22.546066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:22.548357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:22.549107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:22.549611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:22.550967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:22.551842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:22.553233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:18:22.554378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:22.570907] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -1.46% | Symbol ETA: 1m 24s | Global ETA: 14m 42s
[2025-11-25T12:18:22.571218] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:18:22.572132] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:22.572301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:22.576904] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:18:22.577597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:22.579717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:22.580450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:22.580971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:22.581995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:22.671962] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:18:22.750003] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:22.840381] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:22.864625] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 1.50% | Symbol ETA: 11.3s | Global ETA: 14m 43s
[2025-11-25T12:18:22.864941] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:18:22.865824] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:22.865967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:22.866778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:22.932520] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:18:22.935478] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:18:22.965483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:22.967688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:22.968937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:18:22.970713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:22.993094] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 2.34% | Symbol ETA: 17.6s | Global ETA: 14m 43s
[2025-11-25T12:18:22.993384] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:18:22.994243] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:22.994388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:22.999180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:23.104460] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:23.118132] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:23.122621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:23.124010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:23.179763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:23.184113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:18:23.184920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:23.199060] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.54% | Symbol ETA: 6.3s | Global ETA: 14m 43s
[2025-11-25T12:18:23.199367] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:18:23.200850] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:23.200989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:23.206319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:23.208360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:23.208999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:23.209494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:23.210982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:23.211709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:23.213059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:18:23.213965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:23.234218] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.65% | Symbol ETA: 1m 23s | Global ETA: 14m 43s
[2025-11-25T12:18:23.234533] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:18:23.235401] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:23.235545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:23.240513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:23.242432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:23.243016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:23.243490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:23.244441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:23.338357] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:18:23.511228] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:23.521887] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:18:23.576167] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:18:23.584676] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:18:23.618492] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 10.6s | Global ETA: 14m 43s
[2025-11-25T12:18:23.618801] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:18:23.619665] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:23.619805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:23.620557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:23.692845] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:23.707272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:23.709356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:23.710544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:18:23.712242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:23.755937] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:23.756573] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:23.831963] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.08% | Symbol ETA: 5.6s | Global ETA: 14m 43s
[2025-11-25T12:18:23.832141] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:18:23.833109] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:23.833258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:23.838459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:23.840581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:23.841204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:23.841485] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 16.7s | Global ETA: 14m 43s
[2025-11-25T12:18:23.841754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:23.841877] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:18:23.842746] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:23.842893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:23.843060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:23.843833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:23.845082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:18:23.845923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:23.847751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:23.891004] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 1m 23s | Global ETA: 14m 43s
[2025-11-25T12:18:23.970497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:23.972634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:24.028146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:24.032697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:18:24.033531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:24.050971] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:18:24.061134] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.57%, Actual: 0.70%
[2025-11-25T12:18:24.202808] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:18:24.221788] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:24.232355] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.43%, Actual: 0.20%
[2025-11-25T12:18:24.333030] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -4.00% | Symbol ETA: 9.8s | Global ETA: 14m 43s
[2025-11-25T12:18:24.333196] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:18:24.333974] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:24.334174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:24.334957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:24.374453] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:18:24.381404] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:24.404143] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 2.33%
[2025-11-25T12:18:24.419255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:24.421503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:24.422735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:18:24.424427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:24.457851] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -2.16% | Symbol ETA: 5.0s | Global ETA: 14m 43s
[2025-11-25T12:18:24.458166] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:18:24.459148] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:24.459296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:24.464546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:24.466529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:24.467182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:24.467752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:24.469042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:24.469905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:24.471249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:18:24.472078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:24.545897] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:24.575204] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -1.24%, Actual: 0.97%
[2025-11-25T12:18:24.688260] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.26% | Symbol ETA: 15.9s | Global ETA: 14m 43s
[2025-11-25T12:18:24.688423] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:18:24.689212] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:24.689372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:24.694157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:24.744941] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.03%, Actual: 1.23%
[2025-11-25T12:18:24.775378] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:18:24.816979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:24.818497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:24.834306] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:18:24.874053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:24.878815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:18:24.879724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:24.916786] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.69%, Actual: 0.19%
[2025-11-25T12:18:24.947895] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:25.011269] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:25.056988] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.86% | Symbol ETA: 9.1s | Global ETA: 14m 43s
[2025-11-25T12:18:25.057295] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:18:25.058158] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:25.058301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:25.059083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:25.084976] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 2.08%, Actual: 2.22%
[2025-11-25T12:18:25.085917] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.72% | Symbol ETA: 4.3s | Global ETA: 14m 43s
[2025-11-25T12:18:25.086220] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:18:25.087127] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:25.087272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:25.092605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:25.094548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:25.095204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:25.095745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:25.097132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:25.097964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:25.099277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:18:25.100092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:25.147305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:25.149435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:25.150607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:18:25.152352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:25.217580] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:18:25.253974] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -1.46%, Actual: 1.76%
[2025-11-25T12:18:25.387067] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:25.421603] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.65%, Actual: 0.23%
[2025-11-25T12:18:25.459809] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:18:25.492071] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:18:25.535329] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.46% | Symbol ETA: 15.0s | Global ETA: 14m 43s
[2025-11-25T12:18:25.535615] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:18:25.536478] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:25.536619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:25.541467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:25.592213] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 0.73%
[2025-11-25T12:18:25.592546] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 46.1599%
[2025-11-25T12:18:25.592690] [INFO ] [main      ] AGM: KEPT add_composite_volatility_context (score: 46.16%)
[2025-11-25T12:18:25.592813] [INFO ] [main      ] AGM: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T12:18:25.592919] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios']
[2025-11-25T12:18:25.593034] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:18:25.606389] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:25.606945] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:18:25.607900] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:25.607982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:25.612986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:25.614798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:25.615297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:25.615732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:25.616612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:18:25.619072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:25.641000] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:25.660627] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:25.661621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:25.662780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:25.716955] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 3.7s | Global ETA: 14m 43s
[2025-11-25T12:18:25.717148] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:18:25.717192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:25.718212] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:25.718384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:25.721507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:18:25.722328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:25.723576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:25.725509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:25.726107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:25.726609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:25.727941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:25.728691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:25.729926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:18:25.730745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:25.766899] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -2.22% | Symbol ETA: 8.3s | Global ETA: 14m 43s
[2025-11-25T12:18:25.767216] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:18:25.768067] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:25.768209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:25.768989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:25.852746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:25.854538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:25.855698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:18:25.857608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:25.965374] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:18:26.071707] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:18:26.098453] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:18:26.146967] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:26.202291] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:18:26.241591] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:26.281616] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:26.285378] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.35% | Symbol ETA: 1m 11s | Global ETA: 14m 44s
[2025-11-25T12:18:26.285667] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:18:26.286481] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:26.286622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:26.291512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:26.293354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:26.293927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:26.294403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:26.295360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:18:26.297876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:26.357139] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.64% | Symbol ETA: 3.0s | Global ETA: 14m 44s
[2025-11-25T12:18:26.357465] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:18:26.358409] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:26.358561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:26.363858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:26.365779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:26.366372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:26.366889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:26.368208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:26.368959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:26.370238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:18:26.370781] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:26.371056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:26.382565] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.98% | Symbol ETA: 14.2s | Global ETA: 14m 44s
[2025-11-25T12:18:26.382874] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:18:26.383706] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:26.383846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:26.388603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:26.475545] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 3.38% | Symbol ETA: 7.6s | Global ETA: 14m 44s
[2025-11-25T12:18:26.475867] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:18:26.476720] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:26.476862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:26.477683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:26.508806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:26.509922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:26.561063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:26.563077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:26.564216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:18:26.564808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:26.565870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:26.569375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:18:26.570208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:26.671925] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:18:26.729431] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:18:26.838933] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:26.899587] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:26.911757] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:18:26.924230] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:18:26.973940] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.86% | Symbol ETA: 2.4s | Global ETA: 14m 44s
[2025-11-25T12:18:26.974091] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:18:26.974891] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:26.974971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:26.980134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:26.981993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:26.982599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:26.982873] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -2.17% | Symbol ETA: 1m 10s | Global ETA: 14m 44s
[2025-11-25T12:18:26.983006] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:18:26.983232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:26.983775] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:26.983851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:26.984612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:26.985379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:26.986620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:18:26.987497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:26.988670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:26.990515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:26.991083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:26.991554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:26.992519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:18:26.995013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:27.080776] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:27.136013] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:27.225905] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 1.35% | Symbol ETA: 13.3s | Global ETA: 14m 44s
[2025-11-25T12:18:27.226182] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:18:27.226975] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:27.227129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:27.231869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:27.262194] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.14% | Symbol ETA: 6.9s | Global ETA: 14m 44s
[2025-11-25T12:18:27.262490] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:18:27.263440] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:27.263612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:27.264712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:27.331595] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:18:27.340158] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:18:27.352386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:27.353717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:27.360099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:27.362007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:27.363260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:18:27.364930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:27.414977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:27.419531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:18:27.420251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:27.500390] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:27.522951] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:27.597286] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -3.14% | Symbol ETA: 1.8s | Global ETA: 14m 44s
[2025-11-25T12:18:27.639442] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.28% | Symbol ETA: 1m 10s | Global ETA: 14m 44s
[2025-11-25T12:18:27.639757] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:18:27.640583] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:27.640747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:27.645589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:27.647440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:27.648042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:27.648516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:27.649450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:18:27.651965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:27.705721] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:18:27.758411] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:18:27.776293] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.14%, Actual: 4.72%
[2025-11-25T12:18:27.873668] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:27.926325] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:27.957792] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.10%, Actual: 2.95%
[2025-11-25T12:18:27.981892] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.93% | Symbol ETA: 6.1s | Global ETA: 14m 44s
[2025-11-25T12:18:27.982061] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:18:27.982996] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:27.983140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:27.983899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:27.988702] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:18:28.066489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:28.068519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:28.069701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:18:28.071345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:28.072109] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 12.5s | Global ETA: 14m 44s
[2025-11-25T12:18:28.072403] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:18:28.073241] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:28.073381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:28.078233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:28.138544] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.54%, Actual: 0.61%
[2025-11-25T12:18:28.156735] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:28.200088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:28.201328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:28.257447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:28.262182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:18:28.263000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:28.301921] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -2.66% | Symbol ETA: 1m 9s | Global ETA: 14m 44s
[2025-11-25T12:18:28.302069] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:18:28.302856] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:28.302931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:28.307769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:28.309557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:28.310073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:28.310476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:28.311349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:18:28.313119] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.08%, Actual: 1.35%
[2025-11-25T12:18:28.313935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:28.407792] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:18:28.480508] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -2.16%, Actual: 0.93%
[2025-11-25T12:18:28.576834] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:28.599377] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:18:28.648249] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.72%, Actual: 0.88%
[2025-11-25T12:18:28.648661] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:18:28.683624] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.64% | Symbol ETA: 5.4s | Global ETA: 14m 44s
[2025-11-25T12:18:28.771542] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:28.817401] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:28.831764] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 2.44%
[2025-11-25T12:18:28.859438] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.73%, Actual: 3.01%
[2025-11-25T12:18:28.913326] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 11.6s | Global ETA: 14m 44s
[2025-11-25T12:18:28.913624] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:18:28.914453] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:28.914594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:28.919361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:28.953396] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.02% | Symbol ETA: 1m 8s | Global ETA: 14m 44s
[2025-11-25T12:18:28.953710] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:18:28.954567] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:28.954735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:28.959852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:28.961736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:28.962346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:28.962866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:28.963843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:18:28.966404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:29.008882] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.64%, Actual: 0.61%
[2025-11-25T12:18:29.032353] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 1.50%, Actual: 3.87%
[2025-11-25T12:18:29.040274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:29.041436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:29.095830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:29.100186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:18:29.100989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:29.184731] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.86%, Actual: 2.94%
[2025-11-25T12:18:29.203180] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 0.49%
[2025-11-25T12:18:29.301076] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:18:29.362365] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -3.14%, Actual: 0.29%
[2025-11-25T12:18:29.362801] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 37.9654%
[2025-11-25T12:18:29.362974] [INFO ] [main      ] CGAU: DISCARDED add_sma_ratio (score: 37.97%)
[2025-11-25T12:18:29.363096] [INFO ] [main      ] CGAU: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:18:29.363209] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_vol_of_vol']
[2025-11-25T12:18:29.363346] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:18:29.377302] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:29.377945] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:18:29.378902] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:29.379048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:29.383959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:29.385941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:29.386525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:29.387041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:29.387464] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -4.00%, Actual: 0.19%
[2025-11-25T12:18:29.388307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:29.389062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:29.390222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:29.391425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:29.440198] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:18:29.467803] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:29.556113] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.86%, Actual: 2.33%
[2025-11-25T12:18:29.596159] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.28% | Symbol ETA: 1m 8s | Global ETA: 14m 44s
[2025-11-25T12:18:29.596442] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:18:29.597321] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:29.597466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:29.602279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:29.604117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:29.604695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:29.605165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:29.606111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:18:29.608452] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:29.608588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:29.725480] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -2.22%, Actual: 1.61%
[2025-11-25T12:18:29.740052] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:18:29.754863] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.65% | Symbol ETA: 10.8s | Global ETA: 14m 45s
[2025-11-25T12:18:29.755126] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:18:29.755903] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:29.756044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:29.760817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:29.881076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:29.882452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:29.895623] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 3.38%, Actual: 0.03%
[2025-11-25T12:18:29.912890] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:29.937312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:29.942064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:18:29.942971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:29.943986] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:18:29.992134] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.69% | Symbol ETA: 6.8s | Global ETA: 14m 45s
[2025-11-25T12:18:29.992444] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:18:29.993369] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:29.993516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:29.998739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:30.000914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:30.001547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:30.002058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:30.003384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:30.004183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:30.005507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:30.006802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:30.080773] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.14%, Actual: 0.28%
[2025-11-25T12:18:30.111794] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:30.245733] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.91% | Symbol ETA: 1m 7s | Global ETA: 14m 45s
[2025-11-25T12:18:30.245999] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:18:30.246798] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:30.246940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:30.251767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:30.253579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:30.254168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:30.254666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:30.255610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:18:30.258089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:30.281997] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:18:30.315171] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.93%, Actual: 3.25%
[2025-11-25T12:18:30.360174] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:18:30.453470] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:30.488677] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.64%, Actual: 2.31%
[2025-11-25T12:18:30.488958] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 41.1772%
[2025-11-25T12:18:30.489218] [INFO ] [main      ] KNTK: DISCARDED add_prior_mag_lag (score: 41.18%)
[2025-11-25T12:18:30.489337] [INFO ] [main      ] KNTK: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:18:30.489447] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_range_overlap_v_prior_day']
[2025-11-25T12:18:30.489556] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:18:30.504815] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:30.505430] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:18:30.506366] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:30.506510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:30.507358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:30.531432] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:30.593480] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:18:30.593983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:30.596026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:30.595933] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 9.9s | Global ETA: 14m 45s
[2025-11-25T12:18:30.597142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:18:30.599537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:30.607684] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 6.2s | Global ETA: 14m 45s
[2025-11-25T12:18:30.607835] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:18:30.608591] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:30.608693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:30.613483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:30.615281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:30.615810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:30.616361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:30.617621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:30.618392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:30.619584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:30.620769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:30.760614] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:30.767172] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 2.34%, Actual: 1.04%
[2025-11-25T12:18:30.894365] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 1m 6s | Global ETA: 14m 45s
[2025-11-25T12:18:30.894676] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:18:30.895498] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:30.895655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:30.900480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:30.902300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:30.902890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:30.903365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:30.904316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:18:30.906817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:30.940799] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 1.19%
[2025-11-25T12:18:30.954215] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:18:30.960141] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:18:31.114313] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.26%, Actual: 1.80%
[2025-11-25T12:18:31.129397] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:31.131058] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:31.204819] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.51% | Symbol ETA: 5.6s | Global ETA: 14m 45s
[2025-11-25T12:18:31.205073] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:18:31.205927] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:31.206066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:31.210840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:31.212668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:31.213216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:31.213701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:31.214934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:31.215632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:31.216841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:31.218033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:31.241566] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -0.26% | Symbol ETA: 11.1s | Global ETA: 14m 45s
[2025-11-25T12:18:31.241878] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:18:31.242766] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:31.242911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:31.243699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:31.246559] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:18:31.284008] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.46%, Actual: 0.97%
[2025-11-25T12:18:31.330406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:31.332445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:31.333772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:18:31.336363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:31.415174] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:31.457493] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.98%, Actual: 2.38%
[2025-11-25T12:18:31.548387] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 1m 6s | Global ETA: 14m 45s
[2025-11-25T12:18:31.548537] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:18:31.549305] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:31.549381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:31.554161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:31.556100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:31.556605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:31.557116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:31.557987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:18:31.559354] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:18:31.560479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:31.685445] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 1.35%, Actual: 2.00%
[2025-11-25T12:18:31.685996] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:18:31.725394] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:31.799165] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.73% | Symbol ETA: 4.9s | Global ETA: 14m 45s
[2025-11-25T12:18:31.799308] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:18:31.800066] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:31.800334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:31.805422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:31.807398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:31.807903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:31.808294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:31.809534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:31.810191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:31.811301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:31.812394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:31.855897] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.99%, Actual: 0.86%
[2025-11-25T12:18:31.858460] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:31.897523] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:18:31.968437] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.33% | Symbol ETA: 10.3s | Global ETA: 14m 45s
[2025-11-25T12:18:31.968586] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:18:31.969354] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:31.969431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:31.970131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:32.032797] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.22%, Actual: 0.11%
[2025-11-25T12:18:32.056878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:32.058734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:32.059803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:18:32.062187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:32.066380] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:32.150228] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:18:32.202554] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 1.35% | Symbol ETA: 1m 5s | Global ETA: 14m 45s
[2025-11-25T12:18:32.205179] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.65%, Actual: 0.30%
[2025-11-25T12:18:32.320002] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:32.370313] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.35%, Actual: 0.70%
[2025-11-25T12:18:32.372456] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: -0.15%, Actual: 1.77%
[2025-11-25T12:18:32.372804] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 49.0441%
[2025-11-25T12:18:32.372970] [INFO ] [main      ] APD: DISCARDED add_overnight_gap_mag (score: 49.04%)
[2025-11-25T12:18:32.373086] [INFO ] [main      ] APD: Testing feature 29/53: add_pct_change
[2025-11-25T12:18:32.373189] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_pct_change']
[2025-11-25T12:18:32.373298] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:18:32.385296] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:32.385972] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:18:32.386878] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:32.387036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:32.391772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:32.396382] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.28% | Symbol ETA: 4.3s | Global ETA: 14m 45s
[2025-11-25T12:18:32.396690] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:18:32.397529] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:32.397687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:32.402507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:32.404469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:32.405088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:32.404908] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:18:32.405505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:32.406731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:32.407479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:32.408721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:32.409909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:32.514472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:32.515823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:32.538002] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -2.17%, Actual: 0.20%
[2025-11-25T12:18:32.572245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:32.577068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:18:32.577510] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:32.579200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:32.685052] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 9.5s | Global ETA: 14m 45s
[2025-11-25T12:18:32.685345] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:18:32.686210] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:32.686352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:32.687202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:32.705163] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.28%, Actual: 2.33%
[2025-11-25T12:18:32.747348] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:18:32.773234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:32.775336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:32.776545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:18:32.779182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:32.873635] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -2.66%, Actual: 0.97%
[2025-11-25T12:18:32.917427] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:32.919700] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:18:32.991879] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 2.85% | Symbol ETA: 3.7s | Global ETA: 14m 45s
[2025-11-25T12:18:32.992140] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:18:32.992930] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:32.993069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:32.997949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:32.999774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:33.000334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:33.000846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:33.002094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:33.002824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:33.004014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:33.005175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:33.041403] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.02%, Actual: 1.23%
[2025-11-25T12:18:33.090306] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:33.127258] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:18:33.208756] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.28%, Actual: 0.19%
[2025-11-25T12:18:33.261344] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -0.48% | Symbol ETA: 16.7s | Global ETA: 14m 46s
[2025-11-25T12:18:33.261634] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:18:33.262476] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:33.262617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:33.267571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:33.300096] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:33.341035] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:18:33.376586] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.91%, Actual: 2.22%
[2025-11-25T12:18:33.391122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:33.392490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:33.406151] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.68% | Symbol ETA: 8.8s | Global ETA: 14m 46s
[2025-11-25T12:18:33.406471] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:18:33.407374] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:33.407519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:33.408316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:33.448865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:33.453545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:18:33.455668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:33.493021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:33.495101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:33.496286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:18:33.498798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:33.511518] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:33.544123] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.37%, Actual: 1.76%
[2025-11-25T12:18:33.585236] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.40% | Symbol ETA: 3.1s | Global ETA: 14m 46s
[2025-11-25T12:18:33.585533] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:18:33.586304] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:33.586443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:33.591273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:33.593101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:33.593669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:33.594150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:33.595390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:33.596113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:33.597331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:33.598539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:33.712028] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 0.23%
[2025-11-25T12:18:33.790622] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:18:33.842675] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:18:33.879331] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 1.35%, Actual: 0.73%
[2025-11-25T12:18:33.879577] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 42.1439%
[2025-11-25T12:18:33.879778] [INFO ] [main      ] AGM: DISCARDED add_day_shape_ratios (score: 42.14%)
[2025-11-25T12:18:33.879903] [INFO ] [main      ] AGM: Testing feature 8/53: add_directional_consistency
[2025-11-25T12:18:33.880013] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency']
[2025-11-25T12:18:33.880121] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:18:33.893423] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:33.894138] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:18:33.895071] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:33.895211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:33.900064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:33.901931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:33.902499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:33.902992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:33.903934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:33.932731] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:18:33.961512] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:34.014290] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:34.028706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:34.104468] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:34.122936] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 2.81% | Symbol ETA: 15.7s | Global ETA: 14m 46s
[2025-11-25T12:18:34.123236] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:18:34.124073] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:34.124215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:34.124737] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -0.71% | Symbol ETA: 8.0s | Global ETA: 14m 46s
[2025-11-25T12:18:34.125036] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:18:34.125930] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:34.126073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:34.126866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:34.129031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:34.181339] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 2.5s | Global ETA: 14m 46s
[2025-11-25T12:18:34.181663] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:18:34.182605] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:34.182763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:34.187583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:34.189417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:34.190000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:34.190471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:34.191747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:34.192464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:34.193699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:34.194897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:34.215075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:34.217196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:34.218361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:18:34.220887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:34.254672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:34.256059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:34.315495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:34.320397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:18:34.322402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:34.375391] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:18:34.539044] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:18:34.542583] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:34.570619] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:18:34.658378] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:18:34.672939] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.59% | Symbol ETA: 1m 0s | Global ETA: 14m 46s
[2025-11-25T12:18:34.673088] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:18:34.673855] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:34.673933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:34.678738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:34.680630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:34.681205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:34.681697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:34.682619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:34.706740] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:34.743437] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:34.777783] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.29% | Symbol ETA: 1.9s | Global ETA: 14m 46s
[2025-11-25T12:18:34.777947] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:18:34.778726] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:34.778815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:34.783509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:34.785409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:34.786010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:34.786479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:34.787756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:34.788466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:34.789669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:34.790883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:34.806950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:34.828661] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:34.850888] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 7.3s | Global ETA: 14m 46s
[2025-11-25T12:18:34.851188] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:18:34.852033] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:34.852178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:34.852985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:34.937281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:34.939366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:34.940512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:18:34.943023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:34.987459] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -5.67% | Symbol ETA: 14.8s | Global ETA: 14m 46s
[2025-11-25T12:18:34.987767] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:18:34.988686] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:34.988824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:34.993611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:35.114984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:35.116456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:35.125812] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:18:35.143971] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:18:35.172281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:35.177094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:18:35.179271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:35.286281] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:18:35.293020] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:35.312382] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:35.363821] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.61% | Symbol ETA: 1.3s | Global ETA: 14m 46s
[2025-11-25T12:18:35.444184] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 59.5s | Global ETA: 14m 46s
[2025-11-25T12:18:35.444481] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:18:35.445355] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:35.445497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:35.450563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:35.452485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:35.453090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:35.453591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:35.454593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:35.457733] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:35.516165] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:18:35.558421] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.69%, Actual: 4.72%
[2025-11-25T12:18:35.562670] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 1.65% | Symbol ETA: 6.6s | Global ETA: 14m 46s
[2025-11-25T12:18:35.562947] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:18:35.563793] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:35.563933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:35.564703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:35.583244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:35.647804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:35.649449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:35.650488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:18:35.652844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:35.686815] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:35.731799] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 2.95%
[2025-11-25T12:18:35.850954] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -1.00% | Symbol ETA: 14.0s | Global ETA: 14m 46s
[2025-11-25T12:18:35.851223] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:18:35.852057] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:35.852197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:35.856945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:35.904900] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.51%, Actual: 0.61%
[2025-11-25T12:18:35.924662] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:18:35.980278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:35.981531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:35.987671] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:18:36.038544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:36.043997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:18:36.046181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:36.081439] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.73%, Actual: 1.35%
[2025-11-25T12:18:36.098731] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:36.161246] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:36.229307] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.62% | Symbol ETA: 58.7s | Global ETA: 14m 46s
[2025-11-25T12:18:36.229486] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:18:36.230312] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:36.230405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:36.235444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:36.237308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:36.237845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:36.238275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:36.239227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:36.258392] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.28%, Actual: 0.93%
[2025-11-25T12:18:36.267229] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.32% | Symbol ETA: 5.9s | Global ETA: 14m 46s
[2025-11-25T12:18:36.267437] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:18:36.268242] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:36.268355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:36.269090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:36.350829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:36.352450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:36.353561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:18:36.355929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:36.365447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:36.390820] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:18:36.430213] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 2.85%, Actual: 0.88%
[2025-11-25T12:18:36.557701] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:36.605561] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.40%, Actual: 2.44%
[2025-11-25T12:18:36.689071] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:18:36.699935] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:18:36.725595] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.84% | Symbol ETA: 13.1s | Global ETA: 14m 47s
[2025-11-25T12:18:36.725908] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:18:36.726783] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:36.726925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:36.732355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:36.778168] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -0.45%, Actual: 0.61%
[2025-11-25T12:18:36.857834] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:36.861583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:36.863167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:36.910860] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:36.923450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:36.928493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:18:36.930865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:36.951785] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.29%, Actual: 2.94%
[2025-11-25T12:18:36.967720] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.05% | Symbol ETA: 5.1s | Global ETA: 14m 47s
[2025-11-25T12:18:36.968037] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:18:36.968920] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:36.969063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:36.969864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:37.055871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:37.058134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:37.059332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:18:37.061792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:37.072700] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 1.38% | Symbol ETA: 58.0s | Global ETA: 14m 47s
[2025-11-25T12:18:37.073005] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:18:37.073922] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:37.074070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:37.079157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:37.081184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:37.081798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:37.082282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:37.083182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:37.127943] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.61%, Actual: 0.29%
[2025-11-25T12:18:37.128330] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 44.2622%
[2025-11-25T12:18:37.128495] [INFO ] [main      ] CGAU: DISCARDED add_vol_of_vol (score: 44.26%)
[2025-11-25T12:18:37.128611] [INFO ] [main      ] CGAU: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:18:37.128741] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_volatility_decay_ratio']
[2025-11-25T12:18:37.128897] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:18:37.143790] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:37.144430] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:18:37.145384] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:37.145532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:37.150435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:37.152455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:37.153124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:37.153611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:37.154909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:37.155635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:37.156899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:18:37.158170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:37.206137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:37.286613] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:18:37.398342] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:18:37.472178] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:37.507368] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:18:37.557778] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:18:37.567075] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:37.642051] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 12.3s | Global ETA: 14m 47s
[2025-11-25T12:18:37.642372] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:18:37.643268] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:37.643430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:37.648436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:37.671857] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.22% | Symbol ETA: 4.4s | Global ETA: 14m 47s
[2025-11-25T12:18:37.685073] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:37.734994] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:37.761530] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 0.86% | Symbol ETA: 6.6s | Global ETA: 14m 47s
[2025-11-25T12:18:37.761853] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:18:37.762707] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:37.762849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:37.767858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:37.769912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:37.770499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:37.770993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:37.772247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:37.772982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:37.774202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:18:37.775436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:37.778107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:37.779462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:37.838624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:37.843812] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -0.26%, Actual: 3.01%
[2025-11-25T12:18:37.844242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:18:37.846530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:37.875254] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -3.67% | Symbol ETA: 57.3s | Global ETA: 14m 47s
[2025-11-25T12:18:37.875565] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:18:37.876430] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:37.876573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:37.881555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:37.883524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:37.884124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:37.884606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:37.885579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:38.010552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:38.012363] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.33%, Actual: 3.87%
[2025-11-25T12:18:38.123033] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:18:38.179085] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.95%, Actual: 0.49%
[2025-11-25T12:18:38.207092] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:18:38.296140] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:38.346659] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.68%, Actual: 0.19%
[2025-11-25T12:18:38.356633] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:18:38.373294] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -1.21% | Symbol ETA: 5.9s | Global ETA: 14m 47s
[2025-11-25T12:18:38.373602] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:18:38.374440] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:38.374582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:38.380209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:38.382210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:38.382813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:38.383299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:38.384567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:38.385012] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:38.385301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:38.386533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:18:38.387809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:38.516743] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 2.33%
[2025-11-25T12:18:38.529813] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:38.562523] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.64% | Symbol ETA: 11.4s | Global ETA: 14m 47s
[2025-11-25T12:18:38.562940] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:18:38.564124] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:38.564297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:38.569829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:38.656114] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.74% | Symbol ETA: 56.4s | Global ETA: 14m 47s
[2025-11-25T12:18:38.656425] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:18:38.657303] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:38.657449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:38.662372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:38.664360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:38.664971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:38.665446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:38.666400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:38.684089] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -1.25%, Actual: 1.61%
[2025-11-25T12:18:38.700025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:38.701425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:38.738381] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:18:38.758857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:38.763833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:18:38.765972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:38.788241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:38.860134] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 1.65%, Actual: 0.03%
[2025-11-25T12:18:38.910965] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:38.986985] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -3.05% | Symbol ETA: 5.3s | Global ETA: 14m 47s
[2025-11-25T12:18:38.987286] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:18:38.988142] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:38.988286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:38.993168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:38.995081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:38.995671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:38.996158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:38.997476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:38.998248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:38.999494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:18:39.000752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:39.052125] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.32%, Actual: 0.28%
[2025-11-25T12:18:39.125258] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:18:39.160035] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:18:39.229794] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.05%, Actual: 3.25%
[2025-11-25T12:18:39.307423] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:39.331026] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:39.352401] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:18:39.413689] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.22%, Actual: 2.31%
[2025-11-25T12:18:39.414081] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 36.7044%
[2025-11-25T12:18:39.414254] [INFO ] [main      ] KNTK: DISCARDED add_range_overlap_v_prior_day (score: 36.70%)
[2025-11-25T12:18:39.414372] [INFO ] [main      ] KNTK: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:18:39.414477] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_range_volume_efficiency']
[2025-11-25T12:18:39.414587] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:18:39.430872] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:39.431509] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:18:39.432449] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:39.432591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:39.433438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:39.463712] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 2.53% | Symbol ETA: 55.7s | Global ETA: 14m 47s
[2025-11-25T12:18:39.463993] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:18:39.464834] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:39.464975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:39.470032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:39.470601] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.49% | Symbol ETA: 10.5s | Global ETA: 14m 47s
[2025-11-25T12:18:39.470950] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:18:39.471894] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:39.472054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:39.472161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:39.472783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:39.473449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:39.474419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:39.477613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:39.526279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:39.528664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:39.530111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:18:39.530165] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:39.532545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:39.599344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:39.608013] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 0.53% | Symbol ETA: 4.7s | Global ETA: 14m 47s
[2025-11-25T12:18:39.608178] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:18:39.609148] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:39.609227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:39.614225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:39.614125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:39.615717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:39.616246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:39.616839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:39.617277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:39.618454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:39.619123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:39.620344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:18:39.621848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:39.675677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:39.680722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:18:39.682918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:39.888412] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:18:39.945221] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:18:39.972720] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:18:40.043632] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:18:40.063477] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:40.110864] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:40.146151] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:40.178355] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.34% | Symbol ETA: 10.7s | Global ETA: 14m 48s
[2025-11-25T12:18:40.178695] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:18:40.179593] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:40.179766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:40.180581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:40.218270] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -0.29% | Symbol ETA: 4.1s | Global ETA: 14m 48s
[2025-11-25T12:18:40.218558] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:18:40.219422] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:40.219667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:40.219479] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:40.224500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:40.226451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:40.227067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:40.227540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:40.228813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:40.229515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:40.230779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:18:40.232003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:40.236012] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 54.9s | Global ETA: 14m 48s
[2025-11-25T12:18:40.236495] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:18:40.237367] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:40.237509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:40.242307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:40.244506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:40.245086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:40.245732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:40.246672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:40.273259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:40.275395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:40.276708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:18:40.279083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:40.366424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:40.385159] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -1.82% | Symbol ETA: 9.7s | Global ETA: 14m 48s
[2025-11-25T12:18:40.385458] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:18:40.386248] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:40.386385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:40.391156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:40.513119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:40.514472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:40.568030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:40.572487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:18:40.574558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:40.576001] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:18:40.629276] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:18:40.717431] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:18:40.749705] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:40.814054] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:40.823476] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.94% | Symbol ETA: 3.5s | Global ETA: 14m 48s
[2025-11-25T12:18:40.823764] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:18:40.824611] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:40.824769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:40.829621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:40.831572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:40.832155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:40.832624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:40.833884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:40.834601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:40.835817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:18:40.837060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:40.883820] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:40.913458] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:18:40.929543] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 2.60% | Symbol ETA: 10.0s | Global ETA: 14m 48s
[2025-11-25T12:18:40.929730] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:18:40.930844] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:40.930929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:40.931704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:41.015941] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.73% | Symbol ETA: 54.1s | Global ETA: 14m 48s
[2025-11-25T12:18:41.016071] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:18:41.016843] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:41.016919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:41.021686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:41.023426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:41.024077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:41.024480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:41.025338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:41.028203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:41.030315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:41.031472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:18:41.033800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:41.085493] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:41.145417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:41.185374] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:18:41.239602] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 8.8s | Global ETA: 14m 48s
[2025-11-25T12:18:41.358259] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:41.410972] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -0.48%, Actual: 1.04%
[2025-11-25T12:18:41.411665] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:18:41.430519] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.34% | Symbol ETA: 2.8s | Global ETA: 14m 48s
[2025-11-25T12:18:41.430833] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:18:41.431709] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:41.431868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:41.436728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:41.438637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:41.439240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:41.439738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:41.441005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:41.441739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:41.442959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:18:41.444195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:41.482768] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:18:41.579233] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 2.81%, Actual: 1.19%
[2025-11-25T12:18:41.590483] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:41.652512] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:41.700587] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -2.54% | Symbol ETA: 9.3s | Global ETA: 14m 48s
[2025-11-25T12:18:41.700779] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:18:41.701745] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:41.701897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:41.702726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:41.750591] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -5.67%, Actual: 1.80%
[2025-11-25T12:18:41.788535] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -1.44% | Symbol ETA: 53.3s | Global ETA: 14m 48s
[2025-11-25T12:18:41.789233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:41.791330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:41.791828] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:18:41.792579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:18:41.794832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:41.921736] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.00%, Actual: 0.97%
[2025-11-25T12:18:41.960493] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.59%, Actual: 0.70%
[2025-11-25T12:18:41.967326] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:42.040688] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.77% | Symbol ETA: 2.2s | Global ETA: 14m 48s
[2025-11-25T12:18:42.040966] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:18:42.041819] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:42.041962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:42.046841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:42.048790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:42.049372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:42.049881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:42.051151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:42.051886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:42.053099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:18:42.054324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:42.103925] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.84%, Actual: 2.38%
[2025-11-25T12:18:42.130892] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 0.20%
[2025-11-25T12:18:42.146795] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:18:42.287114] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 2.00%
[2025-11-25T12:18:42.300952] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.62%, Actual: 2.33%
[2025-11-25T12:18:42.324183] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:42.400265] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:18:42.431121] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.51% | Symbol ETA: 8.5s | Global ETA: 14m 48s
[2025-11-25T12:18:42.431411] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:18:42.432315] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:42.432460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:42.433261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:42.467490] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.64%, Actual: 0.86%
[2025-11-25T12:18:42.468165] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 1.38%, Actual: 0.97%
[2025-11-25T12:18:42.518293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:42.520408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:42.521535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:18:42.523830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:42.573704] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:42.635307] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -3.67%, Actual: 1.23%
[2025-11-25T12:18:42.648088] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.30% | Symbol ETA: 1.6s | Global ETA: 14m 48s
[2025-11-25T12:18:42.648420] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:18:42.649362] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:42.649523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:42.652120] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.11%
[2025-11-25T12:18:42.654468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:42.656578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:42.657321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:42.657839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:42.659147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:42.659896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:42.661239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:18:42.662441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:42.802734] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.74%, Actual: 0.19%
[2025-11-25T12:18:42.833610] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -1.82%, Actual: 0.30%
[2025-11-25T12:18:42.876340] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:18:42.970227] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 2.53%, Actual: 2.22%
[2025-11-25T12:18:43.009239] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:18:43.014138] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 1.77%
[2025-11-25T12:18:43.014556] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 44.3381%
[2025-11-25T12:18:43.014815] [INFO ] [main      ] APD: DISCARDED add_pct_change (score: 44.34%)
[2025-11-25T12:18:43.014945] [INFO ] [main      ] APD: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:18:43.015053] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_preclose_acceleration_mag']
[2025-11-25T12:18:43.015181] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:18:43.029810] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:43.030489] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:18:43.031532] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:43.031622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:43.036878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:43.051619] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:43.137484] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -0.35%, Actual: 1.76%
[2025-11-25T12:18:43.160880] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -0.41% | Symbol ETA: 7.7s | Global ETA: 14m 48s
[2025-11-25T12:18:43.161182] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:18:43.162141] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:43.162299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:43.163138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:43.167508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:43.168936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:43.181592] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:43.226546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:43.231264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:43.232366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:43.248510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:43.250769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:43.252162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:18:43.253662] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.55% | Symbol ETA: 1.0s | Global ETA: 14m 48s
[2025-11-25T12:18:43.254744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:43.309365] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.73%, Actual: 0.23%
[2025-11-25T12:18:43.426090] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 0.86%, Actual: 4.72%
[2025-11-25T12:18:43.484325] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -1.44%, Actual: 0.73%
[2025-11-25T12:18:43.484715] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 44.1270%
[2025-11-25T12:18:43.484885] [INFO ] [main      ] AGM: DISCARDED add_directional_consistency (score: 44.13%)
[2025-11-25T12:18:43.484999] [INFO ] [main      ] AGM: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T12:18:43.485053] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range']
[2025-11-25T12:18:43.485169] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:18:43.499202] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:43.499668] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:18:43.500528] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:43.500612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:43.505423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:43.507251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:43.507773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:43.508188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:43.509060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:18:43.510700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:43.569828] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:18:43.600066] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -1.21%, Actual: 2.95%
[2025-11-25T12:18:43.609251] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:18:43.736736] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:43.773304] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -3.05%, Actual: 0.61%
[2025-11-25T12:18:43.776797] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:43.846281] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:18:43.880191] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -3.40% | Symbol ETA: 6.9s | Global ETA: 14m 49s
[2025-11-25T12:18:43.880463] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:18:43.881288] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:43.881433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:43.881711] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.29% | Symbol ETA: 16.1s | Global ETA: 14m 49s
[2025-11-25T12:18:43.882017] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:18:43.882207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:43.882961] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:43.883097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:43.887941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:43.947356] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 0.53%, Actual: 1.35%
[2025-11-25T12:18:43.964824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:43.966696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:43.971093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:18:43.973288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:44.012485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:44.013874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:44.018638] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:44.069206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:44.073853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:44.074971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:44.127861] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 0.93%
[2025-11-25T12:18:44.148921] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.78% | Symbol ETA: 58.7s | Global ETA: 14m 49s
[2025-11-25T12:18:44.149220] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:18:44.150075] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:44.150217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:44.155081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:44.156923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:44.157511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:44.158004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:44.158947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:18:44.160764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:44.311240] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:18:44.313800] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.94%, Actual: 0.88%
[2025-11-25T12:18:44.411623] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:18:44.478851] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:44.496280] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:18:44.501774] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.34%, Actual: 2.44%
[2025-11-25T12:18:44.579471] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:44.582735] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.93% | Symbol ETA: 6.2s | Global ETA: 14m 49s
[2025-11-25T12:18:44.582881] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:18:44.583615] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:44.583704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:44.584548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:44.665735] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:44.667832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:44.669611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:44.670766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:18:44.672939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:44.683964] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.77%, Actual: 0.61%
[2025-11-25T12:18:44.728849] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 15.2s | Global ETA: 14m 49s
[2025-11-25T12:18:44.729135] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:18:44.729919] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:44.730057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:44.734866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:44.803703] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.61% | Symbol ETA: 58.0s | Global ETA: 14m 49s
[2025-11-25T12:18:44.804003] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:18:44.804844] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:44.804983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:44.809872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:44.811726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:44.812291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:44.812796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:44.813749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:18:44.815458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:44.856221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:44.857624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:44.871811] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.30%, Actual: 2.94%
[2025-11-25T12:18:44.913531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:44.918244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:44.919410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:45.009809] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:18:45.064015] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.55%, Actual: 0.29%
[2025-11-25T12:18:45.064441] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 35.6065%
[2025-11-25T12:18:45.064664] [INFO ] [main      ] CGAU: DISCARDED add_volatility_decay_ratio (score: 35.61%)
[2025-11-25T12:18:45.064812] [INFO ] [main      ] CGAU: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:18:45.064948] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:18:45.065092] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:18:45.079663] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:45.080567] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:18:45.081763] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:18:45.081933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:45.087571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:45.089614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:45.090242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:45.090749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:45.092030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:45.092799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:45.094061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:45.094632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:45.095880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:18:45.098127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:45.156506] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:18:45.178119] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:45.256157] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:18:45.281762] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.48% | Symbol ETA: 5.4s | Global ETA: 14m 49s
[2025-11-25T12:18:45.281908] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:18:45.282679] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:45.282755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:45.283437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:45.336911] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:45.370699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:45.372605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:45.373836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:18:45.376036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:45.427251] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:45.485172] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:18:45.493326] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.07% | Symbol ETA: 57.5s | Global ETA: 14m 49s
[2025-11-25T12:18:45.493516] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:18:45.494718] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:45.494823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:45.500304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:45.502131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:45.502621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:45.503045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:45.503921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:18:45.505584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:45.576210] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.08% | Symbol ETA: 14.4s | Global ETA: 14m 49s
[2025-11-25T12:18:45.576505] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:18:45.577367] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:45.577525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:45.582354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:45.653469] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:45.704757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:45.706093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:45.712569] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:18:45.734910] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 1.10% | Symbol ETA: 6.7s | Global ETA: 14m 49s
[2025-11-25T12:18:45.735058] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:18:45.735959] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:18:45.736042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:45.741489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:45.743469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:45.743982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:45.744395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:45.745583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:45.746280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:45.747501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:45.748053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:45.749210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:18:45.751360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:45.762017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:45.766507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:45.767632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:45.841055] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:18:45.881482] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:45.987441] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.40% | Symbol ETA: 4.7s | Global ETA: 14m 49s
[2025-11-25T12:18:45.987731] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:18:45.989115] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:45.989268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:45.990087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:46.015568] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:46.074842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:46.077025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:46.078344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:18:46.080638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:46.114057] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:18:46.120032] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:18:46.149120] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -1.64% | Symbol ETA: 56.8s | Global ETA: 14m 49s
[2025-11-25T12:18:46.149269] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:18:46.150030] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:46.150106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:46.154883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:46.156618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:46.157148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:46.157553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:46.158422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:18:46.160037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:46.290041] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:46.290965] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:46.370573] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.64% | Symbol ETA: 6.0s | Global ETA: 14m 49s
[2025-11-25T12:18:46.370867] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:18:46.371732] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:18:46.371878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:46.376864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:46.378784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:46.379321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:46.379790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:46.381047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:46.381770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:46.382989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:46.383504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:46.384703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:18:46.386836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:46.419552] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:18:46.444682] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.48% | Symbol ETA: 13.6s | Global ETA: 14m 49s
[2025-11-25T12:18:46.445029] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:18:46.445961] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:46.446077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:46.451200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:46.496160] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:18:46.579321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:46.580720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:46.587846] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:46.640197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:46.645220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:46.646608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:46.667803] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:46.691743] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.62% | Symbol ETA: 4.0s | Global ETA: 14m 49s
[2025-11-25T12:18:46.730616] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:18:46.800343] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.36% | Symbol ETA: 56.1s | Global ETA: 14m 49s
[2025-11-25T12:18:46.800489] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:18:46.801251] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:46.801478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:46.806369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:46.808231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:46.808814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:46.809287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:46.810232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:18:46.811954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:46.866564] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.34%, Actual: 3.01%
[2025-11-25T12:18:46.902674] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:46.985664] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.51% | Symbol ETA: 5.3s | Global ETA: 14m 50s
[2025-11-25T12:18:46.985941] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:18:46.986830] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:18:46.987022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:46.991997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:46.994060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:46.994672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:46.995199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:46.996488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:46.997261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:46.998498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:46.999062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:47.000268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:18:47.002518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:47.007388] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:18:47.035232] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 2.60%, Actual: 3.87%
[2025-11-25T12:18:47.148137] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:18:47.187286] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:47.203167] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -2.54%, Actual: 0.49%
[2025-11-25T12:18:47.316354] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:47.336439] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.73% | Symbol ETA: 12.7s | Global ETA: 14m 50s
[2025-11-25T12:18:47.336778] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:18:47.337730] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:47.337924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:47.343403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:47.344721] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:18:47.372058] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.51%, Actual: 0.19%
[2025-11-25T12:18:47.443507] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.29% | Symbol ETA: 55.5s | Global ETA: 14m 50s
[2025-11-25T12:18:47.443802] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:18:47.444615] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:47.444817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:47.449728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:47.451542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:47.452119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:47.452594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:47.453534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:18:47.455237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:47.475402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:47.476919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:47.516214] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:47.535328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:47.540207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:47.540798] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 2.33%
[2025-11-25T12:18:47.541358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:47.595389] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.25% | Symbol ETA: 4.6s | Global ETA: 14m 50s
[2025-11-25T12:18:47.595706] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:18:47.596538] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:18:47.596702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:47.601517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:47.603362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:47.603944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:47.604415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:47.605638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:47.606374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:47.607574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:47.608129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:47.609300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:18:47.611462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:47.708635] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -3.40%, Actual: 1.61%
[2025-11-25T12:18:47.791017] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:18:47.876444] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.93%, Actual: 0.03%
[2025-11-25T12:18:47.897967] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:18:47.949208] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:18:47.958527] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:48.047050] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.48%, Actual: 0.28%
[2025-11-25T12:18:48.075989] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:48.087839] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 54.8s | Global ETA: 14m 50s
[2025-11-25T12:18:48.088116] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:18:48.088959] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:48.089099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:48.093901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:48.095740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:48.096300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:48.096793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:48.097763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:18:48.099447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:48.121710] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:48.201590] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 4.0s | Global ETA: 14m 50s
[2025-11-25T12:18:48.201903] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:18:48.202749] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:18:48.202890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:48.208089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:48.209909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:48.210474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:48.210995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:48.212236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:48.212965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:48.214160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:48.214714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:48.215875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:18:48.218127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:48.218795] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.40%, Actual: 3.25%
[2025-11-25T12:18:48.239391] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 11.9s | Global ETA: 14m 50s
[2025-11-25T12:18:48.239726] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:18:48.240583] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:48.240743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:48.246702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:48.378847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:48.380274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:48.388136] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.62%, Actual: 2.31%
[2025-11-25T12:18:48.388479] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 32.6995%
[2025-11-25T12:18:48.388662] [INFO ] [main      ] KNTK: DISCARDED add_range_volume_efficiency (score: 32.70%)
[2025-11-25T12:18:48.388779] [INFO ] [main      ] KNTK: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:18:48.388883] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:18:48.389018] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:18:48.404662] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:48.405219] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:18:48.406144] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:48.406286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:48.407119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:48.438282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:48.439401] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:18:48.443113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:48.444265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:48.492130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:48.493861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:48.495070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:18:48.499012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:48.557052] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:18:48.607328] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:48.725569] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:48.731171] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.54% | Symbol ETA: 54.1s | Global ETA: 14m 50s
[2025-11-25T12:18:48.731467] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:18:48.732296] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:48.732439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:48.737284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:48.739133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:48.739715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:48.740188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:48.741132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:18:48.742844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:48.803853] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.52% | Symbol ETA: 3.3s | Global ETA: 14m 50s
[2025-11-25T12:18:48.803996] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:18:48.804758] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:18:48.804850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:48.809660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:48.811553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:48.812134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:48.812607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:48.813337] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:18:48.813867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:48.814506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:48.815619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:48.816226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:48.817399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:18:48.819479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:48.840358] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:18:48.993047] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:49.012052] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:49.080923] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:18:49.120773] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.57% | Symbol ETA: 10.1s | Global ETA: 14m 50s
[2025-11-25T12:18:49.120911] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:18:49.121697] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:49.121902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:49.122699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:49.145620] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 11.1s | Global ETA: 14m 50s
[2025-11-25T12:18:49.145816] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:18:49.146869] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:49.147038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:49.152477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:49.163870] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:18:49.208108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:49.209933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:49.211278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:18:49.215187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:49.252498] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:49.287780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:49.289194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:49.336567] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:49.347391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:49.352080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:49.353225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:49.385409] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 53.5s | Global ETA: 14m 50s
[2025-11-25T12:18:49.385739] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:18:49.386559] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:49.386739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:49.391568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:49.393399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:49.393980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:49.394454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:49.395402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:18:49.397123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:49.414413] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.69% | Symbol ETA: 2.7s | Global ETA: 14m 50s
[2025-11-25T12:18:49.414726] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:18:49.415546] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:18:49.415715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:49.420680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:49.422533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:49.423111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:49.423591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:49.424838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:49.425541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:49.426739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:49.427291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:49.428454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:18:49.430527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:49.557146] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:18:49.712819] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:18:49.724197] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:49.735277] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:18:49.793311] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:18:49.831514] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 2.07% | Symbol ETA: 9.3s | Global ETA: 14m 50s
[2025-11-25T12:18:49.831802] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:18:49.832673] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:49.832816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:49.833571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:49.892118] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:49.904729] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:49.918560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:49.920318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:49.921521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:18:49.925436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:49.969629] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:50.033833] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 10.2s | Global ETA: 14m 50s
[2025-11-25T12:18:50.034151] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:18:50.034996] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:50.035156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:50.040028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:50.041335] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 0.39% | Symbol ETA: 52.8s | Global ETA: 14m 50s
[2025-11-25T12:18:50.053017] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.79% | Symbol ETA: 2.1s | Global ETA: 14m 50s
[2025-11-25T12:18:50.053171] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:18:50.054052] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:18:50.054137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:50.059387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:50.061347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:50.061892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:50.062324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:50.063512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:50.064281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:50.065455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:50.065997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:50.067183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:18:50.069302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:50.160066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:50.161329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:50.211178] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.78%, Actual: 0.70%
[2025-11-25T12:18:50.215861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:50.220707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:50.222022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:50.263574] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:18:50.382055] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.61%, Actual: 0.20%
[2025-11-25T12:18:50.413779] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:18:50.433005] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:50.538073] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -2.79% | Symbol ETA: 8.6s | Global ETA: 14m 51s
[2025-11-25T12:18:50.538215] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:18:50.538974] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:50.539049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:50.539747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:50.551504] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 2.33%
[2025-11-25T12:18:50.563170] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:18:50.584001] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:50.624029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:50.625834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:50.626902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:18:50.630813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:50.662551] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.86% | Symbol ETA: 1.5s | Global ETA: 14m 51s
[2025-11-25T12:18:50.662737] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:18:50.663488] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:18:50.663567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:50.668308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:50.670081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:50.670570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:50.670985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:50.672210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:50.672869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:50.673980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:18:50.674430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:18:50.675505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:18:50.677528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:50.721187] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 0.97%
[2025-11-25T12:18:50.735867] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:50.881290] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 1.51% | Symbol ETA: 9.3s | Global ETA: 14m 51s
[2025-11-25T12:18:50.881610] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:18:50.882461] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:50.882610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:50.887851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:50.892098] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.36%, Actual: 1.23%
[2025-11-25T12:18:50.972071] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:18:51.022091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:51.023593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:51.033043] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:18:51.062283] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.29%, Actual: 0.19%
[2025-11-25T12:18:51.081045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:51.085790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:51.087036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:51.143231] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:51.210435] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:51.232194] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 2.22%
[2025-11-25T12:18:51.248729] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -3.13% | Symbol ETA: 7.9s | Global ETA: 14m 51s
[2025-11-25T12:18:51.248972] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:18:51.249832] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:51.249972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:51.250785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:51.290614] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.06% | Symbol ETA: 0.8s | Global ETA: 14m 51s
[2025-11-25T12:18:51.339447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:51.341309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:51.342554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:18:51.346703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:51.402045] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 1.76%
[2025-11-25T12:18:51.431666] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:18:51.464784] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 1.10%, Actual: 4.72%
[2025-11-25T12:18:51.569975] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.40%, Actual: 0.23%
[2025-11-25T12:18:51.598832] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:51.636180] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.64%, Actual: 2.95%
[2025-11-25T12:18:51.684380] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:18:51.740861] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 0.39%, Actual: 0.73%
[2025-11-25T12:18:51.741163] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 36.6590%
[2025-11-25T12:18:51.741326] [INFO ] [main      ] AGM: DISCARDED add_fullday_parkinson_range (score: 36.66%)
[2025-11-25T12:18:51.741441] [INFO ] [main      ] AGM: Testing feature 10/53: add_gap_fill_state
[2025-11-25T12:18:51.741545] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state']
[2025-11-25T12:18:51.741669] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:18:51.742836] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 8.4s | Global ETA: 14m 51s
[2025-11-25T12:18:51.754796] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:51.755386] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:18:51.756231] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:51.756308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:51.761304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:51.763110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:51.763800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:51.764198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:51.765066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:18:51.810347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:51.813470] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.51%, Actual: 0.61%
[2025-11-25T12:18:51.854963] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:51.938894] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.29%, Actual: 1.04%
[2025-11-25T12:18:51.965324] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 1.01% | Symbol ETA: 7.2s | Global ETA: 14m 51s
[2025-11-25T12:18:51.965593] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:18:51.966614] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:51.967038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:51.967886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:52.015590] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.25%, Actual: 1.35%
[2025-11-25T12:18:52.052472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:52.054267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:52.055397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:18:52.059748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:52.127427] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.68%, Actual: 1.19%
[2025-11-25T12:18:52.156939] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:18:52.219635] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -0.53%, Actual: 0.93%
[2025-11-25T12:18:52.326381] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:52.342499] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.08%, Actual: 1.80%
[2025-11-25T12:18:52.400083] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.52%, Actual: 0.88%
[2025-11-25T12:18:52.404165] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:18:52.464281] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.34% | Symbol ETA: 45.8s | Global ETA: 14m 51s
[2025-11-25T12:18:52.464539] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:18:52.465401] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:52.465542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:52.470415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:52.472262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:52.472852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:52.473334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:52.474294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:18:52.514767] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.48%, Actual: 0.97%
[2025-11-25T12:18:52.518211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:52.573468] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:52.579832] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.69%, Actual: 2.44%
[2025-11-25T12:18:52.676654] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 6.5s | Global ETA: 14m 51s
[2025-11-25T12:18:52.676940] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:18:52.677807] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:52.677940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:52.678719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:52.682538] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.73%, Actual: 2.38%
[2025-11-25T12:18:52.758900] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.79%, Actual: 0.61%
[2025-11-25T12:18:52.762868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:52.764700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:52.765845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:18:52.769798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:52.851967] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 2.00%
[2025-11-25T12:18:52.857903] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:18:52.926955] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.86%, Actual: 2.94%
[2025-11-25T12:18:53.023056] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 0.86%
[2025-11-25T12:18:53.032171] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:53.096778] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.06%, Actual: 0.29%
[2025-11-25T12:18:53.097181] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 46.3448%
[2025-11-25T12:18:53.097364] [INFO ] [main      ] CGAU: DISCARDED add_volatility_state_percentiles (score: 46.34%)
[2025-11-25T12:18:53.097522] [INFO ] [main      ] CGAU: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:18:53.097633] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_volume_dispersion']
[2025-11-25T12:18:53.097765] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:18:53.112891] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:53.113463] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:18:53.114405] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:53.114550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:53.119830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:53.121772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:53.122339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:53.122842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:53.124087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:53.124816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:53.126019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:18:53.127437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:53.152452] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:18:53.184133] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -3.06% | Symbol ETA: 45.2s | Global ETA: 14m 51s
[2025-11-25T12:18:53.184403] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:18:53.185314] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:53.185462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:53.190598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:53.192569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:53.193232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:53.193754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:53.194733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:18:53.197477] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.35%, Actual: 0.11%
[2025-11-25T12:18:53.240186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:53.332823] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:53.365440] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 1.51%, Actual: 0.30%
[2025-11-25T12:18:53.437829] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.82% | Symbol ETA: 5.8s | Global ETA: 14m 51s
[2025-11-25T12:18:53.437991] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:18:53.438771] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:53.438981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:53.439760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:53.476759] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:18:53.522151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:53.523915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:53.525039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:18:53.528989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:53.534880] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 1.77%
[2025-11-25T12:18:53.535286] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 41.3617%
[2025-11-25T12:18:53.535455] [INFO ] [main      ] APD: DISCARDED add_preclose_acceleration_mag (score: 41.36%)
[2025-11-25T12:18:53.535576] [INFO ] [main      ] APD: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:18:53.535714] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_prev_1100_to_open']
[2025-11-25T12:18:53.535836] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:18:53.548314] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:53.548948] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:18:53.549899] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:53.550046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:53.555028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:53.576596] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:18:53.650444] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:53.687446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:53.688852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:53.725628] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.83% | Symbol ETA: 6.2s | Global ETA: 14m 52s
[2025-11-25T12:18:53.725797] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:18:53.726547] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:53.726618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:53.731873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:53.733852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:53.734559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:53.735085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:53.736484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:53.737285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:53.738774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:18:53.740362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:53.745116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:53.745749] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:53.749750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:18:53.750538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:53.871813] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:18:53.887023] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.67% | Symbol ETA: 44.4s | Global ETA: 14m 52s
[2025-11-25T12:18:53.887376] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:18:53.888245] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:53.888401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:53.893292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:53.895173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:53.895752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:53.896230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:53.897261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:18:53.940181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:54.041426] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:54.088791] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:18:54.107562] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:18:54.148926] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.84% | Symbol ETA: 5.1s | Global ETA: 14m 52s
[2025-11-25T12:18:54.149083] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:18:54.149996] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:54.150137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:54.150962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:54.233981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:54.235711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:54.236828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:18:54.240713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:54.263686] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:54.279434] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:18:54.291365] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:54.369589] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 5.7s | Global ETA: 14m 52s
[2025-11-25T12:18:54.369941] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:18:54.370972] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:54.371122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:54.376350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:54.378581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:54.379228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:54.379743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:54.381066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:54.381834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:54.383127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:18:54.384628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:54.409874] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 2.37% | Symbol ETA: 15.5s | Global ETA: 14m 52s
[2025-11-25T12:18:54.410155] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:18:54.411023] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:54.411107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:54.415923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:54.447266] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:54.537711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:54.538899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:54.576626] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:18:54.585371] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.79% | Symbol ETA: 43.7s | Global ETA: 14m 52s
[2025-11-25T12:18:54.585626] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:18:54.586420] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:54.586560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:54.591536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:54.593375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:54.593946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:54.594041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:54.594417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:54.595305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:18:54.598473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:18:54.599278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:54.638681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:54.745914] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:18:54.747163] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:54.850576] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -1.30% | Symbol ETA: 4.4s | Global ETA: 14m 52s
[2025-11-25T12:18:54.850879] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:18:54.851754] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:54.851881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:54.852631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:54.925601] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:54.935350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:54.937218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:54.938377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:18:54.942350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:54.945433] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:18:54.975072] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:18:55.003997] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.71% | Symbol ETA: 5.1s | Global ETA: 14m 52s
[2025-11-25T12:18:55.004300] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:18:55.005136] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:55.005283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:55.010249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:55.012207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:55.012824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:55.013319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:55.014598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:55.015337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:55.016573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:18:55.018069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:55.118794] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:55.146353] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:55.274298] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 14.6s | Global ETA: 14m 52s
[2025-11-25T12:18:55.274610] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:18:55.275444] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:55.275528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:55.276622] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.89% | Symbol ETA: 43.0s | Global ETA: 14m 52s
[2025-11-25T12:18:55.276790] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:18:55.277555] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:55.277626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:55.280384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:55.282457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:55.283884] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:18:55.284273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:55.284789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:55.285201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:55.286081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:18:55.328516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:55.365031] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:18:55.402580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:55.403950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:55.452120] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:55.460455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:55.465158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:18:55.466123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:55.545608] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:55.554367] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: -0.74% | Symbol ETA: 3.6s | Global ETA: 14m 52s
[2025-11-25T12:18:55.622308] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.10% | Symbol ETA: 4.4s | Global ETA: 14m 52s
[2025-11-25T12:18:55.622624] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:18:55.623503] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:55.623667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:55.628769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:55.630709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:55.631297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:55.631813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:55.633092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:55.633842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:55.635081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:18:55.636555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:55.666023] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:18:55.724610] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.57%, Actual: 3.01%
[2025-11-25T12:18:55.804218] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:18:55.834329] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:55.894204] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 2.07%, Actual: 3.87%
[2025-11-25T12:18:55.959356] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.33% | Symbol ETA: 42.2s | Global ETA: 14m 52s
[2025-11-25T12:18:55.959657] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:18:55.960476] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:55.960618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:55.965427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:55.967293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:55.967873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:55.968340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:55.969293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:18:55.972397] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:55.993477] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:18:56.013080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:56.066422] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -2.79%, Actual: 0.49%
[2025-11-25T12:18:56.122942] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.92% | Symbol ETA: 13.7s | Global ETA: 14m 52s
[2025-11-25T12:18:56.123216] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:18:56.124069] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:56.124208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:56.129086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:56.170088] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:56.235332] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -3.13%, Actual: 0.19%
[2025-11-25T12:18:56.243924] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.14% | Symbol ETA: 3.8s | Global ETA: 14m 52s
[2025-11-25T12:18:56.244215] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:18:56.245077] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:56.245226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:56.250205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:56.252345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:56.252320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:56.252972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:56.253570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:56.253709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:56.254941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:56.255717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:56.256957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:18:56.258429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:56.310097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:56.314456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:18:56.315248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:56.353105] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:18:56.403387] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 1.01%, Actual: 2.33%
[2025-11-25T12:18:56.525441] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:56.576353] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 1.61%
[2025-11-25T12:18:56.618085] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:18:56.655222] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:18:56.657091] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 41.5s | Global ETA: 14m 52s
[2025-11-25T12:18:56.657358] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:18:56.658189] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:56.658329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:56.663174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:56.665016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:56.665581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:56.666064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:56.667034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:18:56.709533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:56.745063] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.82%, Actual: 0.03%
[2025-11-25T12:18:56.786520] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:56.823139] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:18:56.858071] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.97% | Symbol ETA: 3.2s | Global ETA: 14m 52s
[2025-11-25T12:18:56.858374] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:18:56.859224] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:56.859369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:56.864178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:56.867256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:56.867868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:56.868372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:56.869607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:56.870340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:56.871728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:18:56.873257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:56.913354] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.84%, Actual: 0.28%
[2025-11-25T12:18:56.971239] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -4.44% | Symbol ETA: 12.8s | Global ETA: 14m 52s
[2025-11-25T12:18:56.971536] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:18:56.972362] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:56.972502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:56.977281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:57.045706] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:18:57.081164] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -1.30%, Actual: 3.25%
[2025-11-25T12:18:57.098130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:57.099255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:57.155178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:57.159860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:18:57.160703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:57.215541] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:57.229829] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:18:57.250147] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: -0.74%, Actual: 2.31%
[2025-11-25T12:18:57.250400] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 31.6171%
[2025-11-25T12:18:57.250678] [INFO ] [main      ] KNTK: DISCARDED add_range_volume_efficiency_refinements (score: 31.62%)
[2025-11-25T12:18:57.250803] [INFO ] [main      ] KNTK: Testing feature 39/53: add_regime
[2025-11-25T12:18:57.250911] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_regime']
[2025-11-25T12:18:57.251021] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:18:57.266210] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:18:57.266930] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:18:57.267913] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:57.268055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:57.268871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:57.345260] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.92% | Symbol ETA: 40.8s | Global ETA: 14m 53s
[2025-11-25T12:18:57.345520] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:18:57.346338] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:57.346479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:57.351366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:57.353222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:57.353795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:57.353910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:57.354263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:57.355173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:18:57.355818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:57.356972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:18:57.376478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:57.399434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:57.471066] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:57.499759] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:18:57.546283] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.50% | Symbol ETA: 2.6s | Global ETA: 14m 53s
[2025-11-25T12:18:57.546448] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:18:57.547329] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:57.547536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:57.552730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:57.554721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:57.555314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:57.555843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:57.557309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:57.558132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:57.559412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:18:57.560979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:57.669184] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:18:57.712949] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:18:57.736916] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:18:57.815853] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.48% | Symbol ETA: 12.0s | Global ETA: 14m 53s
[2025-11-25T12:18:57.816127] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:18:57.816966] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:57.817123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:57.821903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:57.884919] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:18:57.907429] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:57.913532] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:18:57.943824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:57.945035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:57.995897] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.20% | Symbol ETA: 9.8s | Global ETA: 14m 53s
[2025-11-25T12:18:57.996201] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:18:57.997075] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:57.997219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:57.998005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:58.000846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:58.005250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:18:58.006075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:58.036384] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 2.15% | Symbol ETA: 40.1s | Global ETA: 14m 53s
[2025-11-25T12:18:58.036534] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:18:58.037432] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:58.037574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:58.042407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:58.044238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:58.044805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:58.045273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:18:58.046219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:18:58.083178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:58.084973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:58.086111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:18:58.088852] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:18:58.089240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:58.105932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:58.163239] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -1.47% | Symbol ETA: 1.9s | Global ETA: 14m 53s
[2025-11-25T12:18:58.163365] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:18:58.164217] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:58.164298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:58.169155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:58.171168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:58.171796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:58.172271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:58.173526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:58.174259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:58.175468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:18:58.176972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:58.346483] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:18:58.428510] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:18:58.443813] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:18:58.515737] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:18:58.516460] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:18:58.596476] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:58.611434] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:18:58.663984] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 1.35% | Symbol ETA: 11.1s | Global ETA: 14m 53s
[2025-11-25T12:18:58.664320] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:18:58.665274] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:58.665422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:58.670538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:58.684224] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:18:58.721794] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 0.17% | Symbol ETA: 9.1s | Global ETA: 14m 53s
[2025-11-25T12:18:58.722087] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:18:58.722948] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:58.723094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:58.723888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:58.735260] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -1.25% | Symbol ETA: 39.4s | Global ETA: 14m 53s
[2025-11-25T12:18:58.757608] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.22% | Symbol ETA: 1.3s | Global ETA: 14m 53s
[2025-11-25T12:18:58.757917] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:18:58.758765] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:18:58.758908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:58.763712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:18:58.765519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:18:58.766103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:18:58.766577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:18:58.767845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:18:58.768547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:18:58.769794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:18:58.771214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:58.794408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:58.795745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:58.808762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:58.810627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:58.811827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:18:58.830942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:58.851366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:58.856131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:18:58.857184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:58.904595] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.34%, Actual: 0.70%
[2025-11-25T12:18:59.073122] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -3.06%, Actual: 0.20%
[2025-11-25T12:18:59.107459] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:18:59.167905] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:18:59.200501] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:18:59.242457] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 2.33%
[2025-11-25T12:18:59.278405] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:18:59.340304] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:18:59.355833] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -2.50% | Symbol ETA: 0.7s | Global ETA: 14m 53s
[2025-11-25T12:18:59.368923] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:18:59.411986] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.79%, Actual: 0.97%
[2025-11-25T12:18:59.447140] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 2.83% | Symbol ETA: 8.4s | Global ETA: 14m 53s
[2025-11-25T12:18:59.447405] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:18:59.448267] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:18:59.448410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:18:59.449187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:18:59.512184] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -1.31% | Symbol ETA: 10.3s | Global ETA: 14m 53s
[2025-11-25T12:18:59.512497] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:18:59.513335] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:18:59.513478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:18:59.518325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:18:59.533611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:18:59.535443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:18:59.536578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:18:59.554231] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.83%, Actual: 4.72%
[2025-11-25T12:18:59.555877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:59.581084] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.89%, Actual: 1.23%
[2025-11-25T12:18:59.639739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:18:59.641152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:18:59.703507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:18:59.708157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:18:59.708961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:18:59.725231] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 2.95%
[2025-11-25T12:18:59.750213] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.33%, Actual: 0.19%
[2025-11-25T12:18:59.892108] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:18:59.894303] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.71%, Actual: 0.61%
[2025-11-25T12:18:59.918538] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 2.22%
[2025-11-25T12:19:00.046659] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:19:00.060805] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:00.063189] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 1.35%
[2025-11-25T12:19:00.087563] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 1.76%
[2025-11-25T12:19:00.171029] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 7.6s | Global ETA: 14m 53s
[2025-11-25T12:19:00.171297] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:19:00.172149] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:00.172292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:00.173075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:00.219336] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:00.234436] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.14%, Actual: 0.93%
[2025-11-25T12:19:00.257481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:00.259522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:00.260696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:19:00.263203] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 2.15%, Actual: 0.23%
[2025-11-25T12:19:00.279936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:00.372553] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.25% | Symbol ETA: 9.4s | Global ETA: 14m 53s
[2025-11-25T12:19:00.372875] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:19:00.373724] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:00.373862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:00.378633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:00.412255] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.97%, Actual: 0.88%
[2025-11-25T12:19:00.437128] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -1.25%, Actual: 0.73%
[2025-11-25T12:19:00.437324] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 36.0338%
[2025-11-25T12:19:00.437411] [INFO ] [main      ] AGM: DISCARDED add_gap_fill_state (score: 36.03%)
[2025-11-25T12:19:00.437458] [INFO ] [main      ] AGM: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T12:19:00.437495] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_morning_composite']
[2025-11-25T12:19:00.437539] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:19:00.463813] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:00.464271] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:19:00.465223] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:00.467741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:00.476215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:00.478354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:00.478977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:00.479467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:00.480460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:00.481517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:00.510593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:00.511817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:00.566937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:00.571483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:19:00.572235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:00.674428] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 2.44%
[2025-11-25T12:19:00.806845] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:19:00.862012] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -1.47%, Actual: 0.61%
[2025-11-25T12:19:00.872469] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:19:01.015707] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:01.044136] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:01.140780] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:19:01.156775] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.22%, Actual: 2.94%
[2025-11-25T12:19:01.181394] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.13% | Symbol ETA: 43.0s | Global ETA: 14m 54s
[2025-11-25T12:19:01.181548] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:19:01.182363] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:01.182443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:01.187583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:01.189488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:01.190002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:01.190404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:01.191286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:01.191431] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 7.2s | Global ETA: 14m 54s
[2025-11-25T12:19:01.191632] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:19:01.192265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:01.192481] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:01.192628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:01.193337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:01.279903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:01.281986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:01.283069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:19:01.303352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:01.313953] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:01.383127] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -2.50%, Actual: 0.29%
[2025-11-25T12:19:01.383402] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 47.7896%
[2025-11-25T12:19:01.383526] [INFO ] [main      ] CGAU: DISCARDED add_volume_dispersion (score: 47.79%)
[2025-11-25T12:19:01.383600] [INFO ] [main      ] CGAU: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:19:01.383670] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_volume_flow_differentials']
[2025-11-25T12:19:01.383721] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:19:01.408960] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:01.412140] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:19:01.413253] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:01.413347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:01.424193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:01.426022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:01.426535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:01.430060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:01.431259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:01.431936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:01.433081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:19:01.441386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:01.497813] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 1.53% | Symbol ETA: 8.6s | Global ETA: 14m 54s
[2025-11-25T12:19:01.497950] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:19:01.498714] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:01.498788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:01.503477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:01.601330] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:19:01.624694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:01.625935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:01.661758] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:19:01.681929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:01.686806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:19:01.687963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:01.800428] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:01.818725] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:19:01.886235] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:01.975163] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -2.02% | Symbol ETA: 42.6s | Global ETA: 14m 54s
[2025-11-25T12:19:01.975567] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:19:01.977025] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:01.977231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:01.983916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:01.987962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:01.988996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:01.989747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:01.991207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:01.992832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:02.008304] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:02.037769] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 6.4s | Global ETA: 14m 54s
[2025-11-25T12:19:02.037979] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:19:02.039285] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:02.039398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:02.040561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:02.111380] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 4.62% | Symbol ETA: 6.8s | Global ETA: 14m 54s
[2025-11-25T12:19:02.111579] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:19:02.112845] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:02.112954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:02.119769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:02.122475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:02.123262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:02.123823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:02.125445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:02.126433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:02.128237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:19:02.132453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:02.163712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:02.166370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:02.167887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:19:02.169832] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:19:02.201785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:02.434725] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:02.493598] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:19:02.622413] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 7.7s | Global ETA: 14m 54s
[2025-11-25T12:19:02.667123] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:19:02.726560] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:19:02.757618] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:02.870854] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 2.37%, Actual: 1.04%
[2025-11-25T12:19:02.888295] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:02.916413] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.67% | Symbol ETA: 42.2s | Global ETA: 14m 54s
[2025-11-25T12:19:02.916754] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:19:02.917865] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:02.918026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:02.923864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:02.926141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:02.926829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:02.927403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:02.928513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:02.929733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:02.938198] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:02.989736] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: -3.44% | Symbol ETA: 6.8s | Global ETA: 14m 54s
[2025-11-25T12:19:02.990107] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:19:02.991510] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:02.991729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:02.999156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:03.001709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:03.002428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:03.003031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:03.004689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:03.005634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:03.007065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:19:03.010246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:03.060538] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 1.26% | Symbol ETA: 5.7s | Global ETA: 14m 54s
[2025-11-25T12:19:03.060893] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:19:03.062077] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:03.062276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:03.063278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:03.075493] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 1.04%, Actual: 1.19%
[2025-11-25T12:19:03.162303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:03.164505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:03.165757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:19:03.188879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:03.263544] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.92%, Actual: 1.80%
[2025-11-25T12:19:03.314584] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:19:03.399217] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:19:03.451021] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -4.44%, Actual: 0.97%
[2025-11-25T12:19:03.508890] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:03.542386] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:19:03.585807] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:03.638786] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.48%, Actual: 2.38%
[2025-11-25T12:19:03.662412] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 41.3s | Global ETA: 14m 54s
[2025-11-25T12:19:03.662750] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:19:03.663691] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:03.663834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:03.669009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:03.668918] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.42% | Symbol ETA: 5.8s | Global ETA: 14m 54s
[2025-11-25T12:19:03.669278] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:19:03.670189] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:03.670364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:03.671008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:03.671710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:03.672130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:03.673124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:03.674182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:03.675586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:03.677684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:03.678358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:03.678912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:03.680433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:03.681196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:03.682487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:19:03.685846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:03.711339] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:03.812487] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 1.35%, Actual: 2.00%
[2025-11-25T12:19:03.822518] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 4.58% | Symbol ETA: 4.9s | Global ETA: 14m 54s
[2025-11-25T12:19:03.822853] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:19:03.823824] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:03.823976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:03.824845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:03.911019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:03.913214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:03.914585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:19:03.934376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:03.986980] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -1.31%, Actual: 0.86%
[2025-11-25T12:19:04.036781] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:19:04.067153] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:19:04.163397] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.11%
[2025-11-25T12:19:04.238598] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:04.256489] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:04.335878] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:19:04.340545] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 4.08% | Symbol ETA: 4.9s | Global ETA: 14m 55s
[2025-11-25T12:19:04.340885] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:19:04.341826] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:04.341979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:04.343148] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 1.53%, Actual: 0.30%
[2025-11-25T12:19:04.347468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:04.349791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:04.350447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:04.350981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:04.352306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:04.353065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:04.354385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:19:04.357437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:04.394826] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.97% | Symbol ETA: 40.5s | Global ETA: 14m 55s
[2025-11-25T12:19:04.395003] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:19:04.395995] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:04.396100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:04.401246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:04.403438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:04.404143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:04.404680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:04.405835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:04.406952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:04.516457] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:04.518575] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: -0.13%, Actual: 1.77%
[2025-11-25T12:19:04.519009] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 44.8116%
[2025-11-25T12:19:04.519183] [INFO ] [main      ] APD: DISCARDED add_prev_1100_to_open (score: 44.81%)
[2025-11-25T12:19:04.519303] [INFO ] [main      ] APD: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:19:04.519412] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_prev_close_to_1100']
[2025-11-25T12:19:04.519552] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:19:04.532338] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:04.533119] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:19:04.534102] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:04.534247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:04.539336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:04.633534] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -4.77% | Symbol ETA: 4.1s | Global ETA: 14m 55s
[2025-11-25T12:19:04.633866] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:19:04.634849] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:04.635019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:04.635998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:04.669631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:04.671113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:04.728752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:04.731467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:04.733940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:19:04.734258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:04.735187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:04.736564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:19:04.756043] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:19:04.760051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:04.783233] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:19:04.942695] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:04.982910] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:05.033607] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -2.80% | Symbol ETA: 4.1s | Global ETA: 14m 55s
[2025-11-25T12:19:05.033935] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:19:05.034974] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:05.035162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:05.040934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:05.043477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:05.044259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:05.044816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:05.046243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:05.047118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:05.048638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:19:05.051730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:05.086233] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:19:05.118855] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.34% | Symbol ETA: 39.6s | Global ETA: 14m 55s
[2025-11-25T12:19:05.119155] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:19:05.119631] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:19:05.120027] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:05.120180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:05.125222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:05.127401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:05.128034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:05.128514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:05.129491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:05.130549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:05.259385] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:05.290342] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:05.396629] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 3.3s | Global ETA: 14m 55s
[2025-11-25T12:19:05.414196] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 0.56% | Symbol ETA: 15.4s | Global ETA: 14m 55s
[2025-11-25T12:19:05.414503] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:19:05.415343] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:05.415494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:05.417883] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:19:05.420377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:05.492964] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:19:05.551901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:05.553265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:05.568976] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.20%, Actual: 3.01%
[2025-11-25T12:19:05.600861] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:05.608504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:05.613008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:19:05.613837] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:05.680476] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:05.681137] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: -0.27% | Symbol ETA: 3.4s | Global ETA: 14m 55s
[2025-11-25T12:19:05.681308] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:19:05.682259] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:05.682489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:05.687554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:05.689549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:05.690163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:05.690675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:05.691998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:05.692769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:05.694065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:19:05.696954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:05.740249] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 3.87%
[2025-11-25T12:19:05.814056] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 38.8s | Global ETA: 14m 55s
[2025-11-25T12:19:05.814373] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:19:05.815212] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:05.815363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:05.821224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:05.823778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:05.824389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:05.824898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:05.825880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:05.826918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:05.924831] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 2.83%, Actual: 0.49%
[2025-11-25T12:19:05.972451] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:19:06.079285] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:19:06.099009] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 0.19%
[2025-11-25T12:19:06.152203] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:06.249874] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:19:06.255449] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:06.275072] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -0.36%, Actual: 2.33%
[2025-11-25T12:19:06.305385] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -1.21% | Symbol ETA: 14.5s | Global ETA: 14m 55s
[2025-11-25T12:19:06.305729] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:19:06.306522] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:06.306625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:06.311621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:06.334766] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.60% | Symbol ETA: 2.6s | Global ETA: 14m 55s
[2025-11-25T12:19:06.335003] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:19:06.335851] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:06.335995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:06.340791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:06.342610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:06.343179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:06.343668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:06.344920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:06.345628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:06.346835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:19:06.349571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:06.427800] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:06.441879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:06.443207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:06.450756] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.39%, Actual: 1.61%
[2025-11-25T12:19:06.499372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:06.503849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:19:06.504563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:06.555672] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -0.79% | Symbol ETA: 38.0s | Global ETA: 14m 55s
[2025-11-25T12:19:06.555827] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:19:06.556598] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:06.556689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:06.561545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:06.563455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:06.564004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:06.564404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:06.565296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:06.566253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:06.629921] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 1.26%, Actual: 0.03%
[2025-11-25T12:19:06.694451] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:19:06.809434] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 4.58%, Actual: 0.28%
[2025-11-25T12:19:06.842236] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:19:06.883468] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:06.908584] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:19:06.979468] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 1.9s | Global ETA: 14m 55s
[2025-11-25T12:19:06.979802] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:19:06.980701] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:06.980842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:06.985921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:06.988924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:06.989517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:06.990023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:06.991291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:06.992035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:06.993265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:19:06.997910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:07.019331] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:07.027443] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -4.77%, Actual: 3.25%
[2025-11-25T12:19:07.082633] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:07.169039] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.91% | Symbol ETA: 13.6s | Global ETA: 14m 55s
[2025-11-25T12:19:07.169344] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:19:07.170235] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:07.170383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:07.175519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:07.211520] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: -0.37%, Actual: 2.31%
[2025-11-25T12:19:07.211957] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 24.8689%
[2025-11-25T12:19:07.212140] [INFO ] [main      ] KNTK: DISCARDED add_regime (score: 24.87%)
[2025-11-25T12:19:07.212262] [INFO ] [main      ] KNTK: Testing feature 40/53: add_regime_flags
[2025-11-25T12:19:07.212369] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_regime_flags']
[2025-11-25T12:19:07.212480] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:19:07.212408] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: -0.23% | Symbol ETA: 37.3s | Global ETA: 14m 55s
[2025-11-25T12:19:07.212788] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:19:07.214011] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:07.214222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:07.219465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:07.221765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:07.222458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:07.223164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:07.224186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:07.225330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:07.228121] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:07.228632] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:19:07.229542] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:07.229634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:07.230563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:07.303692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:07.305154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:07.317635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:07.319571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:07.320775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:07.321924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:07.339770] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:19:07.361683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:07.366500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:19:07.367468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:07.519400] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:07.589353] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:19:07.597030] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 4.25% | Symbol ETA: 1.2s | Global ETA: 14m 56s
[2025-11-25T12:19:07.597349] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:19:07.598205] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:07.598350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:07.603198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:07.605086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:07.605671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:07.606149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:07.607420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:07.608150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:07.609372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:19:07.612119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:07.664880] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:19:07.723600] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:19:07.760295] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:07.837495] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:07.898201] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:07.903675] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.90% | Symbol ETA: 36.5s | Global ETA: 14m 56s
[2025-11-25T12:19:07.951372] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 9.8s | Global ETA: 14m 56s
[2025-11-25T12:19:07.951704] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:19:07.952622] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:07.952792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:07.953637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:07.964724] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:19:08.042283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:08.044451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:08.045625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:08.046827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:08.050859] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -4.40% | Symbol ETA: 12.7s | Global ETA: 14m 56s
[2025-11-25T12:19:08.051184] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:19:08.052075] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:08.052265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:08.057357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:08.085122] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.13%, Actual: 0.70%
[2025-11-25T12:19:08.169564] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:08.186289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:08.187810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:08.244911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:08.248218] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -3.37% | Symbol ETA: 0.5s | Global ETA: 14m 56s
[2025-11-25T12:19:08.249842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:19:08.250776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:08.281112] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -2.02%, Actual: 0.20%
[2025-11-25T12:19:08.393799] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:19:08.418269] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 4.62%, Actual: 4.72%
[2025-11-25T12:19:08.455248] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.67%, Actual: 2.33%
[2025-11-25T12:19:08.567076] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:08.588994] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -3.44%, Actual: 2.95%
[2025-11-25T12:19:08.602048] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:19:08.640185] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.93%, Actual: 0.97%
[2025-11-25T12:19:08.678213] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 2.81% | Symbol ETA: 9.1s | Global ETA: 14m 56s
[2025-11-25T12:19:08.678500] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:19:08.679336] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:08.679481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:08.680257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:08.760364] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.42%, Actual: 0.61%
[2025-11-25T12:19:08.767975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:08.770077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:08.771235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:08.772390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:08.782827] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:08.817854] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.97%, Actual: 1.23%
[2025-11-25T12:19:08.933888] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 4.08%, Actual: 1.35%
[2025-11-25T12:19:08.935824] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.76% | Symbol ETA: 11.8s | Global ETA: 14m 56s
[2025-11-25T12:19:08.936163] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:19:08.937102] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:08.937257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:08.942136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:08.995746] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.34%, Actual: 0.19%
[2025-11-25T12:19:09.063899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:09.065304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:09.111318] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -2.80%, Actual: 0.93%
[2025-11-25T12:19:09.121500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:09.122037] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:19:09.126265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:19:09.127287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:09.169710] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 2.22%
[2025-11-25T12:19:09.285919] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.88%
[2025-11-25T12:19:09.293475] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:09.347220] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -0.79%, Actual: 1.76%
[2025-11-25T12:19:09.400443] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -2.02% | Symbol ETA: 8.4s | Global ETA: 14m 56s
[2025-11-25T12:19:09.400767] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:19:09.401543] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:09.401703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:09.402461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:09.454013] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.60%, Actual: 2.44%
[2025-11-25T12:19:09.471561] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:19:09.485984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:09.488197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:09.489421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:09.490634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:09.539721] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 0.23%
[2025-11-25T12:19:09.623120] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -0.48%, Actual: 0.61%
[2025-11-25T12:19:09.643873] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:09.739688] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.90%, Actual: 0.73%
[2025-11-25T12:19:09.740137] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 44.0207%
[2025-11-25T12:19:09.740330] [INFO ] [main      ] AGM: DISCARDED add_gap_morning_composite (score: 44.02%)
[2025-11-25T12:19:09.740449] [INFO ] [main      ] AGM: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T12:19:09.740567] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_resolution_state']
[2025-11-25T12:19:09.740701] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:19:09.754786] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:09.755389] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:19:09.756363] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:09.756531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:09.761730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:09.763702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:09.764281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:09.764806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:09.765837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:09.790344] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.84% | Symbol ETA: 10.9s | Global ETA: 14m 56s
[2025-11-25T12:19:09.790527] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:19:09.791370] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:09.791451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:09.795917] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 4.25%, Actual: 2.94%
[2025-11-25T12:19:09.796417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:09.824325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:09.844095] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:19:09.925908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:09.927464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:09.983637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:09.988555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:19:09.989673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:10.005799] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -3.37%, Actual: 0.29%
[2025-11-25T12:19:10.006259] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 51.0196%
[2025-11-25T12:19:10.006472] [INFO ] [main      ] CGAU: DISCARDED add_volume_flow_differentials (score: 51.02%)
[2025-11-25T12:19:10.006629] [INFO ] [main      ] CGAU: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:19:10.006796] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_volume_pressure_into_close']
[2025-11-25T12:19:10.006954] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:19:10.021677] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:10.028023] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:10.028797] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:19:10.029984] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:10.030098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:10.036688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:10.039350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:10.040072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:10.040588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:10.042267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:10.043186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:10.044835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:10.047236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:10.136916] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: 0.82% | Symbol ETA: 7.7s | Global ETA: 14m 56s
[2025-11-25T12:19:10.137231] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:19:10.138112] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:10.138257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:10.139070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:10.185752] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:19:10.235562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:10.237951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:10.239468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:10.241135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:10.354967] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:10.365359] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:19:10.426214] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:19:10.498006] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.13% | Symbol ETA: 41.4s | Global ETA: 14m 56s
[2025-11-25T12:19:10.498308] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:19:10.499169] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:10.499313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:10.504175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:10.506085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:10.506693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:10.507193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:10.508160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:10.539675] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:10.563964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:10.597618] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:10.657684] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:19:10.673589] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 2.34% | Symbol ETA: 6.1s | Global ETA: 14m 56s
[2025-11-25T12:19:10.673901] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:19:10.674776] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:10.674943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:10.679997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:10.681919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:10.682497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:10.683005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:10.684467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:10.685232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:10.686495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:10.688309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:10.694197] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 10.1s | Global ETA: 14m 56s
[2025-11-25T12:19:10.694505] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:19:10.695370] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:10.695512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:10.700844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:10.831766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:10.833246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:10.840684] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:10.888830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:10.893823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:19:10.894827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:10.925309] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:19:10.954270] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 2.32% | Symbol ETA: 7.0s | Global ETA: 14m 57s
[2025-11-25T12:19:10.954427] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:19:10.955268] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:10.955348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:10.956103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:11.034787] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:19:11.043470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:11.045821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:11.047158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:11.048345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:11.105740] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:11.211010] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:11.249554] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:19:11.251411] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 40.7s | Global ETA: 14m 57s
[2025-11-25T12:19:11.251577] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:19:11.252393] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:11.252619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:11.257903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:11.259982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:11.260557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:11.261070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:11.262056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:11.290503] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.43% | Symbol ETA: 5.4s | Global ETA: 14m 57s
[2025-11-25T12:19:11.290826] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:19:11.291700] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:11.291842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:11.297294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:11.299345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:11.299952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:11.300446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:11.301748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:11.302475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:11.303706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:11.305365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:11.319156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:11.425952] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:11.431256] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:19:11.570145] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.75% | Symbol ETA: 9.2s | Global ETA: 14m 57s
[2025-11-25T12:19:11.570451] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:19:11.571336] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:11.571477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:11.576285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:11.624776] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:11.654086] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:19:11.678466] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:19:11.704909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:11.706798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:11.737267] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.40% | Symbol ETA: 6.3s | Global ETA: 14m 57s
[2025-11-25T12:19:11.737593] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:19:11.738598] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:11.738780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:11.739704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:11.766063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:11.771529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:19:11.772793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:11.836875] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:11.839576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:11.841744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:11.842993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:11.844166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:11.860542] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:11.919919] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -2.06% | Symbol ETA: 4.8s | Global ETA: 14m 57s
[2025-11-25T12:19:11.920184] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:19:11.921071] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:11.921217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:11.926687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:11.928689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:11.929198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:11.929726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:11.931055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:11.931875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:11.933247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:11.935115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:12.000894] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.26% | Symbol ETA: 39.9s | Global ETA: 14m 57s
[2025-11-25T12:19:12.001042] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:19:12.001832] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:12.001910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:12.007158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:12.009032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:12.009551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:12.009981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:12.010898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:12.069529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:12.134017] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:19:12.197239] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:19:12.284494] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:19:12.308347] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:12.365691] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:12.412280] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:19:12.460101] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 3.66% | Symbol ETA: 8.3s | Global ETA: 14m 57s
[2025-11-25T12:19:12.460300] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:19:12.461194] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:12.461415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:12.462469] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:12.466498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:12.469679] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.84% | Symbol ETA: 5.6s | Global ETA: 14m 57s
[2025-11-25T12:19:12.469827] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:19:12.470570] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:12.470658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:12.471341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:12.548568] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: -0.63% | Symbol ETA: 4.1s | Global ETA: 14m 57s
[2025-11-25T12:19:12.548762] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:19:12.550188] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:12.550458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:12.553710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:12.555297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:12.556093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:12.556353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:12.557418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:12.558526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:12.559262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:12.559911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:12.561442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:12.562347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:12.563850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:12.566118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:12.580735] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:12.596606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:12.597969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:12.653004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:12.657597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:19:12.658399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:12.710826] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.46% | Symbol ETA: 39.1s | Global ETA: 14m 57s
[2025-11-25T12:19:12.710976] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:19:12.711764] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:12.711838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:12.716564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:12.718365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:12.718881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:12.719275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:12.720141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:12.773981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:12.893814] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:19:12.923515] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:19:13.006447] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:19:13.059856] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:13.098671] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:13.117320] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:19:13.166775] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 7.42% | Symbol ETA: 4.8s | Global ETA: 14m 57s
[2025-11-25T12:19:13.167077] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:19:13.167944] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:13.168120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:13.168903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:13.174118] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.59% | Symbol ETA: 3.5s | Global ETA: 14m 57s
[2025-11-25T12:19:13.174415] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:19:13.175297] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:13.175437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:13.176371] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:13.180298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:13.182152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:13.182724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:13.183190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:13.184436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:13.185163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:13.186348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:13.188072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:13.250102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:13.251843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:13.252982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:13.254085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:13.293627] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:13.320205] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.47% | Symbol ETA: 7.4s | Global ETA: 14m 57s
[2025-11-25T12:19:13.431518] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 38.4s | Global ETA: 14m 57s
[2025-11-25T12:19:13.431715] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:19:13.432529] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:13.432776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:13.437852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:13.440043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:13.440659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:13.441143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:13.442142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:13.491688] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 0.56%, Actual: 1.04%
[2025-11-25T12:19:13.499927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:13.529413] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:19:13.588035] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:19:13.661511] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -1.21%, Actual: 1.19%
[2025-11-25T12:19:13.703439] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:13.754708] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:13.781603] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.81% | Symbol ETA: 2.8s | Global ETA: 14m 57s
[2025-11-25T12:19:13.781969] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:19:13.782824] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:13.782969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:13.787832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:13.789663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:13.790211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:13.790697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:13.791930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:13.792636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:13.793830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:13.795498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:13.829244] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.91%, Actual: 1.80%
[2025-11-25T12:19:13.855022] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:19:13.860001] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.96% | Symbol ETA: 4.1s | Global ETA: 14m 57s
[2025-11-25T12:19:13.860290] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:19:13.861073] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:13.861219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:13.861995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:13.945263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:13.947342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:13.948499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:13.949629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:14.000635] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -4.40%, Actual: 0.97%
[2025-11-25T12:19:14.031235] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:14.135710] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:19:14.164440] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.22% | Symbol ETA: 37.6s | Global ETA: 14m 57s
[2025-11-25T12:19:14.164756] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:19:14.165611] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:14.165772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:14.171094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:14.170926] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.76%, Actual: 2.38%
[2025-11-25T12:19:14.173008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:14.173668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:14.174208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:14.175246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:14.232636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:14.291571] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:19:14.310382] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:14.340937] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.84%, Actual: 2.00%
[2025-11-25T12:19:14.390508] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.29% | Symbol ETA: 2.2s | Global ETA: 14m 58s
[2025-11-25T12:19:14.390735] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:19:14.391565] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:14.391818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:14.397161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:14.399115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:14.399709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:14.400218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:14.401672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:14.402482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:14.403838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:14.405616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:14.461938] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:14.510148] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.24%, Actual: 0.86%
[2025-11-25T12:19:14.567339] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.77% | Symbol ETA: 3.3s | Global ETA: 14m 58s
[2025-11-25T12:19:14.590663] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:19:14.679906] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.75%, Actual: 0.11%
[2025-11-25T12:19:14.738343] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -0.12%, Actual: 3.01%
[2025-11-25T12:19:14.769359] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:14.770204] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:19:14.849998] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 3.66%, Actual: 0.30%
[2025-11-25T12:19:14.904097] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 2.96% | Symbol ETA: 36.9s | Global ETA: 14m 58s
[2025-11-25T12:19:14.904394] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:19:14.905291] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:14.905434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:14.907459] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 2.81%, Actual: 3.87%
[2025-11-25T12:19:14.910974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:14.912976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:14.913609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:14.914121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:14.915154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:14.950393] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:14.971884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:15.017925] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 1.77%
[2025-11-25T12:19:15.018315] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 43.9112%
[2025-11-25T12:19:15.018516] [INFO ] [main      ] APD: DISCARDED add_prev_close_to_1100 (score: 43.91%)
[2025-11-25T12:19:15.018679] [INFO ] [main      ] APD: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:19:15.018809] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_prev_close_to_open']
[2025-11-25T12:19:15.018969] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:19:15.026813] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -2.42% | Symbol ETA: 1.6s | Global ETA: 14m 58s
[2025-11-25T12:19:15.026974] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:19:15.027793] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:15.027876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:15.032999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:15.034874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:15.035371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:15.035843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:15.037189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:15.037869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:15.039245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:15.041046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:15.064304] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:15.064978] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:19:15.065986] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:15.066133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:15.071227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:15.078403] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -2.02%, Actual: 0.49%
[2025-11-25T12:19:15.201637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:15.203037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:15.247618] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: 0.82%, Actual: 0.19%
[2025-11-25T12:19:15.258801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:15.263483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:19:15.264349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:15.326041] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:19:15.408461] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:19:15.421249] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 2.32%, Actual: 2.33%
[2025-11-25T12:19:15.526667] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:15.580636] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:15.597990] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.40%, Actual: 1.61%
[2025-11-25T12:19:15.610915] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:19:15.654229] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 2.01% | Symbol ETA: 1.0s | Global ETA: 14m 58s
[2025-11-25T12:19:15.654389] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:19:15.655264] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:15.655347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:15.660514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:15.662476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:15.663203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:15.663707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:15.665033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:15.665780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:15.667074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:15.668851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:15.674017] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 36.2s | Global ETA: 14m 58s
[2025-11-25T12:19:15.674364] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:19:15.675305] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:15.675456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:15.680851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:15.682821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:15.683405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:15.683911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:15.684910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:15.742334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:15.770816] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.84%, Actual: 0.03%
[2025-11-25T12:19:15.799547] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:15.947144] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 7.42%, Actual: 0.28%
[2025-11-25T12:19:15.957326] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 2.34% | Symbol ETA: 14.6s | Global ETA: 14m 58s
[2025-11-25T12:19:15.957592] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:19:15.958504] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:15.958675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:15.963830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:16.011134] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:19:16.091561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:16.092916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:16.095981] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:19:16.117000] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.96%, Actual: 3.25%
[2025-11-25T12:19:16.149244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:16.154002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:19:16.154860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:16.181411] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:16.265872] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.63% | Symbol ETA: 0.3s | Global ETA: 14m 58s
[2025-11-25T12:19:16.277182] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:16.288731] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.77%, Actual: 2.31%
[2025-11-25T12:19:16.288959] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 37.1631%
[2025-11-25T12:19:16.289174] [INFO ] [main      ] KNTK: DISCARDED add_regime_flags (score: 37.16%)
[2025-11-25T12:19:16.289296] [INFO ] [main      ] KNTK: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:19:16.289402] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:19:16.289536] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:19:16.304825] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:16.305434] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:19:16.306366] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:16.306509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:16.307387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:16.395125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:16.397038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:16.398538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:16.400985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:19:16.401608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:16.402793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:16.404525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:19:16.405353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:16.415495] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.36% | Symbol ETA: 35.4s | Global ETA: 14m 58s
[2025-11-25T12:19:16.415691] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:19:16.416512] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:16.416604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:16.421820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:16.423715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:16.424372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:16.424878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:16.425857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:16.461477] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.34%, Actual: 4.72%
[2025-11-25T12:19:16.481624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:16.502525] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:19:16.630762] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.43%, Actual: 2.95%
[2025-11-25T12:19:16.671945] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:16.754075] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:19:16.800341] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -2.06%, Actual: 0.61%
[2025-11-25T12:19:16.824141] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 13.6s | Global ETA: 14m 58s
[2025-11-25T12:19:16.824410] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:19:16.825235] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:16.825379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:16.830298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:16.840498] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:19:16.938349] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:16.959765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:16.961206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:16.972853] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: -0.63%, Actual: 1.35%
[2025-11-25T12:19:17.017274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:17.019105] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:17.022290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:19:17.023272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:17.052724] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.02% | Symbol ETA: 9.4s | Global ETA: 14m 58s
[2025-11-25T12:19:17.053019] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:19:17.053867] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:17.054009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:17.054791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:17.140872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:17.142866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:17.144041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:17.145889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:19:17.146468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:17.147605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:17.147979] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.59%, Actual: 0.93%
[2025-11-25T12:19:17.149317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:19:17.150132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:17.159175] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 0.94% | Symbol ETA: 34.7s | Global ETA: 14m 58s
[2025-11-25T12:19:17.324976] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.81%, Actual: 0.88%
[2025-11-25T12:19:17.341235] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.13%, Actual: 0.70%
[2025-11-25T12:19:17.368021] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:19:17.489632] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:19:17.502948] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.29%, Actual: 2.44%
[2025-11-25T12:19:17.520737] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: 0.40%, Actual: 0.20%
[2025-11-25T12:19:17.539865] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:17.656904] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:17.680747] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -2.42%, Actual: 0.61%
[2025-11-25T12:19:17.683942] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.26% | Symbol ETA: 12.7s | Global ETA: 14m 58s
[2025-11-25T12:19:17.684245] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:19:17.685150] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:17.685305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:17.692203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:17.700453] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.26%, Actual: 2.33%
[2025-11-25T12:19:17.771132] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.73% | Symbol ETA: 8.6s | Global ETA: 14m 59s
[2025-11-25T12:19:17.771425] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:19:17.772263] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:17.772415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:17.773254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:17.833885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:17.835374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:17.855840] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 2.01%, Actual: 2.94%
[2025-11-25T12:19:17.857972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:17.859674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:17.860727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:17.862497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:19:17.863086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:17.864203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:17.865960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:19:17.866774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:17.882252] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.46%, Actual: 0.97%
[2025-11-25T12:19:17.890849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:17.895790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:19:17.896613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:18.030856] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.63%, Actual: 0.29%
[2025-11-25T12:19:18.031246] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 41.5647%
[2025-11-25T12:19:18.031413] [INFO ] [main      ] CGAU: DISCARDED add_volume_pressure_into_close (score: 41.56%)
[2025-11-25T12:19:18.031536] [INFO ] [main      ] CGAU: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:19:18.031664] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_volume_zscore']
[2025-11-25T12:19:18.031801] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:19:18.045806] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:18.046404] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:19:18.047364] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:18.047524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:18.052544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:18.054436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:18.055060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:18.055547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:18.056853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:18.057583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:18.058803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:19:18.060495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:18.061842] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -0.53%, Actual: 1.23%
[2025-11-25T12:19:18.208016] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:19:18.240452] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:19:18.242580] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.22%, Actual: 0.19%
[2025-11-25T12:19:18.380241] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:18.406095] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:19:18.410336] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:18.421706] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 2.96%, Actual: 2.22%
[2025-11-25T12:19:18.493959] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 7.8s | Global ETA: 14m 59s
[2025-11-25T12:19:18.494252] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:19:18.495106] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:18.495250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:18.496044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:18.557738] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.46% | Symbol ETA: 11.8s | Global ETA: 14m 59s
[2025-11-25T12:19:18.558023] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:19:18.558853] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:18.558998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:18.563770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:18.577998] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:18.579977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:18.582019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:18.583205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:18.584996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:19:18.585580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:18.586714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:18.588422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:19:18.589211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:18.601754] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 1.76%
[2025-11-25T12:19:18.654531] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 0.16% | Symbol ETA: 5.6s | Global ETA: 14m 59s
[2025-11-25T12:19:18.654850] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:19:18.655679] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:18.655833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:18.660893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:18.662832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:18.663406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:18.663917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:18.665193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:18.665943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:18.667222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:19:18.668956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:18.686845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:18.688146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:18.742893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:18.747819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:19:18.748678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:18.783231] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.36%, Actual: 0.23%
[2025-11-25T12:19:18.925474] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:19:18.964245] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 0.94%, Actual: 0.73%
[2025-11-25T12:19:18.964693] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 39.8958%
[2025-11-25T12:19:18.964868] [INFO ] [main      ] AGM: DISCARDED add_gap_resolution_state (score: 39.90%)
[2025-11-25T12:19:18.964990] [INFO ] [main      ] AGM: Testing feature 13/53: add_gaps
[2025-11-25T12:19:18.965098] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gaps']
[2025-11-25T12:19:18.965213] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:19:18.979544] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:18.980303] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:19:18.981338] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:18.981503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:18.986871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:18.989005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:18.989618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:18.990159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:18.991134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:19:18.992062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:19.020815] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:19:19.087815] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:19:19.093266] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:19.193565] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:19.208826] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 7.1s | Global ETA: 14m 59s
[2025-11-25T12:19:19.208975] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:19:19.209736] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:19.209834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:19.210580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:19.259258] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:19.270284] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 5.1s | Global ETA: 14m 59s
[2025-11-25T12:19:19.270584] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:19:19.271445] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:19.271594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:19.276618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:19.278599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:19.279191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:19.279754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:19.281029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:19.281772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:19.283016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:19:19.284730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:19.294411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:19.296449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:19.297612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:19.299453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:19:19.300048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:19.301176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:19.302896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:19:19.303701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:19.349836] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:19:19.404364] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.98% | Symbol ETA: 10.9s | Global ETA: 14m 59s
[2025-11-25T12:19:19.404684] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:19:19.405719] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:19.405859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:19.411530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:19.531715] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:19.536899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:19.538174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:19.593990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:19.598753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:19:19.599582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:19.633778] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:19:19.650308] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:19:19.681506] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.57% | Symbol ETA: 37.1s | Global ETA: 14m 59s
[2025-11-25T12:19:19.681859] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:19:19.682735] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:19.682824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:19.687842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:19.689847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:19.690482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:19.690993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:19.692010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:19:19.692932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:19.803479] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:19.821938] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:19.878946] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -1.53% | Symbol ETA: 4.4s | Global ETA: 14m 59s
[2025-11-25T12:19:19.879243] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:19:19.880132] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:19.880269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:19.885087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:19.886908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:19.887469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:19.887953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:19.889187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:19.889860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:19.891002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:19:19.892588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:19.935668] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 6.4s | Global ETA: 14m 59s
[2025-11-25T12:19:19.935817] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:19:19.936553] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:19.936624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:19.936845] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:19:19.937383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:20.026763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:20.028632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:20.029855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:20.031638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:19:20.032260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:20.033386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:20.035083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:19:20.035882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:20.054910] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:19:20.107897] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:20.232509] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:19:20.236247] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:20.257135] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 1.35% | Symbol ETA: 10.0s | Global ETA: 14m 59s
[2025-11-25T12:19:20.257430] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:19:20.258312] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:20.258452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:20.263821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:20.379299] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.59% | Symbol ETA: 36.3s | Global ETA: 14m 59s
[2025-11-25T12:19:20.379595] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:19:20.380492] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:20.380655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:20.384499] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:19:20.385849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:20.387840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:20.388458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:20.388971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:20.390001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:19:20.390225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:20.391092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:20.391504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:20.406157] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:20.446159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:20.450918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:19:20.451750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:20.484242] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 0.25% | Symbol ETA: 3.8s | Global ETA: 14m 59s
[2025-11-25T12:19:20.484536] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:19:20.485320] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:20.485462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:20.490281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:20.492122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:20.492700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:20.493183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:20.494438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:20.495166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:20.496351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:19:20.498117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:20.556497] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:20.669911] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 5.6s | Global ETA: 14m 59s
[2025-11-25T12:19:20.670199] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:19:20.671051] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:20.671195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:20.671988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:20.756760] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:19:20.758927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:20.761055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:20.762287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:20.764298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:19:20.764990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:20.766209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:20.768188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:19:20.769156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:20.794141] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:19:20.851006] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:19:20.958051] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:20.967785] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:21.022326] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:21.096578] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.52% | Symbol ETA: 35.7s | Global ETA: 14m 59s
[2025-11-25T12:19:21.096888] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:19:21.097784] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:21.097925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:21.098242] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -1.49% | Symbol ETA: 3.2s | Global ETA: 14m 59s
[2025-11-25T12:19:21.098546] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:19:21.099368] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:21.099510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:21.102863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:21.104321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:21.104817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:21.105410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:21.105920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:21.106182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:21.106691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:21.106980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:19:21.107189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:21.107898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:21.108432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:21.109173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:21.110368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:19:21.112039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:21.113961] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 9.2s | Global ETA: 14m 59s
[2025-11-25T12:19:21.114254] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:19:21.115089] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:21.115229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:21.120205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:21.126768] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:19:21.245012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:21.246260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:21.301884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:21.304083] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:21.306408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:19:21.307358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:21.431807] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -2.14% | Symbol ETA: 4.9s | Global ETA: 14m 60s
[2025-11-25T12:19:21.431993] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:19:21.433188] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:21.433286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:21.434289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:21.462680] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:19:21.495436] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:19:21.530617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:21.532721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:21.533940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:21.535799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:19:21.536422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:21.537636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:21.539360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:19:21.540171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:21.639113] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:21.649321] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:19:21.687332] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:21.717994] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 1.59% | Symbol ETA: 2.6s | Global ETA: 14m 60s
[2025-11-25T12:19:21.718290] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:19:21.719146] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:21.719293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:21.724511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:21.726462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:21.727091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:21.727563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:21.728863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:21.729604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:21.730818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:19:21.732494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:21.824889] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:21.836100] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 2.41% | Symbol ETA: 35.0s | Global ETA: 14m 60s
[2025-11-25T12:19:21.836416] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:19:21.837375] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:21.837521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:21.843093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:21.845244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:21.845904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:21.846389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:21.847408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:19:21.848322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:21.911122] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:19:21.976122] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 8.3s | Global ETA: 14m 60s
[2025-11-25T12:19:21.976398] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:19:21.977270] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:21.977420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:21.982874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:22.101698] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:19:22.107106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:22.108409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:22.144731] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:22.162239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:22.166636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:19:22.167466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:22.262495] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 6.57% | Symbol ETA: 4.2s | Global ETA: 14m 60s
[2025-11-25T12:19:22.262801] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:19:22.263630] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:22.263788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:22.264552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:22.265700] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:19:22.281051] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:22.348522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:22.350330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:22.351415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:22.353238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:19:22.353835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:22.354958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:22.356661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:19:22.357461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:22.359001] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 0.96% | Symbol ETA: 2.0s | Global ETA: 14m 60s
[2025-11-25T12:19:22.359336] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:19:22.360216] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:22.360364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:22.365736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:22.368226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:22.369087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:22.369572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:22.370879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:22.371677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:22.373011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:19:22.374684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:22.435375] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:22.512455] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:19:22.565210] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -3.63% | Symbol ETA: 34.3s | Global ETA: 14m 60s
[2025-11-25T12:19:22.565509] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:19:22.566335] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:22.566478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:22.571293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:22.573137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:22.573714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:22.574183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:22.575143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:19:22.576004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:22.678903] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:22.711041] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:19:22.751930] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:19:22.825575] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.65% | Symbol ETA: 7.4s | Global ETA: 14m 60s
[2025-11-25T12:19:22.825741] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:19:22.826514] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:22.826751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:22.831513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:22.890915] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:22.911073] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:19:22.951587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:22.953000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:22.953994] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:23.007480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:23.008979] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.80% | Symbol ETA: 3.5s | Global ETA: 15m 0s
[2025-11-25T12:19:23.009302] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:19:23.010213] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:23.010318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:23.011137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:23.012062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:19:23.012873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:23.029753] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -0.99% | Symbol ETA: 1.4s | Global ETA: 15m 0s
[2025-11-25T12:19:23.029918] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:19:23.030795] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:23.030880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:23.037078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:23.039760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:23.040466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:23.041007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:23.042477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:23.043222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:23.044475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:19:23.046379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:23.081095] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:23.100574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:23.102555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:23.103680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:23.105447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:19:23.106026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:19:23.107179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:19:23.108906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:19:23.109623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:23.209068] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 3.20% | Symbol ETA: 33.6s | Global ETA: 15m 0s
[2025-11-25T12:19:23.209238] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:19:23.210029] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:23.210254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:23.215164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:23.217138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:23.217680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:23.218088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:23.218987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:19:23.219874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:23.348670] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:19:23.400476] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:19:23.470381] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:19:23.517319] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:23.560508] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:19:23.572189] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:23.644250] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.18% | Symbol ETA: 0.8s | Global ETA: 15m 0s
[2025-11-25T12:19:23.644544] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:19:23.645373] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:23.645514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:23.650298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:23.650621] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:23.652088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:23.652619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:23.653071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:23.654274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:23.654966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:23.656111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:19:23.657769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:23.660387] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 6.6s | Global ETA: 15m 0s
[2025-11-25T12:19:23.731778] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:23.766059] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 2.11% | Symbol ETA: 2.7s | Global ETA: 15m 0s
[2025-11-25T12:19:23.832686] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 2.34%, Actual: 1.04%
[2025-11-25T12:19:23.864541] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -1.11% | Symbol ETA: 32.8s | Global ETA: 15m 0s
[2025-11-25T12:19:23.864872] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:19:23.865737] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:23.865878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:23.871518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:23.873423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:23.874016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:23.874493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:23.875461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:19:23.876325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:23.952621] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.02%, Actual: 3.01%
[2025-11-25T12:19:24.004698] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 1.19%
[2025-11-25T12:19:24.019886] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:19:24.131111] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.73%, Actual: 3.87%
[2025-11-25T12:19:24.173229] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.26%, Actual: 1.80%
[2025-11-25T12:19:24.191720] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:24.219867] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:19:24.264992] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.49% | Symbol ETA: 0.2s | Global ETA: 15m 0s
[2025-11-25T12:19:24.309755] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.43%, Actual: 0.49%
[2025-11-25T12:19:24.341846] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.46%, Actual: 0.97%
[2025-11-25T12:19:24.392135] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:24.438859] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 0.16%, Actual: 4.72%
[2025-11-25T12:19:24.486334] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: 1.20%, Actual: 0.19%
[2025-11-25T12:19:24.512501] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.98%, Actual: 2.38%
[2025-11-25T12:19:24.525947] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 32.1s | Global ETA: 15m 0s
[2025-11-25T12:19:24.526255] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:19:24.527133] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:24.527281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:24.532165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:24.534120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:24.534712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:24.535196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:24.536163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:19:24.537047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:24.612417] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 2.95%
[2025-11-25T12:19:24.670329] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 2.33%
[2025-11-25T12:19:24.683055] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 1.35%, Actual: 2.00%
[2025-11-25T12:19:24.787512] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.53%, Actual: 0.61%
[2025-11-25T12:19:24.853374] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.99%, Actual: 0.86%
[2025-11-25T12:19:24.854253] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.64%, Actual: 1.61%
[2025-11-25T12:19:24.879932] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:19:24.960574] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 0.25%, Actual: 1.35%
[2025-11-25T12:19:25.022895] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -2.14%, Actual: 0.03%
[2025-11-25T12:19:25.025443] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.22%, Actual: 0.11%
[2025-11-25T12:19:25.058724] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:25.142171] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -1.49%, Actual: 0.93%
[2025-11-25T12:19:25.191355] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 6.57%, Actual: 0.28%
[2025-11-25T12:19:25.195888] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.65%, Actual: 0.30%
[2025-11-25T12:19:25.199613] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 2.98% | Symbol ETA: 31.4s | Global ETA: 15m 1s
[2025-11-25T12:19:25.199806] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:19:25.200747] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:25.200839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:25.206133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:25.208514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:25.209169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:25.209675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:25.210668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:19:25.211531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:25.321253] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.59%, Actual: 0.88%
[2025-11-25T12:19:25.377879] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.80%, Actual: 3.25%
[2025-11-25T12:19:25.379129] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: -0.15%, Actual: 1.77%
[2025-11-25T12:19:25.379543] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 49.0441%
[2025-11-25T12:19:25.379729] [INFO ] [main      ] APD: DISCARDED add_prev_close_to_open (score: 49.04%)
[2025-11-25T12:19:25.379850] [INFO ] [main      ] APD: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:19:25.379956] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_prior_day_tail_pressure']
[2025-11-25T12:19:25.380068] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:19:25.392900] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:25.393692] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:19:25.394710] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:25.394874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:25.399999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:25.502147] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 0.96%, Actual: 2.44%
[2025-11-25T12:19:25.524026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:25.525382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:25.544498] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 2.11%, Actual: 2.31%
[2025-11-25T12:19:25.544899] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 38.8862%
[2025-11-25T12:19:25.545070] [INFO ] [main      ] KNTK: DISCARDED add_return_volume_nonlinearity_proxies (score: 38.89%)
[2025-11-25T12:19:25.545188] [INFO ] [main      ] KNTK: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:19:25.545293] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_shelf_lag']
[2025-11-25T12:19:25.545402] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:19:25.561136] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:25.561896] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:19:25.562827] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:25.562968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:25.563782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:25.578958] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:19:25.581965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:25.586476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:19:25.589416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:25.658026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:25.660530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:25.662134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:19:25.664075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:25.677897] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -0.99%, Actual: 0.61%
[2025-11-25T12:19:25.762459] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:25.853585] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.18%, Actual: 2.94%
[2025-11-25T12:19:25.906952] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 30.7s | Global ETA: 15m 1s
[2025-11-25T12:19:25.926745] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:19:26.002850] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:19:26.031626] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.49%, Actual: 0.29%
[2025-11-25T12:19:26.032067] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 39.1175%
[2025-11-25T12:19:26.032249] [INFO ] [main      ] CGAU: DISCARDED add_volume_zscore (score: 39.12%)
[2025-11-25T12:19:26.032379] [INFO ] [main      ] CGAU: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:19:26.032489] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity', 'add_vwap_deviations']
[2025-11-25T12:19:26.032605] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:19:26.046918] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:26.047761] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 2
[2025-11-25T12:19:26.048753] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:26.048895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:26.053996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:26.056168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:26.056887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:26.057406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:26.058744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:26.059480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:26.060755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:19:26.066800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:26.088240] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.57%, Actual: 0.70%
[2025-11-25T12:19:26.095136] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:26.171660] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:26.250711] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 0.87% | Symbol ETA: 13.7s | Global ETA: 15m 1s
[2025-11-25T12:19:26.250859] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:19:26.251605] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:26.251692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:26.256447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:26.290015] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.59%, Actual: 0.20%
[2025-11-25T12:19:26.382637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:26.383902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:26.394757] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.23% | Symbol ETA: 10.0s | Global ETA: 15m 1s
[2025-11-25T12:19:26.395028] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:19:26.395815] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:26.395956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:26.396733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:26.419474] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-20
[2025-11-25T12:19:26.439841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:26.444332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:19:26.447168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:26.461379] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.52%, Actual: 2.33%
[2025-11-25T12:19:26.483226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:26.485068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:26.486320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:19:26.487834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:26.598254] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:26.631336] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 2.41%, Actual: 0.97%
[2025-11-25T12:19:26.677366] [INFO ] [main      ] CGAU: Lookback Days: 2, Magnitude: 0.80% | Symbol ETA: 5.7s | Global ETA: 15m 1s
[2025-11-25T12:19:26.677536] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 3
[2025-11-25T12:19:26.678481] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:26.678628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:26.683609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:26.685588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:26.686212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:26.686782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:26.688123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:26.689032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:26.690583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:19:26.696754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:26.784747] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:19:26.823589] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -3.63%, Actual: 1.23%
[2025-11-25T12:19:26.826554] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:19:26.955375] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:26.997262] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:27.000990] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 3.20%, Actual: 0.19%
[2025-11-25T12:19:27.053819] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-19
[2025-11-25T12:19:27.112815] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 3.08% | Symbol ETA: 12.8s | Global ETA: 15m 1s
[2025-11-25T12:19:27.113093] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:19:27.113946] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:27.114085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:27.118922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:27.169258] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -1.11%, Actual: 2.22%
[2025-11-25T12:19:27.217695] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 1.33% | Symbol ETA: 9.1s | Global ETA: 15m 1s
[2025-11-25T12:19:27.217841] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:19:27.218589] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:27.218689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:27.219379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:27.222921] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:27.241778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:27.242965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:27.298383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:27.300856] [INFO ] [main      ] CGAU: Lookback Days: 3, Magnitude: 1.41% | Symbol ETA: 5.0s | Global ETA: 15m 1s
[2025-11-25T12:19:27.301002] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 4
[2025-11-25T12:19:27.301779] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:27.301857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:27.303351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:19:27.303796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:27.305408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:27.306460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:19:27.306432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:27.306968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:27.307904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:27.308846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:27.309340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:27.309782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:27.311014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:27.311772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:27.313028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:19:27.318890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:27.338026] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 1.76%
[2025-11-25T12:19:27.507043] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 2.98%, Actual: 0.23%
[2025-11-25T12:19:27.641460] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:19:27.648901] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:19:27.671995] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-18
[2025-11-25T12:19:27.678939] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.16%, Actual: 0.73%
[2025-11-25T12:19:27.679331] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 33.4572%
[2025-11-25T12:19:27.679500] [INFO ] [main      ] AGM: DISCARDED add_gaps (score: 33.46%)
[2025-11-25T12:19:27.679619] [INFO ] [main      ] AGM: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:19:27.679742] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_skewness_proxies']
[2025-11-25T12:19:27.679854] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:19:27.693474] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:27.694114] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:19:27.694975] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:27.695061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:27.699848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:27.701626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:27.702128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:27.702521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:27.703391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:27.704618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:27.812051] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:27.816725] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:27.849118] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:27.926446] [INFO ] [main      ] CGAU: Lookback Days: 4, Magnitude: -4.44% | Symbol ETA: 4.4s | Global ETA: 15m 1s
[2025-11-25T12:19:27.926756] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 5
[2025-11-25T12:19:27.927615] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:27.927822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:27.932548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:27.934369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:27.934939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:27.935410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:27.936636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:27.937384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:27.938552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:19:27.944098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:27.967932] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.51% | Symbol ETA: 12.0s | Global ETA: 15m 1s
[2025-11-25T12:19:27.968231] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:19:27.969070] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:27.969216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:27.974018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:28.020288] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.30% | Symbol ETA: 8.2s | Global ETA: 15m 2s
[2025-11-25T12:19:28.020578] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:19:28.021458] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:28.021599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:28.022384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:28.044774] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:19:28.095776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:28.097082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:28.107439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:28.109148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:28.110284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:19:28.111750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:28.152114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:28.156518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:19:28.159271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:28.214573] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:28.283570] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-17
[2025-11-25T12:19:28.364049] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -1.03% | Symbol ETA: 32.2s | Global ETA: 15m 2s
[2025-11-25T12:19:28.364361] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:19:28.365322] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:28.365482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:28.370848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:28.373063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:28.373769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:28.374277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:28.375300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:28.376708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:28.448171] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:19:28.452739] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:28.495295] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:19:28.529190] [INFO ] [main      ] CGAU: Lookback Days: 5, Magnitude: 1.43% | Symbol ETA: 3.7s | Global ETA: 15m 2s
[2025-11-25T12:19:28.529483] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 6
[2025-11-25T12:19:28.530313] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:28.530456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:28.535252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:28.537126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:28.537703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:28.538169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:28.539398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:28.540114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:28.541287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:19:28.546879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:28.615414] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:28.665839] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:28.720247] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:19:28.818827] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -3.96% | Symbol ETA: 11.1s | Global ETA: 15m 2s
[2025-11-25T12:19:28.819117] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:19:28.819980] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:28.820120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:28.824943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:28.826432] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -2.28% | Symbol ETA: 7.4s | Global ETA: 15m 2s
[2025-11-25T12:19:28.826747] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:19:28.827580] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:28.827739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:28.828499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:28.884417] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-14
[2025-11-25T12:19:28.890700] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:28.915617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:28.917783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:28.918983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:19:28.920531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:28.950661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:28.952073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:29.007515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:29.012084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:19:29.014963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:29.025252] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.58% | Symbol ETA: 31.5s | Global ETA: 15m 2s
[2025-11-25T12:19:29.025544] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:19:29.026420] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:29.026565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:29.032848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:29.034801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:29.035388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:29.035913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:29.036902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:29.038263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:29.055178] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:29.131611] [INFO ] [main      ] CGAU: Lookback Days: 6, Magnitude: -2.65% | Symbol ETA: 3.1s | Global ETA: 15m 2s
[2025-11-25T12:19:29.131930] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 7
[2025-11-25T12:19:29.132802] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:29.132944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:29.137900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:29.139961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:29.140541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:29.141025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:29.142270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:29.142997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:29.144223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:19:29.150009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:29.260697] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:19:29.353620] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:19:29.379558] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:19:29.429179] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:29.486051] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-13
[2025-11-25T12:19:29.522616] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:29.556568] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:29.640885] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 2.04% | Symbol ETA: 6.6s | Global ETA: 15m 2s
[2025-11-25T12:19:29.641176] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:19:29.642011] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:29.642152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:29.642925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:29.654207] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:29.673838] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 0.81% | Symbol ETA: 10.2s | Global ETA: 15m 2s
[2025-11-25T12:19:29.673984] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:19:29.674743] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:29.674817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:29.679533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:29.693408] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 1.52% | Symbol ETA: 30.8s | Global ETA: 15m 2s
[2025-11-25T12:19:29.693563] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:19:29.694347] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:29.694425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:29.699325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:29.701236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:29.701786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:29.702221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:29.703125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:29.704535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:29.727671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:29.729321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:29.730387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:19:29.730803] [INFO ] [main      ] CGAU: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 2.5s | Global ETA: 15m 2s
[2025-11-25T12:19:29.730956] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 8
[2025-11-25T12:19:29.731722] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:29.731776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:29.731826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:29.736636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:29.738414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:29.738941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:29.739438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:29.740580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:29.741360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:29.742477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:19:29.748222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:29.801684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:29.802768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:29.857797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:29.862046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:19:29.864862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:30.070971] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:19:30.081262] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:19:30.084513] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-12
[2025-11-25T12:19:30.205902] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:19:30.253007] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:30.254452] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:30.263902] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:30.329309] [INFO ] [main      ] CGAU: Lookback Days: 8, Magnitude: 1.28% | Symbol ETA: 1.8s | Global ETA: 15m 2s
[2025-11-25T12:19:30.329614] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 9
[2025-11-25T12:19:30.330456] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:30.330609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:30.335571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:30.337718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:30.338314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:30.338808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:30.340065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:30.340801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:30.342005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:19:30.347771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:30.377275] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:30.401046] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.91% | Symbol ETA: 30.2s | Global ETA: 15m 2s
[2025-11-25T12:19:30.401362] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:19:30.402279] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:30.402426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:30.408053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:30.410111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:30.410739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:30.411246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:30.412260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:30.413601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:30.463602] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -3.41% | Symbol ETA: 5.8s | Global ETA: 15m 2s
[2025-11-25T12:19:30.463770] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:19:30.464620] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:30.464835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:30.465591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:30.532038] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -2.57% | Symbol ETA: 9.4s | Global ETA: 15m 2s
[2025-11-25T12:19:30.532332] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:19:30.533199] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:30.533345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:30.538189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:30.548661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:30.550360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:30.551491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:19:30.552948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:30.659134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:30.660250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:30.684768] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-11
[2025-11-25T12:19:30.714902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:30.719243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:19:30.721974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:30.761114] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:19:30.854030] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:30.892232] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:19:30.926202] [INFO ] [main      ] CGAU: Lookback Days: 9, Magnitude: -0.83% | Symbol ETA: 1.2s | Global ETA: 15m 2s
[2025-11-25T12:19:30.926513] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 10
[2025-11-25T12:19:30.927371] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:30.927517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:30.932380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:30.934215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:30.934785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:30.935274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:30.936516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:30.937259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:30.938469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:19:30.939160] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:30.944201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:31.058798] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:19:31.062334] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:31.070678] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -4.09% | Symbol ETA: 29.5s | Global ETA: 15m 2s
[2025-11-25T12:19:31.070988] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:19:31.071851] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:31.071994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:31.076913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:31.078842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:31.079420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:31.079921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:31.080930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:31.082283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:31.228593] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:31.274314] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 4.9s | Global ETA: 15m 2s
[2025-11-25T12:19:31.274621] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:19:31.275465] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:31.275609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:31.276384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:31.285455] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-10
[2025-11-25T12:19:31.361842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:31.363926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:31.365143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:19:31.366711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:31.384931] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.55% | Symbol ETA: 8.5s | Global ETA: 15m 2s
[2025-11-25T12:19:31.385217] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:19:31.386061] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:31.386202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:31.391040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:31.442792] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:19:31.486612] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:31.511498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:31.512762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:31.559170] [INFO ] [main      ] CGAU: Lookback Days: 10, Magnitude: 3.28% | Symbol ETA: 0.6s | Global ETA: 15m 3s
[2025-11-25T12:19:31.559324] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 11
[2025-11-25T12:19:31.560092] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:19:31.560187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:31.564965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:31.566721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:31.567224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:31.567332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:31.567613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:31.568798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:31.569423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:19:31.570533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:19:31.572036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:19:31.574989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:31.576066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:31.615355] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:31.727551] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:19:31.743776] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.33% | Symbol ETA: 28.8s | Global ETA: 15m 3s
[2025-11-25T12:19:31.744084] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:19:31.744968] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:31.745068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:31.750091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:31.752071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:31.752690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:31.753185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:31.754180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:31.755531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:31.902081] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:31.918296] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-07
[2025-11-25T12:19:31.918605] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:19:32.089738] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:32.089707] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:32.108301] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:19:32.124984] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: -2.12% | Symbol ETA: 4.1s | Global ETA: 15m 3s
[2025-11-25T12:19:32.125139] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:19:32.125975] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:32.126067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:32.127039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:32.164604] [INFO ] [main      ] CGAU: Lookback Days: 11, Magnitude: -1.46% | Symbol ETA: 0.0s | Global ETA: 15m 3s
[2025-11-25T12:19:32.211769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:32.213852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:32.214949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:19:32.216492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:32.237392] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.03% | Symbol ETA: 7.7s | Global ETA: 15m 3s
[2025-11-25T12:19:32.237561] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:19:32.238360] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:32.238457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:32.243214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:32.285020] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:32.339585] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 0.80%, Actual: 4.72%
[2025-11-25T12:19:32.362142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:32.363313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:32.413591] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 28.2s | Global ETA: 15m 3s
[2025-11-25T12:19:32.413973] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:19:32.414892] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:32.415041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:32.418101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:32.420182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:32.422263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:32.422407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:19:32.422910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:32.423331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:32.424238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:32.425254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:32.425608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:32.511847] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: 1.41%, Actual: 2.95%
[2025-11-25T12:19:32.566036] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:19:32.682123] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -4.44%, Actual: 0.61%
[2025-11-25T12:19:32.747634] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:32.762691] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:19:32.793953] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:19:32.852196] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.43%, Actual: 1.35%
[2025-11-25T12:19:32.931941] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:32.961708] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -0.70% | Symbol ETA: 3.3s | Global ETA: 15m 3s
[2025-11-25T12:19:32.962004] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:19:32.962875] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:32.963020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:32.963831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:32.982368] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:33.023334] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -2.65%, Actual: 0.93%
[2025-11-25T12:19:33.051205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:33.053341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:33.054572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:19:33.056165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:33.081105] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -0.16% | Symbol ETA: 6.8s | Global ETA: 15m 3s
[2025-11-25T12:19:33.081392] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:19:33.082233] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:33.082374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:33.087162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:33.116780] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 27.5s | Global ETA: 15m 3s
[2025-11-25T12:19:33.117094] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:19:33.117983] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:33.118127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:33.123334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:33.125389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:33.126011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:33.126506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:33.127564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:33.129050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:33.193739] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.88%
[2025-11-25T12:19:33.207753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:33.209317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:33.262393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:33.266923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:19:33.269730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:33.369200] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.28%, Actual: 2.44%
[2025-11-25T12:19:33.418481] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:19:33.497787] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:19:33.543117] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -0.83%, Actual: 0.61%
[2025-11-25T12:19:33.589019] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:33.624117] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:19:33.688580] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:33.714989] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.28%, Actual: 2.94%
[2025-11-25T12:19:33.792090] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:33.801265] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 2.5s | Global ETA: 15m 3s
[2025-11-25T12:19:33.828560] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 26.8s | Global ETA: 15m 3s
[2025-11-25T12:19:33.828879] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:19:33.829883] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:33.830045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:33.835383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:33.837574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:33.838228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:33.838826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:33.839930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:19:33.841283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:33.889080] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.46%, Actual: 0.29%
[2025-11-25T12:19:33.889480] [INFO ] [main      ] CGAU: Magnitude Forecast Confidence: 45.3211%
[2025-11-25T12:19:33.889664] [INFO ] [main      ] CGAU: DISCARDED add_vwap_deviations (score: 45.32%)
[2025-11-25T12:19:33.889784] [INFO ] [main      ] CGAU: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:19:33.889888] [INFO ] [main      ] CGAU: Best accuracy: 57.48%
[2025-11-25T12:19:33.889996] [INFO ] [main      ] CGAU: Best feature set (7 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity']
[2025-11-25T12:19:33.890105] [INFO ] [main      ] CGAU: Improvement over baseline: 27.99%
[2025-11-25T12:19:33.890204] [INFO ] [main      ] CGAU: Total time: 7.0 minutes
[2025-11-25T12:19:33.890302] [INFO ] [main      ] CGAU: Average time per feature: 8.1 seconds
[2025-11-25T12:19:33.890353] [INFO ] [main      ] CGAU: Average speed: 0.13 features/sec
[2025-11-25T12:19:33.938826] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.57% | Symbol ETA: 6.0s | Global ETA: 15m 3s
[2025-11-25T12:19:33.971341] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.23%, Actual: 3.01%
[2025-11-25T12:19:34.063241] [DEBUG] [METRICS   ] CGAU: 2025-11-21:2025-11-24: Predicted: 2.71%, Actual: 4.72%
[2025-11-25T12:19:34.115401] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 0.87%, Actual: 1.04%
[2025-11-25T12:19:34.140343] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 1.33%, Actual: 3.87%
[2025-11-25T12:19:34.205211] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:19:34.236817] [DEBUG] [METRICS   ] CGAU: 2025-11-20:2025-11-21: Predicted: -2.13%, Actual: 2.95%
[2025-11-25T12:19:34.296829] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 3.08%, Actual: 1.19%
[2025-11-25T12:19:34.309502] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.30%, Actual: 0.49%
[2025-11-25T12:19:34.382437] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:34.407638] [DEBUG] [METRICS   ] CGAU: 2025-11-19:2025-11-20: Predicted: -1.92%, Actual: 0.61%
[2025-11-25T12:19:34.468076] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.51%, Actual: 1.80%
[2025-11-25T12:19:34.478965] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -2.28%, Actual: 0.19%
[2025-11-25T12:19:34.519063] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 26.1s | Global ETA: 15m 3s
[2025-11-25T12:19:34.584298] [DEBUG] [METRICS   ] CGAU: 2025-11-18:2025-11-19: Predicted: 1.71%, Actual: 1.35%
[2025-11-25T12:19:34.638629] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -3.96%, Actual: 0.97%
[2025-11-25T12:19:34.651763] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 2.04%, Actual: 2.33%
[2025-11-25T12:19:34.701858] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -1.03%, Actual: 0.70%
[2025-11-25T12:19:34.757832] [DEBUG] [METRICS   ] CGAU: 2025-11-17:2025-11-18: Predicted: -2.01%, Actual: 0.93%
[2025-11-25T12:19:34.809296] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 0.81%, Actual: 2.38%
[2025-11-25T12:19:34.825350] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -3.41%, Actual: 1.61%
[2025-11-25T12:19:34.882061] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 0.20%
[2025-11-25T12:19:34.935151] [DEBUG] [METRICS   ] CGAU: 2025-11-14:2025-11-17: Predicted: 1.09%, Actual: 0.88%
[2025-11-25T12:19:34.977703] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -2.57%, Actual: 2.00%
[2025-11-25T12:19:34.993390] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.03%
[2025-11-25T12:19:35.062148] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 1.52%, Actual: 2.33%
[2025-11-25T12:19:35.109166] [DEBUG] [METRICS   ] CGAU: 2025-11-13:2025-11-14: Predicted: 1.21%, Actual: 2.44%
[2025-11-25T12:19:35.146315] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.55%, Actual: 0.86%
[2025-11-25T12:19:35.159588] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: -2.12%, Actual: 0.28%
[2025-11-25T12:19:35.240858] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.91%, Actual: 0.97%
[2025-11-25T12:19:35.281789] [DEBUG] [METRICS   ] CGAU: 2025-11-12:2025-11-13: Predicted: -0.90%, Actual: 0.61%
[2025-11-25T12:19:35.326589] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -0.70%, Actual: 3.25%
[2025-11-25T12:19:35.333530] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.11%
[2025-11-25T12:19:35.419836] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -4.09%, Actual: 1.23%
[2025-11-25T12:19:35.453743] [DEBUG] [METRICS   ] CGAU: 2025-11-11:2025-11-12: Predicted: 3.00%, Actual: 2.94%
[2025-11-25T12:19:35.495816] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 2.31%
[2025-11-25T12:19:35.496047] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 41.8942%
[2025-11-25T12:19:35.496138] [INFO ] [main      ] KNTK: DISCARDED add_shelf_lag (score: 41.89%)
[2025-11-25T12:19:35.496186] [INFO ] [main      ] KNTK: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:19:35.496224] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_signed_carry_history_11']
[2025-11-25T12:19:35.496264] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:19:35.506168] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 0.30%
[2025-11-25T12:19:35.511569] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:35.512189] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:19:35.513062] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:35.513137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:35.513861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:35.593173] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.33%, Actual: 0.19%
[2025-11-25T12:19:35.599086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:35.601004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:35.602176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:19:35.603680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:35.624555] [DEBUG] [METRICS   ] CGAU: 2025-11-10:2025-11-11: Predicted: -1.57%, Actual: 0.29%
[2025-11-25T12:19:35.625313] [INFO ] [LOCAL     ] Saved configuration for CGAU: 7 features, 57.48% accuracy -> ./output/feature-sets/CGAU.json
[2025-11-25T12:19:35.626706] [INFO ] [main      ] Progress: 25/31 symbols completed (80.6%). CGAU finished in 7m 8s. ETA: 12m 24s. Rate: 0.48 symbols/min
[2025-11-25T12:19:35.629193] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:19:35.642999] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:35.643952] [INFO ] [main      ] CBT: Testing with 53 available features
[2025-11-25T12:19:35.644086] [INFO ] [main      ] CBT: Establishing baseline with no features...
[2025-11-25T12:19:35.644199] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:19:35.657366] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:35.657918] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:19:35.659100] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:19:35.680960] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.57%, Actual: 1.77%
[2025-11-25T12:19:35.681171] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 52.2660%
[2025-11-25T12:19:35.681269] [INFO ] [main      ] APD: DISCARDED add_prior_day_tail_pressure (score: 52.27%)
[2025-11-25T12:19:35.681318] [INFO ] [main      ] APD: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:19:35.681356] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_prior_mag_lag']
[2025-11-25T12:19:35.681405] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:19:35.693871] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:35.694277] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:19:35.695128] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:35.695203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:35.700053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:35.764277] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.27%, Actual: 2.22%
[2025-11-25T12:19:35.824090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:35.825281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:35.881905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:35.886569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:19:35.888311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:35.934018] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 1.76%
[2025-11-25T12:19:35.941669] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:19:36.028759] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:19:36.109015] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:36.109339] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.69%, Actual: 0.23%
[2025-11-25T12:19:36.199349] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:36.221412] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.69% | Symbol ETA: 8.7s | Global ETA: 12m 24s
[2025-11-25T12:19:36.221546] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:19:36.222305] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:36.222380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:36.223071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:36.226779] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:19:36.283014] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 0.73%
[2025-11-25T12:19:36.283212] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 39.7087%
[2025-11-25T12:19:36.283306] [INFO ] [main      ] AGM: DISCARDED add_intraday_skewness_proxies (score: 39.71%)
[2025-11-25T12:19:36.283354] [INFO ] [main      ] AGM: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:19:36.283390] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile']
[2025-11-25T12:19:36.283435] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:19:36.296932] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:36.297434] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:19:36.298341] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:36.298420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:36.303999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:36.306066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:36.306576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:36.307026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:36.308116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:36.311054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:36.313213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:36.314331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:19:36.315807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:36.340582] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.13%
[2025-11-25T12:19:36.340816] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:19:36.341665] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:19:36.399829] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:36.400841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:36.557855] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -1.74% | Symbol ETA: 13.2s | Global ETA: 12m 24s
[2025-11-25T12:19:36.558133] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:19:36.558963] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:36.559101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:36.563986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:36.665426] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:19:36.683885] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:19:36.686442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:36.687794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:36.739048] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:19:36.743316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:36.747790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:19:36.749410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:36.842025] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:36.857395] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:36.907899] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:36.958351] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.14% | Symbol ETA: 8.2s | Global ETA: 12m 24s
[2025-11-25T12:19:36.958682] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:19:36.959525] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:36.959682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:36.960473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:36.991805] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -4.14%
[2025-11-25T12:19:36.992118] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:19:36.992962] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:19:37.039453] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.89% | Symbol ETA: 30.0s | Global ETA: 12m 24s
[2025-11-25T12:19:37.039741] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:19:37.040555] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:37.040715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:37.045570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:37.047433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:37.048028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:37.048138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:37.048499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:37.049482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:37.050246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:37.051434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:19:37.053027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:37.096230] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:19:37.138439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:37.266764] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:37.343971] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:19:37.411387] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:19:37.421697] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 1.94% | Symbol ETA: 12.4s | Global ETA: 12m 24s
[2025-11-25T12:19:37.421991] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:19:37.422823] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:37.422961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:37.427779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:37.485145] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:19:37.517848] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:37.549898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:37.551124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:37.588982] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:37.606528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:37.611065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:19:37.612717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:37.647227] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 3.15%
[2025-11-25T12:19:37.647460] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:19:37.648243] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:19:37.658578] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:37.701193] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.03% | Symbol ETA: 7.5s | Global ETA: 12m 24s
[2025-11-25T12:19:37.701482] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:19:37.702534] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:37.702731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:37.703607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:37.791849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:37.793006] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.85% | Symbol ETA: 29.3s | Global ETA: 12m 24s
[2025-11-25T12:19:37.793271] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:19:37.794106] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:37.794249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:37.794175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:37.795521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:19:37.797225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:37.799067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:37.800950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:37.801514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:37.802005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:37.802962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:37.891694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:37.959164] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:19:37.995681] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:19:38.134981] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:38.155057] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:19:38.180348] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:38.233124] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:19:38.289588] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.65% | Symbol ETA: 11.5s | Global ETA: 12m 24s
[2025-11-25T12:19:38.289893] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:19:38.290790] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:38.290937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:38.296489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:38.310994] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 1.76%
[2025-11-25T12:19:38.311426] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:19:38.312405] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:19:38.335125] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:38.406222] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:38.425198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:38.426581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:38.450428] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -3.39% | Symbol ETA: 6.8s | Global ETA: 12m 24s
[2025-11-25T12:19:38.450743] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:19:38.451712] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:38.451861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:38.452748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:38.484193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:38.488780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:19:38.490442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:38.536160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:38.538071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:38.539319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:19:38.540808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:38.544178] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.90% | Symbol ETA: 28.6s | Global ETA: 12m 24s
[2025-11-25T12:19:38.544484] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:19:38.545336] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:38.545506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:38.550625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:38.552606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:38.553216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:38.553732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:38.554721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:38.644071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:38.656710] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:19:38.831099] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:38.838824] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:19:38.878474] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:19:38.962584] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: 0.37%
[2025-11-25T12:19:38.962972] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:19:38.963855] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:19:38.994431] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:19:39.014677] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:39.052936] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:39.168142] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 2.63% | Symbol ETA: 6.0s | Global ETA: 12m 24s
[2025-11-25T12:19:39.168427] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:19:39.168474] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -3.41% | Symbol ETA: 10.7s | Global ETA: 12m 24s
[2025-11-25T12:19:39.168634] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:19:39.169314] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:39.169395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:39.169414] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:39.169502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:39.170164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:39.170248] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:39.174238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:39.259919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:39.262002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:39.263284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:19:39.264856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:39.301698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:39.302620] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 1.64% | Symbol ETA: 27.9s | Global ETA: 12m 25s
[2025-11-25T12:19:39.302967] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:19:39.302920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:39.303808] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:39.303964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:39.309040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:39.310974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:39.310923] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:19:39.311531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:39.312059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:39.313054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:39.359507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:39.364210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:19:39.365928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:39.402880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:39.490856] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:39.612466] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:19:39.619244] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 3.02%
[2025-11-25T12:19:39.619607] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:19:39.620485] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:19:39.701909] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:19:39.759475] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:19:39.789629] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:39.870236] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:39.904906] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -1.69% | Symbol ETA: 5.3s | Global ETA: 12m 25s
[2025-11-25T12:19:39.905187] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:19:39.906155] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:39.906328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:39.907342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:39.935203] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:39.966529] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:19:39.997575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:39.999776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:40.001098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:19:40.002713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:40.024480] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 9.8s | Global ETA: 12m 25s
[2025-11-25T12:19:40.024774] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:19:40.025540] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:40.025699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:40.030430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:40.066721] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -3.54% | Symbol ETA: 27.1s | Global ETA: 12m 25s
[2025-11-25T12:19:40.067058] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:19:40.067923] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:40.068065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:40.073155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:40.075083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:40.075686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:40.076203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:40.077216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:40.139480] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:40.155529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:40.156623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:40.164694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:40.211857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:40.216107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:19:40.217766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:40.270318] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.68%
[2025-11-25T12:19:40.270520] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:19:40.271337] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:19:40.364105] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:19:40.515015] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:19:40.542504] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:40.553763] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:19:40.624304] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:19:40.654074] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.48% | Symbol ETA: 4.6s | Global ETA: 12m 25s
[2025-11-25T12:19:40.654400] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:19:40.655306] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:40.655454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:40.656307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:40.696994] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:40.724502] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:40.743452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:40.745637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:40.746940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:19:40.748476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:40.792948] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:40.823584] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.25% | Symbol ETA: 26.4s | Global ETA: 12m 25s
[2025-11-25T12:19:40.823891] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:19:40.824725] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:40.824865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:40.829755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:40.831569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:40.832161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:40.832669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:40.833588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:40.871520] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -1.50% | Symbol ETA: 8.9s | Global ETA: 12m 25s
[2025-11-25T12:19:40.871822] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:19:40.872702] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:40.872841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:40.877617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:40.920006] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.37%
[2025-11-25T12:19:40.920385] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:19:40.921441] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:19:40.924045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:41.003083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:41.004497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:41.060064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:41.064924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:19:41.066718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:41.095125] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:19:41.266429] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:41.271630] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:19:41.272137] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:19:41.379614] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 2.59% | Symbol ETA: 3.8s | Global ETA: 12m 25s
[2025-11-25T12:19:41.379863] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:19:41.380699] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:41.380837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:41.381589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:41.419720] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:19:41.451938] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:41.453358] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:41.464405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:41.466153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:41.467332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:19:41.468911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:41.583742] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.16%
[2025-11-25T12:19:41.583967] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:19:41.584754] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:19:41.592375] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 2.43% | Symbol ETA: 25.6s | Global ETA: 12m 25s
[2025-11-25T12:19:41.592538] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:19:41.593095] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:41.593345] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:41.593418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:41.598947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:41.600899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:41.601434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:41.601860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:41.602761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:41.687665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:41.747426] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 8.0s | Global ETA: 12m 25s
[2025-11-25T12:19:41.747745] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:19:41.748566] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:41.748726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:41.753504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:41.811478] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:19:41.874362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:41.875566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:41.930102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:41.934752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:19:41.936397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:41.942451] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:19:41.983479] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:42.041229] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:19:42.093831] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.47% | Symbol ETA: 3.1s | Global ETA: 12m 25s
[2025-11-25T12:19:42.094105] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:19:42.094973] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:42.095116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:42.095913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:42.128127] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:42.179450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:42.181266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:42.182403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:19:42.183895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:42.215610] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:42.250075] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -3.79%
[2025-11-25T12:19:42.281745] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:19:42.345949] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.34% | Symbol ETA: 24.9s | Global ETA: 12m 25s
[2025-11-25T12:19:42.346258] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:19:42.347117] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:42.347257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:42.352107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:42.353969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:42.354574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:42.355067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:42.356028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:42.418873] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.13%, Actual: 1.13%
[2025-11-25T12:19:42.440445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:42.458165] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:42.526836] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:19:42.589993] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -4.14%, Actual: 2.96%
[2025-11-25T12:19:42.609975] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 7.2s | Global ETA: 12m 25s
[2025-11-25T12:19:42.610271] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:19:42.611140] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:42.611287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:42.616365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:42.700668] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:42.739231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:42.740768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:42.758037] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 3.15%, Actual: 0.65%
[2025-11-25T12:19:42.785366] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:19:42.795131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:42.799605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:19:42.801284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:42.809101] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 2.21% | Symbol ETA: 2.4s | Global ETA: 12m 25s
[2025-11-25T12:19:42.926629] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 1.76%, Actual: 1.15%
[2025-11-25T12:19:42.953948] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:42.985515] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.69%, Actual: 3.01%
[2025-11-25T12:19:43.088473] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 24.1s | Global ETA: 12m 25s
[2025-11-25T12:19:43.088802] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:19:43.089561] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:43.089718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:43.094545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:43.096223] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 0.81%
[2025-11-25T12:19:43.096370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:43.096957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:43.097447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:43.098404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:43.144885] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:19:43.157200] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.14%, Actual: 3.87%
[2025-11-25T12:19:43.181316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:43.262349] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 3.02%, Actual: 0.36%
[2025-11-25T12:19:43.317981] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:43.327057] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 0.49%
[2025-11-25T12:19:43.430038] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.68%, Actual: 1.98%
[2025-11-25T12:19:43.469343] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 0.55% | Symbol ETA: 6.3s | Global ETA: 12m 26s
[2025-11-25T12:19:43.469678] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:19:43.470536] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:43.470706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:43.475684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:43.499435] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -3.39%, Actual: 0.19%
[2025-11-25T12:19:43.517411] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:19:43.598036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:43.599408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:43.599467] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.37%, Actual: 1.35%
[2025-11-25T12:19:43.653599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:43.658201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:19:43.659875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:43.670153] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 2.63%, Actual: 2.33%
[2025-11-25T12:19:43.685553] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:43.769423] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.16%, Actual: 0.67%
[2025-11-25T12:19:43.812936] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.60% | Symbol ETA: 23.4s | Global ETA: 12m 26s
[2025-11-25T12:19:43.845490] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -1.69%, Actual: 1.61%
[2025-11-25T12:19:43.937187] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -3.79%, Actual: 0.41%
[2025-11-25T12:19:43.937511] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 41.0613%
[2025-11-25T12:19:43.937657] [INFO ] [main      ] CBT: Baseline score (no features): 41.0613%
[2025-11-25T12:19:43.937770] [INFO ] [main      ] CBT: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:43.937877] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T12:19:43.937983] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:19:43.981495] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:43.982229] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:19:43.983161] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:19:43.983297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:43.984421] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.89%, Actual: 0.70%
[2025-11-25T12:19:43.988251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:43.999283] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:19:44.019593] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.48%, Actual: 0.03%
[2025-11-25T12:19:44.156583] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 0.20%
[2025-11-25T12:19:44.172443] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:44.189865] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 2.59%, Actual: 0.28%
[2025-11-25T12:19:44.322519] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 2.52% | Symbol ETA: 5.5s | Global ETA: 12m 26s
[2025-11-25T12:19:44.322894] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:19:44.329566] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.90%, Actual: 2.33%
[2025-11-25T12:19:44.361422] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.47%, Actual: 3.25%
[2025-11-25T12:19:44.491610] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:44.495698] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -1.74%, Actual: 1.04%
[2025-11-25T12:19:44.501801] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 1.64%, Actual: 0.97%
[2025-11-25T12:19:44.535740] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 2.21%, Actual: 2.31%
[2025-11-25T12:19:44.536120] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 44.7652%
[2025-11-25T12:19:44.536292] [INFO ] [main      ] KNTK: DISCARDED add_signed_carry_history_11 (score: 44.77%)
[2025-11-25T12:19:44.536412] [INFO ] [main      ] KNTK: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:19:44.536522] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_sma_ratio']
[2025-11-25T12:19:44.536638] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:19:44.552624] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:44.553391] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:19:44.554343] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:44.554482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:44.555293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:44.615708] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 0.61% | Symbol ETA: 5m 35s | Global ETA: 12m 26s
[2025-11-25T12:19:44.615997] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:19:44.616841] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:19:44.616923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:44.621841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:44.641449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:44.643361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:44.644624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:19:44.645405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:44.666405] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 1.94%, Actual: 1.19%
[2025-11-25T12:19:44.674294] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -3.54%, Actual: 1.23%
[2025-11-25T12:19:44.848237] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.25%, Actual: 0.19%
[2025-11-25T12:19:44.848597] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.65%, Actual: 1.80%
[2025-11-25T12:19:44.960236] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:19:44.988466] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:19:45.017325] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -3.41%, Actual: 0.97%
[2025-11-25T12:19:45.021457] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 2.43%, Actual: 2.22%
[2025-11-25T12:19:45.129394] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:45.160494] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:45.188686] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 2.38%
[2025-11-25T12:19:45.194861] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 1.76%
[2025-11-25T12:19:45.260172] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: 1.02% | Symbol ETA: 5m 37s | Global ETA: 12m 26s
[2025-11-25T12:19:45.260482] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:19:45.261345] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:19:45.261484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:45.266256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:45.266940] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -4.83% | Symbol ETA: 8.3s | Global ETA: 12m 26s
[2025-11-25T12:19:45.267271] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:19:45.268125] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:45.268268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:45.269076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:45.354561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:45.356624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:45.357824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:19:45.358681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:45.360827] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -1.50%, Actual: 2.00%
[2025-11-25T12:19:45.367780] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.20%, Actual: 0.23%
[2025-11-25T12:19:45.543973] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 0.73%
[2025-11-25T12:19:45.544205] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 51.5393%
[2025-11-25T12:19:45.544328] [INFO ] [main      ] AGM: KEPT add_intraday_volatility_percentile (score: 51.54%)
[2025-11-25T12:19:45.544378] [INFO ] [main      ] AGM: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:19:45.544417] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag']
[2025-11-25T12:19:45.544459] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:19:45.545025] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.86%
[2025-11-25T12:19:45.558140] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:45.558615] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:19:45.559485] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:45.559562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:45.564427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:45.566439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:45.567089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:45.567576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:45.568540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:45.631217] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:19:45.655075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:45.656027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:45.713149] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:19:45.716076] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.11%
[2025-11-25T12:19:45.807458] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:45.887677] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:45.893801] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 0.55%, Actual: 0.30%
[2025-11-25T12:19:45.938446] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: -3.03% | Symbol ETA: 5m 44s | Global ETA: 12m 26s
[2025-11-25T12:19:45.938741] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:19:45.939563] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:19:45.939663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:45.944457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:45.995614] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.77% | Symbol ETA: 7.7s | Global ETA: 12m 26s
[2025-11-25T12:19:45.995797] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:19:45.996773] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:45.996910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:45.997671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:46.005433] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:19:46.064458] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 2.52%, Actual: 1.77%
[2025-11-25T12:19:46.064858] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 46.2661%
[2025-11-25T12:19:46.065022] [INFO ] [main      ] APD: DISCARDED add_prior_mag_lag (score: 46.27%)
[2025-11-25T12:19:46.065140] [INFO ] [main      ] APD: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:19:46.065247] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_range_overlap_v_prior_day']
[2025-11-25T12:19:46.065359] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:19:46.077781] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:46.078467] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:19:46.079384] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:46.079525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:46.081621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:46.083428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:46.084442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:46.084501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:19:46.085263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:46.186889] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:46.213339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:46.214570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:46.272800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:46.277204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:19:46.279633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:46.283595] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:19:46.320092] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 29.7s | Global ETA: 12m 26s
[2025-11-25T12:19:46.320258] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:19:46.321063] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:46.321154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:46.326125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:46.328120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:46.328749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:46.329230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:46.330203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:46.418300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:46.419138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:46.429968] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:19:46.453414] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:46.579142] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 1.19% | Symbol ETA: 5m 41s | Global ETA: 12m 26s
[2025-11-25T12:19:46.579417] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:19:46.580260] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:19:46.580397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:46.585215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:46.604598] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:46.636052] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:19:46.715865] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.89% | Symbol ETA: 6.9s | Global ETA: 12m 26s
[2025-11-25T12:19:46.716170] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:19:46.717208] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:46.717355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:46.718218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:46.759227] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:19:46.804511] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:46.810096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:46.812210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:46.813454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:19:46.814350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:46.921479] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:19:46.933313] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:46.956790] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 0.97% | Symbol ETA: 12.9s | Global ETA: 12m 26s
[2025-11-25T12:19:46.957089] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:19:46.957953] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:46.958101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:46.963118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:47.070422] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.85% | Symbol ETA: 28.9s | Global ETA: 12m 26s
[2025-11-25T12:19:47.070738] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:19:47.071560] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:47.071724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:47.076568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:47.078439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:47.079026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:47.079516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:47.080454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:47.087688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:47.088972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:47.090087] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:47.145392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:47.149914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:19:47.152425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:47.167955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:47.168543] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:19:47.168830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:47.219030] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 5m 40s | Global ETA: 12m 26s
[2025-11-25T12:19:47.219313] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:19:47.220145] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:19:47.220282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:47.225097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:47.346448] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:47.455581] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -0.64% | Symbol ETA: 6.2s | Global ETA: 12m 26s
[2025-11-25T12:19:47.455896] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:19:47.456763] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:47.456916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:47.457746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:47.491761] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:19:47.510887] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:19:47.547054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:47.549261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:47.550465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:19:47.551352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:47.564130] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:19:47.658690] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:47.679496] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:47.789246] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:47.807196] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.84% | Symbol ETA: 12.0s | Global ETA: 12m 27s
[2025-11-25T12:19:47.807497] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:19:47.808355] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:47.808501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:47.813430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:47.815824] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 28.1s | Global ETA: 12m 27s
[2025-11-25T12:19:47.816114] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:19:47.816931] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:47.817099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:47.821966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:47.823843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:47.824398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:47.824895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:47.825877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:47.902968] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:19:47.910366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:47.911252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:47.918147] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 2.76% | Symbol ETA: 5m 44s | Global ETA: 12m 27s
[2025-11-25T12:19:47.918294] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:19:47.919132] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:19:47.919355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:47.924194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:47.937902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:47.939359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:47.996556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:48.001479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:19:48.004014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:48.074677] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:48.181571] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.39% | Symbol ETA: 5.5s | Global ETA: 12m 27s
[2025-11-25T12:19:48.181900] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:19:48.182767] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:48.182910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:48.183737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:48.248337] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:19:48.264564] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:19:48.271857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:48.273896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:48.275108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:19:48.275978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:48.350453] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:19:48.419223] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:48.434021] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:48.520297] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:48.554878] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.85% | Symbol ETA: 27.3s | Global ETA: 12m 27s
[2025-11-25T12:19:48.555185] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:19:48.556062] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:48.556207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:48.561303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:48.563345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:48.563950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:48.564431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:48.564653] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.69% | Symbol ETA: 5m 42s | Global ETA: 12m 27s
[2025-11-25T12:19:48.564957] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:19:48.565389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:48.565884] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:19:48.566016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:48.570851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:48.626161] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:19:48.650408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:48.651241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:48.671227] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.11% | Symbol ETA: 11.1s | Global ETA: 12m 27s
[2025-11-25T12:19:48.671514] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:19:48.672345] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:48.672476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:48.677323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:48.799353] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:48.800257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:48.801444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:48.856754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:48.861216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:19:48.863685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:48.906694] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 4.8s | Global ETA: 12m 27s
[2025-11-25T12:19:48.907000] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:19:48.907915] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:48.908054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:48.908839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:48.910781] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:19:48.999750] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:19:49.000583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:49.002596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:49.003886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:19:49.004778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:49.080493] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:49.172518] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:49.203863] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:19:49.207736] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 5m 41s | Global ETA: 12m 27s
[2025-11-25T12:19:49.208041] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:19:49.208876] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:19:49.209032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:49.213814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:49.305591] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.62% | Symbol ETA: 26.6s | Global ETA: 12m 27s
[2025-11-25T12:19:49.305937] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:19:49.306746] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:49.306830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:49.312188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:49.314261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:49.314892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:49.315366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:49.316317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:49.350857] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:19:49.376581] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:49.401174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:49.402334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:49.524987] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -3.30% | Symbol ETA: 10.2s | Global ETA: 12m 27s
[2025-11-25T12:19:49.525150] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:19:49.525928] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:49.526146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:49.530993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:49.537670] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:49.552806] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:19:49.640687] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.16% | Symbol ETA: 4.1s | Global ETA: 12m 27s
[2025-11-25T12:19:49.640985] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:19:49.641824] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:49.641963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:49.642734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:49.651264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:49.652543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:49.707881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:49.712327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:19:49.714755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:49.721953] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:49.730293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:49.732231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:49.733419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:19:49.734279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:49.737218] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:19:49.846337] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 6.28% | Symbol ETA: 5m 39s | Global ETA: 12m 27s
[2025-11-25T12:19:49.846631] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:19:49.847499] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:19:49.847636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:49.852423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:49.906741] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:50.039567] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.60% | Symbol ETA: 25.8s | Global ETA: 12m 27s
[2025-11-25T12:19:50.039840] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:19:50.040765] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:50.040906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:50.046019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:50.047996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:50.048603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:50.049148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:50.050179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:50.054174] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:19:50.089307] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:19:50.136620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:50.137698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:50.188673] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:19:50.225475] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:50.257184] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:50.357137] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:50.360997] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 2.56% | Symbol ETA: 3.3s | Global ETA: 12m 27s
[2025-11-25T12:19:50.361219] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:19:50.362070] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:50.362159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:50.362884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:50.380083] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.74% | Symbol ETA: 9.3s | Global ETA: 12m 27s
[2025-11-25T12:19:50.380384] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:19:50.381233] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:50.381377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:50.386233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:50.445867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:50.447620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:50.448826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:19:50.449632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:50.477544] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:19:50.486723] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.08% | Symbol ETA: 5m 38s | Global ETA: 12m 27s
[2025-11-25T12:19:50.506102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:50.507441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:50.561828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:50.566262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:19:50.568692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:50.645444] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:50.657256] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 0.61%, Actual: 1.13%
[2025-11-25T12:19:50.774065] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.91% | Symbol ETA: 25.1s | Global ETA: 12m 27s
[2025-11-25T12:19:50.774360] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:19:50.775208] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:50.775349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:50.780661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:50.782509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:50.783090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:50.783566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:50.784515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:50.791793] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:19:50.827775] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: 1.02%, Actual: 2.96%
[2025-11-25T12:19:50.866712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:50.867583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:50.904484] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:19:50.962858] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:50.998397] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: -3.03%, Actual: 0.65%
[2025-11-25T12:19:51.070004] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.09% | Symbol ETA: 2.6s | Global ETA: 12m 27s
[2025-11-25T12:19:51.070171] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:19:51.070958] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:51.071184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:51.071982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:51.074986] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:51.158033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:51.160090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:51.161237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:19:51.162084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:51.172331] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 1.19%, Actual: 1.15%
[2025-11-25T12:19:51.207447] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:19:51.229945] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.69% | Symbol ETA: 8.5s | Global ETA: 12m 27s
[2025-11-25T12:19:51.230238] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:19:51.231067] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:51.231209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:51.236024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:51.348286] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 0.81%
[2025-11-25T12:19:51.359416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:51.360788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:51.379835] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:51.417028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:51.421523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:19:51.423852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:51.503921] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:19:51.509124] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 2.71% | Symbol ETA: 24.3s | Global ETA: 12m 27s
[2025-11-25T12:19:51.509377] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:19:51.510247] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:51.510389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:51.515259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:51.517130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:51.517742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:51.518237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:51.519235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:51.520725] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 2.76%, Actual: 0.36%
[2025-11-25T12:19:51.602809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:51.603733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:51.682460] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:51.698760] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.69%, Actual: 1.98%
[2025-11-25T12:19:51.774044] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:19:51.785480] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.08% | Symbol ETA: 1.9s | Global ETA: 12m 28s
[2025-11-25T12:19:51.871547] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 1.35%
[2025-11-25T12:19:51.945040] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:19:51.948808] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:51.959448] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -4.83%, Actual: 3.01%
[2025-11-25T12:19:52.042523] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 6.28%, Actual: 0.67%
[2025-11-25T12:19:52.095295] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 7.6s | Global ETA: 12m 28s
[2025-11-25T12:19:52.095614] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:19:52.096575] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:52.096749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:52.101751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:52.113237] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:52.135343] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.77%, Actual: 3.87%
[2025-11-25T12:19:52.212059] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.08%, Actual: 0.41%
[2025-11-25T12:19:52.212427] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 39.5006%
[2025-11-25T12:19:52.212558] [INFO ] [main      ] CBT: DISCARDED add_afternoon_v_morning_volatility_mix (score: 39.50%)
[2025-11-25T12:19:52.212682] [INFO ] [main      ] CBT: Testing feature 2/53: add_atr
[2025-11-25T12:19:52.212792] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-25T12:19:52.212903] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:19:52.226453] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:52.227066] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:19:52.226785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:52.227932] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:19:52.228004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:52.228305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:52.229736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:52.230263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:52.242634] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 23.6s | Global ETA: 12m 28s
[2025-11-25T12:19:52.242951] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:19:52.243813] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:52.243956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:52.248882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:52.250820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:52.251397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:52.251890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:52.252854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:52.283832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:52.288767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:19:52.291359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:52.307613] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 0.49%
[2025-11-25T12:19:52.336030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:19:52.337206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:52.477321] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -0.64%, Actual: 0.19%
[2025-11-25T12:19:52.569811] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:19:52.643951] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:19:52.648513] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.39%, Actual: 2.33%
[2025-11-25T12:19:52.692921] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:19:52.747092] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:52.822016] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 1.61%
[2025-11-25T12:19:52.835724] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:52.860078] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:52.876736] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 7m 8s | Global ETA: 12m 28s
[2025-11-25T12:19:52.876888] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:19:52.877741] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:19:52.877814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:52.879556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:52.880099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:52.986823] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.40% | Symbol ETA: 6.8s | Global ETA: 12m 28s
[2025-11-25T12:19:52.986976] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:19:52.987809] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:52.987906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:52.990705] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 22.8s | Global ETA: 12m 28s
[2025-11-25T12:19:52.992925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:52.994036] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.16%, Actual: 0.03%
[2025-11-25T12:19:53.118592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:53.119899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:53.160797] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -0.56%, Actual: 0.70%
[2025-11-25T12:19:53.172205] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 2.56%, Actual: 0.28%
[2025-11-25T12:19:53.177922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:53.183043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:19:53.185780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:53.231560] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:19:53.332636] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 0.20%
[2025-11-25T12:19:53.344885] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.09%, Actual: 3.25%
[2025-11-25T12:19:53.407861] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:53.506172] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 2.33%
[2025-11-25T12:19:53.519621] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.08%, Actual: 2.31%
[2025-11-25T12:19:53.520028] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 37.3317%
[2025-11-25T12:19:53.520376] [INFO ] [main      ] KNTK: DISCARDED add_sma_ratio (score: 37.33%)
[2025-11-25T12:19:53.520493] [INFO ] [main      ] KNTK: Testing feature 45/53: add_true_range
[2025-11-25T12:19:53.520595] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_true_range']
[2025-11-25T12:19:53.520720] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:19:53.536121] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:53.536841] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:19:53.537812] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:53.537949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:53.538765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:53.546221] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.61% | Symbol ETA: 7m 7s | Global ETA: 12m 28s
[2025-11-25T12:19:53.546386] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:19:53.546530] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:19:53.547364] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:19:53.547508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:53.549230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:53.549824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:53.625950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:53.627877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:53.629130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:53.630937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:53.690125] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.85%, Actual: 0.97%
[2025-11-25T12:19:53.717077] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:53.863178] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.62%, Actual: 1.23%
[2025-11-25T12:19:53.873665] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 1.56% | Symbol ETA: 5.9s | Global ETA: 12m 28s
[2025-11-25T12:19:53.873967] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:19:53.875055] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:53.875398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:53.881258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:53.897023] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:19:53.989228] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:19:54.011077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:54.012516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:54.035508] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.60%, Actual: 0.19%
[2025-11-25T12:19:54.074391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:54.079476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:19:54.082057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:54.082156] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:54.178470] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:54.214465] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.91%, Actual: 2.22%
[2025-11-25T12:19:54.214942] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 2.05% | Symbol ETA: 7m 7s | Global ETA: 12m 28s
[2025-11-25T12:19:54.215393] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:19:54.216501] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:19:54.216653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:54.218589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:54.219236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:54.292366] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -3.83% | Symbol ETA: 8.4s | Global ETA: 12m 28s
[2025-11-25T12:19:54.292683] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:19:54.293543] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:54.293701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:54.294480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:54.382763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:54.385122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:54.386437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:54.388459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:54.392781] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 2.71%, Actual: 1.76%
[2025-11-25T12:19:54.448325] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:19:54.570197] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:19:54.618962] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:54.623020] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 1.95%, Actual: 0.23%
[2025-11-25T12:19:54.731940] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:19:54.747748] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:54.765812] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.70% | Symbol ETA: 5.0s | Global ETA: 12m 28s
[2025-11-25T12:19:54.799889] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 0.73%, Actual: 0.73%
[2025-11-25T12:19:54.800336] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 44.0024%
[2025-11-25T12:19:54.800425] [INFO ] [main      ] AGM: DISCARDED add_last_hour_momentum_mag (score: 44.00%)
[2025-11-25T12:19:54.800560] [INFO ] [main      ] AGM: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:19:54.800713] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_late_day_volatility']
[2025-11-25T12:19:54.800788] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:19:54.814766] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:54.815335] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:19:54.816306] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:54.816451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:54.821657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:54.823574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:54.824163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:54.824690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:54.825665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:54.875797] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 1.40% | Symbol ETA: 7m 6s | Global ETA: 12m 28s
[2025-11-25T12:19:54.876095] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:19:54.876959] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:19:54.877119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:54.878929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:54.879495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:54.904148] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:54.914511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:19:54.916629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:54.936670] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 0.97%, Actual: 1.04%
[2025-11-25T12:19:55.012974] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.13% | Symbol ETA: 7.5s | Global ETA: 12m 28s
[2025-11-25T12:19:55.013155] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:19:55.014145] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:55.014399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:55.015390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:55.105942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:55.107355] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 1.19%
[2025-11-25T12:19:55.108403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:55.109589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:55.111405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:55.226066] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:19:55.261195] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:19:55.283269] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.11%, Actual: 1.80%
[2025-11-25T12:19:55.401223] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:55.439862] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:55.457845] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:19:55.462364] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -3.30%, Actual: 0.97%
[2025-11-25T12:19:55.530846] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 7m 5s | Global ETA: 12m 28s
[2025-11-25T12:19:55.531130] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:19:55.531905] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:19:55.532039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:55.533785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:55.534377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:55.570079] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 2.95% | Symbol ETA: 27.6s | Global ETA: 12m 28s
[2025-11-25T12:19:55.570369] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:19:55.571244] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:55.571387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:55.576227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:55.578279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:55.578876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:55.579362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:55.580346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:55.633594] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:55.635000] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.74%, Actual: 2.38%
[2025-11-25T12:19:55.666177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:19:55.668123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:55.741260] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 6.8s | Global ETA: 12m 28s
[2025-11-25T12:19:55.741405] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:19:55.742169] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:55.742244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:55.742947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:55.806795] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.69%, Actual: 2.00%
[2025-11-25T12:19:55.827705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:55.829466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:55.830587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:55.832319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:55.881526] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:19:55.974799] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 0.86%
[2025-11-25T12:19:56.004380] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:19:56.056151] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:56.146667] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.40%, Actual: 0.11%
[2025-11-25T12:19:56.173940] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:56.185292] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 3.46% | Symbol ETA: 7m 5s | Global ETA: 12m 29s
[2025-11-25T12:19:56.185604] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:19:56.186511] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:19:56.186594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:56.186573] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:19:56.188423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:56.188985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:56.309576] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.02% | Symbol ETA: 26.8s | Global ETA: 12m 29s
[2025-11-25T12:19:56.309774] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:19:56.310754] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:56.310901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:56.315855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:56.317861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:56.318495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:56.319029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:56.320016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:56.327757] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 1.56%, Actual: 0.30%
[2025-11-25T12:19:56.361610] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:56.405303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:19:56.407601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:56.472474] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: 0.46% | Symbol ETA: 6.0s | Global ETA: 12m 29s
[2025-11-25T12:19:56.472799] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:19:56.473741] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:56.473887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:56.474737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:56.506020] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.70%, Actual: 1.77%
[2025-11-25T12:19:56.506348] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 53.3692%
[2025-11-25T12:19:56.506546] [INFO ] [main      ] APD: DISCARDED add_range_overlap_v_prior_day (score: 53.37%)
[2025-11-25T12:19:56.506687] [INFO ] [main      ] APD: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:19:56.506796] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_range_volume_efficiency']
[2025-11-25T12:19:56.506913] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:19:56.519738] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:19:56.520347] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:19:56.521327] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:56.521472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:56.526588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:56.538250] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:19:56.567588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:56.569719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:56.570956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:56.572879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:56.658910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:56.660267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:56.715102] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:56.717360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:56.722211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:19:56.724537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:56.748199] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:19:56.848411] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -3.48% | Symbol ETA: 7m 4s | Global ETA: 12m 29s
[2025-11-25T12:19:56.848710] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:19:56.849522] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:19:56.849683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:56.851408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:56.851993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:56.922246] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:19:56.930264] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:57.066928] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.82% | Symbol ETA: 26.1s | Global ETA: 12m 29s
[2025-11-25T12:19:57.067100] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:19:57.067910] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:57.067991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:57.072975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:57.074846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:57.075342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:57.075781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:57.076690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:57.096962] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:57.160297] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:19:57.164511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:19:57.166582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:57.204298] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.66% | Symbol ETA: 5.3s | Global ETA: 12m 29s
[2025-11-25T12:19:57.204561] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:19:57.205393] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:57.205534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:57.206367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:57.231204] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:19:57.291391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:57.293157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:57.294302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:57.296084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:57.329902] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:19:57.409691] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:57.479770] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 2.50% | Symbol ETA: 13.3s | Global ETA: 12m 29s
[2025-11-25T12:19:57.480055] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:19:57.480909] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:57.481049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:57.485815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:57.510822] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:19:57.546978] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 7m 3s | Global ETA: 12m 29s
[2025-11-25T12:19:57.547287] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:19:57.548168] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:19:57.548314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:57.550132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:57.550775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:57.607910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:57.609185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:57.642681] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:19:57.664593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:57.669255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:19:57.671416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:57.682742] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:57.814990] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 2.70% | Symbol ETA: 25.3s | Global ETA: 12m 29s
[2025-11-25T12:19:57.815281] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:19:57.816135] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:57.816277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:57.818995] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:57.822380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:57.824585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:57.825169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:57.825665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:57.826591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:57.902837] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:19:57.911781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:19:57.913952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:57.926702] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 2.17% | Symbol ETA: 4.6s | Global ETA: 12m 29s
[2025-11-25T12:19:57.927047] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:19:57.928027] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:57.928175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:57.929007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:58.019951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:58.022098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:58.023329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:58.023730] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:19:58.025271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:58.080154] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:19:58.202731] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:19:58.213990] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.76% | Symbol ETA: 7m 3s | Global ETA: 12m 29s
[2025-11-25T12:19:58.214285] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:19:58.215151] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:19:58.215294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:58.217186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:58.217836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:58.256878] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:19:58.361521] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -1.45% | Symbol ETA: 12.0s | Global ETA: 12m 29s
[2025-11-25T12:19:58.361828] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:19:58.362810] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:58.362953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:58.368117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:58.370422] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:19:58.430327] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:19:58.498803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:58.500212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:58.541231] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:58.557300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:58.562071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:19:58.564462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:58.564907] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.82% | Symbol ETA: 24.6s | Global ETA: 12m 29s
[2025-11-25T12:19:58.565218] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:19:58.566256] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:58.566416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:58.572189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:58.574583] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:19:58.574454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:58.575263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:58.575720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:58.576765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:58.646180] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.31% | Symbol ETA: 3.8s | Global ETA: 12m 29s
[2025-11-25T12:19:58.646477] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:19:58.647348] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:58.647492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:58.648272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:58.664474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:19:58.666877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:58.752193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:58.754096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:58.754858] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:19:58.755258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:58.757084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:58.888096] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -3.17% | Symbol ETA: 7m 2s | Global ETA: 12m 29s
[2025-11-25T12:19:58.916382] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:19:59.035385] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:19:59.057101] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: -0.35%, Actual: 1.13%
[2025-11-25T12:19:59.084363] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:19:59.096672] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:19:59.219583] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:19:59.228608] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.05% | Symbol ETA: 11.0s | Global ETA: 12m 29s
[2025-11-25T12:19:59.228780] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:19:59.228825] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.61%, Actual: 2.96%
[2025-11-25T12:19:59.229534] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:19:59.229696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:59.234456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:19:59.273324] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:19:59.350542] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 0.22% | Symbol ETA: 23.8s | Global ETA: 12m 29s
[2025-11-25T12:19:59.350865] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:19:59.351723] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:19:59.351864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:19:59.354672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:19:59.356032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:19:59.356992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:59.358981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:19:59.359550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:19:59.360040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:19:59.361013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:59.382243] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 2.03% | Symbol ETA: 3.1s | Global ETA: 12m 29s
[2025-11-25T12:19:59.382533] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:19:59.383460] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:19:59.383606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:19:59.384421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:19:59.398292] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 2.05%, Actual: 0.65%
[2025-11-25T12:19:59.412215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:19:59.416720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:19:59.418911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:59.447906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:19:59.450304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:59.473166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:19:59.475117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:19:59.476334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:19:59.478234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:19:59.571915] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 1.40%, Actual: 1.15%
[2025-11-25T12:19:59.742201] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 0.81%
[2025-11-25T12:19:59.756098] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:19:59.797873] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:19:59.826773] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:19:59.909981] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 3.46%, Actual: 0.36%
[2025-11-25T12:19:59.922624] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:19:59.969127] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:19:59.998944] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:00.071049] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -4.11% | Symbol ETA: 10.0s | Global ETA: 12m 30s
[2025-11-25T12:20:00.071351] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:20:00.072208] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:00.072346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:00.077157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:00.082303] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -3.48%, Actual: 1.98%
[2025-11-25T12:20:00.106752] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -1.73% | Symbol ETA: 2.4s | Global ETA: 12m 30s
[2025-11-25T12:20:00.107073] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:20:00.107923] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:00.108077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:00.108858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:00.117575] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.73% | Symbol ETA: 23.1s | Global ETA: 12m 30s
[2025-11-25T12:20:00.117754] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:20:00.118715] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:00.118797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:00.125473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:00.128035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:00.128615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:00.129072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:00.130470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:00.199443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:00.201534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:00.202741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:00.204604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:00.204338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:00.205869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:00.223947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:20:00.226788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:00.254911] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: -0.22%, Actual: 1.35%
[2025-11-25T12:20:00.263579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:00.268519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:20:00.271243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:00.423227] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.76%, Actual: 0.67%
[2025-11-25T12:20:00.585603] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:20:00.608979] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -3.17%, Actual: 0.41%
[2025-11-25T12:20:00.609375] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 34.6771%
[2025-11-25T12:20:00.609543] [INFO ] [main      ] CBT: DISCARDED add_atr (score: 34.68%)
[2025-11-25T12:20:00.609607] [INFO ] [main      ] CBT: Testing feature 3/53: add_atr_10
[2025-11-25T12:20:00.609734] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_10']
[2025-11-25T12:20:00.609844] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:20:00.624049] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:00.624856] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:20:00.625806] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:00.625946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:00.627735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:00.628331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:00.637605] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:20:00.682368] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:20:00.816711] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:00.931977] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:00.993176] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.76% | Symbol ETA: 22.4s | Global ETA: 12m 30s
[2025-11-25T12:20:00.993478] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:20:00.994318] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:00.994460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:00.999366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:01.001281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:01.001873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:01.002349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:01.003507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:01.027631] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:01.090578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:20:01.093180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:01.112014] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 9.2s | Global ETA: 12m 30s
[2025-11-25T12:20:01.112149] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:20:01.113162] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:01.113273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:01.119810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:01.186048] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:20:01.196889] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 2.04% | Symbol ETA: 1.6s | Global ETA: 12m 30s
[2025-11-25T12:20:01.271607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:01.273049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:01.333768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:01.341382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:20:01.345159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:01.420598] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -3.83%, Actual: 3.01%
[2025-11-25T12:20:01.460430] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:01.511252] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:20:01.611220] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.13%, Actual: 3.87%
[2025-11-25T12:20:01.721911] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:20:01.746449] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 3m 40s | Global ETA: 12m 30s
[2025-11-25T12:20:01.746608] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:20:01.747586] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:01.747688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:01.749491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:01.750069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:01.780157] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.95%, Actual: 0.49%
[2025-11-25T12:20:01.787776] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:01.893572] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:01.926158] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 21.6s | Global ETA: 12m 30s
[2025-11-25T12:20:01.926350] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:20:01.927194] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:01.927522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:01.932570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:01.934526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:01.935069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:01.935625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:01.936707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:01.953040] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: 0.46%, Actual: 0.19%
[2025-11-25T12:20:02.022135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:20:02.024294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:02.061586] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.74% | Symbol ETA: 8.3s | Global ETA: 12m 30s
[2025-11-25T12:20:02.061913] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:20:02.063465] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:02.063621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:02.068757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:02.113538] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:20:02.140516] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 2.33%
[2025-11-25T12:20:02.192145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:02.193447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:02.261105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:02.268175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:20:02.271509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:02.295605] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:02.321458] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 2.17%, Actual: 1.61%
[2025-11-25T12:20:02.432330] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -6.20% | Symbol ETA: 3m 37s | Global ETA: 12m 30s
[2025-11-25T12:20:02.432492] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:20:02.433381] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:02.433455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:02.435162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:02.435695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:02.455443] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:20:02.492157] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.31%, Actual: 0.03%
[2025-11-25T12:20:02.635338] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:02.661146] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:20:02.668472] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 2.03%, Actual: 0.28%
[2025-11-25T12:20:02.774622] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 1.72% | Symbol ETA: 20.8s | Global ETA: 12m 30s
[2025-11-25T12:20:02.808306] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:20:02.838595] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -1.73%, Actual: 3.25%
[2025-11-25T12:20:02.847978] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:02.953469] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 2.95%, Actual: 0.70%
[2025-11-25T12:20:02.992741] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:03.006208] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.75% | Symbol ETA: 7.4s | Global ETA: 12m 30s
[2025-11-25T12:20:03.006513] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:20:03.007183] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 2.04%, Actual: 2.31%
[2025-11-25T12:20:03.007414] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 47.3833%
[2025-11-25T12:20:03.007508] [INFO ] [main      ] KNTK: DISCARDED add_true_range (score: 47.38%)
[2025-11-25T12:20:03.007564] [INFO ] [main      ] KNTK: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:20:03.007606] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_vol_of_vol']
[2025-11-25T12:20:03.007683] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:20:03.007463] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:03.007797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:03.013355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:03.023435] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:03.024134] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:20:03.025021] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:03.025126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:03.025875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:03.110211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:03.112138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:03.113232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:03.114378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:03.123265] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 3m 36s | Global ETA: 12m 30s
[2025-11-25T12:20:03.123417] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:20:03.124237] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:03.124313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:03.126107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:03.126637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:03.130585] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.02%, Actual: 0.20%
[2025-11-25T12:20:03.145458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:03.146890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:03.204251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:03.209022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:20:03.211440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:03.310593] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.82%, Actual: 2.33%
[2025-11-25T12:20:03.462390] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:20:03.483370] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:20:03.496783] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 2.70%, Actual: 0.97%
[2025-11-25T12:20:03.583491] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:20:03.639322] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:03.658548] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:03.686155] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.82%, Actual: 1.23%
[2025-11-25T12:20:03.751885] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 8.0s | Global ETA: 12m 30s
[2025-11-25T12:20:03.752175] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:20:03.753044] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:03.753188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:03.753814] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:03.754029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:03.782182] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 3.94% | Symbol ETA: 3m 35s | Global ETA: 12m 30s
[2025-11-25T12:20:03.782478] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:20:03.783526] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:03.783870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:03.785819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:03.786382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:03.846202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:03.848366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:03.849586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:03.850886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:03.896001] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 0.22%, Actual: 0.19%
[2025-11-25T12:20:03.899040] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.42% | Symbol ETA: 6.5s | Global ETA: 12m 30s
[2025-11-25T12:20:03.899329] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:20:03.900199] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:03.900340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:03.905117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:04.025987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:04.027297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:04.075318] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.73%, Actual: 2.22%
[2025-11-25T12:20:04.081428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:04.085830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:20:04.087990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:04.136028] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:20:04.214343] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:20:04.275898] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.76%, Actual: 1.76%
[2025-11-25T12:20:04.320365] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:04.398026] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:04.429252] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:20:04.447780] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.51% | Symbol ETA: 3m 34s | Global ETA: 12m 31s
[2025-11-25T12:20:04.448077] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:20:04.448947] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:04.449089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:04.450917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:04.451498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:04.513521] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.00% | Symbol ETA: 7.4s | Global ETA: 12m 31s
[2025-11-25T12:20:04.513905] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:20:04.515373] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:04.515670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:04.517043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:04.570506] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.38%, Actual: 0.23%
[2025-11-25T12:20:04.602334] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:04.614843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:04.616852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:04.618063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:04.619313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:04.746336] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -0.09% | Symbol ETA: 5.6s | Global ETA: 12m 31s
[2025-11-25T12:20:04.746609] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:20:04.747465] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:04.747571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:04.752338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:04.793734] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:20:04.814994] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 1.72%, Actual: 0.73%
[2025-11-25T12:20:04.815259] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 46.0602%
[2025-11-25T12:20:04.815506] [INFO ] [main      ] AGM: DISCARDED add_late_day_volatility (score: 46.06%)
[2025-11-25T12:20:04.815626] [INFO ] [main      ] AGM: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:20:04.815797] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_late_hour_microstructure']
[2025-11-25T12:20:04.815886] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:20:04.830053] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:04.830732] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:20:04.831666] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:04.831755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:04.836892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:04.838903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:04.839584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:04.840107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:04.841130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:04.876544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:04.878005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:04.932005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:04.932195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:20:04.935534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:04.936593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:20:04.938913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:04.964115] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:20:04.978151] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:05.118855] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 5.57% | Symbol ETA: 3m 33s | Global ETA: 12m 31s
[2025-11-25T12:20:05.119171] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:20:05.120244] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:05.120386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:05.122311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:05.122921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:05.147323] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:05.258149] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -1.80% | Symbol ETA: 6.7s | Global ETA: 12m 31s
[2025-11-25T12:20:05.258436] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:20:05.259272] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:05.259426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:05.260215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:05.295228] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:20:05.320750] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:20:05.350910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:05.353047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:05.354340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:05.355634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:05.490269] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:05.509287] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:05.509209] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:20:05.635933] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 4.6s | Global ETA: 12m 31s
[2025-11-25T12:20:05.649236] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.02% | Symbol ETA: 28.0s | Global ETA: 12m 31s
[2025-11-25T12:20:05.649542] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:20:05.650546] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:05.650681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:05.655786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:05.657899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:05.658505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:05.659018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:05.660020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:05.693439] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:05.730478] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:20:05.758104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:20:05.761497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:05.806992] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 2.50%, Actual: 1.04%
[2025-11-25T12:20:05.823607] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 3m 32s | Global ETA: 12m 31s
[2025-11-25T12:20:05.823927] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:20:05.824802] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:05.824951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:05.826725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:05.827335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:05.901995] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:05.976164] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -1.45%, Actual: 1.19%
[2025-11-25T12:20:06.017903] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.31% | Symbol ETA: 6.0s | Global ETA: 12m 31s
[2025-11-25T12:20:06.018237] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:20:06.019317] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:06.019486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:06.020576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:06.119589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:06.120026] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:20:06.121866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:06.123119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:06.124532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:06.144082] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.05%, Actual: 1.80%
[2025-11-25T12:20:06.170257] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:20:06.297380] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:06.313195] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -4.11%, Actual: 0.97%
[2025-11-25T12:20:06.347031] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:06.445244] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.81% | Symbol ETA: 27.1s | Global ETA: 12m 31s
[2025-11-25T12:20:06.445542] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:20:06.446397] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:06.446539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:06.451499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:06.453342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:06.453963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:06.454437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:06.455403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:06.479240] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 0.82% | Symbol ETA: 3m 31s | Global ETA: 12m 31s
[2025-11-25T12:20:06.479534] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:20:06.480416] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:06.480560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:06.481686] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 2.38%
[2025-11-25T12:20:06.482350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:06.482903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:06.516504] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:20:06.549588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:20:06.552831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:06.657100] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.74%, Actual: 2.00%
[2025-11-25T12:20:06.793901] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:06.827304] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 0.86%
[2025-11-25T12:20:06.847905] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:20:06.902890] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -1.75% | Symbol ETA: 5.4s | Global ETA: 12m 31s
[2025-11-25T12:20:06.903185] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:20:06.904075] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:06.904224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:06.905061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:06.914708] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:20:06.997840] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.42%, Actual: 0.11%
[2025-11-25T12:20:07.025363] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:07.027817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:07.030606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:07.032625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:07.034511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:07.101548] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:07.157793] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 3.52% | Symbol ETA: 3m 31s | Global ETA: 12m 31s
[2025-11-25T12:20:07.158107] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:20:07.159024] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:07.159169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:07.160927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:07.161506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:07.167215] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 0.30%
[2025-11-25T12:20:07.251039] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 26.3s | Global ETA: 12m 31s
[2025-11-25T12:20:07.251345] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:20:07.252247] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:07.252395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:07.257573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:07.259717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:07.260313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:07.260829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:07.261841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:07.336164] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 1.77%
[2025-11-25T12:20:07.336777] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 40.4918%
[2025-11-25T12:20:07.336963] [INFO ] [main      ] APD: DISCARDED add_range_volume_efficiency (score: 40.49%)
[2025-11-25T12:20:07.337110] [INFO ] [main      ] APD: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:20:07.337225] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:20:07.337343] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:20:07.350563] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:07.351004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:20:07.351225] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:20:07.352182] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:07.352329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:07.354061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:07.357437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:07.410762] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:20:07.487738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:07.489204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:07.530934] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:20:07.545908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:07.550623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:20:07.554570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:07.584812] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:07.691673] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.97% | Symbol ETA: 4.6s | Global ETA: 12m 31s
[2025-11-25T12:20:07.691961] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:20:07.692857] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:07.692997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:07.693807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:07.700436] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:07.714535] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:20:07.778539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:07.780735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:07.782055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:07.783295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:07.824567] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -5.45% | Symbol ETA: 3m 30s | Global ETA: 12m 31s
[2025-11-25T12:20:07.896213] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:07.900105] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:20:07.994560] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 0.14%, Actual: 1.13%
[2025-11-25T12:20:08.035722] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -1.27% | Symbol ETA: 25.4s | Global ETA: 12m 31s
[2025-11-25T12:20:08.035891] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:20:08.036826] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:08.036970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:08.042093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:08.044130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:08.044791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:08.045271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:08.046237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:08.069687] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:08.132438] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:20:08.135124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:20:08.138424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:08.162585] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -6.20%, Actual: 2.96%
[2025-11-25T12:20:08.219167] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.81% | Symbol ETA: 12.2s | Global ETA: 12m 31s
[2025-11-25T12:20:08.219452] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:20:08.220285] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:08.220425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:08.225552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:08.303579] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:08.335792] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 0.65%
[2025-11-25T12:20:08.353153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:08.354299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:08.408306] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 0.53% | Symbol ETA: 3.8s | Global ETA: 12m 32s
[2025-11-25T12:20:08.408686] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:20:08.409528] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:08.409615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:08.409790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:08.410403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:08.414330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:20:08.418431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:08.494535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:08.496573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:08.497774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:08.498989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:08.528545] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 3.94%, Actual: 1.15%
[2025-11-25T12:20:08.533706] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:20:08.714438] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 0.81%
[2025-11-25T12:20:08.718179] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:08.759462] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:20:08.841263] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:20:08.852365] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.62% | Symbol ETA: 24.6s | Global ETA: 12m 32s
[2025-11-25T12:20:08.852692] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:20:08.853540] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:08.853700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:08.858789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:08.860875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:08.861486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:08.862001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:08.862995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:08.897073] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 5.57%, Actual: 0.36%
[2025-11-25T12:20:08.932289] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:08.956681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:20:08.960379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:09.011892] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:09.074529] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -0.69%, Actual: 1.98%
[2025-11-25T12:20:09.084897] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.25% | Symbol ETA: 11.3s | Global ETA: 12m 32s
[2025-11-25T12:20:09.085205] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:20:09.086248] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:09.086392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:09.091990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:09.118578] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 4.80% | Symbol ETA: 3.0s | Global ETA: 12m 32s
[2025-11-25T12:20:09.118888] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:20:09.119743] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:09.119880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:09.120628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:09.207160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:09.209162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:09.210343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:09.211540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:09.223804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:09.225279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:09.245426] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 1.35%
[2025-11-25T12:20:09.282971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:09.287959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:20:09.292503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:09.314289] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:20:09.420185] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 3.52%, Actual: 0.67%
[2025-11-25T12:20:09.493639] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:09.557493] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:20:09.591488] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -5.45%, Actual: 0.41%
[2025-11-25T12:20:09.591914] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 35.0007%
[2025-11-25T12:20:09.592075] [INFO ] [main      ] CBT: DISCARDED add_atr_10 (score: 35.00%)
[2025-11-25T12:20:09.592198] [INFO ] [main      ] CBT: Testing feature 4/53: add_atr_5
[2025-11-25T12:20:09.592304] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_5']
[2025-11-25T12:20:09.592411] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:20:09.606936] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:09.607783] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:20:09.608735] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:09.608823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:09.610589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:09.611205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:09.632225] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 0.62% | Symbol ETA: 23.8s | Global ETA: 12m 32s
[2025-11-25T12:20:09.632539] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:20:09.633469] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:09.633619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:09.638891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:09.639919] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:20:09.641115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:09.641776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:09.642292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:09.643397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:09.732352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:20:09.734285] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:09.736137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:09.818229] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:09.840262] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.83% | Symbol ETA: 2.2s | Global ETA: 12m 32s
[2025-11-25T12:20:09.840541] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:20:09.841395] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:09.841543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:09.842325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:09.925353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:09.927443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:09.928598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:09.929821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:09.954114] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:20:09.963491] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -2.47% | Symbol ETA: 10.5s | Global ETA: 12m 32s
[2025-11-25T12:20:09.963818] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:20:09.964681] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:09.964829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:09.969896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:10.093441] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:20:10.098901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:10.100149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:10.122821] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:10.155684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:10.160489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:20:10.164602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:10.251458] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 2m 33s | Global ETA: 12m 32s
[2025-11-25T12:20:10.251764] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:20:10.252587] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:10.252742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:10.254502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:10.255098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:10.265967] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:10.271489] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:20:10.401176] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 23.0s | Global ETA: 12m 32s
[2025-11-25T12:20:10.401344] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:20:10.402175] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:10.402254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:10.407187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:10.409326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:10.410000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:10.410489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:10.411458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:10.443549] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:10.499456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:20:10.503021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:10.513702] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:20:10.560954] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.02% | Symbol ETA: 1.5s | Global ETA: 12m 32s
[2025-11-25T12:20:10.634872] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:20:10.708189] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:10.751401] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: 0.17%, Actual: 3.01%
[2025-11-25T12:20:10.856349] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:10.892598] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.32% | Symbol ETA: 9.7s | Global ETA: 12m 32s
[2025-11-25T12:20:10.892993] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:20:10.894462] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:10.894690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:10.902535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:10.943484] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.00%, Actual: 3.87%
[2025-11-25T12:20:10.964990] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:20:11.046804] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.61% | Symbol ETA: 2m 32s | Global ETA: 12m 32s
[2025-11-25T12:20:11.047182] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:20:11.048298] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:11.048473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:11.050828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:11.051530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:11.061774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:11.063574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:11.128286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:11.134094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:20:11.139534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:11.210691] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -1.80%, Actual: 0.49%
[2025-11-25T12:20:11.225515] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:11.405619] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.64% | Symbol ETA: 22.3s | Global ETA: 12m 32s
[2025-11-25T12:20:11.405850] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:20:11.407344] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:11.407565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:11.414131] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 0.19%
[2025-11-25T12:20:11.415568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:11.418684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:11.419762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:11.420485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:11.421996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:11.521030] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:20:11.523809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:20:11.527877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:11.620835] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -1.75%, Actual: 2.33%
[2025-11-25T12:20:11.638713] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:20:11.743849] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:11.805528] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.97%, Actual: 1.61%
[2025-11-25T12:20:11.840226] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:11.889534] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 2.05% | Symbol ETA: 2m 32s | Global ETA: 12m 32s
[2025-11-25T12:20:11.889956] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:20:11.890845] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:11.890986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:11.892842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:11.893433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:11.909205] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:20:11.986266] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 0.53%, Actual: 0.03%
[2025-11-25T12:20:11.996114] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -2.11% | Symbol ETA: 9.0s | Global ETA: 12m 32s
[2025-11-25T12:20:11.996375] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:20:11.997233] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:11.997377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:12.002920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:12.092553] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:12.125763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:12.127159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:12.159149] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 4.80%, Actual: 0.28%
[2025-11-25T12:20:12.181873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:12.186536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:20:12.190585] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:12.227684] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 21.4s | Global ETA: 12m 32s
[2025-11-25T12:20:12.227990] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:20:12.228857] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:12.229002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:12.234071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:12.236125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:12.236743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:12.237259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:12.238227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:12.247826] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:20:12.323172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:20:12.326531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:12.341223] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.83%, Actual: 3.25%
[2025-11-25T12:20:12.428306] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:12.509951] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.02%, Actual: 2.31%
[2025-11-25T12:20:12.510360] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 37.7848%
[2025-11-25T12:20:12.510548] [INFO ] [main      ] KNTK: DISCARDED add_vol_of_vol (score: 37.78%)
[2025-11-25T12:20:12.510689] [INFO ] [main      ] KNTK: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:20:12.510801] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_volatility_decay_ratio']
[2025-11-25T12:20:12.510917] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:20:12.526798] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:12.527463] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:20:12.528456] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:12.528605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:12.529456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:12.540272] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:20:12.566834] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 1.40% | Symbol ETA: 2m 31s | Global ETA: 12m 33s
[2025-11-25T12:20:12.567170] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:20:12.568100] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:12.568247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:12.570087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:12.570716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:12.620011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:12.622155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:12.623370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:20:12.624665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:12.680997] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:20:12.714820] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:12.860678] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:12.865202] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.07% | Symbol ETA: 8.1s | Global ETA: 12m 33s
[2025-11-25T12:20:12.865492] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:20:12.866331] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:12.866473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:12.871285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:12.919934] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:20:12.969855] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:20:12.996217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:12.997691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:13.005149] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 1.50% | Symbol ETA: 20.6s | Global ETA: 12m 33s
[2025-11-25T12:20:13.051152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:13.055801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:20:13.059719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:13.100149] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:13.141144] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:13.186595] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.02%, Actual: 0.70%
[2025-11-25T12:20:13.230937] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 2m 30s | Global ETA: 12m 33s
[2025-11-25T12:20:13.231233] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:20:13.232226] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:13.232386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:13.234281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:13.234900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:13.254526] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -0.53% | Symbol ETA: 7.8s | Global ETA: 12m 33s
[2025-11-25T12:20:13.254871] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:20:13.256019] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:13.256183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:13.257034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:13.350322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:13.352437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:13.353719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:20:13.354985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:13.367833] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 0.20%
[2025-11-25T12:20:13.413313] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:20:13.548587] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 2.33%
[2025-11-25T12:20:13.588333] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:20:13.592208] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:13.689267] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:20:13.722106] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 0.97%
[2025-11-25T12:20:13.737475] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 7.1s | Global ETA: 12m 33s
[2025-11-25T12:20:13.737812] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:20:13.738753] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:13.738903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:13.743959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:13.765150] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:13.857106] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:13.874962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:13.876382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:13.896356] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 3.46% | Symbol ETA: 2m 30s | Global ETA: 12m 33s
[2025-11-25T12:20:13.896532] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:20:13.897380] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.62%, Actual: 1.23%
[2025-11-25T12:20:13.897372] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:13.897614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:13.899475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:13.900096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:13.934028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:13.939095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:20:13.943339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:13.965198] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.94% | Symbol ETA: 7.0s | Global ETA: 12m 33s
[2025-11-25T12:20:13.965487] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:20:13.966355] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:13.966498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:13.967346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:14.052618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:14.054355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:14.055620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:20:14.056906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:14.079860] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 0.62%, Actual: 0.19%
[2025-11-25T12:20:14.256985] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.27%, Actual: 2.22%
[2025-11-25T12:20:14.262718] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:20:14.300530] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:20:14.394887] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:20:14.436271] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.64%, Actual: 1.76%
[2025-11-25T12:20:14.442560] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:14.477103] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:14.563829] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:14.575779] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -3.48% | Symbol ETA: 2m 29s | Global ETA: 12m 33s
[2025-11-25T12:20:14.575934] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:20:14.576759] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:14.576880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:14.578712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:14.579263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:14.615138] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.69%, Actual: 0.23%
[2025-11-25T12:20:14.627029] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -1.18% | Symbol ETA: 6.2s | Global ETA: 12m 33s
[2025-11-25T12:20:14.627182] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:20:14.628044] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:14.628144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:14.633119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:14.671182] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 6.2s | Global ETA: 12m 33s
[2025-11-25T12:20:14.671334] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:20:14.672118] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:14.672195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:14.672892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:14.757150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:14.758995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:14.760097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:20:14.761242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:14.768045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:14.769476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:14.791116] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 1.50%, Actual: 0.73%
[2025-11-25T12:20:14.791347] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 45.6128%
[2025-11-25T12:20:14.791445] [INFO ] [main      ] AGM: DISCARDED add_late_hour_microstructure (score: 45.61%)
[2025-11-25T12:20:14.791493] [INFO ] [main      ] AGM: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:20:14.791531] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_late_session_pressure']
[2025-11-25T12:20:14.791572] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:20:14.805876] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:14.806526] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:20:14.807442] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:14.807519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:14.812575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:14.814471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:14.815198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:14.815814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:14.816693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:14.829930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:14.835627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:20:14.840426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:14.911306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:20:14.913375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:14.932942] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:20:15.101268] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:20:15.106835] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:15.199685] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:20:15.238569] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 2m 28s | Global ETA: 12m 33s
[2025-11-25T12:20:15.238884] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:20:15.239725] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:15.239863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:15.241600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:15.242183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:15.273307] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:15.274027] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:20:15.376100] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:15.376837] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 5.5s | Global ETA: 12m 33s
[2025-11-25T12:20:15.377029] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:20:15.377826] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:15.378054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:15.378871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:15.463335] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:15.475631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:15.478066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:15.482943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:20:15.487876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:15.551127] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -0.52% | Symbol ETA: 5.3s | Global ETA: 12m 33s
[2025-11-25T12:20:15.551423] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:20:15.552299] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:15.552451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:15.559116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:15.592785] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:20:15.604345] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.75% | Symbol ETA: 26.0s | Global ETA: 12m 33s
[2025-11-25T12:20:15.604496] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:20:15.605300] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:15.605394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:15.610328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:15.612186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:15.612749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:15.613152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:15.614032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:15.701054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:20:15.702338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:15.712407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:15.713694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:15.766230] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:15.768214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:15.772779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:20:15.776662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:15.834414] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:20:15.894305] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.76% | Symbol ETA: 2m 27s | Global ETA: 12m 33s
[2025-11-25T12:20:15.894606] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:20:15.895470] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:15.895609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:15.897350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:15.897879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:16.001742] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:16.052989] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:20:16.108130] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -1.43% | Symbol ETA: 4.8s | Global ETA: 12m 33s
[2025-11-25T12:20:16.108420] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:20:16.109253] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:16.109394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:16.110171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:16.118248] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:20:16.194459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:16.196162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:16.197308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:20:16.198512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:16.226135] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:16.236585] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:20:16.285198] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:16.364978] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -2.46% | Symbol ETA: 25.1s | Global ETA: 12m 33s
[2025-11-25T12:20:16.365273] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:20:16.366225] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:16.366372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:16.371376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:16.373438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:16.374098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:16.374586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:16.375584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:16.415555] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:16.430766] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 2.55% | Symbol ETA: 4.4s | Global ETA: 12m 33s
[2025-11-25T12:20:16.462554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:20:16.464089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:16.538365] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:20:16.550081] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -3.17% | Symbol ETA: 2m 27s | Global ETA: 12m 33s
[2025-11-25T12:20:16.604744] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.81%, Actual: 1.04%
[2025-11-25T12:20:16.710707] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:16.725348] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: -0.35%, Actual: 1.13%
[2025-11-25T12:20:16.773548] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 1.19%
[2025-11-25T12:20:16.811819] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 4.1s | Global ETA: 12m 34s
[2025-11-25T12:20:16.812112] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:20:16.812891] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:16.813030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:16.813801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:16.818126] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:20:16.896390] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.61%, Actual: 2.96%
[2025-11-25T12:20:16.897818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:16.899509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:16.900634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:20:16.901858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:16.996074] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:17.002900] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -2.47%, Actual: 1.80%
[2025-11-25T12:20:17.067601] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 2.05%, Actual: 0.65%
[2025-11-25T12:20:17.132128] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 1.71% | Symbol ETA: 24.3s | Global ETA: 12m 34s
[2025-11-25T12:20:17.132288] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:20:17.133241] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:17.133407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:17.138618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:17.140698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:17.141296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:17.141808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:17.142779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:17.179050] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.32%, Actual: 0.97%
[2025-11-25T12:20:17.229799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:20:17.231279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:17.239219] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 1.40%, Actual: 1.15%
[2025-11-25T12:20:17.240318] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:20:17.350165] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -2.11%, Actual: 2.38%
[2025-11-25T12:20:17.409029] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:17.411024] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 0.81%
[2025-11-25T12:20:17.514592] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.21% | Symbol ETA: 3.4s | Global ETA: 12m 34s
[2025-11-25T12:20:17.514749] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:20:17.515506] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:17.515582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:17.516281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:17.522102] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 2.00%
[2025-11-25T12:20:17.582348] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 3.46%, Actual: 0.36%
[2025-11-25T12:20:17.585632] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:20:17.600956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:17.602597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:17.603669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:20:17.604792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:17.692206] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 0.86%
[2025-11-25T12:20:17.757416] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -3.48%, Actual: 1.98%
[2025-11-25T12:20:17.759387] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:17.865831] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -1.18%, Actual: 0.11%
[2025-11-25T12:20:17.892713] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.20% | Symbol ETA: 23.5s | Global ETA: 12m 34s
[2025-11-25T12:20:17.892994] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:20:17.893922] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:17.894068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:17.899036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:17.901058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:17.901687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:17.902174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:17.903134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:17.931724] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: -0.22%, Actual: 1.35%
[2025-11-25T12:20:17.942883] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:20:17.989666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:20:17.991103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:18.037464] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -0.52%, Actual: 0.30%
[2025-11-25T12:20:18.105846] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.76%, Actual: 0.67%
[2025-11-25T12:20:18.114550] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:18.209271] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 2.55%, Actual: 1.77%
[2025-11-25T12:20:18.209679] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 41.5737%
[2025-11-25T12:20:18.209855] [INFO ] [main      ] APD: DISCARDED add_range_volume_efficiency_refinements (score: 41.57%)
[2025-11-25T12:20:18.209983] [INFO ] [main      ] APD: Testing feature 39/53: add_regime
[2025-11-25T12:20:18.210091] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime']
[2025-11-25T12:20:18.210205] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:20:18.218855] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 2.87% | Symbol ETA: 2.7s | Global ETA: 12m 34s
[2025-11-25T12:20:18.219147] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:20:18.220024] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:18.220163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:18.220944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:18.223047] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:18.223504] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:20:18.224394] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:18.224472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:18.229302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:18.281924] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -3.17%, Actual: 0.41%
[2025-11-25T12:20:18.282156] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 34.6771%
[2025-11-25T12:20:18.282242] [INFO ] [main      ] CBT: DISCARDED add_atr_5 (score: 34.68%)
[2025-11-25T12:20:18.282291] [INFO ] [main      ] CBT: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T12:20:18.282328] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment']
[2025-11-25T12:20:18.282388] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:20:18.296984] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:18.297722] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:20:18.298601] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:20:18.298701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:18.299459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:18.305009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:18.306672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:18.307766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:20:18.309025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:18.345459] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:20:18.355798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:18.357045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:18.413552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:18.417970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:18.433496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:18.523161] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:18.645370] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:20:18.652577] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -5.88% | Symbol ETA: 22.7s | Global ETA: 12m 34s
[2025-11-25T12:20:18.652882] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:20:18.653784] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:18.653931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:18.658953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:18.660956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:18.661583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:18.662092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:18.663101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:18.663805] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:20:18.748697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:20:18.750186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:18.770831] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:20:18.817887] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:18.841225] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:18.939637] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:18.940595] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 1.80% | Symbol ETA: 1m 50s | Global ETA: 12m 34s
[2025-11-25T12:20:18.940973] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:20:18.941831] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:20:18.941979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:18.942776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:18.944509] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.11% | Symbol ETA: 2.0s | Global ETA: 12m 34s
[2025-11-25T12:20:18.944859] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:20:18.945756] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:18.945896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:18.946681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:19.029247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:19.031271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:19.032451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:20:19.033701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:19.102392] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:20:19.105083] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -2.13% | Symbol ETA: 11.9s | Global ETA: 12m 34s
[2025-11-25T12:20:19.105375] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:20:19.106315] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:19.106466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:19.111685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:19.237848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:19.239172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:19.278075] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:19.282175] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:20:19.294567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:19.299234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:19.316000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:19.373540] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:20:19.408700] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: -0.11% | Symbol ETA: 21.9s | Global ETA: 12m 34s
[2025-11-25T12:20:19.408852] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:20:19.409622] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:19.409729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:19.414636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:19.416742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:19.417389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:19.417897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:19.418869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:19.452572] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:19.504514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:20:19.506023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:19.543958] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:19.579503] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.54% | Symbol ETA: 1m 49s | Global ETA: 12m 34s
[2025-11-25T12:20:19.579818] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:20:19.580706] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:20:19.580857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:19.581675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:19.644974] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 1.2s | Global ETA: 12m 34s
[2025-11-25T12:20:19.658533] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:20:19.815497] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -0.53%, Actual: 3.01%
[2025-11-25T12:20:19.830495] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:19.855578] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:20:19.935090] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:20:19.985536] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.94%, Actual: 3.87%
[2025-11-25T12:20:19.993409] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.92% | Symbol ETA: 11.1s | Global ETA: 12m 34s
[2025-11-25T12:20:19.993740] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:20:19.994546] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:19.994710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:20.000394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:20.032283] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:20.109978] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:20.134926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:20.136345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:20.156840] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -2.25%, Actual: 0.49%
[2025-11-25T12:20:20.162714] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.25% | Symbol ETA: 21.1s | Global ETA: 12m 34s
[2025-11-25T12:20:20.162865] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:20:20.163702] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:20.163803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:20.168751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:20.170662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:20.171358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:20.171871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:20.172843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:20.192245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:20.196793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:20.212660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:20.239222] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 1.08% | Symbol ETA: 1m 49s | Global ETA: 12m 34s
[2025-11-25T12:20:20.239610] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:20:20.240473] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:20:20.240618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:20.241416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:20.258177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:20:20.259864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:20.327502] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.19%
[2025-11-25T12:20:20.497179] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -1.43%, Actual: 2.33%
[2025-11-25T12:20:20.551462] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:20:20.587974] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:20:20.615592] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:20:20.668508] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.78%, Actual: 1.61%
[2025-11-25T12:20:20.722401] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:20.759556] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:20.792525] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:20.840115] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.21%, Actual: 0.03%
[2025-11-25T12:20:20.883163] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 1.52% | Symbol ETA: 1m 48s | Global ETA: 12m 35s
[2025-11-25T12:20:20.883470] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:20:20.884325] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:20:20.884493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:20.885285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:20.886567] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.19% | Symbol ETA: 10.2s | Global ETA: 12m 35s
[2025-11-25T12:20:20.886883] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:20:20.887786] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:20.887932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:20.893158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:20.924759] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.10% | Symbol ETA: 20.4s | Global ETA: 12m 35s
[2025-11-25T12:20:20.925061] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:20:20.926019] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:20.926166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:20.931244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:20.933321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:20.934022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:20.934541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:20.935619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:21.011334] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 2.87%, Actual: 0.28%
[2025-11-25T12:20:21.019494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:21.020901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:21.021822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:20:21.023348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:21.075074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:21.079378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:21.094857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:21.181406] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.11%, Actual: 3.25%
[2025-11-25T12:20:21.223452] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:20:21.353494] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 2.31%
[2025-11-25T12:20:21.353907] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 37.9777%
[2025-11-25T12:20:21.354085] [INFO ] [main      ] KNTK: DISCARDED add_volatility_decay_ratio (score: 37.98%)
[2025-11-25T12:20:21.354203] [INFO ] [main      ] KNTK: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:20:21.354309] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:20:21.354471] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:20:21.369706] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:21.370279] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:20:21.371216] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:20:21.371360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:21.372172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:21.372784] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:20:21.393551] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:21.427744] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:20:21.456071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:21.457856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:21.459000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:21.460813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:21.461375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:21.462565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:20:21.464755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:21.523076] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: 2.04% | Symbol ETA: 1m 48s | Global ETA: 12m 35s
[2025-11-25T12:20:21.523223] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:20:21.524067] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:20:21.524142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:21.524893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:21.559982] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:21.615826] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:21.692964] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 19.6s | Global ETA: 12m 35s
[2025-11-25T12:20:21.693233] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:20:21.694086] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:21.694227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:21.699173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:21.701008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:21.701571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:21.702055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:21.703002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:21.773667] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -1.08% | Symbol ETA: 9.3s | Global ETA: 12m 35s
[2025-11-25T12:20:21.773945] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:20:21.774774] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:21.774912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:21.779738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:21.786058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:20:21.787336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:21.814064] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:20:21.880451] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:20:21.909488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:21.910944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:21.970500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:21.976347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:21.988544] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:21.994531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:22.062369] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:22.108431] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: 0.73% | Symbol ETA: 7.6s | Global ETA: 12m 35s
[2025-11-25T12:20:22.108949] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:20:22.109835] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:20:22.109980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:22.110767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:22.130529] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:20:22.190383] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 0.97% | Symbol ETA: 1m 47s | Global ETA: 12m 35s
[2025-11-25T12:20:22.190547] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:20:22.191382] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:20:22.191466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:22.192215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:22.197826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:22.200138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:22.201317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:22.203151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:22.203698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:22.204921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:20:22.207117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:22.298488] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:22.360687] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:20:22.435839] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.87% | Symbol ETA: 18.8s | Global ETA: 12m 35s
[2025-11-25T12:20:22.534379] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:22.538296] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:20:22.554494] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:20:22.608829] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.75%, Actual: 0.70%
[2025-11-25T12:20:22.689985] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -2.64% | Symbol ETA: 8.5s | Global ETA: 12m 35s
[2025-11-25T12:20:22.690126] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:20:22.690881] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:22.690955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:22.695696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:22.708531] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:22.731382] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:22.780501] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -2.46%, Actual: 0.20%
[2025-11-25T12:20:22.816992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:22.818271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:22.830092] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -1.67% | Symbol ETA: 1m 46s | Global ETA: 12m 35s
[2025-11-25T12:20:22.830392] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:20:22.831252] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:20:22.831394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:22.832195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:22.845625] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.09% | Symbol ETA: 6.8s | Global ETA: 12m 35s
[2025-11-25T12:20:22.845940] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:20:22.846792] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:20:22.846934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:22.847736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:22.873186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:22.877682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:22.893325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:22.935390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:22.937551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:22.938867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:22.940783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:22.941424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:22.942710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:20:22.944884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:22.949665] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 1.71%, Actual: 2.33%
[2025-11-25T12:20:23.118891] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.20%, Actual: 0.97%
[2025-11-25T12:20:23.173905] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:20:23.228477] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:20:23.286985] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -5.88%, Actual: 1.23%
[2025-11-25T12:20:23.290664] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:20:23.343148] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:23.396921] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:23.458700] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.19%
[2025-11-25T12:20:23.463428] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:23.466526] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.10% | Symbol ETA: 1m 46s | Global ETA: 12m 35s
[2025-11-25T12:20:23.466831] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:20:23.467699] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:20:23.467836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:23.468621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:23.553435] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -2.26% | Symbol ETA: 7.6s | Global ETA: 12m 35s
[2025-11-25T12:20:23.553774] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:20:23.554617] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:23.554782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:23.559608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:23.577237] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: 0.77% | Symbol ETA: 6.1s | Global ETA: 12m 35s
[2025-11-25T12:20:23.577543] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:20:23.578415] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:20:23.578593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:23.579390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:23.631608] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 2.22%
[2025-11-25T12:20:23.669772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:23.671941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:23.673243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:23.675259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:23.675945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:23.677203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:20:23.679496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:23.682052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:23.683215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:23.738146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:23.742550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:23.757941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:23.803799] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.10%, Actual: 1.76%
[2025-11-25T12:20:23.821306] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:20:23.981558] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 0.23%
[2025-11-25T12:20:23.991023] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:24.024252] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:20:24.096937] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:20:24.114149] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 2.16% | Symbol ETA: 1m 45s | Global ETA: 12m 35s
[2025-11-25T12:20:24.114446] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:20:24.115277] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:20:24.115419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:24.116194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:24.162311] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.87%, Actual: 0.73%
[2025-11-25T12:20:24.162723] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 48.5349%
[2025-11-25T12:20:24.162907] [INFO ] [main      ] AGM: DISCARDED add_late_session_pressure (score: 48.53%)
[2025-11-25T12:20:24.163130] [INFO ] [main      ] AGM: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:20:24.163256] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_micro_gap_fill_velocity']
[2025-11-25T12:20:24.163375] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:20:24.177420] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:24.178039] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:20:24.179034] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:24.179179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:24.184369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:24.186419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:24.187044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:24.187535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:24.188494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:24.202233] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:24.268422] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:24.282975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:20:24.285447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:24.323789] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: 2.00% | Symbol ETA: 5.4s | Global ETA: 12m 35s
[2025-11-25T12:20:24.324078] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:20:24.324944] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:20:24.325117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:24.325912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:24.410931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:24.413178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:24.414434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:24.416353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:24.417032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:24.418278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:20:24.420569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:24.426894] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 6.7s | Global ETA: 12m 35s
[2025-11-25T12:20:24.427205] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:20:24.428236] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:24.428391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:24.433474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:24.459731] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:20:24.560477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:24.561838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:24.617835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:24.622943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:24.632507] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:24.640110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:24.646847] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:20:24.755562] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -8.13% | Symbol ETA: 1m 44s | Global ETA: 12m 35s
[2025-11-25T12:20:24.781484] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:20:24.830513] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:24.928111] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 1.80%, Actual: 1.13%
[2025-11-25T12:20:24.965702] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:24.980863] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 23.5s | Global ETA: 12m 35s
[2025-11-25T12:20:24.981142] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:20:24.982084] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:24.982241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:24.983550] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:20:24.987604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:24.989609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:24.990223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:24.990783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:24.991782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:25.085040] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 4.7s | Global ETA: 12m 36s
[2025-11-25T12:20:25.084880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:20:25.085192] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:20:25.086034] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:20:25.086116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:25.086881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:25.087607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:25.107743] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.54%, Actual: 2.96%
[2025-11-25T12:20:25.150816] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:25.176507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:25.178586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:25.179933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:25.181785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:25.182440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:25.183845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:20:25.186135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:25.276573] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 1.08%, Actual: 0.65%
[2025-11-25T12:20:25.302181] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -2.12% | Symbol ETA: 5.8s | Global ETA: 12m 36s
[2025-11-25T12:20:25.302466] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:20:25.303302] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:25.303444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:25.308334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:25.426989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:25.428293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:25.446227] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 1.52%, Actual: 1.15%
[2025-11-25T12:20:25.452260] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:20:25.482777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:25.487265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:25.502574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:25.532738] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:20:25.615800] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: 2.04%, Actual: 0.81%
[2025-11-25T12:20:25.634891] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:25.714445] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:25.785814] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 0.97%, Actual: 0.36%
[2025-11-25T12:20:25.786019] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 22.7s | Global ETA: 12m 36s
[2025-11-25T12:20:25.786309] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:20:25.787228] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:25.787376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:25.792674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:25.794698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:25.795276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:25.795845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:25.796864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:25.830670] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 3.9s | Global ETA: 12m 36s
[2025-11-25T12:20:25.830960] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:20:25.831870] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:20:25.832015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:25.832905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:25.839896] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:20:25.890104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:20:25.892573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:25.924590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:25.926787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:25.928061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:25.929959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:25.930596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:25.931846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:20:25.934110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:25.955423] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -1.67%, Actual: 1.98%
[2025-11-25T12:20:26.008271] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:26.125467] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.10%, Actual: 1.35%
[2025-11-25T12:20:26.169485] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 1.50% | Symbol ETA: 4.9s | Global ETA: 12m 36s
[2025-11-25T12:20:26.169801] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:20:26.170623] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:20:26.170782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:26.175508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:26.256951] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:20:26.294339] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 2.16%, Actual: 0.67%
[2025-11-25T12:20:26.294717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:26.295884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:26.304001] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:20:26.350247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:26.354845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:26.369871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:26.441964] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:26.462852] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -8.13%, Actual: 0.41%
[2025-11-25T12:20:26.463244] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 51.5747%
[2025-11-25T12:20:26.463412] [INFO ] [main      ] CBT: KEPT add_close_to_open_alignment (score: 51.57%)
[2025-11-25T12:20:26.463536] [INFO ] [main      ] CBT: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T12:20:26.463682] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_composite_volatility_context']
[2025-11-25T12:20:26.463793] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:20:26.477289] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:26.477908] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:20:26.478873] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:26.479021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:26.479821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:26.480253] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:26.480792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:26.593740] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.48% | Symbol ETA: 21.9s | Global ETA: 12m 36s
[2025-11-25T12:20:26.594017] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:20:26.594871] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:26.595011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:26.597618] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.57% | Symbol ETA: 3.2s | Global ETA: 12m 36s
[2025-11-25T12:20:26.597961] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:20:26.598853] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:20:26.598996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:26.599837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:26.599932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:26.601971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:26.602558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:26.603081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:26.604057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:26.686585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:26.689218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:26.689176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:20:26.690459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:26.691518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:26.692345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:26.692998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:26.694224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:20:26.696387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:26.709011] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:20:26.830830] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:20:26.877518] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:27.000147] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:27.035071] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.85% | Symbol ETA: 4.0s | Global ETA: 12m 36s
[2025-11-25T12:20:27.038787] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:20:27.062156] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:20:27.124772] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.46% | Symbol ETA: 1m 23s | Global ETA: 12m 36s
[2025-11-25T12:20:27.124925] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:20:27.125723] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:27.125966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:27.126736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:27.127742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:27.206450] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -2.13%, Actual: 1.04%
[2025-11-25T12:20:27.211995] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:27.236940] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:27.351844] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 4.17% | Symbol ETA: 2.4s | Global ETA: 12m 36s
[2025-11-25T12:20:27.352009] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:20:27.352826] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:20:27.353057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:27.353840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:27.363948] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 21.1s | Global ETA: 12m 36s
[2025-11-25T12:20:27.364256] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:20:27.365162] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:27.365306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:27.370558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:27.372608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:27.373246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:27.373799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:27.374807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:27.389711] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.92%, Actual: 1.19%
[2025-11-25T12:20:27.437109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:27.439182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:27.440328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:27.442181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:27.442772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:27.444022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:20:27.446157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:27.463046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:20:27.465632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:27.471998] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:20:27.576839] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.19%, Actual: 1.80%
[2025-11-25T12:20:27.642739] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:27.746748] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 0.97%
[2025-11-25T12:20:27.770125] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -5.10% | Symbol ETA: 1m 22s | Global ETA: 12m 36s
[2025-11-25T12:20:27.770429] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:20:27.771290] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:27.771436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:27.772227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:27.773174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:27.793934] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:20:27.804349] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:20:27.914482] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -2.64%, Actual: 2.38%
[2025-11-25T12:20:27.969432] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:27.977268] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:28.088790] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -2.26%, Actual: 2.00%
[2025-11-25T12:20:28.089599] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.19% | Symbol ETA: 1.7s | Global ETA: 12m 36s
[2025-11-25T12:20:28.089806] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:20:28.090607] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:20:28.090729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:28.091621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:28.114957] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:20:28.124309] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.85% | Symbol ETA: 20.2s | Global ETA: 12m 36s
[2025-11-25T12:20:28.124605] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:20:28.125564] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:28.125759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:28.130956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:28.132926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:28.133537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:28.134052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:28.135115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:28.176420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:28.178495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:28.179671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:28.181460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:28.182057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:20:28.183256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:20:28.185363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:28.224572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:20:28.227355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:28.269696] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 0.86%
[2025-11-25T12:20:28.284707] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:28.409063] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 2.87% | Symbol ETA: 1m 21s | Global ETA: 12m 36s
[2025-11-25T12:20:28.409346] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:20:28.410210] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:28.410348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:28.411125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:28.412063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:28.449895] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -2.12%, Actual: 0.11%
[2025-11-25T12:20:28.525333] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:20:28.581123] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:20:28.631694] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 1.50%, Actual: 0.30%
[2025-11-25T12:20:28.698037] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:28.755335] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:20:28.755325] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:28.809040] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 1.73% | Symbol ETA: 0.9s | Global ETA: 12m 36s
[2025-11-25T12:20:28.811550] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.85%, Actual: 1.77%
[2025-11-25T12:20:28.811817] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 57.0522%
[2025-11-25T12:20:28.812118] [INFO ] [main      ] APD: KEPT add_regime (score: 57.05%)
[2025-11-25T12:20:28.812240] [INFO ] [main      ] APD: Testing feature 40/53: add_regime_flags
[2025-11-25T12:20:28.812349] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_regime_flags']
[2025-11-25T12:20:28.812488] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:20:28.825194] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:28.825960] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:20:28.826976] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:28.827149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:28.832037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:28.915838] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 3.09% | Symbol ETA: 19.4s | Global ETA: 12m 36s
[2025-11-25T12:20:28.916152] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:20:28.917058] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:28.917221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:28.922492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:28.924542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:28.925158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:28.925706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:28.926799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:28.928054] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:28.959751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:28.961183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:28.985959] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: 0.73%, Actual: 3.01%
[2025-11-25T12:20:29.016872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:20:29.018886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:29.019525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:29.023610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:29.040183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:29.041698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:29.052125] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 0.62% | Symbol ETA: 1m 21s | Global ETA: 12m 36s
[2025-11-25T12:20:29.052462] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:20:29.053405] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:29.053570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:29.054402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:29.055439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:29.159816] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.09%, Actual: 3.87%
[2025-11-25T12:20:29.333972] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 0.49%
[2025-11-25T12:20:29.381930] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:20:29.386620] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:20:29.411073] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:20:29.504482] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: 2.00%, Actual: 0.19%
[2025-11-25T12:20:29.558955] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:29.565483] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:29.591168] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:29.710273] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 2.33%
[2025-11-25T12:20:29.717154] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.38% | Symbol ETA: 18.7s | Global ETA: 12m 37s
[2025-11-25T12:20:29.717456] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:20:29.718438] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:29.718610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:29.723761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:29.725746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:29.726191] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -2.30% | Symbol ETA: 1m 20s | Global ETA: 12m 37s
[2025-11-25T12:20:29.726409] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:20:29.726357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:29.726508] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -1.56% | Symbol ETA: 11.6s | Global ETA: 12m 37s
[2025-11-25T12:20:29.726697] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:20:29.727048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:29.727345] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:29.727423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:29.727483] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:29.727554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:29.728174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:29.728160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:29.729045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:29.732228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:29.815982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:20:29.818412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:29.853510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:29.854621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:29.894619] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 0.14%, Actual: 1.61%
[2025-11-25T12:20:29.909480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:29.913812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:29.929218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:29.930365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:30.073430] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.57%, Actual: 0.03%
[2025-11-25T12:20:30.084793] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:20:30.165349] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:20:30.250575] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 4.17%, Actual: 0.28%
[2025-11-25T12:20:30.265603] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:30.270519] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:20:30.335109] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:30.396071] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 4.55% | Symbol ETA: 1m 20s | Global ETA: 12m 37s
[2025-11-25T12:20:30.396388] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:20:30.397252] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:30.397391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:30.398134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:30.399096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:30.427449] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.19%, Actual: 3.25%
[2025-11-25T12:20:30.443771] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:30.478254] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 17.9s | Global ETA: 12m 37s
[2025-11-25T12:20:30.478568] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:20:30.479454] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:30.479600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:30.484569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:30.486433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:30.487039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:30.487524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:30.488501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:30.575148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:20:30.577599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:30.603869] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 1.73%, Actual: 2.31%
[2025-11-25T12:20:30.604274] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 32.5384%
[2025-11-25T12:20:30.604458] [INFO ] [main      ] KNTK: DISCARDED add_volatility_state_percentiles (score: 32.54%)
[2025-11-25T12:20:30.604589] [INFO ] [main      ] KNTK: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:20:30.604721] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_volume_dispersion']
[2025-11-25T12:20:30.604846] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:20:30.606812] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 10.7s | Global ETA: 12m 37s
[2025-11-25T12:20:30.607100] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:20:30.607954] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:30.608097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:30.612970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:30.620301] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:30.620962] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:20:30.621883] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:30.622074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:30.622876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:30.711859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:30.713963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:30.715149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:20:30.716636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:30.736154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:30.737500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:30.739117] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:20:30.793391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:30.797946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:30.813664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:30.814833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:30.908160] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:30.925789] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:20:31.030534] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.21% | Symbol ETA: 1m 19s | Global ETA: 12m 37s
[2025-11-25T12:20:31.030853] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:20:31.031720] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:31.031860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:31.032625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:31.033563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:31.064072] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:20:31.123525] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:31.154314] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:20:31.240612] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:31.270957] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 17.1s | Global ETA: 12m 37s
[2025-11-25T12:20:31.271102] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:20:31.271871] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:31.271947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:31.276813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:31.278758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:31.279318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:31.279820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:31.280878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:31.327977] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:31.352191] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.29% | Symbol ETA: 7.3s | Global ETA: 12m 37s
[2025-11-25T12:20:31.352332] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:20:31.353097] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:31.353186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:31.353921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:31.364672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:20:31.367136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:31.370849] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:20:31.441573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:31.443498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:31.444635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:20:31.446108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:31.487190] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -5.51% | Symbol ETA: 9.7s | Global ETA: 12m 37s
[2025-11-25T12:20:31.487333] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:20:31.488135] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:31.488211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:31.493611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:31.548150] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:31.619924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:31.621515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:31.672953] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.21% | Symbol ETA: 1m 18s | Global ETA: 12m 37s
[2025-11-25T12:20:31.673250] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:20:31.674106] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:31.674250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:31.675053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:31.676069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:31.677283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:31.681875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:31.697485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:31.698678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:31.730985] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:20:31.804163] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:20:31.909808] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:31.981136] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:32.044449] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:20:32.045763] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:20:32.051753] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -1.67% | Symbol ETA: 16.3s | Global ETA: 12m 37s
[2025-11-25T12:20:32.088890] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.80% | Symbol ETA: 6.6s | Global ETA: 12m 37s
[2025-11-25T12:20:32.089207] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:20:32.090060] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:32.090202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:32.090992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:32.178610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:32.180872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:32.182056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:20:32.183564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:32.213375] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:32.214929] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:32.221753] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -0.22%, Actual: 0.70%
[2025-11-25T12:20:32.334225] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 2.95% | Symbol ETA: 1m 18s | Global ETA: 12m 37s
[2025-11-25T12:20:32.334374] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:20:32.335149] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:32.335223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:32.335925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:32.336914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:32.369718] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -4.09% | Symbol ETA: 8.8s | Global ETA: 12m 37s
[2025-11-25T12:20:32.370006] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:20:32.370852] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:32.370992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:32.375778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:32.394448] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 0.20%
[2025-11-25T12:20:32.496578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:32.497829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:32.530010] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:20:32.554390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:32.559146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:32.566236] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.48%, Actual: 2.33%
[2025-11-25T12:20:32.575506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:32.576965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:32.678269] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:20:32.708827] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:32.741313] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.97%
[2025-11-25T12:20:32.818736] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -1.67% | Symbol ETA: 5.9s | Global ETA: 12m 37s
[2025-11-25T12:20:32.819042] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:20:32.819947] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:32.820091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:32.820923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:32.849110] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:32.910122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:32.912210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:32.913409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:20:32.914888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:32.920194] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.85%, Actual: 1.23%
[2025-11-25T12:20:32.957443] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:20:32.979857] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -8.26% | Symbol ETA: 1m 17s | Global ETA: 12m 37s
[2025-11-25T12:20:33.118911] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 3.09%, Actual: 0.19%
[2025-11-25T12:20:33.132935] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:33.153363] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.46%, Actual: 1.13%
[2025-11-25T12:20:33.269321] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:20:33.292765] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 8.0s | Global ETA: 12m 37s
[2025-11-25T12:20:33.293068] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:20:33.294041] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:33.294188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:33.295394] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.38%, Actual: 2.22%
[2025-11-25T12:20:33.299177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:33.327480] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -5.10%, Actual: 2.96%
[2025-11-25T12:20:33.421349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:33.422780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:33.440715] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:33.467843] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 1.76%
[2025-11-25T12:20:33.481172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:33.485490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:33.501688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:33.501674] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 2.87%, Actual: 0.65%
[2025-11-25T12:20:33.502964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:33.551896] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -3.25% | Symbol ETA: 5.2s | Global ETA: 12m 38s
[2025-11-25T12:20:33.552174] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:20:33.553022] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:33.553163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:33.553962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:33.639138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:33.641225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:33.642391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:20:33.643190] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 2.11%, Actual: 0.23%
[2025-11-25T12:20:33.643915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:33.670792] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 0.62%, Actual: 1.15%
[2025-11-25T12:20:33.822259] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -1.67%, Actual: 0.73%
[2025-11-25T12:20:33.822679] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 31.2708%
[2025-11-25T12:20:33.822849] [INFO ] [main      ] AGM: DISCARDED add_micro_gap_fill_velocity (score: 31.27%)
[2025-11-25T12:20:33.822969] [INFO ] [main      ] AGM: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:20:33.823265] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:20:33.823376] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:20:33.840365] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:33.841237] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:20:33.842355] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:33.842558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:33.843517] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:20:33.844609] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -2.30%, Actual: 0.81%
[2025-11-25T12:20:33.847639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:33.849821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:33.850380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:33.850829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:33.852084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:33.940662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:20:33.941867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:33.993925] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:20:34.013328] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:34.014081] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 4.55%, Actual: 0.36%
[2025-11-25T12:20:34.164802] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 1.12% | Symbol ETA: 7.1s | Global ETA: 12m 38s
[2025-11-25T12:20:34.164946] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:20:34.165707] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:34.165807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:34.166155] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:34.170514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:34.185071] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.21%, Actual: 1.98%
[2025-11-25T12:20:34.277324] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 0.59% | Symbol ETA: 4.4s | Global ETA: 12m 38s
[2025-11-25T12:20:34.277500] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:20:34.278296] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:34.278373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:34.279117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:34.293587] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:20:34.293837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:34.294852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:34.350600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:34.354827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:34.357096] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.21%, Actual: 1.35%
[2025-11-25T12:20:34.365019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:34.367198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:34.368363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:20:34.369814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:34.370917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:34.371973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:34.498991] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:34.529232] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 2.95%, Actual: 0.67%
[2025-11-25T12:20:34.633114] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.54% | Symbol ETA: 22.6s | Global ETA: 12m 38s
[2025-11-25T12:20:34.633405] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:20:34.634251] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:34.634393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:34.639246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:34.641125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:34.641698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:34.642173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:34.643130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:34.701101] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -8.26%, Actual: 0.41%
[2025-11-25T12:20:34.701505] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 38.8352%
[2025-11-25T12:20:34.701637] [INFO ] [main      ] CBT: DISCARDED add_composite_volatility_context (score: 38.84%)
[2025-11-25T12:20:34.701765] [INFO ] [main      ] CBT: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T12:20:34.701870] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios']
[2025-11-25T12:20:34.701978] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:20:34.714511] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:20:34.715834] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:34.716510] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:20:34.716464] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:20:34.717418] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:34.717496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:34.718237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:20:34.720624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:34.729976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:20:34.731006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:34.888096] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:34.892985] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:35.000071] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 1.69% | Symbol ETA: 3.7s | Global ETA: 12m 38s
[2025-11-25T12:20:35.000366] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:20:35.001212] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:35.001353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:35.002149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:35.045802] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 1.55% | Symbol ETA: 6.2s | Global ETA: 12m 38s
[2025-11-25T12:20:35.046098] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:20:35.046934] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:35.047105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:35.051863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:35.064287] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:20:35.079775] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:20:35.091616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:35.093672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:35.094837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:20:35.096282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:35.171114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:35.172221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:35.226566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:35.230978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:35.234863] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:35.246312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:35.247472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:35.250227] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:35.363158] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: -1.43% | Symbol ETA: 1m 9s | Global ETA: 12m 38s
[2025-11-25T12:20:35.363468] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:20:35.364321] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:35.364461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:35.365246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:20:35.367700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:35.382382] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 21.6s | Global ETA: 12m 38s
[2025-11-25T12:20:35.382690] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:20:35.383512] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:35.383683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:35.388541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:35.390382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:35.390952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:35.391441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:35.392393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:35.444052] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:20:35.480245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:20:35.481238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:35.589488] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:20:35.619481] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:35.708417] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:20:35.725082] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.62% | Symbol ETA: 3.0s | Global ETA: 12m 38s
[2025-11-25T12:20:35.725378] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:20:35.726227] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:35.726370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:35.727201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:35.762877] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:35.817290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:35.819360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:35.820507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:20:35.822155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:35.824190] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:20:35.879331] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:35.921725] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -0.59% | Symbol ETA: 5.3s | Global ETA: 12m 38s
[2025-11-25T12:20:35.922019] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:20:35.922867] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:35.923010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:35.927842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:35.994170] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:36.020554] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -1.39% | Symbol ETA: 1m 8s | Global ETA: 12m 38s
[2025-11-25T12:20:36.020882] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:20:36.021880] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:36.022243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:36.023140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:20:36.025886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:36.048913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:36.050275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:36.105104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:36.109595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:36.125256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:36.126414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:36.129752] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -3.69% | Symbol ETA: 20.8s | Global ETA: 12m 38s
[2025-11-25T12:20:36.129935] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:20:36.130989] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:36.131085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:36.136619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:36.138767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:36.139344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:36.139864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:36.141177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:36.168982] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:20:36.227611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:20:36.228589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:36.337909] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:36.369424] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:20:36.442784] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.17% | Symbol ETA: 2.2s | Global ETA: 12m 38s
[2025-11-25T12:20:36.443088] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:20:36.443951] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:36.444092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:36.444865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:36.461806] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:20:36.529219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:36.531069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:36.532210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:20:36.533632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:36.540883] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:36.580325] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:20:36.639537] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:36.676217] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 1.55% | Symbol ETA: 1m 8s | Global ETA: 12m 38s
[2025-11-25T12:20:36.676538] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:20:36.677485] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:36.677633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:36.678464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:20:36.681054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:36.749851] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:36.801980] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -0.83% | Symbol ETA: 4.4s | Global ETA: 12m 38s
[2025-11-25T12:20:36.802282] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:20:36.803117] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:36.803261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:36.808062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:36.879397] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:20:36.885715] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 1.74% | Symbol ETA: 20.0s | Global ETA: 12m 38s
[2025-11-25T12:20:36.885974] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:20:36.886838] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:36.886978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:36.891893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:36.893873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:36.894462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:36.894955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:36.895919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:36.926067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:36.927206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:36.982565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:36.984873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:20:36.985925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:36.987147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:37.002421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:37.003445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:37.035090] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:20:37.059396] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:37.167058] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -4.00% | Symbol ETA: 1.5s | Global ETA: 12m 38s
[2025-11-25T12:20:37.167210] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:20:37.168026] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:37.168124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:37.168842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:37.250559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:37.252561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:37.253865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:20:37.255492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:37.294372] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:37.327279] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:20:37.347460] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:20:37.425925] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 1m 7s | Global ETA: 12m 38s
[2025-11-25T12:20:37.426205] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:20:37.427065] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:37.427205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:37.428019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:20:37.430445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:37.501354] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:37.577657] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:37.610708] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:20:37.635461] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.36% | Symbol ETA: 19.2s | Global ETA: 12m 39s
[2025-11-25T12:20:37.635777] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:20:37.636597] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:37.636807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:37.641618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:37.643500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:37.644069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:37.644472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:37.645411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:37.730077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:20:37.730986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:37.735481] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.14% | Symbol ETA: 3.5s | Global ETA: 12m 39s
[2025-11-25T12:20:37.770521] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:20:37.779410] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:37.883700] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.24% | Symbol ETA: 0.8s | Global ETA: 12m 39s
[2025-11-25T12:20:37.913076] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -1.56%, Actual: 1.04%
[2025-11-25T12:20:37.939560] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:38.053153] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.29%, Actual: 3.01%
[2025-11-25T12:20:38.066608] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: 2.27% | Symbol ETA: 1m 7s | Global ETA: 12m 39s
[2025-11-25T12:20:38.066930] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:20:38.067779] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:38.067923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:38.068691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:20:38.069108] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:20:38.071086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:38.084619] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.10%, Actual: 1.19%
[2025-11-25T12:20:38.225233] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.80%, Actual: 3.87%
[2025-11-25T12:20:38.239958] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:38.258555] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -5.51%, Actual: 1.80%
[2025-11-25T12:20:38.368224] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.98% | Symbol ETA: 18.5s | Global ETA: 12m 39s
[2025-11-25T12:20:38.368402] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:20:38.369182] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:38.369408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:38.374227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:38.376054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:38.376607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:38.377119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:38.378115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:38.411513] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:20:38.414935] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -1.67%, Actual: 0.49%
[2025-11-25T12:20:38.436200] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -4.09%, Actual: 0.97%
[2025-11-25T12:20:38.461393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:20:38.462530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:38.580002] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:38.592165] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -3.25%, Actual: 0.19%
[2025-11-25T12:20:38.613528] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 2.38%
[2025-11-25T12:20:38.704971] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: -1.02% | Symbol ETA: 1m 6s | Global ETA: 12m 39s
[2025-11-25T12:20:38.705142] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:20:38.705909] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:38.705996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:38.706696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:20:38.709066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:38.767919] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 2.33%
[2025-11-25T12:20:38.783983] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 1.12%, Actual: 2.00%
[2025-11-25T12:20:38.813167] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:20:38.947702] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 1.69%, Actual: 1.61%
[2025-11-25T12:20:38.966008] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 1.55%, Actual: 0.86%
[2025-11-25T12:20:38.989976] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:39.047561] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:20:39.125861] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.62%, Actual: 0.03%
[2025-11-25T12:20:39.126548] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.62% | Symbol ETA: 17.7s | Global ETA: 12m 39s
[2025-11-25T12:20:39.126716] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:20:39.127544] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:39.127624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:39.133314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:39.135307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:39.135927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:39.136440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:39.137485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:39.141046] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -0.59%, Actual: 0.11%
[2025-11-25T12:20:39.217599] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:39.225417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:20:39.226487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:39.304322] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.17%, Actual: 0.28%
[2025-11-25T12:20:39.314252] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -0.83%, Actual: 0.30%
[2025-11-25T12:20:39.343020] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.15% | Symbol ETA: 1m 5s | Global ETA: 12m 39s
[2025-11-25T12:20:39.343172] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:20:39.343935] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:39.344009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:39.344703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:20:39.347071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:39.481264] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -4.00%, Actual: 3.25%
[2025-11-25T12:20:39.487334] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.14%, Actual: 1.77%
[2025-11-25T12:20:39.487756] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 36.1627%
[2025-11-25T12:20:39.487905] [INFO ] [main      ] APD: DISCARDED add_regime_flags (score: 36.16%)
[2025-11-25T12:20:39.488043] [INFO ] [main      ] APD: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:20:39.488153] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:20:39.488290] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:20:39.501485] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:39.502284] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:20:39.503310] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:20:39.503457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:39.508707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:39.573362] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:20:39.638419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:39.639853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:39.653302] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 2.31%
[2025-11-25T12:20:39.653713] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 37.1073%
[2025-11-25T12:20:39.653890] [INFO ] [main      ] KNTK: DISCARDED add_volume_dispersion (score: 37.11%)
[2025-11-25T12:20:39.654012] [INFO ] [main      ] KNTK: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:20:39.654120] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_volume_flow_differentials']
[2025-11-25T12:20:39.654236] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:20:39.670159] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:39.670958] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:20:39.671942] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:39.672089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:39.672953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:39.686211] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:20:39.698088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:39.703092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:39.720610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:39.722853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:39.723538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:39.724772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:39.726608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:39.727852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:20:39.728691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:39.745005] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:39.762705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:39.764770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:39.765978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:20:39.768949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:39.856588] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:39.874466] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.22% | Symbol ETA: 17.0s | Global ETA: 12m 39s
[2025-11-25T12:20:39.874791] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:20:39.875667] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:39.875807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:39.880897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:39.882830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:39.883416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:39.883920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:39.884963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:39.975571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:20:39.976944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:39.981505] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.57% | Symbol ETA: 1m 4s | Global ETA: 12m 39s
[2025-11-25T12:20:39.981828] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:20:39.982656] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:39.982793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:39.983580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:20:39.986029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:40.085945] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:20:40.134074] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:20:40.259569] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:40.301770] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:40.322620] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:20:40.331103] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:20:40.413829] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -3.47% | Symbol ETA: 7.2s | Global ETA: 12m 39s
[2025-11-25T12:20:40.414129] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:20:40.415002] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:40.415142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:40.415946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:40.456230] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 0.95% | Symbol ETA: 11.8s | Global ETA: 12m 39s
[2025-11-25T12:20:40.456374] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:20:40.457167] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:20:40.457246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:40.462088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:40.494321] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:40.500607] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:40.501265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:40.503146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:40.504242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:20:40.507086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:40.583278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:40.584413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:40.624572] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 5.93% | Symbol ETA: 1m 4s | Global ETA: 12m 39s
[2025-11-25T12:20:40.624868] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:20:40.625715] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:40.625852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:40.626609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:20:40.627615] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 16.2s | Global ETA: 12m 39s
[2025-11-25T12:20:40.627819] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:20:40.628605] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:40.628709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:40.629184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:40.633976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:40.635877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:40.636463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:40.636970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:40.637972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:40.639610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:40.643891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:40.659829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:40.661628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:40.662208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:40.663298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:40.665012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:40.666145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:20:40.666920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:40.723771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:20:40.724572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:40.849462] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:20:40.969043] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:20:41.005328] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:20:41.024279] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:41.074929] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:20:41.138535] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:41.143857] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 1.79% | Symbol ETA: 6.4s | Global ETA: 12m 39s
[2025-11-25T12:20:41.144165] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:20:41.145062] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:41.145230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:41.146060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:41.171587] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:41.232126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:41.234170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:41.235311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:20:41.238099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:41.255735] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:41.263053] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -5.67% | Symbol ETA: 1m 3s | Global ETA: 12m 39s
[2025-11-25T12:20:41.352676] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 1.45% | Symbol ETA: 10.6s | Global ETA: 12m 39s
[2025-11-25T12:20:41.352839] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:20:41.353599] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:20:41.353704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:41.358441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:41.391748] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 1.48% | Symbol ETA: 15.5s | Global ETA: 12m 39s
[2025-11-25T12:20:41.433560] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: -1.43%, Actual: 1.13%
[2025-11-25T12:20:41.479399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:41.480559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:41.535840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:41.540778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:41.557032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:41.558724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:41.559224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:41.560226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:41.561900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:41.563094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:20:41.563790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:41.569371] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.54%, Actual: 0.70%
[2025-11-25T12:20:41.587744] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:20:41.608289] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -1.39%, Actual: 2.96%
[2025-11-25T12:20:41.741691] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 0.20%
[2025-11-25T12:20:41.756244] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:41.777701] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 1.55%, Actual: 0.65%
[2025-11-25T12:20:41.869080] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -2.41% | Symbol ETA: 5.7s | Global ETA: 12m 40s
[2025-11-25T12:20:41.869333] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:20:41.870137] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:41.870279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:41.871097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:41.899721] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:20:41.913527] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -3.69%, Actual: 2.33%
[2025-11-25T12:20:41.952584] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 1.15%
[2025-11-25T12:20:41.957136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:41.959158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:41.960356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:20:41.963294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:42.066605] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:42.084857] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 1.74%, Actual: 0.97%
[2025-11-25T12:20:42.121788] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: 2.27%, Actual: 0.81%
[2025-11-25T12:20:42.242661] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 9.6s | Global ETA: 12m 40s
[2025-11-25T12:20:42.242824] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:20:42.243574] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:20:42.243678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:42.248357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:42.255829] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.36%, Actual: 1.23%
[2025-11-25T12:20:42.292115] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: -1.02%, Actual: 0.36%
[2025-11-25T12:20:42.321595] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:20:42.369138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:42.370298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:42.425232] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.98%, Actual: 0.19%
[2025-11-25T12:20:42.425981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:42.430300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:42.446128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:42.447920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:42.448508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:42.449598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:42.451256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:42.452332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:20:42.453101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:42.502728] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:42.522132] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.15%, Actual: 1.98%
[2025-11-25T12:20:42.618580] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 2.22%
[2025-11-25T12:20:42.619810] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.19% | Symbol ETA: 5.0s | Global ETA: 12m 40s
[2025-11-25T12:20:42.620126] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:20:42.621167] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:42.621511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:42.622508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:42.700703] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.57%, Actual: 1.35%
[2025-11-25T12:20:42.715096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:42.717070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:42.718293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:20:42.721206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:42.792810] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:20:42.796237] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.22%, Actual: 1.76%
[2025-11-25T12:20:42.877969] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 5.93%, Actual: 0.67%
[2025-11-25T12:20:42.960392] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:42.967233] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 0.23%
[2025-11-25T12:20:43.048374] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -5.67%, Actual: 0.41%
[2025-11-25T12:20:43.048807] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 42.2022%
[2025-11-25T12:20:43.048986] [INFO ] [main      ] CBT: DISCARDED add_day_shape_ratios (score: 42.20%)
[2025-11-25T12:20:43.049111] [INFO ] [main      ] CBT: Testing feature 8/53: add_directional_consistency
[2025-11-25T12:20:43.049222] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency']
[2025-11-25T12:20:43.049336] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:20:43.063555] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:43.064302] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:20:43.065269] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:43.065410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:43.066230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:43.076126] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:20:43.141153] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 1.48%, Actual: 0.73%
[2025-11-25T12:20:43.141547] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 50.8095%
[2025-11-25T12:20:43.141737] [INFO ] [main      ] AGM: DISCARDED add_morning_followthrough_mag_T0 (score: 50.81%)
[2025-11-25T12:20:43.141858] [INFO ] [main      ] AGM: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:20:43.141966] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_morning_range_expansion']
[2025-11-25T12:20:43.142076] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:20:43.143039] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.04% | Symbol ETA: 8.7s | Global ETA: 12m 40s
[2025-11-25T12:20:43.143180] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:20:43.143931] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:20:43.144152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:43.148955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:43.156183] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:43.156985] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:20:43.158000] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:43.158153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:43.163106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:43.165073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:43.165689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:43.166166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:43.167171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:43.195111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:43.252126] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:43.254065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:43.259243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:43.268164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:43.269787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:43.334548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:43.339401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:43.356494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:43.358312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:43.358904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:43.360041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:43.361843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:43.362989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:20:43.363864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:43.366630] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 1.30% | Symbol ETA: 4.2s | Global ETA: 12m 40s
[2025-11-25T12:20:43.366959] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:20:43.367872] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:43.368041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:43.368903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:43.458893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:43.461011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:43.462260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:20:43.465164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:43.536456] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:20:43.601694] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:20:43.706566] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:43.722990] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:20:43.774074] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:43.825683] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:20:43.837582] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 1.42% | Symbol ETA: 1m 1s | Global ETA: 12m 40s
[2025-11-25T12:20:43.837908] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:20:43.838774] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:43.838920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:43.839759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:43.893310] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:43.908765] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 20.5s | Global ETA: 12m 40s
[2025-11-25T12:20:43.909070] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:20:43.909913] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:43.910056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:43.914977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:43.916888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:43.917458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:43.917952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:43.918930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:43.969633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:44.004402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:44.004343] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:44.008880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:44.077449] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 0.64% | Symbol ETA: 7.8s | Global ETA: 12m 40s
[2025-11-25T12:20:44.077753] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:20:44.078569] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:20:44.078723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:44.083471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:44.121868] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 1.63% | Symbol ETA: 3.5s | Global ETA: 12m 40s
[2025-11-25T12:20:44.122172] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:20:44.123111] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:44.123284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:44.124137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:44.205485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:44.206914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:44.216849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:44.219256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:44.220556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:20:44.223820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:44.261793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:44.266434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:44.283049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:44.285237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:44.285766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:44.286886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:44.288614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:44.289737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:20:44.290499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:44.318683] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:20:44.353979] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:20:44.490006] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:44.526170] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:44.588663] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:20:44.626325] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.54% | Symbol ETA: 59.9s | Global ETA: 12m 40s
[2025-11-25T12:20:44.626669] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:20:44.627544] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:44.627706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:44.628557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:44.639569] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:20:44.662816] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.62% | Symbol ETA: 19.8s | Global ETA: 12m 40s
[2025-11-25T12:20:44.663094] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:20:44.663940] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:44.664086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:44.668931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:44.670770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:44.671332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:44.671827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:44.672822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:44.757152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:44.760086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:44.761471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:44.766591] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:44.810042] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:44.879615] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.27% | Symbol ETA: 2.8s | Global ETA: 12m 40s
[2025-11-25T12:20:44.879962] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:20:44.880865] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:44.881013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:44.881859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:44.970429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:44.972590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:44.973797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:20:44.976782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:44.994687] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.97% | Symbol ETA: 6.9s | Global ETA: 12m 40s
[2025-11-25T12:20:44.994842] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:20:44.995606] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:20:44.995699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:45.000817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:45.097829] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:20:45.122183] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:20:45.125329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:45.126792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:45.182850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:45.187755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:45.204889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:45.207105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:45.207786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:45.208948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:45.210740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:45.211904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:20:45.212709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:45.267967] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:45.290458] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:45.330249] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:20:45.403508] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 19.0s | Global ETA: 12m 40s
[2025-11-25T12:20:45.403823] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:20:45.404638] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:45.404797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:45.409677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:45.411495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:45.412068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:45.412537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:45.413479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:45.415054] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 0.55% | Symbol ETA: 59.1s | Global ETA: 12m 40s
[2025-11-25T12:20:45.415370] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:20:45.416214] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:45.416356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:45.417157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:45.497461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:45.502072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:45.504513] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:45.545031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:45.570441] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:20:45.617803] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 1.70% | Symbol ETA: 2.0s | Global ETA: 12m 40s
[2025-11-25T12:20:45.617957] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:20:45.618886] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:45.619028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:45.619783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:45.705702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:45.707601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:45.708780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:20:45.712011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:45.741011] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:45.866202] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:20:45.885006] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:20:45.910102] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 3.04% | Symbol ETA: 5.9s | Global ETA: 12m 41s
[2025-11-25T12:20:45.910419] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:20:45.911258] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:20:45.911345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:45.916152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:46.035718] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:46.037639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:46.038838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:46.050761] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:20:46.054946] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:46.094082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:46.098815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:46.114928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:46.117097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:46.117623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:46.118853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:46.120714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:46.121961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:20:46.122805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:46.169825] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 18.3s | Global ETA: 12m 41s
[2025-11-25T12:20:46.170134] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:20:46.170998] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:46.171140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:46.176143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:46.178063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:46.178734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:46.179208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:46.180214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:46.219505] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:46.232003] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 6.15% | Symbol ETA: 58.4s | Global ETA: 12m 41s
[2025-11-25T12:20:46.232581] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:20:46.233928] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:46.234127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:46.235268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:46.274119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:46.278935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:46.329734] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -3.91% | Symbol ETA: 1.3s | Global ETA: 12m 41s
[2025-11-25T12:20:46.330037] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:20:46.330921] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:46.331066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:46.331868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:46.393419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:46.416305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:46.418513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:46.419711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:20:46.422462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:46.467954] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:20:46.627314] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:20:46.643797] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:46.730472] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:20:46.765194] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:20:46.803202] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:46.823997] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -3.86% | Symbol ETA: 5.0s | Global ETA: 12m 41s
[2025-11-25T12:20:46.824285] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:20:46.825127] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:20:46.825273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:46.830040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:46.905753] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:46.940259] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.66% | Symbol ETA: 17.5s | Global ETA: 12m 41s
[2025-11-25T12:20:46.940495] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:20:46.940587] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:46.941371] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:46.941524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:46.947501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:46.949733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:46.950302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:46.950798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:46.951767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:46.953841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:46.955400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:47.009283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:47.013872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:47.029535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:47.031252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:47.031754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:47.032776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:47.034516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:47.035728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:20:47.036589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:47.039328] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -3.18% | Symbol ETA: 57.6s | Global ETA: 12m 41s
[2025-11-25T12:20:47.039480] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:20:47.040274] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:47.040370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:47.041174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:47.041919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:47.046889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:47.053004] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.39% | Symbol ETA: 0.6s | Global ETA: 12m 41s
[2025-11-25T12:20:47.170534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:47.226259] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -3.47%, Actual: 3.01%
[2025-11-25T12:20:47.377421] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:20:47.397305] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 1.79%, Actual: 3.87%
[2025-11-25T12:20:47.449269] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:20:47.511904] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:20:47.557910] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:47.572458] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -2.41%, Actual: 0.49%
[2025-11-25T12:20:47.619900] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:47.686581] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:47.748455] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.19%, Actual: 0.19%
[2025-11-25T12:20:47.752218] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.93% | Symbol ETA: 16.8s | Global ETA: 12m 41s
[2025-11-25T12:20:47.752526] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:20:47.753376] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:47.753522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:47.758685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:47.760952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:47.761704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:47.762189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:47.763190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:47.766839] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 4.65% | Symbol ETA: 4.1s | Global ETA: 12m 41s
[2025-11-25T12:20:47.767027] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:20:47.767846] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:20:47.767943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:47.773301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:47.817242] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 4.29% | Symbol ETA: 56.8s | Global ETA: 12m 41s
[2025-11-25T12:20:47.817753] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:20:47.818808] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:47.818948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:47.819749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:47.850743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:47.855476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:47.896001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:47.897451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:47.924578] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 1.30%, Actual: 2.33%
[2025-11-25T12:20:47.946913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:47.951742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:47.956411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:47.972787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:47.975051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:20:47.975830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:20:47.976998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:47.978898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:47.980062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:20:47.980875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:48.107321] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 1.63%, Actual: 1.61%
[2025-11-25T12:20:48.195295] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:20:48.289385] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.27%, Actual: 0.03%
[2025-11-25T12:20:48.304832] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:20:48.317550] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:20:48.364855] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:48.469025] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 1.70%, Actual: 0.28%
[2025-11-25T12:20:48.486674] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:48.487929] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:48.503092] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -0.80% | Symbol ETA: 16.0s | Global ETA: 12m 41s
[2025-11-25T12:20:48.503394] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:20:48.504231] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:48.504373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:48.509266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:48.511115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:48.511693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:48.512160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:48.513139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:48.596159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:48.600588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:48.609020] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -3.74% | Symbol ETA: 56.0s | Global ETA: 12m 41s
[2025-11-25T12:20:48.609342] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:20:48.610183] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:48.610320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:48.611080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:48.644799] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -3.91%, Actual: 3.25%
[2025-11-25T12:20:48.684810] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 3.2s | Global ETA: 12m 41s
[2025-11-25T12:20:48.733590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:48.817889] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.39%, Actual: 2.31%
[2025-11-25T12:20:48.818298] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 39.9970%
[2025-11-25T12:20:48.818494] [INFO ] [main      ] KNTK: DISCARDED add_volume_flow_differentials (score: 40.00%)
[2025-11-25T12:20:48.818616] [INFO ] [main      ] KNTK: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:20:48.818743] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_volume_pressure_into_close']
[2025-11-25T12:20:48.818857] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:20:48.834240] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:48.834819] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:20:48.835748] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:48.835888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:48.836700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:48.853050] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 0.95%, Actual: 1.04%
[2025-11-25T12:20:48.924719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:48.926840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:48.928008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:48.929773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:48.940160] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:20:49.018663] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 1.45%, Actual: 1.19%
[2025-11-25T12:20:49.075919] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:20:49.109206] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:49.184658] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 1.80%
[2025-11-25T12:20:49.240829] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.92% | Symbol ETA: 15.3s | Global ETA: 12m 41s
[2025-11-25T12:20:49.241105] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:20:49.241945] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:49.242086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:49.246943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:49.248807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:49.249111] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:49.249381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:49.249886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:49.250831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:49.303153] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:20:49.334532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:49.339383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:49.373806] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 3.62% | Symbol ETA: 55.2s | Global ETA: 12m 41s
[2025-11-25T12:20:49.373760] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.04%, Actual: 0.97%
[2025-11-25T12:20:49.373971] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:20:49.374935] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:49.375078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:49.375868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:49.474955] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:49.496185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:49.542331] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 0.64%, Actual: 2.38%
[2025-11-25T12:20:49.584530] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -4.26% | Symbol ETA: 7.1s | Global ETA: 12m 41s
[2025-11-25T12:20:49.584841] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:20:49.585724] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:49.585868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:49.586701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:49.673714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:49.675472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:49.676682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:49.678453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:49.678946] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:20:49.711100] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.97%, Actual: 2.00%
[2025-11-25T12:20:49.832768] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:20:49.846721] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:49.879135] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 3.04%, Actual: 0.86%
[2025-11-25T12:20:49.974873] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 1.53% | Symbol ETA: 14.5s | Global ETA: 12m 41s
[2025-11-25T12:20:49.975044] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:20:49.975847] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:49.976068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:49.981003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:49.982949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:49.983560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:49.984055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:49.985019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:50.001191] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:50.016352] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:20:50.048139] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -3.86%, Actual: 0.11%
[2025-11-25T12:20:50.068251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:50.072991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:50.120565] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 8.11% | Symbol ETA: 54.4s | Global ETA: 12m 42s
[2025-11-25T12:20:50.120892] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:20:50.121730] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:50.121869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:50.122620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:50.185338] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:50.217204] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 4.65%, Actual: 0.30%
[2025-11-25T12:20:50.241097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:50.296402] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 3.42% | Symbol ETA: 6.2s | Global ETA: 12m 42s
[2025-11-25T12:20:50.296738] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:20:50.297592] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:50.297749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:50.298509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:50.383586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:50.385552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:50.386730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:50.388022] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 1.77%
[2025-11-25T12:20:50.388266] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 35.1971%
[2025-11-25T12:20:50.388429] [INFO ] [main      ] APD: DISCARDED add_return_volume_nonlinearity_proxies (score: 35.20%)
[2025-11-25T12:20:50.388477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:50.388549] [INFO ] [main      ] APD: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:20:50.388676] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_shelf_lag']
[2025-11-25T12:20:50.388803] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:20:50.401518] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:50.402099] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:20:50.403003] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:50.403145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:50.408023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:50.411592] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:20:50.534704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:50.536043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:50.578019] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:20:50.582871] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:50.593631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:50.598330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:50.615152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:20:50.616685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:50.721696] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.60% | Symbol ETA: 13.8s | Global ETA: 12m 42s
[2025-11-25T12:20:50.728688] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:20:50.746611] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:50.871919] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -7.21% | Symbol ETA: 53.7s | Global ETA: 12m 42s
[2025-11-25T12:20:50.892128] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.47%, Actual: 0.70%
[2025-11-25T12:20:50.899402] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:50.955513] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:20:51.008838] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -0.76% | Symbol ETA: 5.4s | Global ETA: 12m 42s
[2025-11-25T12:20:51.009089] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:20:51.009936] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:51.010093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:51.010871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:51.043340] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 1.42%, Actual: 1.13%
[2025-11-25T12:20:51.064384] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.62%, Actual: 0.20%
[2025-11-25T12:20:51.094672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:51.096494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:51.097698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:51.099431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:51.123286] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:51.210967] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.54%, Actual: 2.96%
[2025-11-25T12:20:51.245384] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 2.33%
[2025-11-25T12:20:51.379398] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 0.55%, Actual: 0.65%
[2025-11-25T12:20:51.422582] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 1.58%, Actual: 0.97%
[2025-11-25T12:20:51.436132] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:20:51.480660] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -1.51% | Symbol ETA: 12.6s | Global ETA: 12m 42s
[2025-11-25T12:20:51.480811] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:20:51.481556] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:51.481626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:51.486395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:51.550304] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 6.15%, Actual: 1.15%
[2025-11-25T12:20:51.607189] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:51.609160] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.66%, Actual: 1.23%
[2025-11-25T12:20:51.611256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:51.612470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:51.668639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:51.672965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:51.688939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:20:51.690441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:51.712832] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -1.83% | Symbol ETA: 4.7s | Global ETA: 12m 42s
[2025-11-25T12:20:51.713083] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:20:51.713949] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:51.714092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:51.714875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:51.724159] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -3.18%, Actual: 0.81%
[2025-11-25T12:20:51.782286] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.93%, Actual: 0.19%
[2025-11-25T12:20:51.798990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:51.800936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:51.802073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:51.803815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:51.894907] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 4.29%, Actual: 0.36%
[2025-11-25T12:20:51.955812] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 2.22%
[2025-11-25T12:20:52.031059] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:20:52.064032] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -3.74%, Actual: 1.98%
[2025-11-25T12:20:52.145108] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:20:52.149800] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 1.76%
[2025-11-25T12:20:52.199628] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:52.238878] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 3.62%, Actual: 1.35%
[2025-11-25T12:20:52.321478] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 1.53%, Actual: 0.23%
[2025-11-25T12:20:52.327482] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:52.414403] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 8.11%, Actual: 0.67%
[2025-11-25T12:20:52.439850] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 4.0s | Global ETA: 12m 42s
[2025-11-25T12:20:52.439996] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:20:52.440814] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:52.440890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:52.441615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:52.493141] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 0.73%
[2025-11-25T12:20:52.493391] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 39.6192%
[2025-11-25T12:20:52.493541] [INFO ] [main      ] AGM: DISCARDED add_morning_range_expansion (score: 39.62%)
[2025-11-25T12:20:52.493606] [INFO ] [main      ] AGM: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:20:52.493677] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_open_11_elasticity']
[2025-11-25T12:20:52.493735] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:20:52.507928] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:52.508390] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:20:52.509305] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:52.509406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:52.514480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:52.516392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:52.516957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:52.517435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:52.518360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:52.531728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:52.533691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:52.534899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:52.536707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:52.543777] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.97% | Symbol ETA: 11.5s | Global ETA: 12m 42s
[2025-11-25T12:20:52.544121] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:20:52.544989] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:52.545128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:52.550046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:52.593009] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -7.21%, Actual: 0.41%
[2025-11-25T12:20:52.593404] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 37.5054%
[2025-11-25T12:20:52.593576] [INFO ] [main      ] CBT: DISCARDED add_directional_consistency (score: 37.51%)
[2025-11-25T12:20:52.593762] [INFO ] [main      ] CBT: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T12:20:52.593875] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_fullday_parkinson_range']
[2025-11-25T12:20:52.593985] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:20:52.607899] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:52.608448] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:20:52.609627] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:52.609785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:52.610568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:20:52.612346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:52.624017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:20:52.626188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:52.699582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:52.700934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:52.756064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:52.760682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:52.777327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:20:52.778843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:52.899870] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:20:52.957393] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:20:52.980511] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:20:53.079177] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:53.128518] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:53.134597] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:20:53.154524] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:53.193550] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 3.3s | Global ETA: 12m 42s
[2025-11-25T12:20:53.193880] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:20:53.194765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:53.194912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:53.195738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:53.255255] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 4.25% | Symbol ETA: 58.3s | Global ETA: 12m 42s
[2025-11-25T12:20:53.255555] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:20:53.256407] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:53.256549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:53.257957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:20:53.260124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:53.283945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:53.286172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:53.286771] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.88% | Symbol ETA: 19.8s | Global ETA: 12m 42s
[2025-11-25T12:20:53.287082] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:20:53.287454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:53.287951] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:53.288103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:53.289269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:53.293060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:53.294953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:53.295529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:53.296019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:53.296962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:53.307338] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:53.385457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:20:53.387168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:53.609480] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:20:53.651686] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:20:53.652318] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.34% | Symbol ETA: 10.5s | Global ETA: 12m 42s
[2025-11-25T12:20:53.652468] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:20:53.653263] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:53.653342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:53.658311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:53.744544] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:20:53.782157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:53.783380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:53.790800] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:53.833556] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:53.838073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:53.842377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:53.858066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:20:53.859538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:53.922376] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:53.923900] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -3.51% | Symbol ETA: 57.8s | Global ETA: 12m 42s
[2025-11-25T12:20:53.924070] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:20:53.924868] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:53.925091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:53.925879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:20:53.927724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:53.947241] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 2.6s | Global ETA: 12m 42s
[2025-11-25T12:20:53.947745] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:20:53.948710] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:53.948860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:53.949921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:54.036785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:54.039071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:54.040427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:54.042396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:54.061045] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.72% | Symbol ETA: 19.0s | Global ETA: 12m 42s
[2025-11-25T12:20:54.061350] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:20:54.062209] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:54.062354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:54.067231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:54.069132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:54.069728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:54.070204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:54.071159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:54.162460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:20:54.164128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:54.196896] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:20:54.300124] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:20:54.365769] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:54.409151] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:20:54.477527] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:54.514293] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:20:54.587327] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:54.598653] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 0.82% | Symbol ETA: 57.1s | Global ETA: 12m 43s
[2025-11-25T12:20:54.598961] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:20:54.599834] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:54.599977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:54.600778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:20:54.602486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:54.692363] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:20:54.699798] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.73% | Symbol ETA: 9.4s | Global ETA: 12m 43s
[2025-11-25T12:20:54.699945] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:20:54.700752] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:54.700852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:54.701768] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 4.35% | Symbol ETA: 1.8s | Global ETA: 12m 43s
[2025-11-25T12:20:54.702080] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:20:54.703011] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:54.703183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:54.704040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:54.705760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:54.795819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:54.798135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:54.799426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:54.801222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:54.827684] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -2.10% | Symbol ETA: 18.2s | Global ETA: 12m 43s
[2025-11-25T12:20:54.827983] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:20:54.828943] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:54.829091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:54.830595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:54.831922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:54.834528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:54.836740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:54.837465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:54.837988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:54.839013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:54.887202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:54.891676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:54.907332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:20:54.908825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:54.933603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:20:54.935376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:54.949342] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:20:55.122475] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:55.166496] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:20:55.245508] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 56.4s | Global ETA: 12m 43s
[2025-11-25T12:20:55.245699] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:20:55.246527] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:55.246617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:55.247381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:20:55.249183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:55.260355] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:20:55.312038] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:20:55.349829] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:55.435329] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:55.462714] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.58% | Symbol ETA: 1.1s | Global ETA: 12m 43s
[2025-11-25T12:20:55.463004] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:20:55.464010] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:55.464150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:55.465162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:55.500143] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:20:55.555284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:55.557629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:55.558916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:20:55.561325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:55.586469] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:20:55.635693] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.96% | Symbol ETA: 17.4s | Global ETA: 12m 43s
[2025-11-25T12:20:55.635838] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:20:55.636587] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:55.636677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:55.641526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:55.643396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:55.643992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:55.644468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:55.645429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:55.729372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:20:55.730822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:55.758485] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:55.787329] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 8.3s | Global ETA: 12m 43s
[2025-11-25T12:20:55.787483] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:20:55.788277] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:55.788372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:55.793127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:55.880351] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.64% | Symbol ETA: 55.8s | Global ETA: 12m 43s
[2025-11-25T12:20:55.880495] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:20:55.881256] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:55.881405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:55.882179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:20:55.883857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:55.914928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:55.916327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:55.918518] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:20:55.972305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:55.976874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:55.993398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:20:55.995484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:56.071922] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:20:56.098905] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:56.210705] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.83% | Symbol ETA: 0.4s | Global ETA: 12m 43s
[2025-11-25T12:20:56.222492] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:20:56.241126] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:20:56.372125] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.49% | Symbol ETA: 16.6s | Global ETA: 12m 43s
[2025-11-25T12:20:56.372417] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:20:56.373262] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:56.373405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:56.378638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:56.380514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:56.381107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:56.381583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:56.382522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:56.393799] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:20:56.394763] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:56.394841] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -4.26%, Actual: 3.01%
[2025-11-25T12:20:56.468778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:20:56.470354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:56.517673] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 2.10% | Symbol ETA: 55.1s | Global ETA: 12m 43s
[2025-11-25T12:20:56.517810] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:20:56.518556] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:56.518623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:56.519343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:20:56.520930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:56.564700] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:56.577178] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 3.42%, Actual: 3.87%
[2025-11-25T12:20:56.757478] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -0.76%, Actual: 0.49%
[2025-11-25T12:20:56.812595] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:20:56.864059] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:20:56.896288] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 7.3s | Global ETA: 12m 43s
[2025-11-25T12:20:56.896579] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:20:56.897484] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:56.897631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:56.902610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:56.938928] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -1.83%, Actual: 0.19%
[2025-11-25T12:20:56.985406] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:20:57.024853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:57.026276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:57.040231] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:57.082090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:57.086303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:57.102376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:20:57.103774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:57.117912] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 3.52% | Symbol ETA: 15.8s | Global ETA: 12m 43s
[2025-11-25T12:20:57.118078] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:20:57.119039] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:57.119115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:57.122741] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 2.33%
[2025-11-25T12:20:57.124401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:57.126312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:57.126846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:57.127369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:57.128313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:57.167910] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -3.73% | Symbol ETA: 54.4s | Global ETA: 12m 43s
[2025-11-25T12:20:57.168050] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:20:57.168814] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:57.168950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:57.169742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:20:57.171434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:57.216064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:20:57.217453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:57.301146] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -0.12%, Actual: 1.61%
[2025-11-25T12:20:57.459396] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:20:57.485673] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 0.03%
[2025-11-25T12:20:57.514857] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:20:57.559547] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:20:57.631772] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:57.669598] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 4.35%, Actual: 0.28%
[2025-11-25T12:20:57.688212] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:57.735163] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:20:57.812960] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 0.21% | Symbol ETA: 53.8s | Global ETA: 12m 43s
[2025-11-25T12:20:57.813253] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:20:57.814107] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:57.814245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:57.815054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:20:57.816922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:57.863717] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.58%, Actual: 3.25%
[2025-11-25T12:20:57.869703] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 2.77% | Symbol ETA: 15.0s | Global ETA: 12m 43s
[2025-11-25T12:20:57.869983] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:20:57.870824] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:57.870966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:57.875789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:57.877663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:57.878252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:57.878781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:57.879741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:57.960038] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 6.2s | Global ETA: 12m 43s
[2025-11-25T12:20:57.960184] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:20:57.960983] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:57.961196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:57.963002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:20:57.964535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:57.966072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:58.090262] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.83%, Actual: 2.31%
[2025-11-25T12:20:58.090706] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 36.3147%
[2025-11-25T12:20:58.090889] [INFO ] [main      ] KNTK: DISCARDED add_volume_pressure_into_close (score: 36.31%)
[2025-11-25T12:20:58.091009] [INFO ] [main      ] KNTK: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:20:58.091119] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_volume_zscore']
[2025-11-25T12:20:58.091232] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:20:58.107806] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:20:58.108606] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:20:58.109706] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:58.109856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:58.110751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:58.118749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:58.120265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:58.171582] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:20:58.189674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:58.195027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:58.212802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:20:58.215007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:58.225576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:58.228630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:58.230571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:20:58.233614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:58.389405] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:20:58.412028] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:58.570734] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.93% | Symbol ETA: 53.2s | Global ETA: 12m 44s
[2025-11-25T12:20:58.571079] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:20:58.572539] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:20:58.572907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:58.573996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:20:58.576156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:58.648233] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:58.704079] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:20:58.757917] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:20:58.831183] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.89% | Symbol ETA: 14.3s | Global ETA: 12m 44s
[2025-11-25T12:20:58.831560] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:20:58.832985] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:58.833189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:58.841122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:58.844464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:58.845480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:58.846186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:58.847708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:58.954143] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:20:58.979606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:20:58.981767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:58.983850] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:20:59.037225] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:20:59.102493] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -1.05% | Symbol ETA: 9.1s | Global ETA: 12m 44s
[2025-11-25T12:20:59.102846] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:20:59.103947] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:59.104113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:59.105184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:59.196904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:59.199325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:59.200764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:20:59.202732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:59.251873] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:20:59.316487] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -1.92% | Symbol ETA: 5.2s | Global ETA: 12m 44s
[2025-11-25T12:20:59.316823] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:20:59.317942] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:59.318110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:59.323557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:20:59.404318] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:20:59.408993] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.19% | Symbol ETA: 52.5s | Global ETA: 12m 44s
[2025-11-25T12:20:59.452151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:20:59.453737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:20:59.511035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:20:59.516012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:20:59.532335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:20:59.534035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:59.570509] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:20:59.575802] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:20:59.588042] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 4.25%, Actual: 1.13%
[2025-11-25T12:20:59.708534] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 1.78% | Symbol ETA: 13.6s | Global ETA: 12m 44s
[2025-11-25T12:20:59.708847] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:20:59.709735] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:20:59.709873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:20:59.714870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:20:59.716842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:20:59.717528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:20:59.718032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:20:59.719022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:59.749347] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:20:59.763746] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -3.51%, Actual: 2.96%
[2025-11-25T12:20:59.802422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:20:59.804159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:20:59.862622] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 1.87% | Symbol ETA: 7.2s | Global ETA: 12m 44s
[2025-11-25T12:20:59.862929] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:20:59.863813] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:20:59.863956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:20:59.864753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:20:59.891572] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:20:59.941795] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 0.82%, Actual: 0.65%
[2025-11-25T12:20:59.956814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:20:59.958950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:20:59.960284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:20:59.962043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:00.071119] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:00.117444] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 1.15%
[2025-11-25T12:21:00.154186] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:21:00.321719] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.64%, Actual: 0.81%
[2025-11-25T12:21:00.329577] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:21:00.342270] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:00.418518] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 0.94% | Symbol ETA: 4.0s | Global ETA: 12m 44s
[2025-11-25T12:21:00.418831] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:21:00.419715] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:00.419854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:00.424970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:00.482247] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.62% | Symbol ETA: 12.8s | Global ETA: 12m 44s
[2025-11-25T12:21:00.515238] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 2.10%, Actual: 0.36%
[2025-11-25T12:21:00.518068] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:00.558517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:00.560015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:00.617199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:00.622913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:00.635750] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -1.29% | Symbol ETA: 6.1s | Global ETA: 12m 44s
[2025-11-25T12:21:00.636018] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:21:00.636895] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:00.637059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:00.637854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:00.640925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:21:00.642592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:00.675748] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.88%, Actual: 0.70%
[2025-11-25T12:21:00.693265] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -3.73%, Actual: 1.98%
[2025-11-25T12:21:00.734497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:00.736945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:00.739366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:21:00.741767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:00.859867] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.20%
[2025-11-25T12:21:01.017030] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:21:01.061140] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 0.21%, Actual: 1.35%
[2025-11-25T12:21:01.146263] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -2.10%, Actual: 2.33%
[2025-11-25T12:21:01.190575] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:21:01.249303] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:01.382671] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:01.426732] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.96%, Actual: 0.97%
[2025-11-25T12:21:01.439325] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.93%, Actual: 0.67%
[2025-11-25T12:21:01.520534] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -0.81% | Symbol ETA: 5.3s | Global ETA: 12m 44s
[2025-11-25T12:21:01.520838] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:21:01.521701] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:01.521837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:01.522604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:01.610364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:01.612394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:01.612810] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.49%, Actual: 1.23%
[2025-11-25T12:21:01.613552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:21:01.615273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:01.657270] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 1.20% | Symbol ETA: 2.9s | Global ETA: 12m 44s
[2025-11-25T12:21:01.706661] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.19%, Actual: 0.41%
[2025-11-25T12:21:01.706931] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 36.3750%
[2025-11-25T12:21:01.707061] [INFO ] [main      ] CBT: DISCARDED add_fullday_parkinson_range (score: 36.38%)
[2025-11-25T12:21:01.707119] [INFO ] [main      ] CBT: Testing feature 10/53: add_gap_fill_state
[2025-11-25T12:21:01.707158] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_gap_fill_state']
[2025-11-25T12:21:01.707200] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:21:01.725093] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:01.725715] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:21:01.726666] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:01.726745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:01.727538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:21:01.800007] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 3.52%, Actual: 0.19%
[2025-11-25T12:21:01.844791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:01.877795] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -1.51%, Actual: 1.04%
[2025-11-25T12:21:01.983480] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:21:02.037502] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 2.77%, Actual: 2.22%
[2025-11-25T12:21:02.058545] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.97%, Actual: 1.19%
[2025-11-25T12:21:02.161833] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:02.223486] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 1.76%
[2025-11-25T12:21:02.233896] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.34%, Actual: 1.80%
[2025-11-25T12:21:02.240883] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:21:02.271683] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 1.53% | Symbol ETA: 4.3s | Global ETA: 12m 44s
[2025-11-25T12:21:02.271970] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:21:02.272790] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:02.272937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:02.273779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:02.366104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:02.368073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:02.369253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:21:02.371141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:02.404569] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.73%, Actual: 0.97%
[2025-11-25T12:21:02.405136] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 1.78%, Actual: 0.23%
[2025-11-25T12:21:02.421487] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:02.560984] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.20% | Symbol ETA: 51.1s | Global ETA: 12m 45s
[2025-11-25T12:21:02.561140] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:21:02.562012] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:02.562096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:02.562860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:21:02.577242] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 2.38%
[2025-11-25T12:21:02.586357] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.62%, Actual: 0.73%
[2025-11-25T12:21:02.586599] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 50.9321%
[2025-11-25T12:21:02.586747] [INFO ] [main      ] AGM: DISCARDED add_open_11_elasticity (score: 50.93%)
[2025-11-25T12:21:02.586809] [INFO ] [main      ] AGM: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:21:02.586849] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity']
[2025-11-25T12:21:02.586892] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:21:02.602031] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:02.602736] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:21:02.603637] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:02.603737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:02.609188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:02.609529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:02.611173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:02.611740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:02.612155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:02.613111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:02.707457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:21:02.709315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:02.751459] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 2.00%
[2025-11-25T12:21:02.786170] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:21:02.919850] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.86%
[2025-11-25T12:21:02.953765] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:21:02.957096] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:03.062793] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: -2.24% | Symbol ETA: 3.5s | Global ETA: 12m 45s
[2025-11-25T12:21:03.062935] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:21:03.064184] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:03.064258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:03.064972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:03.093523] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -1.92%, Actual: 0.11%
[2025-11-25T12:21:03.105632] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:21:03.142778] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:03.150594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:03.152423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:03.153560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:21:03.155246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:03.265813] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 0.94%, Actual: 0.30%
[2025-11-25T12:21:03.270614] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.05% | Symbol ETA: 49.7s | Global ETA: 12m 45s
[2025-11-25T12:21:03.270942] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:21:03.271881] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:03.272027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:03.272885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:21:03.280822] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:03.317896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:03.418365] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 20.1s | Global ETA: 12m 45s
[2025-11-25T12:21:03.418696] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:21:03.419705] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:03.419850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:03.424802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:03.426762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:03.427400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:03.428013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:03.429193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:03.460767] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.20%, Actual: 1.77%
[2025-11-25T12:21:03.461049] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 36.7362%
[2025-11-25T12:21:03.461168] [INFO ] [main      ] APD: DISCARDED add_shelf_lag (score: 36.74%)
[2025-11-25T12:21:03.461231] [INFO ] [main      ] APD: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:21:03.461283] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_signed_carry_history_11']
[2025-11-25T12:21:03.461339] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:21:03.475114] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:03.475675] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:21:03.476564] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:03.476665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:03.482516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:03.498406] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:21:03.520185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:21:03.522005] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:03.612384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:03.614214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:03.672212] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:21:03.676788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:03.683711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:03.685832] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:03.708257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:21:03.710560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:03.797130] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: 0.86% | Symbol ETA: 2.6s | Global ETA: 12m 45s
[2025-11-25T12:21:03.797425] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:21:03.798269] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:03.798415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:03.799242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:03.851497] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:03.872526] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:21:03.891080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:03.893216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:03.894485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:21:03.896264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:03.979814] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 1.88% | Symbol ETA: 48.8s | Global ETA: 12m 45s
[2025-11-25T12:21:03.980114] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:21:03.980975] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:03.981117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:03.981958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:21:04.027310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:04.050202] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:04.070543] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:21:04.188629] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.82% | Symbol ETA: 19.1s | Global ETA: 12m 45s
[2025-11-25T12:21:04.188949] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:21:04.189787] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:04.189928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:04.194787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:04.196621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:04.197229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:04.197756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:04.198870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:04.247772] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:04.258143] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:21:04.287309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:21:04.289102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:04.388539] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:21:04.430315] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 11.7s | Global ETA: 12m 45s
[2025-11-25T12:21:04.430612] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:21:04.431465] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:04.431611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:04.436499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:04.441959] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:04.555734] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 3.65% | Symbol ETA: 1.8s | Global ETA: 12m 45s
[2025-11-25T12:21:04.556021] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:21:04.556882] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:04.557051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:04.558089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:04.564529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:04.565681] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:04.565990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:04.625675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:04.630465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:04.638418] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:21:04.647285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:21:04.648925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:04.652443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:04.654685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:04.655865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:21:04.657566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:04.692736] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 0.79% | Symbol ETA: 48.0s | Global ETA: 12m 45s
[2025-11-25T12:21:04.692893] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:21:04.693666] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:04.693770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:04.694478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:21:04.740315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:04.813619] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:04.952094] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -2.08% | Symbol ETA: 18.2s | Global ETA: 12m 45s
[2025-11-25T12:21:04.952390] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:21:04.953238] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:04.953379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:04.958281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:04.960124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:04.960723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:04.961205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:04.962170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:05.003267] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:21:05.022672] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:21:05.048575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:21:05.050297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:05.099074] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:21:05.180523] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:05.206286] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:05.280983] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:05.321750] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.39% | Symbol ETA: 1.0s | Global ETA: 12m 45s
[2025-11-25T12:21:05.322025] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:21:05.322935] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:05.323083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:05.323992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:05.362838] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 2.33% | Symbol ETA: 10.7s | Global ETA: 12m 45s
[2025-11-25T12:21:05.363015] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:21:05.363887] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:05.364130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:05.369170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:05.397936] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:21:05.408958] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -2.68% | Symbol ETA: 47.2s | Global ETA: 12m 45s
[2025-11-25T12:21:05.409203] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:21:05.410047] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:05.410186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:05.410957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:21:05.413858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:05.415968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:05.417168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:21:05.418918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:05.454422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:05.498072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:05.499449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:05.557953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:05.562612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:05.570114] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:05.579491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:21:05.581251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:05.718171] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.25% | Symbol ETA: 17.4s | Global ETA: 12m 45s
[2025-11-25T12:21:05.718474] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:21:05.719393] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:05.719539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:05.725271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:05.727327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:05.727957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:05.728452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:05.729456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:05.779858] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:21:05.798207] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:21:05.819921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:21:05.821925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:05.936968] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:21:05.968420] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:05.976223] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:06.084212] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 0.16% | Symbol ETA: 0.2s | Global ETA: 12m 45s
[2025-11-25T12:21:06.103090] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 1.95% | Symbol ETA: 46.5s | Global ETA: 12m 45s
[2025-11-25T12:21:06.103409] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:21:06.104267] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:06.104350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:06.105146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:21:06.121846] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:06.149785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:06.189366] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:21:06.270472] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -1.05%, Actual: 3.01%
[2025-11-25T12:21:06.301740] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.95% | Symbol ETA: 9.7s | Global ETA: 12m 45s
[2025-11-25T12:21:06.302022] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:21:06.302924] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:06.303089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:06.308610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:06.378706] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:06.438747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:06.440188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:06.451913] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 1.87%, Actual: 3.87%
[2025-11-25T12:21:06.496096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:06.500824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:06.517729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:21:06.517867] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -3.29% | Symbol ETA: 16.6s | Global ETA: 12m 45s
[2025-11-25T12:21:06.518186] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:21:06.519110] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:06.519258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:06.519495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:06.519890] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:21:06.524480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:06.526552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:06.527220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:06.527797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:06.528800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:06.622909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:21:06.625218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:06.636054] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -1.29%, Actual: 0.49%
[2025-11-25T12:21:06.694896] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:06.817415] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -0.81%, Actual: 0.19%
[2025-11-25T12:21:06.818345] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 45.7s | Global ETA: 12m 46s
[2025-11-25T12:21:06.818497] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:21:06.819282] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:06.819357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:06.820091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:21:06.863573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:06.885798] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:21:06.994629] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 1.53%, Actual: 2.33%
[2025-11-25T12:21:07.005862] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:21:07.070078] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:07.174388] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: -2.24%, Actual: 1.61%
[2025-11-25T12:21:07.187700] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:07.210165] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:21:07.235979] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.60% | Symbol ETA: 8.8s | Global ETA: 12m 46s
[2025-11-25T12:21:07.236142] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:21:07.236964] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:07.237062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:07.241870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:07.317102] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.16% | Symbol ETA: 15.9s | Global ETA: 12m 46s
[2025-11-25T12:21:07.317253] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:21:07.318065] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:07.318155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:07.323069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:07.325005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:07.325560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:07.326017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:07.327317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:07.359471] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 0.03%
[2025-11-25T12:21:07.367220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:07.368611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:07.385602] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:07.413571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:21:07.415513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:07.423601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:07.428251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:07.444207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:21:07.445730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:07.515254] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 1.96% | Symbol ETA: 45.0s | Global ETA: 12m 46s
[2025-11-25T12:21:07.515574] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:21:07.516976] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:07.517146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:07.518133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:21:07.541394] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 3.65%, Actual: 0.28%
[2025-11-25T12:21:07.562136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:07.723079] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.39%, Actual: 3.25%
[2025-11-25T12:21:07.765290] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:21:07.789514] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:21:07.907602] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 2.31%
[2025-11-25T12:21:07.908022] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 36.2312%
[2025-11-25T12:21:07.908203] [INFO ] [main      ] KNTK: DISCARDED add_volume_zscore (score: 36.23%)
[2025-11-25T12:21:07.908325] [INFO ] [main      ] KNTK: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:21:07.908434] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_vwap_deviations']
[2025-11-25T12:21:07.908560] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:21:07.918469] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:21:07.924400] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:07.925098] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 2
[2025-11-25T12:21:07.926076] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:07.926284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:07.927250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:07.940971] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:07.970290] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:08.022713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:08.025063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:08.026310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:21:08.032554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:08.075484] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 15.1s | Global ETA: 12m 46s
[2025-11-25T12:21:08.075789] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:21:08.076607] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:08.076771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:08.081852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:08.083858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:08.084519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:08.085024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:08.086002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:08.092601] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:08.145508] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -2.03% | Symbol ETA: 7.8s | Global ETA: 12m 46s
[2025-11-25T12:21:08.145839] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:21:08.146703] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:08.146845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:08.151761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:08.175777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:21:08.177660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:08.214869] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 6.32% | Symbol ETA: 44.3s | Global ETA: 12m 46s
[2025-11-25T12:21:08.215170] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:21:08.215984] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:08.216127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:08.216909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:21:08.260635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:08.275519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:08.276864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:08.334498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:08.339149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:08.354579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:21:08.356060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:08.397818] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-20
[2025-11-25T12:21:08.530088] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:21:08.579354] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:08.611328] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:21:08.693258] [INFO ] [main      ] KNTK: Lookback Days: 2, Magnitude: -2.11% | Symbol ETA: 6.9s | Global ETA: 12m 46s
[2025-11-25T12:21:08.693554] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 3
[2025-11-25T12:21:08.694425] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:08.694571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:08.695370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:08.701668] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:21:08.702712] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:08.788299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:08.790410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:08.791690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:21:08.794700] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:08.798034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:08.834898] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.18% | Symbol ETA: 14.3s | Global ETA: 12m 46s
[2025-11-25T12:21:08.835204] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:21:08.836066] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:08.836209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:08.841255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:08.843126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:08.843733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:08.844208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:08.845225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:08.868567] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:08.917953] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.23% | Symbol ETA: 43.5s | Global ETA: 12m 46s
[2025-11-25T12:21:08.928753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:21:08.930333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:09.029910] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -2.25% | Symbol ETA: 6.8s | Global ETA: 12m 46s
[2025-11-25T12:21:09.030224] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:21:09.031059] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:09.031201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:09.036015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:09.092131] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.20%, Actual: 1.13%
[2025-11-25T12:21:09.150263] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-19
[2025-11-25T12:21:09.156513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:09.157767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:09.212408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:09.216754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:09.232382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:21:09.233873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:09.267452] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.05%, Actual: 2.96%
[2025-11-25T12:21:09.277720] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:21:09.321075] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:09.431914] [INFO ] [main      ] KNTK: Lookback Days: 3, Magnitude: 4.54% | Symbol ETA: 6.0s | Global ETA: 12m 46s
[2025-11-25T12:21:09.432195] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 4
[2025-11-25T12:21:09.432988] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:09.433130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:09.433909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:09.441557] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 1.88%, Actual: 0.65%
[2025-11-25T12:21:09.448059] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:09.522703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:09.525057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:09.526448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:21:09.532722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:09.575769] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:21:09.582761] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.94% | Symbol ETA: 13.5s | Global ETA: 12m 46s
[2025-11-25T12:21:09.583064] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:21:09.583909] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:09.584053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:09.589015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:09.590863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:09.591427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:09.591925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:09.592903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:09.615999] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 0.79%, Actual: 1.15%
[2025-11-25T12:21:09.675527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:21:09.677259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:09.748711] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:09.793427] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -2.68%, Actual: 0.81%
[2025-11-25T12:21:09.879363] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-18
[2025-11-25T12:21:09.908932] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 5.9s | Global ETA: 12m 46s
[2025-11-25T12:21:09.909227] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:21:09.910061] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:09.910211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:09.914992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:09.967603] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 1.95%, Actual: 0.36%
[2025-11-25T12:21:10.019163] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:21:10.035349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:10.036455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:10.050510] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:10.091471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:10.095796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:10.111663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:21:10.113167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:10.141442] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 1.98%
[2025-11-25T12:21:10.167398] [INFO ] [main      ] KNTK: Lookback Days: 4, Magnitude: -1.10% | Symbol ETA: 5.2s | Global ETA: 12m 46s
[2025-11-25T12:21:10.167719] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 5
[2025-11-25T12:21:10.168598] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:10.168782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:10.169558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:10.192406] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:10.262552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:10.264741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:10.266002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:21:10.272310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:10.315743] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 1.96%, Actual: 1.35%
[2025-11-25T12:21:10.326315] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 12.7s | Global ETA: 12m 46s
[2025-11-25T12:21:10.449725] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:21:10.487177] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 6.32%, Actual: 0.67%
[2025-11-25T12:21:10.514434] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -0.24%, Actual: 0.70%
[2025-11-25T12:21:10.617460] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:10.634489] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-17
[2025-11-25T12:21:10.657089] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.23%, Actual: 0.41%
[2025-11-25T12:21:10.657408] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 36.3850%
[2025-11-25T12:21:10.657581] [INFO ] [main      ] CBT: DISCARDED add_gap_fill_state (score: 36.38%)
[2025-11-25T12:21:10.657723] [INFO ] [main      ] CBT: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T12:21:10.657828] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_gap_morning_composite']
[2025-11-25T12:21:10.657934] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:21:10.671464] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:10.672043] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:21:10.672928] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:10.673068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:10.673862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:10.674847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:10.690841] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.82%, Actual: 0.20%
[2025-11-25T12:21:10.777491] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.83% | Symbol ETA: 4.9s | Global ETA: 12m 46s
[2025-11-25T12:21:10.777827] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:21:10.778697] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:10.778850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:10.784336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:10.818477] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:10.865351] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -2.08%, Actual: 2.33%
[2025-11-25T12:21:10.907386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:10.908605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:10.938617] [INFO ] [main      ] KNTK: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 4.5s | Global ETA: 12m 47s
[2025-11-25T12:21:10.938917] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 6
[2025-11-25T12:21:10.939721] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:10.939863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:10.940610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:10.962788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:10.967391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:10.983293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:21:10.984798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:11.021281] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:21:11.027990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:11.029966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:11.031109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:21:11.036850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:11.039992] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.25%, Actual: 0.97%
[2025-11-25T12:21:11.189150] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:11.212069] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -3.29%, Actual: 1.23%
[2025-11-25T12:21:11.315391] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.00% | Symbol ETA: 43.4s | Global ETA: 12m 47s
[2025-11-25T12:21:11.315557] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:21:11.316333] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:11.316550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:11.317348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:11.318324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:11.324544] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:21:11.384003] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-14
[2025-11-25T12:21:11.385451] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.16%, Actual: 0.19%
[2025-11-25T12:21:11.492361] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:11.565036] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 2.22%
[2025-11-25T12:21:11.572369] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:11.657818] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:21:11.662999] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.17% | Symbol ETA: 4.0s | Global ETA: 12m 47s
[2025-11-25T12:21:11.663233] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:21:11.664071] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:11.664215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:11.669131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:11.684933] [INFO ] [main      ] KNTK: Lookback Days: 6, Magnitude: 2.64% | Symbol ETA: 3.8s | Global ETA: 12m 47s
[2025-11-25T12:21:11.685228] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 7
[2025-11-25T12:21:11.686148] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:11.686301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:11.687134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:11.753197] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 1.76%
[2025-11-25T12:21:11.780990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:11.782941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:11.784083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:21:11.790867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:11.795360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:11.796639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:11.833953] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:11.852464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:11.857052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:11.874806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:21:11.876438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:11.931975] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.94%, Actual: 0.23%
[2025-11-25T12:21:11.967243] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 42.8s | Global ETA: 12m 47s
[2025-11-25T12:21:11.967391] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:21:11.968175] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:11.968443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:11.969183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:11.970172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:12.109562] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.52%, Actual: 0.73%
[2025-11-25T12:21:12.110012] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 36.5441%
[2025-11-25T12:21:12.110187] [INFO ] [main      ] AGM: DISCARDED add_open_reversal_intensity (score: 36.54%)
[2025-11-25T12:21:12.110307] [INFO ] [main      ] AGM: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:12.110432] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:21:12.110547] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:21:12.124196] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:12.124833] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:21:12.125819] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:12.125966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:12.131045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:12.133079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:12.133716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:12.134132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:12.135094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:12.139759] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-13
[2025-11-25T12:21:12.218877] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:21:12.221409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:12.223288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:12.309092] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:21:12.309367] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:12.385659] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:12.413535] [INFO ] [main      ] KNTK: Lookback Days: 7, Magnitude: 1.63% | Symbol ETA: 3.0s | Global ETA: 12m 47s
[2025-11-25T12:21:12.413828] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 8
[2025-11-25T12:21:12.414683] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:12.414824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:12.415598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:12.479802] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:12.499169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:12.501001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:12.502136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:21:12.507954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:12.543735] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.18% | Symbol ETA: 3.1s | Global ETA: 12m 47s
[2025-11-25T12:21:12.569244] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:21:12.605545] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 42.1s | Global ETA: 12m 47s
[2025-11-25T12:21:12.605884] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:21:12.606742] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:12.606885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:12.607720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:12.608753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:12.715085] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -0.71%, Actual: 1.04%
[2025-11-25T12:21:12.741020] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:12.853477] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-12
[2025-11-25T12:21:12.872200] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.14% | Symbol ETA: 17.8s | Global ETA: 12m 47s
[2025-11-25T12:21:12.872350] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:21:12.873149] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:12.873228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:12.878127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:12.880067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:12.880634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:12.881124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:12.882071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:12.885186] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 2.33%, Actual: 1.19%
[2025-11-25T12:21:12.950491] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:21:12.968808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:12.970678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:13.023692] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:13.054813] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.95%, Actual: 1.80%
[2025-11-25T12:21:13.123709] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:13.127041] [INFO ] [main      ] KNTK: Lookback Days: 8, Magnitude: -1.19% | Symbol ETA: 2.2s | Global ETA: 12m 47s
[2025-11-25T12:21:13.127341] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 9
[2025-11-25T12:21:13.128197] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:13.128341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:13.129131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:13.212207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:13.214239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:13.215376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:21:13.221241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:13.224395] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.60%, Actual: 0.97%
[2025-11-25T12:21:13.247351] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 2.02% | Symbol ETA: 41.5s | Global ETA: 12m 47s
[2025-11-25T12:21:13.247665] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:21:13.248425] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:13.248563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:13.249378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:13.250349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:13.313047] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:21:13.399483] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -2.03%, Actual: 2.38%
[2025-11-25T12:21:13.483980] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:13.560329] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-11
[2025-11-25T12:21:13.571782] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -2.25%, Actual: 2.00%
[2025-11-25T12:21:13.593257] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:21:13.618914] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 17.1s | Global ETA: 12m 47s
[2025-11-25T12:21:13.619099] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:21:13.620017] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:13.620162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:13.625101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:13.626985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:13.627579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:13.628079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:13.629058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:13.714797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:13.716823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:13.729358] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:13.747403] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.43%, Actual: 0.86%
[2025-11-25T12:21:13.762577] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:13.838783] [INFO ] [main      ] KNTK: Lookback Days: 9, Magnitude: 1.36% | Symbol ETA: 1.5s | Global ETA: 12m 47s
[2025-11-25T12:21:13.839059] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 10
[2025-11-25T12:21:13.839915] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:13.840056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:13.840871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:13.892534] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 40.8s | Global ETA: 12m 47s
[2025-11-25T12:21:13.892860] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:21:13.893703] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:13.893845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:13.894595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:13.895574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:13.918458] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.83%, Actual: 0.11%
[2025-11-25T12:21:13.923969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:13.925860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:13.927224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:21:13.932930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:14.060003] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:21:14.094101] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.17%, Actual: 0.30%
[2025-11-25T12:21:14.231287] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:14.238765] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:21:14.267812] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 1.77%
[2025-11-25T12:21:14.268185] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 42.8451%
[2025-11-25T12:21:14.268291] [INFO ] [main      ] APD: DISCARDED add_signed_carry_history_11 (score: 42.85%)
[2025-11-25T12:21:14.268414] [INFO ] [main      ] APD: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:21:14.268525] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_sma_ratio']
[2025-11-25T12:21:14.268639] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:21:14.272611] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-10
[2025-11-25T12:21:14.281401] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:14.282042] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:21:14.282979] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:14.283059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:14.288243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:14.363040] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.47% | Symbol ETA: 16.3s | Global ETA: 12m 47s
[2025-11-25T12:21:14.363352] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:21:14.364215] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:14.364360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:14.369278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:14.371243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:14.371857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:14.372335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:14.373271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:14.409252] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:14.415777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:14.417196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:14.443404] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:14.458617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:14.460577] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:14.473506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:14.478125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:14.495092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:21:14.496073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:14.537736] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 2.16% | Symbol ETA: 40.2s | Global ETA: 12m 47s
[2025-11-25T12:21:14.538035] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:21:14.538854] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:14.538994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:14.539777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:14.540753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:14.549018] [INFO ] [main      ] KNTK: Lookback Days: 10, Magnitude: -2.44% | Symbol ETA: 0.7s | Global ETA: 12m 47s
[2025-11-25T12:21:14.549304] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 11
[2025-11-25T12:21:14.550170] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:21:14.550318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:14.551107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:14.640669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:14.642463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:14.643623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:21:14.650033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:14.808332] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:21:14.842570] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:21:14.882892] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:21:14.979257] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:14.995568] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-07
[2025-11-25T12:21:15.016195] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:15.053878] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:15.114494] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 15.6s | Global ETA: 12m 48s
[2025-11-25T12:21:15.114814] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:21:15.115858] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:15.116003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:15.120963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:15.123093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:15.123735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:15.124216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:15.125183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:15.166635] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:15.182416] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -1.13% | Symbol ETA: 39.5s | Global ETA: 12m 48s
[2025-11-25T12:21:15.182752] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:21:15.183582] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:15.183742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:15.184501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:15.185512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:15.186805] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -2.36% | Symbol ETA: 10.4s | Global ETA: 12m 48s
[2025-11-25T12:21:15.187135] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:21:15.188031] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:15.188176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:15.193206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:15.210139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:15.211928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:15.272203] [INFO ] [main      ] KNTK: Lookback Days: 11, Magnitude: 3.29% | Symbol ETA: 0.0s | Global ETA: 12m 48s
[2025-11-25T12:21:15.319881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:15.321193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:15.378049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:15.382854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:15.398667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:21:15.399564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:15.446192] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.11%, Actual: 3.01%
[2025-11-25T12:21:15.534572] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:21:15.557214] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:21:15.623276] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.54%, Actual: 3.87%
[2025-11-25T12:21:15.709770] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:15.728877] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:15.768621] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:21:15.794286] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 0.49%
[2025-11-25T12:21:15.836305] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.18% | Symbol ETA: 38.9s | Global ETA: 12m 48s
[2025-11-25T12:21:15.836451] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:21:15.837241] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:15.837314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:15.838051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:15.838982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:15.859171] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.43% | Symbol ETA: 14.8s | Global ETA: 12m 48s
[2025-11-25T12:21:15.859461] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:21:15.860315] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:15.860459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:15.865338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:15.867312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:15.867950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:15.868432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:15.869389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:15.938838] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:15.954635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:15.956612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:15.963976] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.19%
[2025-11-25T12:21:16.106038] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.50% | Symbol ETA: 9.6s | Global ETA: 12m 48s
[2025-11-25T12:21:16.106181] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:21:16.106940] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:16.107037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:16.112336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:16.134918] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 2.64%, Actual: 2.33%
[2025-11-25T12:21:16.177597] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:21:16.236085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:16.237305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:16.294129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:16.298961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:16.303418] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:21:16.306508] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 1.63%, Actual: 1.61%
[2025-11-25T12:21:16.316067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:21:16.317145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:16.350666] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:16.479970] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 5.79% | Symbol ETA: 38.2s | Global ETA: 12m 48s
[2025-11-25T12:21:16.480158] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:21:16.480923] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:16.480969] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:16.481071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:16.481264] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.19%, Actual: 0.03%
[2025-11-25T12:21:16.482025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:16.483007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:16.612617] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.17% | Symbol ETA: 14.1s | Global ETA: 12m 48s
[2025-11-25T12:21:16.612787] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:21:16.613542] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:16.613613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:16.618386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:16.620323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:16.620906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:16.621377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:16.622328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:16.653629] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 1.36%, Actual: 0.28%
[2025-11-25T12:21:16.672073] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:21:16.708461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:16.710444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:16.824872] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:21:16.831909] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.44%, Actual: 3.25%
[2025-11-25T12:21:16.842495] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:16.995246] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:17.007497] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.09% | Symbol ETA: 8.6s | Global ETA: 12m 48s
[2025-11-25T12:21:17.007689] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:21:17.008452] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:17.008542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:17.011683] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 3.29%, Actual: 2.31%
[2025-11-25T12:21:17.012072] [INFO ] [main      ] KNTK: Magnitude Forecast Confidence: 58.0805%
[2025-11-25T12:21:17.012296] [INFO ] [main      ] KNTK: KEPT add_vwap_deviations (score: 58.08%)
[2025-11-25T12:21:17.012427] [INFO ] [main      ] KNTK: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:21:17.012539] [INFO ] [main      ] KNTK: Best accuracy: 58.08%
[2025-11-25T12:21:17.012663] [INFO ] [main      ] KNTK: Best feature set (5 features): ['add_close_to_open_alignment', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag', 'add_vwap_deviations']
[2025-11-25T12:21:17.012803] [INFO ] [main      ] KNTK: Improvement over baseline: 17.02%
[2025-11-25T12:21:17.012912] [INFO ] [main      ] KNTK: Total time: 7.9 minutes
[2025-11-25T12:21:17.013015] [INFO ] [main      ] KNTK: Average time per feature: 9.0 seconds
[2025-11-25T12:21:17.013118] [INFO ] [main      ] KNTK: Average speed: 0.11 features/sec
[2025-11-25T12:21:17.013274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:17.060249] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:21:17.123990] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.64% | Symbol ETA: 37.6s | Global ETA: 12m 48s
[2025-11-25T12:21:17.137723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:17.138996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:17.189077] [DEBUG] [METRICS   ] KNTK: 2025-11-21:2025-11-24: Predicted: -2.11%, Actual: 3.01%
[2025-11-25T12:21:17.195507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:17.200277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:17.215858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:21:17.216638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:17.232137] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:17.295468] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.00%, Actual: 1.13%
[2025-11-25T12:21:17.365395] [DEBUG] [METRICS   ] KNTK: 2025-11-20:2025-11-21: Predicted: 4.54%, Actual: 3.87%
[2025-11-25T12:21:17.366299] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.85% | Symbol ETA: 13.4s | Global ETA: 12m 48s
[2025-11-25T12:21:17.366594] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:21:17.367456] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:17.367602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:17.372457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:17.374290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:17.374869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:17.375337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:17.376325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:17.461597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:17.463624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:17.467271] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 2.96%
[2025-11-25T12:21:17.551039] [DEBUG] [METRICS   ] KNTK: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 0.49%
[2025-11-25T12:21:17.567730] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:21:17.642736] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 0.65%
[2025-11-25T12:21:17.728102] [DEBUG] [METRICS   ] KNTK: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.19%
[2025-11-25T12:21:17.742546] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:17.808490] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:21:17.811329] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 2.02%, Actual: 1.15%
[2025-11-25T12:21:17.906827] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -3.02% | Symbol ETA: 7.7s | Global ETA: 12m 48s
[2025-11-25T12:21:17.906977] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:21:17.907219] [DEBUG] [METRICS   ] KNTK: 2025-11-17:2025-11-18: Predicted: 2.64%, Actual: 2.33%
[2025-11-25T12:21:17.907826] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:17.907926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:17.912734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:17.981244] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:17.981491] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 0.81%
[2025-11-25T12:21:18.037425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:18.038890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:18.083147] [DEBUG] [METRICS   ] KNTK: 2025-11-14:2025-11-17: Predicted: 1.63%, Actual: 1.61%
[2025-11-25T12:21:18.096117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:18.100891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:18.108667] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.40% | Symbol ETA: 12.6s | Global ETA: 12m 48s
[2025-11-25T12:21:18.108984] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:21:18.109839] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:18.109980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:18.114861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:18.116736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:18.117323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:18.117838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:18.118833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:18.119800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:21:18.120998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:18.151632] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 2.16%, Actual: 0.36%
[2025-11-25T12:21:18.203382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:18.205094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:18.260148] [DEBUG] [METRICS   ] KNTK: 2025-11-13:2025-11-14: Predicted: -1.19%, Actual: 0.03%
[2025-11-25T12:21:18.322110] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -1.13%, Actual: 1.98%
[2025-11-25T12:21:18.435401] [DEBUG] [METRICS   ] KNTK: 2025-11-12:2025-11-13: Predicted: 1.36%, Actual: 0.28%
[2025-11-25T12:21:18.472046] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:21:18.492103] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.18%, Actual: 1.35%
[2025-11-25T12:21:18.548877] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:21:18.609766] [DEBUG] [METRICS   ] KNTK: 2025-11-11:2025-11-12: Predicted: -2.44%, Actual: 3.25%
[2025-11-25T12:21:18.645775] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:18.665041] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 5.79%, Actual: 0.67%
[2025-11-25T12:21:18.720947] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:18.785326] [DEBUG] [METRICS   ] KNTK: 2025-11-10:2025-11-11: Predicted: 3.29%, Actual: 2.31%
[2025-11-25T12:21:18.786097] [INFO ] [LOCAL     ] Saved configuration for KNTK: 5 features, 58.08% accuracy -> ./output/feature-sets/KNTK.json
[2025-11-25T12:21:18.788167] [INFO ] [main      ] Progress: 26/31 symbols completed (83.9%). KNTK finished in 8m 7s. ETA: 10m 16s. Rate: 0.49 symbols/min
[2025-11-25T12:21:18.799094] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:21:18.811623] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 1.00% | Symbol ETA: 6.8s | Global ETA: 10m 16s
[2025-11-25T12:21:18.811965] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:21:18.812850] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:18.812994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:18.814257] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:18.814911] [INFO ] [main      ] CMSC: Testing with 53 available features
[2025-11-25T12:21:18.815037] [INFO ] [main      ] CMSC: Establishing baseline with no features...
[2025-11-25T12:21:18.815161] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:21:18.817960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:18.829511] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:18.829938] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:21:18.830935] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:21:18.840548] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.64%, Actual: 0.41%
[2025-11-25T12:21:18.840978] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 35.6276%
[2025-11-25T12:21:18.841159] [INFO ] [main      ] CBT: DISCARDED add_gap_morning_composite (score: 35.63%)
[2025-11-25T12:21:18.841278] [INFO ] [main      ] CBT: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T12:21:18.841384] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_gap_resolution_state']
[2025-11-25T12:21:18.841492] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:21:18.854221] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.68% | Symbol ETA: 11.9s | Global ETA: 10m 16s
[2025-11-25T12:21:18.854530] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:21:18.855375] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:18.855520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:18.855751] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:18.856388] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:21:18.857270] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:18.857362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:18.858097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:18.860819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:18.862751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:18.863333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:18.863830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:18.864868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:18.914263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:18.940684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:18.942069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:18.951108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:21:18.953232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:18.998104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:19.002957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:19.019435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:21:19.020349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:19.172139] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:21:19.259575] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:21:19.309743] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:21:19.342717] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:19.369201] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:21:19.400155] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.02%
[2025-11-25T12:21:19.400493] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:21:19.401344] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:21:19.432301] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:19.484927] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:19.540932] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:19.560673] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 1.12% | Symbol ETA: 36.8s | Global ETA: 10m 16s
[2025-11-25T12:21:19.560959] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:21:19.561827] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:19.561970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:19.562778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:19.619419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:19.620802] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 11.1s | Global ETA: 10m 16s
[2025-11-25T12:21:19.694027] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 5.9s | Global ETA: 10m 16s
[2025-11-25T12:21:19.694323] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:21:19.695129] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:19.695267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:19.700434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:19.747514] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:21:19.792535] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.14%, Actual: 0.70%
[2025-11-25T12:21:19.822250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:19.823418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:19.879551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:19.883893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:19.899572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:21:19.900409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:19.917946] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:19.966683] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 0.20%
[2025-11-25T12:21:19.972909] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:21:19.977117] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.18%
[2025-11-25T12:21:19.977441] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:21:19.978530] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:21:20.141101] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.47%, Actual: 2.33%
[2025-11-25T12:21:20.153726] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:20.244978] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:21:20.287055] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -4.93% | Symbol ETA: 36.2s | Global ETA: 10m 16s
[2025-11-25T12:21:20.287355] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:21:20.288239] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:20.288380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:20.289157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:20.310485] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 0.97%
[2025-11-25T12:21:20.323284] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:21:20.346348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:20.416832] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:20.491166] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.43%, Actual: 1.23%
[2025-11-25T12:21:20.496561] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:20.555278] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.29%
[2025-11-25T12:21:20.555598] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:21:20.556438] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:21:20.581039] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 5.0s | Global ETA: 10m 16s
[2025-11-25T12:21:20.581520] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:21:20.582615] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:20.582826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:20.587712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:20.673059] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.17%, Actual: 0.19%
[2025-11-25T12:21:20.688830] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:21:20.710135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:20.711512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:20.767299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:20.772088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:20.789397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:21:20.790593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:20.847315] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.85%, Actual: 2.22%
[2025-11-25T12:21:20.860964] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:20.963295] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:21:20.987074] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 3.03% | Symbol ETA: 35.5s | Global ETA: 10m 16s
[2025-11-25T12:21:20.987357] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:21:20.988195] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:20.988334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:20.989067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:21.021333] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.40%, Actual: 1.76%
[2025-11-25T12:21:21.044814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:21.131682] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:21.139079] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:21:21.186974] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.06%
[2025-11-25T12:21:21.187285] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:21:21.188120] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:21:21.194244] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 0.23%
[2025-11-25T12:21:21.309460] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:21.365207] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 0.73%
[2025-11-25T12:21:21.365599] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 47.2040%
[2025-11-25T12:21:21.365810] [INFO ] [main      ] AGM: DISCARDED add_open_vs_close_liquidity_ratio (score: 47.20%)
[2025-11-25T12:21:21.365932] [INFO ] [main      ] AGM: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:21:21.366038] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_open_vs_prev_range_position']
[2025-11-25T12:21:21.366171] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:21:21.379695] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:21.380375] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:21:21.381332] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:21.381473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:21.382666] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:21:21.386371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:21.388218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:21.388747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:21.389161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:21.390049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:21.464834] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -2.37% | Symbol ETA: 4.1s | Global ETA: 10m 16s
[2025-11-25T12:21:21.465134] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:21:21.466004] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:21.466105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:21.470916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:21.474795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:21:21.478166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:21.525307] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:21:21.554145] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:21.592514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:21.593944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:21.649084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:21.654543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:21.670401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:21:21.671249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:21.679222] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -0.01% | Symbol ETA: 34.7s | Global ETA: 10m 16s
[2025-11-25T12:21:21.679507] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:21:21.680342] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:21.680481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:21.681283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:21.696171] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:21.737628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:21.752193] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.55%
[2025-11-25T12:21:21.752365] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:21:21.753166] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:21:21.821751] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:21:21.995459] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:22.023485] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:21:22.098681] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:21:22.098987] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:21:22.135245] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.75% | Symbol ETA: 16.8s | Global ETA: 10m 16s
[2025-11-25T12:21:22.135530] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:21:22.136371] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:22.136513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:22.141357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:22.143221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:22.143810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:22.144286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:22.145247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:22.198920] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:22.241279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:21:22.244823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:22.268443] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:22.270681] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:22.323098] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.50%
[2025-11-25T12:21:22.323451] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:21:22.324286] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:21:22.360473] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 3.2s | Global ETA: 10m 16s
[2025-11-25T12:21:22.360800] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:21:22.361877] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:22.362058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:22.367043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:22.397817] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -2.92% | Symbol ETA: 34.0s | Global ETA: 10m 16s
[2025-11-25T12:21:22.398126] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:21:22.398966] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:22.399105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:22.399879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:22.455692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:22.495367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:22.496851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:22.552529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:22.557303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:22.573272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:21:22.574347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:22.584851] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:21:22.663295] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:21:22.760709] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:22.796242] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:21:22.832847] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:22.888375] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.13%
[2025-11-25T12:21:22.888696] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:21:22.889515] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:21:22.908227] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.37% | Symbol ETA: 16.1s | Global ETA: 10m 16s
[2025-11-25T12:21:22.908528] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:21:22.909410] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:22.909563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:22.914710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:22.916692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:22.917316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:22.917848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:22.918864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:22.925250] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:21:22.967043] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:23.027969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:21:23.031700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:23.091008] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 3.53% | Symbol ETA: 33.3s | Global ETA: 10m 17s
[2025-11-25T12:21:23.091284] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:21:23.092121] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:23.092259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:23.093037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:23.099129] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:23.147663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:23.230558] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:21:23.255804] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.65% | Symbol ETA: 2.3s | Global ETA: 10m 17s
[2025-11-25T12:21:23.390589] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:21:23.399306] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:23.426835] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -2.36%, Actual: 1.04%
[2025-11-25T12:21:23.454415] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.68%
[2025-11-25T12:21:23.454769] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:21:23.455588] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:21:23.501755] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:21:23.571066] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:23.598597] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.50%, Actual: 1.19%
[2025-11-25T12:21:23.675855] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:23.715596] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 1.04% | Symbol ETA: 15.4s | Global ETA: 10m 17s
[2025-11-25T12:21:23.715921] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:21:23.716923] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:23.717100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:23.722763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:23.725001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:23.725624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:23.726141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:23.727198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:23.771668] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.09%, Actual: 1.80%
[2025-11-25T12:21:23.803420] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -1.33% | Symbol ETA: 32.6s | Global ETA: 10m 17s
[2025-11-25T12:21:23.803739] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:21:23.804571] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:23.804732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:23.805533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:23.808005] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:21:23.821358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:21:23.825048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:23.861175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:23.945322] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -3.02%, Actual: 0.97%
[2025-11-25T12:21:23.992210] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:24.051895] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: 0.22%
[2025-11-25T12:21:24.052173] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:21:24.053136] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:21:24.117405] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 1.00%, Actual: 2.38%
[2025-11-25T12:21:24.201678] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:21:24.221034] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:21:24.295998] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 2.00%
[2025-11-25T12:21:24.387092] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:24.398187] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:24.416953] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:21:24.482151] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.86%
[2025-11-25T12:21:24.528899] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -1.46% | Symbol ETA: 14.7s | Global ETA: 10m 17s
[2025-11-25T12:21:24.529201] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:21:24.529690] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 1.82% | Symbol ETA: 31.9s | Global ETA: 10m 17s
[2025-11-25T12:21:24.529842] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:21:24.530597] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:24.530805] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:24.530746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:24.530879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:24.531759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:24.536681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:24.538809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:24.539390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:24.539905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:24.540908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:24.589710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:24.602314] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:24.632752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:21:24.636447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:24.659545] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -2.37%, Actual: 0.11%
[2025-11-25T12:21:24.660552] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.03%
[2025-11-25T12:21:24.837298] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.11%, Actual: 0.30%
[2025-11-25T12:21:24.844915] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.02%, Actual: 0.44%
[2025-11-25T12:21:24.947518] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:21:24.994401] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:21:25.029066] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.65%, Actual: 1.77%
[2025-11-25T12:21:25.029702] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 30.6823%
[2025-11-25T12:21:25.029867] [INFO ] [main      ] APD: DISCARDED add_sma_ratio (score: 30.68%)
[2025-11-25T12:21:25.029985] [INFO ] [main      ] APD: Testing feature 45/53: add_true_range
[2025-11-25T12:21:25.030044] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_true_range']
[2025-11-25T12:21:25.030189] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:21:25.030406] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 0.67%
[2025-11-25T12:21:25.043733] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:25.044365] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:21:25.045370] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:25.045528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:25.051312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:25.137039] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:25.170704] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:25.189677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:25.191140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:25.214006] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.29%, Actual: 0.23%
[2025-11-25T12:21:25.250957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:25.255884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:25.267659] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.87% | Symbol ETA: 31.2s | Global ETA: 10m 17s
[2025-11-25T12:21:25.267965] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:21:25.268919] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:25.269070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:25.269886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:25.271609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:25.273613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:25.307927] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -0.56% | Symbol ETA: 13.9s | Global ETA: 10m 17s
[2025-11-25T12:21:25.308277] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:21:25.309362] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:25.309532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:25.316246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:25.318729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:25.319405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:25.320058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:25.321234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:25.325460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:25.394989] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 0.33%
[2025-11-25T12:21:25.410066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:21:25.413438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:25.573190] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 0.51%
[2025-11-25T12:21:25.625360] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:21:25.674253] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:21:25.751164] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.50%, Actual: 0.30%
[2025-11-25T12:21:25.776930] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:21:25.801978] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:25.850894] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:25.929318] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.13%, Actual: 0.74%
[2025-11-25T12:21:25.966603] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:25.967865] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -3.48% | Symbol ETA: 10.3s | Global ETA: 10m 17s
[2025-11-25T12:21:25.968162] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:21:25.969006] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:25.969146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:25.973941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:25.976013] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -7.53% | Symbol ETA: 30.5s | Global ETA: 10m 17s
[2025-11-25T12:21:26.094903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:26.096222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:26.097349] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 0.84% | Symbol ETA: 13.1s | Global ETA: 10m 17s
[2025-11-25T12:21:26.097662] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:21:26.098531] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:26.098693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:26.104079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:26.104991] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 0.21%
[2025-11-25T12:21:26.106179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:26.106962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:26.107487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:26.108496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:26.148848] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 1.12%, Actual: 1.13%
[2025-11-25T12:21:26.151502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:26.156375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:26.172311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:26.174022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:26.197326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:21:26.200790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:26.285461] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 0.13%
[2025-11-25T12:21:26.324344] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -4.93%, Actual: 2.96%
[2025-11-25T12:21:26.470786] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 0.38%
[2025-11-25T12:21:26.471209] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 37.4553%
[2025-11-25T12:21:26.471342] [INFO ] [main      ] CMSC: Baseline score (no features): 37.4553%
[2025-11-25T12:21:26.471457] [INFO ] [main      ] CMSC: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:26.471566] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T12:21:26.471668] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:21:26.486272] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:26.486850] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:21:26.487838] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:21:26.487954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:26.493204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:26.500319] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 3.03%, Actual: 0.65%
[2025-11-25T12:21:26.514396] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:21:26.553231] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:21:26.674677] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 1.15%
[2025-11-25T12:21:26.685679] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:26.735087] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:26.852768] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -2.92%, Actual: 0.81%
[2025-11-25T12:21:26.860882] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 1.21% | Symbol ETA: 9.2s | Global ETA: 10m 17s
[2025-11-25T12:21:26.861149] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:21:26.862183] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:26.862323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:26.863095] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:21:26.867495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:26.875250] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.66% | Symbol ETA: 12.4s | Global ETA: 10m 17s
[2025-11-25T12:21:26.875365] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:21:26.876414] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:26.876493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:26.882023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:26.884060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:26.884595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:26.885047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:26.886262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:26.977215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:21:26.980900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:27.000118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:27.001525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:27.035018] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 3.53%, Actual: 0.36%
[2025-11-25T12:21:27.047101] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:27.060249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:27.065730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:27.082987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:27.085114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:27.109740] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 5m 29s | Global ETA: 10m 17s
[2025-11-25T12:21:27.109892] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:21:27.110665] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:21:27.110738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:27.115709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:27.218569] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -1.33%, Actual: 1.98%
[2025-11-25T12:21:27.349308] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:21:27.390906] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 1.82%, Actual: 1.35%
[2025-11-25T12:21:27.436560] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:21:27.478926] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:21:27.524506] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:27.563856] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.87%, Actual: 0.67%
[2025-11-25T12:21:27.609484] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:27.654500] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:27.657594] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.92% | Symbol ETA: 11.6s | Global ETA: 10m 17s
[2025-11-25T12:21:27.657760] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:21:27.658547] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:27.658617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:27.663429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:27.665192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:27.665713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:27.666120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:27.666987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:27.716193] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.25% | Symbol ETA: 5m 24s | Global ETA: 10m 17s
[2025-11-25T12:21:27.716350] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:21:27.717200] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:21:27.717277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:27.722345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:27.734840] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -7.53%, Actual: 0.41%
[2025-11-25T12:21:27.735168] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 34.8975%
[2025-11-25T12:21:27.735330] [INFO ] [main      ] CBT: DISCARDED add_gap_resolution_state (score: 34.90%)
[2025-11-25T12:21:27.735447] [INFO ] [main      ] CBT: Testing feature 13/53: add_gaps
[2025-11-25T12:21:27.735553] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_gaps']
[2025-11-25T12:21:27.735675] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:21:27.749216] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:27.749822] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:21:27.750089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:21:27.750764] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:27.750913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:27.751724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:21:27.752518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:27.753347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:27.774888] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -1.89% | Symbol ETA: 8.3s | Global ETA: 10m 17s
[2025-11-25T12:21:27.775030] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:21:27.775792] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:27.776008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:27.780788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:27.904557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:27.905748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:27.963492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:27.968456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:27.984861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:27.986764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:28.075416] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:21:28.100440] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:21:28.106411] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:21:28.246435] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:28.281988] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:28.288600] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:28.308165] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 5m 20s | Global ETA: 10m 18s
[2025-11-25T12:21:28.308471] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:21:28.309304] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:21:28.309445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:28.314301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:28.336014] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:21:28.410866] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.85% | Symbol ETA: 35.6s | Global ETA: 10m 18s
[2025-11-25T12:21:28.411178] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:21:28.412078] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:28.412219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:28.413028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:21:28.413859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:28.435535] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 1.32% | Symbol ETA: 10.8s | Global ETA: 10m 18s
[2025-11-25T12:21:28.435868] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:21:28.436784] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:28.436938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:28.442379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:28.444424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:28.445060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:28.445568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:28.446552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:28.508252] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:28.542121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:21:28.545739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:28.660538] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:21:28.676535] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -3.07% | Symbol ETA: 7.4s | Global ETA: 10m 18s
[2025-11-25T12:21:28.676725] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:21:28.677686] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:28.677826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:28.683064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:28.766605] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:21:28.806787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:28.808191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:28.832813] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:28.864117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:28.868925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:28.884964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:28.887130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:28.894290] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 5m 17s | Global ETA: 10m 18s
[2025-11-25T12:21:28.894613] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:21:28.895554] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:21:28.895710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:28.896083] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:21:28.901301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:28.937320] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:29.067277] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -5.46% | Symbol ETA: 34.9s | Global ETA: 10m 18s
[2025-11-25T12:21:29.067571] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:21:29.068440] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:29.068545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:29.068312] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:29.069328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:21:29.070138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:29.214223] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 1.49% | Symbol ETA: 10.0s | Global ETA: 10m 18s
[2025-11-25T12:21:29.237185] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:21:29.260064] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:21:29.389287] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.75%, Actual: 0.70%
[2025-11-25T12:21:29.410317] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:29.412709] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:21:29.429311] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:29.488885] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 5m 15s | Global ETA: 10m 18s
[2025-11-25T12:21:29.489167] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:21:29.490020] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:21:29.490159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:29.495016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:29.567228] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.37%, Actual: 0.20%
[2025-11-25T12:21:29.570625] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.83% | Symbol ETA: 6.5s | Global ETA: 10m 18s
[2025-11-25T12:21:29.570936] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:21:29.571798] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:29.571955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:29.576979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:29.583056] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:29.703196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:29.704784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:29.708773] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 2.05% | Symbol ETA: 34.2s | Global ETA: 10m 18s
[2025-11-25T12:21:29.709054] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:21:29.709857] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:29.710002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:29.710778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:21:29.711561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:29.738346] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 2.33%
[2025-11-25T12:21:29.760974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:29.766438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:29.782692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:29.784927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:29.838414] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:21:29.909184] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 0.97%
[2025-11-25T12:21:30.008835] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:30.051075] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:21:30.068029] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.46% | Symbol ETA: 5m 13s | Global ETA: 10m 18s
[2025-11-25T12:21:30.068349] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:21:30.069348] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:21:30.069494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:30.074458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:30.080161] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -0.56%, Actual: 1.23%
[2025-11-25T12:21:30.129628] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:21:30.221120] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:30.248487] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 0.84%, Actual: 0.19%
[2025-11-25T12:21:30.297849] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:30.345817] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 33.5s | Global ETA: 10m 18s
[2025-11-25T12:21:30.346112] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:21:30.347172] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:30.347313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:30.348096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:21:30.349111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:30.417240] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.66%, Actual: 2.22%
[2025-11-25T12:21:30.458676] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.79% | Symbol ETA: 5.6s | Global ETA: 10m 18s
[2025-11-25T12:21:30.458990] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:21:30.460464] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:30.460608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:30.462842] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:21:30.465447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:30.585009] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 1.76%
[2025-11-25T12:21:30.585630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:30.587108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:30.640773] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:30.642031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:30.647415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:30.666774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:30.669304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:30.702298] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 5m 15s | Global ETA: 10m 18s
[2025-11-25T12:21:30.702596] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:21:30.703741] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:21:30.703886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:30.708575] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:21:30.709494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:30.756608] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 1.32%, Actual: 0.23%
[2025-11-25T12:21:30.877977] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:30.927679] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 1.49%, Actual: 0.73%
[2025-11-25T12:21:30.928095] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 39.2523%
[2025-11-25T12:21:30.928288] [INFO ] [main      ] AGM: DISCARDED add_open_vs_prev_range_position (score: 39.25%)
[2025-11-25T12:21:30.928605] [INFO ] [main      ] AGM: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:21:30.928728] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_overnight_gap_amplitude']
[2025-11-25T12:21:30.928843] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:21:30.943125] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:30.943775] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:21:30.944718] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:30.944822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:30.949884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:30.952084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:30.952606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:30.953045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:30.954042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:31.007245] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -4.13% | Symbol ETA: 32.9s | Global ETA: 10m 18s
[2025-11-25T12:21:31.007767] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:21:31.008589] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:31.008743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:31.009503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:21:31.010314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:31.032899] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:21:31.042844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:21:31.043903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:31.076610] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:21:31.223148] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:31.266732] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:31.331635] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 5m 16s | Global ETA: 10m 18s
[2025-11-25T12:21:31.332001] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:21:31.333017] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:21:31.333174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:31.338714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:31.350967] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:21:31.385121] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:21:31.392628] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 2.50% | Symbol ETA: 4.7s | Global ETA: 10m 18s
[2025-11-25T12:21:31.392953] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:21:31.394365] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:31.394518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:31.399579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:31.522440] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:31.532474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:31.533924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:31.558664] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:31.591053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:31.596000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:31.612775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:31.615013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:31.645953] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 4.75% | Symbol ETA: 32.2s | Global ETA: 10m 18s
[2025-11-25T12:21:31.646223] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:21:31.647079] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:31.647217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:31.647997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:21:31.648868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:31.697998] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 16.3s | Global ETA: 10m 18s
[2025-11-25T12:21:31.698328] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:21:31.699233] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:31.699387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:31.704196] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:21:31.704907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:31.707280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:31.707959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:31.708476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:31.709523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:31.808521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:21:31.809707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:31.891457] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:31.952543] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 5m 16s | Global ETA: 10m 18s
[2025-11-25T12:21:31.952851] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:21:31.953711] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:21:31.953798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:31.959252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:31.989748] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:21:31.996618] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:21:32.163055] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:21:32.173662] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:32.186001] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:32.306632] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -0.30% | Symbol ETA: 31.6s | Global ETA: 10m 18s
[2025-11-25T12:21:32.306944] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:21:32.307819] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:32.307957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:32.308735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:21:32.309552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:32.320272] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:21:32.335882] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -2.98% | Symbol ETA: 3.8s | Global ETA: 10m 18s
[2025-11-25T12:21:32.336177] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:21:32.337079] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:32.337230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:32.337979] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:32.342412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:32.469340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:32.470820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:32.480585] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.06% | Symbol ETA: 15.7s | Global ETA: 10m 18s
[2025-11-25T12:21:32.480911] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:21:32.481794] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:32.481936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:32.486876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:32.488738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:32.489312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:32.489812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:32.490780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:32.503142] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:32.529383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:32.534515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:32.552341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:32.554886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:32.568357] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 5m 16s | Global ETA: 10m 18s
[2025-11-25T12:21:32.581043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:21:32.582491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:32.660822] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:21:32.754706] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.11%, Actual: 0.44%
[2025-11-25T12:21:32.839148] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:32.924851] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:21:32.943267] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.67%
[2025-11-25T12:21:32.947331] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:21:32.972447] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 1.47% | Symbol ETA: 31.0s | Global ETA: 10m 18s
[2025-11-25T12:21:32.972763] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:21:32.973634] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:32.973789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:32.974554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:21:32.975360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:33.107126] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:33.127769] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.23%
[2025-11-25T12:21:33.146974] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:33.269673] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 3.89% | Symbol ETA: 2.9s | Global ETA: 10m 18s
[2025-11-25T12:21:33.269975] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:21:33.270831] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:33.270973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:33.275860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:33.289901] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.45% | Symbol ETA: 15.0s | Global ETA: 10m 18s
[2025-11-25T12:21:33.290065] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:21:33.290876] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:33.290962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:33.296462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:33.298380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:33.298923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:33.299347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:33.300584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:33.306732] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 0.33%
[2025-11-25T12:21:33.326976] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:21:33.389188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:21:33.390153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:33.398205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:33.399565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:33.455304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:33.460962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:33.478244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:33.480893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:33.493476] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 0.51%
[2025-11-25T12:21:33.502965] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:33.626478] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 30.3s | Global ETA: 10m 19s
[2025-11-25T12:21:33.626627] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:21:33.627462] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:33.627553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:33.628300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:21:33.629214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:33.673238] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.30%
[2025-11-25T12:21:33.748154] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:21:33.836417] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:21:33.856311] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.74%
[2025-11-25T12:21:33.938067] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:33.978586] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:21:34.012884] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:34.036132] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.21%
[2025-11-25T12:21:34.084578] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.35% | Symbol ETA: 14.3s | Global ETA: 10m 19s
[2025-11-25T12:21:34.084923] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:21:34.085903] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:34.086072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:34.091568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:34.093776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:34.094448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:34.094981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:34.096027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:34.151084] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:34.176736] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.18% | Symbol ETA: 2.0s | Global ETA: 10m 19s
[2025-11-25T12:21:34.189717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:21:34.190918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:34.208744] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: 0.31%, Actual: 0.13%
[2025-11-25T12:21:34.282139] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -3.21% | Symbol ETA: 29.6s | Global ETA: 10m 19s
[2025-11-25T12:21:34.352807] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -3.48%, Actual: 1.04%
[2025-11-25T12:21:34.384207] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 0.38%
[2025-11-25T12:21:34.384667] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 46.9797%
[2025-11-25T12:21:34.384806] [INFO ] [main      ] CMSC: KEPT add_afternoon_v_morning_volatility_mix (score: 46.98%)
[2025-11-25T12:21:34.384923] [INFO ] [main      ] CMSC: Testing feature 2/53: add_atr
[2025-11-25T12:21:34.385030] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T12:21:34.385140] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:21:34.399955] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:34.400526] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:21:34.401525] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:34.401686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:34.406926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:34.408955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:34.409557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:34.456540] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.85%, Actual: 1.13%
[2025-11-25T12:21:34.544859] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 1.21%, Actual: 1.19%
[2025-11-25T12:21:34.563001] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:21:34.627675] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -5.46%, Actual: 2.96%
[2025-11-25T12:21:34.743248] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:34.764511] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -1.89%, Actual: 1.80%
[2025-11-25T12:21:34.765607] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:21:34.799083] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 2.05%, Actual: 0.65%
[2025-11-25T12:21:34.884219] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -3.62% | Symbol ETA: 13.5s | Global ETA: 10m 19s
[2025-11-25T12:21:34.884536] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:21:34.885417] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:34.885567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:34.890881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:34.893004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:34.893734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:34.894293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:34.895340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:34.945981] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:34.965718] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -3.07%, Actual: 0.97%
[2025-11-25T12:21:34.968473] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 0.20%, Actual: 1.15%
[2025-11-25T12:21:34.985572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:21:34.986769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:35.013507] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 6m 49s | Global ETA: 10m 19s
[2025-11-25T12:21:35.013831] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:21:35.014716] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:35.014857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:35.019857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:35.021777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:35.022381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:35.138788] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -4.13%, Actual: 0.81%
[2025-11-25T12:21:35.145286] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.83%, Actual: 2.38%
[2025-11-25T12:21:35.307724] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 4.75%, Actual: 0.36%
[2025-11-25T12:21:35.326734] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.79%, Actual: 2.00%
[2025-11-25T12:21:35.351451] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:21:35.372052] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:21:35.477122] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -0.30%, Actual: 1.98%
[2025-11-25T12:21:35.506512] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 2.50%, Actual: 0.86%
[2025-11-25T12:21:35.530394] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:35.548265] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:35.611770] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 6m 48s | Global ETA: 10m 19s
[2025-11-25T12:21:35.611915] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:21:35.612709] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:35.612786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:35.617885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:35.619760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:35.620263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:35.671123] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.45% | Symbol ETA: 12.7s | Global ETA: 10m 19s
[2025-11-25T12:21:35.671392] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:21:35.672264] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:35.672407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:35.677489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:35.679479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:35.680081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:35.680568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:35.681532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:35.686785] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -2.98%, Actual: 0.11%
[2025-11-25T12:21:35.706929] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 1.47%, Actual: 1.35%
[2025-11-25T12:21:35.770242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:21:35.771351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:35.865389] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 3.89%, Actual: 0.30%
[2025-11-25T12:21:35.877683] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.67%
[2025-11-25T12:21:35.972959] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:21:36.042452] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 1.77%
[2025-11-25T12:21:36.042893] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 38.7845%
[2025-11-25T12:21:36.043067] [INFO ] [main      ] APD: DISCARDED add_true_range (score: 38.78%)
[2025-11-25T12:21:36.043185] [INFO ] [main      ] APD: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:21:36.043240] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_vol_of_vol']
[2025-11-25T12:21:36.043351] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:21:36.050579] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -3.21%, Actual: 0.41%
[2025-11-25T12:21:36.050865] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 36.4176%
[2025-11-25T12:21:36.051127] [INFO ] [main      ] CBT: DISCARDED add_gaps (score: 36.42%)
[2025-11-25T12:21:36.051264] [INFO ] [main      ] CBT: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:21:36.051388] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies']
[2025-11-25T12:21:36.051494] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:21:36.056720] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:36.057532] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:21:36.058505] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:36.058667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:36.063696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:36.065081] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:36.065822] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:21:36.066756] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:36.066893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:36.067737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:21:36.069043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:36.134042] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:21:36.166148] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:36.191501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:36.192854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:36.231122] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 6m 48s | Global ETA: 10m 19s
[2025-11-25T12:21:36.231433] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:21:36.232400] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:36.232574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:36.239064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:36.241160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:36.241795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:36.250594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:36.255443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:36.271478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:21:36.273070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:36.315889] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:36.415223] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:21:36.450221] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.53% | Symbol ETA: 11.9s | Global ETA: 10m 19s
[2025-11-25T12:21:36.450526] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:21:36.451442] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:36.451592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:36.456900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:36.459004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:36.459638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:36.460160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:36.461171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:36.550010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:21:36.551198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:36.586597] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:36.606848] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:21:36.623279] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:21:36.716174] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 0.57% | Symbol ETA: 30.8s | Global ETA: 10m 19s
[2025-11-25T12:21:36.716341] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:21:36.717230] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:36.717410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:36.718198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:21:36.719476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:36.784831] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:36.797912] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:36.848608] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 6m 47s | Global ETA: 10m 19s
[2025-11-25T12:21:36.848882] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:21:36.849786] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:36.849929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:36.857145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:36.859837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:36.860375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:36.912734] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:21:36.982804] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 1.48% | Symbol ETA: 10.0s | Global ETA: 10m 19s
[2025-11-25T12:21:36.983058] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:21:36.983923] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:36.984061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:36.989566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:37.072341] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:21:37.090050] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:37.113330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:37.114485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:37.177604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:37.184686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:37.201527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:21:37.203083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:37.220524] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.34% | Symbol ETA: 11.1s | Global ETA: 10m 19s
[2025-11-25T12:21:37.220858] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:21:37.221717] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:37.221858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:37.226856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:37.228780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:37.229355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:37.229996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:37.230605] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:21:37.231091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:37.242758] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:37.323495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:21:37.324550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:37.379196] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -1.26% | Symbol ETA: 30.2s | Global ETA: 10m 19s
[2025-11-25T12:21:37.379484] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:21:37.380333] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:37.380471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:37.381477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:21:37.382732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:37.420386] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:37.489695] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 6m 47s | Global ETA: 10m 19s
[2025-11-25T12:21:37.490222] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:21:37.491342] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:37.491616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:37.496958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:37.499103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:37.499633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:37.570976] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:21:37.680098] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:21:37.723226] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:21:37.743525] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:37.848501] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:37.858042] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:21:37.889456] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:37.905393] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 9.1s | Global ETA: 10m 19s
[2025-11-25T12:21:37.905705] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:21:37.906579] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:37.906741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:37.913584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:37.980736] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 1.04% | Symbol ETA: 10.3s | Global ETA: 10m 19s
[2025-11-25T12:21:37.981039] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:21:37.981889] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:37.982030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:37.986940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:37.988851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:37.989419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:37.989917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:37.990866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:38.015416] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 1.64% | Symbol ETA: 29.5s | Global ETA: 10m 19s
[2025-11-25T12:21:38.015702] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:21:38.016524] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:38.016681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:38.017630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:21:38.019497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:38.037824] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:38.068980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:38.070189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:38.078042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:21:38.079161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:38.102827] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 6m 46s | Global ETA: 10m 19s
[2025-11-25T12:21:38.103152] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:21:38.104098] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:38.104242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:38.110149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:38.112278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:38.112910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:38.125951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:38.130249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:38.146079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:21:38.147224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:38.377585] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:21:38.426847] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:21:38.476518] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:21:38.485782] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:21:38.547570] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:38.597776] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:38.653751] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:38.655604] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:38.671777] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -0.21% | Symbol ETA: 28.9s | Global ETA: 10m 20s
[2025-11-25T12:21:38.672053] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:21:38.672922] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:38.673059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:38.673827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:21:38.675064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:38.716754] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 6m 45s | Global ETA: 10m 20s
[2025-11-25T12:21:38.717078] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:21:38.717973] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:38.718134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:38.723844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:38.725800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:38.726411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:38.737938] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 9.6s | Global ETA: 10m 20s
[2025-11-25T12:21:38.812663] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -1.76% | Symbol ETA: 8.1s | Global ETA: 10m 20s
[2025-11-25T12:21:38.812948] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:21:38.813774] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:38.813914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:38.818747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:38.913838] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 0.70%
[2025-11-25T12:21:38.941036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:38.942231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:38.997321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:39.001779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:39.013578] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:21:39.017422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:21:39.018840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:39.087545] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:21:39.089876] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.06%, Actual: 0.20%
[2025-11-25T12:21:39.183502] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:39.259121] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 2.33%
[2025-11-25T12:21:39.267617] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:39.311128] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -4.04% | Symbol ETA: 28.2s | Global ETA: 10m 20s
[2025-11-25T12:21:39.311409] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:21:39.312254] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:39.312389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:39.313103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:21:39.314336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:39.330828] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 6m 45s | Global ETA: 10m 20s
[2025-11-25T12:21:39.331126] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:21:39.332018] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:39.332165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:39.337770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:39.339725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:39.340320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:39.362020] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:21:39.427455] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.35%, Actual: 0.97%
[2025-11-25T12:21:39.531284] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:39.598238] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -3.62%, Actual: 1.23%
[2025-11-25T12:21:39.653485] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:21:39.688718] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -3.95% | Symbol ETA: 7.2s | Global ETA: 10m 20s
[2025-11-25T12:21:39.688871] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:21:39.689762] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:39.689841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:39.694896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:39.701450] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:21:39.766774] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.45%, Actual: 0.19%
[2025-11-25T12:21:39.816131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:39.817383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:39.819941] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:39.877776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:39.882460] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:39.882850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:39.898901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:21:39.900133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:39.937258] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.53%, Actual: 2.22%
[2025-11-25T12:21:39.944033] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 3.93% | Symbol ETA: 27.5s | Global ETA: 10m 20s
[2025-11-25T12:21:39.944348] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:21:39.945189] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:39.945332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:39.946096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:21:39.946508] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 6m 44s | Global ETA: 10m 20s
[2025-11-25T12:21:39.946823] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:21:39.947351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:39.947817] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:39.947976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:39.953185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:39.955129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:39.955737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:40.107946] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 1.76%
[2025-11-25T12:21:40.267250] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:21:40.279482] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 1.04%, Actual: 0.23%
[2025-11-25T12:21:40.285771] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:21:40.317067] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:21:40.448527] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.52%, Actual: 0.73%
[2025-11-25T12:21:40.448926] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 31.8741%
[2025-11-25T12:21:40.449105] [INFO ] [main      ] AGM: DISCARDED add_overnight_gap_amplitude (score: 31.87%)
[2025-11-25T12:21:40.449222] [INFO ] [main      ] AGM: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:21:40.449334] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_overnight_gap_mag']
[2025-11-25T12:21:40.449449] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:21:40.453536] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:40.454917] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:40.463039] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:40.463538] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:21:40.464445] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:40.464524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:40.469425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:40.471296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:40.471834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:40.472241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:40.473127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:40.494083] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:40.555197] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 6m 44s | Global ETA: 10m 20s
[2025-11-25T12:21:40.561083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:21:40.562082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:40.576990] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -4.51% | Symbol ETA: 26.9s | Global ETA: 10m 20s
[2025-11-25T12:21:40.577326] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:21:40.578167] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:40.578303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:40.579078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:21:40.580324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:40.634890] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 0.27% | Symbol ETA: 6.3s | Global ETA: 10m 20s
[2025-11-25T12:21:40.635159] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:21:40.636009] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:40.636149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:40.641776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:40.732246] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.66%, Actual: 0.44%
[2025-11-25T12:21:40.765729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:40.767261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:40.822349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:40.826778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:40.842285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:21:40.843583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:40.905152] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:21:40.909953] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 0.67%
[2025-11-25T12:21:40.925029] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:21:41.076622] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:41.092586] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.23%
[2025-11-25T12:21:41.107899] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:41.190991] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:21:41.209159] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -0.70% | Symbol ETA: 15.5s | Global ETA: 10m 20s
[2025-11-25T12:21:41.209453] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:21:41.210282] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:41.210426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:41.215319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:41.217188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:41.217814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:41.218293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:41.219275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:41.242379] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.95% | Symbol ETA: 26.2s | Global ETA: 10m 20s
[2025-11-25T12:21:41.242698] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:21:41.243605] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:41.243775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:41.244679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:21:41.245964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:41.270958] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.33%
[2025-11-25T12:21:41.303388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:21:41.304234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:41.360915] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:41.466328] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 0.51%
[2025-11-25T12:21:41.517092] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 5.4s | Global ETA: 10m 20s
[2025-11-25T12:21:41.517393] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:21:41.518266] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:41.518418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:41.523334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:41.611376] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:21:41.646067] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.50%, Actual: 0.30%
[2025-11-25T12:21:41.646332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:41.647712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:41.647801] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:21:41.704393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:41.709278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:41.725459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:21:41.726636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:41.792276] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:41.819917] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:41.831420] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 0.74%
[2025-11-25T12:21:41.927116] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 2.88% | Symbol ETA: 25.6s | Global ETA: 10m 20s
[2025-11-25T12:21:41.927484] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:21:41.928458] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:41.928627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:41.929465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:21:41.930822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:41.962107] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 14.8s | Global ETA: 10m 20s
[2025-11-25T12:21:41.962368] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:21:41.963154] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:41.963295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:41.968165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:41.970040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:41.970609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:41.971104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:41.972055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:42.012253] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.21%
[2025-11-25T12:21:42.057454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:21:42.058475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:42.078760] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:21:42.191230] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 0.13%
[2025-11-25T12:21:42.252610] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:42.295914] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:21:42.372878] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 0.38%
[2025-11-25T12:21:42.373424] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 43.8264%
[2025-11-25T12:21:42.373596] [INFO ] [main      ] CMSC: DISCARDED add_atr (score: 43.83%)
[2025-11-25T12:21:42.373759] [INFO ] [main      ] CMSC: Testing feature 3/53: add_atr_10
[2025-11-25T12:21:42.373869] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-25T12:21:42.373982] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:21:42.389969] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:42.390564] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:21:42.391591] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:42.391759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:42.397077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:42.398851] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:21:42.399200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:21:42.399845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:42.411028] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.79% | Symbol ETA: 4.4s | Global ETA: 10m 20s
[2025-11-25T12:21:42.411305] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:21:42.412153] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:42.412295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:42.417187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:42.479727] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:42.540874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:42.542284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:42.567794] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:42.596780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:42.601621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:42.611119] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -8.24% | Symbol ETA: 24.9s | Global ETA: 10m 20s
[2025-11-25T12:21:42.618777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:21:42.620280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:42.706888] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.63% | Symbol ETA: 14.0s | Global ETA: 10m 20s
[2025-11-25T12:21:42.707067] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:21:42.707858] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:42.708075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:42.713309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:42.715225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:42.715827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:42.716305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:42.717271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:42.751477] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:21:42.789452] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 0.57%, Actual: 1.13%
[2025-11-25T12:21:42.803304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:21:42.804494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:42.919908] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:42.968291] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:21:42.970234] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -1.26%, Actual: 2.96%
[2025-11-25T12:21:42.984743] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.58% | Symbol ETA: 3m 25s | Global ETA: 10m 20s
[2025-11-25T12:21:42.984882] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:21:42.985632] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:42.985749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:42.990511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:42.992448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:21:42.993027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:43.141068] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:43.143453] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 1.64%, Actual: 0.65%
[2025-11-25T12:21:43.158636] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:21:43.293773] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 3.5s | Global ETA: 10m 20s
[2025-11-25T12:21:43.294042] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:21:43.294882] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:43.295022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:43.299826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:43.317256] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 1.15%
[2025-11-25T12:21:43.330185] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:21:43.341360] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:43.420125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:43.421306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:43.476311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:43.480181] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 13.3s | Global ETA: 10m 20s
[2025-11-25T12:21:43.480493] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:21:43.480722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:43.481371] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:43.481456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:43.486935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:43.488879] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -4.04%, Actual: 0.81%
[2025-11-25T12:21:43.489264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:43.489873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:43.490411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:43.491509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:43.495926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:21:43.497285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:43.504771] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:43.569199] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 3m 24s | Global ETA: 10m 20s
[2025-11-25T12:21:43.569491] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:21:43.570369] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:43.570517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:43.575813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:43.577787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:21:43.578372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:43.583462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:21:43.584670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:43.657394] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 3.93%, Actual: 0.36%
[2025-11-25T12:21:43.826778] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -4.51%, Actual: 1.98%
[2025-11-25T12:21:43.852796] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:21:43.929186] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:21:43.939072] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:21:43.994597] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.95%, Actual: 1.35%
[2025-11-25T12:21:44.031242] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:44.106957] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:44.115588] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:44.166170] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 2.88%, Actual: 0.67%
[2025-11-25T12:21:44.169696] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 3m 24s | Global ETA: 10m 21s
[2025-11-25T12:21:44.170006] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:21:44.170893] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:44.171037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:44.176084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:44.178017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:21:44.178591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:44.190352] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: -1.28% | Symbol ETA: 2.6s | Global ETA: 10m 21s
[2025-11-25T12:21:44.190688] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:21:44.191539] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:44.191705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:44.196883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:44.254062] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.31% | Symbol ETA: 12.6s | Global ETA: 10m 21s
[2025-11-25T12:21:44.254410] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:21:44.255334] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:44.255484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:44.260867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:44.262988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:44.263674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:44.264136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:44.265198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:44.326710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:44.328179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:44.339072] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -8.24%, Actual: 0.41%
[2025-11-25T12:21:44.339476] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 32.3416%
[2025-11-25T12:21:44.339665] [INFO ] [main      ] CBT: DISCARDED add_intraday_skewness_proxies (score: 32.34%)
[2025-11-25T12:21:44.339783] [INFO ] [main      ] CBT: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:21:44.339890] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile']
[2025-11-25T12:21:44.339959] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:21:44.354898] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:44.355328] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:21:44.356176] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:44.356464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:44.357246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:44.358949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:21:44.360062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:44.387510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:44.392306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:44.409159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:21:44.410445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:44.442607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:44.538455] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:21:44.712833] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:44.720104] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:21:44.761792] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:21:44.777208] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 3m 23s | Global ETA: 10m 21s
[2025-11-25T12:21:44.777510] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:21:44.778389] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:44.778539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:44.781982] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:21:44.783798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:44.785925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:21:44.786556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:44.900498] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:44.934992] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:44.951892] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:45.035123] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.47% | Symbol ETA: 11.9s | Global ETA: 10m 21s
[2025-11-25T12:21:45.035432] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:21:45.036410] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:45.036567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:45.042005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:45.044064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:45.044750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:45.045260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:45.046441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:45.078665] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.88% | Symbol ETA: 29.0s | Global ETA: 10m 21s
[2025-11-25T12:21:45.078962] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:21:45.079812] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:45.080010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:45.080789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:45.089717] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.62% | Symbol ETA: 1.7s | Global ETA: 10m 21s
[2025-11-25T12:21:45.138851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:21:45.139137] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:21:45.139960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:45.166117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:45.265594] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 1.48%, Actual: 1.04%
[2025-11-25T12:21:45.315210] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:45.378162] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 3m 23s | Global ETA: 10m 21s
[2025-11-25T12:21:45.378476] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:21:45.379265] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:45.379439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:45.384723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:45.386632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:21:45.387270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:45.439969] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 1.19%
[2025-11-25T12:21:45.478467] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:21:45.508117] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:21:45.620098] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -1.76%, Actual: 1.80%
[2025-11-25T12:21:45.672356] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:45.683889] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:45.794458] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:21:45.803609] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 11.1s | Global ETA: 10m 21s
[2025-11-25T12:21:45.803781] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:21:45.804529] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:45.804600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:45.808161] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -3.95%, Actual: 0.97%
[2025-11-25T12:21:45.809471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:45.811408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:45.812028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:45.812527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:45.812864] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.65% | Symbol ETA: 28.3s | Global ETA: 10m 21s
[2025-11-25T12:21:45.813050] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:21:45.813472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:45.813818] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:45.813893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:45.814564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:45.898596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:21:45.899638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:45.903226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:45.976031] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:45.982776] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 0.27%, Actual: 2.38%
[2025-11-25T12:21:46.040304] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 3m 22s | Global ETA: 10m 21s
[2025-11-25T12:21:46.040462] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:21:46.041293] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:46.041518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:46.046694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:46.048706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:21:46.049202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:46.154483] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 2.00%
[2025-11-25T12:21:46.247043] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:21:46.306419] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:21:46.329513] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.79%, Actual: 0.86%
[2025-11-25T12:21:46.411588] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:21:46.425827] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:46.480722] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:46.514416] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.11%
[2025-11-25T12:21:46.550437] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 1.21% | Symbol ETA: 27.6s | Global ETA: 10m 21s
[2025-11-25T12:21:46.550745] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:21:46.551556] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:46.551714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:46.552466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:46.591987] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:46.614074] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.96% | Symbol ETA: 10.4s | Global ETA: 10m 21s
[2025-11-25T12:21:46.614379] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:21:46.615261] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:46.615411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:46.620456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:46.622848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:46.623582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:46.624104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:46.625105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:46.635282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:46.656301] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 3m 22s | Global ETA: 10m 21s
[2025-11-25T12:21:46.656614] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:21:46.657450] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:46.657598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:46.662861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:46.664850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:21:46.665466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:46.687145] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: -1.28%, Actual: 0.30%
[2025-11-25T12:21:46.709711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:21:46.710816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:46.860901] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.62%, Actual: 1.77%
[2025-11-25T12:21:46.861322] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 46.8152%
[2025-11-25T12:21:46.861487] [INFO ] [main      ] APD: DISCARDED add_vol_of_vol (score: 46.82%)
[2025-11-25T12:21:46.861606] [INFO ] [main      ] APD: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:21:46.861734] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_volatility_decay_ratio']
[2025-11-25T12:21:46.861853] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:21:46.875543] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:46.876153] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:21:46.877146] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:46.877291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:46.882767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:46.976345] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:21:47.016215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:47.017627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:47.024200] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:21:47.061660] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:21:47.074961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:47.079979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:47.097205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:21:47.098505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:47.145332] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:47.199779] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:47.234624] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:47.261189] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.31% | Symbol ETA: 3m 21s | Global ETA: 10m 21s
[2025-11-25T12:21:47.261492] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:21:47.262352] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:47.262496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:47.267462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:47.268098] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 3.29% | Symbol ETA: 26.9s | Global ETA: 10m 21s
[2025-11-25T12:21:47.268247] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:21:47.269018] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:47.269093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:47.269407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:21:47.269789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:47.269990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:47.353795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:47.366710] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 2.74% | Symbol ETA: 9.6s | Global ETA: 10m 21s
[2025-11-25T12:21:47.366858] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:21:47.367696] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:47.367775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:47.372768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:47.374670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:47.375192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:47.375601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:47.376503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:47.449396] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:21:47.467392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:21:47.468785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:47.624850] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:47.635302] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:21:47.703883] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:21:47.800132] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -2.00% | Symbol ETA: 9.7s | Global ETA: 10m 21s
[2025-11-25T12:21:47.800446] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:21:47.801501] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:47.801704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:47.807244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:47.813866] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:47.815776] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:21:47.872518] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:47.877432] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: 0.30% | Symbol ETA: 3m 20s | Global ETA: 10m 21s
[2025-11-25T12:21:47.877718] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:21:47.878671] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:47.878812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:47.884237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:47.886197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:21:47.886810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:47.938584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:47.939958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:47.991247] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:47.998611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:48.001191] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -4.16% | Symbol ETA: 26.1s | Global ETA: 10m 21s
[2025-11-25T12:21:48.001471] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:21:48.002303] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:48.002443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:48.003217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:48.003730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:48.020683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:21:48.022050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:48.086723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:48.129527] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 0.84% | Symbol ETA: 8.8s | Global ETA: 10m 21s
[2025-11-25T12:21:48.243266] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:21:48.307550] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -0.70%, Actual: 0.70%
[2025-11-25T12:21:48.372833] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:21:48.418948] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:48.424880] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:21:48.484149] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 3m 20s | Global ETA: 10m 21s
[2025-11-25T12:21:48.497495] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 0.20%
[2025-11-25T12:21:48.549381] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:48.598097] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:48.667685] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.58%, Actual: 0.44%
[2025-11-25T12:21:48.672512] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.63%, Actual: 2.33%
[2025-11-25T12:21:48.718951] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 1.72% | Symbol ETA: 8.8s | Global ETA: 10m 21s
[2025-11-25T12:21:48.719255] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:21:48.720133] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:48.720278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:48.721619] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 2.29% | Symbol ETA: 25.4s | Global ETA: 10m 21s
[2025-11-25T12:21:48.721903] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:21:48.722773] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:48.722911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:48.723712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:48.725466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:48.808065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:48.844749] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 0.97%
[2025-11-25T12:21:48.848019] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.06%, Actual: 0.67%
[2025-11-25T12:21:48.857628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:48.859096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:48.920051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:48.924890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:48.941535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:21:48.942779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:49.017278] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.31%, Actual: 1.23%
[2025-11-25T12:21:49.025971] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.23%
[2025-11-25T12:21:49.148588] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:21:49.188738] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.47%, Actual: 0.19%
[2025-11-25T12:21:49.205577] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.33%
[2025-11-25T12:21:49.296364] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:21:49.315680] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:49.366575] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.99%, Actual: 2.22%
[2025-11-25T12:21:49.380368] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.51%
[2025-11-25T12:21:49.438060] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.45% | Symbol ETA: 24.7s | Global ETA: 10m 22s
[2025-11-25T12:21:49.438352] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:21:49.439230] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:49.439369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:49.440155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:49.470961] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:49.523055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:49.538424] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.96%, Actual: 1.76%
[2025-11-25T12:21:49.558117] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.54%, Actual: 0.30%
[2025-11-25T12:21:49.640583] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.77% | Symbol ETA: 7.9s | Global ETA: 10m 22s
[2025-11-25T12:21:49.640894] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:21:49.641801] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:49.641945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:49.647212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:49.711178] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 2.74%, Actual: 0.23%
[2025-11-25T12:21:49.738546] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.74%
[2025-11-25T12:21:49.778982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:49.780367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:49.840181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:49.845600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:49.862441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:21:49.863825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:49.864697] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:21:49.883173] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 0.84%, Actual: 0.73%
[2025-11-25T12:21:49.883573] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 48.9509%
[2025-11-25T12:21:49.883789] [INFO ] [main      ] AGM: DISCARDED add_overnight_gap_mag (score: 48.95%)
[2025-11-25T12:21:49.883906] [INFO ] [main      ] AGM: Testing feature 29/53: add_pct_change
[2025-11-25T12:21:49.884031] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_pct_change']
[2025-11-25T12:21:49.884173] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:21:49.898924] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:49.899516] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:21:49.900464] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:49.900636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:49.905668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:49.907550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:49.908161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:49.908573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:49.909571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:49.916029] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.31%, Actual: 0.21%
[2025-11-25T12:21:49.996005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:21:49.998269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:50.034782] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:50.095770] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: 0.30%, Actual: 0.13%
[2025-11-25T12:21:50.157573] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 1.80% | Symbol ETA: 23.9s | Global ETA: 10m 22s
[2025-11-25T12:21:50.157867] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:21:50.158701] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:50.158836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:50.159588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:50.237831] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:21:50.241865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:50.271823] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.12%, Actual: 0.38%
[2025-11-25T12:21:50.272250] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 39.5534%
[2025-11-25T12:21:50.272435] [INFO ] [main      ] CMSC: DISCARDED add_atr_10 (score: 39.55%)
[2025-11-25T12:21:50.272558] [INFO ] [main      ] CMSC: Testing feature 4/53: add_atr_5
[2025-11-25T12:21:50.272681] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5']
[2025-11-25T12:21:50.272822] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:21:50.287023] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:50.287592] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:21:50.288545] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:50.288706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:50.294021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:50.295932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:50.296506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:50.345793] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:21:50.408243] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:50.518416] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:50.588165] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:21:50.589408] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.54% | Symbol ETA: 7.0s | Global ETA: 10m 22s
[2025-11-25T12:21:50.589564] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:21:50.590369] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:50.590462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:50.595504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:50.656220] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:21:50.669091] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.10% | Symbol ETA: 15.0s | Global ETA: 10m 22s
[2025-11-25T12:21:50.669408] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:21:50.670475] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:50.670628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:50.676019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:50.678806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:50.679613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:50.680225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:50.681270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:50.724495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:50.726263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:50.773323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:21:50.775765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:50.808025] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:50.813629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:50.819598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:50.837992] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:50.837892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:21:50.839533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:50.906454] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 2m 15s | Global ETA: 10m 22s
[2025-11-25T12:21:50.906835] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:21:50.908130] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:50.908318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:50.916038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:50.918340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:50.918997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:50.962802] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.38% | Symbol ETA: 23.2s | Global ETA: 10m 22s
[2025-11-25T12:21:50.963161] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:21:50.964251] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:50.964422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:50.965345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:51.069900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:51.190309] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:21:51.272140] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:21:51.404395] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:21:51.417394] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:51.515948] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:21:51.529462] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:51.599406] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.70% | Symbol ETA: 14.9s | Global ETA: 10m 22s
[2025-11-25T12:21:51.599814] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:21:51.601335] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:51.601536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:51.609201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:51.612272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:51.613220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:51.613927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:51.615345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:51.619198] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:51.688501] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 2m 15s | Global ETA: 10m 22s
[2025-11-25T12:21:51.688850] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:21:51.689772] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:51.689925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:51.695950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:51.698365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:51.699004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:51.716827] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 0.31% | Symbol ETA: 6.3s | Global ETA: 10m 22s
[2025-11-25T12:21:51.717155] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:21:51.718182] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:51.718342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:51.718352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:21:51.721258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:51.723697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:51.730889] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:51.859097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:51.860973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:51.872070] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.73% | Symbol ETA: 22.5s | Global ETA: 10m 22s
[2025-11-25T12:21:51.921520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:51.926258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:51.946249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:21:51.948043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:52.069503] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:21:52.071127] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.88%, Actual: 1.13%
[2025-11-25T12:21:52.137558] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:21:52.241538] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:52.248762] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.65%, Actual: 2.96%
[2025-11-25T12:21:52.302958] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 2m 14s | Global ETA: 10m 22s
[2025-11-25T12:21:52.303129] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:21:52.303916] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:52.304135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:52.304856] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:21:52.309132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:52.308948] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:52.310943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:52.311442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:52.428383] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 1.21%, Actual: 0.65%
[2025-11-25T12:21:52.458336] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 1.56% | Symbol ETA: 14.1s | Global ETA: 10m 22s
[2025-11-25T12:21:52.458490] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:21:52.459477] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:52.459555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:52.464378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:52.466179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:52.466703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:52.467143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:52.468028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:52.478616] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:52.554588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:21:52.556878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:52.597327] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 3.29%, Actual: 1.15%
[2025-11-25T12:21:52.645016] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -1.49% | Symbol ETA: 5.3s | Global ETA: 10m 22s
[2025-11-25T12:21:52.645332] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:21:52.646448] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:52.646698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:52.651940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:52.655711] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:21:52.770043] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -4.16%, Actual: 0.81%
[2025-11-25T12:21:52.776354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:52.777785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:52.828572] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:52.832616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:52.837042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:52.852598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:21:52.853847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:52.891062] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 2m 13s | Global ETA: 10m 22s
[2025-11-25T12:21:52.891367] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:21:52.892261] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:52.892457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:52.895362] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:21:52.897474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:52.899389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:52.900041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:52.939670] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 2.29%, Actual: 0.36%
[2025-11-25T12:21:53.064426] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:53.109210] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.45%, Actual: 1.98%
[2025-11-25T12:21:53.202319] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:21:53.213382] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 13.1s | Global ETA: 10m 22s
[2025-11-25T12:21:53.213711] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:21:53.214924] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:53.215105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:53.220803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:53.222939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:53.223501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:53.224035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:53.225104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:53.248242] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:21:53.283918] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 1.80%, Actual: 1.35%
[2025-11-25T12:21:53.314483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:21:53.317227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:53.372954] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:53.417877] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:53.469911] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.38%, Actual: 0.67%
[2025-11-25T12:21:53.479551] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 2m 12s | Global ETA: 10m 22s
[2025-11-25T12:21:53.479854] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:21:53.480691] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:53.480830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:53.485772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:53.487617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:53.488184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:53.540102] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 4.3s | Global ETA: 10m 22s
[2025-11-25T12:21:53.540266] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:21:53.541079] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:53.541297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:53.546606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:53.667784] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:21:53.671368] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.73%, Actual: 0.41%
[2025-11-25T12:21:53.671793] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 40.3069%
[2025-11-25T12:21:53.672019] [INFO ] [main      ] CBT: DISCARDED add_intraday_volatility_percentile (score: 40.31%)
[2025-11-25T12:21:53.672093] [INFO ] [main      ] CBT: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:21:53.671879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:53.672215] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_last_hour_momentum_mag']
[2025-11-25T12:21:53.672330] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:21:53.673297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:53.686967] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:53.687502] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:21:53.688453] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:53.688530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:53.689280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:21:53.689910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:53.733488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:53.738241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:53.753727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:21:53.755167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:53.837346] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:53.837848] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:21:53.982539] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.64% | Symbol ETA: 12.2s | Global ETA: 10m 22s
[2025-11-25T12:21:53.982838] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:21:53.983729] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:53.983872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:53.988841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:53.990677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:53.991237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:53.991740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:53.992696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:54.010208] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:54.055144] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:21:54.071884] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 2m 12s | Global ETA: 10m 22s
[2025-11-25T12:21:54.072034] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:21:54.072850] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:54.072926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:54.077981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:54.079953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:54.080531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:54.084327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:21:54.086571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:54.160145] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:21:54.236450] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:54.334568] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:54.367676] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 29.1s | Global ETA: 10m 23s
[2025-11-25T12:21:54.367976] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:21:54.368859] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:54.369003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:54.369795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:21:54.370459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:54.430945] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:21:54.437098] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:21:54.497778] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -1.17% | Symbol ETA: 3.3s | Global ETA: 10m 23s
[2025-11-25T12:21:54.498069] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:21:54.498919] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:54.499255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:54.504163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:54.603973] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:54.614070] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:54.625577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:54.626881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:54.673973] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 2m 11s | Global ETA: 10m 23s
[2025-11-25T12:21:54.674279] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:21:54.675122] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:54.675261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:54.680171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:54.680874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:54.682004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:54.682570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:54.685239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:54.701694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:21:54.703073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:54.710331] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:21:54.742636] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.94% | Symbol ETA: 11.3s | Global ETA: 10m 23s
[2025-11-25T12:21:54.742819] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:21:54.743581] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:54.743693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:54.748481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:54.750278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:54.750800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:54.751210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:54.752096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:54.836332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:21:54.838876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:54.879300] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:55.010876] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -3.67% | Symbol ETA: 28.3s | Global ETA: 10m 23s
[2025-11-25T12:21:55.011322] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:21:55.012186] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:55.012327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:55.013333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:21:55.014022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:55.024341] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:21:55.053407] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:21:55.182699] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:21:55.193402] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:55.224438] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:55.255011] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 2m 10s | Global ETA: 10m 23s
[2025-11-25T12:21:55.255306] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:21:55.256162] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:55.256305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:55.261291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:55.263272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:55.263871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:55.355734] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:21:55.355716] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:55.390127] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 1.32% | Symbol ETA: 2.4s | Global ETA: 10m 23s
[2025-11-25T12:21:55.390416] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:21:55.391254] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:55.391397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:55.396187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:55.497998] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 10.5s | Global ETA: 10m 23s
[2025-11-25T12:21:55.498143] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:21:55.498946] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:55.499033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:55.504050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:55.505912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:55.506410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:55.506837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:55.507827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:55.519726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:55.521032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:55.531224] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:55.577143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:55.581852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:55.593399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:21:55.595684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:55.597383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:21:55.598562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:55.616612] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:21:55.659246] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: -0.20% | Symbol ETA: 27.6s | Global ETA: 10m 23s
[2025-11-25T12:21:55.659397] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:21:55.660197] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:55.660328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:55.661044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:21:55.661771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:55.790480] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:55.858492] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 2m 10s | Global ETA: 10m 23s
[2025-11-25T12:21:55.858797] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:21:55.859767] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:21:55.859911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:55.865295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:55.867324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:55.867931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:55.938560] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:21:55.942763] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:21:56.020273] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:21:56.108062] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:56.114168] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:56.189336] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:21:56.214613] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:21:56.245806] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -1.82% | Symbol ETA: 9.7s | Global ETA: 10m 23s
[2025-11-25T12:21:56.246100] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:21:56.246945] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:56.247106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:56.251955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:56.253805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:56.254363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:56.254859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:56.255808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:56.278239] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.98% | Symbol ETA: 1.4s | Global ETA: 10m 23s
[2025-11-25T12:21:56.311521] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 0.43% | Symbol ETA: 27.0s | Global ETA: 10m 23s
[2025-11-25T12:21:56.311827] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:21:56.312689] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:56.312830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:56.313604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:21:56.314301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:56.339565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:21:56.341762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:56.381560] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:56.440855] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 2m 9s | Global ETA: 10m 23s
[2025-11-25T12:21:56.452402] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -2.00%, Actual: 1.04%
[2025-11-25T12:21:56.610528] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.66%, Actual: 0.44%
[2025-11-25T12:21:56.623941] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 1.72%, Actual: 1.19%
[2025-11-25T12:21:56.658770] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:21:56.685614] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:21:56.778158] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 0.67%
[2025-11-25T12:21:56.794109] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.77%, Actual: 1.80%
[2025-11-25T12:21:56.830428] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:21:56.855511] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:56.947183] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.23%
[2025-11-25T12:21:56.954782] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -3.06% | Symbol ETA: 26.3s | Global ETA: 10m 23s
[2025-11-25T12:21:56.955050] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:21:56.955891] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:56.956029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:56.956798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:21:56.957463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:56.969846] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.54%, Actual: 0.97%
[2025-11-25T12:21:57.002222] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.58% | Symbol ETA: 8.9s | Global ETA: 10m 23s
[2025-11-25T12:21:57.002504] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:21:57.003402] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:57.003547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:57.008850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:57.010780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:57.011352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:57.012035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:57.013360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:57.101872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:21:57.104185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:57.118477] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.33%
[2025-11-25T12:21:57.145438] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 0.31%, Actual: 2.38%
[2025-11-25T12:21:57.289192] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 0.51%
[2025-11-25T12:21:57.310131] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:21:57.318769] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -1.49%, Actual: 2.00%
[2025-11-25T12:21:57.448816] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:21:57.458048] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.50%, Actual: 0.30%
[2025-11-25T12:21:57.481795] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:21:57.491411] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.54%, Actual: 0.86%
[2025-11-25T12:21:57.602144] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 2.06% | Symbol ETA: 25.6s | Global ETA: 10m 23s
[2025-11-25T12:21:57.602321] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:21:57.603153] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:57.603379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:57.604184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:21:57.604927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:57.623270] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:21:57.627053] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 0.74%
[2025-11-25T12:21:57.665298] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -1.17%, Actual: 0.11%
[2025-11-25T12:21:57.776563] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 0.38% | Symbol ETA: 8.1s | Global ETA: 10m 23s
[2025-11-25T12:21:57.795092] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.21%
[2025-11-25T12:21:57.836417] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 1.32%, Actual: 0.30%
[2025-11-25T12:21:57.943988] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:21:57.961223] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.10%, Actual: 0.70%
[2025-11-25T12:21:57.964283] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 0.13%
[2025-11-25T12:21:58.005460] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.98%, Actual: 1.77%
[2025-11-25T12:21:58.005872] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 43.3738%
[2025-11-25T12:21:58.006034] [INFO ] [main      ] APD: DISCARDED add_volatility_decay_ratio (score: 43.37%)
[2025-11-25T12:21:58.006153] [INFO ] [main      ] APD: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:21:58.006260] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:21:58.006397] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:21:58.018829] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:58.019477] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:21:58.020387] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:21:58.020531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:58.025403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:58.122690] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:21:58.140362] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 0.38%
[2025-11-25T12:21:58.140610] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 43.8264%
[2025-11-25T12:21:58.140867] [INFO ] [main      ] CMSC: DISCARDED add_atr_5 (score: 43.83%)
[2025-11-25T12:21:58.141178] [INFO ] [main      ] CMSC: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T12:21:58.141289] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment']
[2025-11-25T12:21:58.141398] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:21:58.143276] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.70%, Actual: 0.20%
[2025-11-25T12:21:58.156518] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:58.157051] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:21:58.157976] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:58.158177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:58.158825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:58.160136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:58.163044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:58.163875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:58.216517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:58.221149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:58.237434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:58.239306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:21:58.239912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:21:58.241090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:21:58.243218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:58.244245] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -0.83% | Symbol ETA: 25.0s | Global ETA: 10m 23s
[2025-11-25T12:21:58.244550] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:21:58.245377] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:58.245516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:58.246284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:21:58.246959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:58.331959] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 1.56%, Actual: 2.33%
[2025-11-25T12:21:58.502318] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:21:58.505878] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.97%
[2025-11-25T12:21:58.584604] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:21:58.589496] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:21:58.671101] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:58.705829] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.64%, Actual: 1.23%
[2025-11-25T12:21:58.733466] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.06% | Symbol ETA: 1m 40s | Global ETA: 10m 23s
[2025-11-25T12:21:58.733776] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:21:58.734672] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:58.734818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:58.740493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:58.741606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:58.754971] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:21:58.761517] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:21:58.895300] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.33% | Symbol ETA: 24.3s | Global ETA: 10m 23s
[2025-11-25T12:21:58.895484] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:21:58.896464] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:58.896610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:58.897398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:21:58.898132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:58.906525] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.94%, Actual: 0.19%
[2025-11-25T12:21:58.927725] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -3.53% | Symbol ETA: 9.4s | Global ETA: 10m 23s
[2025-11-25T12:21:58.928021] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:21:58.928851] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:21:58.928996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:58.933772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:59.056719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:59.058105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:21:59.084887] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.17%, Actual: 2.22%
[2025-11-25T12:21:59.096892] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:21:59.114403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:21:59.119175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:21:59.135699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:59.137516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:21:59.138117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:21:59.139274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:21:59.141359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:59.237483] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:21:59.262573] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -1.82%, Actual: 1.76%
[2025-11-25T12:21:59.272633] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:59.334931] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 1m 39s | Global ETA: 10m 24s
[2025-11-25T12:21:59.335236] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:21:59.336179] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:59.336335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:59.341499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:59.342509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:59.407402] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:21:59.441920] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.58%, Actual: 0.23%
[2025-11-25T12:21:59.482008] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:21:59.528586] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 3.90% | Symbol ETA: 23.7s | Global ETA: 10m 24s
[2025-11-25T12:21:59.528897] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:21:59.529758] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:21:59.529861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:21:59.530569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:21:59.531171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:59.625411] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 0.73%
[2025-11-25T12:21:59.625726] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 43.3922%
[2025-11-25T12:21:59.626204] [INFO ] [main      ] AGM: DISCARDED add_pct_change (score: 43.39%)
[2025-11-25T12:21:59.626327] [INFO ] [main      ] AGM: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:21:59.626482] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_preclose_acceleration_mag']
[2025-11-25T12:21:59.626605] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:21:59.641913] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:21:59.642413] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:21:59.643363] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:21:59.643444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:59.648908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:21:59.650875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:21:59.651395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:21:59.651827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:21:59.652785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:21:59.655355] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:21:59.705208] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:21:59.744589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:21:59.746032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:21:59.827581] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.85% | Symbol ETA: 8.4s | Global ETA: 10m 24s
[2025-11-25T12:21:59.827893] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:21:59.828721] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:21:59.828865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:21:59.833585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:21:59.876780] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:21:59.946430] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:21:59.956834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:21:59.958115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:00.009630] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 1m 39s | Global ETA: 10m 24s
[2025-11-25T12:22:00.009798] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:22:00.010639] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:00.010746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:00.014630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:00.015618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:00.016745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:00.019208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:00.034943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:00.036695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:22:00.037219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:22:00.038401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:22:00.040569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:00.045241] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:00.099137] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:22:00.162862] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -7.92% | Symbol ETA: 23.0s | Global ETA: 10m 24s
[2025-11-25T12:22:00.271098] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:00.331439] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: -0.29%, Actual: 1.13%
[2025-11-25T12:22:00.372504] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:22:00.378953] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:22:00.402021] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 14.6s | Global ETA: 10m 24s
[2025-11-25T12:22:00.402312] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:22:00.403157] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:00.403299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:00.408322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:00.410264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:00.410875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:00.411361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:00.412352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:00.501227] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -3.67%, Actual: 2.96%
[2025-11-25T12:22:00.502185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:22:00.503780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:00.547690] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:00.549405] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:00.611376] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 1m 38s | Global ETA: 10m 24s
[2025-11-25T12:22:00.611664] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:22:00.612523] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:00.612696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:00.617604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:00.618533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:00.669840] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: -0.20%, Actual: 0.65%
[2025-11-25T12:22:00.708863] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -1.34% | Symbol ETA: 7.5s | Global ETA: 10m 24s
[2025-11-25T12:22:00.709169] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:22:00.710004] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:22:00.710149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:00.714932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:00.836962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:00.838246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:00.839682] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 0.43%, Actual: 1.15%
[2025-11-25T12:22:00.851899] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:22:00.893743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:00.898146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:00.913851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:00.915617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:22:00.916200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:22:00.917379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:22:00.919547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:00.968843] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:22:01.031300] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:01.117828] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -3.06%, Actual: 0.81%
[2025-11-25T12:22:01.138439] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:01.199873] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.41% | Symbol ETA: 1m 37s | Global ETA: 10m 24s
[2025-11-25T12:22:01.200020] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:22:01.200828] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:01.200914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:01.210753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:01.211565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:01.311845] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -2.66% | Symbol ETA: 14.4s | Global ETA: 10m 24s
[2025-11-25T12:22:01.312017] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:22:01.314599] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:22:01.315956] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:01.316062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:01.324095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:01.329302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:01.329920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:01.330335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:01.334320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:01.468057] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 2.06%, Actual: 0.36%
[2025-11-25T12:22:01.505354] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:01.506475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:22:01.507715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:01.611250] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:22:01.641016] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -0.83%, Actual: 1.98%
[2025-11-25T12:22:01.763348] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -1.41% | Symbol ETA: 6.8s | Global ETA: 10m 24s
[2025-11-25T12:22:01.763502] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:22:01.764321] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:22:01.764400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:01.770149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:01.789531] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:01.822753] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.33%, Actual: 1.35%
[2025-11-25T12:22:01.849435] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 1m 37s | Global ETA: 10m 24s
[2025-11-25T12:22:01.849584] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:22:01.850359] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:01.850588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:01.855443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:01.856350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:01.953519] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:22:02.008873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:02.010075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:02.046483] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 3.90%, Actual: 0.67%
[2025-11-25T12:22:02.065249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:02.069885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:02.087790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:02.089715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:22:02.090352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:22:02.091528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:22:02.093628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:02.137871] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:02.212466] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:22:02.225274] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -7.92%, Actual: 0.41%
[2025-11-25T12:22:02.225658] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 34.9707%
[2025-11-25T12:22:02.225846] [INFO ] [main      ] CBT: DISCARDED add_last_hour_momentum_mag (score: 34.97%)
[2025-11-25T12:22:02.225986] [INFO ] [main      ] CBT: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:22:02.226092] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_late_day_volatility']
[2025-11-25T12:22:02.226200] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:22:02.240103] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:02.240860] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:22:02.241820] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:02.241958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:02.242777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:22:02.244633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:02.277853] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.67% | Symbol ETA: 13.9s | Global ETA: 10m 24s
[2025-11-25T12:22:02.278120] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:22:02.279095] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:02.279242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:02.284463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:02.286473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:02.287101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:02.287705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:02.288784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:02.378259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:22:02.379580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:02.393430] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:02.456618] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 1m 36s | Global ETA: 10m 24s
[2025-11-25T12:22:02.456790] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:22:02.457104] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:22:02.457684] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:02.457767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:02.462974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:02.463928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:02.590399] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:22:02.634675] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:02.743357] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:22:02.767421] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:02.810759] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 6.0s | Global ETA: 10m 24s
[2025-11-25T12:22:02.811039] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:22:02.811881] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:22:02.812025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:02.814305] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:22:02.816896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:02.908284] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.83% | Symbol ETA: 25.2s | Global ETA: 10m 24s
[2025-11-25T12:22:02.908437] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:22:02.909287] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:02.909362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:02.910096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:22:02.911883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:02.923633] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:02.942003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:02.943326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:02.984001] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:02.997923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:03.002616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:03.019139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:03.021338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:22:03.021992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:22:03.023312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:22:03.025545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:03.044067] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.63% | Symbol ETA: 1m 36s | Global ETA: 10m 24s
[2025-11-25T12:22:03.044240] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:22:03.045306] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:03.045453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:03.050754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:03.051761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:03.066846] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -1.70% | Symbol ETA: 12.9s | Global ETA: 10m 24s
[2025-11-25T12:22:03.067177] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:22:03.068058] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:03.068263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:03.073512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:03.075547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:03.076158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:03.076668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:03.077684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:03.167635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:22:03.169239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:03.265201] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:22:03.370891] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:22:03.395345] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:22:03.438892] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:03.521409] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:22:03.541628] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:03.568769] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -3.18% | Symbol ETA: 24.6s | Global ETA: 10m 24s
[2025-11-25T12:22:03.569071] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:22:03.569069] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:03.569983] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:03.570133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:03.570924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:22:03.572831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:03.627396] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 1m 35s | Global ETA: 10m 24s
[2025-11-25T12:22:03.627721] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:22:03.628590] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:03.628749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:03.633739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:03.634623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:03.699501] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:03.712288] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 5.0s | Global ETA: 10m 24s
[2025-11-25T12:22:03.712595] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:22:03.713504] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:22:03.713674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:03.718555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:03.837417] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -3.25% | Symbol ETA: 11.9s | Global ETA: 10m 24s
[2025-11-25T12:22:03.837728] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:22:03.838598] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:03.838763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:03.840900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:03.842257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:03.843894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:03.845879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:03.846494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:03.847022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:03.848102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:03.897686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:03.902216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:03.917705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:03.919518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:22:03.920095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:22:03.920451] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:22:03.921246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:22:03.923303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:03.939093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:22:03.940633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:03.974350] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:22:04.091989] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:04.148874] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:04.209290] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 1m 34s | Global ETA: 10m 24s
[2025-11-25T12:22:04.225737] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 2.91% | Symbol ETA: 23.9s | Global ETA: 10m 24s
[2025-11-25T12:22:04.226072] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:22:04.226978] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:04.227154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:04.227971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:22:04.229866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:04.269613] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:22:04.302235] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:22:04.379124] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.06%, Actual: 0.44%
[2025-11-25T12:22:04.438881] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:04.477983] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:04.548664] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 0.67%
[2025-11-25T12:22:04.573680] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:22:04.607273] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 2.14% | Symbol ETA: 4.0s | Global ETA: 10m 25s
[2025-11-25T12:22:04.607562] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:22:04.608384] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:22:04.608529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:04.613383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:04.615801] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.90% | Symbol ETA: 11.0s | Global ETA: 10m 25s
[2025-11-25T12:22:04.616098] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:22:04.616979] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:04.617148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:04.622313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:04.624391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:04.624997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:04.625436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:04.626380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:04.715792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:22:04.717218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:04.723393] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.23%
[2025-11-25T12:22:04.733548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:04.734851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:04.745540] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:04.790011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:04.794334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:04.810580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:04.812628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:22:04.813286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:22:04.814460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:22:04.816538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:04.873073] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -1.81% | Symbol ETA: 23.2s | Global ETA: 10m 25s
[2025-11-25T12:22:04.873383] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:22:04.874374] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:04.874521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:04.875347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:22:04.877293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:04.901096] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 0.33%
[2025-11-25T12:22:05.054022] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:22:05.070874] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 0.51%
[2025-11-25T12:22:05.163355] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:22:05.223979] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:05.231370] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:22:05.244347] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.30%
[2025-11-25T12:22:05.332500] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:05.361323] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -0.88% | Symbol ETA: 10.2s | Global ETA: 10m 25s
[2025-11-25T12:22:05.361627] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:22:05.362520] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:05.362682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:05.367772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:05.369684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:05.370260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:05.370769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:05.371749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:05.400636] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:05.416606] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.74%
[2025-11-25T12:22:05.457879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:22:05.459416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:05.492806] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -5.33% | Symbol ETA: 3.1s | Global ETA: 10m 25s
[2025-11-25T12:22:05.493093] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:22:05.493926] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:22:05.494068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:05.498969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:05.523141] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -1.04% | Symbol ETA: 22.5s | Global ETA: 10m 25s
[2025-11-25T12:22:05.523442] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:22:05.524253] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:05.524401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:05.525191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:22:05.527089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:05.586113] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.63%, Actual: 0.21%
[2025-11-25T12:22:05.620455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:05.621573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:05.679791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:05.684193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:05.699828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:05.701568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:22:05.702157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:22:05.703307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:22:05.705410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:05.758687] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 0.13%
[2025-11-25T12:22:05.813389] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:22:05.882236] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:22:05.927545] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: -0.16%, Actual: 0.38%
[2025-11-25T12:22:05.927943] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 38.4575%
[2025-11-25T12:22:05.928120] [INFO ] [main      ] CMSC: DISCARDED add_close_to_open_alignment (score: 38.46%)
[2025-11-25T12:22:05.928262] [INFO ] [main      ] CMSC: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T12:22:05.928367] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context']
[2025-11-25T12:22:05.928477] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:22:05.942243] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:05.942989] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:22:05.943934] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:05.944073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:05.949032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:05.950104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:05.988080] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:06.046320] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:22:06.059616] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:06.119329] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 9.3s | Global ETA: 10m 25s
[2025-11-25T12:22:06.119485] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:22:06.120350] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:06.120440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:06.125545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:06.127633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:06.128305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:06.128847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:06.129919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:06.186836] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: -1.11% | Symbol ETA: 21.9s | Global ETA: 10m 25s
[2025-11-25T12:22:06.187149] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:22:06.188073] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:06.188219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:06.189019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:22:06.191011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:06.214103] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:06.218219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:22:06.219792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:06.286860] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:22:06.391133] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 2.1s | Global ETA: 10m 25s
[2025-11-25T12:22:06.391424] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:22:06.392209] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:22:06.392351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:06.397188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:06.455310] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:06.517288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:06.518359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:06.519710] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.96% | Symbol ETA: 1m 18s | Global ETA: 10m 25s
[2025-11-25T12:22:06.519867] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:22:06.520608] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:06.520696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:06.525945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:06.527113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:06.544718] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:22:06.563201] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:22:06.572561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:06.576784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:06.592181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:06.593924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:22:06.594487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:22:06.595617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:22:06.597716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:06.737450] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:06.738291] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:06.859173] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.05% | Symbol ETA: 21.2s | Global ETA: 10m 25s
[2025-11-25T12:22:06.859350] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:22:06.860147] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:06.860373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:06.861179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:22:06.863061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:06.866639] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.82% | Symbol ETA: 8.5s | Global ETA: 10m 25s
[2025-11-25T12:22:06.867407] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:22:06.868322] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:06.868468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:06.874326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:06.876184] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:22:06.876439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:06.876982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:06.877432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:06.878340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:06.939196] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:22:06.965930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:22:06.967364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:07.069294] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:07.119599] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:07.139013] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 1m 18s | Global ETA: 10m 25s
[2025-11-25T12:22:07.139176] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:22:07.140109] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:07.140192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:07.145797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:07.146906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:07.217059] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:22:07.287075] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.75% | Symbol ETA: 1.2s | Global ETA: 10m 25s
[2025-11-25T12:22:07.325226] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:22:07.398434] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:07.456453] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -3.53%, Actual: 1.04%
[2025-11-25T12:22:07.497253] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:07.513058] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:22:07.523980] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.61% | Symbol ETA: 20.6s | Global ETA: 10m 25s
[2025-11-25T12:22:07.524133] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:22:07.524912] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:07.524986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:07.525687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:22:07.527845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:07.626326] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.85%, Actual: 1.19%
[2025-11-25T12:22:07.636058] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 7.7s | Global ETA: 10m 25s
[2025-11-25T12:22:07.687578] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:07.749281] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 1m 17s | Global ETA: 10m 25s
[2025-11-25T12:22:07.749575] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:22:07.750375] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:07.750515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:07.755389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:07.756465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:07.793939] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -1.34%, Actual: 1.80%
[2025-11-25T12:22:07.808310] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.49%, Actual: 0.70%
[2025-11-25T12:22:07.872038] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:22:07.984592] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.41%, Actual: 0.97%
[2025-11-25T12:22:08.010157] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -2.66%, Actual: 0.20%
[2025-11-25T12:22:08.047280] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:08.105994] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:22:08.157452] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 2.38%
[2025-11-25T12:22:08.177578] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 2.89% | Symbol ETA: 19.9s | Global ETA: 10m 25s
[2025-11-25T12:22:08.177916] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:22:08.178850] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:08.179010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:08.179947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:22:08.181961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:08.191783] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 2.33%
[2025-11-25T12:22:08.292268] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:08.331696] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 2.00%
[2025-11-25T12:22:08.358234] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 1m 17s | Global ETA: 10m 25s
[2025-11-25T12:22:08.358540] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:22:08.359484] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:08.359631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:08.364855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:08.365928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:08.379619] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -1.70%, Actual: 0.97%
[2025-11-25T12:22:08.503768] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 2.14%, Actual: 0.86%
[2025-11-25T12:22:08.544214] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:22:08.559067] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -3.25%, Actual: 1.23%
[2025-11-25T12:22:08.675495] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -5.33%, Actual: 0.11%
[2025-11-25T12:22:08.724719] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:08.732154] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:22:08.752523] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.90%, Actual: 0.19%
[2025-11-25T12:22:08.849012] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 0.30%
[2025-11-25T12:22:08.852155] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -7.53% | Symbol ETA: 19.2s | Global ETA: 10m 25s
[2025-11-25T12:22:08.912772] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:08.929534] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -0.88%, Actual: 2.22%
[2025-11-25T12:22:08.979025] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 1m 16s | Global ETA: 10m 25s
[2025-11-25T12:22:08.979347] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:22:08.980263] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:08.980407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:08.985612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:08.986922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:09.018775] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.75%, Actual: 1.77%
[2025-11-25T12:22:09.019147] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 38.8949%
[2025-11-25T12:22:09.019301] [INFO ] [main      ] APD: DISCARDED add_volatility_state_percentiles (score: 38.89%)
[2025-11-25T12:22:09.019419] [INFO ] [main      ] APD: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:22:09.019525] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_volume_dispersion']
[2025-11-25T12:22:09.019637] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:22:09.031971] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.83%, Actual: 1.13%
[2025-11-25T12:22:09.031995] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:09.032507] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:22:09.033423] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:09.033565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:09.038423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:09.106757] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -0.17%, Actual: 1.76%
[2025-11-25T12:22:09.162221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:09.163517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:09.209499] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -3.18%, Actual: 2.96%
[2025-11-25T12:22:09.219862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:09.224260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:09.240519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:22:09.242351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:09.280135] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.82%, Actual: 0.23%
[2025-11-25T12:22:09.347625] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:22:09.392200] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 2.91%, Actual: 0.65%
[2025-11-25T12:22:09.447716] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 0.66%, Actual: 0.73%
[2025-11-25T12:22:09.448065] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 36.7317%
[2025-11-25T12:22:09.448232] [INFO ] [main      ] AGM: DISCARDED add_preclose_acceleration_mag (score: 36.73%)
[2025-11-25T12:22:09.448347] [INFO ] [main      ] AGM: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:22:09.448455] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_prev_1100_to_open']
[2025-11-25T12:22:09.448585] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:22:09.462263] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:09.462972] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:22:09.463912] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:09.464055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:09.469003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:09.470864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:09.471423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:09.471915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:09.472870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:09.523936] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:09.558846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:22:09.559711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:09.569973] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -1.81%, Actual: 1.15%
[2025-11-25T12:22:09.588028] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 1m 16s | Global ETA: 10m 25s
[2025-11-25T12:22:09.588326] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:22:09.589361] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:09.589527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:09.594598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:09.595730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:09.596086] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:22:09.741612] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 0.81%
[2025-11-25T12:22:09.766435] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:09.901948] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:22:09.913792] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: -1.11%, Actual: 0.36%
[2025-11-25T12:22:09.939156] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -2.95% | Symbol ETA: 9.1s | Global ETA: 10m 26s
[2025-11-25T12:22:09.939452] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:22:09.940330] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:09.940471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:09.945310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:09.948238] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:22:10.067855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:10.069002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:10.075318] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:10.092659] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.05%, Actual: 1.98%
[2025-11-25T12:22:10.120013] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:10.124309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:10.128731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:10.144535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:22:10.146029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:10.181777] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 1m 15s | Global ETA: 10m 26s
[2025-11-25T12:22:10.182047] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:22:10.182894] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:10.183034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:10.187923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:10.189008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:10.212165] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 13.9s | Global ETA: 10m 26s
[2025-11-25T12:22:10.212478] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:22:10.213354] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:10.213499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:10.218531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:10.220356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:10.220970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:10.221465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:10.222489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:10.278310] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.61%, Actual: 1.35%
[2025-11-25T12:22:10.309850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:22:10.310786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:10.454181] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 2.89%, Actual: 0.67%
[2025-11-25T12:22:10.488510] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:22:10.560949] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:22:10.624044] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -7.53%, Actual: 0.41%
[2025-11-25T12:22:10.624435] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 46.6649%
[2025-11-25T12:22:10.624612] [INFO ] [main      ] CBT: DISCARDED add_late_day_volatility (score: 46.66%)
[2025-11-25T12:22:10.624788] [INFO ] [main      ] CBT: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:22:10.624898] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_late_hour_microstructure']
[2025-11-25T12:22:10.625007] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:22:10.638849] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:10.639504] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:22:10.640390] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:10.640495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:10.641263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:22:10.644043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:10.651348] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:22:10.657251] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:10.736102] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:10.796840] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.53% | Symbol ETA: 1m 14s | Global ETA: 10m 26s
[2025-11-25T12:22:10.797167] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:22:10.798059] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:10.798216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:10.803114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:10.804199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:10.817397] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 0.17% | Symbol ETA: 8.1s | Global ETA: 10m 26s
[2025-11-25T12:22:10.817684] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:22:10.818495] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:10.818650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:10.823402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:10.824410] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:10.944928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:10.946020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:10.957314] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 13.2s | Global ETA: 10m 26s
[2025-11-25T12:22:10.957470] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:22:10.958281] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:10.958361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:10.963666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:10.965956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:10.966674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:10.967222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:10.968240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:10.982882] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:22:11.001135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:11.005508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:11.021039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:22:11.022486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:11.056263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:22:11.057429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:11.150590] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:22:11.154274] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:11.282326] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.74% | Symbol ETA: 23.1s | Global ETA: 10m 26s
[2025-11-25T12:22:11.282614] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:22:11.283485] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:11.283664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:11.284452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:22:11.287239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:11.324820] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:11.358865] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:22:11.387431] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 1m 14s | Global ETA: 10m 26s
[2025-11-25T12:22:11.387579] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:22:11.388369] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:11.388442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:11.393273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:11.394353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:11.401862] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:22:11.529001] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:11.573155] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:11.627677] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:22:11.687595] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.60% | Symbol ETA: 7.1s | Global ETA: 10m 26s
[2025-11-25T12:22:11.687766] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:22:11.688514] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:11.688589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:11.693273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:11.709855] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -2.12% | Symbol ETA: 12.4s | Global ETA: 10m 26s
[2025-11-25T12:22:11.710010] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:22:11.710790] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:11.710866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:11.715679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:11.717503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:11.718037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:11.718457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:11.719370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:11.747267] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:22:11.803078] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:11.805216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:22:11.806331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:11.817847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:11.819389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:11.875843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:11.880464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:11.896163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:22:11.897638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:11.922821] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:11.934151] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -3.92% | Symbol ETA: 22.5s | Global ETA: 10m 26s
[2025-11-25T12:22:11.934457] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:22:11.935341] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:11.935484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:11.936303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:22:11.939141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:11.983105] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 1m 13s | Global ETA: 10m 26s
[2025-11-25T12:22:12.148862] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:22:12.159375] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.96%, Actual: 0.44%
[2025-11-25T12:22:12.247419] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:22:12.283692] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:22:12.322992] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:12.332452] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 0.67%
[2025-11-25T12:22:12.418245] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:12.458275] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.99% | Symbol ETA: 11.7s | Global ETA: 10m 26s
[2025-11-25T12:22:12.458577] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:22:12.459439] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:12.459585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:12.464419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:12.466284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:12.466873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:12.467417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:12.468372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:12.469665] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:12.505033] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 0.23%
[2025-11-25T12:22:12.556443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:22:12.557611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:12.586519] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -3.90% | Symbol ETA: 6.2s | Global ETA: 10m 26s
[2025-11-25T12:22:12.586851] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:22:12.588374] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:12.588532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:12.593681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:12.601761] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 21.9s | Global ETA: 10m 26s
[2025-11-25T12:22:12.602072] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:22:12.603004] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:12.603174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:12.603969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:22:12.606724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:12.682166] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.33%
[2025-11-25T12:22:12.717457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:12.718790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:12.774088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:12.778550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:12.794406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:22:12.795930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:12.853862] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.51%
[2025-11-25T12:22:12.903135] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:22:12.943799] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:22:13.029889] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.44%, Actual: 0.30%
[2025-11-25T12:22:13.076225] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:13.120713] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:13.151076] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:22:13.213855] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.64% | Symbol ETA: 11.0s | Global ETA: 10m 26s
[2025-11-25T12:22:13.214137] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:22:13.215003] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:13.215150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:13.216491] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.74%
[2025-11-25T12:22:13.220104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:13.221966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:13.222551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:13.223052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:13.224003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:13.248246] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 1.26% | Symbol ETA: 21.2s | Global ETA: 10m 26s
[2025-11-25T12:22:13.248553] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:22:13.249401] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:13.249540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:13.250311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:22:13.252993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:13.312738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:22:13.313918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:13.329935] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:13.390785] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 0.21%
[2025-11-25T12:22:13.493276] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 0.32% | Symbol ETA: 5.4s | Global ETA: 10m 26s
[2025-11-25T12:22:13.493564] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:22:13.494440] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:13.494584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:13.499432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:13.565575] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: 0.06%, Actual: 0.13%
[2025-11-25T12:22:13.601583] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:22:13.627850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:13.629301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:13.664891] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:22:13.686149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:13.690875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:13.706803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:22:13.708583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:13.739954] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.38%
[2025-11-25T12:22:13.740324] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 47.0816%
[2025-11-25T12:22:13.740510] [INFO ] [main      ] CMSC: KEPT add_composite_volatility_context (score: 47.08%)
[2025-11-25T12:22:13.740627] [INFO ] [main      ] CMSC: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T12:22:13.740801] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios']
[2025-11-25T12:22:13.740928] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:22:13.754506] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:13.755056] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:22:13.756021] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:13.756161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:13.761230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:13.762338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:22:13.765076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:13.773166] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:13.840147] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:13.904683] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -2.19% | Symbol ETA: 20.6s | Global ETA: 10m 26s
[2025-11-25T12:22:13.904980] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:22:13.905899] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:13.906041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:13.906852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:22:13.909728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:13.976221] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 0.63% | Symbol ETA: 10.2s | Global ETA: 10m 26s
[2025-11-25T12:22:13.976531] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:22:13.977415] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:13.977557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:13.982558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:13.984747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:13.985504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:13.986002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:13.987194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:14.068463] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:22:14.074464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:22:14.075584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:14.125146] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:22:14.242696] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:14.266778] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:22:14.301194] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:14.369843] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 1m 5s | Global ETA: 10m 26s
[2025-11-25T12:22:14.370008] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:22:14.371010] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:14.371103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:14.376746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:14.377943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:22:14.381040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:14.402288] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 4.5s | Global ETA: 10m 26s
[2025-11-25T12:22:14.402795] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:22:14.404212] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:14.404546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:14.409746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:14.430093] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:22:14.442809] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:14.533514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:14.534910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:14.567876] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 0.70% | Symbol ETA: 19.9s | Global ETA: 10m 26s
[2025-11-25T12:22:14.568167] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:22:14.569244] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:14.569382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:14.570149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:22:14.572850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:14.591700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:14.597333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:14.604716] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:14.615488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:22:14.617167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:14.730662] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:22:14.737308] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.58% | Symbol ETA: 9.5s | Global ETA: 10m 26s
[2025-11-25T12:22:14.737625] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:22:14.738578] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:14.738686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:14.743828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:14.745905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:14.746439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:14.747035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:14.748016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:14.832868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:22:14.834104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:14.902664] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:14.916861] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:22:14.963093] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:22:14.968579] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 1m 5s | Global ETA: 10m 27s
[2025-11-25T12:22:14.968890] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:22:14.970166] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:14.970317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:14.975245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:14.976337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:22:14.978906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:15.087773] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:15.141511] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:15.182298] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:22:15.213104] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -3.28% | Symbol ETA: 19.3s | Global ETA: 10m 27s
[2025-11-25T12:22:15.213406] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:22:15.214279] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:15.214423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:15.215224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:22:15.218165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:15.303335] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 0.93% | Symbol ETA: 3.6s | Global ETA: 10m 27s
[2025-11-25T12:22:15.303832] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:22:15.304857] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:15.304998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:15.310105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:15.325709] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:22:15.360231] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:15.432431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:15.433815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:15.488267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:15.491898] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.34% | Symbol ETA: 8.7s | Global ETA: 10m 27s
[2025-11-25T12:22:15.492202] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:22:15.493042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:15.493081] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:15.493246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:15.498675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:15.500611] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:15.500882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:15.501437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:15.501906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:15.502846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:15.509051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:22:15.510630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:15.567446] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 1m 4s | Global ETA: 10m 27s
[2025-11-25T12:22:15.567756] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:22:15.568622] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:15.568751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:15.571724] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:22:15.573621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:15.574675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:22:15.577142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:15.588400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:22:15.589526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:15.756012] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:15.862578] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:22:15.880433] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 1.88% | Symbol ETA: 18.6s | Global ETA: 10m 27s
[2025-11-25T12:22:15.880739] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:22:15.881572] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:15.881728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:15.882492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:22:15.885172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:15.937878] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:22:15.953011] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:22:16.034657] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:16.117050] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:16.122848] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:16.183882] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 1m 4s | Global ETA: 10m 27s
[2025-11-25T12:22:16.184186] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:22:16.185029] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:16.185173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:16.190060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:16.191155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:22:16.193713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:16.197016] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -1.56% | Symbol ETA: 2.7s | Global ETA: 10m 27s
[2025-11-25T12:22:16.197306] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:22:16.198140] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:16.198288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:16.203183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:16.237742] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:22:16.260082] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 2.80% | Symbol ETA: 8.0s | Global ETA: 10m 27s
[2025-11-25T12:22:16.260363] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:22:16.261215] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:16.261370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:16.266199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:16.268054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:16.268621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:16.269159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:16.270113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:16.328120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:16.329453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:16.356097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:22:16.357187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:16.383480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:16.387955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:16.403614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:22:16.405080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:16.418062] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:16.541902] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 1.59% | Symbol ETA: 17.9s | Global ETA: 10m 27s
[2025-11-25T12:22:16.542205] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:22:16.542766] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:22:16.543068] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:16.543146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:16.543867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:22:16.547101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:16.698060] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:22:16.713514] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:16.743786] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:22:16.779110] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 1m 3s | Global ETA: 10m 27s
[2025-11-25T12:22:16.779397] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:22:16.780253] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:16.780397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:16.785222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:16.786258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:22:16.788770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:16.869319] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:16.903426] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:22:16.912528] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:16.999793] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 1.15% | Symbol ETA: 7.2s | Global ETA: 10m 27s
[2025-11-25T12:22:17.066165] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.13% | Symbol ETA: 1.8s | Global ETA: 10m 27s
[2025-11-25T12:22:17.066346] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:22:17.067294] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:17.067435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:17.072231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:17.080912] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:17.136102] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:22:17.169300] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -1.41%, Actual: 0.70%
[2025-11-25T12:22:17.191998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:17.193119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:17.206963] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -5.78% | Symbol ETA: 17.3s | Global ETA: 10m 27s
[2025-11-25T12:22:17.247962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:17.252258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:17.267540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:22:17.268999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:17.309861] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:17.342497] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 0.20%
[2025-11-25T12:22:17.373713] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.45% | Symbol ETA: 1m 2s | Global ETA: 10m 27s
[2025-11-25T12:22:17.373856] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:22:17.374596] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:17.374684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:17.379932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:17.381354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:22:17.384765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:17.385042] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.74%, Actual: 1.13%
[2025-11-25T12:22:17.517624] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -2.12%, Actual: 2.33%
[2025-11-25T12:22:17.572974] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -3.92%, Actual: 2.96%
[2025-11-25T12:22:17.613609] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:22:17.686175] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.99%, Actual: 0.97%
[2025-11-25T12:22:17.732163] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:22:17.744327] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 0.65%
[2025-11-25T12:22:17.782981] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:17.857802] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.64%, Actual: 1.23%
[2025-11-25T12:22:17.904467] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:17.914875] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 1.26%, Actual: 1.15%
[2025-11-25T12:22:17.945242] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 2.05% | Symbol ETA: 0.9s | Global ETA: 10m 27s
[2025-11-25T12:22:17.970544] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 1m 2s | Global ETA: 10m 27s
[2025-11-25T12:22:17.970866] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:22:17.971752] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:17.971895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:17.977103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:17.978185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:22:17.980978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:18.031784] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 0.63%, Actual: 0.19%
[2025-11-25T12:22:18.089293] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -2.19%, Actual: 0.81%
[2025-11-25T12:22:18.120378] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -2.95%, Actual: 1.04%
[2025-11-25T12:22:18.206947] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 2.22%
[2025-11-25T12:22:18.258809] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 0.70%, Actual: 0.36%
[2025-11-25T12:22:18.290287] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 1.19%
[2025-11-25T12:22:18.329778] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:22:18.379303] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 1.76%
[2025-11-25T12:22:18.431428] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -3.28%, Actual: 1.98%
[2025-11-25T12:22:18.460344] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.60%, Actual: 1.80%
[2025-11-25T12:22:18.506470] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:18.561516] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 2.80%, Actual: 0.23%
[2025-11-25T12:22:18.571058] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 1m 1s | Global ETA: 10m 27s
[2025-11-25T12:22:18.571335] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:22:18.572189] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:18.572330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:18.577609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:18.578692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:22:18.581252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:18.603262] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 1.88%, Actual: 1.35%
[2025-11-25T12:22:18.629875] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -3.90%, Actual: 0.97%
[2025-11-25T12:22:18.744274] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 1.15%, Actual: 0.73%
[2025-11-25T12:22:18.744698] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 45.7108%
[2025-11-25T12:22:18.744878] [INFO ] [main      ] AGM: DISCARDED add_prev_1100_to_open (score: 45.71%)
[2025-11-25T12:22:18.744999] [INFO ] [main      ] AGM: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:22:18.745111] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_prev_close_to_1100']
[2025-11-25T12:22:18.745233] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:22:18.759788] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:18.760376] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:22:18.761503] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:18.761660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:18.767528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:18.769586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:18.770290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:18.770827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:18.771967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:18.775767] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 1.59%, Actual: 0.67%
[2025-11-25T12:22:18.801947] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 2.38%
[2025-11-25T12:22:18.865926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:22:18.867393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:18.925518] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:22:18.946518] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -5.78%, Actual: 0.41%
[2025-11-25T12:22:18.946863] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 46.3155%
[2025-11-25T12:22:18.947036] [INFO ] [main      ] CBT: DISCARDED add_late_hour_microstructure (score: 46.32%)
[2025-11-25T12:22:18.947159] [INFO ] [main      ] CBT: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:22:18.947272] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_late_session_pressure']
[2025-11-25T12:22:18.947381] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:22:18.961264] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:18.961864] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:22:18.962719] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:18.962858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:18.963631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:22:18.964709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:18.976160] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 2.00%
[2025-11-25T12:22:19.099927] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:19.147728] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.93%, Actual: 0.86%
[2025-11-25T12:22:19.164395] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.26% | Symbol ETA: 1m 0s | Global ETA: 10m 27s
[2025-11-25T12:22:19.164917] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:22:19.165988] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:19.166073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:19.171377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:19.172485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:22:19.175107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:19.211660] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:22:19.307190] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:22:19.317210] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -1.56%, Actual: 0.11%
[2025-11-25T12:22:19.384147] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:19.479835] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:19.490481] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 0.30%
[2025-11-25T12:22:19.516871] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.58% | Symbol ETA: 13.1s | Global ETA: 10m 27s
[2025-11-25T12:22:19.517160] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:22:19.517997] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:19.518135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:19.518950] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:22:19.523070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:19.524947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:19.525512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:19.526000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:19.526953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:19.605519] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: -2.42% | Symbol ETA: 21.5s | Global ETA: 10m 27s
[2025-11-25T12:22:19.606042] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:22:19.607121] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:19.607268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:19.608058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:22:19.609126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:19.614076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:22:19.615016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:19.663891] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 2.05%, Actual: 1.77%
[2025-11-25T12:22:19.664179] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 32.7413%
[2025-11-25T12:22:19.664334] [INFO ] [main      ] APD: DISCARDED add_volume_dispersion (score: 32.74%)
[2025-11-25T12:22:19.664449] [INFO ] [main      ] APD: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:22:19.664554] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_volume_flow_differentials']
[2025-11-25T12:22:19.664679] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:22:19.677405] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:19.678152] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:22:19.679267] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:19.679424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:19.684395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:19.691673] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:19.755863] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.16% | Symbol ETA: 59.9s | Global ETA: 10m 27s
[2025-11-25T12:22:19.810326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:19.811595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:19.867911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:19.872850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:19.888444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:22:19.891230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:19.927271] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.19%, Actual: 0.44%
[2025-11-25T12:22:19.955376] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:22:19.961240] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:22:20.101292] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.09%, Actual: 0.67%
[2025-11-25T12:22:20.129086] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:20.134862] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:20.240781] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:22:20.257332] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.27% | Symbol ETA: 20.9s | Global ETA: 10m 28s
[2025-11-25T12:22:20.257631] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:22:20.258471] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:20.258614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:20.259415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:22:20.260450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:20.273408] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -2.37% | Symbol ETA: 12.3s | Global ETA: 10m 28s
[2025-11-25T12:22:20.273722] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:22:20.273817] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 0.23%
[2025-11-25T12:22:20.274533] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:20.274703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:20.279590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:20.281428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:20.282018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:20.282691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:20.283609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:20.372174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:22:20.373139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:20.414497] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:20.445920] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.33%
[2025-11-25T12:22:20.587529] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -3.32% | Symbol ETA: 8.8s | Global ETA: 10m 28s
[2025-11-25T12:22:20.587838] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:22:20.588724] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:20.588865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:20.593696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:20.625185] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 0.51%
[2025-11-25T12:22:20.632078] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:22:20.717234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:20.718525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:20.718981] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:22:20.773335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:20.778089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:20.793287] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.45%, Actual: 0.30%
[2025-11-25T12:22:20.793752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:22:20.796610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:20.804612] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:20.886709] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:20.929066] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 2.61% | Symbol ETA: 20.3s | Global ETA: 10m 28s
[2025-11-25T12:22:20.929388] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:22:20.930220] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:20.930385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:20.931160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:22:20.932199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:20.960257] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.74%
[2025-11-25T12:22:21.019898] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -3.00% | Symbol ETA: 11.6s | Global ETA: 10m 28s
[2025-11-25T12:22:21.020201] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:22:21.021036] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:21.021178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:21.025999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:21.027865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:21.028433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:21.028927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:21.029873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:21.114358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:22:21.115397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:21.128388] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.21%
[2025-11-25T12:22:21.135310] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:22:21.270040] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:22:21.296224] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.26%, Actual: 0.13%
[2025-11-25T12:22:21.303073] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:21.441809] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:21.451351] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:22:21.467929] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.38%
[2025-11-25T12:22:21.468168] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 40.6474%
[2025-11-25T12:22:21.468240] [INFO ] [main      ] CMSC: DISCARDED add_day_shape_ratios (score: 40.65%)
[2025-11-25T12:22:21.468301] [INFO ] [main      ] CMSC: Testing feature 8/53: add_directional_consistency
[2025-11-25T12:22:21.468347] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_directional_consistency']
[2025-11-25T12:22:21.468398] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:22:21.473086] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 1.07% | Symbol ETA: 7.8s | Global ETA: 10m 28s
[2025-11-25T12:22:21.473385] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:22:21.474241] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:21.474383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:21.479178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:21.481738] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:21.482186] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:22:21.483050] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:21.483137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:21.488190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:21.489190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:21.563829] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 19.6s | Global ETA: 10m 28s
[2025-11-25T12:22:21.564022] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:22:21.564797] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:21.565005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:21.565780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:22:21.566819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:21.604169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:21.605535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:21.620061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:21.621164] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:21.662214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:21.666893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:21.683070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:22:21.686852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:21.759379] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 10.8s | Global ETA: 10m 28s
[2025-11-25T12:22:21.759677] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:22:21.760495] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:21.760654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:21.765522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:21.767759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:21.768351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:21.769036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:21.770156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:21.854150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:22:21.854951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:21.915635] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:22:21.963344] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:22:22.057363] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:22:22.095558] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:22.136384] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:22.199949] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 56.1s | Global ETA: 10m 28s
[2025-11-25T12:22:22.200259] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:22:22.201124] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:22.201321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:22.204420] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:22:22.206431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:22.207541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:22.224906] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: 1.34% | Symbol ETA: 19.0s | Global ETA: 10m 28s
[2025-11-25T12:22:22.225217] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:22:22.226121] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:22.226268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:22.227128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:22:22.228197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:22.241416] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:22.336071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:22.373412] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:22.403026] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.38% | Symbol ETA: 7.0s | Global ETA: 10m 28s
[2025-11-25T12:22:22.403271] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:22:22.404110] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:22.404253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:22.409261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:22.513457] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.09% | Symbol ETA: 10.1s | Global ETA: 10m 28s
[2025-11-25T12:22:22.513765] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:22:22.514597] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:22.514757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:22.519627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:22.521522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:22.522117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:22.522597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:22.523544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:22.535418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:22.536762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:22.591444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:22.594881] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:22:22.596068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:22.607106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:22:22.608158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:22.612192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:22:22.615079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:22.673784] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:22:22.766916] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:22.847960] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:22.888315] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 2.18% | Symbol ETA: 18.3s | Global ETA: 10m 28s
[2025-11-25T12:22:22.888613] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:22:22.889467] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:22.889609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:22.890387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:22:22.891420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:22.910207] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 55.4s | Global ETA: 10m 28s
[2025-11-25T12:22:22.910421] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:22:22.911253] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:22.911411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:22.916292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:22.917368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:22.949542] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:22:22.955607] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:22:23.045739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:23.127710] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:23.130031] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:23.232685] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:22:23.257431] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.10% | Symbol ETA: 9.3s | Global ETA: 10m 28s
[2025-11-25T12:22:23.257745] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:22:23.258618] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:23.258778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:23.263601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:23.265435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:23.266020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:23.266496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:23.267472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:23.287501] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.70% | Symbol ETA: 6.1s | Global ETA: 10m 28s
[2025-11-25T12:22:23.287780] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:22:23.288599] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:23.288755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:23.293544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:23.351846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:22:23.352786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:23.386756] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:22:23.403743] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:23.418052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:23.419714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:23.477131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:23.481906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:23.498295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:22:23.501356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:23.528988] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -1.69% | Symbol ETA: 17.7s | Global ETA: 10m 28s
[2025-11-25T12:22:23.529271] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:22:23.530136] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:23.530274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:23.531046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:22:23.532269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:23.561107] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:23.625765] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.20% | Symbol ETA: 54.7s | Global ETA: 10m 28s
[2025-11-25T12:22:23.626072] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:22:23.626910] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:23.627062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:23.632396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:23.633466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:23.696549] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:22:23.760990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:23.852405] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:22:23.866959] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:23.882103] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:22:24.001482] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 2.45% | Symbol ETA: 8.5s | Global ETA: 10m 28s
[2025-11-25T12:22:24.001795] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:22:24.002662] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:24.002800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:24.007665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:24.009883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:24.010469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:24.010962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:24.012096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:24.027566] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:24.082048] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:24.095440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:22:24.096545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:24.124046] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:22:24.197277] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -1.12% | Symbol ETA: 5.2s | Global ETA: 10m 28s
[2025-11-25T12:22:24.197576] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:22:24.198428] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:24.198572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:24.202923] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: -0.68% | Symbol ETA: 17.0s | Global ETA: 10m 28s
[2025-11-25T12:22:24.203223] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:22:24.203425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:24.204065] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:24.204214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:24.204999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:22:24.206040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:24.303960] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:24.329586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:24.331018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:24.367617] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 54.0s | Global ETA: 10m 28s
[2025-11-25T12:22:24.367940] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:22:24.368805] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:24.368888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:24.373785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:24.374863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:24.386693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:24.391297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:24.407544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:22:24.410326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:24.435596] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:22:24.499020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:24.548727] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:22:24.604111] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:24.719154] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:24.728858] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 2.92% | Symbol ETA: 7.8s | Global ETA: 10m 28s
[2025-11-25T12:22:24.729160] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:22:24.729997] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:24.730139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:24.734967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:24.736814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:24.737401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:24.737895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:24.738839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:24.755121] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:22:24.822217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:22:24.823377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:24.835833] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 5.93% | Symbol ETA: 16.4s | Global ETA: 10m 28s
[2025-11-25T12:22:24.836129] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:22:24.836960] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:24.837121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:24.837898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:22:24.838971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:24.843133] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:22:24.927637] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:25.018209] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:25.083120] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 53.3s | Global ETA: 10m 28s
[2025-11-25T12:22:25.083418] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:22:25.084631] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:25.084787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:25.090061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:25.091198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:25.093962] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 4.3s | Global ETA: 10m 28s
[2025-11-25T12:22:25.094259] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:22:25.095143] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:25.095288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:25.100428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:25.168128] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:22:25.181012] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:22:25.216139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:25.232266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:25.233928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:25.290982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:25.296094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:25.312927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:22:25.316005] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:25.345316] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:25.357362] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:25.479831] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 1.23% | Symbol ETA: 7.0s | Global ETA: 10m 29s
[2025-11-25T12:22:25.479998] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:22:25.480779] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:25.481004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:25.482388] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -5.54% | Symbol ETA: 15.7s | Global ETA: 10m 29s
[2025-11-25T12:22:25.486189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:25.488097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:25.488690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:25.489159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:25.490144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:25.574750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:22:25.575711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:25.581356] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:22:25.661044] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: -2.42%, Actual: 1.13%
[2025-11-25T12:22:25.672349] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:22:25.774856] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:25.833552] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.27%, Actual: 2.96%
[2025-11-25T12:22:25.841296] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.60% | Symbol ETA: 52.6s | Global ETA: 10m 29s
[2025-11-25T12:22:25.841626] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:22:25.842531] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:25.842887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:25.844590] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:25.848208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:25.849365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:25.918574] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:22:25.977564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:26.006885] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.67% | Symbol ETA: 3.4s | Global ETA: 10m 29s
[2025-11-25T12:22:26.007223] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:22:26.008083] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:26.008198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:26.008079] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 2.61%, Actual: 0.65%
[2025-11-25T12:22:26.013062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:26.091704] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:26.142250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:26.143616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:26.187746] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -0.80%, Actual: 1.15%
[2025-11-25T12:22:26.201044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:26.206030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:26.223138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:22:26.226495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:26.230491] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 6.3s | Global ETA: 10m 29s
[2025-11-25T12:22:26.329724] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:22:26.368477] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: 1.34%, Actual: 0.81%
[2025-11-25T12:22:26.403954] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.58%, Actual: 0.70%
[2025-11-25T12:22:26.508747] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:26.546294] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 2.18%, Actual: 0.36%
[2025-11-25T12:22:26.570602] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 51.9s | Global ETA: 10m 29s
[2025-11-25T12:22:26.570772] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:22:26.571570] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:26.571819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:26.576706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:26.577415] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:22:26.577797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:26.582985] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -2.37%, Actual: 0.20%
[2025-11-25T12:22:26.700028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:26.721931] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -1.69%, Actual: 1.98%
[2025-11-25T12:22:26.749972] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:26.754458] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -3.00%, Actual: 2.33%
[2025-11-25T12:22:26.892792] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: -0.68%, Actual: 1.35%
[2025-11-25T12:22:26.917869] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 2.5s | Global ETA: 10m 29s
[2025-11-25T12:22:26.918155] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:22:26.919073] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:26.919222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:26.924297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:26.927536] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.32%, Actual: 0.97%
[2025-11-25T12:22:27.048891] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:22:27.059700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:27.061117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:27.065344] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 5.93%, Actual: 0.67%
[2025-11-25T12:22:27.102511] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.09%, Actual: 1.23%
[2025-11-25T12:22:27.126321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:27.131226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:27.148528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:22:27.151816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:27.219157] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:27.235517] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -5.54%, Actual: 0.41%
[2025-11-25T12:22:27.235881] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 42.3150%
[2025-11-25T12:22:27.236045] [INFO ] [main      ] CBT: DISCARDED add_late_session_pressure (score: 42.31%)
[2025-11-25T12:22:27.236172] [INFO ] [main      ] CBT: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:22:27.236279] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_micro_gap_fill_velocity']
[2025-11-25T12:22:27.236391] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:22:27.250532] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:27.251332] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:22:27.252373] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:27.252522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:27.253349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:22:27.255584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:27.276540] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.10%, Actual: 0.19%
[2025-11-25T12:22:27.281333] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 1.03% | Symbol ETA: 51.1s | Global ETA: 10m 29s
[2025-11-25T12:22:27.281594] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:22:27.282562] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:27.282735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:27.287955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:27.289064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:27.422430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:27.449319] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 2.45%, Actual: 2.22%
[2025-11-25T12:22:27.508427] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:22:27.605182] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:22:27.622417] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 2.92%, Actual: 1.76%
[2025-11-25T12:22:27.682345] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:27.773943] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:22:27.783023] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:27.801926] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 1.23%, Actual: 0.23%
[2025-11-25T12:22:27.846586] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 1.53% | Symbol ETA: 1.6s | Global ETA: 10m 29s
[2025-11-25T12:22:27.846775] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:22:27.847588] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:27.847825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:27.852698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:27.923031] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 1.91% | Symbol ETA: 20.4s | Global ETA: 10m 29s
[2025-11-25T12:22:27.923324] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:22:27.924213] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:27.924357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:27.925216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:22:27.927623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:27.944989] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:27.972637] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.40%, Actual: 0.73%
[2025-11-25T12:22:27.973069] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 45.4780%
[2025-11-25T12:22:27.973247] [INFO ] [main      ] AGM: DISCARDED add_prev_close_to_1100 (score: 45.48%)
[2025-11-25T12:22:27.973369] [INFO ] [main      ] AGM: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:22:27.973474] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_prev_close_to_open']
[2025-11-25T12:22:27.973587] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:22:27.975741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:27.977183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:27.987715] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:27.988215] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:22:27.989095] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:27.989185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:27.994714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:27.996727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:27.997274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:27.997894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:27.998971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:28.006383] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.32% | Symbol ETA: 50.4s | Global ETA: 10m 29s
[2025-11-25T12:22:28.006592] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:22:28.007832] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:28.007921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:28.012848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:28.013849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:28.035447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:28.040638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:28.057410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:22:28.060634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:28.084446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:22:28.085478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:28.140687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:28.276514] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:22:28.429009] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:22:28.429251] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:22:28.455040] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:28.490982] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:22:28.599330] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.38% | Symbol ETA: 19.8s | Global ETA: 10m 29s
[2025-11-25T12:22:28.599487] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:22:28.600280] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:28.600357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:28.600722] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:28.601114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:22:28.603156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:28.607931] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:28.663070] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:28.725782] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 49.7s | Global ETA: 10m 29s
[2025-11-25T12:22:28.736387] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -0.70% | Symbol ETA: 12.5s | Global ETA: 10m 29s
[2025-11-25T12:22:28.736718] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:22:28.737657] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:28.737801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:28.742820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:28.744778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:28.745365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:28.745869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:28.746837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:28.779448] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 0.7s | Global ETA: 10m 29s
[2025-11-25T12:22:28.833093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:22:28.834236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:28.899303] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.22%, Actual: 0.44%
[2025-11-25T12:22:28.950200] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -3.32%, Actual: 1.04%
[2025-11-25T12:22:28.989170] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:22:29.072073] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 0.67%
[2025-11-25T12:22:29.126273] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 1.07%, Actual: 1.19%
[2025-11-25T12:22:29.167328] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:29.174115] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:22:29.245070] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.20%, Actual: 0.23%
[2025-11-25T12:22:29.304029] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 5.56% | Symbol ETA: 19.2s | Global ETA: 10m 29s
[2025-11-25T12:22:29.304378] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:22:29.305275] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:29.305422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:29.306244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:22:29.308314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:29.310686] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.38%, Actual: 1.80%
[2025-11-25T12:22:29.343418] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:29.419196] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 0.33%
[2025-11-25T12:22:29.485064] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 11.8s | Global ETA: 10m 29s
[2025-11-25T12:22:29.485212] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:22:29.485979] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:29.486055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:29.490865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:29.492710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:29.493379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:29.493883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:29.494843] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.70%, Actual: 0.97%
[2025-11-25T12:22:29.494839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:29.581088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:22:29.582192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:29.591089] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 0.51%
[2025-11-25T12:22:29.674377] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -1.12%, Actual: 2.38%
[2025-11-25T12:22:29.761176] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.60%, Actual: 0.30%
[2025-11-25T12:22:29.769402] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:22:29.852882] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: 0.27%, Actual: 2.00%
[2025-11-25T12:22:29.938117] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.74%
[2025-11-25T12:22:29.948547] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:29.987723] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:22:30.036813] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.67%, Actual: 0.86%
[2025-11-25T12:22:30.087663] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -1.07% | Symbol ETA: 18.7s | Global ETA: 10m 29s
[2025-11-25T12:22:30.088140] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:22:30.088985] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:30.089129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:30.090130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:22:30.092555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:30.125889] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 1.03%, Actual: 0.21%
[2025-11-25T12:22:30.213710] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 0.11%
[2025-11-25T12:22:30.241366] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:30.301345] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.13%
[2025-11-25T12:22:30.386325] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.63% | Symbol ETA: 11.4s | Global ETA: 10m 29s
[2025-11-25T12:22:30.386626] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:22:30.387499] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:30.387656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:30.393046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:30.394908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:30.395491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:30.395925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:30.396872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:30.402880] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 1.53%, Actual: 0.30%
[2025-11-25T12:22:30.453000] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:22:30.473244] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.38%
[2025-11-25T12:22:30.473593] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 43.1054%
[2025-11-25T12:22:30.473773] [INFO ] [main      ] CMSC: DISCARDED add_directional_consistency (score: 43.11%)
[2025-11-25T12:22:30.473838] [INFO ] [main      ] CMSC: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T12:22:30.473945] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range']
[2025-11-25T12:22:30.474052] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:22:30.483460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:22:30.484590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:30.487509] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:30.488231] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:22:30.489350] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:30.489493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:30.494756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:30.495810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:22:30.497579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:30.601977] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 1.77%
[2025-11-25T12:22:30.602388] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 36.5846%
[2025-11-25T12:22:30.602503] [INFO ] [main      ] APD: DISCARDED add_volume_flow_differentials (score: 36.58%)
[2025-11-25T12:22:30.602624] [INFO ] [main      ] APD: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:22:30.602750] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_volume_pressure_into_close']
[2025-11-25T12:22:30.602866] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:22:30.616076] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:30.616728] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:22:30.617753] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:30.617905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:30.622934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:30.630509] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:30.758703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:30.760099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:30.766367] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: 0.96% | Symbol ETA: 17.9s | Global ETA: 10m 30s
[2025-11-25T12:22:30.766692] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:22:30.767506] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:30.767666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:30.768428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:22:30.770444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:30.814949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:30.820028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:30.836486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:22:30.838292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:30.839824] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:22:30.840683] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:22:31.012155] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:31.012483] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:31.076448] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.93% | Symbol ETA: 54.8s | Global ETA: 10m 30s
[2025-11-25T12:22:31.076600] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:22:31.077436] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:31.077514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:31.082511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:31.083557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:22:31.085312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:31.145732] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:22:31.149055] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 10.5s | Global ETA: 10m 30s
[2025-11-25T12:22:31.149349] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:22:31.150216] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:31.150363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:31.155403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:31.157333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:31.157947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:31.158439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:31.159413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:31.179381] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:22:31.248436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:22:31.249539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:31.333041] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:31.352165] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:31.440317] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:22:31.465399] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: -2.03% | Symbol ETA: 17.2s | Global ETA: 10m 30s
[2025-11-25T12:22:31.465731] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:22:31.466553] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:31.466658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:31.467622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:22:31.469853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:31.535029] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -0.67% | Symbol ETA: 8.7s | Global ETA: 10m 30s
[2025-11-25T12:22:31.535231] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:22:31.536382] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:31.536667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:31.544489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:31.601030] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:22:31.616121] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:31.670452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:31.671724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:31.681096] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.28% | Symbol ETA: 54.3s | Global ETA: 10m 30s
[2025-11-25T12:22:31.681241] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:22:31.682068] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:31.682199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:31.687712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:31.688946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:22:31.691032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:31.727633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:31.732240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:31.748978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:22:31.750802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:31.801741] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:31.810184] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:22:31.941429] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.31% | Symbol ETA: 9.7s | Global ETA: 10m 30s
[2025-11-25T12:22:31.941544] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:22:31.942363] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:31.942441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:31.947582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:31.949627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:31.950346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:31.950768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:31.951892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:31.989864] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:32.045487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:22:32.046986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:32.055020] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:22:32.096975] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:22:32.127686] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -3.11% | Symbol ETA: 16.5s | Global ETA: 10m 30s
[2025-11-25T12:22:32.127849] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:22:32.128768] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:32.128848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:32.129681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:22:32.131974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:32.229513] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:32.274455] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:32.294462] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 53.7s | Global ETA: 10m 30s
[2025-11-25T12:22:32.294980] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:22:32.295863] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:32.296007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:32.301531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:32.302720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:22:32.304744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:32.406232] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:22:32.450383] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 7.8s | Global ETA: 10m 30s
[2025-11-25T12:22:32.450689] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:22:32.451518] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:32.451681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:32.457022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:32.499361] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:22:32.582960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:32.584000] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:32.584344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:32.640163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:32.645331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:32.661061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:22:32.662839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:32.678087] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:32.694263] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:22:32.716304] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.47% | Symbol ETA: 8.9s | Global ETA: 10m 30s
[2025-11-25T12:22:32.716613] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:22:32.717517] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:32.717706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:32.722773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:32.724789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:32.725383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:32.725896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:32.726868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:32.816422] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 4.16% | Symbol ETA: 15.8s | Global ETA: 10m 30s
[2025-11-25T12:22:32.816745] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:22:32.817679] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:32.817820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:32.818632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:22:32.820014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:22:32.820877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:32.821205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:32.884867] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:32.953912] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 53.2s | Global ETA: 10m 30s
[2025-11-25T12:22:32.954068] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:22:32.955018] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:32.955106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:32.960797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:32.961877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:22:32.963895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:33.002798] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:22:33.174353] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:22:33.177363] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:33.186594] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:22:33.343822] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -4.75% | Symbol ETA: 6.8s | Global ETA: 10m 30s
[2025-11-25T12:22:33.343964] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:22:33.343946] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:22:33.344731] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:33.344808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:33.347463] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:33.349572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:33.371277] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:33.474954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:33.476056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:33.482418] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 8.1s | Global ETA: 10m 30s
[2025-11-25T12:22:33.482749] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:22:33.483894] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:33.484039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:33.489473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:33.491428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:33.492031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:33.492512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:33.493699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:33.509680] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 5.31% | Symbol ETA: 15.1s | Global ETA: 10m 30s
[2025-11-25T12:22:33.510002] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:22:33.510892] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:33.511038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:33.511843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:22:33.514109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:33.529046] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:33.533385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:33.538032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:33.554553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:22:33.556301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:33.583502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:22:33.584719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:33.593574] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.60% | Symbol ETA: 52.6s | Global ETA: 10m 30s
[2025-11-25T12:22:33.593907] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:22:33.594768] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:33.594908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:33.599919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:33.601360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:22:33.603424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:33.871281] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:22:33.892029] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:22:33.935502] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:22:33.940847] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:22:34.051192] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:34.059805] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:34.111338] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:34.115615] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:34.179692] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -3.10% | Symbol ETA: 14.4s | Global ETA: 10m 30s
[2025-11-25T12:22:34.179471] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 52.0s | Global ETA: 10m 30s
[2025-11-25T12:22:34.179870] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:22:34.180984] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:34.181082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:34.186584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:34.188081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:22:34.189824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:34.221619] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -4.69% | Symbol ETA: 5.8s | Global ETA: 10m 30s
[2025-11-25T12:22:34.221792] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:22:34.222562] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:34.222669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:34.227632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:34.246589] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.96% | Symbol ETA: 7.3s | Global ETA: 10m 30s
[2025-11-25T12:22:34.246889] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:22:34.247846] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:34.247990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:34.253694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:34.256211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:34.256977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:34.257474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:34.258428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:34.344024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:22:34.345205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:34.351207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:34.352336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:34.359589] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 1.91%, Actual: 1.13%
[2025-11-25T12:22:34.407389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:34.411681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:34.427398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:22:34.429122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:34.529065] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.38%, Actual: 2.96%
[2025-11-25T12:22:34.547380] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:22:34.692415] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:22:34.699712] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 5.56%, Actual: 0.65%
[2025-11-25T12:22:34.718694] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:34.764293] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:22:34.780361] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 51.4s | Global ETA: 10m 30s
[2025-11-25T12:22:34.780676] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:22:34.781534] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:34.781697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:34.786818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:34.787953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:22:34.789758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:34.865856] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:34.871352] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -1.07%, Actual: 1.15%
[2025-11-25T12:22:34.930690] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:34.995970] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 2.74% | Symbol ETA: 6.5s | Global ETA: 10m 30s
[2025-11-25T12:22:34.996134] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:22:34.996912] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:34.997173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:35.002057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:35.003926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:35.004484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:35.004974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:35.005928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:35.050392] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: 0.96%, Actual: 0.81%
[2025-11-25T12:22:35.089442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:22:35.090559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:35.093265] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 2.35% | Symbol ETA: 4.9s | Global ETA: 10m 30s
[2025-11-25T12:22:35.093544] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:22:35.094381] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:35.094525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:35.099347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:35.125692] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:22:35.220820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:35.221925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:35.232947] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: -2.03%, Actual: 0.36%
[2025-11-25T12:22:35.276286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:35.280569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:35.296361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:22:35.297740] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:35.298121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:35.360197] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 50.7s | Global ETA: 10m 30s
[2025-11-25T12:22:35.360503] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:22:35.361374] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:35.361518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:35.366544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:35.367692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:22:35.369450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:35.406813] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -3.11%, Actual: 1.98%
[2025-11-25T12:22:35.435206] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:22:35.578988] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 4.16%, Actual: 1.35%
[2025-11-25T12:22:35.608398] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:35.635559] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:22:35.725278] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:22:35.744314] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 0.84% | Symbol ETA: 5.8s | Global ETA: 10m 31s
[2025-11-25T12:22:35.754664] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 5.31%, Actual: 0.67%
[2025-11-25T12:22:35.805037] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:35.903411] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:35.921092] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -0.70%, Actual: 0.70%
[2025-11-25T12:22:35.929010] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -3.10%, Actual: 0.41%
[2025-11-25T12:22:35.929439] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 42.7761%
[2025-11-25T12:22:35.929610] [INFO ] [main      ] CBT: DISCARDED add_micro_gap_fill_velocity (score: 42.78%)
[2025-11-25T12:22:35.929779] [INFO ] [main      ] CBT: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:22:35.929889] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:22:35.929999] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:22:35.943815] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:35.944722] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:22:35.945692] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:35.945838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:35.946636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:22:35.947415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:35.961327] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.27% | Symbol ETA: 4.0s | Global ETA: 10m 31s
[2025-11-25T12:22:35.961623] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:22:35.962499] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:35.962656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:35.966621] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 50.1s | Global ETA: 10m 31s
[2025-11-25T12:22:35.966941] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:22:35.967418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:35.967879] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:35.968030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:35.973581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:35.974745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:22:35.976620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:36.086723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:36.087866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:36.092596] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 0.20%
[2025-11-25T12:22:36.143339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:36.147609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:36.163265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:22:36.165036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:36.266104] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.63%, Actual: 2.33%
[2025-11-25T12:22:36.298940] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:22:36.337033] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:22:36.436191] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 0.97%
[2025-11-25T12:22:36.484026] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:36.506452] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:22:36.516568] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:36.581865] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 49.5s | Global ETA: 10m 31s
[2025-11-25T12:22:36.610330] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.31%, Actual: 1.23%
[2025-11-25T12:22:36.615385] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 19.9s | Global ETA: 10m 31s
[2025-11-25T12:22:36.615713] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:22:36.616776] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:36.616915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:36.617716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:22:36.618423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:36.677444] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:36.760043] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.93%, Actual: 0.44%
[2025-11-25T12:22:36.798497] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.47%, Actual: 0.19%
[2025-11-25T12:22:36.839220] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 2.20% | Symbol ETA: 3.1s | Global ETA: 10m 31s
[2025-11-25T12:22:36.839504] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:22:36.840330] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:36.840477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:36.845260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:36.955713] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 0.67%
[2025-11-25T12:22:36.971155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:36.972338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:36.972763] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.99%, Actual: 2.22%
[2025-11-25T12:22:36.985825] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:22:37.027184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:37.031443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:37.046676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:22:37.048403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:37.126394] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.23%
[2025-11-25T12:22:37.147080] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.96%, Actual: 1.76%
[2025-11-25T12:22:37.159272] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:37.294423] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -1.17% | Symbol ETA: 19.3s | Global ETA: 10m 31s
[2025-11-25T12:22:37.294585] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:22:37.295505] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:37.295588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:37.296452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:22:37.297230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:37.297453] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.33%
[2025-11-25T12:22:37.319067] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 2.74%, Actual: 0.23%
[2025-11-25T12:22:37.394103] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:22:37.480730] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.60%, Actual: 0.51%
[2025-11-25T12:22:37.496347] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 0.84%, Actual: 0.73%
[2025-11-25T12:22:37.496572] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 48.9509%
[2025-11-25T12:22:37.496683] [INFO ] [main      ] AGM: DISCARDED add_prev_close_to_open (score: 48.95%)
[2025-11-25T12:22:37.496915] [INFO ] [main      ] AGM: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:22:37.497049] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_prior_day_tail_pressure']
[2025-11-25T12:22:37.497170] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:22:37.512131] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:37.512620] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:22:37.513545] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:37.513877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:37.518811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:37.521061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:37.521687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:37.522157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:37.523109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:37.577205] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:37.612699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:22:37.615936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:37.656709] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.30%
[2025-11-25T12:22:37.671402] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:22:37.735621] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -2.58% | Symbol ETA: 2.2s | Global ETA: 10m 31s
[2025-11-25T12:22:37.735957] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:22:37.736784] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:37.737107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:37.742224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:37.830814] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.74%
[2025-11-25T12:22:37.845231] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:37.867236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:37.868953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:37.924682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:37.929590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:37.946168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:22:37.948564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:37.965327] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:22:37.976207] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 2.88% | Symbol ETA: 18.6s | Global ETA: 10m 31s
[2025-11-25T12:22:37.976459] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:22:37.977326] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:37.977466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:37.978434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:22:37.979349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:38.010560] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 0.21%
[2025-11-25T12:22:38.139204] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:38.198892] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 0.13%
[2025-11-25T12:22:38.280036] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 12.4s | Global ETA: 10m 31s
[2025-11-25T12:22:38.280310] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:22:38.281154] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:38.281293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:38.286180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:38.288179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:38.288769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:38.289397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:38.290505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:38.312372] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:22:38.325383] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:22:38.377721] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.38%
[2025-11-25T12:22:38.378099] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 40.2250%
[2025-11-25T12:22:38.378277] [INFO ] [main      ] CMSC: DISCARDED add_fullday_parkinson_range (score: 40.23%)
[2025-11-25T12:22:38.378189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:22:38.378365] [INFO ] [main      ] CMSC: Testing feature 10/53: add_gap_fill_state
[2025-11-25T12:22:38.378502] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_fill_state']
[2025-11-25T12:22:38.378618] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:22:38.381445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:38.393481] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:38.393990] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:22:38.394913] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:38.395007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:38.400281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:38.401322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:22:38.450728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:38.492185] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:38.497743] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:38.623018] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -0.76% | Symbol ETA: 17.9s | Global ETA: 10m 31s
[2025-11-25T12:22:38.623165] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:22:38.623953] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:38.624029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:38.624755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:22:38.625406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:38.662987] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 1.3s | Global ETA: 10m 31s
[2025-11-25T12:22:38.663136] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:22:38.663943] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:38.664161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:38.669098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:38.725994] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:22:38.798348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:38.799822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:38.806679] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:22:38.856735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:38.861806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:38.878421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:22:38.880674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:38.899502] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:38.973613] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:22:38.989700] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:39.049871] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 11.6s | Global ETA: 10m 31s
[2025-11-25T12:22:39.050068] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:22:39.051263] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:39.051427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:39.056453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:39.058478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:39.059099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:39.059597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:39.060615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:39.081408] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 43.9s | Global ETA: 10m 31s
[2025-11-25T12:22:39.081617] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:22:39.082845] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:39.082967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:39.091218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:39.092830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:22:39.157588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:39.172907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:22:39.177157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:39.214613] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:39.388993] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:22:39.390447] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 17.4s | Global ETA: 10m 31s
[2025-11-25T12:22:39.390934] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:22:39.392305] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:39.392531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:39.393879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:22:39.395017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:39.648098] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:22:39.649345] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:39.655121] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:22:39.823200] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:22:39.838832] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:39.847261] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:39.850910] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 0.4s | Global ETA: 10m 31s
[2025-11-25T12:22:39.909636] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 43.8s | Global ETA: 10m 31s
[2025-11-25T12:22:39.909991] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:22:39.910956] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:39.911104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:39.916513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:39.917984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:22:39.963674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:40.003502] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.98% | Symbol ETA: 11.3s | Global ETA: 10m 31s
[2025-11-25T12:22:40.003838] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:22:40.004866] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:40.005028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:40.010377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:40.010685] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:40.012744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:40.013391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:40.013938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:40.014977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:40.101887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:22:40.105701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:40.124314] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -0.67%, Actual: 1.04%
[2025-11-25T12:22:40.145859] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 2.30% | Symbol ETA: 16.7s | Global ETA: 10m 31s
[2025-11-25T12:22:40.146163] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:22:40.147239] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:40.147425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:40.148309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:22:40.149113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:40.326748] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:22:40.348868] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.17%, Actual: 1.19%
[2025-11-25T12:22:40.463225] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:22:40.503805] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:40.515538] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:22:40.537412] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -4.75%, Actual: 1.80%
[2025-11-25T12:22:40.573253] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 42.8s | Global ETA: 10m 31s
[2025-11-25T12:22:40.573554] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:22:40.574508] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:40.574693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:40.579851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:40.580934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:22:40.626899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:40.633728] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:40.696500] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:40.715389] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -4.69%, Actual: 0.97%
[2025-11-25T12:22:40.779729] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.65% | Symbol ETA: 10.4s | Global ETA: 10m 31s
[2025-11-25T12:22:40.780025] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:22:40.780913] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:40.781249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:40.786975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:40.789185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:40.789791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:40.790292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:40.791321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:40.834563] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -4.40% | Symbol ETA: 16.0s | Global ETA: 10m 31s
[2025-11-25T12:22:40.834873] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:22:40.835791] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:40.835936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:40.836849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:22:40.837627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:40.881716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:22:40.885302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:40.908262] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 2.35%, Actual: 2.38%
[2025-11-25T12:22:40.987920] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:22:41.130775] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 2.00%
[2025-11-25T12:22:41.171726] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:41.200319] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:22:41.245616] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 42.0s | Global ETA: 10m 32s
[2025-11-25T12:22:41.245946] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:22:41.246846] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:41.246990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:41.253469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:41.254762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:22:41.264279] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:22:41.302523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:41.358154] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 2.20%, Actual: 0.86%
[2025-11-25T12:22:41.375551] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:41.447384] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:41.507860] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 1.29% | Symbol ETA: 15.3s | Global ETA: 10m 32s
[2025-11-25T12:22:41.508160] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:22:41.508980] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:41.509121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:41.509944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:22:41.510757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:41.560325] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -2.58%, Actual: 0.11%
[2025-11-25T12:22:41.594263] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.34% | Symbol ETA: 9.6s | Global ETA: 10m 32s
[2025-11-25T12:22:41.594562] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:22:41.595436] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:41.595586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:41.601206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:41.603297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:41.603972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:41.604522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:41.605607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:41.667563] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:22:41.701280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:22:41.704724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:41.734878] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 0.11%, Actual: 0.30%
[2025-11-25T12:22:41.849239] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:41.875495] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:22:41.913399] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.34%, Actual: 1.77%
[2025-11-25T12:22:41.913836] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 34.3536%
[2025-11-25T12:22:41.914007] [INFO ] [main      ] APD: DISCARDED add_volume_pressure_into_close (score: 34.35%)
[2025-11-25T12:22:41.914126] [INFO ] [main      ] APD: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:22:41.914231] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_volume_zscore']
[2025-11-25T12:22:41.914342] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:22:41.921268] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 41.3s | Global ETA: 10m 32s
[2025-11-25T12:22:41.921518] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:22:41.922432] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:41.922576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:41.927867] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:41.927872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:41.928336] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:22:41.929120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:22:41.929280] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:41.929366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:41.934922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:41.976371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:42.051054] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:42.059298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:42.060572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:42.092246] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:22:42.117156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:42.121812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:42.138236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:22:42.140398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:42.175577] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 6.42% | Symbol ETA: 14.6s | Global ETA: 10m 32s
[2025-11-25T12:22:42.175890] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:22:42.177217] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:42.177362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:42.178199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:22:42.178972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:42.291462] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:42.332698] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:22:42.439252] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: -0.22% | Symbol ETA: 8.8s | Global ETA: 10m 32s
[2025-11-25T12:22:42.439411] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:22:42.440229] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:42.440310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:42.445952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:42.448768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:42.449469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:42.449980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:42.450994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:42.535297] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:42.539140] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:22:42.546976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:22:42.550549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:42.559925] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:22:42.612696] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 40.6s | Global ETA: 10m 32s
[2025-11-25T12:22:42.612896] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:22:42.614002] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:42.614180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:42.620438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:42.621881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:22:42.678014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:42.716248] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:42.780377] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:42.884420] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 8.8s | Global ETA: 10m 32s
[2025-11-25T12:22:42.884730] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:22:42.885853] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:42.886196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:42.891493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:42.919658] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:22:42.928634] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -7.15% | Symbol ETA: 13.9s | Global ETA: 10m 32s
[2025-11-25T12:22:43.016709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:43.018182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:43.060243] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:22:43.074445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:43.079682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:43.093494] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:43.096241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:22:43.098191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:43.110943] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 0.19%, Actual: 1.13%
[2025-11-25T12:22:43.231353] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.56% | Symbol ETA: 7.9s | Global ETA: 10m 32s
[2025-11-25T12:22:43.231667] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:22:43.232504] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:43.232669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:43.237575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:43.237481] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:43.239385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:43.240001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:43.240480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:43.241445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:43.284480] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -1.17%, Actual: 2.96%
[2025-11-25T12:22:43.302824] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 39.9s | Global ETA: 10m 32s
[2025-11-25T12:22:43.303133] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:22:43.303994] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:43.304138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:43.309136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:43.310293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:22:43.325874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:22:43.329353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:43.356430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:43.444706] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:22:43.459658] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 2.88%, Actual: 0.65%
[2025-11-25T12:22:43.620048] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:43.633236] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -0.76%, Actual: 1.15%
[2025-11-25T12:22:43.688175] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:22:43.723772] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:22:43.787080] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 7.7s | Global ETA: 10m 32s
[2025-11-25T12:22:43.787363] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:22:43.788241] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:43.788386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:43.793202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:43.806561] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: 0.11%, Actual: 0.81%
[2025-11-25T12:22:43.859558] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:43.898143] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:43.915410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:43.916800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:43.962416] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 39.2s | Global ETA: 10m 32s
[2025-11-25T12:22:43.962731] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:22:43.963578] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:43.963737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:43.968683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:43.969948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:22:43.974714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:43.974910] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 2.30%, Actual: 0.36%
[2025-11-25T12:22:43.979678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:43.996777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:22:43.998999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:44.002450] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 7.1s | Global ETA: 10m 32s
[2025-11-25T12:22:44.002825] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:22:44.003985] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:44.004354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:44.010680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:44.013098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:44.014154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:44.014762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:44.015278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:44.015855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:44.104046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:22:44.107241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:44.142969] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -4.40%, Actual: 1.98%
[2025-11-25T12:22:44.310745] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 1.29%, Actual: 1.35%
[2025-11-25T12:22:44.344273] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:22:44.367552] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:22:44.460097] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:22:44.478018] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 6.42%, Actual: 0.67%
[2025-11-25T12:22:44.516025] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:44.547487] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:44.612867] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 38.5s | Global ETA: 10m 32s
[2025-11-25T12:22:44.613018] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:22:44.613830] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:44.613907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:44.619516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:44.620696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:22:44.639715] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:44.648991] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -7.15%, Actual: 0.41%
[2025-11-25T12:22:44.649206] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 32.8105%
[2025-11-25T12:22:44.649292] [INFO ] [main      ] CBT: DISCARDED add_morning_followthrough_mag_T0 (score: 32.81%)
[2025-11-25T12:22:44.649341] [INFO ] [main      ] CBT: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:22:44.649376] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_morning_range_expansion']
[2025-11-25T12:22:44.649415] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:22:44.663366] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:44.663969] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:22:44.664841] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:44.665039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:44.665850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:44.667268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:44.670623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:44.685286] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.67% | Symbol ETA: 6.7s | Global ETA: 10m 32s
[2025-11-25T12:22:44.685565] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:22:44.686424] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:44.686565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:44.691948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:44.782584] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.78% | Symbol ETA: 6.3s | Global ETA: 10m 32s
[2025-11-25T12:22:44.782913] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:22:44.783966] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:44.784114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:44.789254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:44.791417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:44.792018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:44.792504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:44.793463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:44.819475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:44.821080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:44.878390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:44.880489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:22:44.883311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:44.883762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:44.900512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:22:44.902290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:45.020600] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:22:45.043097] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:22:45.190053] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:45.237155] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:22:45.252421] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:22:45.256981] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:45.315683] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.89% | Symbol ETA: 18.7s | Global ETA: 10m 32s
[2025-11-25T12:22:45.316164] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:22:45.317022] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:45.317166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:45.317971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:45.322544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:45.330839] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 37.8s | Global ETA: 10m 32s
[2025-11-25T12:22:45.413745] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:45.429008] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:45.525442] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.08%, Actual: 0.44%
[2025-11-25T12:22:45.559242] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 5.5s | Global ETA: 10m 32s
[2025-11-25T12:22:45.594315] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -0.56% | Symbol ETA: 5.7s | Global ETA: 10m 32s
[2025-11-25T12:22:45.594617] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:22:45.595514] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:45.595688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:45.600575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:45.670774] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:22:45.696814] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.48%, Actual: 0.67%
[2025-11-25T12:22:45.724262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:45.725488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:45.731384] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.74%, Actual: 0.70%
[2025-11-25T12:22:45.782035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:45.786590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:45.802753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:22:45.804713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:45.871977] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.23%
[2025-11-25T12:22:45.877986] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:45.916926] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.01%, Actual: 0.20%
[2025-11-25T12:22:46.005300] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -3.67% | Symbol ETA: 18.2s | Global ETA: 10m 32s
[2025-11-25T12:22:46.005466] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:22:46.006230] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:46.006449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:46.007381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:46.012218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:46.054183] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 0.33%
[2025-11-25T12:22:46.095246] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.98%, Actual: 2.33%
[2025-11-25T12:22:46.161315] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:22:46.241527] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.51%
[2025-11-25T12:22:46.277372] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 0.97%
[2025-11-25T12:22:46.344146] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:46.354744] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:22:46.417919] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.59%, Actual: 0.30%
[2025-11-25T12:22:46.490127] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.34%, Actual: 1.23%
[2025-11-25T12:22:46.513835] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 4.8s | Global ETA: 10m 33s
[2025-11-25T12:22:46.513985] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:22:46.514775] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:46.514850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:46.519596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:46.530541] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:46.616373] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.74%
[2025-11-25T12:22:46.651312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:46.652572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:46.660712] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 0.98% | Symbol ETA: 17.5s | Global ETA: 10m 33s
[2025-11-25T12:22:46.660960] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:22:46.662170] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:46.662310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:46.663083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:46.667706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:46.677949] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 0.19%
[2025-11-25T12:22:46.710540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:46.715124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:46.731786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:22:46.733683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:46.806933] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.21%
[2025-11-25T12:22:46.864428] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.56%, Actual: 2.22%
[2025-11-25T12:22:46.985319] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.13%
[2025-11-25T12:22:47.052444] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 1.76%
[2025-11-25T12:22:47.061834] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:22:47.100235] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:22:47.156669] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 0.38%
[2025-11-25T12:22:47.156907] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 34.3075%
[2025-11-25T12:22:47.157026] [INFO ] [main      ] CMSC: DISCARDED add_gap_fill_state (score: 34.31%)
[2025-11-25T12:22:47.157080] [INFO ] [main      ] CMSC: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T12:22:47.157118] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite']
[2025-11-25T12:22:47.157159] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:22:47.170913] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:47.171580] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:22:47.172466] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:47.172543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:47.177687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:47.178732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:47.179768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:47.228081] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.78%, Actual: 0.23%
[2025-11-25T12:22:47.236548] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:47.278223] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:47.365291] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 16.9s | Global ETA: 10m 33s
[2025-11-25T12:22:47.365422] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:22:47.366191] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:47.366265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:47.366980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:47.371621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:47.420946] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.09%, Actual: 0.73%
[2025-11-25T12:22:47.421538] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 48.9012%
[2025-11-25T12:22:47.421733] [INFO ] [main      ] AGM: DISCARDED add_prior_day_tail_pressure (score: 48.90%)
[2025-11-25T12:22:47.421853] [INFO ] [main      ] AGM: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:22:47.421959] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_prior_mag_lag']
[2025-11-25T12:22:47.422071] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:22:47.437487] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:47.438280] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:22:47.439232] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:47.439375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:47.444791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:47.446826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:47.447481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:47.448024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:47.449328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:47.451873] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -1.21% | Symbol ETA: 3.9s | Global ETA: 10m 33s
[2025-11-25T12:22:47.452023] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:22:47.452847] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:47.452927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:47.458260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:47.545111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:22:47.547276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:47.583064] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:22:47.592437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:47.593691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:47.652095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:47.657589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:47.675590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:22:47.678043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:47.744166] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:22:47.804260] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:47.874595] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 43.2s | Global ETA: 10m 33s
[2025-11-25T12:22:47.874886] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:22:47.875793] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:47.875940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:47.881704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:47.883212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:47.884297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:47.919205] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:47.988105] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:22:48.050743] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:22:48.052982] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.21% | Symbol ETA: 16.3s | Global ETA: 10m 33s
[2025-11-25T12:22:48.053486] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:22:48.054524] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:48.054687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:48.055681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:48.060741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:48.166965] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:48.230800] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:48.307417] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.06% | Symbol ETA: 13.1s | Global ETA: 10m 33s
[2025-11-25T12:22:48.307721] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:22:48.308544] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:48.308706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:48.313521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:48.315363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:48.315965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:48.316460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:48.317457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:48.355013] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:22:48.384734] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: 1.74% | Symbol ETA: 3.0s | Global ETA: 10m 33s
[2025-11-25T12:22:48.385058] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:22:48.385926] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:48.386079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:48.390957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:48.403383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:22:48.405324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:48.412744] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:22:48.515591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:48.517161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:48.541276] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:48.572395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:48.577294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:48.590669] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:48.594112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:22:48.596326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:48.605597] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 42.6s | Global ETA: 10m 33s
[2025-11-25T12:22:48.605965] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:22:48.606837] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:48.606976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:48.611929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:48.612979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:48.614056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:48.716402] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 2.86% | Symbol ETA: 15.6s | Global ETA: 10m 33s
[2025-11-25T12:22:48.716733] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:22:48.717685] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:48.717829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:48.718660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:48.723088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:48.744918] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:22:48.913711] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:48.944167] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:22:48.967142] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:22:49.054126] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 11.7s | Global ETA: 10m 33s
[2025-11-25T12:22:49.054401] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:22:49.055234] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:49.055379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:49.060235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:49.062070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:49.062639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:49.063137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:49.064090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:49.065142] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:22:49.118173] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:49.138854] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:49.147301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:22:49.149069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:49.200970] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 41.6s | Global ETA: 10m 33s
[2025-11-25T12:22:49.201295] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:22:49.202140] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:49.202280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:49.207176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:49.208239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:49.209289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:49.236688] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:49.279505] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -2.52% | Symbol ETA: 2.1s | Global ETA: 10m 33s
[2025-11-25T12:22:49.279690] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:22:49.280463] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:49.280550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:49.285442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:49.366324] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.61% | Symbol ETA: 14.9s | Global ETA: 10m 33s
[2025-11-25T12:22:49.366616] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:22:49.367498] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:49.367656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:49.368420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:49.372660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:49.408413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:49.409868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:49.464928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:49.469921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:49.486140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:22:49.488285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:49.492894] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:22:49.550338] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:22:49.669102] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:49.719258] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:22:49.746830] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:49.813779] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 40.8s | Global ETA: 10m 33s
[2025-11-25T12:22:49.814080] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:22:49.814959] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:49.815099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:49.820069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:49.821115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:49.822208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:49.825025] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.35% | Symbol ETA: 10.8s | Global ETA: 10m 33s
[2025-11-25T12:22:49.825336] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:22:49.826228] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:49.826385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:49.831704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:49.832910] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:22:49.833755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:49.834321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:49.834777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:49.835840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:49.895434] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:49.925408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:22:49.927570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:50.004233] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:50.022228] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.21% | Symbol ETA: 14.2s | Global ETA: 10m 33s
[2025-11-25T12:22:50.022540] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:22:50.023469] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:50.023617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:50.024441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:50.028948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:50.170467] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 2.07% | Symbol ETA: 1.1s | Global ETA: 10m 33s
[2025-11-25T12:22:50.170768] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:22:50.171595] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:50.171752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:50.171820] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:22:50.176542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:50.272772] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:22:50.297971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:50.299387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:50.348900] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:50.354740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:50.359483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:50.375470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:22:50.377545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:50.379817] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:22:50.414775] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.72% | Symbol ETA: 40.1s | Global ETA: 10m 33s
[2025-11-25T12:22:50.415100] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:22:50.415981] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:50.416128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:50.421768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:50.422912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:50.423999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:50.448280] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:50.562140] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:50.588908] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.10% | Symbol ETA: 10.0s | Global ETA: 10m 33s
[2025-11-25T12:22:50.589211] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:22:50.590071] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:50.590224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:50.595298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:50.597341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:50.598015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:50.598535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:50.599556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:50.686791] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.06% | Symbol ETA: 13.5s | Global ETA: 10m 33s
[2025-11-25T12:22:50.687124] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:22:50.688041] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:50.688207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:50.689043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:50.690388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:22:50.692539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:50.693438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:50.722740] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:22:50.775524] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:22:50.894213] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:50.950040] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:51.012404] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 39.4s | Global ETA: 10m 33s
[2025-11-25T12:22:51.012713] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:22:51.013525] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:51.013681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:51.018580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:51.019830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:51.020895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:51.036586] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:22:51.044928] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:22:51.049782] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 0.2s | Global ETA: 10m 33s
[2025-11-25T12:22:51.205854] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:51.217339] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:51.222544] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: 0.24%, Actual: 1.04%
[2025-11-25T12:22:51.341983] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.30% | Symbol ETA: 12.9s | Global ETA: 10m 34s
[2025-11-25T12:22:51.342933] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.86% | Symbol ETA: 9.2s | Global ETA: 10m 34s
[2025-11-25T12:22:51.343226] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:22:51.344069] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:51.344211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:51.349047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:51.350867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:51.351434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:51.351931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:51.352879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:51.361932] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:22:51.392137] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: -0.14%, Actual: 1.19%
[2025-11-25T12:22:51.436473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:22:51.438236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:51.517468] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.89%, Actual: 1.13%
[2025-11-25T12:22:51.535246] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:51.563324] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.67%, Actual: 1.80%
[2025-11-25T12:22:51.597441] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 38.8s | Global ETA: 10m 34s
[2025-11-25T12:22:51.597760] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:22:51.598541] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:51.598694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:51.603590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:51.604658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:51.605741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:51.693637] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -3.67%, Actual: 2.96%
[2025-11-25T12:22:51.733521] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -0.56%, Actual: 0.97%
[2025-11-25T12:22:51.778219] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:22:51.866475] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 0.98%, Actual: 0.65%
[2025-11-25T12:22:51.905855] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -0.63%, Actual: 2.38%
[2025-11-25T12:22:51.948989] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:51.957522] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:22:52.037825] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -0.80%, Actual: 1.15%
[2025-11-25T12:22:52.082713] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -1.21%, Actual: 2.00%
[2025-11-25T12:22:52.083681] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.04% | Symbol ETA: 8.4s | Global ETA: 10m 34s
[2025-11-25T12:22:52.083877] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:22:52.084621] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:52.084812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:52.089618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:52.091380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:52.091986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:52.092461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:52.093405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:52.132810] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:52.177713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:22:52.179409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:52.194064] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.92% | Symbol ETA: 38.1s | Global ETA: 10m 34s
[2025-11-25T12:22:52.194219] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:22:52.194993] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:52.195085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:52.199905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:52.201058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:52.202156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:52.211020] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.81%
[2025-11-25T12:22:52.254180] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 1.74%, Actual: 0.86%
[2025-11-25T12:22:52.387266] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 2.86%, Actual: 0.36%
[2025-11-25T12:22:52.427694] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -2.52%, Actual: 0.11%
[2025-11-25T12:22:52.523576] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:22:52.553559] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:22:52.581906] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.61%, Actual: 1.98%
[2025-11-25T12:22:52.614799] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 2.07%, Actual: 0.30%
[2025-11-25T12:22:52.693770] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:52.726623] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:52.761418] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.21%, Actual: 1.35%
[2025-11-25T12:22:52.789021] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.15% | Symbol ETA: 37.5s | Global ETA: 10m 34s
[2025-11-25T12:22:52.789339] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:22:52.790191] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:22:52.790334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:52.795248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:52.796364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:52.797441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:52.798608] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 1.77%
[2025-11-25T12:22:52.798992] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 33.0095%
[2025-11-25T12:22:52.799182] [INFO ] [main      ] APD: DISCARDED add_volume_zscore (score: 33.01%)
[2025-11-25T12:22:52.799300] [INFO ] [main      ] APD: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:22:52.799431] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime', 'add_vwap_deviations']
[2025-11-25T12:22:52.799541] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:22:52.811826] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:52.812493] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 2
[2025-11-25T12:22:52.813442] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:52.813582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:52.818514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:52.826122] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -0.41% | Symbol ETA: 7.6s | Global ETA: 10m 34s
[2025-11-25T12:22:52.826402] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:22:52.827284] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:52.827426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:52.832344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:52.834191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:52.834778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:52.835287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:52.836263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:52.919183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:22:52.920856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:52.936461] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.06%, Actual: 0.67%
[2025-11-25T12:22:52.941896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:52.943335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:53.000929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:53.005664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:53.021593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:22:53.027414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:53.111381] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.30%, Actual: 0.41%
[2025-11-25T12:22:53.111837] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 42.6409%
[2025-11-25T12:22:53.112012] [INFO ] [main      ] CBT: DISCARDED add_morning_range_expansion (score: 42.64%)
[2025-11-25T12:22:53.112133] [INFO ] [main      ] CBT: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:22:53.112240] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_open_11_elasticity']
[2025-11-25T12:22:53.112350] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:22:53.126935] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:53.127545] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:22:53.128761] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:53.128902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:53.129905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:22:53.131109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:53.144954] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:22:53.256406] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:22:53.319916] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:53.370944] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-20
[2025-11-25T12:22:53.383835] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 36.9s | Global ETA: 10m 34s
[2025-11-25T12:22:53.426802] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:53.489669] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:22:53.545495] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:53.564165] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 6.8s | Global ETA: 10m 34s
[2025-11-25T12:22:53.564102] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.72%, Actual: 0.44%
[2025-11-25T12:22:53.564322] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:22:53.565240] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:53.565385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:53.570270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:53.572104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:53.572690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:53.573200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:53.574144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:53.659088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:22:53.660811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:53.670125] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:53.712892] [INFO ] [main      ] APD: Lookback Days: 2, Magnitude: -1.68% | Symbol ETA: 8.1s | Global ETA: 10m 34s
[2025-11-25T12:22:53.713041] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 3
[2025-11-25T12:22:53.713828] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:53.713914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:53.719485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:53.741631] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 0.67%
[2025-11-25T12:22:53.812011] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 3.61% | Symbol ETA: 17.7s | Global ETA: 10m 34s
[2025-11-25T12:22:53.812160] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:22:53.812921] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:53.813129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:53.813920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:22:53.815082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:53.855389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:53.856546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:53.912081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:53.914103] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 0.23%
[2025-11-25T12:22:53.916816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:53.933024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:22:53.939329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:54.000465] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:22:54.087520] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.33%
[2025-11-25T12:22:54.156106] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:22:54.169480] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:54.257871] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.72%, Actual: 0.51%
[2025-11-25T12:22:54.284119] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-19
[2025-11-25T12:22:54.305400] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 1.35% | Symbol ETA: 6.0s | Global ETA: 10m 34s
[2025-11-25T12:22:54.305689] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:22:54.306507] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:54.306665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:54.311522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:54.313388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:54.313977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:54.314454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:54.315398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:54.328032] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:54.397714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:22:54.399686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:54.425909] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.30%
[2025-11-25T12:22:54.453053] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:54.465614] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.79% | Symbol ETA: 16.9s | Global ETA: 10m 34s
[2025-11-25T12:22:54.465803] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:22:54.466983] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:54.467353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:54.468136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:22:54.469386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:54.593808] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.74%
[2025-11-25T12:22:54.614041] [INFO ] [main      ] APD: Lookback Days: 3, Magnitude: 1.37% | Symbol ETA: 7.2s | Global ETA: 10m 34s
[2025-11-25T12:22:54.614339] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 4
[2025-11-25T12:22:54.615208] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:54.615354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:54.620209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:54.743462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:54.744870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:54.752475] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:22:54.760058] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 0.21%
[2025-11-25T12:22:54.800763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:54.805454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:54.818092] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:22:54.820836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:22:54.826626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:54.926440] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:54.926398] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.13%
[2025-11-25T12:22:54.999848] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:55.076609] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 5.3s | Global ETA: 10m 34s
[2025-11-25T12:22:55.106163] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 0.38%
[2025-11-25T12:22:55.106400] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 53.2862%
[2025-11-25T12:22:55.106716] [INFO ] [main      ] CMSC: KEPT add_gap_morning_composite (score: 53.29%)
[2025-11-25T12:22:55.106840] [INFO ] [main      ] CMSC: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T12:22:55.106950] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_gap_resolution_state']
[2025-11-25T12:22:55.107077] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:22:55.120199] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:55.120975] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:22:55.121921] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:22:55.122060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:55.127059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:55.128144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:55.129191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:55.138942] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 2.46% | Symbol ETA: 16.2s | Global ETA: 10m 34s
[2025-11-25T12:22:55.139272] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:22:55.140359] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:55.140499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:55.141391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:22:55.142820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:55.168246] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-18
[2025-11-25T12:22:55.182911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:55.247122] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.06%, Actual: 0.70%
[2025-11-25T12:22:55.339086] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:55.415411] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 0.20%
[2025-11-25T12:22:55.494993] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:22:55.496233] [INFO ] [main      ] APD: Lookback Days: 4, Magnitude: -3.71% | Symbol ETA: 6.3s | Global ETA: 10m 34s
[2025-11-25T12:22:55.496727] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 5
[2025-11-25T12:22:55.497774] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:55.497918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:55.503153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:55.532606] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:22:55.587197] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.35%, Actual: 2.33%
[2025-11-25T12:22:55.628867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:55.630245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:55.673918] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:55.686092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:55.690630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:55.706527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:22:55.708742] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:55.712407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:55.758193] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 0.97%
[2025-11-25T12:22:55.778439] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 35.5s | Global ETA: 10m 34s
[2025-11-25T12:22:55.778807] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:22:55.780104] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:22:55.780293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:55.787944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:55.789517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:55.791072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:55.797790] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 2.51% | Symbol ETA: 15.5s | Global ETA: 10m 34s
[2025-11-25T12:22:55.798110] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:22:55.799039] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:55.799211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:55.799966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:22:55.801230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:55.855481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:55.949748] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.86%, Actual: 1.23%
[2025-11-25T12:22:56.054245] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-17
[2025-11-25T12:22:56.128137] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.04%, Actual: 0.19%
[2025-11-25T12:22:56.175947] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:22:56.206983] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:22:56.228396] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:56.300692] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -0.41%, Actual: 2.22%
[2025-11-25T12:22:56.346444] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:56.382352] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:56.392572] [INFO ] [main      ] APD: Lookback Days: 5, Magnitude: -2.62% | Symbol ETA: 5.4s | Global ETA: 10m 34s
[2025-11-25T12:22:56.392885] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 6
[2025-11-25T12:22:56.393733] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:56.393874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:56.398662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:56.448293] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 34.9s | Global ETA: 10m 34s
[2025-11-25T12:22:56.448574] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:22:56.449527] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:22:56.449685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:56.454605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:56.455754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:56.456829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:56.471205] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 14.9s | Global ETA: 10m 34s
[2025-11-25T12:22:56.471519] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:22:56.472370] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:56.472511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:56.473315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:22:56.474484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:56.488443] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 1.76%
[2025-11-25T12:22:56.509676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:56.522262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:56.523492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:56.581704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:56.586165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:56.602396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:22:56.608449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:56.662661] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 1.35%, Actual: 0.23%
[2025-11-25T12:22:56.818035] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:22:56.836099] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.78%, Actual: 0.73%
[2025-11-25T12:22:56.836378] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 35.1869%
[2025-11-25T12:22:56.836665] [INFO ] [main      ] AGM: DISCARDED add_prior_mag_lag (score: 35.19%)
[2025-11-25T12:22:56.836792] [INFO ] [main      ] AGM: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:22:56.836904] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_range_overlap_v_prior_day']
[2025-11-25T12:22:56.837042] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:22:56.850686] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:22:56.851243] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:22:56.851112] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:22:56.852139] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:56.852298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:56.857330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:56.859147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:56.859745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:56.860221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:56.861200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:56.950410] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-14
[2025-11-25T12:22:56.950839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:22:56.953804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:56.990167] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:57.022613] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:57.086139] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 34.2s | Global ETA: 10m 35s
[2025-11-25T12:22:57.086442] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:22:57.087354] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:22:57.087499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:57.092600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:57.093731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:57.094775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:57.109825] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 1.65% | Symbol ETA: 14.2s | Global ETA: 10m 35s
[2025-11-25T12:22:57.110131] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:22:57.110973] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:57.111116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:57.111895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:22:57.113065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:57.122712] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:57.147889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:57.284357] [INFO ] [main      ] APD: Lookback Days: 6, Magnitude: 0.94% | Symbol ETA: 4.5s | Global ETA: 10m 35s
[2025-11-25T12:22:57.284677] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 7
[2025-11-25T12:22:57.285554] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:57.285714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:57.290667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:57.295804] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:22:57.424953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:57.426761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:57.458458] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:22:57.472793] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:22:57.491751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:57.497460] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:22:57.497467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:57.514425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:22:57.520770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:57.612599] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.23% | Symbol ETA: 11.4s | Global ETA: 10m 35s
[2025-11-25T12:22:57.612957] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:22:57.613814] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:57.613957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:57.618881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:57.620713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:57.621259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:57.621726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:57.622624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:57.632722] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:57.669169] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:57.707202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:22:57.710527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:57.733905] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 33.5s | Global ETA: 10m 35s
[2025-11-25T12:22:57.734191] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:22:57.735029] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:22:57.735173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:57.740024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:57.741059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:57.742109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:57.753115] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -1.56% | Symbol ETA: 13.5s | Global ETA: 10m 35s
[2025-11-25T12:22:57.753262] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:22:57.754024] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:57.754097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:57.754809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:22:57.755900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:57.793843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:57.872872] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-13
[2025-11-25T12:22:58.043225] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:58.047083] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:22:58.095364] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:22:58.137128] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:22:58.202104] [INFO ] [main      ] APD: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 3.6s | Global ETA: 10m 35s
[2025-11-25T12:22:58.202389] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 8
[2025-11-25T12:22:58.203259] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:58.203400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:58.208239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:58.224976] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:22:58.268088] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:58.312723] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:22:58.335506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:58.336870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:58.363248] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -2.16% | Symbol ETA: 10.6s | Global ETA: 10m 35s
[2025-11-25T12:22:58.363524] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:22:58.364368] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:58.364510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:58.369634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:58.371626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:58.372220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:58.372903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:58.373893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:58.378959] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 32.9s | Global ETA: 10m 35s
[2025-11-25T12:22:58.379286] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:22:58.380338] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:22:58.380510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:58.386212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:58.387713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:58.388779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:58.393668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:58.398471] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 1.93% | Symbol ETA: 12.9s | Global ETA: 10m 35s
[2025-11-25T12:22:58.398731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:58.398796] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:22:58.399723] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:58.399883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:58.400863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:22:58.402434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:58.415377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:22:58.422002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:58.443725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:58.466064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:22:58.469011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:58.757606] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:22:58.777945] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-12
[2025-11-25T12:22:58.825743] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:22:58.828660] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:22:58.940323] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:22:58.953997] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:59.000878] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:22:59.020769] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:22:59.063609] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 5.10% | Symbol ETA: 12.2s | Global ETA: 10m 35s
[2025-11-25T12:22:59.063774] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:22:59.064534] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:22:59.064624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:22:59.065378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:22:59.066471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:59.087947] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.46% | Symbol ETA: 32.3s | Global ETA: 10m 35s
[2025-11-25T12:22:59.088210] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:22:59.089116] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:22:59.089288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:59.094908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:59.095978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:59.097140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:59.117178] [INFO ] [main      ] APD: Lookback Days: 8, Magnitude: -0.20% | Symbol ETA: 2.7s | Global ETA: 10m 35s
[2025-11-25T12:22:59.117484] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 9
[2025-11-25T12:22:59.118342] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:59.118489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:59.123379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:22:59.143097] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.10% | Symbol ETA: 9.9s | Global ETA: 10m 35s
[2025-11-25T12:22:59.143384] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:22:59.144250] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:59.144395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:59.149464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:59.151548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:59.152201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:59.152342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:59.152750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:59.153659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:22:59.245353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:22:59.247765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:59.248744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:59.249125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:59.304272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:22:59.308705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:22:59.324302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:22:59.329982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:59.412417] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:22:59.517297] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:22:59.586828] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:22:59.644719] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:22:59.708888] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:22:59.732066] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.99% | Symbol ETA: 11.5s | Global ETA: 10m 35s
[2025-11-25T12:22:59.743755] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-11
[2025-11-25T12:22:59.773416] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 31.6s | Global ETA: 10m 35s
[2025-11-25T12:22:59.773927] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:22:59.774791] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:22:59.774931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:59.780301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:59.781607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:22:59.782811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:22:59.833887] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:22:59.840270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:22:59.910479] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 3.61%, Actual: 1.13%
[2025-11-25T12:22:59.915999] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:22:59.984756] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -1.31% | Symbol ETA: 9.3s | Global ETA: 10m 35s
[2025-11-25T12:22:59.985083] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:22:59.986030] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:22:59.986181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:22:59.991607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:22:59.994006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:22:59.994717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:22:59.995267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:22:59.996318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:00.067955] [INFO ] [main      ] APD: Lookback Days: 9, Magnitude: -1.62% | Symbol ETA: 1.8s | Global ETA: 10m 35s
[2025-11-25T12:23:00.068238] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 10
[2025-11-25T12:23:00.069073] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:00.069214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:00.074033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:23:00.080326] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.79%, Actual: 2.96%
[2025-11-25T12:23:00.086908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:23:00.090087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:00.192602] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:23:00.211141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:00.212462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:23:00.251962] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 2.46%, Actual: 0.65%
[2025-11-25T12:23:00.266549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:23:00.271109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:23:00.286783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:23:00.292534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:00.372742] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:00.425239] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 2.51%, Actual: 1.15%
[2025-11-25T12:23:00.437378] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 31.0s | Global ETA: 10m 35s
[2025-11-25T12:23:00.437727] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:23:00.438785] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:00.438958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:00.444606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:00.445859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:00.446984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:23:00.452626] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:23:00.503180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:00.597964] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.53%, Actual: 0.81%
[2025-11-25T12:23:00.622139] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:00.640025] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-10
[2025-11-25T12:23:00.757723] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -3.20% | Symbol ETA: 8.5s | Global ETA: 10m 35s
[2025-11-25T12:23:00.757906] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:23:00.758689] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:00.758771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:00.763964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:00.765804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:00.766382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:00.766878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:00.767848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:00.773188] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 1.65%, Actual: 0.36%
[2025-11-25T12:23:00.816353] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:00.852661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:23:00.855540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:00.870088] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:23:00.949929] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -1.56%, Actual: 1.98%
[2025-11-25T12:23:00.974957] [INFO ] [main      ] APD: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 0.9s | Global ETA: 10m 35s
[2025-11-25T12:23:00.975238] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 11
[2025-11-25T12:23:00.976083] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:00.976237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:00.981490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:23:01.061263] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:01.110690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:01.112008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:23:01.131715] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 30.3s | Global ETA: 10m 35s
[2025-11-25T12:23:01.132002] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:23:01.132877] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:01.133028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:01.138380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:01.139542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:01.140763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:23:01.182220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:23:01.186982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:23:01.194256] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 1.93%, Actual: 1.35%
[2025-11-25T12:23:01.203839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:23:01.210278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:01.243276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:01.354494] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:23:01.416128] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 5.10%, Actual: 0.67%
[2025-11-25T12:23:01.589257] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.99%, Actual: 0.41%
[2025-11-25T12:23:01.589698] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 42.2663%
[2025-11-25T12:23:01.589880] [INFO ] [main      ] CBT: DISCARDED add_open_11_elasticity (score: 42.27%)
[2025-11-25T12:23:01.590033] [INFO ] [main      ] CBT: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:23:01.590153] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_open_reversal_intensity']
[2025-11-25T12:23:01.590273] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:23:01.598169] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-07
[2025-11-25T12:23:01.604198] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:01.604872] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:23:01.605820] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:01.605894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:01.606616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:23:01.611062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:01.714559] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:01.792516] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:23:01.827109] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:01.884888] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.22% | Symbol ETA: 7.9s | Global ETA: 10m 36s
[2025-11-25T12:23:01.885046] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:23:01.885890] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:01.885969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:01.891068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:01.892965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:01.893492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:01.893937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:01.894862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:01.971830] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:23:01.977415] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:01.983449] [INFO ] [main      ] APD: Lookback Days: 11, Magnitude: 2.03% | Symbol ETA: 0.0s | Global ETA: 10m 36s
[2025-11-25T12:23:02.045582] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 29.6s | Global ETA: 10m 36s
[2025-11-25T12:23:02.070890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:23:02.075375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:02.152995] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:02.210665] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -1.68%, Actual: 1.04%
[2025-11-25T12:23:02.224853] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.21%, Actual: 0.44%
[2025-11-25T12:23:02.284528] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 3.25% | Symbol ETA: 16.8s | Global ETA: 10m 36s
[2025-11-25T12:23:02.284700] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:23:02.285494] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:02.285584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:02.286697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:23:02.288134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:02.390263] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 1.37%, Actual: 1.19%
[2025-11-25T12:23:02.431569] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:23:02.435329] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.67%
[2025-11-25T12:23:02.565579] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.71%, Actual: 1.80%
[2025-11-25T12:23:02.600713] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:02.622506] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.23%
[2025-11-25T12:23:02.646925] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:23:02.733413] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -0.80% | Symbol ETA: 7.1s | Global ETA: 10m 36s
[2025-11-25T12:23:02.733594] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:23:02.734399] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:02.734606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:02.735332] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -2.62%, Actual: 0.97%
[2025-11-25T12:23:02.739565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:02.741512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:02.742114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:02.742591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:02.743544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:02.796993] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.33%
[2025-11-25T12:23:02.826213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:23:02.829168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:02.846668] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:02.918317] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: 0.94%, Actual: 2.38%
[2025-11-25T12:23:02.985879] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 0.51%
[2025-11-25T12:23:03.032345] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -1.69% | Symbol ETA: 16.4s | Global ETA: 10m 36s
[2025-11-25T12:23:03.032702] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:23:03.033890] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:03.034067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:03.035121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:23:03.036875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:03.090679] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 2.00%
[2025-11-25T12:23:03.173113] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:23:03.182427] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.30%
[2025-11-25T12:23:03.266628] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: -0.20%, Actual: 0.86%
[2025-11-25T12:23:03.349781] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:03.357721] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.06%, Actual: 0.74%
[2025-11-25T12:23:03.422790] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:23:03.442281] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -1.62%, Actual: 0.11%
[2025-11-25T12:23:03.485984] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.23% | Symbol ETA: 6.2s | Global ETA: 10m 36s
[2025-11-25T12:23:03.486263] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:23:03.487359] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:03.487508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:03.493120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:03.495205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:03.495817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:03.496358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:03.497404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:03.537824] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.21%
[2025-11-25T12:23:03.584329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:23:03.587483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:03.593428] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:03.611597] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 0.06%, Actual: 0.30%
[2025-11-25T12:23:03.714910] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 0.13%
[2025-11-25T12:23:03.723662] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 3.59% | Symbol ETA: 15.6s | Global ETA: 10m 36s
[2025-11-25T12:23:03.723968] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:23:03.724826] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:03.724966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:03.725755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:23:03.727098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:03.788768] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 2.03%, Actual: 1.77%
[2025-11-25T12:23:03.789158] [INFO ] [main      ] APD: Magnitude Forecast Confidence: 39.9155%
[2025-11-25T12:23:03.789327] [INFO ] [main      ] APD: DISCARDED add_vwap_deviations (score: 39.92%)
[2025-11-25T12:23:03.789441] [INFO ] [main      ] APD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:23:03.789547] [INFO ] [main      ] APD: Best accuracy: 57.05%
[2025-11-25T12:23:03.789668] [INFO ] [main      ] APD: Best feature set (6 features): ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency', 'add_gap_morning_composite', 'add_gap_resolution_state', 'add_morning_range_expansion', 'add_regime']
[2025-11-25T12:23:03.789779] [INFO ] [main      ] APD: Improvement over baseline: 26.72%
[2025-11-25T12:23:03.789879] [INFO ] [main      ] APD: Total time: 9.2 minutes
[2025-11-25T12:23:03.789977] [INFO ] [main      ] APD: Average time per feature: 10.4 seconds
[2025-11-25T12:23:03.790076] [INFO ] [main      ] APD: Average speed: 0.10 features/sec
[2025-11-25T12:23:03.886207] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.38%
[2025-11-25T12:23:03.886594] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 39.9342%
[2025-11-25T12:23:03.886744] [INFO ] [main      ] CMSC: DISCARDED add_gap_resolution_state (score: 39.93%)
[2025-11-25T12:23:03.886856] [INFO ] [main      ] CMSC: Testing feature 13/53: add_gaps
[2025-11-25T12:23:03.886962] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_gaps']
[2025-11-25T12:23:03.887260] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:23:03.901465] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:03.902263] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:23:03.903139] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:03.903283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:03.908879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:03.910024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:03.911306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:23:03.912218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:03.939599] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:23:03.960942] [DEBUG] [METRICS   ] APD: 2025-11-21:2025-11-24: Predicted: -2.13%, Actual: 1.04%
[2025-11-25T12:23:04.071179] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:23:04.119063] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:04.141584] [DEBUG] [METRICS   ] APD: 2025-11-20:2025-11-21: Predicted: 0.92%, Actual: 1.19%
[2025-11-25T12:23:04.241435] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:04.253464] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 5.4s | Global ETA: 10m 36s
[2025-11-25T12:23:04.253620] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:23:04.254404] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:04.254480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:04.259256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:04.261203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:04.261798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:04.262270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:04.263246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:04.263845] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:23:04.321549] [DEBUG] [METRICS   ] APD: 2025-11-19:2025-11-20: Predicted: -3.19%, Actual: 1.80%
[2025-11-25T12:23:04.345300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:23:04.348211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:04.365265] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 14.8s | Global ETA: 10m 36s
[2025-11-25T12:23:04.365565] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:23:04.366391] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:04.366529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:04.367310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:23:04.368545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:04.438847] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:04.499994] [DEBUG] [METRICS   ] APD: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 0.97%
[2025-11-25T12:23:04.503555] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 34.7s | Global ETA: 10m 36s
[2025-11-25T12:23:04.503867] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:23:04.504709] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:04.504850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:04.509712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:04.510727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:04.511739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:23:04.512567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:04.681226] [DEBUG] [METRICS   ] APD: 2025-11-17:2025-11-18: Predicted: -2.64%, Actual: 2.38%
[2025-11-25T12:23:04.707787] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:23:04.769485] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:23:04.854037] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:23:04.860009] [DEBUG] [METRICS   ] APD: 2025-11-14:2025-11-17: Predicted: -2.26%, Actual: 2.00%
[2025-11-25T12:23:04.876586] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:04.940119] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:05.001073] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.44% | Symbol ETA: 14.1s | Global ETA: 10m 36s
[2025-11-25T12:23:05.001375] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:23:05.002258] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:05.002406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:05.003218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:23:05.004550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:05.025020] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:05.050035] [DEBUG] [METRICS   ] APD: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 0.86%
[2025-11-25T12:23:05.084028] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.73% | Symbol ETA: 4.6s | Global ETA: 10m 36s
[2025-11-25T12:23:05.091131] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 34.0s | Global ETA: 10m 36s
[2025-11-25T12:23:05.091383] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:23:05.092230] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:05.092371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:05.097303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:05.098492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:05.099538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:23:05.100378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:05.229822] [DEBUG] [METRICS   ] APD: 2025-11-12:2025-11-13: Predicted: -2.12%, Actual: 0.11%
[2025-11-25T12:23:05.256406] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.23%, Actual: 0.70%
[2025-11-25T12:23:05.342913] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:23:05.410162] [DEBUG] [METRICS   ] APD: 2025-11-11:2025-11-12: Predicted: 1.50%, Actual: 0.30%
[2025-11-25T12:23:05.428553] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -2.16%, Actual: 0.20%
[2025-11-25T12:23:05.442780] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:23:05.512213] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:05.589358] [DEBUG] [METRICS   ] APD: 2025-11-10:2025-11-11: Predicted: 1.85%, Actual: 1.77%
[2025-11-25T12:23:05.590179] [INFO ] [LOCAL     ] Saved configuration for APD: 6 features, 57.05% accuracy -> ./output/feature-sets/APD.json
[2025-11-25T12:23:05.591194] [INFO ] [main      ] Progress: 27/31 symbols completed (87.1%). APD finished in 9m 23s. ETA: 8m 10s. Rate: 0.49 symbols/min
[2025-11-25T12:23:05.594822] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:23:05.600028] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 2.33%
[2025-11-25T12:23:05.608742] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:05.609507] [INFO ] [main      ] ALL: Testing with 53 available features
[2025-11-25T12:23:05.609580] [INFO ] [main      ] ALL: Establishing baseline with no features...
[2025-11-25T12:23:05.609634] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:23:05.613273] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:05.622816] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:05.623352] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:23:05.624290] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:23:05.639193] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 3.74% | Symbol ETA: 13.4s | Global ETA: 8m 10s
[2025-11-25T12:23:05.639337] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:23:05.640109] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:05.640181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:05.640887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:23:05.642119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:05.679797] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 33.4s | Global ETA: 8m 10s
[2025-11-25T12:23:05.679944] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:23:05.680719] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:05.680847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:05.685876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:05.686965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:05.688027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:23:05.688910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:05.773911] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 0.97%
[2025-11-25T12:23:05.969247] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -3.20%, Actual: 1.23%
[2025-11-25T12:23:05.976234] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:23:05.985202] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:23:06.032562] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:23:06.145316] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.22%, Actual: 0.19%
[2025-11-25T12:23:06.155287] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:06.156623] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:06.202566] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:06.269785] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 32.8s | Global ETA: 8m 10s
[2025-11-25T12:23:06.270075] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:23:06.270910] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:06.271048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:06.275921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:06.276963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:06.278042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:23:06.278894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:06.284564] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.84% | Symbol ETA: 12.7s | Global ETA: 8m 10s
[2025-11-25T12:23:06.284802] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:23:06.285835] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:06.285972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:06.286743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:23:06.288260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:06.301090] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.05%
[2025-11-25T12:23:06.301469] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:23:06.302366] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:23:06.321737] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 2.22%
[2025-11-25T12:23:06.508805] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.23%, Actual: 1.76%
[2025-11-25T12:23:06.619780] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:23:06.631021] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:23:06.659249] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:23:06.678554] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.34%, Actual: 0.23%
[2025-11-25T12:23:06.790277] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:06.801506] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:06.836603] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:06.850671] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.73%, Actual: 0.73%
[2025-11-25T12:23:06.851044] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 42.2197%
[2025-11-25T12:23:06.851220] [INFO ] [main      ] AGM: DISCARDED add_range_overlap_v_prior_day (score: 42.22%)
[2025-11-25T12:23:06.851354] [INFO ] [main      ] AGM: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:23:06.851463] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_range_volume_efficiency']
[2025-11-25T12:23:06.851603] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:23:06.857029] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.17% | Symbol ETA: 32.2s | Global ETA: 8m 10s
[2025-11-25T12:23:06.857187] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:23:06.857974] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:06.858049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:06.863032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:06.864246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:06.865443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:23:06.866338] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:06.866315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:06.866745] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:23:06.867668] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:06.867753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:06.873435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:06.875537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:06.876155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:06.876860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:06.877870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:06.929372] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.11% | Symbol ETA: 12.0s | Global ETA: 8m 10s
[2025-11-25T12:23:06.929585] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:23:06.930422] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:06.930559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:06.931329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:23:06.932662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:06.969857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:23:06.972632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:06.984664] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.09%
[2025-11-25T12:23:06.985022] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:23:06.985888] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:23:07.209310] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:23:07.274450] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:23:07.316866] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:23:07.345479] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:23:07.381665] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:07.448600] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:07.449328] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.65% | Symbol ETA: 31.6s | Global ETA: 8m 10s
[2025-11-25T12:23:07.449423] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:23:07.450355] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:07.450543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:07.455405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:07.456466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:07.457569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:23:07.458356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:07.492152] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:07.528843] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:07.572506] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.85% | Symbol ETA: 11.4s | Global ETA: 8m 10s
[2025-11-25T12:23:07.572812] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:23:07.573655] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:07.573793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:07.574544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:23:07.575858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:07.634106] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 11.4s | Global ETA: 8m 10s
[2025-11-25T12:23:07.634446] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:23:07.635685] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:07.635860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:07.643134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:07.645885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:07.646728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:07.647410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:07.648843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:07.671378] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -3.05%
[2025-11-25T12:23:07.671959] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:23:07.673031] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:23:07.736393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:23:07.739038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:07.804666] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:23:07.953048] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:23:07.977798] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:08.031807] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:23:08.043773] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 31.0s | Global ETA: 8m 11s
[2025-11-25T12:23:08.044009] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:23:08.044850] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:08.044989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:08.049836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:08.051029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:08.052224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:23:08.053078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:08.081038] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:23:08.129066] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:08.211700] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:08.252219] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -5.89% | Symbol ETA: 10.7s | Global ETA: 8m 11s
[2025-11-25T12:23:08.259459] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:08.359126] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 3.72%
[2025-11-25T12:23:08.359297] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:23:08.360094] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:23:08.398075] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.03% | Symbol ETA: 10.6s | Global ETA: 8m 11s
[2025-11-25T12:23:08.398226] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:23:08.398995] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:08.399071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:08.401710] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:23:08.404370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:08.406157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:08.406826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:08.407244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:08.408259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:08.428511] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 3.25%, Actual: 1.13%
[2025-11-25T12:23:08.498079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:23:08.500574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:08.577851] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:08.604849] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -1.69%, Actual: 2.96%
[2025-11-25T12:23:08.643324] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 30.5s | Global ETA: 8m 11s
[2025-11-25T12:23:08.643485] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:23:08.644293] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:08.644460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:08.649542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:08.650798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:08.652037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:23:08.652900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:08.716088] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:23:08.781331] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 3.59%, Actual: 0.65%
[2025-11-25T12:23:08.846475] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:23:08.887381] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:08.953052] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 1.15%
[2025-11-25T12:23:09.000182] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:23:09.018372] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:09.028383] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.09%
[2025-11-25T12:23:09.028784] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:23:09.029591] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:23:09.139573] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 0.81%
[2025-11-25T12:23:09.148435] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.93% | Symbol ETA: 9.8s | Global ETA: 8m 11s
[2025-11-25T12:23:09.148732] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:23:09.149557] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:09.149719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:09.154737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:09.156802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:09.157439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:09.157953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:09.158930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:09.173668] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:09.239701] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 29.9s | Global ETA: 8m 11s
[2025-11-25T12:23:09.240006] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:23:09.240849] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:09.240990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:09.246302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:09.247987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:09.249109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:23:09.249504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:23:09.250004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:09.252470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:09.312395] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 3.74%, Actual: 0.36%
[2025-11-25T12:23:09.398019] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:23:09.486147] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.84%, Actual: 1.98%
[2025-11-25T12:23:09.571594] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:09.601746] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:23:09.607925] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:23:09.659607] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.11%, Actual: 1.35%
[2025-11-25T12:23:09.707662] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.74%
[2025-11-25T12:23:09.707999] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:23:09.709071] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:23:09.776539] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:09.785011] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:09.831740] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.85%, Actual: 0.67%
[2025-11-25T12:23:09.840458] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 29.3s | Global ETA: 8m 11s
[2025-11-25T12:23:09.921590] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.09% | Symbol ETA: 9.0s | Global ETA: 8m 11s
[2025-11-25T12:23:09.921908] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:23:09.922755] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:09.922894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:09.927800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:09.929626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:09.930211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:09.930710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:09.931633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:10.004555] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -5.89%, Actual: 0.41%
[2025-11-25T12:23:10.004967] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 34.9167%
[2025-11-25T12:23:10.005133] [INFO ] [main      ] CBT: DISCARDED add_open_reversal_intensity (score: 34.92%)
[2025-11-25T12:23:10.005248] [INFO ] [main      ] CBT: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:23:10.005352] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:23:10.005457] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:23:10.012744] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.11%, Actual: 0.44%
[2025-11-25T12:23:10.017582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:23:10.020278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:10.020277] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:10.020952] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:23:10.021819] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:10.021900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:10.022610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:23:10.024157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:10.055013] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:23:10.182781] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.17%, Actual: 0.67%
[2025-11-25T12:23:10.228175] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:10.352982] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 0.23%
[2025-11-25T12:23:10.365971] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:23:10.375497] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.69%
[2025-11-25T12:23:10.375876] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:23:10.376969] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:23:10.377002] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:23:10.524435] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.33%
[2025-11-25T12:23:10.545503] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:10.547846] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:10.677470] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 0.72% | Symbol ETA: 15.7s | Global ETA: 8m 11s
[2025-11-25T12:23:10.677784] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:23:10.678629] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:10.678784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:10.679768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:23:10.681476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:10.684937] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -3.39% | Symbol ETA: 8.3s | Global ETA: 8m 11s
[2025-11-25T12:23:10.685231] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:23:10.686261] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:10.686402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:10.691274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:10.693127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:10.693726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:10.694199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:10.695158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:10.699700] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.17%, Actual: 0.51%
[2025-11-25T12:23:10.750100] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:23:10.782825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:23:10.785273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:10.874133] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 0.30%
[2025-11-25T12:23:10.937834] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:11.030893] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:23:11.043978] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 0.74%
[2025-11-25T12:23:11.080549] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 2.81%
[2025-11-25T12:23:11.080967] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:23:11.081992] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:23:11.131620] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:23:11.205231] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:11.214764] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.21%
[2025-11-25T12:23:11.307526] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:11.334874] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.19% | Symbol ETA: 15.1s | Global ETA: 8m 11s
[2025-11-25T12:23:11.335030] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:23:11.335981] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:11.336125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:11.336856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:23:11.338504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:11.387028] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 0.13%
[2025-11-25T12:23:11.439416] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.17% | Symbol ETA: 7.5s | Global ETA: 8m 11s
[2025-11-25T12:23:11.439617] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:23:11.440853] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:11.441011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:11.441352] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:23:11.446356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:11.448716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:11.449471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:11.450094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:11.451250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:11.551670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:23:11.554518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:11.557253] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 0.38%
[2025-11-25T12:23:11.557634] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 37.0036%
[2025-11-25T12:23:11.557755] [INFO ] [main      ] CMSC: DISCARDED add_gaps (score: 37.00%)
[2025-11-25T12:23:11.557876] [INFO ] [main      ] CMSC: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:23:11.557981] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_intraday_skewness_proxies']
[2025-11-25T12:23:11.558088] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:23:11.572379] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:11.573154] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:23:11.574269] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:11.574415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:11.579527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:11.580570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:11.581623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:23:11.582935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:11.611109] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:11.683825] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:23:11.751670] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: -1.12%
[2025-11-25T12:23:11.752061] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:23:11.752852] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:23:11.855530] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:11.918957] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:23:11.927501] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:23:11.984804] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 0.06% | Symbol ETA: 14.4s | Global ETA: 8m 11s
[2025-11-25T12:23:11.984979] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:23:11.985770] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:11.985948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:11.986790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:23:11.988348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:12.095984] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:23:12.103463] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:12.104297] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:12.170831] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 28.4s | Global ETA: 8m 11s
[2025-11-25T12:23:12.170992] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:23:12.171777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:12.171978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:12.176872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:12.177922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:12.178977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:23:12.180246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:12.242306] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -0.90% | Symbol ETA: 6.8s | Global ETA: 8m 11s
[2025-11-25T12:23:12.242610] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:23:12.243457] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:12.243601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:12.248518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:12.250423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:12.251010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:12.251483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:12.252439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:12.268562] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:12.337638] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:23:12.340985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:23:12.343632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:12.409080] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.35%
[2025-11-25T12:23:12.513752] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:12.532945] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:23:12.589553] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.05%, Actual: 0.34%
[2025-11-25T12:23:12.644491] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -1.47% | Symbol ETA: 13.8s | Global ETA: 8m 11s
[2025-11-25T12:23:12.644796] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:23:12.645596] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:12.645756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:12.646534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:23:12.648121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:12.712809] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:23:12.714321] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:12.763889] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.09%, Actual: 0.73%
[2025-11-25T12:23:12.783134] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 27.9s | Global ETA: 8m 11s
[2025-11-25T12:23:12.783282] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:23:12.784247] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:12.784322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:12.789698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:12.790658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:12.791850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:23:12.793201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:12.891069] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:12.946530] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -3.05%, Actual: 1.37%
[2025-11-25T12:23:12.999187] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:23:13.020230] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.91% | Symbol ETA: 6.0s | Global ETA: 8m 11s
[2025-11-25T12:23:13.020519] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:23:13.021354] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:13.021501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:13.026309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:13.028099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:13.028686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:13.029154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:13.030109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:13.114868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:23:13.117545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:13.124316] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 3.72%, Actual: 0.47%
[2025-11-25T12:23:13.147260] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:23:13.178577] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:13.296707] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.09%, Actual: 0.86%
[2025-11-25T12:23:13.312225] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -1.22% | Symbol ETA: 13.1s | Global ETA: 8m 11s
[2025-11-25T12:23:13.312527] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:23:13.313435] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:13.313582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:13.314422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:23:13.316037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:13.322894] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:13.389237] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 27.2s | Global ETA: 8m 11s
[2025-11-25T12:23:13.389525] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:23:13.390891] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:13.391036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:13.396486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:13.397891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:13.398996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:23:13.400493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:13.469195] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.74%, Actual: 0.41%
[2025-11-25T12:23:13.474048] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:23:13.641621] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.69%, Actual: 1.43%
[2025-11-25T12:23:13.654219] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:13.677594] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:23:13.754211] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:23:13.789271] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 1.36% | Symbol ETA: 5.2s | Global ETA: 8m 11s
[2025-11-25T12:23:13.789570] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:23:13.790878] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:13.791024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:13.796289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:13.798258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:13.798871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:13.799348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:13.800314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:13.816152] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 2.81%, Actual: 0.73%
[2025-11-25T12:23:13.856017] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:13.884268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:23:13.886938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:13.926370] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:13.984889] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: -1.12%, Actual: 1.06%
[2025-11-25T12:23:13.984866] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: -0.09% | Symbol ETA: 12.5s | Global ETA: 8m 11s
[2025-11-25T12:23:13.985204] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:23:13.986112] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:13.986256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:13.987100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:23:13.988701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:13.992726] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 26.6s | Global ETA: 8m 11s
[2025-11-25T12:23:13.992908] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:23:13.993750] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:13.993908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:13.998803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:13.999846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:14.000894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:23:14.002178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:14.155268] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.35%, Actual: 1.53%
[2025-11-25T12:23:14.155620] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 46.1091%
[2025-11-25T12:23:14.155777] [INFO ] [main      ] ALL: Baseline score (no features): 46.1091%
[2025-11-25T12:23:14.155888] [INFO ] [main      ] ALL: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:14.155990] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-25T12:23:14.156094] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:23:14.169800] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:14.170328] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:23:14.171249] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:23:14.171389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:14.176212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:14.243504] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:23:14.341678] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:23:14.346591] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:23:14.427447] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:14.518388] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:23:14.521814] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:14.523154] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:14.568478] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: 0.48% | Symbol ETA: 4.5s | Global ETA: 8m 11s
[2025-11-25T12:23:14.588196] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 26.0s | Global ETA: 8m 11s
[2025-11-25T12:23:14.588488] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:23:14.589325] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:14.589469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:14.594720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:14.595965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:14.597277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:23:14.598911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:14.649401] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -1.39% | Symbol ETA: 11.8s | Global ETA: 8m 11s
[2025-11-25T12:23:14.649680] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:23:14.650512] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:14.650670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:14.651443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:23:14.653024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:14.689823] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:14.761462] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.25%, Actual: 0.70%
[2025-11-25T12:23:14.849038] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.04% | Symbol ETA: 5m 59s | Global ETA: 8m 12s
[2025-11-25T12:23:14.849330] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:23:14.850545] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:23:14.850915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:14.856134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:14.946638] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.03%, Actual: 0.20%
[2025-11-25T12:23:14.949456] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:23:15.004525] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:23:15.130130] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.93%, Actual: 2.33%
[2025-11-25T12:23:15.133065] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:15.181133] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:15.203508] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:23:15.204834] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 25.4s | Global ETA: 8m 12s
[2025-11-25T12:23:15.205157] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:23:15.206113] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:15.206263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:15.211942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:15.213345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:15.214519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:23:15.215915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:15.305935] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 0.97%
[2025-11-25T12:23:15.308066] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.37% | Symbol ETA: 11.1s | Global ETA: 8m 12s
[2025-11-25T12:23:15.308368] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:23:15.309222] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:15.309364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:15.310136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:23:15.311801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:15.370718] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:15.480088] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -3.39%, Actual: 1.23%
[2025-11-25T12:23:15.520173] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.19% | Symbol ETA: 5m 56s | Global ETA: 8m 12s
[2025-11-25T12:23:15.520331] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:23:15.521231] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:23:15.521305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:15.528001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:15.564986] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:23:15.652356] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.17%, Actual: 0.19%
[2025-11-25T12:23:15.657797] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:23:15.736380] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:15.801571] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 24.8s | Global ETA: 8m 12s
[2025-11-25T12:23:15.801864] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:23:15.802710] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:15.802849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:15.807758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:15.808786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:15.809944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:23:15.811255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:15.820725] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -0.90%, Actual: 2.22%
[2025-11-25T12:23:15.831428] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:15.890150] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:23:15.990387] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 5.76% | Symbol ETA: 10.5s | Global ETA: 8m 12s
[2025-11-25T12:23:15.990545] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:23:15.991553] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:15.991630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:15.992543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:23:15.994386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:15.997910] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.91%, Actual: 1.76%
[2025-11-25T12:23:16.083196] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:16.170211] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:23:16.179951] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 1.36%, Actual: 0.23%
[2025-11-25T12:23:16.225109] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -2.04% | Symbol ETA: 6m 1s | Global ETA: 8m 12s
[2025-11-25T12:23:16.225263] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:23:16.226116] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:23:16.226214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:16.231599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:16.347399] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:16.360575] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:23:16.361477] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 0.73%
[2025-11-25T12:23:16.361905] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 37.3200%
[2025-11-25T12:23:16.362103] [INFO ] [main      ] AGM: DISCARDED add_range_volume_efficiency (score: 37.32%)
[2025-11-25T12:23:16.362254] [INFO ] [main      ] AGM: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:23:16.362371] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:23:16.362514] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:23:16.377135] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:16.377744] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:23:16.378701] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:16.378844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:16.384061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:16.386046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:16.386613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:16.387101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:16.388158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:16.412906] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 24.2s | Global ETA: 8m 12s
[2025-11-25T12:23:16.413210] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:23:16.414127] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:16.414273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:16.419558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:16.420744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:16.422259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:23:16.423682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:16.482749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:23:16.487333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:16.543802] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:16.579683] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:23:16.673002] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.78% | Symbol ETA: 9.8s | Global ETA: 8m 12s
[2025-11-25T12:23:16.763571] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:16.780308] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:23:16.827360] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:23:16.859544] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 0.72%, Actual: 1.13%
[2025-11-25T12:23:16.905256] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 5.38% | Symbol ETA: 5m 60s | Global ETA: 8m 12s
[2025-11-25T12:23:16.905410] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:23:16.906192] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:23:16.906261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:16.911026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:16.959358] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:16.999501] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:17.026685] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.17% | Symbol ETA: 23.6s | Global ETA: 8m 12s
[2025-11-25T12:23:17.026861] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:23:17.027724] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:17.027803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:17.033036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:17.034098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:17.035200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:23:17.036525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:17.046096] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.19%, Actual: 2.96%
[2025-11-25T12:23:17.134628] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.76% | Symbol ETA: 10.7s | Global ETA: 8m 12s
[2025-11-25T12:23:17.134785] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:23:17.135527] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:17.135598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:17.140801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:17.142944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:17.143434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:17.143854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:17.144737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:17.221376] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 0.65%
[2025-11-25T12:23:17.228168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:23:17.232380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:17.263393] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:23:17.392969] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -1.47%, Actual: 1.15%
[2025-11-25T12:23:17.394925] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:23:17.451395] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:17.568055] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -1.22%, Actual: 0.81%
[2025-11-25T12:23:17.570394] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:17.596679] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.30% | Symbol ETA: 5m 60s | Global ETA: 8m 12s
[2025-11-25T12:23:17.596973] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:23:17.597902] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:23:17.598041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:17.601313] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:23:17.603942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:17.634902] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 23.0s | Global ETA: 8m 12s
[2025-11-25T12:23:17.739342] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: -0.09%, Actual: 0.36%
[2025-11-25T12:23:17.772713] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:17.819208] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.03%, Actual: 0.44%
[2025-11-25T12:23:17.907886] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.02% | Symbol ETA: 10.0s | Global ETA: 8m 12s
[2025-11-25T12:23:17.908137] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:23:17.908972] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:17.909113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:17.913669] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -1.39%, Actual: 1.98%
[2025-11-25T12:23:17.913978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:17.915768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:17.916346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:17.916988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:17.918147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:17.950549] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:23:17.998067] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 0.67%
[2025-11-25T12:23:18.003484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:23:18.007664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:18.088325] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.37%, Actual: 1.35%
[2025-11-25T12:23:18.125479] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:18.171543] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.23%
[2025-11-25T12:23:18.259044] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 5.76%, Actual: 0.67%
[2025-11-25T12:23:18.261121] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 5m 57s | Global ETA: 8m 12s
[2025-11-25T12:23:18.261425] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:23:18.262263] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:23:18.262402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:18.267193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:18.342344] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 0.33%
[2025-11-25T12:23:18.380812] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:23:18.429658] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.78%, Actual: 0.41%
[2025-11-25T12:23:18.430007] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 42.6554%
[2025-11-25T12:23:18.430168] [INFO ] [main      ] CBT: DISCARDED add_open_vs_close_liquidity_ratio (score: 42.66%)
[2025-11-25T12:23:18.430285] [INFO ] [main      ] CBT: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:23:18.430390] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_open_vs_prev_range_position']
[2025-11-25T12:23:18.430495] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:23:18.445292] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:18.446076] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:23:18.446946] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:18.447104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:18.448068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:23:18.451041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:18.518761] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.51%
[2025-11-25T12:23:18.558098] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:18.608396] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:23:18.694591] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.30%
[2025-11-25T12:23:18.696504] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.40% | Symbol ETA: 9.3s | Global ETA: 8m 12s
[2025-11-25T12:23:18.696814] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:23:18.697733] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:18.697879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:18.702983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:18.705064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:18.705711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:18.706190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:18.707211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:18.781976] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:18.794951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:23:18.795949] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:23:18.799353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:18.866931] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.00%, Actual: 0.74%
[2025-11-25T12:23:18.927273] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.35% | Symbol ETA: 5m 55s | Global ETA: 8m 12s
[2025-11-25T12:23:18.927579] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:23:18.928560] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:23:18.928708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:18.933835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:18.968833] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:19.039735] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 0.21%
[2025-11-25T12:23:19.099792] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.01% | Symbol ETA: 15.0s | Global ETA: 8m 12s
[2025-11-25T12:23:19.100092] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:23:19.101000] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:19.101151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:19.101982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:23:19.105595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:19.180053] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:23:19.215797] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.17%, Actual: 0.13%
[2025-11-25T12:23:19.274524] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:23:19.355397] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:19.393385] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.29%, Actual: 0.38%
[2025-11-25T12:23:19.393811] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 40.5629%
[2025-11-25T12:23:19.394177] [INFO ] [main      ] CMSC: DISCARDED add_intraday_skewness_proxies (score: 40.56%)
[2025-11-25T12:23:19.394298] [INFO ] [main      ] CMSC: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:23:19.394402] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_intraday_volatility_percentile']
[2025-11-25T12:23:19.394510] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:23:19.409319] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:19.409786] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:23:19.410660] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:19.410757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:19.415679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:19.416890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:19.418216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:19.446999] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:19.475638] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:23:19.497653] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.74% | Symbol ETA: 8.5s | Global ETA: 8m 12s
[2025-11-25T12:23:19.497947] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:23:19.498808] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:19.498949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:19.503839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:19.505782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:19.506378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:19.506873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:19.507854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:19.509279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:19.588175] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 1.44% | Symbol ETA: 5m 53s | Global ETA: 8m 12s
[2025-11-25T12:23:19.588346] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:23:19.589110] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:23:19.589182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:19.593905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:19.594234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:23:19.598915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:19.663688] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:19.804730] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -3.11% | Symbol ETA: 14.5s | Global ETA: 8m 12s
[2025-11-25T12:23:19.804883] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:23:19.805751] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:19.805844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:19.806605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:23:19.809867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:19.867752] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:23:19.936126] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:23:19.948357] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:23:20.055893] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:20.106248] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:20.121105] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:20.123429] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 27.7s | Global ETA: 8m 12s
[2025-11-25T12:23:20.123736] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:23:20.124816] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:20.125149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:20.130303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:20.131489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:20.132505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:20.179354] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:23:20.225017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:20.244745] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 2.07% | Symbol ETA: 5m 52s | Global ETA: 8m 12s
[2025-11-25T12:23:20.244914] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:23:20.245825] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:23:20.245961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:20.250834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:20.259245] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -4.37% | Symbol ETA: 7.7s | Global ETA: 8m 12s
[2025-11-25T12:23:20.259394] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:23:20.260360] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:20.260438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:20.266235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:20.268372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:20.269300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:20.269803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:20.270762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:20.354336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:23:20.359222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:20.367457] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:20.508823] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 1.23% | Symbol ETA: 13.9s | Global ETA: 8m 12s
[2025-11-25T12:23:20.509347] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:23:20.510450] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:20.510616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:20.511778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:23:20.515480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:20.585746] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:23:20.595113] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:23:20.713781] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:23:20.761582] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:20.766384] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:20.827554] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 26.9s | Global ETA: 8m 12s
[2025-11-25T12:23:20.827738] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:23:20.828497] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:20.828735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:20.834333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:20.835429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:20.836474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:20.889982] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:20.899271] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.08% | Symbol ETA: 5m 50s | Global ETA: 8m 12s
[2025-11-25T12:23:20.922478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:20.939546] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:23:21.022420] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.77% | Symbol ETA: 7.0s | Global ETA: 8m 12s
[2025-11-25T12:23:21.022744] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:23:21.023573] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:21.023721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:21.028613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:21.030502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:21.031282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:21.031781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:21.033102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:21.072810] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.04%, Actual: 0.34%
[2025-11-25T12:23:21.123142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:23:21.127876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:21.134323] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:21.250720] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.19%, Actual: 0.73%
[2025-11-25T12:23:21.260854] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 3.61% | Symbol ETA: 13.3s | Global ETA: 8m 12s
[2025-11-25T12:23:21.261156] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:23:21.261940] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:21.262077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:21.262860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:23:21.265761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:21.274121] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:23:21.427716] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -2.04%, Actual: 1.37%
[2025-11-25T12:23:21.472521] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:21.481075] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:23:21.538208] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 26.2s | Global ETA: 8m 13s
[2025-11-25T12:23:21.538518] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:23:21.539754] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:21.540078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:21.545614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:21.547029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:21.548300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:21.601952] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 5.38%, Actual: 0.47%
[2025-11-25T12:23:21.617794] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:23:21.646532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:21.659471] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:21.780873] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.30%, Actual: 0.86%
[2025-11-25T12:23:21.791948] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:21.796984] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 6.2s | Global ETA: 8m 13s
[2025-11-25T12:23:21.797293] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:23:21.798173] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:21.798318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:21.803233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:21.805220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:21.805774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:21.806278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:21.807285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:21.894196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:23:21.898613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:21.923926] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 12.6s | Global ETA: 8m 13s
[2025-11-25T12:23:21.924194] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:23:21.925028] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:21.925183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:21.926142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:23:21.929260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:21.962000] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.68%, Actual: 0.41%
[2025-11-25T12:23:21.995560] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:23:22.140219] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.35%, Actual: 1.43%
[2025-11-25T12:23:22.166242] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:22.229303] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 25.5s | Global ETA: 8m 13s
[2025-11-25T12:23:22.229578] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:23:22.230413] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:22.230553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:22.235772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:22.236812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:22.238085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:22.245971] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:23:22.273600] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:23:22.324878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:22.341693] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 1.44%, Actual: 0.73%
[2025-11-25T12:23:22.422430] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:22.446697] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:22.531673] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 2.07%, Actual: 1.06%
[2025-11-25T12:23:22.557371] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -0.53% | Symbol ETA: 5.4s | Global ETA: 8m 13s
[2025-11-25T12:23:22.557519] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:23:22.558285] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:22.558361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:22.563181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:22.564955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:22.565445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:22.565861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:22.566746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:22.575776] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 4.86% | Symbol ETA: 11.9s | Global ETA: 8m 13s
[2025-11-25T12:23:22.575912] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:23:22.576689] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:22.576764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:22.577499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:23:22.580458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:22.672482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:23:22.676593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:22.679945] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:23:22.738080] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.08%, Actual: 1.53%
[2025-11-25T12:23:22.738337] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 46.9675%
[2025-11-25T12:23:22.738397] [INFO ] [main      ] ALL: KEPT add_afternoon_v_morning_volatility_mix (score: 46.97%)
[2025-11-25T12:23:22.738440] [INFO ] [main      ] ALL: Testing feature 2/53: add_atr
[2025-11-25T12:23:22.738477] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-25T12:23:22.738517] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:23:22.751351] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:22.752030] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:23:22.752945] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:22.753020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:22.758050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:22.759991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:22.760513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:22.853455] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:22.918742] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 24.8s | Global ETA: 8m 13s
[2025-11-25T12:23:22.919040] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:23:22.919863] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:22.920004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:22.925129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:22.926449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:22.927720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:22.946373] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:23:23.014382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:23.032696] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:23:23.109379] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:23:23.126286] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:23.204542] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:23.248420] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -3.45% | Symbol ETA: 11.2s | Global ETA: 8m 13s
[2025-11-25T12:23:23.248765] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:23:23.249624] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:23.249747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:23.250464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:23:23.253862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:23.282115] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:23.331206] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: -0.77% | Symbol ETA: 4.6s | Global ETA: 8m 13s
[2025-11-25T12:23:23.331525] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:23:23.332380] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:23.332524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:23.337518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:23.339421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:23.340027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:23.340523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:23.341484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:23.358053] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:23:23.424922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:23:23.429327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:23.430211] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.85% | Symbol ETA: 7m 24s | Global ETA: 8m 13s
[2025-11-25T12:23:23.430517] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:23:23.431415] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:23.431557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:23.436620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:23.438933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:23.439556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:23.528167] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:23.589250] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 24.1s | Global ETA: 8m 13s
[2025-11-25T12:23:23.589521] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:23:23.590346] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:23.590486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:23.595321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:23.595126] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:23:23.596287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:23.597307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:23.684712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:23.777548] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:23:23.799597] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:23:23.830707] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:23.951737] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:23.958665] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.37% | Symbol ETA: 10.5s | Global ETA: 8m 13s
[2025-11-25T12:23:23.958956] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:23:23.959799] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:23.959938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:23.960709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:23:23.963713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:23.983581] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:24.037827] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:23:24.084058] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 3.9s | Global ETA: 8m 13s
[2025-11-25T12:23:24.144163] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.19% | Symbol ETA: 7m 23s | Global ETA: 8m 13s
[2025-11-25T12:23:24.144323] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:23:24.145165] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:24.145387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:24.150898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:24.153867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:24.154716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:24.216710] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:24.263947] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.76%, Actual: 0.70%
[2025-11-25T12:23:24.280956] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 23.4s | Global ETA: 8m 13s
[2025-11-25T12:23:24.281109] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:23:24.281912] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:24.282182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:24.287241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:24.288298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:24.289317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:24.309530] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:23:24.376570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:24.439470] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.02%, Actual: 0.20%
[2025-11-25T12:23:24.489754] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:24.513764] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:23:24.614780] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 3.92% | Symbol ETA: 9.8s | Global ETA: 8m 13s
[2025-11-25T12:23:24.615076] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:23:24.615949] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:24.616091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:24.616961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:23:24.619318] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 2.33%
[2025-11-25T12:23:24.620079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:24.696208] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:24.721168] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:23:24.800908] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 0.97%
[2025-11-25T12:23:24.846412] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.15% | Symbol ETA: 7m 23s | Global ETA: 8m 13s
[2025-11-25T12:23:24.846732] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:23:24.847612] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:24.847786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:24.852973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:24.854980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:24.855558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:24.892815] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:24.957622] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 22.7s | Global ETA: 8m 13s
[2025-11-25T12:23:24.957910] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:23:24.958770] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:24.958909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:24.964232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:24.965303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:24.966346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:24.985735] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -4.37%, Actual: 1.23%
[2025-11-25T12:23:24.992626] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:23:25.051490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:25.163391] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.77%, Actual: 0.19%
[2025-11-25T12:23:25.176708] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:25.209711] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:23:25.305946] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.34% | Symbol ETA: 9.1s | Global ETA: 8m 13s
[2025-11-25T12:23:25.339384] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 2.22%
[2025-11-25T12:23:25.382137] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:25.390066] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:23:25.484047] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.01%, Actual: 1.13%
[2025-11-25T12:23:25.515057] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -0.53%, Actual: 1.76%
[2025-11-25T12:23:25.526349] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 4.33% | Symbol ETA: 7m 22s | Global ETA: 8m 13s
[2025-11-25T12:23:25.526664] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:23:25.527504] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:25.527662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:25.532494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:25.534354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:25.534936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:25.561309] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:25.622004] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 22.0s | Global ETA: 8m 13s
[2025-11-25T12:23:25.622278] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:23:25.623067] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:25.623203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:25.628049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:25.629069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:25.630111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:25.656417] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -3.11%, Actual: 2.96%
[2025-11-25T12:23:25.684126] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: -0.77%, Actual: 0.23%
[2025-11-25T12:23:25.713958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:25.827322] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 1.23%, Actual: 0.65%
[2025-11-25T12:23:25.850607] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 0.73%
[2025-11-25T12:23:25.850988] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 37.2448%
[2025-11-25T12:23:25.851151] [INFO ] [main      ] AGM: DISCARDED add_range_volume_efficiency_refinements (score: 37.24%)
[2025-11-25T12:23:25.851217] [INFO ] [main      ] AGM: Testing feature 39/53: add_regime
[2025-11-25T12:23:25.851329] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_regime']
[2025-11-25T12:23:25.851462] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:23:25.866053] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:25.866579] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:23:25.867731] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:25.867872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:25.873392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:25.875248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:25.875832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:25.876303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:25.877288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:25.883538] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:23:25.963761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:23:25.983317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:25.999905] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 3.61%, Actual: 1.15%
[2025-11-25T12:23:26.058581] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:23:26.089379] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:26.175396] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: 0.60%, Actual: 0.81%
[2025-11-25T12:23:26.228416] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.13% | Symbol ETA: 7m 21s | Global ETA: 8m 13s
[2025-11-25T12:23:26.228738] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:23:26.229557] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:26.229712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:26.231169] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:26.234519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:26.236400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:26.236982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:26.293186] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.31% | Symbol ETA: 21.3s | Global ETA: 8m 13s
[2025-11-25T12:23:26.349942] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:23:26.351422] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 4.86%, Actual: 0.36%
[2025-11-25T12:23:26.465914] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.16%, Actual: 0.44%
[2025-11-25T12:23:26.527427] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:26.535466] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -3.45%, Actual: 1.98%
[2025-11-25T12:23:26.580592] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:23:26.636993] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 0.67%
[2025-11-25T12:23:26.679506] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.04% | Symbol ETA: 10.8s | Global ETA: 8m 13s
[2025-11-25T12:23:26.679816] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:23:26.680692] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:26.680853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:26.686810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:26.688767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:26.689344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:26.689841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:26.690828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:26.711007] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.37%, Actual: 1.35%
[2025-11-25T12:23:26.755072] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:26.785797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:23:26.805924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:26.808928] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.23%
[2025-11-25T12:23:26.889669] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 3.92%, Actual: 0.67%
[2025-11-25T12:23:26.896965] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 7m 20s | Global ETA: 8m 13s
[2025-11-25T12:23:26.897143] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:23:26.897939] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:26.898027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:26.902940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:26.904763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:26.905276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:26.987570] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 0.33%
[2025-11-25T12:23:27.067484] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.34%, Actual: 0.41%
[2025-11-25T12:23:27.067720] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 42.5598%
[2025-11-25T12:23:27.067862] [INFO ] [main      ] CBT: DISCARDED add_open_vs_prev_range_position (score: 42.56%)
[2025-11-25T12:23:27.067936] [INFO ] [main      ] CBT: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:23:27.067983] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_overnight_gap_amplitude']
[2025-11-25T12:23:27.068033] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:23:27.081515] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:27.082033] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:23:27.082949] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:27.083036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:27.083777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:23:27.084390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:27.165353] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.51%
[2025-11-25T12:23:27.168877] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:23:27.259595] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:23:27.341661] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:27.343367] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.30%
[2025-11-25T12:23:27.432615] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:27.436269] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:23:27.487547] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.55% | Symbol ETA: 10.0s | Global ETA: 8m 13s
[2025-11-25T12:23:27.487859] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:23:27.488703] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:27.488843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:27.493757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:27.495605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:27.496227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:27.496725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:27.497698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:27.522770] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.74%
[2025-11-25T12:23:27.581719] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 7m 20s | Global ETA: 8m 13s
[2025-11-25T12:23:27.581954] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:23:27.582508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:23:27.582788] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:27.582862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:27.587561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:27.589321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:27.589823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:27.602092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:27.612482] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:27.702890] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.21%
[2025-11-25T12:23:27.745121] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 1.19% | Symbol ETA: 14.6s | Global ETA: 8m 13s
[2025-11-25T12:23:27.745265] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:23:27.746037] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:27.746111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:27.746803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:23:27.747403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:27.882057] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.13%
[2025-11-25T12:23:27.943035] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:23:27.951480] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:23:28.059026] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.38%
[2025-11-25T12:23:28.059400] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 39.2529%
[2025-11-25T12:23:28.059561] [INFO ] [main      ] CMSC: DISCARDED add_intraday_volatility_percentile (score: 39.25%)
[2025-11-25T12:23:28.059697] [INFO ] [main      ] CMSC: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:23:28.059806] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_last_hour_momentum_mag']
[2025-11-25T12:23:28.059918] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:23:28.073126] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:28.073709] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:23:28.074609] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:28.074765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:28.079848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:28.080964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:28.082162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:23:28.082878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:28.093441] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:23:28.117869] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:28.122953] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:28.262427] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 7m 19s | Global ETA: 8m 14s
[2025-11-25T12:23:28.262746] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:23:28.263705] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:28.263852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:28.268812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:28.269948] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 9.1s | Global ETA: 8m 14s
[2025-11-25T12:23:28.270256] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:23:28.270947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:28.270932] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:28.271252] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:28.271409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:28.271475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:28.277205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:28.279174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:28.279869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:28.280368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:28.281378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:28.370095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:23:28.389413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:28.401692] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -6.21% | Symbol ETA: 13.9s | Global ETA: 8m 14s
[2025-11-25T12:23:28.402008] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:23:28.402901] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:28.403060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:28.403876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:23:28.404536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:28.436377] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:23:28.609446] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:28.616751] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:23:28.674532] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 26.8s | Global ETA: 8m 14s
[2025-11-25T12:23:28.674860] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:23:28.675734] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:28.675890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:28.681049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:28.682461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:28.683722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:23:28.684443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:28.736979] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:23:28.754997] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:23:28.789712] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:28.909845] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:28.928207] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.39% | Symbol ETA: 7m 18s | Global ETA: 8m 14s
[2025-11-25T12:23:28.928484] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:23:28.928671] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:28.929296] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:28.929445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:28.934457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:28.936344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:28.936937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:29.044046] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:23:29.053917] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 1.25% | Symbol ETA: 8.3s | Global ETA: 8m 14s
[2025-11-25T12:23:29.054215] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:23:29.055071] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:29.055214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:29.059494] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 3.81% | Symbol ETA: 13.3s | Global ETA: 8m 14s
[2025-11-25T12:23:29.059812] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:23:29.060075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:29.060690] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:29.060841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:29.061624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:23:29.061940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:29.062300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:29.062519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:29.063015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:29.063975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:29.146826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:23:29.166789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:29.219437] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:29.277632] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:23:29.284021] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.00% | Symbol ETA: 26.2s | Global ETA: 8m 14s
[2025-11-25T12:23:29.284290] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:23:29.285157] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:29.285299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:29.290515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:29.291596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:29.292735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:23:29.293459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:29.408991] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:23:29.451442] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:29.510394] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:23:29.579870] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:29.588854] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.99% | Symbol ETA: 7m 18s | Global ETA: 8m 14s
[2025-11-25T12:23:29.642510] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:23:29.695117] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:29.704266] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -0.10% | Symbol ETA: 12.6s | Global ETA: 8m 14s
[2025-11-25T12:23:29.704636] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:23:29.706031] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:29.706264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:29.707283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:23:29.708134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:29.759518] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.85%, Actual: 0.34%
[2025-11-25T12:23:29.825970] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:29.847887] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.74% | Symbol ETA: 7.5s | Global ETA: 8m 14s
[2025-11-25T12:23:29.848200] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:23:29.849078] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:29.849225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:29.854219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:29.856134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:29.856714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:29.857238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:29.858228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:29.895953] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 25.6s | Global ETA: 8m 14s
[2025-11-25T12:23:29.896282] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:23:29.897356] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:29.897533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:29.903516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:29.904802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:29.905965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:23:29.906727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:29.929522] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.19%, Actual: 0.73%
[2025-11-25T12:23:29.941583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:23:29.961407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:30.072187] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:23:30.103066] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 1.37%
[2025-11-25T12:23:30.248912] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:30.269056] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:23:30.276326] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 4.33%, Actual: 0.47%
[2025-11-25T12:23:30.313206] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:23:30.379667] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -3.04% | Symbol ETA: 11.9s | Global ETA: 8m 14s
[2025-11-25T12:23:30.379838] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:23:30.380601] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:30.380689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:30.381401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:23:30.382148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:30.442759] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:30.450451] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.13%, Actual: 0.86%
[2025-11-25T12:23:30.490482] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:30.509140] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 25.0s | Global ETA: 8m 14s
[2025-11-25T12:23:30.509390] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:23:30.510259] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:30.510398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:30.515324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:30.516355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:30.517431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:23:30.518206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:30.627171] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.41%
[2025-11-25T12:23:30.629312] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 2.74% | Symbol ETA: 6.7s | Global ETA: 8m 14s
[2025-11-25T12:23:30.629611] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:23:30.630491] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:30.630651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:30.635577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:30.637620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:30.638253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:30.638756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:30.639733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:30.728201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:23:30.734407] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:23:30.748346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:30.797876] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.27%, Actual: 1.43%
[2025-11-25T12:23:30.871471] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:23:30.907188] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:30.969329] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.73%
[2025-11-25T12:23:31.043578] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 4.02% | Symbol ETA: 11.3s | Global ETA: 8m 14s
[2025-11-25T12:23:31.043889] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:23:31.044739] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:31.044877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:31.045628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:23:31.046282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:31.049445] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:31.103826] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:23:31.115603] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 24.4s | Global ETA: 8m 14s
[2025-11-25T12:23:31.115962] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:23:31.117153] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:31.117299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:31.122499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:31.123597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:31.124919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:23:31.125862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:31.141658] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.39%, Actual: 1.06%
[2025-11-25T12:23:31.277180] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:31.318044] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.99%, Actual: 1.53%
[2025-11-25T12:23:31.318448] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 45.4425%
[2025-11-25T12:23:31.318577] [INFO ] [main      ] ALL: DISCARDED add_atr (score: 45.44%)
[2025-11-25T12:23:31.318715] [INFO ] [main      ] ALL: Testing feature 3/53: add_atr_10
[2025-11-25T12:23:31.318829] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-25T12:23:31.318938] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:23:31.332548] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:31.333078] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:23:31.334244] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:31.334386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:31.340429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:31.342537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:31.343209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:31.398046] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:23:31.415035] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 5.9s | Global ETA: 8m 14s
[2025-11-25T12:23:31.415202] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:23:31.416115] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:31.416258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:31.421127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:31.422976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:31.423544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:31.424037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:31.424988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:31.473859] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:23:31.513818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:23:31.534157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:31.576041] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:31.651170] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:31.699240] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:23:31.701433] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 10.6s | Global ETA: 8m 14s
[2025-11-25T12:23:31.701781] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:23:31.702633] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:31.702796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:31.703579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:23:31.704272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:31.715352] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 23.8s | Global ETA: 8m 14s
[2025-11-25T12:23:31.715669] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:23:31.716498] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:31.716654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:31.721562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:31.722633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:31.723742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:23:31.724452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:31.872280] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:31.878120] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:23:32.019197] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.30% | Symbol ETA: 3m 41s | Global ETA: 8m 14s
[2025-11-25T12:23:32.019354] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:23:32.020131] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:32.020218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:32.025297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:32.027183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:32.027713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:32.053940] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:32.060107] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:23:32.075378] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:23:32.193569] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 2.60% | Symbol ETA: 5.1s | Global ETA: 8m 14s
[2025-11-25T12:23:32.193773] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:23:32.194563] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:32.194662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:32.199665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:32.201676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:32.202275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:32.202787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:32.203762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:32.235685] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:32.249189] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:32.289460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:23:32.309826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:32.313323] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 23.2s | Global ETA: 8m 14s
[2025-11-25T12:23:32.313619] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:23:32.314478] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:32.314619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:32.319417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:32.320488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:32.321524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:23:32.322238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:32.361388] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 1.76% | Symbol ETA: 10.0s | Global ETA: 8m 14s
[2025-11-25T12:23:32.361669] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:23:32.362488] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:32.362630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:32.363426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:23:32.364110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:32.364987] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:23:32.537563] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:32.663510] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:23:32.672778] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:23:32.696333] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.48% | Symbol ETA: 3m 40s | Global ETA: 8m 14s
[2025-11-25T12:23:32.696483] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:23:32.697476] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:32.697549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:32.702766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:32.704534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:32.705034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:32.722073] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:23:32.845826] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:32.847724] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:32.901907] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:32.909324] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 1.01% | Symbol ETA: 22.6s | Global ETA: 8m 14s
[2025-11-25T12:23:32.909626] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:23:32.910460] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:32.910603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:32.915439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:32.916466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:32.917541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:23:32.918264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:32.982623] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.82% | Symbol ETA: 4.3s | Global ETA: 8m 14s
[2025-11-25T12:23:32.982916] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:23:32.983790] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:32.983930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:32.988807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:32.990673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:32.991239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:32.991737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:32.992683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:33.028809] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 3.02% | Symbol ETA: 9.3s | Global ETA: 8m 14s
[2025-11-25T12:23:33.028959] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:23:33.029729] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:33.029804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:33.030507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:23:33.031112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:33.045497] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:23:33.078308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:23:33.099297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:33.258024] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:23:33.263471] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:33.371213] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:23:33.412854] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -2.12% | Symbol ETA: 3m 39s | Global ETA: 8m 14s
[2025-11-25T12:23:33.413170] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:23:33.414062] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:33.414207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:33.419248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:33.421242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:33.421831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:33.448253] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:33.453582] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:23:33.512168] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 22.0s | Global ETA: 8m 14s
[2025-11-25T12:23:33.512442] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:23:33.513326] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:33.513471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:33.518599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:33.519741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:33.520945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:23:33.521864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:33.543541] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:33.633677] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:33.669672] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -3.99% | Symbol ETA: 8.6s | Global ETA: 8m 14s
[2025-11-25T12:23:33.777525] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -3.09% | Symbol ETA: 3.5s | Global ETA: 8m 14s
[2025-11-25T12:23:33.781119] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:23:33.843789] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 1.19%, Actual: 1.13%
[2025-11-25T12:23:33.879207] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:23:33.950493] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.04%, Actual: 0.70%
[2025-11-25T12:23:33.952227] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:34.019043] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -6.21%, Actual: 2.96%
[2025-11-25T12:23:34.051438] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:34.090629] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 4.98% | Symbol ETA: 3m 39s | Global ETA: 8m 14s
[2025-11-25T12:23:34.090903] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:23:34.091730] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:34.091865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:34.097081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:34.099136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:34.099853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:34.112943] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.22% | Symbol ETA: 21.4s | Global ETA: 8m 14s
[2025-11-25T12:23:34.121076] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.55%, Actual: 0.20%
[2025-11-25T12:23:34.206213] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 3.81%, Actual: 0.65%
[2025-11-25T12:23:34.285393] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.08%, Actual: 0.44%
[2025-11-25T12:23:34.298507] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.68%, Actual: 2.33%
[2025-11-25T12:23:34.383224] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 1.15%
[2025-11-25T12:23:34.439074] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:23:34.470928] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.00%, Actual: 0.67%
[2025-11-25T12:23:34.486223] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 1.25%, Actual: 0.97%
[2025-11-25T12:23:34.558541] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -3.04%, Actual: 0.81%
[2025-11-25T12:23:34.610374] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:34.641714] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 0.23%
[2025-11-25T12:23:34.656628] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.74%, Actual: 1.23%
[2025-11-25T12:23:34.732082] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 4.02%, Actual: 0.36%
[2025-11-25T12:23:34.754870] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.05% | Symbol ETA: 3m 38s | Global ETA: 8m 14s
[2025-11-25T12:23:34.755118] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:23:34.756082] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:34.756402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:34.761153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:34.762964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:34.763514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:34.814337] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.33%
[2025-11-25T12:23:34.828707] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.74%, Actual: 0.19%
[2025-11-25T12:23:34.908155] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: 0.64%, Actual: 1.98%
[2025-11-25T12:23:34.989478] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.51%
[2025-11-25T12:23:35.001342] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 2.22%
[2025-11-25T12:23:35.080991] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 1.76%, Actual: 1.35%
[2025-11-25T12:23:35.106669] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:23:35.160145] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.68%, Actual: 0.30%
[2025-11-25T12:23:35.172070] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 2.60%, Actual: 1.76%
[2025-11-25T12:23:35.251102] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 3.02%, Actual: 0.67%
[2025-11-25T12:23:35.276800] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:35.332473] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.74%
[2025-11-25T12:23:35.346314] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.82%, Actual: 0.23%
[2025-11-25T12:23:35.417445] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.58% | Symbol ETA: 3m 37s | Global ETA: 8m 15s
[2025-11-25T12:23:35.417776] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:23:35.418561] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:35.418629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:35.423503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:35.425337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:35.425899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:35.426425] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -3.99%, Actual: 0.41%
[2025-11-25T12:23:35.426814] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 33.7213%
[2025-11-25T12:23:35.426917] [INFO ] [main      ] CBT: DISCARDED add_overnight_gap_amplitude (score: 33.72%)
[2025-11-25T12:23:35.427051] [INFO ] [main      ] CBT: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:23:35.427162] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_overnight_gap_mag']
[2025-11-25T12:23:35.427271] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:23:35.441140] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:35.441731] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:23:35.442662] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:35.442798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:35.443572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:23:35.444290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:35.506026] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 0.21%
[2025-11-25T12:23:35.520828] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -3.09%, Actual: 0.73%
[2025-11-25T12:23:35.521116] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 32.8588%
[2025-11-25T12:23:35.521471] [INFO ] [main      ] AGM: DISCARDED add_regime (score: 32.86%)
[2025-11-25T12:23:35.521589] [INFO ] [main      ] AGM: Testing feature 40/53: add_regime_flags
[2025-11-25T12:23:35.521709] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_regime_flags']
[2025-11-25T12:23:35.521820] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:23:35.537230] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:35.537976] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:23:35.539104] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:35.539274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:35.544180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:35.546071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:35.546678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:35.547230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:35.548239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:35.641074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:35.642412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:35.682340] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.13%
[2025-11-25T12:23:35.773864] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:23:35.799635] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:23:35.855604] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 0.38%
[2025-11-25T12:23:35.855996] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 36.8479%
[2025-11-25T12:23:35.856161] [INFO ] [main      ] CMSC: DISCARDED add_last_hour_momentum_mag (score: 36.85%)
[2025-11-25T12:23:35.856280] [INFO ] [main      ] CMSC: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:23:35.856385] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_late_day_volatility']
[2025-11-25T12:23:35.856494] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:23:35.870451] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:35.871193] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:23:35.872152] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:35.872292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:35.877728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:35.878777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:35.879997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:23:35.882037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:35.952043] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:35.978422] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:35.992960] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:23:36.102087] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 0.69% | Symbol ETA: 3m 37s | Global ETA: 8m 15s
[2025-11-25T12:23:36.102235] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:23:36.103006] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:36.103079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:36.109043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:36.111756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:36.112473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:36.118403] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.62% | Symbol ETA: 13.8s | Global ETA: 8m 15s
[2025-11-25T12:23:36.118733] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:23:36.119566] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:36.119729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:36.120512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:23:36.121259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:36.169534] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:36.230859] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:23:36.302753] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 2.16% | Symbol ETA: 10.1s | Global ETA: 8m 15s
[2025-11-25T12:23:36.302910] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:23:36.303883] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:36.304031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:36.309062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:36.310916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:36.311526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:36.312030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:36.313005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:36.401097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:36.402469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:36.405776] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:36.459122] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:23:36.471784] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 22.9s | Global ETA: 8m 15s
[2025-11-25T12:23:36.472028] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:23:36.472861] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:36.473005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:36.477884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:36.478852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:36.479948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:23:36.480777] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:23:36.481815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:36.631775] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:36.655850] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:36.747610] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:23:36.768920] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.40% | Symbol ETA: 3m 36s | Global ETA: 8m 15s
[2025-11-25T12:23:36.769217] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:23:36.770047] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:36.770212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:36.775111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:36.776961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:36.777520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:36.788344] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 13.1s | Global ETA: 8m 15s
[2025-11-25T12:23:36.788667] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:23:36.789457] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:36.789603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:36.790397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:23:36.791141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:36.827404] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:23:36.920729] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:37.003467] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:37.055188] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.61% | Symbol ETA: 9.3s | Global ETA: 8m 15s
[2025-11-25T12:23:37.055403] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:23:37.056240] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:37.056389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:37.061620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:37.063508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:37.064108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:37.064585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:37.065538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:37.069407] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 22.3s | Global ETA: 8m 15s
[2025-11-25T12:23:37.069520] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:23:37.070364] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:37.070507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:37.075333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:37.076365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:37.077437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:23:37.079263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:37.131478] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:23:37.139610] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:23:37.153451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:37.154784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:37.309084] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:37.317744] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:37.427179] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:23:37.454488] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 12.4s | Global ETA: 8m 15s
[2025-11-25T12:23:37.454806] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:23:37.455629] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:37.455785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:37.456542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:23:37.457432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:37.460094] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.56% | Symbol ETA: 3m 35s | Global ETA: 8m 15s
[2025-11-25T12:23:37.460549] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:23:37.461434] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:23:37.461577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:37.466508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:37.468698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:37.469371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:37.498021] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:23:37.598207] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:37.665619] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.20% | Symbol ETA: 21.7s | Global ETA: 8m 15s
[2025-11-25T12:23:37.665876] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:23:37.666768] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:37.666842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:37.669022] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:37.671636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:37.672613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:37.673570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:23:37.675318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:37.799717] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 8.5s | Global ETA: 8m 15s
[2025-11-25T12:23:37.799862] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:23:37.800607] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:37.800695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:37.805455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:37.807354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:37.807943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:37.808418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:37.809398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:37.809531] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:23:37.823465] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:23:37.895704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:37.896993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:37.983594] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:38.000155] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:38.079361] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:23:38.108335] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 11.7s | Global ETA: 8m 15s
[2025-11-25T12:23:38.108667] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:23:38.109716] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:38.109857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:38.110621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:23:38.111401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:38.141812] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.25% | Symbol ETA: 3m 35s | Global ETA: 8m 15s
[2025-11-25T12:23:38.242772] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:23:38.252771] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:38.316110] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.30%, Actual: 0.34%
[2025-11-25T12:23:38.318198] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 21.2s | Global ETA: 8m 15s
[2025-11-25T12:23:38.318407] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:23:38.319881] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:38.320017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:38.325226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:38.326597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:38.327864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:23:38.329890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:38.416724] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:38.458390] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:23:38.498605] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.48%, Actual: 0.73%
[2025-11-25T12:23:38.554496] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.16% | Symbol ETA: 7.7s | Global ETA: 8m 15s
[2025-11-25T12:23:38.554791] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:23:38.555814] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:38.555957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:38.561135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:38.563375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:38.563969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:38.564452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:38.565444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:38.636541] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:38.652212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:38.653819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:38.677630] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:23:38.684567] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -2.12%, Actual: 1.37%
[2025-11-25T12:23:38.769795] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -1.69% | Symbol ETA: 11.1s | Global ETA: 8m 15s
[2025-11-25T12:23:38.770103] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:23:38.770961] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:38.771103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:38.772084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:23:38.773017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:38.849692] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:38.881384] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 4.98%, Actual: 0.47%
[2025-11-25T12:23:38.915527] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.25% | Symbol ETA: 20.6s | Global ETA: 8m 15s
[2025-11-25T12:23:38.915806] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:23:38.916610] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:38.916768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:38.922004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:38.923030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:38.924267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:23:38.926130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:39.016247] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:23:39.063807] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.05%, Actual: 0.86%
[2025-11-25T12:23:39.125469] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:23:39.190231] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:39.242455] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.58%, Actual: 0.41%
[2025-11-25T12:23:39.269778] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:23:39.301492] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:39.319357] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.03% | Symbol ETA: 7.0s | Global ETA: 8m 15s
[2025-11-25T12:23:39.319629] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:23:39.320468] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:39.320613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:39.325502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:39.327428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:39.328046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:39.328616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:39.329731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:39.417410] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 0.69%, Actual: 1.43%
[2025-11-25T12:23:39.417999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:39.419496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:39.430409] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 3.63% | Symbol ETA: 10.4s | Global ETA: 8m 15s
[2025-11-25T12:23:39.430664] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:23:39.431432] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:39.431569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:39.432338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:23:39.433066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:39.439090] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:39.502437] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.65% | Symbol ETA: 20.0s | Global ETA: 8m 15s
[2025-11-25T12:23:39.502720] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:23:39.503530] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:39.503686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:39.509029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:39.510201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:39.511245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:23:39.513098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:39.594711] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.40%, Actual: 0.73%
[2025-11-25T12:23:39.766370] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:23:39.767895] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 1.06%
[2025-11-25T12:23:39.782193] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:23:39.851442] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:23:39.940672] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:39.941701] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.25%, Actual: 1.53%
[2025-11-25T12:23:39.942082] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 49.7745%
[2025-11-25T12:23:39.942268] [INFO ] [main      ] ALL: KEPT add_atr_10 (score: 49.77%)
[2025-11-25T12:23:39.942389] [INFO ] [main      ] ALL: Testing feature 4/53: add_atr_5
[2025-11-25T12:23:39.942492] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5']
[2025-11-25T12:23:39.942618] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:23:39.955427] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:39.956129] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:23:39.957129] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:39.957270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:39.957750] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:39.962069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:39.963863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:39.964517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:39.964970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:40.027269] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:40.088311] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 6.3s | Global ETA: 8m 15s
[2025-11-25T12:23:40.088480] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:23:40.089613] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:40.089884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:40.091604] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 19.4s | Global ETA: 8m 15s
[2025-11-25T12:23:40.091906] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:23:40.092979] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:40.093116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:40.094794] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -0.93% | Symbol ETA: 9.7s | Global ETA: 8m 15s
[2025-11-25T12:23:40.095068] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:23:40.096107] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:40.096280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:40.096837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:40.097160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:23:40.097857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:40.098164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:40.099206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:40.099441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:40.100084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:40.100333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:23:40.100569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:40.101718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:40.102274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:40.188252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:40.189745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:40.313692] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:23:40.450077] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:23:40.451228] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:23:40.488344] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:40.542352] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:23:40.619636] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:40.624294] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:40.637246] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -1.05% | Symbol ETA: 2m 27s | Global ETA: 8m 15s
[2025-11-25T12:23:40.637419] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:23:40.638231] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:40.638321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:40.643258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:40.645300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:40.645935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:40.646462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:40.680628] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 1.10% | Symbol ETA: 18.7s | Global ETA: 8m 15s
[2025-11-25T12:23:40.680810] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:23:40.681567] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:40.681666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:40.686403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:40.687520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:40.688551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:23:40.690447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:40.715177] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:40.751995] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 0.79% | Symbol ETA: 9.1s | Global ETA: 8m 15s
[2025-11-25T12:23:40.752314] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:23:40.753197] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:40.753345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:40.754160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:23:40.754905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:40.850677] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.85% | Symbol ETA: 5.5s | Global ETA: 8m 15s
[2025-11-25T12:23:40.850823] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:23:40.851584] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:40.851690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:40.856625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:40.858616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:40.859222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:40.859926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:40.860928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:40.949285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:40.950771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:40.999922] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:23:41.040148] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:23:41.109871] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:23:41.175767] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:41.213841] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:41.276302] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.49% | Symbol ETA: 18.1s | Global ETA: 8m 15s
[2025-11-25T12:23:41.276605] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:23:41.277522] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:41.277681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:41.282008] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:41.282662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:41.283851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:41.284904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:23:41.286784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:41.295918] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:23:41.332727] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.17% | Symbol ETA: 2m 26s | Global ETA: 8m 15s
[2025-11-25T12:23:41.333029] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:23:41.333947] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:41.334092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:41.339030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:41.340966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:41.341546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:41.342081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:41.407850] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 3.67% | Symbol ETA: 8.4s | Global ETA: 8m 15s
[2025-11-25T12:23:41.408157] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:23:41.409028] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:41.409173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:41.409973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:23:41.410719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:41.468309] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:41.597179] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -1.11% | Symbol ETA: 4.7s | Global ETA: 8m 15s
[2025-11-25T12:23:41.597504] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:23:41.598377] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:41.598521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:41.603429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:41.605288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:41.605883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:41.606363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:41.607337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:41.630745] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:23:41.688341] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:23:41.695429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:41.696980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:41.760863] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:23:41.804282] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:41.864918] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:41.867740] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.24% | Symbol ETA: 17.5s | Global ETA: 8m 16s
[2025-11-25T12:23:41.933787] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:42.015853] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.46% | Symbol ETA: 2m 26s | Global ETA: 8m 16s
[2025-11-25T12:23:42.016143] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:23:42.017202] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:42.017342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:42.022392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:42.024290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:42.024878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:42.025401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:42.041031] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:23:42.060414] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -7.72% | Symbol ETA: 7.7s | Global ETA: 8m 16s
[2025-11-25T12:23:42.081167] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.12%, Actual: 0.44%
[2025-11-25T12:23:42.211979] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:42.234146] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.62%, Actual: 1.13%
[2025-11-25T12:23:42.263313] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.05%, Actual: 0.67%
[2025-11-25T12:23:42.340091] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 2.32% | Symbol ETA: 4.0s | Global ETA: 8m 16s
[2025-11-25T12:23:42.340385] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:23:42.341290] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:42.341429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:42.346274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:42.348179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:42.348789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:42.349302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:42.350280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:42.363231] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:23:42.407287] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 2.96%
[2025-11-25T12:23:42.436285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:42.437818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:42.451856] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.20%, Actual: 0.23%
[2025-11-25T12:23:42.534728] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:42.578724] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.65%
[2025-11-25T12:23:42.641572] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.33%
[2025-11-25T12:23:42.683876] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 4.12% | Symbol ETA: 2m 25s | Global ETA: 8m 16s
[2025-11-25T12:23:42.684024] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:23:42.684794] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:42.684882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:42.689634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:42.691676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:42.692275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:42.692848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:42.749432] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 1.15%
[2025-11-25T12:23:42.780524] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:23:42.825905] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.51%
[2025-11-25T12:23:42.924895] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -1.69%, Actual: 0.81%
[2025-11-25T12:23:42.953107] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:43.006658] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 0.30%
[2025-11-25T12:23:43.040539] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:23:43.083230] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 3.2s | Global ETA: 8m 16s
[2025-11-25T12:23:43.104336] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 3.63%, Actual: 0.36%
[2025-11-25T12:23:43.177813] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.74%
[2025-11-25T12:23:43.212847] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:43.257286] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 2.16%, Actual: 0.70%
[2025-11-25T12:23:43.280405] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -0.93%, Actual: 1.98%
[2025-11-25T12:23:43.351625] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 1.10%, Actual: 0.21%
[2025-11-25T12:23:43.359571] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.30% | Symbol ETA: 2m 24s | Global ETA: 8m 16s
[2025-11-25T12:23:43.359891] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:23:43.360754] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:43.360895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:43.365721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:43.367634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:43.368223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:43.368768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:43.428450] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.61%, Actual: 0.20%
[2025-11-25T12:23:43.453521] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 1.35%
[2025-11-25T12:23:43.524392] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.49%, Actual: 0.13%
[2025-11-25T12:23:43.601794] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.25%, Actual: 2.33%
[2025-11-25T12:23:43.628445] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 3.67%, Actual: 0.67%
[2025-11-25T12:23:43.696963] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.38%
[2025-11-25T12:23:43.697380] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 37.9459%
[2025-11-25T12:23:43.697485] [INFO ] [main      ] CMSC: DISCARDED add_late_day_volatility (score: 37.95%)
[2025-11-25T12:23:43.697603] [INFO ] [main      ] CMSC: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:23:43.697728] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_late_hour_microstructure']
[2025-11-25T12:23:43.697837] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:23:43.711452] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:43.712058] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:23:43.713001] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:43.713087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:43.712928] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:23:43.717985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:43.718979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:43.719966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:23:43.722797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:43.774088] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 0.97%
[2025-11-25T12:23:43.804895] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -7.72%, Actual: 0.41%
[2025-11-25T12:23:43.805277] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 31.7961%
[2025-11-25T12:23:43.805449] [INFO ] [main      ] CBT: DISCARDED add_overnight_gap_mag (score: 31.80%)
[2025-11-25T12:23:43.805571] [INFO ] [main      ] CBT: Testing feature 29/53: add_pct_change
[2025-11-25T12:23:43.805692] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_pct_change']
[2025-11-25T12:23:43.805807] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:23:43.820105] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:43.820570] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:23:43.821440] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:43.821516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:43.822261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:23:43.824308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:43.889824] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:43.951312] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.03%, Actual: 1.23%
[2025-11-25T12:23:44.035040] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.42% | Symbol ETA: 2m 24s | Global ETA: 8m 16s
[2025-11-25T12:23:44.035345] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:23:44.036184] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:44.036324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:44.041385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:44.043351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:44.043933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:44.044468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:44.070483] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:23:44.127050] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 0.64%, Actual: 0.19%
[2025-11-25T12:23:44.173229] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:23:44.240733] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:44.309227] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 21.5s | Global ETA: 8m 16s
[2025-11-25T12:23:44.309429] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.85%, Actual: 2.22%
[2025-11-25T12:23:44.309574] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:23:44.310480] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:44.310623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:44.315775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:44.316837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:44.317896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:23:44.320670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:44.344871] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:44.446601] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:23:44.477709] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.31% | Symbol ETA: 13.1s | Global ETA: 8m 16s
[2025-11-25T12:23:44.477882] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:23:44.478885] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:44.479030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:44.479829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:23:44.482101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:44.496705] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -1.11%, Actual: 1.76%
[2025-11-25T12:23:44.621925] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:44.662498] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:23:44.667113] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 2.32%, Actual: 0.23%
[2025-11-25T12:23:44.771400] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.00% | Symbol ETA: 2m 23s | Global ETA: 8m 16s
[2025-11-25T12:23:44.771721] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:23:44.772552] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:44.772708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:44.777602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:44.779549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:44.780133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:44.780677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:44.834689] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:23:44.837168] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:44.840110] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.37%, Actual: 0.73%
[2025-11-25T12:23:44.840474] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 36.2463%
[2025-11-25T12:23:44.840660] [INFO ] [main      ] AGM: DISCARDED add_regime_flags (score: 36.25%)
[2025-11-25T12:23:44.840781] [INFO ] [main      ] AGM: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:23:44.840890] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:23:44.841031] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:23:44.854984] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:44.855535] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:23:44.856463] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:23:44.856609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:44.861589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:44.863507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:44.864123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:44.864601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:44.865545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:44.904736] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.28% | Symbol ETA: 20.9s | Global ETA: 8m 16s
[2025-11-25T12:23:44.904882] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:23:44.905655] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:44.905732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:44.910502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:44.911493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:44.912630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:23:44.915449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:44.951939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:44.952704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:44.953885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:23:44.955687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:44.956776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:23:44.957677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:45.007546] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:45.127905] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:23:45.141115] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: 0.82% | Symbol ETA: 12.5s | Global ETA: 8m 16s
[2025-11-25T12:23:45.141410] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:23:45.142292] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:45.142453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:45.143259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:23:45.145361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:45.260885] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:23:45.301234] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:45.313265] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:23:45.432831] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:45.441374] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.93% | Symbol ETA: 2m 22s | Global ETA: 8m 16s
[2025-11-25T12:23:45.441682] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:23:45.442533] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:45.442694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:45.447786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:45.449577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:45.450161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:45.450720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:45.485878] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:45.489917] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:23:45.500373] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 20.3s | Global ETA: 8m 16s
[2025-11-25T12:23:45.500664] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:23:45.501514] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:45.501672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:45.506524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:45.507625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:45.508680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:23:45.511377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:45.633067] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.79% | Symbol ETA: 9.8s | Global ETA: 8m 16s
[2025-11-25T12:23:45.633358] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:23:45.634196] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:23:45.634341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:45.639228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:45.641078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:45.641662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:45.642137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:45.643091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:45.663893] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:45.729234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:45.729952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:45.731088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:23:45.732847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:45.733975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:23:45.734752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:45.793307] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:23:45.796441] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 1.92% | Symbol ETA: 11.8s | Global ETA: 8m 16s
[2025-11-25T12:23:45.796594] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:23:45.797426] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:45.797505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:45.798235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:23:45.800262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:45.858358] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:23:45.973605] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:46.031836] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:46.080106] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:23:46.100141] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 19.7s | Global ETA: 8m 16s
[2025-11-25T12:23:46.100359] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:23:46.101205] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:46.101347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:46.106344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:46.107784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:46.109012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:23:46.112010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:46.118630] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 2.08% | Symbol ETA: 2m 22s | Global ETA: 8m 16s
[2025-11-25T12:23:46.118816] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:23:46.120143] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:46.120242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:46.125377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:46.127268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:46.127795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:46.128267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:46.188178] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:23:46.249863] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:46.359522] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:46.393001] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 8.9s | Global ETA: 8m 16s
[2025-11-25T12:23:46.393276] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:23:46.394119] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:23:46.394267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:46.399110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:46.400955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:46.401518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:46.402011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:46.402959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:46.451402] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:23:46.478282] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:23:46.487896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:46.488345] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 0.61% | Symbol ETA: 11.2s | Global ETA: 8m 16s
[2025-11-25T12:23:46.488571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:46.488667] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:23:46.489519] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:46.489675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:46.489734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:23:46.490444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:23:46.491482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:46.492445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:46.492611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:23:46.493391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:46.620073] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:46.656091] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:46.686307] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 19.1s | Global ETA: 8m 16s
[2025-11-25T12:23:46.686584] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:23:46.687461] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:46.687605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:46.692443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:46.693475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:46.694520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:23:46.697254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:46.801863] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.48% | Symbol ETA: 2m 21s | Global ETA: 8m 16s
[2025-11-25T12:23:46.835269] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:23:46.843874] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:23:46.988065] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -1.05%, Actual: 0.34%
[2025-11-25T12:23:47.010102] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:47.017408] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:47.046778] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:23:47.153389] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -1.55% | Symbol ETA: 10.5s | Global ETA: 8m 16s
[2025-11-25T12:23:47.153733] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:23:47.155027] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:47.155180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:47.156214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:23:47.158353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:47.161139] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.36% | Symbol ETA: 8.2s | Global ETA: 8m 16s
[2025-11-25T12:23:47.161289] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:23:47.162081] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:23:47.162161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:47.166994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:47.168838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:47.169347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:47.169769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:47.170827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:47.171074] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.17%, Actual: 0.73%
[2025-11-25T12:23:47.221822] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:47.258919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:47.259842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:47.261028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:23:47.263006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:47.264306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:23:47.265077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:47.288128] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 18.5s | Global ETA: 8m 16s
[2025-11-25T12:23:47.288413] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:23:47.289730] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:47.289812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:47.294824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:47.295854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:47.296961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:23:47.299685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:47.352737] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.46%, Actual: 1.37%
[2025-11-25T12:23:47.517482] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:23:47.545765] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 4.12%, Actual: 0.47%
[2025-11-25T12:23:47.610430] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:23:47.652940] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:23:47.698860] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:47.738160] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.30%, Actual: 0.86%
[2025-11-25T12:23:47.791120] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:47.834744] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: -1.91% | Symbol ETA: 9.9s | Global ETA: 8m 16s
[2025-11-25T12:23:47.834898] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:23:47.835729] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:47.835833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:47.836589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:23:47.838894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:47.839099] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:47.909976] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 17.9s | Global ETA: 8m 16s
[2025-11-25T12:23:47.910240] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:23:47.911098] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:47.911238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:47.916347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:47.917457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:47.918512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:23:47.921302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:47.934633] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.42%, Actual: 0.41%
[2025-11-25T12:23:47.943004] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 1.31% | Symbol ETA: 7.4s | Global ETA: 8m 16s
[2025-11-25T12:23:47.943227] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:23:47.944198] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:23:47.944290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:47.949407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:47.951201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:47.951726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:47.952128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:47.952997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:48.038852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:48.039586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:48.040714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:23:48.042445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:48.043514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:23:48.044221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:48.118193] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.00%, Actual: 1.43%
[2025-11-25T12:23:48.191703] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:23:48.289131] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:23:48.299170] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.93%, Actual: 0.73%
[2025-11-25T12:23:48.371831] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:48.483198] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:48.495624] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:23:48.524998] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 2.08%, Actual: 1.06%
[2025-11-25T12:23:48.534186] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: 0.40% | Symbol ETA: 9.2s | Global ETA: 8m 17s
[2025-11-25T12:23:48.534561] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:23:48.535978] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:48.536166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:48.537433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:23:48.540503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:48.564529] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 17.4s | Global ETA: 8m 17s
[2025-11-25T12:23:48.564940] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:23:48.566286] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:48.566477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:48.574528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:48.576307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:48.578018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:23:48.582430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:48.787828] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.48%, Actual: 1.53%
[2025-11-25T12:23:48.788310] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 57.1068%
[2025-11-25T12:23:48.788532] [INFO ] [main      ] ALL: KEPT add_atr_5 (score: 57.11%)
[2025-11-25T12:23:48.788711] [INFO ] [main      ] ALL: Testing feature 5/53: add_close_to_open_alignment
[2025-11-25T12:23:48.788863] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-25T12:23:48.789018] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:23:48.806078] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:48.806762] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:23:48.808068] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:48.808285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:48.815004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:48.817593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:48.818410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:48.818951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:48.819976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:48.853814] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:49.020102] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:23:49.048774] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.42% | Symbol ETA: 7.0s | Global ETA: 8m 17s
[2025-11-25T12:23:49.048962] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:23:49.050274] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:23:49.050401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:49.056841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:49.059793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:49.060584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:49.061125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:49.062295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:49.084973] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:23:49.183697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:49.184790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:49.186474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:23:49.189376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:49.191177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:23:49.192446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:49.229952] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:49.267066] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:23:49.337109] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:49.396820] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 3.76% | Symbol ETA: 8.6s | Global ETA: 8m 17s
[2025-11-25T12:23:49.397208] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:23:49.398729] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:49.398971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:49.400205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:23:49.403262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:49.417184] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.51% | Symbol ETA: 16.8s | Global ETA: 8m 17s
[2025-11-25T12:23:49.417530] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:23:49.418739] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:49.418919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:49.426371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:49.428185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:49.429844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:23:49.434444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:49.444531] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:49.598248] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.80% | Symbol ETA: 1m 53s | Global ETA: 8m 17s
[2025-11-25T12:23:49.598534] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:23:49.599401] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:49.599541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:49.604445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:49.606330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:49.606918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:49.607470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:49.608310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:49.611479] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:23:49.760732] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:23:49.784483] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:23:49.824032] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:49.935232] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:49.964792] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:49.964627] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:23:49.995824] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 4.49% | Symbol ETA: 6.2s | Global ETA: 8m 17s
[2025-11-25T12:23:49.996157] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:23:49.997364] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:23:49.997556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:50.003304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:50.005580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:50.006256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:50.006791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:50.007933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:50.031149] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 16.1s | Global ETA: 8m 17s
[2025-11-25T12:23:50.066352] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 2.42% | Symbol ETA: 7.9s | Global ETA: 8m 17s
[2025-11-25T12:23:50.066660] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:23:50.067611] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:50.067795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:50.068676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:23:50.070938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:50.110813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:50.111765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:50.113220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:23:50.115913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:50.117469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:23:50.118506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:50.143975] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:50.209020] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.05%, Actual: 0.44%
[2025-11-25T12:23:50.302068] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 1m 52s | Global ETA: 8m 17s
[2025-11-25T12:23:50.302235] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:23:50.303015] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:50.303223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:50.308054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:50.310044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:50.310627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:50.311159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:50.312011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:50.387854] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 0.67%
[2025-11-25T12:23:50.431189] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:23:50.553246] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:23:50.563390] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.23%
[2025-11-25T12:23:50.604940] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:50.673737] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:23:50.739707] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 7.2s | Global ETA: 8m 17s
[2025-11-25T12:23:50.742226] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:50.748174] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 0.33%
[2025-11-25T12:23:50.872927] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:50.912675] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.72% | Symbol ETA: 5.4s | Global ETA: 8m 17s
[2025-11-25T12:23:50.912979] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:23:50.913832] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:23:50.913992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:50.918865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:50.919295] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.31%, Actual: 1.13%
[2025-11-25T12:23:50.920953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:50.921445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:50.921995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:50.923068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:50.926269] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 0.51%
[2025-11-25T12:23:51.008902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:51.010041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:51.011288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:23:51.013189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:51.014401] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -2.13% | Symbol ETA: 1m 51s | Global ETA: 8m 17s
[2025-11-25T12:23:51.014350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:23:51.014543] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:23:51.015434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:51.015491] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:51.015566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:51.020385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:51.022562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:51.023302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:51.023783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:51.024681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:51.096230] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: 0.82%, Actual: 2.96%
[2025-11-25T12:23:51.109508] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.30%
[2025-11-25T12:23:51.273174] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 1.92%, Actual: 0.65%
[2025-11-25T12:23:51.294856] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.74%
[2025-11-25T12:23:51.363669] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:23:51.379381] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:23:51.446576] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 0.61%, Actual: 1.15%
[2025-11-25T12:23:51.479417] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 0.21%
[2025-11-25T12:23:51.536996] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:51.556356] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:51.624399] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -1.55%, Actual: 0.81%
[2025-11-25T12:23:51.668033] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 0.13%
[2025-11-25T12:23:51.682204] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.18% | Symbol ETA: 4.5s | Global ETA: 8m 17s
[2025-11-25T12:23:51.682464] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:23:51.683303] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:23:51.683461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:51.689140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:51.691031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:51.691590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:51.692128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:51.693088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:51.705586] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 4.85% | Symbol ETA: 1m 51s | Global ETA: 8m 17s
[2025-11-25T12:23:51.705890] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:23:51.706757] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:51.706895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:51.712460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:51.714531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:51.715110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:51.715795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:51.716632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:51.776971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:51.777828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:51.778981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:23:51.780801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:51.781971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:23:51.782739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:51.803338] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: -1.91%, Actual: 0.36%
[2025-11-25T12:23:51.851567] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.38%
[2025-11-25T12:23:51.851970] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 39.9389%
[2025-11-25T12:23:51.852128] [INFO ] [main      ] CMSC: DISCARDED add_late_hour_microstructure (score: 39.94%)
[2025-11-25T12:23:51.852250] [INFO ] [main      ] CMSC: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:23:51.852354] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_late_session_pressure']
[2025-11-25T12:23:51.852462] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:23:51.865851] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:51.866585] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:23:51.867557] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:51.867724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:51.872883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:51.873970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:51.875029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:23:51.876161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:51.978852] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: 0.40%, Actual: 1.98%
[2025-11-25T12:23:52.080352] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:23:52.136446] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:23:52.160886] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 3.76%, Actual: 1.35%
[2025-11-25T12:23:52.224022] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:23:52.257267] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:52.321919] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:52.332075] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 2.42%, Actual: 0.67%
[2025-11-25T12:23:52.401158] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:52.408355] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.13% | Symbol ETA: 1m 50s | Global ETA: 8m 17s
[2025-11-25T12:23:52.408671] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:23:52.409543] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:52.409705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:52.414740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:52.417036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:52.417735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:52.418370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:52.419266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:52.479484] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.94% | Symbol ETA: 3.6s | Global ETA: 8m 17s
[2025-11-25T12:23:52.479796] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:23:52.480658] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:23:52.480815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:52.484482] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 21.0s | Global ETA: 8m 17s
[2025-11-25T12:23:52.484828] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:23:52.486004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:52.486004] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:52.486175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:52.488024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:52.488659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:52.489141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:52.490120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:52.493882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:52.495434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:52.497041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:23:52.498703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:52.502959] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -0.83%, Actual: 0.41%
[2025-11-25T12:23:52.503346] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 38.7416%
[2025-11-25T12:23:52.503508] [INFO ] [main      ] CBT: DISCARDED add_pct_change (score: 38.74%)
[2025-11-25T12:23:52.503625] [INFO ] [main      ] CBT: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:23:52.503751] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_preclose_acceleration_mag']
[2025-11-25T12:23:52.503859] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:23:52.518511] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:52.519075] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:23:52.519980] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:52.520118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:52.520913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:52.522145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:52.576452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:52.577263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:23:52.578484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:23:52.580274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:52.581394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:23:52.582157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:52.791267] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:23:52.894752] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:23:52.940561] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:23:52.946063] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:23:52.968847] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:53.070824] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:53.117545] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:53.128864] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:53.131580] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 1m 49s | Global ETA: 8m 17s
[2025-11-25T12:23:53.131897] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:23:53.132749] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:53.132888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:53.138046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:53.139923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:53.140493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:53.141028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:53.141868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:53.197187] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.02% | Symbol ETA: 20.7s | Global ETA: 8m 17s
[2025-11-25T12:23:53.197482] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:23:53.198340] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:53.198483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:53.203029] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 13.0s | Global ETA: 8m 17s
[2025-11-25T12:23:53.203330] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:23:53.204236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:53.204492] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:53.204679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:53.205429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:53.205487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:53.206496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:23:53.206569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:53.207679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:53.264852] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -2.33% | Symbol ETA: 2.8s | Global ETA: 8m 17s
[2025-11-25T12:23:53.438201] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.79%, Actual: 0.70%
[2025-11-25T12:23:53.490192] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:23:53.565616] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:23:53.569577] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:23:53.607497] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.10%, Actual: 0.20%
[2025-11-25T12:23:53.662199] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:53.749397] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:53.759682] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:53.778892] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.36%, Actual: 2.33%
[2025-11-25T12:23:53.813585] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.20% | Symbol ETA: 1m 48s | Global ETA: 8m 17s
[2025-11-25T12:23:53.813899] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:23:53.814760] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:53.814905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:53.820251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:53.822103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:53.822912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:53.823455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:53.824313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:53.829181] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.01% | Symbol ETA: 20.0s | Global ETA: 8m 17s
[2025-11-25T12:23:53.829475] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:23:53.830510] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:53.830672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:53.835517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:53.836909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:53.838009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:23:53.839125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:53.885363] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 12.4s | Global ETA: 8m 17s
[2025-11-25T12:23:53.885509] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:23:53.886307] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:53.886384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:53.887155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:53.888204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:53.947280] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 1.31%, Actual: 0.97%
[2025-11-25T12:23:54.118728] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.42%, Actual: 1.23%
[2025-11-25T12:23:54.173901] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:23:54.194409] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:23:54.241991] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:23:54.289793] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 4.49%, Actual: 0.19%
[2025-11-25T12:23:54.347083] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:54.372800] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:54.420928] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:54.441438] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 19.3s | Global ETA: 8m 17s
[2025-11-25T12:23:54.441751] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:23:54.442607] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:54.442767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:54.447981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:54.449091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:54.450185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:23:54.451399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:54.461489] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.72%, Actual: 2.22%
[2025-11-25T12:23:54.491213] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 1.04% | Symbol ETA: 1m 48s | Global ETA: 8m 17s
[2025-11-25T12:23:54.491513] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:23:54.492423] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:54.492575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:54.497886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:54.500121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:54.500705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:54.501230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:54.502143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:54.551894] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 2.17% | Symbol ETA: 11.6s | Global ETA: 8m 17s
[2025-11-25T12:23:54.552201] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:23:54.553141] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:54.553294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:54.554107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:54.555213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:54.631752] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 1.76%
[2025-11-25T12:23:54.803730] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.94%, Actual: 0.23%
[2025-11-25T12:23:54.811099] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:23:54.849694] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:23:54.909731] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:23:54.974030] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -2.33%, Actual: 0.73%
[2025-11-25T12:23:54.974294] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 38.9578%
[2025-11-25T12:23:54.974461] [INFO ] [main      ] AGM: DISCARDED add_return_volume_nonlinearity_proxies (score: 38.96%)
[2025-11-25T12:23:54.974580] [INFO ] [main      ] AGM: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:23:54.974699] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_shelf_lag']
[2025-11-25T12:23:54.974810] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:23:54.984498] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:54.988929] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:54.989353] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:23:54.990216] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:54.990307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:54.995567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:54.997397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:54.998143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:54.998554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:54.999686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:55.023710] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:55.055111] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 18.6s | Global ETA: 8m 17s
[2025-11-25T12:23:55.055408] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:23:55.056472] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:55.056613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:55.062308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:55.063340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:55.064398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:23:55.065517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:55.087232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:23:55.088505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:55.090800] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:55.174355] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 1m 47s | Global ETA: 8m 17s
[2025-11-25T12:23:55.174516] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:23:55.175318] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:55.175550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:55.180750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:55.182690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:55.183251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:55.183801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:55.184630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:55.221423] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 1.13% | Symbol ETA: 11.0s | Global ETA: 8m 17s
[2025-11-25T12:23:55.221767] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:23:55.222701] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:55.222845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:55.223663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:55.224747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:55.414985] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:23:55.433466] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:23:55.553405] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:23:55.588679] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:23:55.588716] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:55.605474] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:55.655565] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 17.9s | Global ETA: 8m 18s
[2025-11-25T12:23:55.656052] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:23:55.656899] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:55.657062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:55.662036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:55.663071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:55.664124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:23:55.665224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:55.729783] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:55.765610] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:55.871318] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.32% | Symbol ETA: 1m 46s | Global ETA: 8m 18s
[2025-11-25T12:23:55.883424] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -1.56% | Symbol ETA: 10.8s | Global ETA: 8m 18s
[2025-11-25T12:23:55.883746] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:23:55.884567] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:55.884721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:55.888382] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.46% | Symbol ETA: 10.3s | Global ETA: 8m 18s
[2025-11-25T12:23:55.888689] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:23:55.889550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:55.889581] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:55.889762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:55.890568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:55.891374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:55.891685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:55.891958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:55.892439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:55.893391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:55.976453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:23:55.977859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:56.005507] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:23:56.046430] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.80%, Actual: 0.34%
[2025-11-25T12:23:56.182798] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:56.245859] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:23:56.249793] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 17.3s | Global ETA: 8m 18s
[2025-11-25T12:23:56.250078] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:23:56.250936] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:56.251102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:56.256377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:56.257523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:56.258612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:23:56.259790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:56.289478] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.40%, Actual: 0.73%
[2025-11-25T12:23:56.317381] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:23:56.428156] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:23:56.467388] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -2.13%, Actual: 1.37%
[2025-11-25T12:23:56.486561] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:56.562192] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 2.85% | Symbol ETA: 9.6s | Global ETA: 8m 18s
[2025-11-25T12:23:56.562498] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:23:56.563379] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:56.563523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:56.564317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:56.565391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:56.617297] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:23:56.646440] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 4.85%, Actual: 0.47%
[2025-11-25T12:23:56.769621] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.41% | Symbol ETA: 9.8s | Global ETA: 8m 18s
[2025-11-25T12:23:56.770109] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:23:56.771136] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:56.771276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:56.776592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:56.778432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:56.779007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:56.779476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:56.780425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:56.803725] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:56.828586] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.13%, Actual: 0.86%
[2025-11-25T12:23:56.864831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:23:56.866224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:56.873812] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 16.7s | Global ETA: 8m 18s
[2025-11-25T12:23:56.874075] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:23:56.875994] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:56.876170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:56.882165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:56.883308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:56.884399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:23:56.885992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:56.929950] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:23:57.010878] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.21%, Actual: 0.41%
[2025-11-25T12:23:57.108461] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:23:57.183686] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.20%, Actual: 1.43%
[2025-11-25T12:23:57.217728] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:23:57.236561] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -0.50% | Symbol ETA: 8.9s | Global ETA: 8m 18s
[2025-11-25T12:23:57.236869] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:23:57.237792] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:57.237935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:57.238734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:57.240083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:57.241008] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:23:57.356006] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 1.04%, Actual: 0.73%
[2025-11-25T12:23:57.400983] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:57.413748] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:57.479840] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.36% | Symbol ETA: 16.0s | Global ETA: 8m 18s
[2025-11-25T12:23:57.480119] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:23:57.481003] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:57.481142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:57.486062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:57.487101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:57.488158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:23:57.489485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:57.526202] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.11%, Actual: 1.06%
[2025-11-25T12:23:57.602456] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:23:57.709367] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.32%, Actual: 1.53%
[2025-11-25T12:23:57.709588] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 44.5568%
[2025-11-25T12:23:57.709667] [INFO ] [main      ] ALL: DISCARDED add_close_to_open_alignment (score: 44.56%)
[2025-11-25T12:23:57.709738] [INFO ] [main      ] ALL: Testing feature 6/53: add_composite_volatility_context
[2025-11-25T12:23:57.709855] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-25T12:23:57.709978] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:23:57.719590] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 9.1s | Global ETA: 8m 18s
[2025-11-25T12:23:57.720142] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:23:57.721043] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:57.721184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:57.726118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:57.727155] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:57.727993] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:23:57.728101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:57.728682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:57.729147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:57.729254] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:57.729351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:57.730213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:57.736903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:57.739834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:57.740509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:57.741164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:57.742479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:57.780302] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:23:57.816073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:23:57.817736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:57.834582] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:23:57.901603] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 1.48% | Symbol ETA: 8.2s | Global ETA: 8m 18s
[2025-11-25T12:23:57.901951] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:23:57.902797] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:57.902935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:57.903715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:57.904772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:58.003886] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:58.068604] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 15.4s | Global ETA: 8m 18s
[2025-11-25T12:23:58.093552] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:23:58.166387] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:23:58.242197] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: 0.03%, Actual: 0.44%
[2025-11-25T12:23:58.247579] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:23:58.273053] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:23:58.338021] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:23:58.417510] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 0.67%
[2025-11-25T12:23:58.419628] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:23:58.436551] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 1m 30s | Global ETA: 8m 18s
[2025-11-25T12:23:58.436824] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:23:58.437757] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:58.437902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:58.443265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:58.445441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:58.446111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:58.446712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:58.447865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:58.542247] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.87% | Symbol ETA: 7.6s | Global ETA: 8m 18s
[2025-11-25T12:23:58.542548] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:23:58.543379] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:23:58.543518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:23:58.544287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:23:58.545344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:58.591777] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.23%
[2025-11-25T12:23:58.632328] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.69% | Symbol ETA: 8.2s | Global ETA: 8m 18s
[2025-11-25T12:23:58.632508] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:23:58.633327] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:58.633482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:58.638743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:58.640701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:58.641275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:58.641797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:58.642818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:58.731811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:23:58.733568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:58.766751] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.33%
[2025-11-25T12:23:58.798311] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:23:58.895145] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:23:58.940673] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.51%
[2025-11-25T12:23:58.969933] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:23:59.072374] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:23:59.078005] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:23:59.113778] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.40%, Actual: 0.30%
[2025-11-25T12:23:59.127187] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 1m 29s | Global ETA: 8m 18s
[2025-11-25T12:23:59.127359] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:23:59.128486] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:59.128628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:59.133634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:59.135427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:59.136011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:59.136453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:59.137354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:59.197782] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.55% | Symbol ETA: 6.9s | Global ETA: 8m 18s
[2025-11-25T12:23:59.248247] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:23:59.288913] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.74%
[2025-11-25T12:23:59.385266] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: -0.76%, Actual: 1.13%
[2025-11-25T12:23:59.461841] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.21%
[2025-11-25T12:23:59.483224] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:23:59.530437] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.96% | Symbol ETA: 7.3s | Global ETA: 8m 18s
[2025-11-25T12:23:59.530586] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:23:59.531346] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:23:59.531424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:59.536213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:59.538166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:23:59.538747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:59.539219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:59.540171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:23:59.560208] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -1.94%, Actual: 2.96%
[2025-11-25T12:23:59.624793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:23:59.626326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:59.630424] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 0.13%
[2025-11-25T12:23:59.658199] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:23:59.737336] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 2.17%, Actual: 0.65%
[2025-11-25T12:23:59.802405] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.38%
[2025-11-25T12:23:59.802832] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 28.4512%
[2025-11-25T12:23:59.803002] [INFO ] [main      ] CMSC: DISCARDED add_late_session_pressure (score: 28.45%)
[2025-11-25T12:23:59.803118] [INFO ] [main      ] CMSC: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:23:59.803224] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_micro_gap_fill_velocity']
[2025-11-25T12:23:59.803333] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:23:59.805570] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.01% | Symbol ETA: 1m 29s | Global ETA: 8m 18s
[2025-11-25T12:23:59.805907] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:23:59.806808] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:23:59.806947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:59.812075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:23:59.814135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:23:59.814780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:23:59.815324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:59.816327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:59.816551] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:23:59.817329] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:23:59.818288] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:23:59.818428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:23:59.823315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:23:59.824361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:23:59.825415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:23:59.827472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:23:59.912394] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 1.13%, Actual: 1.15%
[2025-11-25T12:23:59.964960] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:24:00.095342] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.46%, Actual: 0.81%
[2025-11-25T12:24:00.152438] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:00.183944] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:24:00.198231] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:24:00.305879] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 2.85%, Actual: 0.36%
[2025-11-25T12:24:00.389583] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:00.469717] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:00.511752] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 20.1s | Global ETA: 8m 18s
[2025-11-25T12:24:00.511904] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:24:00.512748] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:00.512853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:00.517939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:00.519174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:00.520297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:24:00.522505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:00.531305] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: -1.87% | Symbol ETA: 6.4s | Global ETA: 8m 18s
[2025-11-25T12:24:00.531622] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:24:00.532529] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:00.532688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:00.537697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:00.539732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:00.540251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:00.540803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:00.541771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:00.632107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:24:00.633853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:00.655141] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -0.50%, Actual: 1.98%
[2025-11-25T12:24:00.734022] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.57% | Symbol ETA: 1m 28s | Global ETA: 8m 18s
[2025-11-25T12:24:00.734312] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:24:00.735150] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:24:00.735292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:00.740249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:00.742220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:00.742826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:00.743350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:00.744355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:00.901016] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:24:00.940977] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 1.48%, Actual: 1.35%
[2025-11-25T12:24:01.067796] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:24:01.111429] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:24:01.121052] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.87%, Actual: 0.67%
[2025-11-25T12:24:01.181168] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:01.248888] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:01.250939] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 19.5s | Global ETA: 8m 18s
[2025-11-25T12:24:01.251038] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:24:01.251797] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:01.251870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:01.256798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:01.257844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:01.259043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:24:01.261299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:01.294302] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.55%, Actual: 0.41%
[2025-11-25T12:24:01.294532] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 42.4446%
[2025-11-25T12:24:01.294622] [INFO ] [main      ] CBT: DISCARDED add_preclose_acceleration_mag (score: 42.44%)
[2025-11-25T12:24:01.294693] [INFO ] [main      ] CBT: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:24:01.294739] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_prev_1100_to_open']
[2025-11-25T12:24:01.294784] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:24:01.308243] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:01.308834] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:24:01.309707] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:01.309778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:01.310482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:24:01.311137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:01.348001] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:01.515796] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -1.87% | Symbol ETA: 1m 28s | Global ETA: 8m 18s
[2025-11-25T12:24:01.515968] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:24:01.516939] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:24:01.517055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:01.522563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:01.524990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:01.525530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:01.526029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:01.527228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:01.531790] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.61% | Symbol ETA: 5.5s | Global ETA: 8m 18s
[2025-11-25T12:24:01.532006] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:24:01.532871] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:01.533011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:01.537926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:01.539927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:01.540526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:01.541041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:01.542026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:01.610586] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:24:01.631289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:24:01.632769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:01.652733] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:24:01.802670] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:01.832725] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:01.876400] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.03% | Symbol ETA: 18.6s | Global ETA: 8m 18s
[2025-11-25T12:24:01.876543] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:24:01.877497] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:01.877602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:01.881447] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:24:01.882910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:01.884120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:01.885226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:24:01.887461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:01.977558] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 1.60% | Symbol ETA: 12.5s | Global ETA: 8m 18s
[2025-11-25T12:24:01.977736] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:24:01.978845] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:01.978942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:01.979719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:24:01.980415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:02.002852] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:24:02.053915] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:02.179584] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:02.203867] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 1m 27s | Global ETA: 8m 19s
[2025-11-25T12:24:02.204153] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:24:02.204988] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:24:02.205133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:02.209945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:02.211772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:02.212321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:02.212861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:02.213821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:02.251154] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:24:02.346959] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:24:02.429891] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:02.464121] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -1.69% | Symbol ETA: 4.6s | Global ETA: 8m 19s
[2025-11-25T12:24:02.464267] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:24:02.465051] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:02.465129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:02.469979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:02.471784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:02.472272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:02.472692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:02.473544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:02.500029] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 17.8s | Global ETA: 8m 19s
[2025-11-25T12:24:02.500176] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:24:02.500970] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:02.501049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:02.506044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:02.507052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:02.508072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:24:02.510131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:02.524899] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:02.550852] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:24:02.559347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:24:02.560873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:02.659328] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -1.92% | Symbol ETA: 11.8s | Global ETA: 8m 19s
[2025-11-25T12:24:02.659464] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:24:02.660238] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:02.660313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:02.661026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:24:02.662278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:02.724447] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:02.868435] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:24:02.878361] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.61% | Symbol ETA: 1m 26s | Global ETA: 8m 19s
[2025-11-25T12:24:02.878676] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:24:02.879750] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:24:02.879897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:02.885095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:02.887189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:02.887812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:02.888351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:02.889364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:02.910107] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:24:03.027588] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:24:03.050341] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:03.087917] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:03.122327] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 17.1s | Global ETA: 8m 19s
[2025-11-25T12:24:03.122604] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:24:03.123439] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:03.123584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:03.128447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:03.129480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:03.130542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:24:03.132578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:03.199459] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:03.240190] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:24:03.327529] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 1.78% | Symbol ETA: 11.2s | Global ETA: 8m 19s
[2025-11-25T12:24:03.327696] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:24:03.328472] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:03.328561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:03.329382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:24:03.330073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:03.367835] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 2.42% | Symbol ETA: 3.6s | Global ETA: 8m 19s
[2025-11-25T12:24:03.367985] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:24:03.368793] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:03.368892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:03.373870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:03.375725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:03.376389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:03.376899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:03.377906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:03.412497] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:03.465737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:24:03.467341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:03.487383] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:24:03.561444] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 1.09% | Symbol ETA: 1m 25s | Global ETA: 8m 19s
[2025-11-25T12:24:03.561767] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:24:03.562596] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:24:03.562757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:03.567579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:03.569480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:03.570126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:03.570639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:03.571621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:03.666104] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:03.679767] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:24:03.734471] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.36% | Symbol ETA: 16.4s | Global ETA: 8m 19s
[2025-11-25T12:24:03.734783] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:24:03.735599] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:03.735756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:03.740950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:03.742005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:03.743244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:24:03.745561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:03.812192] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:24:03.857410] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:03.921916] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:24:03.987451] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 2.49% | Symbol ETA: 10.5s | Global ETA: 8m 19s
[2025-11-25T12:24:03.987620] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:24:03.987382] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:03.988442] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:03.988524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:03.989264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:24:03.989926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:04.096741] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:04.104861] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:24:04.249863] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 1m 25s | Global ETA: 8m 19s
[2025-11-25T12:24:04.250169] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:24:04.251091] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:24:04.251247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:04.256409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:04.258619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:04.259241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:04.259805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:04.260822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:04.271505] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -1.14% | Symbol ETA: 2.7s | Global ETA: 8m 19s
[2025-11-25T12:24:04.283547] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:04.344034] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:24:04.354685] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 15.8s | Global ETA: 8m 19s
[2025-11-25T12:24:04.354977] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:24:04.355826] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:04.355968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:04.360792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:04.361842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:04.362896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:24:04.365002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:04.448456] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -1.56%, Actual: 0.70%
[2025-11-25T12:24:04.520073] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:04.613551] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:24:04.621780] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.41%, Actual: 0.20%
[2025-11-25T12:24:04.650267] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -1.80% | Symbol ETA: 9.8s | Global ETA: 8m 19s
[2025-11-25T12:24:04.650577] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:24:04.651444] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:04.651585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:04.652383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:24:04.653149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:04.709423] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:24:04.782716] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:04.795823] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.16%, Actual: 2.33%
[2025-11-25T12:24:04.887988] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:04.928909] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.67% | Symbol ETA: 1m 24s | Global ETA: 8m 19s
[2025-11-25T12:24:04.956611] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.81% | Symbol ETA: 15.1s | Global ETA: 8m 19s
[2025-11-25T12:24:04.956773] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:24:04.958104] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:04.958177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:04.963040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:04.964011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:04.965135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:24:04.967213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:04.969072] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.69%, Actual: 0.97%
[2025-11-25T12:24:04.999566] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:24:05.098261] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.25%, Actual: 0.34%
[2025-11-25T12:24:05.141663] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.96%, Actual: 1.23%
[2025-11-25T12:24:05.171314] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:05.265812] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 0.73%
[2025-11-25T12:24:05.300629] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 3.89% | Symbol ETA: 9.1s | Global ETA: 8m 19s
[2025-11-25T12:24:05.301006] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:24:05.301895] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:05.302223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:05.303221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:24:05.303983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:05.313375] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: -1.87%, Actual: 0.19%
[2025-11-25T12:24:05.322896] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:24:05.435080] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.01%, Actual: 1.37%
[2025-11-25T12:24:05.485549] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.61%, Actual: 2.22%
[2025-11-25T12:24:05.506521] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:05.577156] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 14.4s | Global ETA: 8m 19s
[2025-11-25T12:24:05.577462] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:24:05.578550] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:05.578715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:05.584216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:05.585281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:05.586330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:24:05.588459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:05.624838] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.57%, Actual: 0.47%
[2025-11-25T12:24:05.653674] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:24:05.656827] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -1.69%, Actual: 1.76%
[2025-11-25T12:24:05.795932] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -1.87%, Actual: 0.86%
[2025-11-25T12:24:05.831867] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 2.42%, Actual: 0.23%
[2025-11-25T12:24:05.839317] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:05.943918] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:24:05.966249] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -1.22% | Symbol ETA: 8.4s | Global ETA: 8m 19s
[2025-11-25T12:24:05.966543] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:24:05.966630] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.41%
[2025-11-25T12:24:05.967390] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:05.967539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:05.968338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:24:05.969065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:06.002675] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -1.14%, Actual: 0.73%
[2025-11-25T12:24:06.002917] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 39.5806%
[2025-11-25T12:24:06.003011] [INFO ] [main      ] AGM: DISCARDED add_shelf_lag (score: 39.58%)
[2025-11-25T12:24:06.003058] [INFO ] [main      ] AGM: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:24:06.003104] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_signed_carry_history_11']
[2025-11-25T12:24:06.003149] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:24:06.018063] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:06.018504] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:24:06.019356] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:06.019432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:06.024258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:06.026091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:06.026603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:06.027079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:06.027958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:06.113833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:24:06.115403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:06.121427] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:06.137674] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.61%, Actual: 1.43%
[2025-11-25T12:24:06.191383] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 13.8s | Global ETA: 8m 19s
[2025-11-25T12:24:06.307132] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 1.09%, Actual: 0.73%
[2025-11-25T12:24:06.311440] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:24:06.363312] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.33%, Actual: 0.44%
[2025-11-25T12:24:06.455605] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:24:06.477276] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.72%, Actual: 1.06%
[2025-11-25T12:24:06.482600] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:06.539629] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 0.67%
[2025-11-25T12:24:06.609528] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.09% | Symbol ETA: 7.8s | Global ETA: 8m 19s
[2025-11-25T12:24:06.609844] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:24:06.610684] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:06.610840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:06.611619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:24:06.612389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:06.625970] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:06.650247] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.67%, Actual: 1.53%
[2025-11-25T12:24:06.650669] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 59.9471%
[2025-11-25T12:24:06.650901] [INFO ] [main      ] ALL: KEPT add_composite_volatility_context (score: 59.95%)
[2025-11-25T12:24:06.651022] [INFO ] [main      ] ALL: Testing feature 7/53: add_day_shape_ratios
[2025-11-25T12:24:06.651134] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios']
[2025-11-25T12:24:06.651248] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:24:06.664181] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:06.664770] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:24:06.665708] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:06.665852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:06.670683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:06.672521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:06.673095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:06.673611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:06.674658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:24:06.677061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:06.711619] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 0.23%
[2025-11-25T12:24:06.757661] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 9.3s | Global ETA: 8m 19s
[2025-11-25T12:24:06.757808] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:24:06.758552] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:06.758623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:06.763366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:06.765397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:06.765984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:06.766465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:06.767432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:06.851377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:24:06.852924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:06.882121] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 0.33%
[2025-11-25T12:24:06.958500] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:24:07.020622] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:24:07.064375] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.28%, Actual: 0.51%
[2025-11-25T12:24:07.130570] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:07.195240] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:07.196431] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:24:07.235632] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 0.30%
[2025-11-25T12:24:07.255771] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.50% | Symbol ETA: 7.1s | Global ETA: 8m 19s
[2025-11-25T12:24:07.256060] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:24:07.256907] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:07.257064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:07.257863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:24:07.258565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:07.356378] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 1m 15s | Global ETA: 8m 19s
[2025-11-25T12:24:07.356693] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:24:07.357535] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:07.357690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:07.362626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:07.364582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:07.365157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:07.365695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:07.366685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:24:07.367959] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:07.369207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:07.409473] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.74%
[2025-11-25T12:24:07.509265] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.78% | Symbol ETA: 8.6s | Global ETA: 8m 19s
[2025-11-25T12:24:07.509579] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:24:07.510461] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:07.510624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:07.515506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:07.517408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:07.518032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:07.518516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:07.519503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:07.607138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:24:07.608749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:07.608596] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:24:07.609888] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 0.21%
[2025-11-25T12:24:07.717486] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:24:07.784506] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:07.798671] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 0.13%
[2025-11-25T12:24:07.901103] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:07.912558] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.47% | Symbol ETA: 6.4s | Global ETA: 8m 19s
[2025-11-25T12:24:07.951863] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:24:07.972557] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.66%, Actual: 0.38%
[2025-11-25T12:24:07.972796] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 53.0029%
[2025-11-25T12:24:07.973004] [INFO ] [main      ] CMSC: DISCARDED add_micro_gap_fill_velocity (score: 53.00%)
[2025-11-25T12:24:07.973124] [INFO ] [main      ] CMSC: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:24:07.973229] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:24:07.973338] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:24:07.988098] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:07.988611] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:24:07.989538] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:07.989694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:07.994576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:07.995603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:07.996662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:24:07.997435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:08.062698] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 1m 14s | Global ETA: 8m 19s
[2025-11-25T12:24:08.063025] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:24:08.063902] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:08.064044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:08.069046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:08.070966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:08.071541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:08.072105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:08.073162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:24:08.075691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:08.085985] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 1.60%, Actual: 1.13%
[2025-11-25T12:24:08.123841] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:08.262881] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -1.92%, Actual: 2.96%
[2025-11-25T12:24:08.267573] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.64% | Symbol ETA: 7.9s | Global ETA: 8m 19s
[2025-11-25T12:24:08.267896] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:24:08.268764] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:08.268917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:08.274466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:08.276439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:08.277079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:08.277559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:08.278498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:08.344610] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:24:08.366077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:24:08.367990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:08.422835] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:24:08.434342] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 1.78%, Actual: 0.65%
[2025-11-25T12:24:08.515024] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:08.580083] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 18.4s | Global ETA: 8m 19s
[2025-11-25T12:24:08.580377] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:24:08.581269] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:08.581412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:08.586687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:08.587990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:08.589071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:24:08.589857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:08.593639] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:08.608587] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 2.49%, Actual: 1.15%
[2025-11-25T12:24:08.712301] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:24:08.752553] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: 0.69% | Symbol ETA: 1m 13s | Global ETA: 8m 20s
[2025-11-25T12:24:08.752719] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:24:08.753671] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:08.753894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:08.759203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:08.761107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:08.761700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:08.762230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:08.763382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:24:08.766037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:08.789791] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -1.80%, Actual: 0.81%
[2025-11-25T12:24:08.889339] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:08.935814] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:24:08.960349] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 3.89%, Actual: 0.36%
[2025-11-25T12:24:09.031055] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 7.1s | Global ETA: 8m 20s
[2025-11-25T12:24:09.031350] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:24:09.032213] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:09.032357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:09.037450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:09.039330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:09.040043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:09.040605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:09.041734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:09.106661] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:09.113196] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:24:09.131968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:24:09.133784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:09.151203] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -1.22%, Actual: 1.98%
[2025-11-25T12:24:09.172235] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 17.8s | Global ETA: 8m 20s
[2025-11-25T12:24:09.172527] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:24:09.173553] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:09.173707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:09.178923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:09.179965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:09.181031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:24:09.181816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:09.284844] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:09.338183] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.09%, Actual: 1.35%
[2025-11-25T12:24:09.442585] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.91% | Symbol ETA: 1m 13s | Global ETA: 8m 20s
[2025-11-25T12:24:09.442902] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:24:09.443746] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:09.443887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:09.448874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:09.450757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:09.451344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:09.451902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:09.452942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:24:09.455446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:09.482091] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:24:09.518627] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.50%, Actual: 0.67%
[2025-11-25T12:24:09.531566] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:24:09.656965] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:09.695353] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.47%, Actual: 0.41%
[2025-11-25T12:24:09.695768] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 40.6589%
[2025-11-25T12:24:09.695939] [INFO ] [main      ] CBT: DISCARDED add_prev_1100_to_open (score: 40.66%)
[2025-11-25T12:24:09.696059] [INFO ] [main      ] CBT: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:24:09.696165] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_prev_close_to_1100']
[2025-11-25T12:24:09.696274] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:24:09.710740] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:09.711293] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:24:09.712201] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:09.712284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:09.713099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:24:09.713833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:09.716784] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:09.791620] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 17.3s | Global ETA: 8m 20s
[2025-11-25T12:24:09.792000] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:24:09.793313] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:09.793508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:09.799765] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:24:09.799611] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.03% | Symbol ETA: 6.4s | Global ETA: 8m 20s
[2025-11-25T12:24:09.799967] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:24:09.800860] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:09.800952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:09.800841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:09.802179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:09.803512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:24:09.804539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:09.805993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:09.807984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:09.808631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:09.809185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:09.810192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:09.900180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:24:09.902079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:09.974438] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:10.059351] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:24:10.143383] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.88% | Symbol ETA: 1m 12s | Global ETA: 8m 20s
[2025-11-25T12:24:10.143528] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:24:10.144318] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:10.144395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:10.149362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:10.151185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:10.151693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:10.152311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:10.153312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:24:10.155882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:10.181307] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:24:10.232126] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:10.256409] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:24:10.360268] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:10.363681] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.01% | Symbol ETA: 11.6s | Global ETA: 8m 20s
[2025-11-25T12:24:10.363844] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:24:10.364601] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:10.364704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:10.365389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:24:10.366189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:10.428416] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 16.7s | Global ETA: 8m 20s
[2025-11-25T12:24:10.428723] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:24:10.429763] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:10.429905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:10.435394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:10.436445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:10.437443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:24:10.438148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:10.437998] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:10.494984] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:24:10.574616] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: -0.27% | Symbol ETA: 5.7s | Global ETA: 8m 20s
[2025-11-25T12:24:10.574939] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:24:10.575889] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:10.576039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:10.581535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:10.583701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:10.584351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:10.584809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:10.585879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:10.675845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:24:10.677751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:10.677928] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:10.715517] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:24:10.788085] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:24:10.840666] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -2.02% | Symbol ETA: 1m 11s | Global ETA: 8m 20s
[2025-11-25T12:24:10.840852] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:24:10.841678] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:10.841763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:10.846913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:10.848976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:10.849534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:10.850068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:10.851047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:24:10.853445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:10.892188] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:10.960420] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:11.024058] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -5.70% | Symbol ETA: 10.9s | Global ETA: 8m 20s
[2025-11-25T12:24:11.024340] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:24:11.025179] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:11.025316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:11.026095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:24:11.026814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:11.026976] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 16.1s | Global ETA: 8m 20s
[2025-11-25T12:24:11.026868] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:24:11.027152] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:24:11.028021] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:11.028200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:11.033148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:11.034226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:11.035289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:24:11.036071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:11.203348] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:11.208086] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:24:11.340954] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.25% | Symbol ETA: 4.9s | Global ETA: 8m 20s
[2025-11-25T12:24:11.341102] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:24:11.341888] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:11.341966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:11.347247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:11.349076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:11.349583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:11.350014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:11.350917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:11.375440] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:24:11.379004] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:24:11.388212] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:11.439611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:24:11.441222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:11.554863] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.95% | Symbol ETA: 1m 11s | Global ETA: 8m 20s
[2025-11-25T12:24:11.554696] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:11.555011] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:24:11.555782] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:11.555858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:11.561089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:11.563222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:11.563872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:11.564320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:11.565476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:24:11.567930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:11.568559] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:11.621746] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 15.5s | Global ETA: 8m 20s
[2025-11-25T12:24:11.621892] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:24:11.622669] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:11.622757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:11.627763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:11.628718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:11.629712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:24:11.630403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:11.699136] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 3.44% | Symbol ETA: 10.3s | Global ETA: 8m 20s
[2025-11-25T12:24:11.699285] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:24:11.700047] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:11.700121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:11.700809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:24:11.701431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:11.803887] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:24:11.920359] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:24:11.975814] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:24:11.977564] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:12.058735] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:24:12.104682] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:12.111881] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 4.1s | Global ETA: 8m 20s
[2025-11-25T12:24:12.112177] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:24:12.113019] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:12.113163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:12.118497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:12.120325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:12.120916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:12.121410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:12.122356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:12.154894] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:12.205178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:24:12.206889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:12.218898] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 14.9s | Global ETA: 8m 20s
[2025-11-25T12:24:12.219199] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:24:12.220054] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:12.220193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:12.225059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:12.226084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:12.227159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:24:12.227933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:12.229014] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:12.265415] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 1.53% | Symbol ETA: 1m 10s | Global ETA: 8m 20s
[2025-11-25T12:24:12.265726] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:24:12.266621] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:12.266782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:12.272045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:12.274233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:12.274847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:12.275399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:12.276409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:24:12.279300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:12.351504] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 1.29% | Symbol ETA: 9.7s | Global ETA: 8m 20s
[2025-11-25T12:24:12.351831] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:24:12.352673] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:12.352811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:12.353564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:24:12.354281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:12.547685] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:24:12.572317] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:24:12.644702] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:24:12.709956] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:24:12.720312] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:12.750120] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:12.813816] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 1.05% | Symbol ETA: 14.3s | Global ETA: 8m 20s
[2025-11-25T12:24:12.814086] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:24:12.814941] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:12.815095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:12.820175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:12.821241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:12.822290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:24:12.823068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:12.831197] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:12.855789] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 1.61% | Symbol ETA: 3.4s | Global ETA: 8m 20s
[2025-11-25T12:24:12.856102] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:24:12.856900] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:12.857087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:12.862052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:12.863960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:12.864564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:12.865061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:12.866014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:12.887496] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:12.954029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:24:12.955745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:12.994615] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.63% | Symbol ETA: 1m 9s | Global ETA: 8m 20s
[2025-11-25T12:24:12.994938] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:24:12.995847] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:12.996000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:13.000967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:13.002844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:13.003430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:13.003993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:13.005017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:24:13.007555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:13.014894] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.78% | Symbol ETA: 9.0s | Global ETA: 8m 20s
[2025-11-25T12:24:13.015190] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:24:13.016039] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:13.016177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:13.016957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:24:13.017723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:13.163214] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:24:13.300149] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:24:13.334611] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:13.348423] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:24:13.357291] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:24:13.395926] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.25% | Symbol ETA: 13.7s | Global ETA: 8m 20s
[2025-11-25T12:24:13.396224] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:24:13.397158] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:13.397298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:13.402230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:13.403301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:13.404342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:24:13.405143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:13.472786] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:13.520269] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:13.529897] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:13.615437] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.82% | Symbol ETA: 2.6s | Global ETA: 8m 20s
[2025-11-25T12:24:13.658653] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 8.3s | Global ETA: 8m 20s
[2025-11-25T12:24:13.658824] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:24:13.660007] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:13.660339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:13.661253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:24:13.662014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:13.679776] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 1m 9s | Global ETA: 8m 20s
[2025-11-25T12:24:13.746388] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:24:13.792447] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.29%, Actual: 0.70%
[2025-11-25T12:24:13.870714] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.18%, Actual: 0.34%
[2025-11-25T12:24:13.916773] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:13.963881] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.78%, Actual: 0.20%
[2025-11-25T12:24:13.978917] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.35% | Symbol ETA: 13.1s | Global ETA: 8m 20s
[2025-11-25T12:24:14.009836] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:24:14.042905] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.01%, Actual: 0.73%
[2025-11-25T12:24:14.139599] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.64%, Actual: 2.33%
[2025-11-25T12:24:14.152423] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.16%, Actual: 0.44%
[2025-11-25T12:24:14.185507] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:14.217565] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 1.37%
[2025-11-25T12:24:14.312389] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -0.37% | Symbol ETA: 7.7s | Global ETA: 8m 20s
[2025-11-25T12:24:14.312744] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:24:14.313660] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:14.313797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:14.314002] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 0.97%
[2025-11-25T12:24:14.314580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:24:14.315325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:14.325129] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 0.67%
[2025-11-25T12:24:14.389581] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.91%, Actual: 0.47%
[2025-11-25T12:24:14.486037] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.03%, Actual: 1.23%
[2025-11-25T12:24:14.499961] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.23%
[2025-11-25T12:24:14.567165] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.88%, Actual: 0.86%
[2025-11-25T12:24:14.655493] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.19%
[2025-11-25T12:24:14.658800] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:24:14.669501] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 0.33%
[2025-11-25T12:24:14.740146] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -2.02%, Actual: 0.41%
[2025-11-25T12:24:14.827859] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 2.22%
[2025-11-25T12:24:14.829003] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:14.839248] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.51%
[2025-11-25T12:24:14.911392] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.95%, Actual: 1.43%
[2025-11-25T12:24:14.951352] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 1.88% | Symbol ETA: 7.0s | Global ETA: 8m 20s
[2025-11-25T12:24:14.951657] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:24:14.952467] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:14.952614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:14.953389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:24:14.954116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:14.997235] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 1.76%
[2025-11-25T12:24:15.010110] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.57%, Actual: 0.30%
[2025-11-25T12:24:15.079509] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 1.53%, Actual: 0.73%
[2025-11-25T12:24:15.169747] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 1.61%, Actual: 0.23%
[2025-11-25T12:24:15.186583] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.74%
[2025-11-25T12:24:15.250465] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 1.06%
[2025-11-25T12:24:15.300248] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:24:15.345118] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.82%, Actual: 0.73%
[2025-11-25T12:24:15.345502] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 47.7786%
[2025-11-25T12:24:15.345686] [INFO ] [main      ] AGM: DISCARDED add_signed_carry_history_11 (score: 47.78%)
[2025-11-25T12:24:15.345808] [INFO ] [main      ] AGM: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:24:15.345917] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_sma_ratio']
[2025-11-25T12:24:15.346055] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:24:15.359921] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:15.360546] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:24:15.361442] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:15.361533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:15.365425] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 1.05%, Actual: 0.21%
[2025-11-25T12:24:15.366604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:15.368516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:15.369083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:15.369505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:15.370426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:15.421245] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: -0.25%, Actual: 1.53%
[2025-11-25T12:24:15.421461] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 35.2524%
[2025-11-25T12:24:15.421517] [INFO ] [main      ] ALL: DISCARDED add_day_shape_ratios (score: 35.25%)
[2025-11-25T12:24:15.421560] [INFO ] [main      ] ALL: Testing feature 8/53: add_directional_consistency
[2025-11-25T12:24:15.421596] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency']
[2025-11-25T12:24:15.421637] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:24:15.434450] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:15.435061] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:24:15.435925] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:15.436005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:15.440765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:15.442516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:15.443037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:15.443497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:15.444375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:15.460906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:24:15.461761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:15.472399] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:15.567358] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 0.13%
[2025-11-25T12:24:15.576046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:15.599475] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 7.75% | Symbol ETA: 6.3s | Global ETA: 8m 21s
[2025-11-25T12:24:15.599790] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:24:15.600674] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:15.600815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:15.601592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:24:15.602404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:15.755744] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 0.38%
[2025-11-25T12:24:15.756123] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 41.6266%
[2025-11-25T12:24:15.756288] [INFO ] [main      ] CMSC: DISCARDED add_morning_followthrough_mag_T0 (score: 41.63%)
[2025-11-25T12:24:15.756406] [INFO ] [main      ] CMSC: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:24:15.756508] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_morning_range_expansion']
[2025-11-25T12:24:15.756614] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:24:15.770326] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:15.771115] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:24:15.772084] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:15.772223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:15.777177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:15.778241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:15.779370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:24:15.783680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:15.809877] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:24:15.922691] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:24:15.963446] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:24:15.986834] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:16.120201] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -1.01% | Symbol ETA: 8.8s | Global ETA: 8m 21s
[2025-11-25T12:24:16.120545] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:24:16.121546] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:16.121660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:16.124596] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:16.127062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:16.128946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:16.129473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:16.129898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:16.130803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:16.133961] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:24:16.145888] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:16.219936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:24:16.220886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:16.280599] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -4.16% | Symbol ETA: 5.7s | Global ETA: 8m 21s
[2025-11-25T12:24:16.282197] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 1m 4s | Global ETA: 8m 21s
[2025-11-25T12:24:16.282347] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:24:16.283158] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:16.283237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:16.288666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:16.290568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:16.291074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:16.291509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:16.292398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:16.307316] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:16.376250] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 16.9s | Global ETA: 8m 21s
[2025-11-25T12:24:16.376374] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:24:16.377186] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:16.377263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:16.382175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:16.383132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:16.384128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:24:16.388841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:16.427089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:16.478519] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.01%, Actual: 1.13%
[2025-11-25T12:24:16.573518] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:24:16.659620] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -5.70%, Actual: 2.96%
[2025-11-25T12:24:16.743687] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:24:16.753380] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:16.796135] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:24:16.840703] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 3.44%, Actual: 0.65%
[2025-11-25T12:24:16.890666] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.25% | Symbol ETA: 8.1s | Global ETA: 8m 21s
[2025-11-25T12:24:16.890814] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:24:16.891567] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:16.891669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:16.896939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:16.898894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:16.899613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:16.900060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:16.901117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:16.928190] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:16.980292] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:16.991372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:24:16.992368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:17.013506] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 16.5s | Global ETA: 8m 21s
[2025-11-25T12:24:17.013823] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:24:17.014734] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:17.014875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:17.020697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:17.021788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:17.022878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:24:17.022949] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 1.29%, Actual: 1.15%
[2025-11-25T12:24:17.027421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:17.140580] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 1m 3s | Global ETA: 8m 21s
[2025-11-25T12:24:17.140893] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:24:17.141747] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:17.141890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:17.146905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:17.149208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:17.149790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:17.150503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:17.151525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:17.196397] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 0.81%
[2025-11-25T12:24:17.281331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:17.342342] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:24:17.369814] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 0.36%
[2025-11-25T12:24:17.402043] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:24:17.542683] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:17.583835] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:17.603618] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -0.37%, Actual: 1.98%
[2025-11-25T12:24:17.642318] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:24:17.655823] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 15.9s | Global ETA: 8m 21s
[2025-11-25T12:24:17.656056] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:24:17.656921] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:17.657088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:17.663151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:17.664411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:17.665510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:24:17.670072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:17.683703] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 7.4s | Global ETA: 8m 21s
[2025-11-25T12:24:17.683859] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:24:17.684617] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:17.684706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:17.689923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:17.692717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:17.693269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:17.693727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:17.694659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:17.774428] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 1.88%, Actual: 1.35%
[2025-11-25T12:24:17.786043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:24:17.787094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:17.832992] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:17.946519] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 7.75%, Actual: 0.67%
[2025-11-25T12:24:17.982865] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.15% | Symbol ETA: 1m 2s | Global ETA: 8m 21s
[2025-11-25T12:24:17.983172] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:24:17.984012] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:17.984161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:17.989102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:17.991315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:17.991978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:17.992507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:17.993488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:18.041459] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:24:18.122348] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -4.16%, Actual: 0.41%
[2025-11-25T12:24:18.122726] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 43.7569%
[2025-11-25T12:24:18.122899] [INFO ] [main      ] CBT: DISCARDED add_prev_close_to_1100 (score: 43.76%)
[2025-11-25T12:24:18.123018] [INFO ] [main      ] CBT: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:24:18.123128] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_prev_close_to_open']
[2025-11-25T12:24:18.123236] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:24:18.125154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:18.137232] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:18.137977] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:24:18.138928] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:18.139073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:18.140051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:24:18.140813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:18.155679] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:24:18.239877] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:18.307653] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 15.3s | Global ETA: 8m 21s
[2025-11-25T12:24:18.307936] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:24:18.308771] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:18.308910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:18.313813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:18.314905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:18.315964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:24:18.320620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:18.330216] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:18.465017] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 6.6s | Global ETA: 8m 21s
[2025-11-25T12:24:18.465499] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:24:18.466364] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:18.466510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:18.471563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:18.473518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:18.474164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:18.474679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:18.475003] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:24:18.475639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:18.518390] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:24:18.565508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:24:18.566497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:18.650869] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:18.674980] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:24:18.700405] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:18.803542] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.55% | Symbol ETA: 1m 1s | Global ETA: 8m 21s
[2025-11-25T12:24:18.803874] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:24:18.804797] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:18.804942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:18.810016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:18.811944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:18.812519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:18.813082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:18.814091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:18.843449] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.62% | Symbol ETA: 11.6s | Global ETA: 8m 21s
[2025-11-25T12:24:18.843773] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:24:18.844592] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:18.844753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:18.845565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:24:18.846338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:18.855872] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:18.913882] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:24:18.921767] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 14.6s | Global ETA: 8m 21s
[2025-11-25T12:24:18.921897] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:24:18.922695] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:18.922779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:18.927849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:18.928853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:18.929978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:24:18.934424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:18.943395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:19.084554] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:19.189922] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:24:19.219065] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.13% | Symbol ETA: 5.8s | Global ETA: 8m 21s
[2025-11-25T12:24:19.219359] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:24:19.220226] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:19.220549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:19.226135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:19.228134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:19.228740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:19.229235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:19.230212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:19.285601] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:24:19.296171] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:24:19.318718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:24:19.319599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:19.371567] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:19.460246] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:19.476027] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:19.504035] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 10.7s | Global ETA: 8m 21s
[2025-11-25T12:24:19.504342] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:24:19.505212] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:19.505350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:19.506116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:24:19.506842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:19.526580] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 14.0s | Global ETA: 8m 21s
[2025-11-25T12:24:19.526882] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:24:19.527821] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:19.527911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:19.532876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:19.533954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:19.534946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:24:19.539429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:19.629976] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.60% | Symbol ETA: 1m 1s | Global ETA: 8m 21s
[2025-11-25T12:24:19.630143] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:24:19.631506] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:19.631748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:19.636961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:19.638976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:19.639545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:19.640100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:19.641122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:19.667805] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:24:19.771027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:19.842332] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:19.853499] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:24:19.899928] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:24:19.970979] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 5.0s | Global ETA: 8m 21s
[2025-11-25T12:24:19.971268] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:24:19.972100] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:19.972242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:19.977210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:19.979219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:19.979816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:19.980302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:19.981224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:20.027160] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:20.069636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:24:20.070801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:20.073145] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:20.119493] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:24:20.138782] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 13.4s | Global ETA: 8m 21s
[2025-11-25T12:24:20.138933] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:24:20.139752] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:20.139828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:20.144721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:20.145844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:20.146925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:24:20.151325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:20.157119] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 10.0s | Global ETA: 8m 21s
[2025-11-25T12:24:20.157304] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:24:20.158338] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:20.158482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:20.159264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:24:20.160017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:20.296041] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:20.416005] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:24:20.448002] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 59.7s | Global ETA: 8m 21s
[2025-11-25T12:24:20.448324] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:24:20.449194] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:20.449365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:20.454392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:20.456308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:20.456897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:20.457455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:20.458483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:20.495564] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:24:20.517059] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:24:20.586079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:20.588345] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:20.667106] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:20.696015] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:20.725387] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 4.3s | Global ETA: 8m 21s
[2025-11-25T12:24:20.725688] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:24:20.726566] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:20.726728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:20.730780] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 12.7s | Global ETA: 8m 21s
[2025-11-25T12:24:20.731070] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:24:20.731806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:20.731887] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:20.731962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:20.733683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:20.734284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:20.734811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:20.735843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:20.736954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:20.738042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:20.739144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:24:20.743517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:20.823792] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 9.3s | Global ETA: 8m 21s
[2025-11-25T12:24:20.823970] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:24:20.824599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:24:20.824797] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:20.825042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:20.825476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:20.825953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:24:20.826712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:20.937947] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:24:21.104051] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:24:21.124543] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:21.174251] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:24:21.179845] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:24:21.273614] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:21.275721] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.08% | Symbol ETA: 58.9s | Global ETA: 8m 21s
[2025-11-25T12:24:21.275903] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:24:21.276724] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:21.276865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:21.281594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:21.283515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:21.284078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:21.284587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:21.285521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:21.336952] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 12.1s | Global ETA: 8m 21s
[2025-11-25T12:24:21.337270] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:24:21.338115] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:21.338256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:21.343160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:21.344185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:21.345228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:24:21.345438] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:21.349544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:21.351762] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:21.408622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:21.478309] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -1.69% | Symbol ETA: 8.6s | Global ETA: 8m 21s
[2025-11-25T12:24:21.478608] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:24:21.479482] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:21.479627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:21.479998] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -0.71% | Symbol ETA: 3.5s | Global ETA: 8m 21s
[2025-11-25T12:24:21.480313] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:24:21.480422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:24:21.481093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:21.481264] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:21.481413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:21.486408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:21.488328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:21.488949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:21.489472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:21.490404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:21.576288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:24:21.577242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:21.687123] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:24:21.755839] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:24:21.846237] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:24:21.866333] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:21.925969] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:24:21.930083] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 11.5s | Global ETA: 8m 21s
[2025-11-25T12:24:21.935365] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:22.025380] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:22.086208] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -1.13% | Symbol ETA: 58.0s | Global ETA: 8m 21s
[2025-11-25T12:24:22.086369] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:24:22.087182] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:22.087406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:22.092345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:22.094245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:22.094834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:22.095364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:22.096397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:22.101096] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:22.105559] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.01%, Actual: 0.44%
[2025-11-25T12:24:22.155787] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 3.63% | Symbol ETA: 7.9s | Global ETA: 8m 21s
[2025-11-25T12:24:22.155953] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:24:22.156800] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:22.156890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:22.157847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:24:22.158572] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:22.220697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:22.240070] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.55% | Symbol ETA: 2.7s | Global ETA: 8m 22s
[2025-11-25T12:24:22.240397] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:24:22.241416] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:22.241583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:22.248256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:22.250581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:22.251264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:22.251871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:22.253054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:22.283516] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 0.67%
[2025-11-25T12:24:22.341956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:24:22.342907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:22.458982] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 0.23%
[2025-11-25T12:24:22.505804] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:24:22.600735] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:24:22.685894] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:22.691814] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:24:22.714553] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.33%
[2025-11-25T12:24:22.817261] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -0.93% | Symbol ETA: 7.3s | Global ETA: 8m 22s
[2025-11-25T12:24:22.817574] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:24:22.818503] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:22.818668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:22.819492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:24:22.820277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:22.827572] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:22.887928] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 0.51%
[2025-11-25T12:24:22.890250] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:22.974992] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.83% | Symbol ETA: 57.2s | Global ETA: 8m 22s
[2025-11-25T12:24:22.975298] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:24:22.976166] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:24:22.976312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:22.981329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:22.983215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:22.983796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:22.984376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:22.985356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:23.025042] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.93% | Symbol ETA: 2.0s | Global ETA: 8m 22s
[2025-11-25T12:24:23.059460] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.30%
[2025-11-25T12:24:23.108938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:23.178737] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:24:23.197683] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -1.01%, Actual: 0.70%
[2025-11-25T12:24:23.229151] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 0.74%
[2025-11-25T12:24:23.358499] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:23.370342] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.25%, Actual: 0.20%
[2025-11-25T12:24:23.398393] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.21%
[2025-11-25T12:24:23.445092] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:24:23.485768] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 0.79% | Symbol ETA: 6.6s | Global ETA: 8m 22s
[2025-11-25T12:24:23.486103] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:24:23.487260] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:23.487447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:23.488379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:24:23.489156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:23.544296] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.75%, Actual: 2.33%
[2025-11-25T12:24:23.574175] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.13%
[2025-11-25T12:24:23.615059] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:23.720236] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 0.97%
[2025-11-25T12:24:23.756192] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 0.38%
[2025-11-25T12:24:23.756660] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 47.0122%
[2025-11-25T12:24:23.756850] [INFO ] [main      ] CMSC: DISCARDED add_morning_range_expansion (score: 47.01%)
[2025-11-25T12:24:23.756976] [INFO ] [main      ] CMSC: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:24:23.757114] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_open_11_elasticity']
[2025-11-25T12:24:23.757226] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:24:23.763557] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.39% | Symbol ETA: 56.4s | Global ETA: 8m 22s
[2025-11-25T12:24:23.772062] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:23.772773] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:24:23.773678] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:23.773773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:23.778874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:23.779975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:23.781041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:24:23.782305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:23.849119] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:24:23.894343] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.13%, Actual: 1.23%
[2025-11-25T12:24:23.935126] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.36%, Actual: 0.34%
[2025-11-25T12:24:24.026499] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:24.079147] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.19%
[2025-11-25T12:24:24.106245] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 0.73%
[2025-11-25T12:24:24.129743] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:24:24.158213] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 3.67% | Symbol ETA: 5.9s | Global ETA: 8m 22s
[2025-11-25T12:24:24.158531] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:24:24.159393] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:24.159535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:24.160698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:24:24.161678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:24.256192] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 2.22%
[2025-11-25T12:24:24.277345] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 1.37%
[2025-11-25T12:24:24.306233] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:24.385092] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 16.4s | Global ETA: 8m 22s
[2025-11-25T12:24:24.385422] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:24:24.386412] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:24.386572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:24.392677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:24.393932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:24.395193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:24:24.396689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:24.436891] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -0.71%, Actual: 1.76%
[2025-11-25T12:24:24.445785] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.55%, Actual: 0.47%
[2025-11-25T12:24:24.519090] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:24:24.607668] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.55%, Actual: 0.23%
[2025-11-25T12:24:24.614595] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.60%, Actual: 0.86%
[2025-11-25T12:24:24.709785] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:24.757587] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:24:24.784101] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.68%, Actual: 0.41%
[2025-11-25T12:24:24.785528] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.93%, Actual: 0.73%
[2025-11-25T12:24:24.785799] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 42.9139%
[2025-11-25T12:24:24.786053] [INFO ] [main      ] AGM: DISCARDED add_sma_ratio (score: 42.91%)
[2025-11-25T12:24:24.786185] [INFO ] [main      ] AGM: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:24:24.786295] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_vol_of_vol']
[2025-11-25T12:24:24.786438] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:24:24.800841] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:24.801469] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:24:24.802497] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:24.802666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:24.808459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:24.810594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:24.811261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:24.811776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:24.812800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:24.833547] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -7.72% | Symbol ETA: 5.3s | Global ETA: 8m 22s
[2025-11-25T12:24:24.904669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:24.906357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:24.936174] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:24.952804] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.08%, Actual: 1.43%
[2025-11-25T12:24:25.002314] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.62%, Actual: 1.13%
[2025-11-25T12:24:25.003162] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 15.8s | Global ETA: 8m 22s
[2025-11-25T12:24:25.003467] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:24:25.004330] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:25.004481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:25.009708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:25.010822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:25.011908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:24:25.013169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:25.124907] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -1.13%, Actual: 0.73%
[2025-11-25T12:24:25.170167] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 2.96%
[2025-11-25T12:24:25.250904] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:24:25.300042] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 1.06%
[2025-11-25T12:24:25.337320] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.65%
[2025-11-25T12:24:25.357553] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:24:25.423499] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:25.476627] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.39%, Actual: 1.53%
[2025-11-25T12:24:25.477079] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 63.3364%
[2025-11-25T12:24:25.477283] [INFO ] [main      ] ALL: KEPT add_directional_consistency (score: 63.34%)
[2025-11-25T12:24:25.477404] [INFO ] [main      ] ALL: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-25T12:24:25.477515] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_fullday_parkinson_range']
[2025-11-25T12:24:25.477671] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:24:25.490829] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:25.491459] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:24:25.492481] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:25.492630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:25.497785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:25.499890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:25.500528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:25.501082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:25.502111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:25.504815] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 1.15%
[2025-11-25T12:24:25.525595] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:25.558883] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 8.3s | Global ETA: 8m 22s
[2025-11-25T12:24:25.559051] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:24:25.559871] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:25.560088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:25.565132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:25.567148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:25.567754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:25.568254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:25.571303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:25.590967] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.20% | Symbol ETA: 15.2s | Global ETA: 8m 22s
[2025-11-25T12:24:25.591244] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:24:25.592137] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:25.592277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:25.597138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:25.598167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:25.599212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:24:25.600429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:25.636162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:24:25.638447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:25.657048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:25.658704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:25.674366] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -1.69%, Actual: 0.81%
[2025-11-25T12:24:25.840992] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 3.63%, Actual: 0.36%
[2025-11-25T12:24:25.940765] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:24:25.976708] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:24:25.999480] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:24:26.009531] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -0.93%, Actual: 1.98%
[2025-11-25T12:24:26.119208] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:26.143633] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:26.169862] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:26.179463] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 1.35%
[2025-11-25T12:24:26.187731] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 14.5s | Global ETA: 8m 22s
[2025-11-25T12:24:26.188041] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:24:26.188974] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:26.189115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:26.194369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:26.195637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:26.196789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:24:26.198131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:26.297055] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.32% | Symbol ETA: 1m 3s | Global ETA: 8m 22s
[2025-11-25T12:24:26.297359] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:24:26.298212] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:26.298375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:26.303325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:26.305192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:26.305765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:26.306278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:26.307323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:26.325854] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.87% | Symbol ETA: 7.6s | Global ETA: 8m 22s
[2025-11-25T12:24:26.326148] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:24:26.327028] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:26.327205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:26.332158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:26.334104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:26.334705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:26.335191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:26.336225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:26.349581] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 3.67%, Actual: 0.67%
[2025-11-25T12:24:26.423148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:26.424682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:26.428111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:24:26.429963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:26.519398] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -7.72%, Actual: 0.41%
[2025-11-25T12:24:26.519823] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 31.7961%
[2025-11-25T12:24:26.519991] [INFO ] [main      ] CBT: DISCARDED add_prev_close_to_open (score: 31.80%)
[2025-11-25T12:24:26.520111] [INFO ] [main      ] CBT: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:24:26.520216] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_prior_day_tail_pressure']
[2025-11-25T12:24:26.520345] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:24:26.535114] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:26.535892] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:24:26.536901] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:26.537066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:26.537909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:24:26.540810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:26.570772] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:24:26.753307] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:26.765527] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:24:26.768458] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:24:26.818932] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 14.0s | Global ETA: 8m 22s
[2025-11-25T12:24:26.819091] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:24:26.819860] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:26.820046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:26.824939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:26.825971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:26.827093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:24:26.828334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:26.886855] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:24:26.935669] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:26.943279] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:27.057561] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:27.085837] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 6.8s | Global ETA: 8m 22s
[2025-11-25T12:24:27.086125] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:24:27.087061] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:27.087210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:27.091120] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.63% | Symbol ETA: 1m 2s | Global ETA: 8m 22s
[2025-11-25T12:24:27.091425] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:24:27.092261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:27.092255] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:27.092401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:27.094120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:27.094736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:27.095255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:27.096241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:27.097244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:27.099072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:27.099620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:27.100198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:27.101158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:27.184901] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 4.34% | Symbol ETA: 10.7s | Global ETA: 8m 22s
[2025-11-25T12:24:27.185213] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:24:27.186059] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:27.186199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:27.186529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:27.186982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:24:27.188133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:27.189827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:27.190102] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:24:27.222807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:24:27.224992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:27.369426] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:27.433138] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 13.3s | Global ETA: 8m 22s
[2025-11-25T12:24:27.433279] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:24:27.434045] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:27.434118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:27.439032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:27.440065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:27.441169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:24:27.442450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:27.529225] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:24:27.533939] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:24:27.559784] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:24:27.703202] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:27.712729] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:27.733384] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:27.808542] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:24:27.834962] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.82% | Symbol ETA: 6.1s | Global ETA: 8m 22s
[2025-11-25T12:24:27.835247] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:24:27.836085] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:27.836228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:27.839484] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.03% | Symbol ETA: 10.0s | Global ETA: 8m 22s
[2025-11-25T12:24:27.839760] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:24:27.840585] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:27.840763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:27.841392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:27.841521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:24:27.843523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:27.844184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:27.844119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:27.844679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:27.845667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:27.887330] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: 0.12% | Symbol ETA: 1m 1s | Global ETA: 8m 22s
[2025-11-25T12:24:27.887482] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:24:27.888274] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:27.888354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:27.893270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:27.895128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:27.895625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:27.896101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:27.897046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:27.932574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:27.934115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:27.988085] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:28.025136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:24:28.027271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:28.051708] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 12.7s | Global ETA: 8m 22s
[2025-11-25T12:24:28.051851] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:24:28.052658] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:28.052732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:28.057801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:28.058804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:28.059883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:24:28.061155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:28.181808] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:24:28.277471] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:24:28.352700] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:28.368234] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:24:28.426054] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:24:28.449727] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:28.479011] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 9.4s | Global ETA: 8m 22s
[2025-11-25T12:24:28.479313] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:24:28.480156] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:28.480299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:28.481069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:24:28.483895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:28.536617] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:28.585526] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.40% | Symbol ETA: 5.3s | Global ETA: 8m 22s
[2025-11-25T12:24:28.585850] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:24:28.586704] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:28.586846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:28.593772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:28.595812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:28.596451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:28.596963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:28.597988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:28.670524] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:28.689083] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.88% | Symbol ETA: 1m 0s | Global ETA: 8m 22s
[2025-11-25T12:24:28.689232] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:24:28.689632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:28.689995] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:28.690081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:28.691031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:28.695273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:28.697244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:28.697923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:28.698364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:28.699239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:28.734784] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 1.10% | Symbol ETA: 12.2s | Global ETA: 8m 22s
[2025-11-25T12:24:28.734937] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:24:28.735756] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:28.735873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:28.741191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:28.742272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:28.743390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:24:28.744706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:28.820442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:24:28.822428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:28.822367] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:24:28.991727] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:29.032965] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:24:29.105003] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:24:29.117367] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 2.26% | Symbol ETA: 8.7s | Global ETA: 8m 23s
[2025-11-25T12:24:29.117664] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:24:29.118503] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:29.118674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:29.119454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:24:29.122460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:29.162522] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:24:29.201943] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:29.284813] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:29.330604] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:29.332692] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 4.5s | Global ETA: 8m 23s
[2025-11-25T12:24:29.332986] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:24:29.333856] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:29.333999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:29.338976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:29.340913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:29.341510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:29.342021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:29.343017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:29.346523] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 11.5s | Global ETA: 8m 23s
[2025-11-25T12:24:29.346833] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:24:29.347728] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:29.347811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:29.352709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:29.353743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:29.354724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:24:29.355971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:29.430665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:29.431988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:29.466868] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:24:29.478176] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.07% | Symbol ETA: 59.3s | Global ETA: 8m 23s
[2025-11-25T12:24:29.478343] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:24:29.479115] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:29.479211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:29.484249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:29.486100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:29.486660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:29.487239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:29.488212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:29.609549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:24:29.611690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:29.640001] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:29.707995] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:24:29.767865] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: 1.30% | Symbol ETA: 8.1s | Global ETA: 8m 23s
[2025-11-25T12:24:29.768013] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:24:29.768783] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:29.768858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:29.769546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:24:29.772197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:29.778767] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:24:29.887981] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:29.951045] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.23% | Symbol ETA: 10.9s | Global ETA: 8m 23s
[2025-11-25T12:24:29.952592] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:24:29.952548] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:30.084148] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.73% | Symbol ETA: 3.8s | Global ETA: 8m 23s
[2025-11-25T12:24:30.084426] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:24:30.085275] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:30.085444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:30.090351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:30.092179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:30.092759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:30.093235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:30.094251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:30.115107] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:24:30.122771] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.16%, Actual: 0.44%
[2025-11-25T12:24:30.124888] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:30.181551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:30.182913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:30.267521] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.10% | Symbol ETA: 58.5s | Global ETA: 8m 23s
[2025-11-25T12:24:30.267865] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:24:30.268909] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:30.269071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:30.274344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:30.276483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:30.277107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:30.277669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:30.278665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:30.287152] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:30.296811] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 0.67%
[2025-11-25T12:24:30.405357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:24:30.407531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:30.414989] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 2.89% | Symbol ETA: 7.4s | Global ETA: 8m 23s
[2025-11-25T12:24:30.415282] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:24:30.416160] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:30.416306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:30.417114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:24:30.419967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:30.473943] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.20%, Actual: 0.23%
[2025-11-25T12:24:30.531195] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:24:30.649406] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.33%
[2025-11-25T12:24:30.715409] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:30.750417] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:24:30.779437] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:24:30.823743] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 0.51%
[2025-11-25T12:24:30.849085] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 0.28% | Symbol ETA: 3.0s | Global ETA: 8m 23s
[2025-11-25T12:24:30.849375] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:24:30.850285] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:30.850437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:30.855610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:30.857599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:30.858188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:30.858741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:30.859765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:30.920972] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:30.948780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:30.950104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:30.953117] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:30.998866] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.30%
[2025-11-25T12:24:31.073811] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.21% | Symbol ETA: 57.7s | Global ETA: 8m 23s
[2025-11-25T12:24:31.073958] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:24:31.074736] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:31.074873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:31.076185] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -3.44% | Symbol ETA: 6.8s | Global ETA: 8m 23s
[2025-11-25T12:24:31.076335] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:24:31.077133] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:31.077219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:31.077924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:24:31.080007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:31.080746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:31.081984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:31.082473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:31.082933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:31.083860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:31.171109] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.74%
[2025-11-25T12:24:31.204177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:24:31.206193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:31.299146] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:24:31.341115] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 1.10%, Actual: 0.21%
[2025-11-25T12:24:31.422364] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:24:31.470401] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:31.515562] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.13%
[2025-11-25T12:24:31.545885] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:24:31.594736] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:31.605183] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 2.3s | Global ETA: 8m 23s
[2025-11-25T12:24:31.605500] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:24:31.606331] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:31.606474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:31.611567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:31.613469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:31.614069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:31.614559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:31.615566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:31.693861] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.23%, Actual: 0.38%
[2025-11-25T12:24:31.694869] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 41.5525%
[2025-11-25T12:24:31.695043] [INFO ] [main      ] CMSC: DISCARDED add_open_11_elasticity (score: 41.55%)
[2025-11-25T12:24:31.695180] [INFO ] [main      ] CMSC: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:24:31.695302] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_open_reversal_intensity']
[2025-11-25T12:24:31.695436] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:24:31.710036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:31.710491] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:31.711174] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:24:31.711728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:31.712065] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:31.712140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:31.717066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:31.718062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:31.719107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:24:31.720465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:31.723223] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 4.41% | Symbol ETA: 6.1s | Global ETA: 8m 23s
[2025-11-25T12:24:31.723374] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:24:31.724131] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:31.724205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:31.724736] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:31.724899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:24:31.727544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:31.880817] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.87% | Symbol ETA: 56.9s | Global ETA: 8m 23s
[2025-11-25T12:24:31.880961] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:24:31.881724] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:31.881813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:31.886536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:31.888486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:31.889003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:31.889440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:31.890315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:32.013753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:24:32.015758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:32.064547] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:24:32.076223] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:24:32.083425] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:24:32.234767] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:32.248968] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:32.264627] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:32.313873] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 15.4s | Global ETA: 8m 23s
[2025-11-25T12:24:32.314167] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:24:32.315402] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:32.315541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:32.320508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:32.321621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:32.322768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:24:32.324147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:32.354145] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:24:32.367802] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 1.5s | Global ETA: 8m 23s
[2025-11-25T12:24:32.389450] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 5.63% | Symbol ETA: 5.5s | Global ETA: 8m 23s
[2025-11-25T12:24:32.389774] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:24:32.390684] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:32.390824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:32.391607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:24:32.394362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:32.526113] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:32.539363] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.19%, Actual: 0.70%
[2025-11-25T12:24:32.672513] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:24:32.676067] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.98% | Symbol ETA: 56.1s | Global ETA: 8m 23s
[2025-11-25T12:24:32.676352] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:24:32.677242] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:32.677409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:32.682294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:32.684110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:32.684671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:32.685185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:32.686142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:32.713116] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 0.20%
[2025-11-25T12:24:32.746580] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:24:32.806957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:24:32.809087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:32.852358] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:32.890100] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 2.33%
[2025-11-25T12:24:32.918067] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 14.8s | Global ETA: 8m 23s
[2025-11-25T12:24:32.918349] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:24:32.919187] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:32.919347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:32.924324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:32.925416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:32.925976] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:32.926501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:24:32.927919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:33.049999] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -4.25% | Symbol ETA: 4.8s | Global ETA: 8m 23s
[2025-11-25T12:24:33.062367] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.82%, Actual: 0.97%
[2025-11-25T12:24:33.161402] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:24:33.228511] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 4.34%, Actual: 1.13%
[2025-11-25T12:24:33.231428] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.40%, Actual: 1.23%
[2025-11-25T12:24:33.279839] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:24:33.331506] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:33.401264] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 0.51%, Actual: 0.19%
[2025-11-25T12:24:33.406466] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.03%, Actual: 2.96%
[2025-11-25T12:24:33.459053] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:33.479518] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.13% | Symbol ETA: 55.3s | Global ETA: 8m 23s
[2025-11-25T12:24:33.526810] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 14.2s | Global ETA: 8m 23s
[2025-11-25T12:24:33.527138] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:24:33.528049] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:33.528190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:33.533164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:33.534251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:33.535301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:24:33.536752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:33.571852] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.73%, Actual: 2.22%
[2025-11-25T12:24:33.587029] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 0.65%
[2025-11-25T12:24:33.651363] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.32%, Actual: 0.34%
[2025-11-25T12:24:33.741215] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.28%, Actual: 1.76%
[2025-11-25T12:24:33.766860] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 2.26%, Actual: 1.15%
[2025-11-25T12:24:33.822988] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.63%, Actual: 0.73%
[2025-11-25T12:24:33.878256] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:24:33.912989] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 0.23%
[2025-11-25T12:24:33.951745] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: 1.30%, Actual: 0.81%
[2025-11-25T12:24:33.994946] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 1.37%
[2025-11-25T12:24:34.048677] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:34.083818] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.45%, Actual: 0.73%
[2025-11-25T12:24:34.084206] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 42.6404%
[2025-11-25T12:24:34.084368] [INFO ] [main      ] AGM: DISCARDED add_vol_of_vol (score: 42.64%)
[2025-11-25T12:24:34.084489] [INFO ] [main      ] AGM: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:24:34.084595] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_volatility_decay_ratio']
[2025-11-25T12:24:34.084727] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:24:34.098464] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:34.099138] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:24:34.100072] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:34.100218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:34.105155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:34.107146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:34.107735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:34.108215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:34.109170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:34.116663] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 13.6s | Global ETA: 8m 23s
[2025-11-25T12:24:34.116962] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:24:34.117899] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:34.118047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:34.123170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:34.124263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:34.125430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:24:34.126891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:34.132632] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 2.89%, Actual: 0.36%
[2025-11-25T12:24:34.165236] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.88%, Actual: 0.47%
[2025-11-25T12:24:34.195663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:24:34.196879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:34.307429] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -3.44%, Actual: 1.98%
[2025-11-25T12:24:34.336750] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.07%, Actual: 0.86%
[2025-11-25T12:24:34.477923] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 4.41%, Actual: 1.35%
[2025-11-25T12:24:34.492746] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:24:34.508473] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.41%
[2025-11-25T12:24:34.538377] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:24:34.649861] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 5.63%, Actual: 0.67%
[2025-11-25T12:24:34.675999] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:34.682971] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.21%, Actual: 1.43%
[2025-11-25T12:24:34.711477] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:34.744991] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 13.0s | Global ETA: 8m 23s
[2025-11-25T12:24:34.745309] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:24:34.746242] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:34.746392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:34.752008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:34.753149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:34.754381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:24:34.756110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:34.820531] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -4.25%, Actual: 0.41%
[2025-11-25T12:24:34.820898] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 40.2787%
[2025-11-25T12:24:34.821060] [INFO ] [main      ] CBT: DISCARDED add_prior_day_tail_pressure (score: 40.28%)
[2025-11-25T12:24:34.821176] [INFO ] [main      ] CBT: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:24:34.821281] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_prior_mag_lag']
[2025-11-25T12:24:34.821390] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:24:34.835103] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:34.835683] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:24:34.836580] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:34.836739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:34.837576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:24:34.839161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:34.845599] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.65% | Symbol ETA: 7.9s | Global ETA: 8m 23s
[2025-11-25T12:24:34.845772] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:24:34.846551] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:34.846622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:34.851594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:34.853421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:34.853933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:34.854339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:34.854470] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 0.73%
[2025-11-25T12:24:34.855203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:34.940941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:24:34.942361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:35.023393] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.98%, Actual: 1.06%
[2025-11-25T12:24:35.119337] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:24:35.175729] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:24:35.192579] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.13%, Actual: 1.53%
[2025-11-25T12:24:35.192967] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 51.0257%
[2025-11-25T12:24:35.193097] [INFO ] [main      ] ALL: DISCARDED add_fullday_parkinson_range (score: 51.03%)
[2025-11-25T12:24:35.193210] [INFO ] [main      ] ALL: Testing feature 10/53: add_gap_fill_state
[2025-11-25T12:24:35.193314] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_gap_fill_state']
[2025-11-25T12:24:35.193445] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:24:35.205897] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:35.206426] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:24:35.207380] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:35.207525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:35.212393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:35.214367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:35.214936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:35.215454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:35.216411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:35.283614] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:24:35.301527] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:35.341331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:24:35.345924] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:35.368628] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 12.4s | Global ETA: 8m 23s
[2025-11-25T12:24:35.368951] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:24:35.369786] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:35.369959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:35.375286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:35.376386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:35.377534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:24:35.378979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:35.385118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:35.454213] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:35.479712] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 3.25% | Symbol ETA: 10.2s | Global ETA: 8m 23s
[2025-11-25T12:24:35.480043] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:24:35.481065] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:35.481228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:35.482171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:24:35.484043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:35.593893] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.91% | Symbol ETA: 7.2s | Global ETA: 8m 23s
[2025-11-25T12:24:35.594061] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:24:35.595083] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:35.595312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:35.600540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:35.602510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:35.603332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:35.603862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:35.605039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:35.697298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:24:35.698976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:35.733249] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:24:35.757486] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:24:35.858598] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:24:35.936510] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:35.945202] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:36.033462] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 11.9s | Global ETA: 8m 24s
[2025-11-25T12:24:36.033845] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:24:36.035241] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:36.035435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:36.043292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:36.045276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:36.047159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:24:36.049429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:36.122373] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:36.139131] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 54.8s | Global ETA: 8m 24s
[2025-11-25T12:24:36.139485] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:24:36.140880] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:36.141081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:36.147894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:36.150952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:36.151934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:36.152794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:36.154220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:36.223838] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:24:36.293768] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -0.78% | Symbol ETA: 10.2s | Global ETA: 8m 24s
[2025-11-25T12:24:36.294137] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:24:36.295411] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:36.295588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:36.296711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:24:36.298856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:36.343156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:24:36.407130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:36.467098] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:36.546824] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:24:36.611729] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 1.12% | Symbol ETA: 7.1s | Global ETA: 8m 24s
[2025-11-25T12:24:36.612045] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:24:36.613013] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:36.613163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:36.618622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:36.620706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:36.621481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:36.622039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:36.623202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:36.719792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:24:36.722112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:36.761772] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:24:36.783476] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:36.856717] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 1.05% | Symbol ETA: 11.3s | Global ETA: 8m 24s
[2025-11-25T12:24:36.857038] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:24:36.857944] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:36.858089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:36.862811] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:24:36.863082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:36.864153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:36.865246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:24:36.867060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:36.956868] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:37.055402] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:37.095121] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 0.32% | Symbol ETA: 9.7s | Global ETA: 8m 24s
[2025-11-25T12:24:37.095455] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:24:37.096771] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:37.096979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:37.098005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:24:37.099774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:37.114539] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:24:37.219185] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 54.5s | Global ETA: 8m 24s
[2025-11-25T12:24:37.219330] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:24:37.220122] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:37.220217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:37.225207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:37.227323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:37.227944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:37.228494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:37.229507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:37.240374] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:24:37.307033] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:37.357040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:24:37.402127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:37.410908] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:37.442242] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 6.2s | Global ETA: 8m 24s
[2025-11-25T12:24:37.442434] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:24:37.443301] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:37.443491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:37.448547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:37.450485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:37.451078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:37.451564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:37.452520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:37.458511] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:24:37.472358] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 10.6s | Global ETA: 8m 24s
[2025-11-25T12:24:37.472601] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:24:37.473484] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:37.473625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:37.478552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:37.479591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:37.480628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:24:37.482006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:37.546742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:24:37.549208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:37.637997] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:37.769542] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 0.64% | Symbol ETA: 8.8s | Global ETA: 8m 24s
[2025-11-25T12:24:37.769848] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:24:37.770731] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:37.770879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:37.771636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:24:37.773255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:37.782417] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:24:37.837077] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:24:37.927398] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:24:37.967462] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:38.012817] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:38.077942] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.24% | Symbol ETA: 10.0s | Global ETA: 8m 24s
[2025-11-25T12:24:38.110264] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:38.121373] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.49% | Symbol ETA: 53.2s | Global ETA: 8m 24s
[2025-11-25T12:24:38.121626] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:24:38.122456] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:38.122601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:38.127834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:38.129625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:38.130407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:38.130945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:38.131939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:38.136379] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:24:38.253852] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.59% | Symbol ETA: 5.4s | Global ETA: 8m 24s
[2025-11-25T12:24:38.254180] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:24:38.255265] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:38.255409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:38.257509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:24:38.260445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:38.262522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:38.263054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:38.263560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:38.264537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:38.267638] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.12%, Actual: 0.44%
[2025-11-25T12:24:38.302338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:38.311669] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:38.354125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:24:38.355854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:38.445061] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.17%, Actual: 0.67%
[2025-11-25T12:24:38.447192] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -3.22% | Symbol ETA: 8.0s | Global ETA: 8m 24s
[2025-11-25T12:24:38.447353] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:24:38.448303] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:38.448498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:38.449346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:24:38.451022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:38.622735] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 0.23%
[2025-11-25T12:24:38.647679] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:24:38.718687] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:24:38.807178] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 0.33%
[2025-11-25T12:24:38.825603] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:38.843525] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:24:38.904216] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:38.979966] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.88% | Symbol ETA: 52.1s | Global ETA: 8m 24s
[2025-11-25T12:24:38.980110] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:24:38.980872] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:38.980947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:38.982226] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.31%, Actual: 0.51%
[2025-11-25T12:24:38.985675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:38.987430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:38.987926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:38.988371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:38.989262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:39.021731] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:39.047147] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 4.5s | Global ETA: 8m 24s
[2025-11-25T12:24:39.047302] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:24:39.048166] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:39.048246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:39.053165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:39.055165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:39.055760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:39.056358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:39.057371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:39.111933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:24:39.148244] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: -1.38% | Symbol ETA: 7.3s | Global ETA: 8m 24s
[2025-11-25T12:24:39.148396] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:24:39.148375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:24:39.149181] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:39.149404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:39.150117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:39.150384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:24:39.151988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:39.153514] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.30%
[2025-11-25T12:24:39.155994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:39.327091] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.74%
[2025-11-25T12:24:39.497148] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:24:39.497809] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 1.05%, Actual: 0.21%
[2025-11-25T12:24:39.515722] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:24:39.532702] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:24:39.664657] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:39.667892] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.13%
[2025-11-25T12:24:39.694231] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:39.716319] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:39.820088] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.03% | Symbol ETA: 51.0s | Global ETA: 8m 24s
[2025-11-25T12:24:39.820377] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:24:39.821213] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:39.821353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:39.824372] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 3.7s | Global ETA: 8m 24s
[2025-11-25T12:24:39.824693] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:24:39.825552] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:39.825715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:39.826151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:39.828027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:39.828570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:39.829108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:39.830064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:39.831084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:39.833091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:39.833705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:39.834206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:39.835284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:39.839685] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.38%
[2025-11-25T12:24:39.839913] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 44.1507%
[2025-11-25T12:24:39.840009] [INFO ] [main      ] CMSC: DISCARDED add_open_reversal_intensity (score: 44.15%)
[2025-11-25T12:24:39.840058] [INFO ] [main      ] CMSC: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:24:39.840097] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:24:39.840137] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:24:39.845124] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -1.55% | Symbol ETA: 6.5s | Global ETA: 8m 24s
[2025-11-25T12:24:39.845432] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:24:39.846366] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:39.846453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:39.847393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:24:39.849237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:39.854209] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:39.854702] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:24:39.855545] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:39.855621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:39.860458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:39.861435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:39.862412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:24:39.863969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:39.923578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:24:39.925093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:39.951211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:24:39.994315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:40.204416] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:24:40.218245] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:24:40.283859] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:24:40.335258] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:24:40.378784] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:40.392578] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:40.454008] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:40.458348] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 14.9s | Global ETA: 8m 24s
[2025-11-25T12:24:40.458502] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:24:40.459796] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:40.459872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:40.464938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:40.465996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:40.466984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:24:40.468609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:40.505627] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 1.75% | Symbol ETA: 5.8s | Global ETA: 8m 24s
[2025-11-25T12:24:40.505790] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:24:40.506537] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:40.506604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:40.507083] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:40.507330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:24:40.508869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:40.588015] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.33% | Symbol ETA: 2.8s | Global ETA: 8m 24s
[2025-11-25T12:24:40.588161] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:24:40.588945] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:40.589163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:40.594029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:40.595879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:40.596445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:40.596882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:40.597856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:40.663712] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.79% | Symbol ETA: 50.1s | Global ETA: 8m 24s
[2025-11-25T12:24:40.664006] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:24:40.664870] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:40.665014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:40.670074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:40.671999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:40.672563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:40.673149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:40.674112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:40.679991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:24:40.681346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:40.802750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:24:40.816687] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:24:40.847696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:40.849501] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:24:40.989841] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:41.018593] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:41.023930] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:24:41.056362] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 14.3s | Global ETA: 8m 24s
[2025-11-25T12:24:41.056534] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:24:41.057609] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:41.057716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:41.062744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:41.064032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:41.065079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:24:41.066913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:41.135536] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 5.41% | Symbol ETA: 5.1s | Global ETA: 8m 24s
[2025-11-25T12:24:41.135726] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:24:41.136488] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:41.136717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:41.137491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:24:41.139080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:41.188612] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:24:41.192867] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:41.321979] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 1.09% | Symbol ETA: 2.0s | Global ETA: 8m 24s
[2025-11-25T12:24:41.322253] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:24:41.323091] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:41.323395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:41.328240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:41.330063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:41.330623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:41.331165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:41.332106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:41.356570] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:41.415192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:24:41.416450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:41.420768] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:24:41.478404] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:24:41.508095] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.79% | Symbol ETA: 49.1s | Global ETA: 8m 24s
[2025-11-25T12:24:41.508243] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:24:41.509037] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:41.509115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:41.514051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:41.515885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:41.516381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:41.516855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:41.517787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:41.593766] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:41.642490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:24:41.646436] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:41.658211] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 13.7s | Global ETA: 8m 24s
[2025-11-25T12:24:41.658358] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:24:41.659123] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:41.659208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:41.663968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:41.664951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:41.666104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:24:41.667735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:41.686356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:41.753794] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:24:41.770298] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 4.4s | Global ETA: 8m 24s
[2025-11-25T12:24:41.924293] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:41.944047] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 3.25%, Actual: 1.13%
[2025-11-25T12:24:42.030174] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:24:42.031280] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:24:42.065328] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 1.2s | Global ETA: 8m 24s
[2025-11-25T12:24:42.113214] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -0.78%, Actual: 2.96%
[2025-11-25T12:24:42.203583] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:42.216133] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:42.240698] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.65%, Actual: 0.70%
[2025-11-25T12:24:42.282876] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 0.65%
[2025-11-25T12:24:42.285879] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 13.1s | Global ETA: 8m 24s
[2025-11-25T12:24:42.286177] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:24:42.287107] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:42.287254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:42.292156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:42.293226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:42.294276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:24:42.295893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:42.359189] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 48.2s | Global ETA: 8m 24s
[2025-11-25T12:24:42.359544] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:24:42.360553] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:42.360743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:42.366135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:42.368256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:42.368862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:42.369449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:42.370619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:42.417268] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.91%, Actual: 0.20%
[2025-11-25T12:24:42.463754] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 0.64%, Actual: 1.15%
[2025-11-25T12:24:42.512350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:24:42.558296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:42.590938] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 1.12%, Actual: 2.33%
[2025-11-25T12:24:42.643818] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:24:42.650623] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -3.22%, Actual: 0.81%
[2025-11-25T12:24:42.764836] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 0.97%
[2025-11-25T12:24:42.816664] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:42.861000] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: -1.38%, Actual: 0.36%
[2025-11-25T12:24:42.881287] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 12.5s | Global ETA: 8m 25s
[2025-11-25T12:24:42.881573] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:24:42.882861] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:42.883000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:42.887895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:42.888918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:42.889961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:24:42.891729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:42.936075] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:24:42.951316] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.59%, Actual: 1.23%
[2025-11-25T12:24:43.031273] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -1.55%, Actual: 1.98%
[2025-11-25T12:24:43.118775] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:43.125022] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 0.19%
[2025-11-25T12:24:43.198893] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 1.75%, Actual: 1.35%
[2025-11-25T12:24:43.229130] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:24:43.272987] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 47.3s | Global ETA: 8m 25s
[2025-11-25T12:24:43.273288] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:24:43.274151] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:43.274297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:43.279365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:43.281259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:43.281861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:43.282398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:43.283320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:43.305761] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 2.22%
[2025-11-25T12:24:43.367629] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 5.41%, Actual: 0.67%
[2025-11-25T12:24:43.397403] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:43.407778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:24:43.451195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:43.461554] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 11.9s | Global ETA: 8m 25s
[2025-11-25T12:24:43.461867] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:24:43.463134] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:43.463271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:43.468149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:43.469184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:43.470238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:24:43.471851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:43.482545] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.33%, Actual: 1.76%
[2025-11-25T12:24:43.534328] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 0.41%
[2025-11-25T12:24:43.534519] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 43.4195%
[2025-11-25T12:24:43.534726] [INFO ] [main      ] CBT: DISCARDED add_prior_mag_lag (score: 43.42%)
[2025-11-25T12:24:43.534844] [INFO ] [main      ] CBT: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:24:43.534947] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_overlap_v_prior_day']
[2025-11-25T12:24:43.535056] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:24:43.548324] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:43.549016] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:24:43.549943] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:43.550082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:43.550876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:24:43.553327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:43.656958] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 1.09%, Actual: 0.23%
[2025-11-25T12:24:43.801553] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:24:43.815994] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:24:43.837387] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 0.73%
[2025-11-25T12:24:43.837674] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 37.4998%
[2025-11-25T12:24:43.837932] [INFO ] [main      ] AGM: DISCARDED add_volatility_decay_ratio (score: 37.50%)
[2025-11-25T12:24:43.838059] [INFO ] [main      ] AGM: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:24:43.838169] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:24:43.838286] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:24:43.852978] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:43.853541] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:24:43.854520] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:24:43.854687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:43.860127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:43.862207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:43.862838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:43.863531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:43.864537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:43.890593] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:24:43.956673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:43.957536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:43.958985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:24:43.961201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:43.978516] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:43.993778] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:44.058439] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:44.061097] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 11.3s | Global ETA: 8m 25s
[2025-11-25T12:24:44.061387] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:24:44.062241] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:44.062384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:44.067440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:44.068618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:44.069757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:24:44.071372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:44.129369] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.38% | Symbol ETA: 46.4s | Global ETA: 8m 25s
[2025-11-25T12:24:44.186271] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 3.03% | Symbol ETA: 10.0s | Global ETA: 8m 25s
[2025-11-25T12:24:44.186565] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:24:44.187425] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:44.187564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:44.188335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:24:44.190735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:44.308321] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.34%
[2025-11-25T12:24:44.325278] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:24:44.434130] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:24:44.485929] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.60%, Actual: 0.73%
[2025-11-25T12:24:44.510417] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:44.527214] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:24:44.612226] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:44.660046] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 8.3s | Global ETA: 8m 25s
[2025-11-25T12:24:44.660320] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:24:44.661236] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:24:44.661384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:44.663236] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.49%, Actual: 1.37%
[2025-11-25T12:24:44.666559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:44.668516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:44.669118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:44.669635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:44.670634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:44.674274] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 1.08% | Symbol ETA: 10.7s | Global ETA: 8m 25s
[2025-11-25T12:24:44.674426] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:24:44.675229] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:44.675304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:44.680194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:44.681253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:44.682451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:24:44.684155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:44.700594] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:44.758253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:44.759174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:44.760461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:24:44.762639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:44.826142] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -3.47% | Symbol ETA: 9.3s | Global ETA: 8m 25s
[2025-11-25T12:24:44.826462] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:24:44.827324] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:44.827465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:44.828287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:24:44.830722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:44.840586] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.88%, Actual: 0.47%
[2025-11-25T12:24:45.011389] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.03%, Actual: 0.86%
[2025-11-25T12:24:45.044025] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:24:45.106135] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:24:45.168340] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:24:45.179894] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.79%, Actual: 0.41%
[2025-11-25T12:24:45.212751] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:45.273989] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.36% | Symbol ETA: 10.1s | Global ETA: 8m 25s
[2025-11-25T12:24:45.274264] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:24:45.275110] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:45.275250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:45.278081] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:45.280133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:45.281175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:45.282225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:24:45.283833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:45.336734] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:45.348713] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.79%, Actual: 1.43%
[2025-11-25T12:24:45.427135] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.24% | Symbol ETA: 7.3s | Global ETA: 8m 25s
[2025-11-25T12:24:45.427439] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:24:45.428299] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:24:45.428444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:45.433397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:45.435350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:45.435952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:45.436427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:45.437411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:45.467170] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 3.51% | Symbol ETA: 8.7s | Global ETA: 8m 25s
[2025-11-25T12:24:45.467428] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:24:45.468267] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:45.468408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:45.469183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:24:45.471637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:45.519618] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 0.73%
[2025-11-25T12:24:45.522810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:45.523761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:45.525008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:24:45.527164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:45.623842] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:24:45.688687] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 1.06%
[2025-11-25T12:24:45.793915] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:45.818994] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:24:45.855832] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.23% | Symbol ETA: 9.5s | Global ETA: 8m 25s
[2025-11-25T12:24:45.859821] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.38%, Actual: 1.53%
[2025-11-25T12:24:45.860204] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 50.3929%
[2025-11-25T12:24:45.860372] [INFO ] [main      ] ALL: DISCARDED add_gap_fill_state (score: 50.39%)
[2025-11-25T12:24:45.860488] [INFO ] [main      ] ALL: Testing feature 11/53: add_gap_morning_composite
[2025-11-25T12:24:45.860593] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_gap_morning_composite']
[2025-11-25T12:24:45.860726] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:24:45.871551] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:24:45.873142] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:45.873705] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:24:45.874530] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:45.874604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:45.879319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:45.881096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:45.881580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:45.882038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:45.882923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:45.992398] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:46.008320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:46.009516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:46.051238] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:46.053549] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.19%, Actual: 0.44%
[2025-11-25T12:24:46.123879] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 1.04% | Symbol ETA: 8.1s | Global ETA: 8m 25s
[2025-11-25T12:24:46.124026] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:24:46.124836] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:46.124912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:46.125613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:24:46.128235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:46.199339] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 6.5s | Global ETA: 8m 25s
[2025-11-25T12:24:46.199635] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:24:46.200487] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:24:46.200631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:46.205539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:46.207476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:46.208072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:46.208550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:46.209535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:46.234618] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 0.67%
[2025-11-25T12:24:46.295155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:46.296046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:46.297285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:24:46.299394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:46.352998] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:24:46.413366] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 0.23%
[2025-11-25T12:24:46.481047] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:24:46.523287] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:46.587478] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 0.33%
[2025-11-25T12:24:46.645554] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:24:46.663613] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:46.679097] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.23% | Symbol ETA: 52.0s | Global ETA: 8m 25s
[2025-11-25T12:24:46.679247] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:24:46.680027] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:46.680102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:46.684808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:46.686531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:46.687053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:46.687530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:46.688399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:46.759008] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.51%
[2025-11-25T12:24:46.809606] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -1.49% | Symbol ETA: 7.5s | Global ETA: 8m 25s
[2025-11-25T12:24:46.809771] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:24:46.810525] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:46.810592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:46.811297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:24:46.813574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:46.815125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:46.816331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:46.822044] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:46.938318] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.57%, Actual: 0.30%
[2025-11-25T12:24:46.978247] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -1.37% | Symbol ETA: 5.7s | Global ETA: 8m 25s
[2025-11-25T12:24:46.978540] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:24:46.979385] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:24:46.979596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:46.984546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:46.986505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:46.987147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:46.987628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:46.988582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:47.077393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:47.078262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:47.079485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:24:47.081595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:47.118971] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 0.74%
[2025-11-25T12:24:47.160980] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:24:47.162334] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:24:47.296355] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 1.08%, Actual: 0.21%
[2025-11-25T12:24:47.330054] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:47.333876] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:47.422543] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:24:47.454277] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 5.42% | Symbol ETA: 6.8s | Global ETA: 8m 25s
[2025-11-25T12:24:47.454562] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:24:47.455399] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:47.455540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:47.456306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:24:47.458791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:47.472593] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 0.13%
[2025-11-25T12:24:47.489500] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 51.3s | Global ETA: 8m 25s
[2025-11-25T12:24:47.489792] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:24:47.490661] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:47.490805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:47.495676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:47.497609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:47.498234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:47.498785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:47.499758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:47.597412] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:47.624602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:47.625995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:47.651706] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.23%, Actual: 0.38%
[2025-11-25T12:24:47.652111] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 41.5201%
[2025-11-25T12:24:47.652313] [INFO ] [main      ] CMSC: DISCARDED add_open_vs_close_liquidity_ratio (score: 41.52%)
[2025-11-25T12:24:47.652453] [INFO ] [main      ] CMSC: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:24:47.652562] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_open_vs_prev_range_position']
[2025-11-25T12:24:47.652728] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:24:47.667450] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:47.668090] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:24:47.669473] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:47.669621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:47.675904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:47.676986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:47.678291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:24:47.681377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:47.743329] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.80% | Symbol ETA: 4.9s | Global ETA: 8m 25s
[2025-11-25T12:24:47.743630] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:24:47.745969] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:24:47.746121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:47.751129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:47.753173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:47.753808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:47.754226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:47.755186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:47.799054] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:24:47.841049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:47.841810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:47.842962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:24:47.845045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:47.968391] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:47.972504] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:24:48.035195] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:24:48.089420] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.92% | Symbol ETA: 6.2s | Global ETA: 8m 25s
[2025-11-25T12:24:48.089699] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:24:48.090512] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:48.090668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:48.091419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:24:48.093794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:48.142957] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:48.207442] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:48.248580] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:24:48.273311] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 13.9s | Global ETA: 8m 25s
[2025-11-25T12:24:48.273608] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:24:48.274469] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:48.274615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:48.279566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:48.280716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:48.281797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:24:48.284769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:48.295384] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.41% | Symbol ETA: 50.5s | Global ETA: 8m 25s
[2025-11-25T12:24:48.295742] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:24:48.296958] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:48.297172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:48.302290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:48.304229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:48.304821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:48.305361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:48.306350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:48.419573] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:48.431986] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:24:48.434225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:48.435501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:48.559200] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: -0.32% | Symbol ETA: 4.2s | Global ETA: 8m 25s
[2025-11-25T12:24:48.559500] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:24:48.560367] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:24:48.560515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:48.565447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:48.567413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:48.568028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:48.568509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:48.569485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:48.601089] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:48.622374] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:24:48.653860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:48.654780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:48.656011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:24:48.658156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:48.724409] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 0.86% | Symbol ETA: 5.5s | Global ETA: 8m 25s
[2025-11-25T12:24:48.724719] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:24:48.725527] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:48.725680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:48.726435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:24:48.728816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:48.775372] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:24:48.791961] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:48.858377] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 13.2s | Global ETA: 8m 25s
[2025-11-25T12:24:48.858662] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:24:48.859513] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:48.859668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:48.864496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:48.865524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:48.866565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:24:48.869502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:48.951062] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:48.999492] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:24:49.065901] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:24:49.105157] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 3.60% | Symbol ETA: 49.6s | Global ETA: 8m 25s
[2025-11-25T12:24:49.105431] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:24:49.106297] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:49.106440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:49.111360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:49.113243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:49.113832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:49.114363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:49.115331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:49.170551] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:49.206490] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:24:49.236824] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:49.239240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:49.240478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:49.317545] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 3.4s | Global ETA: 8m 26s
[2025-11-25T12:24:49.317871] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:24:49.318750] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:24:49.318892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:49.323751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:49.325679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:49.326256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:49.326754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:49.327726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:49.360840] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.18% | Symbol ETA: 4.9s | Global ETA: 8m 26s
[2025-11-25T12:24:49.361138] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:24:49.362046] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:49.362214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:49.362984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:24:49.365335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:49.375411] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:49.412266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:49.413053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:49.414373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:24:49.416597] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:49.442626] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 12.6s | Global ETA: 8m 26s
[2025-11-25T12:24:49.442956] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:24:49.443819] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:49.443958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:49.448949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:49.450006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:49.451061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:24:49.454027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:49.579846] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:24:49.721717] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:24:49.749019] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:49.761173] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:24:49.806898] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:24:49.902539] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:49.907111] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -4.05% | Symbol ETA: 48.8s | Global ETA: 8m 26s
[2025-11-25T12:24:49.907400] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:24:49.908308] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:49.908479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:49.913481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:49.915445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:49.916079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:49.916632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:49.917677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:49.933688] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:49.975062] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:50.032062] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -7.36% | Symbol ETA: 4.2s | Global ETA: 8m 26s
[2025-11-25T12:24:50.042020] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 12.0s | Global ETA: 8m 26s
[2025-11-25T12:24:50.042170] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:24:50.042950] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:50.043026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:50.047921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:50.048913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:50.049928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:24:50.053017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:50.057286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:50.058673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:50.077084] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.83% | Symbol ETA: 2.6s | Global ETA: 8m 26s
[2025-11-25T12:24:50.077236] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:24:50.078009] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:24:50.078088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:50.082883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:50.084736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:50.085228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:50.085623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:50.086495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:50.170259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:50.170988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:50.172307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:24:50.174407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:50.203502] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 3.03%, Actual: 1.13%
[2025-11-25T12:24:50.374781] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -3.47%, Actual: 2.96%
[2025-11-25T12:24:50.393774] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:24:50.407265] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:24:50.515836] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:24:50.546325] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 3.51%, Actual: 0.65%
[2025-11-25T12:24:50.567581] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:50.581456] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:50.634719] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.23% | Symbol ETA: 11.4s | Global ETA: 8m 26s
[2025-11-25T12:24:50.635024] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:24:50.635872] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:50.636013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:50.641061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:50.642228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:50.643301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:24:50.646409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:50.688933] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:50.717501] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 1.04%, Actual: 1.15%
[2025-11-25T12:24:50.733903] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.59% | Symbol ETA: 48.0s | Global ETA: 8m 26s
[2025-11-25T12:24:50.734207] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:24:50.735110] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:50.735253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:50.740267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:50.742259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:50.742927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:50.743495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:50.744545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:50.827037] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: -0.40% | Symbol ETA: 1.8s | Global ETA: 8m 26s
[2025-11-25T12:24:50.827351] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:24:50.828248] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:24:50.828394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:50.833349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:50.835371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:50.835982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:50.836465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:50.837467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:50.872069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:50.873484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:50.888316] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -1.49%, Actual: 0.81%
[2025-11-25T12:24:50.921778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:50.922807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:24:50.924055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:24:50.926190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:50.982913] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:24:51.057856] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 5.42%, Actual: 0.36%
[2025-11-25T12:24:51.151251] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:51.215925] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:24:51.216337] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 10.8s | Global ETA: 8m 26s
[2025-11-25T12:24:51.216619] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:24:51.217477] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:51.217618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:51.222413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:51.223448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:51.224491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:24:51.227440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:51.229809] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.92%, Actual: 1.98%
[2025-11-25T12:24:51.300408] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:24:51.390116] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:51.400907] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 0.86%, Actual: 1.35%
[2025-11-25T12:24:51.467385] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:51.549906] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.18% | Symbol ETA: 47.2s | Global ETA: 8m 26s
[2025-11-25T12:24:51.550199] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:24:51.551075] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:51.551220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:51.556282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:51.558314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:51.558930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:51.559473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:51.560477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:51.564031] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:24:51.574193] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.18%, Actual: 0.67%
[2025-11-25T12:24:51.607934] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.95% | Symbol ETA: 1.0s | Global ETA: 8m 26s
[2025-11-25T12:24:51.687572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:51.688936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:51.732990] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:51.745799] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -7.36%, Actual: 0.41%
[2025-11-25T12:24:51.746189] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 40.8789%
[2025-11-25T12:24:51.746353] [INFO ] [main      ] CBT: DISCARDED add_range_overlap_v_prior_day (score: 40.88%)
[2025-11-25T12:24:51.746472] [INFO ] [main      ] CBT: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:24:51.746576] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency']
[2025-11-25T12:24:51.746700] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:24:51.760221] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:51.760820] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:24:51.761750] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:51.761890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:51.762687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:24:51.764893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:51.781128] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -0.08%, Actual: 0.70%
[2025-11-25T12:24:51.798382] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 10.2s | Global ETA: 8m 26s
[2025-11-25T12:24:51.798660] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:24:51.799485] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:51.799631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:51.805201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:51.806232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:51.807310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:24:51.810215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:51.958926] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.24%, Actual: 0.20%
[2025-11-25T12:24:52.037973] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:24:52.103441] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:24:52.132369] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 2.33%
[2025-11-25T12:24:52.150799] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:24:52.210243] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:52.272302] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:52.300229] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -1.37%, Actual: 0.97%
[2025-11-25T12:24:52.322219] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:52.363269] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 46.4s | Global ETA: 8m 26s
[2025-11-25T12:24:52.363579] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:24:52.364461] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:52.364617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:52.369753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:52.371764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:52.372342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:52.372908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:52.373902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:52.389293] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 9.6s | Global ETA: 8m 26s
[2025-11-25T12:24:52.389548] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:24:52.390419] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:52.390560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:52.395360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:52.396378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:52.397448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:24:52.397720] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 1.16% | Symbol ETA: 9.4s | Global ETA: 8m 26s
[2025-11-25T12:24:52.398029] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:24:52.398943] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:52.399089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:52.399931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:24:52.400333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:52.402117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:52.469472] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.80%, Actual: 1.23%
[2025-11-25T12:24:52.503167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:52.504722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:52.640213] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: -0.32%, Actual: 0.19%
[2025-11-25T12:24:52.747267] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:24:52.817737] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.49%, Actual: 2.22%
[2025-11-25T12:24:52.825709] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:24:52.861135] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:24:52.924737] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:52.988730] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.83%, Actual: 1.76%
[2025-11-25T12:24:52.991635] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.23% | Symbol ETA: 9.0s | Global ETA: 8m 26s
[2025-11-25T12:24:52.991973] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:24:52.992830] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:52.992973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:52.997868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:52.998944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:53.000011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:24:53.002997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:53.019305] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:53.032664] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:53.148473] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.36% | Symbol ETA: 9.2s | Global ETA: 8m 26s
[2025-11-25T12:24:53.148791] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:24:53.149593] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:53.149758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:53.150549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:24:53.152729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:53.159482] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: -0.40%, Actual: 0.23%
[2025-11-25T12:24:53.186508] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 45.6s | Global ETA: 8m 26s
[2025-11-25T12:24:53.186814] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:24:53.187705] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:53.187846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:53.192629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:53.194479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:53.195061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:53.195584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:53.196529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:53.317286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:53.318740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:53.328375] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.95%, Actual: 0.73%
[2025-11-25T12:24:53.328702] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 49.6864%
[2025-11-25T12:24:53.328871] [INFO ] [main      ] AGM: DISCARDED add_volatility_state_percentiles (score: 49.69%)
[2025-11-25T12:24:53.328989] [INFO ] [main      ] AGM: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:24:53.329093] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_volume_dispersion']
[2025-11-25T12:24:53.329222] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:24:53.342618] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:53.343139] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:24:53.344104] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:53.344247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:53.347872] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:24:53.349195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:53.350995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:53.351495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:53.351907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:53.352782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:53.439023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:24:53.440523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:53.501856] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:24:53.522111] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:53.589212] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 8.4s | Global ETA: 8m 26s
[2025-11-25T12:24:53.665913] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:24:53.673523] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:53.759489] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: 0.07%, Actual: 0.44%
[2025-11-25T12:24:53.780272] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:24:53.798554] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 0.49% | Symbol ETA: 8.4s | Global ETA: 8m 26s
[2025-11-25T12:24:53.798847] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:24:53.799611] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:53.799767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:53.800529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:24:53.802669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:53.842054] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:53.929591] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 0.67%
[2025-11-25T12:24:53.950576] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:53.996378] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.50% | Symbol ETA: 44.8s | Global ETA: 8m 26s
[2025-11-25T12:24:54.083792] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: -2.05% | Symbol ETA: 7.5s | Global ETA: 8m 26s
[2025-11-25T12:24:54.084087] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:24:54.084876] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:54.085019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:54.090000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:54.091857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:54.092411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:54.092926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:54.094041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:54.103049] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.23%
[2025-11-25T12:24:54.151357] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:24:54.174717] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.23%, Actual: 0.34%
[2025-11-25T12:24:54.181078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:24:54.182627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:54.276466] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 0.33%
[2025-11-25T12:24:54.334346] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:54.349493] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.11%, Actual: 0.73%
[2025-11-25T12:24:54.447068] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.23%, Actual: 0.51%
[2025-11-25T12:24:54.460237] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 7.7s | Global ETA: 8m 26s
[2025-11-25T12:24:54.460538] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:24:54.461389] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:54.461533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:54.462316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:24:54.464496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:54.522299] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.41%, Actual: 1.37%
[2025-11-25T12:24:54.524944] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:24:54.622321] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 0.30%
[2025-11-25T12:24:54.694874] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 3.60%, Actual: 0.47%
[2025-11-25T12:24:54.710969] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:54.790846] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.74%
[2025-11-25T12:24:54.814446] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:24:54.844770] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -0.57% | Symbol ETA: 6.8s | Global ETA: 8m 26s
[2025-11-25T12:24:54.845062] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:24:54.845907] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:54.846051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:54.850894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:54.852732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:54.853295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:54.853792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:54.854741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:54.866120] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -4.05%, Actual: 0.86%
[2025-11-25T12:24:54.939363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:24:54.941045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:54.960706] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.21%
[2025-11-25T12:24:54.994548] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:55.038392] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.59%, Actual: 0.41%
[2025-11-25T12:24:55.119435] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -2.00% | Symbol ETA: 7.0s | Global ETA: 8m 26s
[2025-11-25T12:24:55.119712] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:24:55.120614] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:55.120829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:55.121629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:24:55.123923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:55.129892] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 0.13%
[2025-11-25T12:24:55.210474] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.18%, Actual: 1.43%
[2025-11-25T12:24:55.281154] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:24:55.298868] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 0.38%
[2025-11-25T12:24:55.299256] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 39.9941%
[2025-11-25T12:24:55.299416] [INFO ] [main      ] CMSC: DISCARDED add_open_vs_prev_range_position (score: 39.99%)
[2025-11-25T12:24:55.299539] [INFO ] [main      ] CMSC: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:24:55.299658] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_overnight_gap_amplitude']
[2025-11-25T12:24:55.299769] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:24:55.314181] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:55.314757] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:24:55.315667] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:55.315805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:55.320695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:55.321739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:55.322787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:24:55.323411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:55.377927] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 0.73%
[2025-11-25T12:24:55.453176] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:55.470947] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:24:55.586896] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -2.95% | Symbol ETA: 6.0s | Global ETA: 8m 26s
[2025-11-25T12:24:55.587221] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:24:55.588108] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:55.588260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:55.593235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:55.595160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:55.595750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:55.596169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:55.597359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:55.606413] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.40%, Actual: 1.06%
[2025-11-25T12:24:55.644447] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:55.671326] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:24:55.685110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:24:55.686951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:55.769710] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 0.28% | Symbol ETA: 6.3s | Global ETA: 8m 26s
[2025-11-25T12:24:55.769898] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:24:55.770910] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:55.771137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:55.771955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:24:55.774181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:55.777813] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.50%, Actual: 1.53%
[2025-11-25T12:24:55.778178] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 40.0673%
[2025-11-25T12:24:55.778363] [INFO ] [main      ] ALL: DISCARDED add_gap_morning_composite (score: 40.07%)
[2025-11-25T12:24:55.778481] [INFO ] [main      ] ALL: Testing feature 12/53: add_gap_resolution_state
[2025-11-25T12:24:55.778586] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_gap_resolution_state']
[2025-11-25T12:24:55.778715] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:24:55.791423] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:24:55.791974] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:24:55.792888] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:55.793032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:55.797981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:55.799834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:55.800392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:55.800936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:55.801890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:55.844195] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:55.909922] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 13.0s | Global ETA: 8m 26s
[2025-11-25T12:24:55.910204] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:24:55.911047] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:55.911187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:55.916021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:55.917110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:55.918214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:24:55.919029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:55.929565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:24:55.986756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:56.041346] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:24:56.124572] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:24:56.217474] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:56.261562] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:24:56.296924] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:56.327897] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:24:56.361892] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.76% | Symbol ETA: 5.3s | Global ETA: 8m 27s
[2025-11-25T12:24:56.362060] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:24:56.362991] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:56.363157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:56.368481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:56.370366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:56.370989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:56.371481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:56.372479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:56.429233] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.16% | Symbol ETA: 5.7s | Global ETA: 8m 27s
[2025-11-25T12:24:56.429406] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:24:56.430211] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:56.430438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:56.431239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:24:56.433382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:56.433338] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:56.463977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:24:56.465924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:56.497683] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 12.4s | Global ETA: 8m 27s
[2025-11-25T12:24:56.497977] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:24:56.498821] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:56.498960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:56.500129] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:24:56.503905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:56.505094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:56.506150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:24:56.506859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:56.656457] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 44.7s | Global ETA: 8m 27s
[2025-11-25T12:24:56.656762] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:24:56.657583] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:56.657741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:56.662510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:56.664347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:56.664925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:56.665530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:56.666476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:56.786553] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:24:56.788420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:24:56.818017] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:24:56.843257] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:24:56.845711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:56.960124] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:56.990056] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:57.012533] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:57.077557] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 11.8s | Global ETA: 8m 27s
[2025-11-25T12:24:57.077730] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:24:57.078603] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:57.078755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:57.080445] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.28% | Symbol ETA: 5.0s | Global ETA: 8m 27s
[2025-11-25T12:24:57.080762] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:24:57.081659] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:57.081803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:57.082596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:24:57.083716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:57.084762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:57.084831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:57.085826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:24:57.086525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:57.125116] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.87% | Symbol ETA: 4.6s | Global ETA: 8m 27s
[2025-11-25T12:24:57.125423] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:24:57.126261] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:57.126404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:57.131432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:57.133334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:57.133913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:57.134391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:57.135282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:57.188398] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:24:57.218737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:24:57.220360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:57.357733] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:24:57.424214] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:24:57.434859] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:24:57.516967] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.37% | Symbol ETA: 43.9s | Global ETA: 8m 27s
[2025-11-25T12:24:57.517157] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:24:57.517944] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:57.518031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:57.523035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:57.524918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:57.525668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:57.526146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:57.527079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:57.558579] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:24:57.600104] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:57.610216] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:57.653302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:24:57.666798] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 11.2s | Global ETA: 8m 27s
[2025-11-25T12:24:57.667172] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:24:57.668148] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:57.668296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:57.673262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:57.674445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:57.675542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:24:57.676299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:57.710951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:57.730366] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:57.731967] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.56% | Symbol ETA: 4.3s | Global ETA: 8m 27s
[2025-11-25T12:24:57.732269] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:24:57.733143] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:24:57.733294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:24:57.734093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:24:57.736307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:57.872088] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.01% | Symbol ETA: 3.8s | Global ETA: 8m 27s
[2025-11-25T12:24:57.872204] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:24:57.872975] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:57.873051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:57.878346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:57.880512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:57.881019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:57.881417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:57.882301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:57.966527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:24:57.968066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:58.029929] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:24:58.050890] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:24:58.088087] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:24:58.210753] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:58.222139] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:24:58.264456] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:24:58.280806] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 10.6s | Global ETA: 8m 27s
[2025-11-25T12:24:58.281306] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:24:58.282320] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:58.282491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:58.287786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:58.288965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:58.290069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:24:58.290828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:58.305086] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:24:58.375270] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.40% | Symbol ETA: 43.0s | Global ETA: 8m 27s
[2025-11-25T12:24:58.375434] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:24:58.376209] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:58.376426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:58.381171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:58.382991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:58.383541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:58.384073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:58.385014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:58.388752] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.53% | Symbol ETA: 3.6s | Global ETA: 8m 27s
[2025-11-25T12:24:58.472532] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:58.505127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:24:58.560758] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 1.16%, Actual: 1.13%
[2025-11-25T12:24:58.562100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:58.600628] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 3.0s | Global ETA: 8m 27s
[2025-11-25T12:24:58.600785] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:24:58.601540] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:58.601609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:58.606408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:58.608506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:58.609084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:58.609557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:58.610506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:58.637710] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:24:58.696150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:24:58.697822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:58.733619] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.36%, Actual: 2.96%
[2025-11-25T12:24:58.810436] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:24:58.881290] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.62% | Symbol ETA: 10.0s | Global ETA: 8m 27s
[2025-11-25T12:24:58.881588] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:24:58.882447] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:58.882598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:58.887694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:58.888771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:58.889863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:24:58.890575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:58.906395] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 0.65%
[2025-11-25T12:24:58.907530] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:24:59.036077] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:24:59.077626] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 1.15%
[2025-11-25T12:24:59.082702] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:24:59.203589] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:24:59.236181] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.28% | Symbol ETA: 42.1s | Global ETA: 8m 27s
[2025-11-25T12:24:59.236489] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:24:59.237462] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:59.237618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:59.241850] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:24:59.242572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:59.244810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:24:59.245579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:59.246143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:59.247232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:24:59.263363] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -2.00%, Actual: 0.81%
[2025-11-25T12:24:59.333503] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 2.3s | Global ETA: 8m 27s
[2025-11-25T12:24:59.333691] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:24:59.334586] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:24:59.334746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:59.339724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:24:59.341584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:24:59.342187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:24:59.342693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:59.343634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:24:59.372864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:24:59.412563] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:24:59.427355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:24:59.429229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:59.430417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:59.446990] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 0.28%, Actual: 0.36%
[2025-11-25T12:24:59.476787] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 9.4s | Global ETA: 8m 27s
[2025-11-25T12:24:59.477120] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:24:59.477979] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:24:59.478122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:24:59.483128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:24:59.484216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:24:59.485307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:24:59.486018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:24:59.629211] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.16%, Actual: 1.98%
[2025-11-25T12:24:59.771206] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:24:59.776230] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:24:59.811923] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.28%, Actual: 1.35%
[2025-11-25T12:24:59.848909] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:24:59.946827] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:24:59.947788] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:24:59.994770] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.56%, Actual: 0.67%
[2025-11-25T12:25:00.029732] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:00.086032] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 1.5s | Global ETA: 8m 27s
[2025-11-25T12:25:00.086295] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:25:00.087311] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:00.087453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:00.092798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:00.094603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:00.095178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:00.095669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:00.096604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:00.097275] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 1.14% | Symbol ETA: 8.8s | Global ETA: 8m 27s
[2025-11-25T12:25:00.097546] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:25:00.098436] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:00.098584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:00.103700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:00.104852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:00.105280] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.25% | Symbol ETA: 41.3s | Global ETA: 8m 27s
[2025-11-25T12:25:00.105584] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:25:00.105932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:25:00.106455] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:00.106533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:00.106782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:00.111356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:00.113241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:00.113830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:00.114355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:00.115305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:00.180197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:25:00.182050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:00.186048] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.53%, Actual: 0.41%
[2025-11-25T12:25:00.186462] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 53.7838%
[2025-11-25T12:25:00.186621] [INFO ] [main      ] CBT: KEPT add_range_volume_efficiency (score: 53.78%)
[2025-11-25T12:25:00.186857] [INFO ] [main      ] CBT: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:25:00.186973] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:25:00.187109] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:25:00.201802] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:00.202405] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:25:00.203445] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:00.203594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:00.204484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:00.207044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:25:00.212023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:00.257163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:25:00.387188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:00.605439] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:25:00.609888] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:25:00.650929] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:25:00.792211] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:00.838180] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:00.859026] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.37% | Symbol ETA: 8.3s | Global ETA: 8m 27s
[2025-11-25T12:25:00.859338] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:25:00.860272] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:00.860439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:00.865952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:00.867112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:00.868329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:25:00.869064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:00.924489] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:00.964379] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.76% | Symbol ETA: 10.3s | Global ETA: 8m 27s
[2025-11-25T12:25:00.964536] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:25:00.965348] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:00.965467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:00.966220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:00.968701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:25:00.972922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:01.017809] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:25:01.061113] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 0.8s | Global ETA: 8m 27s
[2025-11-25T12:25:01.198849] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:01.234679] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: -2.05%, Actual: 0.70%
[2025-11-25T12:25:01.331894] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:25:01.359968] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.60% | Symbol ETA: 40.7s | Global ETA: 8m 27s
[2025-11-25T12:25:01.360139] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:25:01.360812] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:25:01.360907] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:01.360982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:01.365687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:01.367452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:01.367952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:01.368402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:01.369270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:01.406786] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 0.20%
[2025-11-25T12:25:01.496506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:25:01.511501] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:01.532380] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:01.558917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:01.578964] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -2.95%, Actual: 2.33%
[2025-11-25T12:25:01.594147] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 7.6s | Global ETA: 8m 27s
[2025-11-25T12:25:01.641820] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -3.29% | Symbol ETA: 9.2s | Global ETA: 8m 27s
[2025-11-25T12:25:01.642132] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:25:01.643207] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:01.643352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:01.644151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:01.646399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:25:01.651015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:01.753087] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.76%, Actual: 0.97%
[2025-11-25T12:25:01.765220] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.02%, Actual: 0.44%
[2025-11-25T12:25:01.923060] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:25:01.944378] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.67%
[2025-11-25T12:25:01.949404] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.87%, Actual: 1.23%
[2025-11-25T12:25:02.005445] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:25:02.107338] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:02.127140] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.25%, Actual: 0.23%
[2025-11-25T12:25:02.131364] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.01%, Actual: 0.19%
[2025-11-25T12:25:02.177933] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:02.270006] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.41% | Symbol ETA: 39.7s | Global ETA: 8m 27s
[2025-11-25T12:25:02.270355] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:25:02.271481] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:02.271639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:02.277818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:02.280171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:02.280869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:02.281562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:02.282703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:02.306797] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 1.22% | Symbol ETA: 8.3s | Global ETA: 8m 27s
[2025-11-25T12:25:02.306949] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:25:02.307784] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:02.307882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:02.308601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:02.310889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:25:02.315111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:02.323519] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 2.22%
[2025-11-25T12:25:02.350001] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 0.33%
[2025-11-25T12:25:02.423710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:25:02.483561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:02.508743] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 1.76%
[2025-11-25T12:25:02.519120] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 0.51%
[2025-11-25T12:25:02.674547] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:25:02.687941] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 0.30%
[2025-11-25T12:25:02.702526] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 0.23%
[2025-11-25T12:25:02.854937] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.74%
[2025-11-25T12:25:02.862818] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:02.898883] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.34%, Actual: 0.73%
[2025-11-25T12:25:02.899197] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 42.0924%
[2025-11-25T12:25:02.899343] [INFO ] [main      ] AGM: DISCARDED add_volume_dispersion (score: 42.09%)
[2025-11-25T12:25:02.899405] [INFO ] [main      ] AGM: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:25:02.899453] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_volume_flow_differentials']
[2025-11-25T12:25:02.899506] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:25:02.916494] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:02.917157] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:25:02.917858] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:25:02.918288] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:02.918376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:02.924094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:02.926476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:02.927164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:02.927667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:02.928803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:02.994090] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 4.97% | Symbol ETA: 7.6s | Global ETA: 8m 28s
[2025-11-25T12:25:02.994242] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:25:02.995039] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:02.995174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:02.995881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:02.998225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:25:03.002262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:03.021991] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 1.14%, Actual: 0.21%
[2025-11-25T12:25:03.025402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:25:03.028635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:03.101721] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:03.203744] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.37%, Actual: 0.13%
[2025-11-25T12:25:03.264041] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.89% | Symbol ETA: 38.8s | Global ETA: 8m 28s
[2025-11-25T12:25:03.264334] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:25:03.265209] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:03.265353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:03.270286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:03.272180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:03.272784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:03.273316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:03.274299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:03.366918] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:25:03.378391] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.21%, Actual: 0.38%
[2025-11-25T12:25:03.378757] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 33.5405%
[2025-11-25T12:25:03.378920] [INFO ] [main      ] CMSC: DISCARDED add_overnight_gap_amplitude (score: 33.54%)
[2025-11-25T12:25:03.379040] [INFO ] [main      ] CMSC: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:25:03.379149] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_overnight_gap_mag']
[2025-11-25T12:25:03.379258] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:25:03.392402] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:03.392984] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:25:03.393913] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:03.394054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:03.399005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:03.400058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:03.399879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:25:03.401033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:25:03.401773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:03.409609] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:25:03.457900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:03.541954] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:03.585181] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:03.665799] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 6.9s | Global ETA: 8m 28s
[2025-11-25T12:25:03.666128] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:25:03.667035] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:03.667180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:03.667993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:03.670241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:25:03.674350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:03.727247] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 0.96% | Symbol ETA: 7.9s | Global ETA: 8m 28s
[2025-11-25T12:25:03.727430] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:25:03.728235] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:03.728329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:03.733252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:03.735273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:03.735874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:03.736359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:03.737361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:03.738390] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:25:03.827183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:25:03.830674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:03.831706] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:25:03.907906] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:03.971756] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 12.7s | Global ETA: 8m 28s
[2025-11-25T12:25:03.972044] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:25:03.972888] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:03.973030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:03.979064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:03.980612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:03.981893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:25:03.982904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:04.002380] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:04.024728] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:25:04.153033] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.16% | Symbol ETA: 37.9s | Global ETA: 8m 28s
[2025-11-25T12:25:04.153187] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:25:04.153988] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:04.154064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:04.158925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:04.160772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:04.161264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:04.161729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:04.162585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:04.185311] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:25:04.201994] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:04.289559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:25:04.326387] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: -0.27% | Symbol ETA: 6.2s | Global ETA: 8m 28s
[2025-11-25T12:25:04.326709] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:25:04.327571] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:04.327730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:04.328528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:04.329291] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:25:04.330704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:25:04.334798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:04.354365] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:04.357689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:04.495420] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -3.12% | Symbol ETA: 6.9s | Global ETA: 8m 28s
[2025-11-25T12:25:04.495587] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:25:04.496362] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:04.496579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:04.499513] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:04.501506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:04.503346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:04.503920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:04.504390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:04.505349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:04.569075] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 12.2s | Global ETA: 8m 28s
[2025-11-25T12:25:04.569251] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:25:04.570122] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:04.570205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:04.575362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:04.576460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:04.577561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:25:04.578318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:04.591456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:25:04.594434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:04.687886] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:25:04.697921] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:25:04.861371] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:04.876606] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:04.942199] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:25:04.944321] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:25:04.987955] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -0.94% | Symbol ETA: 5.5s | Global ETA: 8m 28s
[2025-11-25T12:25:04.988268] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:25:04.989186] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:04.989333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:04.990164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:04.992435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:25:04.996680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:05.029925] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.95% | Symbol ETA: 37.0s | Global ETA: 8m 28s
[2025-11-25T12:25:05.123127] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:05.126161] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:05.190712] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.31% | Symbol ETA: 11.7s | Global ETA: 8m 28s
[2025-11-25T12:25:05.191016] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:25:05.191904] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:05.192053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:05.197051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:05.198290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:05.199474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:25:05.200355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:05.212988] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.19%, Actual: 0.34%
[2025-11-25T12:25:05.270072] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -1.77% | Symbol ETA: 6.1s | Global ETA: 8m 28s
[2025-11-25T12:25:05.270240] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:25:05.271016] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:05.271229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:05.276062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:05.277935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:05.278519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:05.279005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:05.279973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:05.336529] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:25:05.363805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:25:05.366728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:05.399122] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 0.73%
[2025-11-25T12:25:05.505505] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:05.562042] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:25:05.593106] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.40%, Actual: 1.37%
[2025-11-25T12:25:05.630942] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 3.83% | Symbol ETA: 4.8s | Global ETA: 8m 28s
[2025-11-25T12:25:05.631244] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:25:05.632091] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:05.632232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:05.632980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:05.635177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:25:05.639094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:05.702200] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:25:05.738997] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:05.766021] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.28%, Actual: 0.47%
[2025-11-25T12:25:05.803947] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 11.1s | Global ETA: 8m 28s
[2025-11-25T12:25:05.804096] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:25:05.804874] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:05.804958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:05.809757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:05.810709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:05.811678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:25:05.812368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:05.871836] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:05.937267] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.25%, Actual: 0.86%
[2025-11-25T12:25:06.001750] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:25:06.016489] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: 1.55% | Symbol ETA: 5.2s | Global ETA: 8m 28s
[2025-11-25T12:25:06.016633] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:25:06.017411] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:06.017487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:06.022244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:06.024005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:06.024475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:06.024879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:06.025754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:06.107125] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.60%, Actual: 0.41%
[2025-11-25T12:25:06.109343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:25:06.112130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:06.150489] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:25:06.172255] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:06.291905] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.41%, Actual: 1.43%
[2025-11-25T12:25:06.293072] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 6.78% | Symbol ETA: 4.1s | Global ETA: 8m 28s
[2025-11-25T12:25:06.293374] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:25:06.294221] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:06.294362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:06.295145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:06.297305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:25:06.301230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:06.319593] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:06.383921] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.41% | Symbol ETA: 10.5s | Global ETA: 8m 28s
[2025-11-25T12:25:06.384222] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:25:06.385081] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:06.385229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:06.390128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:06.391153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:06.392142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:25:06.392917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:06.450261] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:25:06.468167] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 0.73%
[2025-11-25T12:25:06.618152] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:06.639163] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:25:06.640732] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.16%, Actual: 1.06%
[2025-11-25T12:25:06.729814] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:25:06.758243] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -3.66% | Symbol ETA: 4.4s | Global ETA: 8m 28s
[2025-11-25T12:25:06.758377] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:25:06.759137] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:06.759213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:06.763949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:06.765691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:06.766171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:06.766565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:06.767446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:06.808064] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:06.850059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:25:06.852873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:06.873346] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.95%, Actual: 1.53%
[2025-11-25T12:25:06.873688] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 51.4950%
[2025-11-25T12:25:06.873908] [INFO ] [main      ] ALL: DISCARDED add_gap_resolution_state (score: 51.49%)
[2025-11-25T12:25:06.874029] [INFO ] [main      ] ALL: Testing feature 13/53: add_gaps
[2025-11-25T12:25:06.874136] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_gaps']
[2025-11-25T12:25:06.874248] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:25:06.887489] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:06.888128] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:25:06.889066] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:06.889225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:06.894277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:06.896439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:06.897151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:06.897699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:06.898144] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:06.898761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:06.929051] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.40% | Symbol ETA: 3.4s | Global ETA: 8m 28s
[2025-11-25T12:25:06.961944] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.72% | Symbol ETA: 9.9s | Global ETA: 8m 28s
[2025-11-25T12:25:06.962079] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:25:06.962874] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:06.962948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:06.967802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:06.968821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:06.969828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:25:06.970503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:07.023835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:25:07.025109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:07.099708] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.76%, Actual: 1.13%
[2025-11-25T12:25:07.194452] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:25:07.289329] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -3.29%, Actual: 2.96%
[2025-11-25T12:25:07.309257] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:25:07.364382] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:07.370233] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:25:07.463547] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 1.22%, Actual: 0.65%
[2025-11-25T12:25:07.479474] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:07.499635] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.30% | Symbol ETA: 3.6s | Global ETA: 8m 28s
[2025-11-25T12:25:07.499797] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:25:07.500535] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:07.500605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:07.505407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:07.507233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:07.507814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:07.508263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:07.509220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:07.542442] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:07.542843] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 9.3s | Global ETA: 8m 28s
[2025-11-25T12:25:07.542962] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:25:07.543726] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:07.543800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:07.548566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:07.549502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:07.550468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:25:07.551172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:07.592947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:25:07.595852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:07.640245] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 4.97%, Actual: 1.15%
[2025-11-25T12:25:07.702341] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 44.3s | Global ETA: 8m 28s
[2025-11-25T12:25:07.702661] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:25:07.703504] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:07.703660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:07.708528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:07.710637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:07.711216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:07.711759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:07.712708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:07.823961] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.31%, Actual: 0.81%
[2025-11-25T12:25:07.834190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:25:07.835210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:07.891880] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:25:07.938516] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:25:08.003923] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.36%
[2025-11-25T12:25:08.065845] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:08.110850] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:08.127851] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 8.7s | Global ETA: 8m 28s
[2025-11-25T12:25:08.128138] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:25:08.129004] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:08.129150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:08.133993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:08.135020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:08.136287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:25:08.137076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:08.174770] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -0.94%, Actual: 1.98%
[2025-11-25T12:25:08.179950] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:25:08.256391] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 0.96% | Symbol ETA: 2.9s | Global ETA: 8m 28s
[2025-11-25T12:25:08.256535] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:25:08.257383] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:08.257460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:08.262371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:08.264149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:08.264777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:08.265246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:08.266264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:08.348738] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:08.349341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:25:08.352408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:08.362499] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 3.83%, Actual: 1.35%
[2025-11-25T12:25:08.478827] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:25:08.511019] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 43.5s | Global ETA: 8m 28s
[2025-11-25T12:25:08.511331] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:25:08.512136] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:08.512283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:08.517170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:08.519108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:08.519726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:08.520253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:08.521226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:08.535703] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 6.78%, Actual: 0.67%
[2025-11-25T12:25:08.654031] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:08.661922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:25:08.663168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:08.700616] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:25:08.711812] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.40%, Actual: 0.41%
[2025-11-25T12:25:08.712082] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 40.4320%
[2025-11-25T12:25:08.712304] [INFO ] [main      ] CBT: DISCARDED add_range_volume_efficiency_refinements (score: 40.43%)
[2025-11-25T12:25:08.712423] [INFO ] [main      ] CBT: Testing feature 39/53: add_regime
[2025-11-25T12:25:08.712534] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_regime']
[2025-11-25T12:25:08.712660] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:25:08.717823] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 8.1s | Global ETA: 8m 28s
[2025-11-25T12:25:08.718111] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:25:08.719020] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:08.719169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:08.724245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:08.725350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:08.726384] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:08.726448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:25:08.726855] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:25:08.727331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:08.727968] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:08.728108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:08.728945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:08.731126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:25:08.747457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:08.876618] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:09.005537] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:25:09.020451] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.17% | Symbol ETA: 2.1s | Global ETA: 8m 28s
[2025-11-25T12:25:09.020794] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:25:09.021704] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:09.021848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:09.027448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:09.029704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:09.030320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:09.030838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:09.031993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:09.076088] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:25:09.091731] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:25:09.129844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:25:09.133412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:09.176394] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:09.251326] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:09.266856] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:09.315856] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 7.5s | Global ETA: 8m 28s
[2025-11-25T12:25:09.323412] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 42.7s | Global ETA: 8m 28s
[2025-11-25T12:25:09.323730] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:25:09.324554] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:09.324720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:09.329689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:09.331605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:09.332199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:09.332737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:09.333699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:09.391575] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 3.64% | Symbol ETA: 9.1s | Global ETA: 8m 28s
[2025-11-25T12:25:09.391890] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:25:09.392723] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:09.392861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:09.393674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:09.395777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:25:09.411856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:09.455698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:25:09.456880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:09.499961] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.19%, Actual: 0.44%
[2025-11-25T12:25:09.502515] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:25:09.676803] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 0.67%
[2025-11-25T12:25:09.682856] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:09.794343] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:25:09.822214] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:25:09.830727] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 2.73% | Symbol ETA: 1.4s | Global ETA: 8m 29s
[2025-11-25T12:25:09.831032] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:25:09.831961] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:09.832050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:09.837193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:09.839272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:09.839824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:09.840329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:09.841364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:09.847172] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.23%
[2025-11-25T12:25:09.937438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:25:09.940905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:09.962235] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:09.992606] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:10.017747] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 0.33%
[2025-11-25T12:25:10.114158] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.45% | Symbol ETA: 41.8s | Global ETA: 8m 29s
[2025-11-25T12:25:10.114476] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:25:10.115417] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:10.115562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:10.120468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:10.120927] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 8.7s | Global ETA: 8m 29s
[2025-11-25T12:25:10.121090] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:25:10.121882] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:10.121965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:10.122286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:10.122696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:10.122952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:10.123399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:10.124293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:10.125010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:25:10.141079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:10.187332] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 0.51%
[2025-11-25T12:25:10.246182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:25:10.247452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:10.295813] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:25:10.355182] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 0.30%
[2025-11-25T12:25:10.462873] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:10.480035] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:25:10.524113] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.74%
[2025-11-25T12:25:10.596530] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:25:10.603220] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -0.56% | Symbol ETA: 0.6s | Global ETA: 8m 29s
[2025-11-25T12:25:10.649373] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:10.692966] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.21%
[2025-11-25T12:25:10.768520] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:10.775236] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 7.9s | Global ETA: 8m 29s
[2025-11-25T12:25:10.775539] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:25:10.776369] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:10.776511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:10.777309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:10.778094] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.96%, Actual: 0.70%
[2025-11-25T12:25:10.779490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:25:10.795285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:10.864489] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 0.13%
[2025-11-25T12:25:10.922304] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.37% | Symbol ETA: 41.0s | Global ETA: 8m 29s
[2025-11-25T12:25:10.922605] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:25:10.923435] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:10.923577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:10.928338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:10.932215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:10.932804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:10.933317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:10.934300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:10.954365] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -3.12%, Actual: 0.20%
[2025-11-25T12:25:11.037404] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 0.38%
[2025-11-25T12:25:11.037814] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 41.4709%
[2025-11-25T12:25:11.037975] [INFO ] [main      ] CMSC: DISCARDED add_overnight_gap_mag (score: 41.47%)
[2025-11-25T12:25:11.038091] [INFO ] [main      ] CMSC: Testing feature 29/53: add_pct_change
[2025-11-25T12:25:11.038198] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_pct_change']
[2025-11-25T12:25:11.038306] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:25:11.051529] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:11.052125] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:25:11.053047] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:11.053195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:11.054442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:25:11.055506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:11.058148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:11.059120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:11.060113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:25:11.062064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:11.128455] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.77%, Actual: 2.33%
[2025-11-25T12:25:11.133443] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:25:11.297332] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 1.55%, Actual: 0.97%
[2025-11-25T12:25:11.301800] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:11.398595] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:25:11.399351] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:25:11.424058] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 4.31% | Symbol ETA: 7.2s | Global ETA: 8m 29s
[2025-11-25T12:25:11.424214] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:25:11.425129] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:11.425271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:11.426027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:11.428192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:25:11.443749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:11.473081] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -3.66%, Actual: 1.23%
[2025-11-25T12:25:11.575540] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:11.590357] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:11.655037] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.30%, Actual: 0.19%
[2025-11-25T12:25:11.662883] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 12.1s | Global ETA: 8m 29s
[2025-11-25T12:25:11.663049] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:25:11.663991] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:11.664088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:11.669280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:11.670382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:11.671454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:25:11.673543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:11.730114] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.90% | Symbol ETA: 40.2s | Global ETA: 8m 29s
[2025-11-25T12:25:11.730424] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:25:11.731474] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:11.731673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:11.736694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:11.738904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:11.739536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:11.740084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:11.741078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:11.784811] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:25:11.856237] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 0.96%, Actual: 2.22%
[2025-11-25T12:25:11.864670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:25:11.865957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:11.960751] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:12.024013] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:25:12.045094] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.17%, Actual: 1.76%
[2025-11-25T12:25:12.084415] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -1.70% | Symbol ETA: 6.5s | Global ETA: 8m 29s
[2025-11-25T12:25:12.084579] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:25:12.085497] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:12.085656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:12.086349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:12.088475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:25:12.104285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:12.198533] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:12.214732] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:25:12.219945] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 2.73%, Actual: 0.23%
[2025-11-25T12:25:12.270088] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.02% | Symbol ETA: 11.4s | Global ETA: 8m 29s
[2025-11-25T12:25:12.270234] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:25:12.270995] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:12.271071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:12.275856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:12.276822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:12.277876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:25:12.279955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:12.386271] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:12.398884] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.56%, Actual: 0.73%
[2025-11-25T12:25:12.399407] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 42.9454%
[2025-11-25T12:25:12.399676] [INFO ] [main      ] AGM: DISCARDED add_volume_flow_differentials (score: 42.95%)
[2025-11-25T12:25:12.399838] [INFO ] [main      ] AGM: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:25:12.399981] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_volume_pressure_into_close']
[2025-11-25T12:25:12.400163] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:25:12.416443] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:12.417245] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:25:12.418375] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:12.418539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:12.424478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:12.426973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:12.427828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:12.428423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:12.429518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:12.442320] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:25:12.525168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:12.527689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:12.541518] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.97% | Symbol ETA: 39.4s | Global ETA: 8m 29s
[2025-11-25T12:25:12.541846] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:25:12.542740] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:12.542883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:12.547777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:12.549787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:12.550348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:12.550894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:12.551864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:12.612829] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:12.634212] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:25:12.673907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:25:12.675115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:12.734606] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: -1.96% | Symbol ETA: 5.8s | Global ETA: 8m 29s
[2025-11-25T12:25:12.734773] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:25:12.735519] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:12.735588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:12.736276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:12.738507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:25:12.754121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:12.807025] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:12.878235] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 10.8s | Global ETA: 8m 29s
[2025-11-25T12:25:12.878547] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:25:12.879409] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:12.879554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:12.884477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:12.885562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:12.886601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:25:12.888716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:12.898889] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:25:13.019505] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:25:13.087870] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:13.093014] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:25:13.190679] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:13.224393] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 1.70% | Symbol ETA: 7.6s | Global ETA: 8m 29s
[2025-11-25T12:25:13.224539] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:25:13.225330] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:13.225423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:13.225903] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:25:13.230328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:13.232127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:13.232686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:13.234597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:13.235524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:13.267629] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:13.322545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:13.324935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:13.339716] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 2.53% | Symbol ETA: 38.6s | Global ETA: 8m 29s
[2025-11-25T12:25:13.340008] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:25:13.340846] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:13.340988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:13.345818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:13.347627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:13.348188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:13.348762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:13.349711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:13.393160] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -3.31% | Symbol ETA: 5.1s | Global ETA: 8m 29s
[2025-11-25T12:25:13.393490] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:25:13.394340] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:13.394481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:13.395279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:13.396488] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:13.397615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:25:13.413917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:13.469212] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 10.2s | Global ETA: 8m 29s
[2025-11-25T12:25:13.469374] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:25:13.470154] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:13.470244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:13.470540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:25:13.471581] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:13.475102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:13.476083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:13.477088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:25:13.479079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:13.671590] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:25:13.764150] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:25:13.810996] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:25:13.817732] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:25:13.842487] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:13.938065] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:13.981773] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -2.31% | Symbol ETA: 6.6s | Global ETA: 8m 29s
[2025-11-25T12:25:13.981952] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:25:13.981713] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:13.982769] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:13.982991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:13.988084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:13.990085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:13.990682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:13.990887] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:13.991107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:13.992016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:14.062444] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.29% | Symbol ETA: 9.6s | Global ETA: 8m 29s
[2025-11-25T12:25:14.062609] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:25:14.063396] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:14.063485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:14.064209] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 4.11% | Symbol ETA: 4.5s | Global ETA: 8m 29s
[2025-11-25T12:25:14.064525] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:25:14.065491] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:14.065632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:14.066466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:14.068437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:14.068667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:25:14.069578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:14.070550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:25:14.072589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:14.079736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:14.081886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:14.084921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:14.132492] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: -0.59% | Symbol ETA: 37.8s | Global ETA: 8m 29s
[2025-11-25T12:25:14.132955] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:25:14.133998] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:14.134137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:14.138963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:14.140790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:14.141330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:14.141869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:14.142828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:14.267551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:25:14.268955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:14.417791] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:25:14.431792] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:25:14.437957] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:25:14.589509] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:14.610108] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:14.613676] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:14.615085] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:25:14.660126] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 9.0s | Global ETA: 8m 29s
[2025-11-25T12:25:14.660306] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:25:14.661115] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:14.661204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:14.666098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:14.667083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:14.668122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:25:14.670181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:14.742959] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 9.29% | Symbol ETA: 3.8s | Global ETA: 8m 29s
[2025-11-25T12:25:14.743274] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:25:14.744204] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:14.744355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:14.745177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:14.747366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:25:14.752499] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.07% | Symbol ETA: 5.8s | Global ETA: 8m 29s
[2025-11-25T12:25:14.752820] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:25:14.753664] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:14.753805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:14.758779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:14.760746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:14.761327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:14.761838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:14.762836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:14.763531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:14.790327] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:14.848073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:14.850237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:14.940782] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.60% | Symbol ETA: 37.0s | Global ETA: 8m 29s
[2025-11-25T12:25:15.015886] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:25:15.116728] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.88%, Actual: 0.34%
[2025-11-25T12:25:15.119931] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:25:15.185985] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:15.189030] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:25:15.257382] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 8.4s | Global ETA: 8m 29s
[2025-11-25T12:25:15.257533] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:25:15.258300] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:15.258372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:15.263135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:15.264102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:15.265082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:25:15.267202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:15.290688] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 0.73%
[2025-11-25T12:25:15.298915] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:15.364849] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:15.423615] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.64% | Symbol ETA: 3.1s | Global ETA: 8m 29s
[2025-11-25T12:25:15.464767] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -2.20%, Actual: 1.37%
[2025-11-25T12:25:15.502542] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.18% | Symbol ETA: 5.0s | Global ETA: 8m 29s
[2025-11-25T12:25:15.502867] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:25:15.503812] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:15.503961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:15.509054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:15.511230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:15.511864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:15.512350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:15.513274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:15.595195] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 3.64%, Actual: 1.13%
[2025-11-25T12:25:15.599631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:15.601904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:15.611436] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:25:15.641936] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.45%, Actual: 0.47%
[2025-11-25T12:25:15.765521] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 2.96%
[2025-11-25T12:25:15.782305] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:15.819390] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.37%, Actual: 0.86%
[2025-11-25T12:25:15.852667] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.66% | Symbol ETA: 7.8s | Global ETA: 8m 29s
[2025-11-25T12:25:15.852829] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:25:15.853738] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:15.853876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:15.858734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:15.859762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:15.860847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:25:15.862917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:15.936268] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 0.65%
[2025-11-25T12:25:15.953148] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:25:15.995584] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.90%, Actual: 0.41%
[2025-11-25T12:25:16.107992] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 4.31%, Actual: 1.15%
[2025-11-25T12:25:16.160854] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:16.169185] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.97%, Actual: 1.43%
[2025-11-25T12:25:16.222375] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:25:16.279924] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -1.70%, Actual: 0.81%
[2025-11-25T12:25:16.297834] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -4.70% | Symbol ETA: 4.3s | Global ETA: 8m 30s
[2025-11-25T12:25:16.298009] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:25:16.298906] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:16.298988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:16.304073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:16.306089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:16.306703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:16.307154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:16.308122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:16.343310] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 2.53%, Actual: 0.73%
[2025-11-25T12:25:16.394630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:16.396758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:16.402715] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:16.450315] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: -1.96%, Actual: 0.36%
[2025-11-25T12:25:16.473438] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: 0.26% | Symbol ETA: 7.2s | Global ETA: 8m 30s
[2025-11-25T12:25:16.473752] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:25:16.474593] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:16.474762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:16.479824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:16.480903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:16.481992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:25:16.484110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:16.511793] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: -0.59%, Actual: 1.06%
[2025-11-25T12:25:16.620512] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -3.31%, Actual: 1.98%
[2025-11-25T12:25:16.682345] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.60%, Actual: 1.53%
[2025-11-25T12:25:16.682772] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 38.7317%
[2025-11-25T12:25:16.682940] [INFO ] [main      ] ALL: DISCARDED add_gaps (score: 38.73%)
[2025-11-25T12:25:16.683056] [INFO ] [main      ] ALL: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-25T12:25:16.683162] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_intraday_skewness_proxies']
[2025-11-25T12:25:16.683274] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:25:16.696103] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:16.696724] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:25:16.697689] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:16.697830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:16.702661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:16.704560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:16.705136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:16.705678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:16.706612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:16.756713] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:25:16.793440] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 4.11%, Actual: 1.35%
[2025-11-25T12:25:16.825072] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:25:16.829587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:25:16.831240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:16.932864] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:16.971359] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 9.29%, Actual: 0.67%
[2025-11-25T12:25:17.000993] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:17.068128] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.94% | Symbol ETA: 3.5s | Global ETA: 8m 30s
[2025-11-25T12:25:17.068291] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:25:17.069128] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:17.069377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:17.071941] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 6.6s | Global ETA: 8m 30s
[2025-11-25T12:25:17.074520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:17.076751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:17.077455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:17.077982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:17.079018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:17.161575] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.64%, Actual: 0.41%
[2025-11-25T12:25:17.162017] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 34.6496%
[2025-11-25T12:25:17.162192] [INFO ] [main      ] CBT: DISCARDED add_regime (score: 34.65%)
[2025-11-25T12:25:17.162313] [INFO ] [main      ] CBT: Testing feature 40/53: add_regime_flags
[2025-11-25T12:25:17.162419] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_regime_flags']
[2025-11-25T12:25:17.162533] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:25:17.165033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:17.167314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:17.175829] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:25:17.176222] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:17.176682] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:25:17.177542] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:17.177659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:17.178548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:17.180741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:17.181943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:17.242825] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.22%, Actual: 0.44%
[2025-11-25T12:25:17.349805] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:17.414299] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 0.67%
[2025-11-25T12:25:17.508350] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 36.7s | Global ETA: 8m 30s
[2025-11-25T12:25:17.508493] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:25:17.509253] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:17.509329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:17.514041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:17.515785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:17.516255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:17.516707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:17.517579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:17.519929] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:25:17.526697] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:25:17.592033] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.43%, Actual: 0.23%
[2025-11-25T12:25:17.641589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:25:17.642907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:17.694068] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:17.696959] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:17.770112] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 0.33%
[2025-11-25T12:25:17.819689] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 6.84% | Symbol ETA: 8.6s | Global ETA: 8m 30s
[2025-11-25T12:25:17.819983] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:25:17.820826] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:17.820966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:17.821735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:17.823885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:17.825046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:17.827606] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -0.37% | Symbol ETA: 2.7s | Global ETA: 8m 30s
[2025-11-25T12:25:17.827938] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:25:17.828789] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:17.828933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:17.834177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:17.836083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:17.836677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:17.837182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:17.838145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:17.926428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:17.928777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:17.940727] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 0.51%
[2025-11-25T12:25:17.982153] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:25:18.111925] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 0.30%
[2025-11-25T12:25:18.151570] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:18.166141] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:25:18.288039] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:25:18.312758] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.66% | Symbol ETA: 35.9s | Global ETA: 8m 30s
[2025-11-25T12:25:18.313067] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:25:18.313947] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:18.314095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:18.319063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:18.321161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:18.321782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:18.322308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:18.323294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:18.335874] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:18.340751] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.74%
[2025-11-25T12:25:18.446558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:25:18.448098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:18.459051] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.31% | Symbol ETA: 7.9s | Global ETA: 8m 30s
[2025-11-25T12:25:18.459333] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:25:18.460181] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:18.460322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:18.461139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:18.463232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:18.464380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:18.465755] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:18.524476] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.66%, Actual: 0.21%
[2025-11-25T12:25:18.596971] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.43% | Symbol ETA: 1.9s | Global ETA: 8m 30s
[2025-11-25T12:25:18.597334] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:25:18.598212] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:18.598358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:18.603313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:18.605254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:18.605921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:18.606435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:18.607493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:18.694478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:18.696835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:18.696899] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: 0.26%, Actual: 0.13%
[2025-11-25T12:25:18.797370] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:25:18.801966] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:25:18.868781] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: -0.09%, Actual: 0.38%
[2025-11-25T12:25:18.869134] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 37.7886%
[2025-11-25T12:25:18.869379] [INFO ] [main      ] CMSC: DISCARDED add_pct_change (score: 37.79%)
[2025-11-25T12:25:18.869504] [INFO ] [main      ] CMSC: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:25:18.869612] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_preclose_acceleration_mag']
[2025-11-25T12:25:18.869740] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:25:18.884679] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:18.885457] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:25:18.886414] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:18.886553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:18.891657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:18.892734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:18.893818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:18.894954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:18.968729] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:18.972463] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:19.050142] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:25:19.088785] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 2.88% | Symbol ETA: 7.3s | Global ETA: 8m 30s
[2025-11-25T12:25:19.089018] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:25:19.089848] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:19.089986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:19.090769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:19.092894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:19.094044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:19.123074] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 35.1s | Global ETA: 8m 30s
[2025-11-25T12:25:19.123384] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:25:19.124435] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:19.124582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:19.129660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:19.131552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:19.132158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:19.132704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:19.133669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:19.227775] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:19.243162] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:25:19.257488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:25:19.259052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:19.359737] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.93% | Symbol ETA: 1.2s | Global ETA: 8m 30s
[2025-11-25T12:25:19.360042] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:25:19.360945] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:19.361092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:19.366003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:19.368014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:19.368672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:19.369152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:19.370131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:19.418430] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:19.431609] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:25:19.456789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:19.459182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:19.486100] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.10% | Symbol ETA: 11.6s | Global ETA: 8m 30s
[2025-11-25T12:25:19.486412] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:25:19.487300] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:19.487446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:19.492544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:19.493612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:19.494700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:19.495864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:19.597517] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:25:19.599982] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:19.721396] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -2.02% | Symbol ETA: 6.6s | Global ETA: 8m 30s
[2025-11-25T12:25:19.721705] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:25:19.722515] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:19.722863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:19.723613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:19.725730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:19.726884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:19.770210] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:19.813859] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:25:19.843284] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:25:19.920343] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 34.3s | Global ETA: 8m 30s
[2025-11-25T12:25:19.920660] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:25:19.921477] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:19.921623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:19.926453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:19.928315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:19.928917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:19.929435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:19.930386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:19.989897] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:20.020056] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:20.052311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:25:20.053939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:20.081229] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:25:20.086326] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 11.0s | Global ETA: 8m 30s
[2025-11-25T12:25:20.086627] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:25:20.087514] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:20.087688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:20.092628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:20.093705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:20.094791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:20.095892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:20.126126] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -1.43% | Symbol ETA: 0.4s | Global ETA: 8m 30s
[2025-11-25T12:25:20.269691] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:20.303520] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 1.70%, Actual: 0.70%
[2025-11-25T12:25:20.392266] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.41% | Symbol ETA: 6.0s | Global ETA: 8m 30s
[2025-11-25T12:25:20.392413] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:25:20.393175] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:20.393250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:20.393947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:20.396055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:20.397146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:20.399413] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:25:20.442561] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:25:20.481279] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -2.31%, Actual: 0.20%
[2025-11-25T12:25:20.579754] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:20.616610] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:20.659042] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 2.33%
[2025-11-25T12:25:20.681709] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 10.4s | Global ETA: 8m 30s
[2025-11-25T12:25:20.681952] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:25:20.682829] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:20.682969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:20.687784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:20.688839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:20.689878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:20.690980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:20.736010] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.34% | Symbol ETA: 33.5s | Global ETA: 8m 30s
[2025-11-25T12:25:20.736337] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:25:20.737307] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:20.737456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:20.742677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:20.742510] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:25:20.744517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:20.745127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:20.745684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:20.746776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:20.829376] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.18%, Actual: 0.97%
[2025-11-25T12:25:20.878356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:25:20.880194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:20.931796] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:20.999579] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -4.70%, Actual: 1.23%
[2025-11-25T12:25:21.031303] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:25:21.057116] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 4.64% | Symbol ETA: 5.4s | Global ETA: 8m 30s
[2025-11-25T12:25:21.057413] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:25:21.058303] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:21.058451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:21.059248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:21.061420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:21.062624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:21.172098] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.94%, Actual: 0.19%
[2025-11-25T12:25:21.198283] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:21.242059] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:25:21.262413] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.31% | Symbol ETA: 9.8s | Global ETA: 8m 30s
[2025-11-25T12:25:21.262560] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:25:21.263761] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:21.263834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:21.268717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:21.269987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:21.271131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:21.272288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:21.347821] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -0.37%, Actual: 2.22%
[2025-11-25T12:25:21.409478] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:25:21.418069] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:21.517081] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.43%, Actual: 1.76%
[2025-11-25T12:25:21.571903] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 32.7s | Global ETA: 8m 30s
[2025-11-25T12:25:21.572186] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:25:21.573074] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:21.573218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:21.578337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:21.580192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:21.580772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:21.581300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:21.582352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:21.582114] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:21.624859] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:25:21.686761] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.93%, Actual: 0.23%
[2025-11-25T12:25:21.704390] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.67% | Symbol ETA: 4.8s | Global ETA: 8m 30s
[2025-11-25T12:25:21.704717] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:25:21.705578] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:21.705766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:21.706561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:21.708028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:25:21.708791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:21.709673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:21.710028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:21.798091] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:21.860622] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -1.43%, Actual: 0.73%
[2025-11-25T12:25:21.861068] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 29.8367%
[2025-11-25T12:25:21.861251] [INFO ] [main      ] AGM: DISCARDED add_volume_pressure_into_close (score: 29.84%)
[2025-11-25T12:25:21.861368] [INFO ] [main      ] AGM: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:25:21.861476] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_volume_zscore']
[2025-11-25T12:25:21.861588] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:25:21.863126] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.34% | Symbol ETA: 9.2s | Global ETA: 8m 30s
[2025-11-25T12:25:21.863404] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:25:21.864206] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:21.864347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:21.869265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:21.870292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:21.871531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:21.872891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:21.878260] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:21.878874] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:25:21.879986] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:21.880140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:21.885162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:21.887311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:21.888011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:21.888516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:21.889506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:21.982615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:25:21.985498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:22.049025] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:25:22.060128] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:25:22.216369] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:25:22.216810] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:22.233016] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:22.328488] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:25:22.354764] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 0.97% | Symbol ETA: 4.1s | Global ETA: 8m 30s
[2025-11-25T12:25:22.355074] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:25:22.355952] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:22.356098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:22.356898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:22.359094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:22.360290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:22.369833] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.63% | Symbol ETA: 31.9s | Global ETA: 8m 30s
[2025-11-25T12:25:22.370125] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:25:22.371016] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:22.371154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:22.375926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:22.377860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:22.378404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:22.378967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:22.379957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:22.388020] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:22.452903] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 8.6s | Global ETA: 8m 30s
[2025-11-25T12:25:22.453062] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:25:22.453984] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:22.454127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:22.459202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:22.460268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:22.461347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:22.462487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:22.498523] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:22.500077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:25:22.501518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:22.635816] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 2.08% | Symbol ETA: 7.0s | Global ETA: 8m 30s
[2025-11-25T12:25:22.636112] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:25:22.636953] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:22.637130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:22.642134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:22.644060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:22.644625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:22.645121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:22.646107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:22.708847] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:25:22.730835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:25:22.732956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:22.803126] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:25:22.836906] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:25:22.880886] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:22.972946] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:23.000939] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 3.60% | Symbol ETA: 3.5s | Global ETA: 8m 31s
[2025-11-25T12:25:23.001223] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:25:23.002100] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:23.002245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:23.003041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:23.004693] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:23.005235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:23.006678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:23.039340] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 8.0s | Global ETA: 8m 31s
[2025-11-25T12:25:23.039630] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:25:23.040412] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:23.040551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:23.045692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:23.046727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:23.047817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:23.048920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:23.105156] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:25:23.155563] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.36% | Symbol ETA: 31.0s | Global ETA: 8m 31s
[2025-11-25T12:25:23.155848] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:25:23.156689] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:23.156829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:23.161587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:23.163465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:23.164045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:23.164557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:23.165505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:23.286544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:25:23.288143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:23.289522] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:23.361912] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:25:23.395993] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:25:23.433275] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.98% | Symbol ETA: 6.4s | Global ETA: 8m 31s
[2025-11-25T12:25:23.433580] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:25:23.434432] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:23.434580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:23.439948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:23.442044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:23.442678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:23.443176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:23.444195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:23.534221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:25:23.536294] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:23.536397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:23.566880] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:23.628002] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:25:23.630218] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.98% | Symbol ETA: 7.4s | Global ETA: 8m 31s
[2025-11-25T12:25:23.630423] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:25:23.631294] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:23.631436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:23.636598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:23.637807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:23.638909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:23.640066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:23.659479] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.63% | Symbol ETA: 2.8s | Global ETA: 8m 31s
[2025-11-25T12:25:23.799597] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:23.832556] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 6.84%, Actual: 1.13%
[2025-11-25T12:25:23.880480] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:25:23.953512] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.12% | Symbol ETA: 30.2s | Global ETA: 8m 31s
[2025-11-25T12:25:23.953850] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:25:23.954823] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:23.954976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:23.960384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:23.962398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:23.963005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:23.963531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:23.964625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:23.981127] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:25:24.005232] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.31%, Actual: 2.96%
[2025-11-25T12:25:24.054278] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:24.093422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:25:24.095087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:24.151380] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:24.180004] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 2.88%, Actual: 0.65%
[2025-11-25T12:25:24.192388] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 5.6s | Global ETA: 8m 31s
[2025-11-25T12:25:24.192712] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:25:24.193576] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:24.193795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:24.198894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:24.200880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:24.201469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:24.202009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:24.203071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:24.213123] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.32% | Symbol ETA: 6.8s | Global ETA: 8m 31s
[2025-11-25T12:25:24.213415] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:25:24.214257] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:24.214397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:24.219279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:24.220304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:24.221359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:24.222461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:24.291946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:25:24.294057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:24.353081] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -2.02%, Actual: 1.15%
[2025-11-25T12:25:24.458461] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:25:24.525738] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 0.81%
[2025-11-25T12:25:24.564128] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:25:24.633752] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:25:24.651516] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:24.698929] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 4.64%, Actual: 0.36%
[2025-11-25T12:25:24.736520] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:24.798792] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 6.2s | Global ETA: 8m 31s
[2025-11-25T12:25:24.802472] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:24.813355] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.33% | Symbol ETA: 29.4s | Global ETA: 8m 31s
[2025-11-25T12:25:24.880100] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.67%, Actual: 1.98%
[2025-11-25T12:25:24.933411] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.45% | Symbol ETA: 4.8s | Global ETA: 8m 31s
[2025-11-25T12:25:24.933732] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:25:24.934553] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:24.934715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:24.940894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:24.943691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:24.944475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:24.945168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:24.946540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:24.967560] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.10%, Actual: 0.44%
[2025-11-25T12:25:25.025934] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.03%, Actual: 0.34%
[2025-11-25T12:25:25.043668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:25:25.046304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:25.063459] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 0.97%, Actual: 1.35%
[2025-11-25T12:25:25.136269] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 0.67%
[2025-11-25T12:25:25.192143] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.66%, Actual: 0.73%
[2025-11-25T12:25:25.236017] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 3.60%, Actual: 0.67%
[2025-11-25T12:25:25.306680] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 0.23%
[2025-11-25T12:25:25.363367] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 1.37%
[2025-11-25T12:25:25.408779] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:25:25.409154] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.63%, Actual: 0.41%
[2025-11-25T12:25:25.409551] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 38.2214%
[2025-11-25T12:25:25.409698] [INFO ] [main      ] CBT: DISCARDED add_regime_flags (score: 38.22%)
[2025-11-25T12:25:25.409822] [INFO ] [main      ] CBT: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:25:25.409933] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:25:25.410073] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:25:25.424398] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:25.424883] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:25:25.425917] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:25.426067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:25.426870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:25.429090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:25.431011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:25.431614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:25.432800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:25.434495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:25.435573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:25:25.436359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:25.477528] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 0.33%
[2025-11-25T12:25:25.537417] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 0.47%
[2025-11-25T12:25:25.580261] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:25.649550] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 0.51%
[2025-11-25T12:25:25.706599] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.34%, Actual: 0.86%
[2025-11-25T12:25:25.725421] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -1.73% | Symbol ETA: 4.0s | Global ETA: 8m 31s
[2025-11-25T12:25:25.725761] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:25:25.726618] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:25.726779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:25.731857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:25.733775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:25.734350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:25.734863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:25.735865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:25.784875] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:25:25.822686] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.30%
[2025-11-25T12:25:25.823897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:25:25.826091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:25.875072] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 0.41%
[2025-11-25T12:25:25.958074] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:25.997907] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.74%
[2025-11-25T12:25:26.041349] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.63%, Actual: 1.43%
[2025-11-25T12:25:26.097936] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 3.08% | Symbol ETA: 8.5s | Global ETA: 8m 31s
[2025-11-25T12:25:26.098095] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:25:26.098893] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:26.098982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:26.099695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:26.101749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:26.103487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:26.104015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:26.105073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:26.106750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:26.107853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:25:26.108531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:26.167286] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:25:26.173495] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.98%, Actual: 0.21%
[2025-11-25T12:25:26.209005] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.36%, Actual: 0.73%
[2025-11-25T12:25:26.339324] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:26.346798] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.13%
[2025-11-25T12:25:26.374463] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.12%, Actual: 1.06%
[2025-11-25T12:25:26.454393] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:25:26.488399] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 1.15% | Symbol ETA: 3.3s | Global ETA: 8m 31s
[2025-11-25T12:25:26.488719] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:25:26.489539] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:26.489792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:26.494671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:26.496487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:26.497105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:26.497584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:26.498525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:26.518800] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.26%, Actual: 0.38%
[2025-11-25T12:25:26.519199] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 43.0395%
[2025-11-25T12:25:26.519372] [INFO ] [main      ] CMSC: DISCARDED add_preclose_acceleration_mag (score: 43.04%)
[2025-11-25T12:25:26.519518] [INFO ] [main      ] CMSC: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:25:26.519630] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_prev_1100_to_open']
[2025-11-25T12:25:26.519758] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:25:26.533173] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:26.533763] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:25:26.534726] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:26.534867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:26.539957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:26.540211] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.33%, Actual: 1.53%
[2025-11-25T12:25:26.540494] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 61.4188%
[2025-11-25T12:25:26.540674] [INFO ] [main      ] ALL: DISCARDED add_intraday_skewness_proxies (score: 61.42%)
[2025-11-25T12:25:26.540792] [INFO ] [main      ] ALL: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-25T12:25:26.540897] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_intraday_volatility_percentile']
[2025-11-25T12:25:26.541033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:26.541025] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:25:26.542076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:25:26.542831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:26.554148] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:26.554818] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:25:26.555699] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:26.555898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:26.560752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:26.562677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:26.563240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:26.563780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:26.564748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:26.583274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:25:26.585535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:26.626144] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:26.692128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:26.763373] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -0.91% | Symbol ETA: 7.8s | Global ETA: 8m 31s
[2025-11-25T12:25:26.763688] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:25:26.764503] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:26.764666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:26.765417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:26.767541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:26.769341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:26.769936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:26.771060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:26.772778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:26.773910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:25:26.774685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:26.783542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:26.898906] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:25:26.944672] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:25:27.081195] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:27.111785] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:25:27.117082] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:27.126807] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:25:27.146838] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 11.1s | Global ETA: 8m 31s
[2025-11-25T12:25:27.147178] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:25:27.148514] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:27.148682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:27.153622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:27.154815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:27.155883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:25:27.156659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:27.256985] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: -0.74% | Symbol ETA: 2.5s | Global ETA: 8m 31s
[2025-11-25T12:25:27.257340] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:25:27.258242] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:27.258386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:27.263313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:27.265259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:27.265882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:27.266419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:27.267402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:27.280340] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:27.301911] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:27.353823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:25:27.356126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:27.412317] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: -2.67% | Symbol ETA: 7.1s | Global ETA: 8m 31s
[2025-11-25T12:25:27.412609] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:25:27.413509] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:27.413672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:27.414446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:27.416659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:27.418511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:27.419118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:27.420270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:27.422017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:27.423123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:25:27.423927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:27.458750] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 34.9s | Global ETA: 8m 31s
[2025-11-25T12:25:27.459055] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:25:27.459959] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:27.460102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:27.464975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:27.467068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:27.467680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:27.468193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:27.469165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:27.507639] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:25:27.596598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:27.685137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:27.689195] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:27.705675] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:25:27.755410] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 10.5s | Global ETA: 8m 31s
[2025-11-25T12:25:27.755577] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:25:27.756553] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:27.756664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:27.761904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:27.763067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:27.764100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:25:27.764921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:27.773438] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:25:27.879546] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:27.952301] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:28.010713] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: 1.14% | Symbol ETA: 1.7s | Global ETA: 8m 31s
[2025-11-25T12:25:28.011029] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:25:28.011954] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:28.012102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:28.017335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:28.019403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:28.020040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:28.020560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:28.021570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:28.028418] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:25:28.091405] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 2.55% | Symbol ETA: 6.5s | Global ETA: 8m 31s
[2025-11-25T12:25:28.091697] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:25:28.092864] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:28.093018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:28.093813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:28.095977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:28.098141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:28.098852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:28.100212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:28.102010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:28.103178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:25:28.104228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:28.110972] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:25:28.113309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:25:28.115660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:28.205713] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:28.290773] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:28.359799] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.18% | Symbol ETA: 9.9s | Global ETA: 8m 31s
[2025-11-25T12:25:28.359975] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:25:28.361026] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:28.361195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:28.368006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:28.369838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:28.371498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:25:28.372719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:28.394072] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 34.1s | Global ETA: 8m 31s
[2025-11-25T12:25:28.394264] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:25:28.395413] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:28.395514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:28.403286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:28.406262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:28.407070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:28.407754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:28.409074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:28.530381] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:25:28.577547] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:25:28.591478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:28.715073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:28.761616] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:28.845745] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:28.887002] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:25:28.935749] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: 0.89% | Symbol ETA: 6.0s | Global ETA: 8m 31s
[2025-11-25T12:25:28.936044] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:25:28.937079] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:28.937257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:28.938155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:28.940492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:28.942721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:28.943514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:28.944769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:28.946612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:28.948002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:25:28.948874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:29.034440] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 1.0s | Global ETA: 8m 31s
[2025-11-25T12:25:29.034843] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:25:29.036425] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:29.036694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:29.044898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:29.048291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:29.049368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:29.050094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:29.051571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:29.142349] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:29.160009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:25:29.162341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:29.211239] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:25:29.214927] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.45% | Symbol ETA: 9.6s | Global ETA: 8m 31s
[2025-11-25T12:25:29.215250] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:25:29.216181] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:29.216329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:29.221615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:29.222911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:29.224023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:25:29.224880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:29.348053] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:25:29.389611] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:29.523446] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:29.534895] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.52% | Symbol ETA: 33.7s | Global ETA: 8m 31s
[2025-11-25T12:25:29.535206] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:25:29.536138] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:29.536287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:29.541287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:29.543261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:29.543852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:29.544395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:29.545379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:29.571415] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:25:29.600917] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:25:29.650706] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 2.42% | Symbol ETA: 5.3s | Global ETA: 8m 31s
[2025-11-25T12:25:29.650850] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:25:29.651593] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:29.651701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:29.652400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:29.654545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:29.656423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:29.657039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:29.658167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:29.659868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:29.660991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:25:29.661768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:29.668300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:29.753957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:29.757751] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:29.793054] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:29.857794] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 8.9s | Global ETA: 8m 32s
[2025-11-25T12:25:29.858047] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:25:29.858894] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:29.859033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:29.863890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:29.864933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:29.865992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:25:29.866767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:29.901544] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -1.65% | Symbol ETA: 0.2s | Global ETA: 8m 32s
[2025-11-25T12:25:30.016015] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:25:30.084589] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 2.08%, Actual: 0.70%
[2025-11-25T12:25:30.098525] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:25:30.185429] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:30.208840] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:25:30.262747] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.98%, Actual: 0.20%
[2025-11-25T12:25:30.271624] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:30.312991] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -1.90% | Symbol ETA: 4.6s | Global ETA: 8m 32s
[2025-11-25T12:25:30.313276] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:25:30.314131] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:30.314278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:30.315076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:30.317368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:30.319178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:30.319778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:30.320915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:30.322609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:30.323770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:25:30.324537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:30.380405] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:30.419755] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 3.76% | Symbol ETA: 32.6s | Global ETA: 8m 32s
[2025-11-25T12:25:30.419922] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:25:30.420717] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:30.420800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:30.425777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:30.427788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:30.428377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:30.428924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:30.429900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:30.442006] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 2.33%
[2025-11-25T12:25:30.444528] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 8.2s | Global ETA: 8m 32s
[2025-11-25T12:25:30.444815] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:25:30.445665] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:30.445803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:30.450791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:30.451798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:30.452942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:25:30.453753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:30.551666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:30.617696] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.45%, Actual: 0.97%
[2025-11-25T12:25:30.637756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:30.665199] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:25:30.786003] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -1.73%, Actual: 1.23%
[2025-11-25T12:25:30.794448] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:25:30.839084] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:30.964876] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 1.15%, Actual: 0.19%
[2025-11-25T12:25:30.968613] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 3.9s | Global ETA: 8m 32s
[2025-11-25T12:25:30.968770] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:25:30.969562] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:30.969671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:30.970439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:30.970568] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:30.972955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:30.974878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:30.975395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:30.976535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:30.978333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:30.979507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:25:30.980302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:30.984426] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:25:31.033876] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 7.5s | Global ETA: 8m 32s
[2025-11-25T12:25:31.034031] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:25:31.034813] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:31.034898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:31.039757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:31.040783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:31.041822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:25:31.042762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:31.142384] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: -0.74%, Actual: 2.22%
[2025-11-25T12:25:31.155080] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:31.306609] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.04% | Symbol ETA: 31.5s | Global ETA: 8m 32s
[2025-11-25T12:25:31.306924] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:25:31.307817] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:31.307959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:31.312795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:31.314718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:31.315281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:31.315817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:31.316780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:31.317636] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 1.14%, Actual: 1.76%
[2025-11-25T12:25:31.324957] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:25:31.382711] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:25:31.440741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:31.490524] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.23%
[2025-11-25T12:25:31.496966] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:31.526126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:31.554217] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:31.617442] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 6.9s | Global ETA: 8m 32s
[2025-11-25T12:25:31.617722] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:25:31.618767] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:31.618928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:31.624488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:31.625570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:31.626619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:25:31.627468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:31.628912] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 7.61% | Symbol ETA: 3.2s | Global ETA: 8m 32s
[2025-11-25T12:25:31.629078] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:25:31.629970] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:31.630120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:31.630922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:31.633142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:31.635031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:31.635613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:25:31.636770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:25:31.638618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:25:31.639891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:25:31.640692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:31.666952] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -1.65%, Actual: 0.73%
[2025-11-25T12:25:31.667381] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 38.2336%
[2025-11-25T12:25:31.667557] [INFO ] [main      ] AGM: DISCARDED add_volume_zscore (score: 38.23%)
[2025-11-25T12:25:31.667690] [INFO ] [main      ] AGM: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:25:31.667799] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile', 'add_vwap_deviations']
[2025-11-25T12:25:31.667933] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:25:31.682246] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:31.683215] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 2
[2025-11-25T12:25:31.684218] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:31.684362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:31.689518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:31.691987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:31.692581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:31.693249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:31.694398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:31.782613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:25:31.789047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:31.876681] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:25:31.981384] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:25:31.988299] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:25:32.056821] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:32.158223] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-20
[2025-11-25T12:25:32.162119] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:32.177406] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:32.221937] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 30.5s | Global ETA: 8m 32s
[2025-11-25T12:25:32.222249] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:25:32.223114] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:32.223260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:32.225719] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 6.2s | Global ETA: 8m 32s
[2025-11-25T12:25:32.225915] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:25:32.226826] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:32.226971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:32.228283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:32.230238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:32.230832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:32.231369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:32.232191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:32.232369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:32.233287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:32.234391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:25:32.235220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:32.314341] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.32% | Symbol ETA: 2.5s | Global ETA: 8m 32s
[2025-11-25T12:25:32.333819] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:32.362230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:32.450079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:32.475849] [INFO ] [main      ] AGM: Lookback Days: 2, Magnitude: 2.11% | Symbol ETA: 7.1s | Global ETA: 8m 32s
[2025-11-25T12:25:32.476150] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 3
[2025-11-25T12:25:32.477037] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:32.477185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:32.482162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:32.484055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:32.484633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:32.485147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:32.486127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:32.486828] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 3.08%, Actual: 1.13%
[2025-11-25T12:25:32.573921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:25:32.580015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:32.584987] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:25:32.665076] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -0.91%, Actual: 2.96%
[2025-11-25T12:25:32.759350] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:32.792052] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:25:32.822193] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.22% | Symbol ETA: 5.6s | Global ETA: 8m 32s
[2025-11-25T12:25:32.844513] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: -2.67%, Actual: 0.65%
[2025-11-25T12:25:32.919149] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-19
[2025-11-25T12:25:32.966455] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:33.002174] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.18%, Actual: 0.44%
[2025-11-25T12:25:33.032075] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 2.55%, Actual: 1.15%
[2025-11-25T12:25:33.098459] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:33.126808] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.78% | Symbol ETA: 29.6s | Global ETA: 8m 32s
[2025-11-25T12:25:33.127123] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:25:33.128033] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:33.128191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:33.133349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:33.135545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:33.136336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:33.136891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:33.137893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:33.185389] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 0.67%
[2025-11-25T12:25:33.203515] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: 0.89%, Actual: 0.81%
[2025-11-25T12:25:33.244805] [INFO ] [main      ] AGM: Lookback Days: 3, Magnitude: -1.39% | Symbol ETA: 6.2s | Global ETA: 8m 32s
[2025-11-25T12:25:33.245096] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 4
[2025-11-25T12:25:33.245988] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:33.246147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:33.252000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:33.254047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:33.254707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:33.255237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:33.256245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:33.266176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:33.354323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:25:33.360633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:33.361785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:33.380825] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 2.42%, Actual: 0.36%
[2025-11-25T12:25:33.380998] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.18%, Actual: 0.23%
[2025-11-25T12:25:33.554769] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -1.90%, Actual: 1.98%
[2025-11-25T12:25:33.575785] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.45%, Actual: 0.33%
[2025-11-25T12:25:33.711437] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:25:33.729339] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 1.35%
[2025-11-25T12:25:33.734042] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-18
[2025-11-25T12:25:33.758521] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.31%, Actual: 0.51%
[2025-11-25T12:25:33.883259] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:33.902081] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 7.61%, Actual: 0.67%
[2025-11-25T12:25:33.906666] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:33.941153] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.30%
[2025-11-25T12:25:34.034549] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.88% | Symbol ETA: 28.6s | Global ETA: 8m 32s
[2025-11-25T12:25:34.034875] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:25:34.035743] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:34.035917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:34.041035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:34.041064] [INFO ] [main      ] AGM: Lookback Days: 4, Magnitude: 0.99% | Symbol ETA: 5.5s | Global ETA: 8m 32s
[2025-11-25T12:25:34.041375] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 5
[2025-11-25T12:25:34.042241] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:34.042384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:34.043019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:34.043596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:34.044147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:34.045174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:34.047415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:34.049356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:34.049958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:34.050437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:34.051387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:34.075609] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.32%, Actual: 0.41%
[2025-11-25T12:25:34.075836] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 34.4808%
[2025-11-25T12:25:34.075937] [INFO ] [main      ] CBT: DISCARDED add_return_volume_nonlinearity_proxies (score: 34.48%)
[2025-11-25T12:25:34.075989] [INFO ] [main      ] CBT: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:25:34.076026] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_shelf_lag']
[2025-11-25T12:25:34.076066] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:25:34.091126] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:34.091583] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:25:34.092424] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:34.092499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:34.093295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:34.095396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:25:34.096847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:34.122517] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.74%
[2025-11-25T12:25:34.147266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:25:34.153542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:34.174151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:34.263699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:34.301340] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 0.21%
[2025-11-25T12:25:34.441194] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:25:34.481031] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 0.13%
[2025-11-25T12:25:34.502793] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-17
[2025-11-25T12:25:34.605252] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:25:34.612659] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:34.657035] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 0.38%
[2025-11-25T12:25:34.657462] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 42.8056%
[2025-11-25T12:25:34.657662] [INFO ] [main      ] CMSC: DISCARDED add_prev_1100_to_open (score: 42.81%)
[2025-11-25T12:25:34.657797] [INFO ] [main      ] CMSC: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:25:34.657930] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_prev_close_to_1100']
[2025-11-25T12:25:34.658043] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:25:34.671764] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:34.672367] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:25:34.673310] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:34.673453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:34.678363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:34.679186] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:34.679460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:34.680542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:25:34.681327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:34.775963] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:34.820505] [INFO ] [main      ] AGM: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 4.7s | Global ETA: 8m 32s
[2025-11-25T12:25:34.820695] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 6
[2025-11-25T12:25:34.821609] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:34.821767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:34.826927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:34.828838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:34.829413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:34.829917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:34.830941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:34.867385] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: -2.15% | Symbol ETA: 9.3s | Global ETA: 8m 32s
[2025-11-25T12:25:34.867530] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:25:34.868336] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:34.868413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:34.869125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:34.871189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:25:34.872757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:34.920077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:25:34.924535] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 27.7s | Global ETA: 8m 32s
[2025-11-25T12:25:34.924828] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:25:34.925662] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:34.925747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:34.926267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:34.930560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:34.932340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:34.932934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:34.933445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:34.934397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:35.027802] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:25:35.055316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:35.138882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:35.203941] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:35.213238] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:25:35.270023] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.14% | Symbol ETA: 10.9s | Global ETA: 8m 32s
[2025-11-25T12:25:35.270333] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:25:35.271233] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:35.271376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:35.276518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:35.277765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:35.278899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:25:35.279716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:35.287970] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-14
[2025-11-25T12:25:35.383002] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:35.473042] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:35.479129] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:25:35.611877] [INFO ] [main      ] AGM: Lookback Days: 6, Magnitude: -2.78% | Symbol ETA: 3.9s | Global ETA: 8m 32s
[2025-11-25T12:25:35.612173] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 7
[2025-11-25T12:25:35.613007] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:35.613148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:35.618183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:35.620124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:35.620712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:35.621199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:35.622186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:35.624732] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:25:35.648026] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -1.71% | Symbol ETA: 8.5s | Global ETA: 8m 32s
[2025-11-25T12:25:35.648206] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:25:35.649298] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:35.649392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:35.650223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:35.650218] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:35.652417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:25:35.653939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:35.711482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:25:35.717972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:35.793729] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:35.797286] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.73% | Symbol ETA: 26.8s | Global ETA: 8m 32s
[2025-11-25T12:25:35.857906] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 10.3s | Global ETA: 8m 32s
[2025-11-25T12:25:35.858202] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:25:35.859082] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:35.859222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:35.864087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:35.865118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:35.866165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:25:35.866940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:35.968295] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.81%, Actual: 0.34%
[2025-11-25T12:25:36.001171] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:25:36.064366] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-13
[2025-11-25T12:25:36.142852] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 0.73%
[2025-11-25T12:25:36.170812] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:36.205353] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:25:36.238002] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:36.319340] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.52%, Actual: 1.37%
[2025-11-25T12:25:36.370877] [INFO ] [main      ] AGM: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 3.1s | Global ETA: 8m 32s
[2025-11-25T12:25:36.371142] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 8
[2025-11-25T12:25:36.371981] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:36.372122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:36.375608] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:36.376963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:36.378837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:36.379391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:36.379889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:36.380839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:36.414402] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: -2.13% | Symbol ETA: 7.7s | Global ETA: 8m 32s
[2025-11-25T12:25:36.414544] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:25:36.415298] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:36.415373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:36.416073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:36.418149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:25:36.419524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:36.440926] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 9.6s | Global ETA: 8m 32s
[2025-11-25T12:25:36.441080] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:25:36.441855] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:36.441960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:36.446704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:36.447874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:36.448941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:25:36.449716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:36.465714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:25:36.471879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:36.498453] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 3.76%, Actual: 0.47%
[2025-11-25T12:25:36.673988] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.04%, Actual: 0.86%
[2025-11-25T12:25:36.775775] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:25:36.789391] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:25:36.809360] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-12
[2025-11-25T12:25:36.844716] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.41%
[2025-11-25T12:25:36.948296] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:36.961307] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:36.978362] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:37.019667] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.78%, Actual: 1.43%
[2025-11-25T12:25:37.026934] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 9.0s | Global ETA: 8m 33s
[2025-11-25T12:25:37.027088] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:25:37.027859] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:37.027937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:37.032757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:37.033869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:37.034931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:25:37.035704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:37.117726] [INFO ] [main      ] AGM: Lookback Days: 8, Magnitude: 1.08% | Symbol ETA: 2.3s | Global ETA: 8m 33s
[2025-11-25T12:25:37.117871] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 9
[2025-11-25T12:25:37.118616] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:37.118705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:37.123468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:37.125357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:37.125968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:37.126441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:37.127435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:37.196600] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.88%, Actual: 0.73%
[2025-11-25T12:25:37.202880] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 2.65% | Symbol ETA: 7.0s | Global ETA: 8m 33s
[2025-11-25T12:25:37.203031] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:25:37.203806] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:37.204033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:37.204826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:37.207359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:25:37.208994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:37.214326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:25:37.220384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:37.367970] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 1.06%
[2025-11-25T12:25:37.390458] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:25:37.536679] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.73%, Actual: 1.53%
[2025-11-25T12:25:37.537033] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 44.5539%
[2025-11-25T12:25:37.537196] [INFO ] [main      ] ALL: DISCARDED add_intraday_volatility_percentile (score: 44.55%)
[2025-11-25T12:25:37.537310] [INFO ] [main      ] ALL: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-25T12:25:37.537416] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_last_hour_momentum_mag']
[2025-11-25T12:25:37.537527] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:25:37.549587] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:25:37.550534] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:37.551149] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:25:37.552010] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:37.552085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:37.557603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:37.559392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:37.559895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:37.560338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:37.561217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:37.561815] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-11
[2025-11-25T12:25:37.567743] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:37.632337] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 8.5s | Global ETA: 8m 33s
[2025-11-25T12:25:37.632476] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:25:37.633233] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:37.633308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:37.638123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:37.639100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:37.640078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:25:37.640769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:37.684519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:25:37.685285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:37.728264] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:37.734615] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:37.870792] [INFO ] [main      ] AGM: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 1.5s | Global ETA: 8m 33s
[2025-11-25T12:25:37.870974] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 10
[2025-11-25T12:25:37.871974] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:37.872142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:37.877590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:37.879604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:37.880235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:37.880781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:37.881819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:37.974362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:25:37.978661] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:25:37.981064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:38.015312] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -1.84% | Symbol ETA: 6.2s | Global ETA: 8m 33s
[2025-11-25T12:25:38.015463] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:25:38.016326] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:38.016405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:38.017200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:38.019372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:25:38.021004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:38.021334] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:25:38.148338] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:38.190782] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:38.212605] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 7.9s | Global ETA: 8m 33s
[2025-11-25T12:25:38.212918] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:25:38.213754] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:38.213892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:38.218933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:38.219959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:38.221011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:25:38.221773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:38.349588] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 34.3s | Global ETA: 8m 33s
[2025-11-25T12:25:38.349737] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:25:38.350492] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:38.350582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:38.352537] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-10
[2025-11-25T12:25:38.355441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:38.357350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:38.357920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:38.358435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:38.359390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:38.406680] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:25:38.484691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:25:38.485573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:38.538944] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:38.573910] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:25:38.589977] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:38.676825] [INFO ] [main      ] AGM: Lookback Days: 10, Magnitude: 2.23% | Symbol ETA: 0.8s | Global ETA: 8m 33s
[2025-11-25T12:25:38.676985] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 11
[2025-11-25T12:25:38.677847] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:38.677927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:38.683060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:38.684979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:25:38.685490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:38.685921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:38.686847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:25:38.741503] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:38.778241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:25:38.784928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:38.804821] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 7.3s | Global ETA: 8m 33s
[2025-11-25T12:25:38.804950] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:25:38.805724] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:38.805817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:38.810626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:38.811614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:38.812594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:25:38.813311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:38.826295] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:25:38.849105] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 1.12% | Symbol ETA: 5.5s | Global ETA: 8m 33s
[2025-11-25T12:25:38.849252] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:25:38.850023] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:38.850098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:38.850788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:38.853055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:25:38.854451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:38.999218] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:39.136415] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-07
[2025-11-25T12:25:39.154299] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:25:39.155203] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 33.5s | Global ETA: 8m 33s
[2025-11-25T12:25:39.155502] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:25:39.156368] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:39.156510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:39.161359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:39.163261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:39.163850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:39.164364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:39.165339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:39.199986] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:25:39.288437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:25:39.289504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:39.307050] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:39.325406] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:39.370165] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:39.389534] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 1.18% | Symbol ETA: 6.7s | Global ETA: 8m 33s
[2025-11-25T12:25:39.389856] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:25:39.390762] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:39.390911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:39.395888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:39.397107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:39.398188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:25:39.399000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:39.456024] [INFO ] [main      ] AGM: Lookback Days: 11, Magnitude: -1.29% | Symbol ETA: 0.0s | Global ETA: 8m 33s
[2025-11-25T12:25:39.614843] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.36% | Symbol ETA: 4.7s | Global ETA: 8m 33s
[2025-11-25T12:25:39.615009] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:25:39.615805] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:39.615892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:39.616603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:39.618751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:25:39.620321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:39.628719] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:25:39.644486] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 2.11%, Actual: 0.70%
[2025-11-25T12:25:39.739302] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:25:39.799223] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:39.815093] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -1.39%, Actual: 0.20%
[2025-11-25T12:25:39.909489] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:39.948581] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: 0.37% | Symbol ETA: 32.7s | Global ETA: 8m 33s
[2025-11-25T12:25:39.948892] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:25:39.949752] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:39.949895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:39.955057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:39.956963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:39.957548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:39.958096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:39.959126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:39.971420] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.36% | Symbol ETA: 6.1s | Global ETA: 8m 33s
[2025-11-25T12:25:39.971729] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:25:39.972562] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:39.972720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:39.977585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:39.978615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:39.979730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:25:39.979746] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:25:39.980490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:39.988783] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 2.33%
[2025-11-25T12:25:40.088398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:25:40.089347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:40.158129] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: -0.36%, Actual: 0.97%
[2025-11-25T12:25:40.165497] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:40.320020] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:25:40.327416] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -2.78%, Actual: 1.23%
[2025-11-25T12:25:40.429999] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 5.33% | Symbol ETA: 3.9s | Global ETA: 8m 33s
[2025-11-25T12:25:40.430154] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:25:40.431049] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:40.431127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:40.431896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:40.434259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:25:40.435747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:40.437910] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:25:40.492639] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:40.508125] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 0.19%
[2025-11-25T12:25:40.553358] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 5.5s | Global ETA: 8m 33s
[2025-11-25T12:25:40.609182] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:40.678300] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 1.08%, Actual: 2.22%
[2025-11-25T12:25:40.725795] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.14%, Actual: 0.44%
[2025-11-25T12:25:40.757847] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 3.49% | Symbol ETA: 31.9s | Global ETA: 8m 33s
[2025-11-25T12:25:40.758148] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:25:40.759025] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:40.759171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:40.764187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:40.766076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:40.766638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:40.767234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:40.768227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:40.805079] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:25:40.847137] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: -0.46%, Actual: 1.76%
[2025-11-25T12:25:40.894501] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 0.67%
[2025-11-25T12:25:40.896037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:25:40.897029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:40.976225] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:41.016427] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 2.23%, Actual: 0.23%
[2025-11-25T12:25:41.064353] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 0.23%
[2025-11-25T12:25:41.184733] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -1.29%, Actual: 0.73%
[2025-11-25T12:25:41.185069] [INFO ] [main      ] AGM: Magnitude Forecast Confidence: 37.4723%
[2025-11-25T12:25:41.185231] [INFO ] [main      ] AGM: DISCARDED add_vwap_deviations (score: 37.47%)
[2025-11-25T12:25:41.185349] [INFO ] [main      ] AGM: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:25:41.185457] [INFO ] [main      ] AGM: Best accuracy: 51.54%
[2025-11-25T12:25:41.185561] [INFO ] [main      ] AGM: Best feature set (6 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile']
[2025-11-25T12:25:41.185681] [INFO ] [main      ] AGM: Improvement over baseline: 13.29%
[2025-11-25T12:25:41.185781] [INFO ] [main      ] AGM: Total time: 8.1 minutes
[2025-11-25T12:25:41.185880] [INFO ] [main      ] AGM: Average time per feature: 9.4 seconds
[2025-11-25T12:25:41.185980] [INFO ] [main      ] AGM: Average speed: 0.11 features/sec
[2025-11-25T12:25:41.223655] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: -1.29% | Symbol ETA: 3.1s | Global ETA: 8m 33s
[2025-11-25T12:25:41.223814] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:25:41.224601] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:41.224693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:41.225438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:41.227664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:25:41.229313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:41.233065] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 0.33%
[2025-11-25T12:25:41.247735] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:25:41.353406] [DEBUG] [METRICS   ] AGM: 2025-11-21:2025-11-24: Predicted: 0.89%, Actual: 0.70%
[2025-11-25T12:25:41.405617] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 0.51%
[2025-11-25T12:25:41.420093] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:41.527951] [DEBUG] [METRICS   ] AGM: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 0.20%
[2025-11-25T12:25:41.571656] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.08% | Symbol ETA: 31.1s | Global ETA: 8m 33s
[2025-11-25T12:25:41.571908] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:25:41.572743] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:41.572887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:41.576516] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.50%, Actual: 0.30%
[2025-11-25T12:25:41.577699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:41.579558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:41.580162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:41.580700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:41.581669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:41.588897] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:25:41.703201] [DEBUG] [METRICS   ] AGM: 2025-11-19:2025-11-20: Predicted: -1.90%, Actual: 2.33%
[2025-11-25T12:25:41.706283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:25:41.707266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:41.748466] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.74%
[2025-11-25T12:25:41.777401] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:41.873922] [DEBUG] [METRICS   ] AGM: 2025-11-18:2025-11-19: Predicted: 1.64%, Actual: 0.97%
[2025-11-25T12:25:41.918607] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 1.18%, Actual: 0.21%
[2025-11-25T12:25:42.043331] [DEBUG] [METRICS   ] AGM: 2025-11-17:2025-11-18: Predicted: -3.54%, Actual: 1.23%
[2025-11-25T12:25:42.050486] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -5.71% | Symbol ETA: 2.3s | Global ETA: 8m 33s
[2025-11-25T12:25:42.059167] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:25:42.088630] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 0.13%
[2025-11-25T12:25:42.212698] [DEBUG] [METRICS   ] AGM: 2025-11-14:2025-11-17: Predicted: 2.25%, Actual: 0.19%
[2025-11-25T12:25:42.234573] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:42.245142] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: -2.15%, Actual: 1.13%
[2025-11-25T12:25:42.259592] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.26%, Actual: 0.38%
[2025-11-25T12:25:42.259896] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 43.0827%
[2025-11-25T12:25:42.260058] [INFO ] [main      ] CMSC: DISCARDED add_prev_close_to_1100 (score: 43.08%)
[2025-11-25T12:25:42.260175] [INFO ] [main      ] CMSC: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:25:42.260278] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_prev_close_to_open']
[2025-11-25T12:25:42.260384] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:25:42.273479] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:42.274219] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:25:42.275149] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:42.275295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:42.280197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:42.281238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:42.282217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:25:42.282990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:42.381865] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -2.17% | Symbol ETA: 30.3s | Global ETA: 8m 33s
[2025-11-25T12:25:42.382156] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:25:42.383001] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:42.383145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:42.384587] [DEBUG] [METRICS   ] AGM: 2025-11-13:2025-11-14: Predicted: 2.43%, Actual: 2.22%
[2025-11-25T12:25:42.388021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:42.389946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:42.390502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:42.391045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:42.392002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:42.449029] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -1.71%, Actual: 2.96%
[2025-11-25T12:25:42.513170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:25:42.514076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:42.559430] [DEBUG] [METRICS   ] AGM: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 1.76%
[2025-11-25T12:25:42.619686] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:25:42.635669] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: -2.13%, Actual: 0.65%
[2025-11-25T12:25:42.739478] [DEBUG] [METRICS   ] AGM: 2025-11-11:2025-11-12: Predicted: 0.20%, Actual: 0.23%
[2025-11-25T12:25:42.794020] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:42.816755] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 2.65%, Actual: 1.15%
[2025-11-25T12:25:42.852459] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:25:42.858005] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 10.0s | Global ETA: 8m 33s
[2025-11-25T12:25:42.858282] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:25:42.859130] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:42.859275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:42.864138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:42.865189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:42.866251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:25:42.867047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:42.915229] [DEBUG] [METRICS   ] AGM: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 0.73%
[2025-11-25T12:25:42.916043] [INFO ] [LOCAL     ] Saved configuration for AGM: 6 features, 51.54% accuracy -> ./output/feature-sets/AGM.json
[2025-11-25T12:25:42.917040] [INFO ] [main      ] Progress: 28/31 symbols completed (90.3%). AGM finished in 8m 17s. ETA: 6m 11s. Rate: 0.48 symbols/min
[2025-11-25T12:25:43.000011] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -1.84%, Actual: 0.81%
[2025-11-25T12:25:43.022748] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:43.176312] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.40% | Symbol ETA: 29.5s | Global ETA: 6m 11s
[2025-11-25T12:25:43.176463] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:25:43.177243] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:43.177325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:43.182053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:43.182964] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 1.12%, Actual: 0.36%
[2025-11-25T12:25:43.183805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:43.184303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:43.184792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:43.185661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:43.208381] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:25:43.306422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:25:43.307255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:43.361844] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.36%, Actual: 1.98%
[2025-11-25T12:25:43.377072] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:43.442106] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 9.4s | Global ETA: 6m 11s
[2025-11-25T12:25:43.442272] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:25:43.443047] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:43.443133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:43.447995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:43.448975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:43.449954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:25:43.450696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:43.544507] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 5.33%, Actual: 1.35%
[2025-11-25T12:25:43.648444] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:25:43.723410] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: -1.29%, Actual: 0.67%
[2025-11-25T12:25:43.791474] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:25:43.819472] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:43.912606] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -5.71%, Actual: 0.41%
[2025-11-25T12:25:43.912863] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 42.5625%
[2025-11-25T12:25:43.912971] [INFO ] [main      ] CBT: DISCARDED add_shelf_lag (score: 42.56%)
[2025-11-25T12:25:43.913035] [INFO ] [main      ] CBT: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:25:43.913081] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_signed_carry_history_11']
[2025-11-25T12:25:43.913131] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:25:43.928865] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:43.929303] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:25:43.930170] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:43.930250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:43.931002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:43.933151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:25:43.934555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:43.959858] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:43.964171] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 1.55% | Symbol ETA: 28.7s | Global ETA: 6m 11s
[2025-11-25T12:25:43.964323] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:25:43.965098] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:43.965177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:43.969905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:43.971672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:43.972162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:43.972612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:43.973492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:44.023979] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.31% | Symbol ETA: 8.8s | Global ETA: 6m 11s
[2025-11-25T12:25:44.024136] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:25:44.024912] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:44.024992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:44.029830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:44.030822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:44.031801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:25:44.032480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:44.098948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:25:44.099881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:44.281922] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:25:44.367675] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:25:44.440969] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:25:44.456794] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:44.536498] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:44.580246] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.54% | Symbol ETA: 8.2s | Global ETA: 6m 12s
[2025-11-25T12:25:44.580407] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:25:44.581327] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:44.581414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:44.582302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:44.584466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:25:44.585968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:44.601679] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 8.2s | Global ETA: 6m 12s
[2025-11-25T12:25:44.601829] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:25:44.602574] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:44.602676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:44.607490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:44.608476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:44.609460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:25:44.610162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:44.610197] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:44.757160] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.56% | Symbol ETA: 27.9s | Global ETA: 6m 12s
[2025-11-25T12:25:44.757310] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:25:44.758080] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:44.758166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:44.762904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:44.764662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:44.765152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:44.765599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:44.766662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:44.886757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:25:44.887605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:44.937243] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:25:44.949056] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:25:45.111880] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:45.115936] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:45.180219] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.41% | Symbol ETA: 7.7s | Global ETA: 6m 12s
[2025-11-25T12:25:45.180366] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:25:45.181135] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:45.181218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:45.185998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:45.186948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:45.187954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:25:45.188684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:45.228916] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:25:45.240409] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: 0.65% | Symbol ETA: 7.6s | Global ETA: 6m 12s
[2025-11-25T12:25:45.240566] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:25:45.241376] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:45.241459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:45.242212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:45.244391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:25:45.245883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:45.398572] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:45.524495] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:25:45.543004] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.80% | Symbol ETA: 27.1s | Global ETA: 6m 12s
[2025-11-25T12:25:45.593993] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:25:45.694270] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:45.713897] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.05%, Actual: 0.34%
[2025-11-25T12:25:45.758253] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.72% | Symbol ETA: 7.1s | Global ETA: 6m 12s
[2025-11-25T12:25:45.758410] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:25:45.759218] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:45.759300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:45.764140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:45.765121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:45.766090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:25:45.766784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:45.772474] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:45.882635] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 0.73%
[2025-11-25T12:25:45.898053] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 1.38% | Symbol ETA: 6.9s | Global ETA: 6m 12s
[2025-11-25T12:25:45.898214] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:25:45.898991] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:45.899072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:45.899778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:45.901824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:25:45.903269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:46.051491] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 1.37%
[2025-11-25T12:25:46.104035] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:25:46.222699] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 3.49%, Actual: 0.47%
[2025-11-25T12:25:46.250458] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:25:46.273219] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:46.336160] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 6.5s | Global ETA: 6m 12s
[2025-11-25T12:25:46.336319] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:25:46.337122] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:46.337202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:46.342010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:46.342974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:46.343939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:25:46.344618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:46.391973] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.08%, Actual: 0.86%
[2025-11-25T12:25:46.430022] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:46.560704] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 1.03% | Symbol ETA: 6.3s | Global ETA: 6m 12s
[2025-11-25T12:25:46.560879] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:25:46.561627] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:46.561744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:46.562433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:46.564553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:25:46.564618] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -2.17%, Actual: 0.41%
[2025-11-25T12:25:46.566036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:46.679130] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:25:46.739084] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.40%, Actual: 1.43%
[2025-11-25T12:25:46.847921] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:46.909836] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 5.9s | Global ETA: 6m 12s
[2025-11-25T12:25:46.909998] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:25:46.910835] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:46.910919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:46.912753] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 1.55%, Actual: 0.73%
[2025-11-25T12:25:46.916180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:46.917275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:46.918253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:25:46.918960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:46.926315] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:25:47.085719] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.56%, Actual: 1.06%
[2025-11-25T12:25:47.101356] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:47.231533] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: 1.41% | Symbol ETA: 5.6s | Global ETA: 6m 12s
[2025-11-25T12:25:47.231791] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:25:47.232730] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:47.232814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:47.233579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:47.235875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:25:47.237451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:47.257963] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:25:47.258617] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.80%, Actual: 1.53%
[2025-11-25T12:25:47.258888] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 45.1425%
[2025-11-25T12:25:47.259002] [INFO ] [main      ] ALL: DISCARDED add_last_hour_momentum_mag (score: 45.14%)
[2025-11-25T12:25:47.259064] [INFO ] [main      ] ALL: Testing feature 17/53: add_late_day_volatility
[2025-11-25T12:25:47.259119] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_late_day_volatility']
[2025-11-25T12:25:47.259174] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:25:47.271972] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:47.272435] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:25:47.273332] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:47.273414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:47.278271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:47.280132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:47.280636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:47.281113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:47.282008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:47.407113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:25:47.409264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:47.431170] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:47.493926] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 5.3s | Global ETA: 6m 12s
[2025-11-25T12:25:47.494087] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:25:47.494886] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:47.494966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:47.499892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:47.500890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:47.501889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:25:47.502583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:47.591916] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:25:47.756289] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:25:47.760148] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:47.876084] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:25:47.882116] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: -1.39% | Symbol ETA: 5.0s | Global ETA: 6m 12s
[2025-11-25T12:25:47.882277] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:25:47.883070] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:47.883154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:47.883855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:47.885908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:25:47.887333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:47.930893] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:48.046094] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:48.085064] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 29.2s | Global ETA: 6m 12s
[2025-11-25T12:25:48.085228] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:25:48.086043] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:48.086126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:48.090910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:48.092734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:48.093247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:48.093726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:48.094609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:48.108249] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 4.8s | Global ETA: 6m 12s
[2025-11-25T12:25:48.219386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:25:48.221544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:48.224283] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:25:48.280368] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.19%, Actual: 0.44%
[2025-11-25T12:25:48.394662] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:48.452189] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 0.67%
[2025-11-25T12:25:48.520096] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -3.18% | Symbol ETA: 4.3s | Global ETA: 6m 12s
[2025-11-25T12:25:48.520280] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:25:48.521390] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:48.521530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:48.522260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:48.524396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:25:48.525924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:48.567310] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:25:48.631935] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.23%
[2025-11-25T12:25:48.740979] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:48.809942] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 0.33%
[2025-11-25T12:25:48.866691] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:25:48.896849] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.19% | Symbol ETA: 28.4s | Global ETA: 6m 12s
[2025-11-25T12:25:48.897030] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:25:48.897854] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:48.898077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:48.902987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:48.904965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:48.905547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:48.906109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:48.907152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:48.988849] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 0.51%
[2025-11-25T12:25:49.031003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:25:49.033287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:49.036988] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:49.159949] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 4.41% | Symbol ETA: 3.6s | Global ETA: 6m 12s
[2025-11-25T12:25:49.160121] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:25:49.160971] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:49.161087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:49.161852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:49.163975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:25:49.165427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:49.169567] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 0.30%
[2025-11-25T12:25:49.344805] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.74%
[2025-11-25T12:25:49.373206] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:25:49.506554] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:25:49.525124] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.21%
[2025-11-25T12:25:49.542170] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:49.691902] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: 0.52% | Symbol ETA: 27.5s | Global ETA: 6m 12s
[2025-11-25T12:25:49.692068] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:25:49.692297] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:49.692839] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:49.692933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:49.697676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:49.699441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:49.699960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:49.700421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:49.701310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:49.702328] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 0.13%
[2025-11-25T12:25:49.810339] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.72% | Symbol ETA: 3.0s | Global ETA: 6m 12s
[2025-11-25T12:25:49.810529] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:25:49.811318] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:49.811409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:49.812115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:49.814171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:25:49.815576] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:49.828369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:25:49.830425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:49.878974] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 0.38%
[2025-11-25T12:25:49.879374] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 41.4709%
[2025-11-25T12:25:49.879521] [INFO ] [main      ] CMSC: DISCARDED add_prev_close_to_open (score: 41.47%)
[2025-11-25T12:25:49.879632] [INFO ] [main      ] CMSC: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:25:49.879731] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_prior_day_tail_pressure']
[2025-11-25T12:25:49.879804] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:25:49.895122] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:49.895777] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:25:49.896792] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:49.896889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:49.902156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:49.903263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:49.904309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:25:49.907288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:50.152137] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:25:50.169622] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:25:50.268509] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:25:50.324284] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:50.339875] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:50.445121] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -3.84% | Symbol ETA: 2.3s | Global ETA: 6m 12s
[2025-11-25T12:25:50.460435] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:50.490905] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.65% | Symbol ETA: 26.7s | Global ETA: 6m 12s
[2025-11-25T12:25:50.491088] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:25:50.491866] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:50.491957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:50.496675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:50.498558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:50.499077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:50.499543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:50.500437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:50.533333] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 10.1s | Global ETA: 6m 12s
[2025-11-25T12:25:50.533559] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:25:50.535312] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:50.535461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:50.540879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:50.541979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:50.543104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:25:50.546085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:50.613470] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.54%, Actual: 1.13%
[2025-11-25T12:25:50.625817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:25:50.628043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:50.788112] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: 0.65%, Actual: 2.96%
[2025-11-25T12:25:50.891608] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:25:50.961078] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 1.38%, Actual: 0.65%
[2025-11-25T12:25:50.963672] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:25:51.067283] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:51.132707] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:51.135863] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.49% | Symbol ETA: 9.3s | Global ETA: 6m 12s
[2025-11-25T12:25:51.136019] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:25:51.136812] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:51.136911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:51.136848] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 1.03%, Actual: 1.15%
[2025-11-25T12:25:51.141664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:51.142601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:51.143578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:25:51.146233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:51.283301] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.15% | Symbol ETA: 25.9s | Global ETA: 6m 12s
[2025-11-25T12:25:51.283465] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:25:51.284267] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:51.284352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:51.289195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:51.291064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:51.291564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:51.292040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:51.292947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:51.305419] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: 1.41%, Actual: 0.81%
[2025-11-25T12:25:51.416213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:25:51.418340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:51.473609] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: -1.39%, Actual: 0.36%
[2025-11-25T12:25:51.484958] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:25:51.642542] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -3.18%, Actual: 1.98%
[2025-11-25T12:25:51.655539] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:51.723270] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.38% | Symbol ETA: 8.6s | Global ETA: 6m 12s
[2025-11-25T12:25:51.723432] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:25:51.724222] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:51.724306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:51.731993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:51.733009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:51.733998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:25:51.736665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:51.766439] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:25:51.815823] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 4.41%, Actual: 1.35%
[2025-11-25T12:25:51.942766] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:51.985938] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.72%, Actual: 0.67%
[2025-11-25T12:25:52.075384] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:25:52.088848] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.88% | Symbol ETA: 25.1s | Global ETA: 6m 12s
[2025-11-25T12:25:52.089007] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:25:52.089818] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:52.089905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:52.094711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:52.096536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:52.097078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:52.097539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:52.098449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:52.154335] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -3.84%, Actual: 0.41%
[2025-11-25T12:25:52.154579] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 39.7354%
[2025-11-25T12:25:52.154707] [INFO ] [main      ] CBT: DISCARDED add_signed_carry_history_11 (score: 39.74%)
[2025-11-25T12:25:52.154772] [INFO ] [main      ] CBT: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:25:52.154824] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_sma_ratio']
[2025-11-25T12:25:52.154874] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:25:52.169328] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:52.169772] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:25:52.170687] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:52.170768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:52.171501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:52.173614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:25:52.174466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:52.221487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:25:52.223571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:52.243714] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:52.310707] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 8.0s | Global ETA: 6m 12s
[2025-11-25T12:25:52.310869] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:25:52.311632] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:52.311739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:52.316516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:52.317488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:52.318497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:25:52.321177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:52.515926] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:25:52.559180] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:25:52.658958] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:25:52.685896] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:52.729622] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:52.815001] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 1.47% | Symbol ETA: 7.5s | Global ETA: 6m 12s
[2025-11-25T12:25:52.815177] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:25:52.815991] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:52.816075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:52.816819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:52.818953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:25:52.819791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:52.826904] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:52.885464] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.04% | Symbol ETA: 24.3s | Global ETA: 6m 12s
[2025-11-25T12:25:52.885630] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:25:52.886456] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:52.886542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:52.891727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:52.893722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:52.893853] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 7.4s | Global ETA: 6m 12s
[2025-11-25T12:25:52.894019] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:25:52.894276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:52.894766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:52.894826] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:52.894902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:52.895679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:52.899709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:52.900661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:52.901616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:25:52.904297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:53.017065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:25:53.019193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:53.160869] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:25:53.247312] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:25:53.335228] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:53.369497] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:25:53.418451] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:53.459753] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -5.99% | Symbol ETA: 6.9s | Global ETA: 6m 12s
[2025-11-25T12:25:53.459902] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:25:53.460680] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:53.460783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:53.461470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:53.463562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:25:53.464349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:53.486389] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 6.8s | Global ETA: 6m 12s
[2025-11-25T12:25:53.486542] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:25:53.487389] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:53.487483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:53.492305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:53.493332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:53.494327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:25:53.497047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:53.546116] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:53.696996] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 23.5s | Global ETA: 6m 12s
[2025-11-25T12:25:53.697165] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:25:53.697951] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:53.698031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:53.702877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:53.704679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:53.705180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:53.705696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:53.706607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:53.807951] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:25:53.836229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:25:53.838397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:53.841043] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:25:53.983251] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:54.019341] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:54.088745] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 6.2s | Global ETA: 6m 13s
[2025-11-25T12:25:54.088915] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:25:54.089823] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:54.089908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:54.095005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:54.096119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:54.097195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:25:54.100188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:54.106893] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 6.2s | Global ETA: 6m 13s
[2025-11-25T12:25:54.107118] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:25:54.108269] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:54.108377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:54.109390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:54.111898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:25:54.112800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:54.189875] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:25:54.365864] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:54.457710] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:25:54.462209] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:25:54.520493] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.37% | Symbol ETA: 22.7s | Global ETA: 6m 13s
[2025-11-25T12:25:54.520679] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:25:54.521461] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:54.521547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:54.526496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:54.528475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:54.529008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:54.529458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:54.530381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:54.634077] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:54.634541] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:25:54.651733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:25:54.653909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:54.703128] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 5.6s | Global ETA: 6m 13s
[2025-11-25T12:25:54.703287] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:25:54.704334] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:54.704610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:54.709842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:54.710879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:54.711932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:25:54.714749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:54.761184] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 2.21% | Symbol ETA: 5.6s | Global ETA: 6m 13s
[2025-11-25T12:25:54.761360] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:25:54.762177] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:54.762260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:54.763010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:54.765209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:25:54.766062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:55.011154] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:25:55.068114] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:25:55.112403] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:25:55.187880] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:55.252346] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:55.305903] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:25:55.324665] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.25% | Symbol ETA: 5.0s | Global ETA: 6m 13s
[2025-11-25T12:25:55.324935] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:25:55.326712] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:55.326997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:55.333276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:55.334730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:55.335980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:25:55.338991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:55.341529] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.50% | Symbol ETA: 21.9s | Global ETA: 6m 13s
[2025-11-25T12:25:55.430037] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.26% | Symbol ETA: 5.0s | Global ETA: 6m 13s
[2025-11-25T12:25:55.430215] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:25:55.431003] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:55.431096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:55.431820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:55.433871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:25:55.434669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:55.516539] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.11%, Actual: 0.34%
[2025-11-25T12:25:55.692601] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.19%, Actual: 0.73%
[2025-11-25T12:25:55.710685] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:25:55.784915] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:25:55.867583] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: 0.52%, Actual: 1.37%
[2025-11-25T12:25:55.919458] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:55.956304] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:25:55.993613] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 4.4s | Global ETA: 6m 13s
[2025-11-25T12:25:56.044868] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.65%, Actual: 0.47%
[2025-11-25T12:25:56.075979] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 4.78% | Symbol ETA: 4.3s | Global ETA: 6m 13s
[2025-11-25T12:25:56.076155] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:25:56.076936] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:56.077051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:56.077809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:56.079938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:25:56.080756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:56.180885] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: 0.05%, Actual: 0.44%
[2025-11-25T12:25:56.222626] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.15%, Actual: 0.86%
[2025-11-25T12:25:56.385665] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.49%, Actual: 0.67%
[2025-11-25T12:25:56.392402] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.88%, Actual: 0.41%
[2025-11-25T12:25:56.428428] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:25:56.581940] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.04%, Actual: 1.43%
[2025-11-25T12:25:56.582301] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.38%, Actual: 0.23%
[2025-11-25T12:25:56.615385] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:25:56.745904] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -5.39% | Symbol ETA: 3.7s | Global ETA: 6m 13s
[2025-11-25T12:25:56.746098] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:25:56.747335] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:56.747461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:56.748491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:56.751246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:25:56.752214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:56.763966] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 0.33%
[2025-11-25T12:25:56.765727] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.43%, Actual: 0.73%
[2025-11-25T12:25:56.938461] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.37%, Actual: 1.06%
[2025-11-25T12:25:56.942388] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 0.51%
[2025-11-25T12:25:57.112440] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.50%, Actual: 1.53%
[2025-11-25T12:25:57.112698] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 49.2774%
[2025-11-25T12:25:57.112805] [INFO ] [main      ] ALL: DISCARDED add_late_day_volatility (score: 49.28%)
[2025-11-25T12:25:57.112865] [INFO ] [main      ] ALL: Testing feature 18/53: add_late_hour_microstructure
[2025-11-25T12:25:57.112908] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_late_hour_microstructure']
[2025-11-25T12:25:57.112992] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:25:57.122703] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 0.30%
[2025-11-25T12:25:57.127118] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:57.127810] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:25:57.128708] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:57.128786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:57.133569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:57.135422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:57.135944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:57.136399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:57.137313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:57.144225] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:25:57.261111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:25:57.264296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:57.293785] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.74%
[2025-11-25T12:25:57.325799] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:25:57.455763] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 3.15% | Symbol ETA: 3.0s | Global ETA: 6m 13s
[2025-11-25T12:25:57.455921] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:25:57.456722] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:57.456798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:57.457515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:57.459599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:25:57.460395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:57.465382] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.21%
[2025-11-25T12:25:57.606518] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:25:57.632326] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 0.13%
[2025-11-25T12:25:57.786285] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:57.802510] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.38%
[2025-11-25T12:25:57.802751] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 46.4206%
[2025-11-25T12:25:57.802847] [INFO ] [main      ] CMSC: DISCARDED add_prior_day_tail_pressure (score: 46.42%)
[2025-11-25T12:25:57.802903] [INFO ] [main      ] CMSC: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:25:57.802946] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_prior_mag_lag']
[2025-11-25T12:25:57.802993] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:25:57.806606] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:25:57.818699] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:25:57.819084] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:25:57.820141] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:57.820218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:57.825398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:57.826545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:57.827541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:25:57.829171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:57.962078] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.30% | Symbol ETA: 27.8s | Global ETA: 6m 13s
[2025-11-25T12:25:57.962269] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:25:57.963439] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:57.963559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:57.970932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:57.973734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:57.974490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:57.975190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:57.976572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:57.978552] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:25:58.101812] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 5.63% | Symbol ETA: 2.4s | Global ETA: 6m 13s
[2025-11-25T12:25:58.102026] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:25:58.102834] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:25:58.102910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:25:58.103617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:25:58.105694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:25:58.106501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:58.111072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:25:58.114297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:58.171791] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:25:58.347096] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:25:58.416056] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.14% | Symbol ETA: 9.6s | Global ETA: 6m 13s
[2025-11-25T12:25:58.416308] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:25:58.417624] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:58.417730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:58.422659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:58.423661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:58.424604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:25:58.426142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:58.456925] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:25:58.476567] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:25:58.629138] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:25:58.646346] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:58.754267] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.27% | Symbol ETA: 1.7s | Global ETA: 6m 13s
[2025-11-25T12:25:58.781464] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:25:58.807942] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 27.0s | Global ETA: 6m 13s
[2025-11-25T12:25:58.808103] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:25:58.809149] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:58.809228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:58.814345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:58.816155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:58.816882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:58.817360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:58.818254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:58.928796] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 1.47%, Actual: 1.13%
[2025-11-25T12:25:58.938930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:25:58.942008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:58.955887] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:25:59.028284] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 9.0s | Global ETA: 6m 13s
[2025-11-25T12:25:59.028438] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:25:59.029288] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:59.029369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:59.034387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:59.035896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:59.036977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:25:59.038629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:59.105687] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -5.99%, Actual: 2.96%
[2025-11-25T12:25:59.279399] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: -0.83%, Actual: 0.65%
[2025-11-25T12:25:59.314931] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:25:59.403407] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:25:59.449224] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 2.21%, Actual: 1.15%
[2025-11-25T12:25:59.486223] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:59.581290] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:25:59.621209] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 0.81%
[2025-11-25T12:25:59.638503] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.83% | Symbol ETA: 26.1s | Global ETA: 6m 13s
[2025-11-25T12:25:59.638680] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:25:59.639473] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:25:59.639555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:59.644361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:25:59.646199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:25:59.646720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:25:59.647196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:59.648098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:25:59.652396] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 8.5s | Global ETA: 6m 13s
[2025-11-25T12:25:59.652564] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:25:59.653391] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:25:59.653474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:25:59.658812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:25:59.659804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:25:59.660815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:25:59.662520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:59.771027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:25:59.774025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:25:59.793322] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 4.78%, Actual: 0.36%
[2025-11-25T12:25:59.965029] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -5.39%, Actual: 1.98%
[2025-11-25T12:26:00.034849] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:26:00.126598] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:26:00.148401] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 3.15%, Actual: 1.35%
[2025-11-25T12:26:00.205834] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:00.274829] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.28% | Symbol ETA: 7.9s | Global ETA: 6m 13s
[2025-11-25T12:26:00.275125] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:26:00.275994] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:00.276136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:00.282029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:00.283193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:00.284390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:26:00.286778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:00.342162] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 5.63%, Actual: 0.67%
[2025-11-25T12:26:00.365098] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:00.524573] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.27%, Actual: 0.41%
[2025-11-25T12:26:00.525014] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 38.2488%
[2025-11-25T12:26:00.525200] [INFO ] [main      ] CBT: DISCARDED add_sma_ratio (score: 38.25%)
[2025-11-25T12:26:00.525320] [INFO ] [main      ] CBT: Testing feature 45/53: add_true_range
[2025-11-25T12:26:00.525437] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_true_range']
[2025-11-25T12:26:00.525571] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:26:00.532726] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.01% | Symbol ETA: 25.4s | Global ETA: 6m 13s
[2025-11-25T12:26:00.532856] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:26:00.533712] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:00.533789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:00.540667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:00.541280] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:00.541906] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:26:00.542879] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:00.543017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:00.543836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:00.545594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:00.546153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:00.546089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:00.546607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:00.547549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:00.548293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:00.678364] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:26:00.692271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:26:00.695255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:00.852439] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:00.915525] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:26:00.923521] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 7.3s | Global ETA: 6m 13s
[2025-11-25T12:26:00.923799] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:26:00.924670] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:00.924811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:00.930929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:00.932094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:00.933189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:26:00.934885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:01.042785] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:26:01.097328] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:01.220099] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:01.228685] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 0.98% | Symbol ETA: 7.7s | Global ETA: 6m 13s
[2025-11-25T12:26:01.228839] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:26:01.229666] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:01.229742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:01.230454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:01.232520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:01.234279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:01.303439] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:26:01.388095] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.74% | Symbol ETA: 24.5s | Global ETA: 6m 13s
[2025-11-25T12:26:01.388239] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:26:01.389036] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:01.389116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:01.393931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:01.395728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:01.396216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:01.396691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:01.397577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:01.487155] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:01.519997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:26:01.522974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:01.557565] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.46% | Symbol ETA: 6.7s | Global ETA: 6m 13s
[2025-11-25T12:26:01.557750] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:26:01.558557] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:01.558663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:01.563542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:01.564527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:01.565518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:26:01.567197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:01.587070] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:26:01.767531] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:01.871193] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:26:01.902110] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -3.59% | Symbol ETA: 7.0s | Global ETA: 6m 13s
[2025-11-25T12:26:01.902274] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:26:01.903115] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:01.903196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:01.903933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:01.906021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:01.907819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:01.934040] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:26:02.044243] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:02.122149] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:02.192836] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 6.1s | Global ETA: 6m 13s
[2025-11-25T12:26:02.193006] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:26:02.193862] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:02.193943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:02.198111] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.68% | Symbol ETA: 23.7s | Global ETA: 6m 13s
[2025-11-25T12:26:02.198258] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:26:02.199226] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:02.199306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:02.199289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:02.200265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:02.201412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:26:02.203071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:02.204091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:02.205923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:02.206413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:02.206886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:02.207795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:02.263954] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:26:02.329420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:26:02.332433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:02.441053] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:02.560098] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:26:02.572061] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 1.63% | Symbol ETA: 6.3s | Global ETA: 6m 13s
[2025-11-25T12:26:02.572218] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:26:02.573000] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:02.573076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:02.573785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:02.576020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:02.578138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:02.680731] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:26:02.742509] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:02.815749] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 5.4s | Global ETA: 6m 13s
[2025-11-25T12:26:02.815903] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:26:02.816733] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:02.816812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:02.822396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:02.823544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:02.824562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:26:02.826309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:02.861829] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:02.993835] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:26:03.023019] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.52% | Symbol ETA: 22.8s | Global ETA: 6m 13s
[2025-11-25T12:26:03.023199] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:26:03.024216] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:03.024296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:03.029438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:03.031358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:03.032087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:03.032541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:03.033441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:03.153929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:26:03.156907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:03.165873] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:03.172914] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:26:03.291071] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 3.62% | Symbol ETA: 5.6s | Global ETA: 6m 14s
[2025-11-25T12:26:03.291232] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:26:03.292011] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:03.292090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:03.292808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:03.294854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:03.296586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:03.363458] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:03.431735] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.09% | Symbol ETA: 4.8s | Global ETA: 6m 14s
[2025-11-25T12:26:03.431887] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:26:03.432634] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:03.432739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:03.437621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:03.438746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:03.439771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:26:03.441460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:03.504201] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:26:03.665462] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:26:03.697661] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:03.802760] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:26:03.839324] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:03.861461] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 1.49% | Symbol ETA: 22.0s | Global ETA: 6m 14s
[2025-11-25T12:26:03.861617] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:26:03.862421] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:03.862503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:03.867405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:03.869207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:03.869757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:03.870345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:03.871309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:03.974528] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:03.974728] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -3.25% | Symbol ETA: 5.0s | Global ETA: 6m 14s
[2025-11-25T12:26:03.974885] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:26:03.975710] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:03.975790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:03.976722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:03.979117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:03.980955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:03.998701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:26:04.001866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:04.040821] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 4.2s | Global ETA: 6m 14s
[2025-11-25T12:26:04.213682] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.14%, Actual: 0.44%
[2025-11-25T12:26:04.336817] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:26:04.350929] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:26:04.390603] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 0.67%
[2025-11-25T12:26:04.516040] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:04.521588] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:04.563372] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.23%
[2025-11-25T12:26:04.638372] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 2.67% | Symbol ETA: 4.3s | Global ETA: 6m 14s
[2025-11-25T12:26:04.638542] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:26:04.639359] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:04.639440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:04.640166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:04.642320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:04.644181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:04.675876] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: -0.06% | Symbol ETA: 21.1s | Global ETA: 6m 14s
[2025-11-25T12:26:04.676031] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:26:04.676793] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:04.676871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:04.681597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:04.683334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:04.683841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:04.684289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:04.685168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:04.736420] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 0.33%
[2025-11-25T12:26:04.807318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:26:04.810331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:04.909111] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.51%
[2025-11-25T12:26:04.982752] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:26:05.079623] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.30%
[2025-11-25T12:26:05.149375] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:26:05.187528] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:05.248082] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.74%
[2025-11-25T12:26:05.310776] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -3.75% | Symbol ETA: 3.6s | Global ETA: 6m 14s
[2025-11-25T12:26:05.310936] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:26:05.311724] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:05.311802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:05.312495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:05.314555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:05.316307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:05.317582] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:05.417341] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.21%
[2025-11-25T12:26:05.464069] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.83% | Symbol ETA: 20.3s | Global ETA: 6m 14s
[2025-11-25T12:26:05.584984] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 0.13%
[2025-11-25T12:26:05.633667] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.30%, Actual: 0.34%
[2025-11-25T12:26:05.661999] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:26:05.755179] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.38%
[2025-11-25T12:26:05.755416] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 46.2161%
[2025-11-25T12:26:05.755523] [INFO ] [main      ] CMSC: DISCARDED add_prior_mag_lag (score: 46.22%)
[2025-11-25T12:26:05.755580] [INFO ] [main      ] CMSC: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:26:05.755632] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_range_overlap_v_prior_day']
[2025-11-25T12:26:05.755700] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:26:05.773730] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:05.774178] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:26:05.775082] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:05.775159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:05.780048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:05.781033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:05.781998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:26:05.784388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:05.815891] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 0.73%
[2025-11-25T12:26:05.846717] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:05.971886] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.61% | Symbol ETA: 2.9s | Global ETA: 6m 14s
[2025-11-25T12:26:05.972039] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:26:05.972836] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:05.972914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:05.973604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:05.975708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:05.977460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:06.004303] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.83%, Actual: 1.37%
[2025-11-25T12:26:06.128721] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:26:06.175075] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.01%, Actual: 0.47%
[2025-11-25T12:26:06.302472] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:06.320424] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:26:06.347225] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.74%, Actual: 0.86%
[2025-11-25T12:26:06.370685] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 9.2s | Global ETA: 6m 14s
[2025-11-25T12:26:06.370837] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:26:06.371634] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:06.371735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:06.376935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:06.378079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:06.379089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:26:06.381574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:06.493852] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:06.520847] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.68%, Actual: 0.41%
[2025-11-25T12:26:06.622889] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.13% | Symbol ETA: 2.2s | Global ETA: 6m 14s
[2025-11-25T12:26:06.623059] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:26:06.623870] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:06.623947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:06.624665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:06.626820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:06.628579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:06.699569] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.52%, Actual: 1.43%
[2025-11-25T12:26:06.786171] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:26:06.868557] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 1.49%, Actual: 0.73%
[2025-11-25T12:26:06.960246] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:06.974747] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:26:07.027355] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 8.9s | Global ETA: 6m 14s
[2025-11-25T12:26:07.027507] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:26:07.028300] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:07.028380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:07.033287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:07.034315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:07.035304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:26:07.036999] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: -0.06%, Actual: 1.06%
[2025-11-25T12:26:07.037845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:07.148784] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:07.206659] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.83%, Actual: 1.53%
[2025-11-25T12:26:07.206872] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 45.1659%
[2025-11-25T12:26:07.206999] [INFO ] [main      ] ALL: DISCARDED add_late_hour_microstructure (score: 45.17%)
[2025-11-25T12:26:07.207088] [INFO ] [main      ] ALL: Testing feature 19/53: add_late_session_pressure
[2025-11-25T12:26:07.207135] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_late_session_pressure']
[2025-11-25T12:26:07.207183] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:26:07.219305] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:07.219704] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:26:07.220523] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:07.220606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:07.225307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:07.227137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:07.227629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:07.228093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:07.228963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:07.276223] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.83% | Symbol ETA: 1.5s | Global ETA: 6m 14s
[2025-11-25T12:26:07.352086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:26:07.353335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:07.384680] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:26:07.448441] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 0.98%, Actual: 1.13%
[2025-11-25T12:26:07.558617] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:07.623397] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -3.59%, Actual: 2.96%
[2025-11-25T12:26:07.624163] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 8.2s | Global ETA: 6m 14s
[2025-11-25T12:26:07.624307] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:26:07.625084] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:07.625161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:07.629962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:07.630918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:07.631898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:26:07.634276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:07.702403] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:26:07.797820] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 1.63%, Actual: 0.65%
[2025-11-25T12:26:07.877761] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:07.969218] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 3.62%, Actual: 1.15%
[2025-11-25T12:26:07.972659] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:26:08.032076] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.41% | Symbol ETA: 26.4s | Global ETA: 6m 14s
[2025-11-25T12:26:08.032240] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:26:08.033034] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:08.033157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:08.037989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:08.039852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:08.040344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:08.040825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:08.041726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:08.143589] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:08.145765] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -3.25%, Actual: 0.81%
[2025-11-25T12:26:08.164222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:26:08.165498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:08.209249] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.47% | Symbol ETA: 7.5s | Global ETA: 6m 14s
[2025-11-25T12:26:08.209394] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:26:08.210192] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:08.210270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:08.215344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:08.216290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:08.217302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:26:08.219633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:08.322988] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 2.67%, Actual: 0.36%
[2025-11-25T12:26:08.498277] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -3.75%, Actual: 1.98%
[2025-11-25T12:26:08.514441] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:26:08.571814] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:26:08.676152] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.61%, Actual: 1.35%
[2025-11-25T12:26:08.686729] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:08.744290] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:08.813450] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 6.9s | Global ETA: 6m 14s
[2025-11-25T12:26:08.813626] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:26:08.814717] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:08.814800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:08.820146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:08.821288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:08.822315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:26:08.824794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:08.845988] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.61% | Symbol ETA: 25.6s | Global ETA: 6m 14s
[2025-11-25T12:26:08.846166] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:26:08.847149] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:08.847245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:08.853334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:08.855561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:08.855824] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.13%, Actual: 0.67%
[2025-11-25T12:26:08.856113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:08.856710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:08.857724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:09.007998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:26:09.009265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:09.028613] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.83%, Actual: 0.41%
[2025-11-25T12:26:09.028896] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 38.9579%
[2025-11-25T12:26:09.029014] [INFO ] [main      ] CBT: DISCARDED add_true_range (score: 38.96%)
[2025-11-25T12:26:09.029076] [INFO ] [main      ] CBT: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:26:09.029130] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_vol_of_vol']
[2025-11-25T12:26:09.029186] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:26:09.042753] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:09.043189] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:26:09.044088] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:09.044168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:09.044930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:09.047065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:09.048297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:09.171688] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:26:09.347049] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:26:09.356690] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:09.392888] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:26:09.424222] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 6.3s | Global ETA: 6m 14s
[2025-11-25T12:26:09.424380] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:26:09.425218] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:09.425299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:09.430439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:09.431519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:09.432541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:26:09.435182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:09.529474] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:09.568919] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:09.674980] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -2.23% | Symbol ETA: 24.8s | Global ETA: 6m 14s
[2025-11-25T12:26:09.675145] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:26:09.675948] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:09.676029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:09.680852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:09.682700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:09.683202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:09.683682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:09.684581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:09.691604] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.41% | Symbol ETA: 7.2s | Global ETA: 6m 14s
[2025-11-25T12:26:09.691778] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:26:09.692563] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:09.692669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:09.693379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:09.695468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:09.696675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:09.777320] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:26:09.808470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:26:09.809777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:09.949941] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:10.015617] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.18% | Symbol ETA: 5.7s | Global ETA: 6m 14s
[2025-11-25T12:26:10.015791] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:26:10.016548] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:10.016628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:10.021498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:10.022465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:10.023499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:26:10.025863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:10.041345] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:26:10.159433] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:26:10.213339] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:10.329068] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:10.339703] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -0.85% | Symbol ETA: 6.5s | Global ETA: 6m 14s
[2025-11-25T12:26:10.339869] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:26:10.340758] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:10.340845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:10.341598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:10.343812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:10.345042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:10.370349] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:26:10.473970] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 23.9s | Global ETA: 6m 14s
[2025-11-25T12:26:10.474119] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:26:10.474884] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:10.474963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:10.479743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:10.481476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:10.481974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:10.482438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:10.483327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:10.540700] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:10.603636] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 5.1s | Global ETA: 6m 14s
[2025-11-25T12:26:10.603800] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:26:10.604167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:26:10.604558] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:10.604638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:10.605426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:10.609636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:10.610631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:10.611628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:26:10.614104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:10.689605] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:26:10.855781] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:10.951979] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:26:10.962255] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:26:10.973936] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: -0.64% | Symbol ETA: 5.8s | Global ETA: 6m 14s
[2025-11-25T12:26:10.974092] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:26:10.974900] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:10.974978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:10.975707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:10.977793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:10.978950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:11.121883] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:11.135587] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:11.198383] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 4.5s | Global ETA: 6m 14s
[2025-11-25T12:26:11.198536] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:26:11.199343] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:11.199423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:11.204377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:11.205351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:11.206344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:26:11.208924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:11.270248] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.94% | Symbol ETA: 23.1s | Global ETA: 6m 14s
[2025-11-25T12:26:11.270408] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:26:11.271232] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:11.271315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:11.276674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:11.278669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:11.279172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:11.279710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:11.280638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:11.317527] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:26:11.412060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:26:11.413394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:11.484727] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:11.550552] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:26:11.604549] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 0.90% | Symbol ETA: 5.2s | Global ETA: 6m 14s
[2025-11-25T12:26:11.604730] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:26:11.605580] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:11.605680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:11.606389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:11.608555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:11.609819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:11.723632] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:11.782444] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:26:11.790458] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 3.9s | Global ETA: 6m 14s
[2025-11-25T12:26:11.956509] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:26:11.963905] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:11.964773] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.22%, Actual: 0.44%
[2025-11-25T12:26:12.115191] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.40% | Symbol ETA: 22.3s | Global ETA: 6m 14s
[2025-11-25T12:26:12.115349] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:26:12.116150] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:12.116231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:12.121296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:12.123238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:12.123817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:12.124395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:12.125586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:12.126421] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:12.136740] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.67%
[2025-11-25T12:26:12.251045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:26:12.251197] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -2.49% | Symbol ETA: 4.5s | Global ETA: 6m 14s
[2025-11-25T12:26:12.251350] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:26:12.252154] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:12.252236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:12.252313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:12.252981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:12.255061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:12.256272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:12.308276] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.23%
[2025-11-25T12:26:12.483118] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.47%, Actual: 0.33%
[2025-11-25T12:26:12.601873] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:26:12.604504] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:26:12.657837] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.51%
[2025-11-25T12:26:12.772565] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:12.782000] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:12.827468] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.30%
[2025-11-25T12:26:12.893484] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 3.65% | Symbol ETA: 3.9s | Global ETA: 6m 15s
[2025-11-25T12:26:12.893652] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:26:12.894435] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:12.894516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:12.895242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:12.897328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:12.898487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:12.936723] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 3.16% | Symbol ETA: 21.5s | Global ETA: 6m 15s
[2025-11-25T12:26:12.936878] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:26:12.937760] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:12.937859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:12.943107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:12.944895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:12.945387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:12.945897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:12.946840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:13.003283] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 0.74%
[2025-11-25T12:26:13.074758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:26:13.076113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:13.176132] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.59%, Actual: 0.21%
[2025-11-25T12:26:13.232752] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:26:13.348024] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 0.13%
[2025-11-25T12:26:13.404883] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:13.421720] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:26:13.521975] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 0.38%
[2025-11-25T12:26:13.522209] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 37.5606%
[2025-11-25T12:26:13.522311] [INFO ] [main      ] CMSC: DISCARDED add_range_overlap_v_prior_day (score: 37.56%)
[2025-11-25T12:26:13.522361] [INFO ] [main      ] CMSC: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:26:13.522407] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_range_volume_efficiency']
[2025-11-25T12:26:13.522453] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:26:13.526590] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -1.46% | Symbol ETA: 3.2s | Global ETA: 6m 15s
[2025-11-25T12:26:13.526834] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:26:13.527751] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:13.527842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:13.528583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:13.530789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:13.532023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:13.535447] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:13.535893] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:26:13.536753] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:13.536831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:13.541686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:13.542716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:13.543697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:13.545906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:13.595106] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:13.751298] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 1.27% | Symbol ETA: 20.7s | Global ETA: 6m 15s
[2025-11-25T12:26:13.751498] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:26:13.752930] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:13.753145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:13.760268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:13.762841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:13.763577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:13.764273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:13.765602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:13.887243] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:26:13.894011] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:26:13.895670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:26:13.896995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:14.055381] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:14.076714] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:14.120310] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 8.7s | Global ETA: 6m 15s
[2025-11-25T12:26:14.120469] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:26:14.121274] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:14.121377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:14.126296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:14.127323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:14.128343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:14.130531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:14.206297] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 6.31% | Symbol ETA: 2.6s | Global ETA: 6m 15s
[2025-11-25T12:26:14.206524] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:26:14.207623] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:14.207799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:14.208606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:14.210824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:14.212145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:14.261310] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:26:14.443985] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:14.474596] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:26:14.594075] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:26:14.594447] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: -0.69% | Symbol ETA: 19.9s | Global ETA: 6m 15s
[2025-11-25T12:26:14.594599] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:26:14.595366] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:14.595457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:14.600243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:14.602153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:14.602735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:14.603251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:14.604203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:14.648340] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:14.713737] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 8.2s | Global ETA: 6m 15s
[2025-11-25T12:26:14.713929] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:26:14.715179] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:14.715260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:14.720386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:14.721421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:14.722424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:14.724588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:14.727732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:26:14.729043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:14.777832] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:14.899058] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 6.87% | Symbol ETA: 2.0s | Global ETA: 6m 15s
[2025-11-25T12:26:14.899294] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:26:14.900311] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:14.900396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:14.901185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:14.903302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:14.904558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:15.066548] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:26:15.081079] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:26:15.239485] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:15.262334] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:15.268025] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:26:15.305108] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 7.6s | Global ETA: 6m 15s
[2025-11-25T12:26:15.305259] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:26:15.306048] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:15.306126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:15.310969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:15.311941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:15.312917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:15.315055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:15.413738] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.20% | Symbol ETA: 19.1s | Global ETA: 6m 15s
[2025-11-25T12:26:15.461178] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:15.591345] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.41%, Actual: 0.34%
[2025-11-25T12:26:15.610379] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -4.34% | Symbol ETA: 1.3s | Global ETA: 6m 15s
[2025-11-25T12:26:15.661705] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:26:15.771537] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.61%, Actual: 0.73%
[2025-11-25T12:26:15.819771] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.41%, Actual: 1.13%
[2025-11-25T12:26:15.868201] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:15.936600] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 7.1s | Global ETA: 6m 15s
[2025-11-25T12:26:15.936888] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:26:15.937768] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:15.937849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:15.943078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:15.944556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:15.946072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:15.949376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:15.964185] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -2.23%, Actual: 1.37%
[2025-11-25T12:26:16.072542] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 2.96%
[2025-11-25T12:26:16.221212] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.20%, Actual: 0.47%
[2025-11-25T12:26:16.340502] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: -0.64%, Actual: 0.65%
[2025-11-25T12:26:16.423480] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:26:16.432025] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.94%, Actual: 0.86%
[2025-11-25T12:26:16.586518] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 0.90%, Actual: 1.15%
[2025-11-25T12:26:16.627360] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.40%, Actual: 0.41%
[2025-11-25T12:26:16.631456] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:16.699918] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 6.6s | Global ETA: 6m 15s
[2025-11-25T12:26:16.700077] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:26:16.701321] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:16.701403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:16.706310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:16.707417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:16.708539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:16.710730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:16.781659] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -2.49%, Actual: 0.81%
[2025-11-25T12:26:16.804773] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 3.16%, Actual: 1.43%
[2025-11-25T12:26:16.978075] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 1.27%, Actual: 0.73%
[2025-11-25T12:26:16.988989] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 3.65%, Actual: 0.36%
[2025-11-25T12:26:17.072772] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:26:17.163056] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: -0.69%, Actual: 1.06%
[2025-11-25T12:26:17.164219] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -1.46%, Actual: 1.98%
[2025-11-25T12:26:17.241526] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:17.307121] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 6.0s | Global ETA: 6m 15s
[2025-11-25T12:26:17.307282] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:26:17.308120] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:17.308202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:17.313493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:17.314525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:17.315585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:17.317991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:17.335807] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.20%, Actual: 1.53%
[2025-11-25T12:26:17.336066] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 53.0102%
[2025-11-25T12:26:17.336169] [INFO ] [main      ] ALL: DISCARDED add_late_session_pressure (score: 53.01%)
[2025-11-25T12:26:17.336218] [INFO ] [main      ] ALL: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-25T12:26:17.336260] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_micro_gap_fill_velocity']
[2025-11-25T12:26:17.336334] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:26:17.336771] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 6.31%, Actual: 1.35%
[2025-11-25T12:26:17.348434] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:17.348823] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:26:17.349678] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:17.349755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:17.354472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:17.356265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:17.356762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:17.357226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:17.358169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:17.489373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:26:17.491740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:17.509226] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 6.87%, Actual: 0.67%
[2025-11-25T12:26:17.680742] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -4.34%, Actual: 0.41%
[2025-11-25T12:26:17.681036] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 38.1181%
[2025-11-25T12:26:17.681225] [INFO ] [main      ] CBT: DISCARDED add_vol_of_vol (score: 38.12%)
[2025-11-25T12:26:17.681285] [INFO ] [main      ] CBT: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:26:17.681336] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_volatility_decay_ratio']
[2025-11-25T12:26:17.681394] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:26:17.687437] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:26:17.695158] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:17.695606] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:26:17.696495] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:17.696576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:17.697356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:17.699455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:26:17.700725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:17.836754] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:26:17.860997] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:17.924988] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 5.3s | Global ETA: 6m 15s
[2025-11-25T12:26:17.925140] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:26:17.925928] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:17.926007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:17.930840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:17.931838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:17.932825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:17.934956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:18.030261] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:18.040539] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:26:18.197173] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 25.2s | Global ETA: 6m 15s
[2025-11-25T12:26:18.197335] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:26:18.198182] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:18.198267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:18.203080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:18.204949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:18.205449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:18.205933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:18.206880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:18.212109] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:18.277749] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:26:18.334066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:26:18.336441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:18.340322] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 6.9s | Global ETA: 6m 15s
[2025-11-25T12:26:18.340497] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:26:18.341288] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:18.341367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:18.342096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:18.344214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:26:18.345416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:18.446791] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:18.508892] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 1.09% | Symbol ETA: 4.7s | Global ETA: 6m 15s
[2025-11-25T12:26:18.509003] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:26:18.509794] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:18.509872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:18.514763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:18.515706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:18.516674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:18.518795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:18.682288] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:26:18.692587] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:26:18.852828] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:18.860164] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:26:18.862865] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:18.994073] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 6.3s | Global ETA: 6m 15s
[2025-11-25T12:26:18.994250] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:26:18.995118] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:18.995203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:18.995992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:18.998223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:26:18.999499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:19.019450] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 24.3s | Global ETA: 6m 15s
[2025-11-25T12:26:19.019597] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:26:19.020365] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:19.020444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:19.025235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:19.027283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:19.027840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:19.028326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:19.028515] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:19.029284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:19.090006] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.32% | Symbol ETA: 4.1s | Global ETA: 6m 15s
[2025-11-25T12:26:19.090149] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:26:19.090946] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:19.091044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:19.095888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:19.096855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:19.097850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:19.100021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:19.154491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:26:19.156586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:19.363587] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:26:19.436786] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:26:19.496610] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:26:19.536311] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:19.605272] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:19.666235] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:19.666825] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 3.5s | Global ETA: 6m 15s
[2025-11-25T12:26:19.667083] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 1.76% | Symbol ETA: 5.7s | Global ETA: 6m 15s
[2025-11-25T12:26:19.667240] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:26:19.668132] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:19.668214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:19.668981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:19.671145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:26:19.672459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:19.821841] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: 0.58% | Symbol ETA: 23.4s | Global ETA: 6m 15s
[2025-11-25T12:26:19.821990] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:26:19.822755] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:19.822842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:19.827818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:19.829718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:19.830208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:19.830686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:19.831574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:19.836464] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.15%, Actual: 0.44%
[2025-11-25T12:26:19.954842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:26:19.956874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:20.005115] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 0.67%
[2025-11-25T12:26:20.016551] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:26:20.172201] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 0.23%
[2025-11-25T12:26:20.187630] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:20.298229] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:26:20.312559] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 2.69% | Symbol ETA: 5.1s | Global ETA: 6m 15s
[2025-11-25T12:26:20.312751] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:26:20.313580] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:20.313678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:20.314388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:20.316473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:26:20.317784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:20.339928] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 0.33%
[2025-11-25T12:26:20.472882] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:20.507000] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 0.51%
[2025-11-25T12:26:20.636039] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.11% | Symbol ETA: 22.5s | Global ETA: 6m 15s
[2025-11-25T12:26:20.636196] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:26:20.636970] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:20.637076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:20.641807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:20.643571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:20.644068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:20.644510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:20.645456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:20.672135] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:26:20.674025] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 0.30%
[2025-11-25T12:26:20.768675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:26:20.770930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:20.841512] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.74%
[2025-11-25T12:26:20.846338] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:20.973742] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -2.11% | Symbol ETA: 4.4s | Global ETA: 6m 15s
[2025-11-25T12:26:20.973898] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:26:20.974775] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:20.974864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:20.975613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:20.977703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:26:20.978904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:21.008597] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 1.09%, Actual: 0.21%
[2025-11-25T12:26:21.112407] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:26:21.174112] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.13%
[2025-11-25T12:26:21.281093] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:21.316096] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:26:21.339598] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.38%
[2025-11-25T12:26:21.339777] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 38.5751%
[2025-11-25T12:26:21.339874] [INFO ] [main      ] CMSC: DISCARDED add_range_volume_efficiency (score: 38.58%)
[2025-11-25T12:26:21.339932] [INFO ] [main      ] CMSC: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:26:21.339983] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:26:21.340051] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:26:21.353697] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:21.354084] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:26:21.354949] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:21.355029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:21.359924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:21.360890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:21.361879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:26:21.365800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:21.442928] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.19% | Symbol ETA: 21.7s | Global ETA: 6m 15s
[2025-11-25T12:26:21.443086] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:26:21.443861] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:21.443947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:21.448748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:21.450528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:21.451031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:21.451477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:21.452393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:21.486721] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:21.574119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:26:21.576197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:21.611006] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 1.59% | Symbol ETA: 3.7s | Global ETA: 6m 15s
[2025-11-25T12:26:21.611162] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:26:21.612074] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:21.612156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:21.612940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:21.615035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:26:21.616259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:21.701767] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:26:21.870127] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:21.921856] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:26:21.937176] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 8.4s | Global ETA: 6m 16s
[2025-11-25T12:26:21.937324] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:26:21.938314] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:21.938392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:21.943236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:21.944200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:21.945195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:26:21.949181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:21.967157] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:26:22.093913] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:22.140452] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:22.257232] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: 0.36% | Symbol ETA: 20.9s | Global ETA: 6m 16s
[2025-11-25T12:26:22.257387] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:26:22.258195] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:22.258276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:22.261657] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -4.36% | Symbol ETA: 3.1s | Global ETA: 6m 16s
[2025-11-25T12:26:22.261811] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:26:22.262586] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:22.262688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:22.263084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:22.263446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:22.264903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:22.265374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:22.265573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:26:22.265835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:22.266717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:22.266807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:22.283964] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:26:22.388831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:26:22.391163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:22.451622] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:22.518737] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 7.8s | Global ETA: 6m 16s
[2025-11-25T12:26:22.518889] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:26:22.519658] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:22.519733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:22.524561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:22.525503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:22.526483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:26:22.530469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:22.613853] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:26:22.734536] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:26:22.786434] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:22.866223] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:26:22.905427] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:22.913302] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 0.94% | Symbol ETA: 2.4s | Global ETA: 6m 16s
[2025-11-25T12:26:22.913456] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:26:22.914349] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:22.914434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:22.915265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:22.917494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:26:22.918744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:23.033270] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:23.065740] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 3.57% | Symbol ETA: 20.0s | Global ETA: 6m 16s
[2025-11-25T12:26:23.065923] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:26:23.066769] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:23.066852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:23.071555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:23.073334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:23.073838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:23.074287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:23.075189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:23.098351] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 7.2s | Global ETA: 6m 16s
[2025-11-25T12:26:23.098505] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:26:23.099282] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:23.099362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:23.104136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:23.105097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:23.106080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:26:23.109959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:23.197186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:26:23.199626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:23.279175] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:26:23.446498] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:26:23.451928] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:23.548374] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:26:23.577408] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 4.36% | Symbol ETA: 1.8s | Global ETA: 6m 16s
[2025-11-25T12:26:23.577559] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:26:23.578406] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:23.578488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:23.579287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:23.582237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:26:23.583536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:23.614075] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:23.681141] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 6.7s | Global ETA: 6m 16s
[2025-11-25T12:26:23.681406] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:26:23.682193] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:23.682331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:23.687229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:23.688303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:23.689394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:26:23.693415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:23.723191] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:23.881743] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.93% | Symbol ETA: 19.2s | Global ETA: 6m 16s
[2025-11-25T12:26:23.882058] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:26:23.882912] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:23.883056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:23.887936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:23.889861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:23.890413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:23.891012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:23.892011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:23.959313] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:26:24.017276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:26:24.020000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:24.028809] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:26:24.138098] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:24.197900] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:24.265274] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.07% | Symbol ETA: 6.1s | Global ETA: 6m 16s
[2025-11-25T12:26:24.265418] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:26:24.266202] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:24.266278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:24.270746] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.10% | Symbol ETA: 1.1s | Global ETA: 6m 16s
[2025-11-25T12:26:24.271113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:24.272224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:24.273246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:26:24.277211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:24.368675] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:26:24.459784] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 1.13%
[2025-11-25T12:26:24.542272] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:24.614298] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:26:24.651177] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: 1.14%, Actual: 2.96%
[2025-11-25T12:26:24.704096] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 18.4s | Global ETA: 6m 16s
[2025-11-25T12:26:24.704422] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:26:24.705266] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:24.705475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:24.710408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:24.712218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:24.712812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:24.713369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:24.714353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:24.782519] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:24.836615] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 1.76%, Actual: 0.65%
[2025-11-25T12:26:24.842390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:26:24.844873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:24.848376] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 5.5s | Global ETA: 6m 16s
[2025-11-25T12:26:24.848664] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:26:24.849513] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:24.849671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:24.854542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:24.855613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:24.856687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:26:24.860767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:25.015691] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 2.69%, Actual: 1.15%
[2025-11-25T12:26:25.190677] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:26:25.193691] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -2.11%, Actual: 0.81%
[2025-11-25T12:26:25.197687] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:26:25.361127] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:25.366989] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:25.374472] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 1.59%, Actual: 0.36%
[2025-11-25T12:26:25.431798] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 4.9s | Global ETA: 6m 16s
[2025-11-25T12:26:25.431966] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:26:25.433290] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:25.433432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:25.438416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:25.439466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:25.440500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:26:25.444532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:25.520716] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.22% | Symbol ETA: 17.6s | Global ETA: 6m 16s
[2025-11-25T12:26:25.560693] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -4.36%, Actual: 1.98%
[2025-11-25T12:26:25.693938] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.25%, Actual: 0.34%
[2025-11-25T12:26:25.738904] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 0.94%, Actual: 1.35%
[2025-11-25T12:26:25.781735] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:26:25.867404] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 0.73%
[2025-11-25T12:26:25.941466] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.36%, Actual: 0.67%
[2025-11-25T12:26:25.949966] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:26.014619] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 4.3s | Global ETA: 6m 16s
[2025-11-25T12:26:26.014944] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:26:26.015795] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:26.015934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:26.020787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:26.021805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:26.022852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:26:26.026782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:26.037932] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: 0.58%, Actual: 1.37%
[2025-11-25T12:26:26.121113] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.10%, Actual: 0.41%
[2025-11-25T12:26:26.121624] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 33.0290%
[2025-11-25T12:26:26.121828] [INFO ] [main      ] CBT: DISCARDED add_volatility_decay_ratio (score: 33.03%)
[2025-11-25T12:26:26.121944] [INFO ] [main      ] CBT: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:26:26.122031] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:26:26.122168] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:26:26.138284] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:26.138894] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:26:26.139849] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:26:26.139933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:26.140726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:26.142839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:26.144584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:26.145135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:26.146268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:26:26.148309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:26.207147] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.11%, Actual: 0.47%
[2025-11-25T12:26:26.361603] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:26:26.386524] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.19%, Actual: 0.86%
[2025-11-25T12:26:26.484638] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:26:26.530802] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:26.562077] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: 0.36%, Actual: 0.41%
[2025-11-25T12:26:26.598530] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.17% | Symbol ETA: 3.8s | Global ETA: 6m 16s
[2025-11-25T12:26:26.598710] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:26:26.599517] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:26.599599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:26.604809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:26.605850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:26.606877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:26:26.610856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:26.654594] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:26.731819] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 3.57%, Actual: 1.43%
[2025-11-25T12:26:26.787499] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: -0.41% | Symbol ETA: 6.7s | Global ETA: 6m 16s
[2025-11-25T12:26:26.787706] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:26:26.788737] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:26:26.788833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:26.789619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:26.791869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:26.793779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:26.794333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:26.795482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:26:26.797595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:26.901181] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.93%, Actual: 0.73%
[2025-11-25T12:26:26.969143] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:26:27.072170] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 1.06%
[2025-11-25T12:26:27.141014] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:27.156337] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:26:27.205955] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 3.2s | Global ETA: 6m 16s
[2025-11-25T12:26:27.242097] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.22%, Actual: 1.53%
[2025-11-25T12:26:27.242332] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 49.6736%
[2025-11-25T12:26:27.242452] [INFO ] [main      ] ALL: DISCARDED add_micro_gap_fill_velocity (score: 49.67%)
[2025-11-25T12:26:27.242511] [INFO ] [main      ] ALL: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-25T12:26:27.242558] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_morning_followthrough_mag_T0']
[2025-11-25T12:26:27.242629] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:26:27.254977] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:27.255394] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:26:27.256287] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:27.256367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:27.261250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:27.263031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:27.263535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:27.264005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:27.264897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:27.327220] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:27.376727] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.22%, Actual: 0.44%
[2025-11-25T12:26:27.404406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:26:27.405476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:27.462181] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.32% | Symbol ETA: 6.2s | Global ETA: 6m 16s
[2025-11-25T12:26:27.462331] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:26:27.463178] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:26:27.463263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:27.464004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:27.466120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:27.467977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:27.468510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:27.469692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:26:27.471739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:27.546901] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.16%, Actual: 0.67%
[2025-11-25T12:26:27.719568] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.23%
[2025-11-25T12:26:27.766480] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:26:27.812526] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:26:27.889345] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 0.33%
[2025-11-25T12:26:27.947596] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:27.981713] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:28.059784] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 0.51%
[2025-11-25T12:26:28.107654] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 0.69% | Symbol ETA: 5.5s | Global ETA: 6m 16s
[2025-11-25T12:26:28.107802] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:26:28.108630] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:26:28.108729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:28.109456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:28.111623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:28.112326] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 23.6s | Global ETA: 6m 16s
[2025-11-25T12:26:28.112503] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:26:28.113394] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:28.113420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:28.113478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:28.113980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:28.115113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:26:28.117204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:28.118686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:28.120502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:28.121030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:28.121553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:28.122575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:28.231007] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.30%
[2025-11-25T12:26:28.256319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:26:28.257309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:28.407294] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 0.74%
[2025-11-25T12:26:28.463589] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:26:28.583713] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.21%
[2025-11-25T12:26:28.614130] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:26:28.632918] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:28.758069] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 0.48% | Symbol ETA: 4.8s | Global ETA: 6m 16s
[2025-11-25T12:26:28.758223] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:26:28.759029] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:26:28.759109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:28.759835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:28.760939] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.17%, Actual: 0.13%
[2025-11-25T12:26:28.761907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:28.763694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:28.764201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:28.765320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:26:28.767367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:28.790790] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:28.934759] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.29%, Actual: 0.38%
[2025-11-25T12:26:28.935001] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 43.0406%
[2025-11-25T12:26:28.935098] [INFO ] [main      ] CMSC: DISCARDED add_range_volume_efficiency_refinements (score: 43.04%)
[2025-11-25T12:26:28.935158] [INFO ] [main      ] CMSC: Testing feature 39/53: add_regime
[2025-11-25T12:26:28.935201] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_regime']
[2025-11-25T12:26:28.935249] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:26:28.948211] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:28.948662] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:26:28.949508] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:28.949587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:28.952055] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.33% | Symbol ETA: 22.6s | Global ETA: 6m 16s
[2025-11-25T12:26:28.952217] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:26:28.953040] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:28.953123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:28.954472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:28.955487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:28.956475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:26:28.958453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:28.960503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:28.961017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:28.961474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:28.962437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:28.972580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:29.092504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:26:29.093520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:29.104922] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:26:29.274452] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:29.322046] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:26:29.404746] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -2.62% | Symbol ETA: 4.2s | Global ETA: 6m 16s
[2025-11-25T12:26:29.404888] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:26:29.405716] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:26:29.405795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:29.406496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:29.408561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:29.410344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:29.410892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:29.412029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:26:29.414074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:29.438415] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:26:29.500089] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:29.568295] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 8.4s | Global ETA: 6m 16s
[2025-11-25T12:26:29.568446] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:26:29.569268] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:29.569367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:29.574285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:29.575314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:29.576333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:26:29.592511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:29.617423] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:29.751390] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:26:29.774027] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 21.7s | Global ETA: 6m 16s
[2025-11-25T12:26:29.774178] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:26:29.774994] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:29.775074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:29.779966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:29.781746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:29.782223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:29.782689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:29.783586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:29.906083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:26:29.907070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:29.919998] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:29.941040] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:26:30.049305] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 1.42% | Symbol ETA: 3.5s | Global ETA: 6m 16s
[2025-11-25T12:26:30.049455] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:26:30.050285] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:26:30.050365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:30.051108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:30.053203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:30.054949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:30.055475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:30.056613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:26:30.058711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:30.114153] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:30.184006] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 7.7s | Global ETA: 6m 16s
[2025-11-25T12:26:30.184156] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:26:30.184937] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:30.185016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:30.189880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:30.190836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:30.191800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:26:30.207544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:30.251922] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:26:30.395224] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:26:30.422550] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:30.547741] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:26:30.564265] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:30.571944] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.33% | Symbol ETA: 20.8s | Global ETA: 6m 16s
[2025-11-25T12:26:30.572101] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:26:30.572900] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:30.572979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:30.577879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:30.579797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:30.580282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:30.580746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:30.581685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:30.688751] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -1.40% | Symbol ETA: 2.8s | Global ETA: 6m 16s
[2025-11-25T12:26:30.688897] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:26:30.689805] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:26:30.689885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:30.690623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:30.692721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:30.694478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:30.695022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:30.696144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:26:30.698217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:30.709928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:26:30.710883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:30.719359] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:30.787982] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 7.1s | Global ETA: 6m 16s
[2025-11-25T12:26:30.788134] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:26:30.788942] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:30.789019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:30.793880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:30.794839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:30.795815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:26:30.811582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:31.034235] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:26:31.055440] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:26:31.149321] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:26:31.201421] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:31.230938] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:31.324041] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:31.329343] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 2.13% | Symbol ETA: 2.2s | Global ETA: 6m 17s
[2025-11-25T12:26:31.329486] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:26:31.330341] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:26:31.330422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:31.331156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:31.333243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:31.334997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:31.335509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:31.336665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:26:31.338812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:31.378886] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.19% | Symbol ETA: 20.0s | Global ETA: 6m 17s
[2025-11-25T12:26:31.379042] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:26:31.379826] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:31.379905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:31.384666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:31.386461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:31.386959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:31.387422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:31.388317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:31.392531] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 6.5s | Global ETA: 6m 17s
[2025-11-25T12:26:31.392731] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:26:31.393960] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:31.394042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:31.399076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:31.400124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:31.401122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:26:31.417147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:31.511491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:26:31.512465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:31.693264] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:26:31.756605] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:26:31.856152] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:26:31.874267] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:31.927108] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:31.996395] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.51% | Symbol ETA: 5.8s | Global ETA: 6m 17s
[2025-11-25T12:26:31.996544] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:26:31.997346] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:31.997425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:32.002215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:32.003175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:32.004158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:26:32.008624] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 6.46% | Symbol ETA: 1.6s | Global ETA: 6m 17s
[2025-11-25T12:26:32.008798] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:26:32.009620] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:26:32.009722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:32.010514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:32.012812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:32.014603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:32.015154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:26:32.016319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:26:32.018433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:32.020051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:32.028177] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:32.182412] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -2.18% | Symbol ETA: 19.1s | Global ETA: 6m 17s
[2025-11-25T12:26:32.182706] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:26:32.183472] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:32.183555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:32.188346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:32.190181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:32.190690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:32.191132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:32.192024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:32.313031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:26:32.314019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:32.365050] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:26:32.378567] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:26:32.534195] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:32.559445] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:32.602553] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 5.2s | Global ETA: 6m 17s
[2025-11-25T12:26:32.602727] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:26:32.603478] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:32.603556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:32.608467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:32.609469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:32.610470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:26:32.626157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:32.655018] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:26:32.691368] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -4.42% | Symbol ETA: 0.9s | Global ETA: 6m 17s
[2025-11-25T12:26:32.828386] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:32.870794] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: -0.41%, Actual: 1.13%
[2025-11-25T12:26:32.972581] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:26:32.979481] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.79% | Symbol ETA: 18.3s | Global ETA: 6m 17s
[2025-11-25T12:26:32.979668] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:26:32.981060] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:32.981140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:32.986225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:32.988199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:32.988736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:32.989180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:32.990082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:33.050585] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.32%, Actual: 2.96%
[2025-11-25T12:26:33.110534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:26:33.111482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:33.145348] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:33.213845] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 4.6s | Global ETA: 6m 17s
[2025-11-25T12:26:33.214005] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:26:33.214804] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:33.214884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:33.219831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:33.220893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:33.221935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:26:33.226911] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 0.65%
[2025-11-25T12:26:33.239452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:33.402067] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 0.48%, Actual: 1.15%
[2025-11-25T12:26:33.451623] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:26:33.578925] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -2.62%, Actual: 0.81%
[2025-11-25T12:26:33.580340] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:26:33.623606] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:33.752535] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:33.760682] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 1.42%, Actual: 0.36%
[2025-11-25T12:26:33.772161] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 17.5s | Global ETA: 6m 17s
[2025-11-25T12:26:33.772313] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:26:33.773080] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:33.773163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:33.777868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:33.779612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:33.780159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:33.780606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:33.781495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:33.820515] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.49% | Symbol ETA: 4.0s | Global ETA: 6m 17s
[2025-11-25T12:26:33.820694] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:26:33.821467] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:33.821549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:33.826345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:33.827385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:33.828360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:26:33.843923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:33.901250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:26:33.902231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:33.938163] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -1.40%, Actual: 1.98%
[2025-11-25T12:26:34.115408] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.13%, Actual: 1.35%
[2025-11-25T12:26:34.183577] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:26:34.244886] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:26:34.292132] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 6.46%, Actual: 0.67%
[2025-11-25T12:26:34.352940] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:34.414752] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:34.419290] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 3.4s | Global ETA: 6m 17s
[2025-11-25T12:26:34.419440] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:26:34.420219] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:34.420300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:34.425088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:34.426039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:34.427028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:26:34.442806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:34.469439] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -4.42%, Actual: 0.41%
[2025-11-25T12:26:34.469716] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 43.2852%
[2025-11-25T12:26:34.469871] [INFO ] [main      ] CBT: DISCARDED add_volatility_state_percentiles (score: 43.29%)
[2025-11-25T12:26:34.469941] [INFO ] [main      ] CBT: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:26:34.470000] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_volume_dispersion']
[2025-11-25T12:26:34.470060] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:26:34.488018] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:34.488545] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:26:34.489488] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:34.489584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:34.490379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:34.492688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:26:34.494374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:34.569320] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 2.22% | Symbol ETA: 16.7s | Global ETA: 6m 17s
[2025-11-25T12:26:34.569486] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:26:34.570262] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:34.570345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:34.575159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:34.577079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:34.577592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:34.578055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:34.578988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:34.700624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:26:34.701560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:34.785663] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:26:34.844217] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:26:34.958359] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:35.013879] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:35.025477] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.61% | Symbol ETA: 2.8s | Global ETA: 6m 17s
[2025-11-25T12:26:35.047697] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:26:35.147230] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.02% | Symbol ETA: 6.6s | Global ETA: 6m 17s
[2025-11-25T12:26:35.147388] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:26:35.148318] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:35.148406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:35.149164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:35.151355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:26:35.152952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:35.197785] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: 0.19%, Actual: 0.44%
[2025-11-25T12:26:35.219763] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:35.364076] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.10% | Symbol ETA: 15.8s | Global ETA: 6m 17s
[2025-11-25T12:26:35.369402] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 0.67%
[2025-11-25T12:26:35.511412] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:26:35.537237] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.21%, Actual: 0.34%
[2025-11-25T12:26:35.540481] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 0.23%
[2025-11-25T12:26:35.696716] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:35.710792] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 0.73%
[2025-11-25T12:26:35.713489] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.33%
[2025-11-25T12:26:35.831915] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.35% | Symbol ETA: 6.1s | Global ETA: 6m 17s
[2025-11-25T12:26:35.832081] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:26:35.832958] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:35.833038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:35.833826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:35.836001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:26:35.837603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:35.882876] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 1.37%
[2025-11-25T12:26:35.886339] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 0.51%
[2025-11-25T12:26:36.055135] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.33%, Actual: 0.47%
[2025-11-25T12:26:36.059108] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.30%
[2025-11-25T12:26:36.192569] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:26:36.226874] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.19%, Actual: 0.86%
[2025-11-25T12:26:36.232445] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 0.74%
[2025-11-25T12:26:36.376607] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:36.402876] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -2.18%, Actual: 0.41%
[2025-11-25T12:26:36.408806] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.21%
[2025-11-25T12:26:36.509559] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 3.59% | Symbol ETA: 5.4s | Global ETA: 6m 17s
[2025-11-25T12:26:36.509736] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:26:36.510582] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:36.510681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:36.511458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:36.513595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:26:36.515182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:36.575448] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.79%, Actual: 1.43%
[2025-11-25T12:26:36.581859] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: 0.27%, Actual: 0.13%
[2025-11-25T12:26:36.747248] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 0.73%
[2025-11-25T12:26:36.753939] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.61%, Actual: 0.38%
[2025-11-25T12:26:36.754178] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 47.8872%
[2025-11-25T12:26:36.754283] [INFO ] [main      ] CMSC: DISCARDED add_regime (score: 47.89%)
[2025-11-25T12:26:36.754342] [INFO ] [main      ] CMSC: Testing feature 40/53: add_regime_flags
[2025-11-25T12:26:36.754388] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_regime_flags']
[2025-11-25T12:26:36.754459] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:26:36.770631] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:36.771205] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:26:36.772184] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:36.772266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:36.777188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:36.778198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:36.779211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:36.780262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:36.868782] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:26:36.915154] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 2.22%, Actual: 1.06%
[2025-11-25T12:26:37.051429] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:37.087148] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.10%, Actual: 1.53%
[2025-11-25T12:26:37.087390] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 51.4635%
[2025-11-25T12:26:37.087512] [INFO ] [main      ] ALL: DISCARDED add_morning_followthrough_mag_T0 (score: 51.46%)
[2025-11-25T12:26:37.087571] [INFO ] [main      ] ALL: Testing feature 22/53: add_morning_range_expansion
[2025-11-25T12:26:37.087620] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_morning_range_expansion']
[2025-11-25T12:26:37.087714] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:26:37.101938] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:37.102379] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:26:37.103252] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:37.103339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:37.108137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:37.110013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:37.110501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:37.110970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:37.111870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:37.121305] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:26:37.181464] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -1.96% | Symbol ETA: 4.7s | Global ETA: 6m 17s
[2025-11-25T12:26:37.181625] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:26:37.182548] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:37.182632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:37.183392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:37.185946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:26:37.187567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:37.235890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:26:37.240431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:37.289722] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:37.356033] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 7.9s | Global ETA: 6m 17s
[2025-11-25T12:26:37.356185] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:26:37.356999] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:37.357107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:37.362105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:37.363166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:37.364177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:37.365391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:37.545834] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:26:37.583019] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:26:37.706984] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:26:37.723210] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:37.755313] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:37.858105] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -1.62% | Symbol ETA: 4.1s | Global ETA: 6m 17s
[2025-11-25T12:26:37.858283] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:26:37.859253] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:37.859370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:37.860172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:37.862493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:26:37.863972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:37.879663] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:37.911019] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 21.8s | Global ETA: 6m 17s
[2025-11-25T12:26:37.911177] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:26:37.911947] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:37.912029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:37.916782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:37.918559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:37.919056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:37.919531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:37.920402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:37.945980] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 7.3s | Global ETA: 6m 17s
[2025-11-25T12:26:37.946131] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:26:37.946917] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:37.946995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:37.951951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:37.952950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:37.953983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:37.955013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:38.043697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:26:38.048308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:38.227615] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:26:38.293371] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:26:38.391518] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:26:38.411783] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:38.465246] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:38.534436] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 6.7s | Global ETA: 6m 17s
[2025-11-25T12:26:38.534581] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:26:38.535369] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:38.535463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:38.540374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:38.541334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:38.542373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:38.543425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:38.546243] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 3.4s | Global ETA: 6m 17s
[2025-11-25T12:26:38.546398] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:26:38.547281] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:38.547363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:38.548148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:38.550589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:26:38.552118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:38.565924] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:38.726144] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 21.0s | Global ETA: 6m 17s
[2025-11-25T12:26:38.726296] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:26:38.727101] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:38.727182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:38.732060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:38.733980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:38.734479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:38.734945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:38.735888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:38.859967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:26:38.864591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:38.884730] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:26:38.917028] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:26:39.057466] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:39.101040] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:39.123491] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 6.1s | Global ETA: 6m 17s
[2025-11-25T12:26:39.123659] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:26:39.124425] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:39.124504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:39.129487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:39.130451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:39.131420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:39.132482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:39.212943] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:26:39.233079] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -5.69% | Symbol ETA: 2.7s | Global ETA: 6m 17s
[2025-11-25T12:26:39.233238] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:26:39.234102] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:39.234186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:39.234944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:39.240424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:26:39.242013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:39.389895] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:39.475336] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:26:39.535974] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 20.2s | Global ETA: 6m 17s
[2025-11-25T12:26:39.536124] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:26:39.536898] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:39.536981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:39.541797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:39.543560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:39.544049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:39.544490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:39.545387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:39.604813] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:26:39.648400] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:39.668788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:26:39.673346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:39.716210] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.26% | Symbol ETA: 5.6s | Global ETA: 6m 17s
[2025-11-25T12:26:39.716369] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:26:39.717220] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:39.717310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:39.722278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:39.723291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:39.724349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:39.725411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:39.784543] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:39.915466] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 1.96% | Symbol ETA: 2.1s | Global ETA: 6m 17s
[2025-11-25T12:26:39.915661] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:26:39.916548] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:39.916631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:39.917467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:39.919874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:26:39.921463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:40.016053] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:26:40.096991] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:26:40.207729] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:40.276922] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:40.283220] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:26:40.344199] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.46% | Symbol ETA: 5.0s | Global ETA: 6m 17s
[2025-11-25T12:26:40.344474] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:26:40.346347] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:40.346548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:40.352885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:40.354176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:40.355425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:40.356819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:40.361883] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 19.4s | Global ETA: 6m 17s
[2025-11-25T12:26:40.362216] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:26:40.363074] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:40.363218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:40.368100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:40.369966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:40.370514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:40.371041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:40.371933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:40.461709] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:40.493239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:26:40.497934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:40.585228] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 6.00% | Symbol ETA: 1.4s | Global ETA: 6m 18s
[2025-11-25T12:26:40.585521] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:26:40.586399] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:40.586535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:40.587382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:40.589570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:26:40.591092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:40.734001] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:26:40.847915] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:26:40.908661] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:40.954820] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:26:40.974421] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 4.4s | Global ETA: 6m 18s
[2025-11-25T12:26:40.974704] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:26:40.975535] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:40.975698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:40.980676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:40.981731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:40.982784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:40.983916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:41.020708] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:41.135667] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:41.171932] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.96% | Symbol ETA: 18.6s | Global ETA: 6m 18s
[2025-11-25T12:26:41.172223] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:26:41.173105] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:41.173252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:41.178286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:41.180209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:41.180815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:41.181357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:41.182337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:41.263386] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.12% | Symbol ETA: 0.7s | Global ETA: 6m 18s
[2025-11-25T12:26:41.310568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:26:41.315690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:41.323831] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:26:41.446526] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.02%, Actual: 1.13%
[2025-11-25T12:26:41.495588] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:41.560603] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 3.8s | Global ETA: 6m 18s
[2025-11-25T12:26:41.560772] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:26:41.561540] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:41.561619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:41.566478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:41.567498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:41.568488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:41.569510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:41.624717] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.35%, Actual: 2.96%
[2025-11-25T12:26:41.670313] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:26:41.801586] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 3.59%, Actual: 0.65%
[2025-11-25T12:26:41.849940] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:41.913871] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:26:41.978261] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -1.96%, Actual: 1.15%
[2025-11-25T12:26:42.006812] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 17.8s | Global ETA: 6m 18s
[2025-11-25T12:26:42.006965] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:26:42.007846] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:42.007931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:42.013102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:42.015189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:42.015814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:42.016288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:42.017258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:42.084686] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:42.140704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:26:42.145598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:42.149150] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.03% | Symbol ETA: 3.2s | Global ETA: 6m 18s
[2025-11-25T12:26:42.149298] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:26:42.150081] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:42.150162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:42.154954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:42.155060] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -1.62%, Actual: 0.81%
[2025-11-25T12:26:42.155903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:42.156887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:42.157932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:42.333003] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.36%
[2025-11-25T12:26:42.497505] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:26:42.497876] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:26:42.515798] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -5.69%, Actual: 1.98%
[2025-11-25T12:26:42.666860] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:42.672750] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:42.691389] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 1.96%, Actual: 1.35%
[2025-11-25T12:26:42.733384] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 2.6s | Global ETA: 6m 18s
[2025-11-25T12:26:42.826388] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 3.37% | Symbol ETA: 17.0s | Global ETA: 6m 18s
[2025-11-25T12:26:42.826559] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:26:42.827447] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:42.827546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:42.832388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:42.834393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:42.834984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:42.835494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:42.836450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:42.858850] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 6.00%, Actual: 0.67%
[2025-11-25T12:26:42.906568] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.44%
[2025-11-25T12:26:42.961422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:26:42.965993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:43.034526] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.12%, Actual: 0.41%
[2025-11-25T12:26:43.034807] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 42.3641%
[2025-11-25T12:26:43.034910] [INFO ] [main      ] CBT: DISCARDED add_volume_dispersion (score: 42.36%)
[2025-11-25T12:26:43.034985] [INFO ] [main      ] CBT: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:26:43.035030] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_volume_flow_differentials']
[2025-11-25T12:26:43.035099] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:26:43.050030] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:43.050468] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:26:43.051331] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:43.051414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:43.052162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:43.054260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:26:43.057082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:43.095028] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 0.67%
[2025-11-25T12:26:43.299511] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 0.23%
[2025-11-25T12:26:43.316626] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:26:43.391460] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:26:43.477560] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.33%
[2025-11-25T12:26:43.489496] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:43.560059] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:43.644479] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.97% | Symbol ETA: 16.2s | Global ETA: 6m 18s
[2025-11-25T12:26:43.644638] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:26:43.645444] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:43.645543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:43.648546] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 0.51%
[2025-11-25T12:26:43.650672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:43.652500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:43.653027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:43.653508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:43.654438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:43.695930] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.37% | Symbol ETA: 6.3s | Global ETA: 6m 18s
[2025-11-25T12:26:43.696104] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:26:43.696949] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:43.697047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:43.697772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:43.700103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:26:43.703036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:43.785889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:26:43.790768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:43.836298] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.30%
[2025-11-25T12:26:44.032178] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.74%
[2025-11-25T12:26:44.055787] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:26:44.161026] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:26:44.209705] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.21%
[2025-11-25T12:26:44.229321] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:44.340202] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:44.369421] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 5.8s | Global ETA: 6m 18s
[2025-11-25T12:26:44.369571] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:26:44.370350] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:44.370427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:44.371141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:44.373567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:26:44.376251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:44.385463] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.13%
[2025-11-25T12:26:44.491136] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.81% | Symbol ETA: 15.4s | Global ETA: 6m 18s
[2025-11-25T12:26:44.491288] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:26:44.492075] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:44.492155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:44.497088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:44.498901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:44.499391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:44.499879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:44.500927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:44.558874] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.14%, Actual: 0.38%
[2025-11-25T12:26:44.559140] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 36.3843%
[2025-11-25T12:26:44.559301] [INFO ] [main      ] CMSC: DISCARDED add_regime_flags (score: 36.38%)
[2025-11-25T12:26:44.559389] [INFO ] [main      ] CMSC: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:26:44.559465] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:26:44.559568] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:26:44.573163] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:44.573637] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:26:44.574588] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:26:44.574708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:44.579822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:44.580883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:44.581931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:44.583794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:44.584324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:44.585432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:44.587197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:26:44.588320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:26:44.589105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:44.625965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:26:44.630781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:44.719682] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:26:44.891408] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:44.930075] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:26:44.978888] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:26:45.026726] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 2.06% | Symbol ETA: 5.1s | Global ETA: 6m 18s
[2025-11-25T12:26:45.026878] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:26:45.027744] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:45.027821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:45.028526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:45.030638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:26:45.033468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:45.105430] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:45.161630] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:45.180250] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 7.8s | Global ETA: 6m 18s
[2025-11-25T12:26:45.180423] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:26:45.181318] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:26:45.181414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:45.186453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:45.187554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:45.188599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:45.190459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:45.191022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:45.192109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:45.193893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:26:45.194995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:26:45.195788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:45.323523] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.27% | Symbol ETA: 14.5s | Global ETA: 6m 18s
[2025-11-25T12:26:45.377282] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:26:45.513568] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.12%, Actual: 0.34%
[2025-11-25T12:26:45.541704] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:26:45.547325] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:45.679143] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: -0.86% | Symbol ETA: 4.5s | Global ETA: 6m 18s
[2025-11-25T12:26:45.679291] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:26:45.680067] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:45.680151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:45.680845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:45.682900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:26:45.685611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:45.693373] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 0.73%
[2025-11-25T12:26:45.715360] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:45.788959] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 7.2s | Global ETA: 6m 18s
[2025-11-25T12:26:45.789111] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:26:45.789904] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:26:45.789985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:45.794824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:45.795790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:45.796768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:45.798546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:45.799066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:45.800088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:45.801729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:26:45.802773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:26:45.803446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:45.869631] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 1.37%
[2025-11-25T12:26:46.027545] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:26:46.056071] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 0.04%, Actual: 0.47%
[2025-11-25T12:26:46.160159] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:26:46.200595] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:46.244429] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.96%, Actual: 0.86%
[2025-11-25T12:26:46.331815] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:46.334505] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: 1.94% | Symbol ETA: 3.8s | Global ETA: 6m 18s
[2025-11-25T12:26:46.334681] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:26:46.335469] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:46.335550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:46.336272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:46.338504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:26:46.341303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:46.404329] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 6.6s | Global ETA: 6m 18s
[2025-11-25T12:26:46.404477] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:26:46.405255] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:26:46.405338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:46.410126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:46.411084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:46.412067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:46.413791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:46.414265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:46.415289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:46.416925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:26:46.417982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:26:46.418676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:46.419038] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: 0.85%, Actual: 0.41%
[2025-11-25T12:26:46.592194] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 3.37%, Actual: 1.43%
[2025-11-25T12:26:46.701749] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:26:46.756071] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:26:46.768502] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.97%, Actual: 0.73%
[2025-11-25T12:26:46.876286] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:46.924252] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:46.949738] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.81%, Actual: 1.06%
[2025-11-25T12:26:46.997278] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 6.0s | Global ETA: 6m 18s
[2025-11-25T12:26:46.997425] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:26:46.998205] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:26:46.998285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:47.003088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:47.004045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:47.004893] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 0.66% | Symbol ETA: 3.2s | Global ETA: 6m 18s
[2025-11-25T12:26:47.005043] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:26:47.005027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:47.005843] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:47.005923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:47.006621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:47.006755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:47.007244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:47.008262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:47.008836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:26:47.009873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:26:47.010919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:26:47.011568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:47.011588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:47.131232] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.27%, Actual: 1.53%
[2025-11-25T12:26:47.131475] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 43.0331%
[2025-11-25T12:26:47.131585] [INFO ] [main      ] ALL: DISCARDED add_morning_range_expansion (score: 43.03%)
[2025-11-25T12:26:47.131665] [INFO ] [main      ] ALL: Testing feature 23/53: add_open_11_elasticity
[2025-11-25T12:26:47.131713] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_open_11_elasticity']
[2025-11-25T12:26:47.131762] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:26:47.144502] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:47.145008] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:26:47.145921] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:47.146002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:47.151209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:47.153075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:47.153582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:47.154090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:47.155010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:47.286275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:26:47.287869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:47.348716] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:26:47.353346] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:26:47.519057] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:47.529218] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:47.596309] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 5.4s | Global ETA: 6m 18s
[2025-11-25T12:26:47.596465] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:26:47.597480] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:26:47.597562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:47.602434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:47.603479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:47.604615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:47.606376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:47.606876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:47.607917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:47.609553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:26:47.610656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:26:47.611332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:47.645397] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:26:47.658761] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -1.38% | Symbol ETA: 2.5s | Global ETA: 6m 18s
[2025-11-25T12:26:47.658918] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:26:47.659964] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:47.660044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:47.660936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:47.663206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:26:47.666080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:47.828367] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:47.952419] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:26:47.989413] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.91% | Symbol ETA: 21.3s | Global ETA: 6m 18s
[2025-11-25T12:26:47.989567] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:26:47.990370] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:47.990453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:47.995389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:47.997316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:47.997848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:47.998343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:47.999269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:48.014059] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:26:48.121443] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:48.124605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:26:48.126107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:48.187877] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:48.194395] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 4.8s | Global ETA: 6m 18s
[2025-11-25T12:26:48.194543] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:26:48.195325] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:26:48.195407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:48.200941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:48.202211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:48.203371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:48.205169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:48.205666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:48.206675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:48.211250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:26:48.212346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:26:48.213042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:48.322702] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 3.60% | Symbol ETA: 1.8s | Global ETA: 6m 18s
[2025-11-25T12:26:48.322856] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:26:48.323694] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:48.323776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:48.324492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:48.326744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:26:48.329627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:48.474888] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:26:48.566040] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:26:48.651375] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:48.675895] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:26:48.749411] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:48.810378] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.88% | Symbol ETA: 20.4s | Global ETA: 6m 18s
[2025-11-25T12:26:48.810528] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:26:48.811296] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:48.811375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:48.816217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:48.818003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:48.818514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:48.819012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:48.819904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:48.822244] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 4.2s | Global ETA: 6m 18s
[2025-11-25T12:26:48.822389] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:26:48.823163] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:26:48.823244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:48.828123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:48.829063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:48.830043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:48.831765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:48.832238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:48.833251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:48.834912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:26:48.836000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:26:48.836695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:48.847076] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:48.943971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:26:48.945449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:48.969091] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 1.85% | Symbol ETA: 1.2s | Global ETA: 6m 18s
[2025-11-25T12:26:48.969241] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:26:48.970023] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:48.970099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:48.970803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:48.972873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:26:48.975627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:49.178271] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:26:49.286230] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:26:49.312631] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:26:49.347785] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:49.420944] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.77% | Symbol ETA: 3.6s | Global ETA: 6m 18s
[2025-11-25T12:26:49.421095] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:26:49.421905] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:26:49.421985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:49.426776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:49.427754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:49.428724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:49.430417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:49.430924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:49.431934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:49.433565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:26:49.434623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:26:49.435310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:49.457840] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:49.480494] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:49.602206] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -6.38% | Symbol ETA: 0.5s | Global ETA: 6m 18s
[2025-11-25T12:26:49.624207] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: 0.80% | Symbol ETA: 19.5s | Global ETA: 6m 18s
[2025-11-25T12:26:49.624360] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:26:49.625127] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:49.625207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:49.630001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:49.631756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:49.632233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:49.632822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:49.633705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:49.759373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:26:49.760853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:49.772921] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:26:49.775582] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.37%, Actual: 1.13%
[2025-11-25T12:26:49.941597] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:49.961565] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -0.60%, Actual: 2.96%
[2025-11-25T12:26:50.013715] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 2.9s | Global ETA: 6m 19s
[2025-11-25T12:26:50.013849] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:26:50.014618] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:26:50.014722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:50.019564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:50.020529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:50.021499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:50.023227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:50.023736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:26:50.024775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:50.026401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:26:50.027562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:26:50.028267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:50.097023] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:26:50.144596] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 2.06%, Actual: 0.65%
[2025-11-25T12:26:50.267078] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:50.313829] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -0.86%, Actual: 1.15%
[2025-11-25T12:26:50.366772] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:26:50.419122] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 3.03% | Symbol ETA: 18.6s | Global ETA: 6m 19s
[2025-11-25T12:26:50.419288] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:26:50.420115] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:50.420194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:50.424967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:50.426758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:50.427287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:50.427811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:50.428686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:50.482965] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: 1.94%, Actual: 0.81%
[2025-11-25T12:26:50.536165] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:50.556081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:26:50.557435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:50.608901] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 2.3s | Global ETA: 6m 19s
[2025-11-25T12:26:50.652709] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 0.66%, Actual: 0.36%
[2025-11-25T12:26:50.779956] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.07%, Actual: 0.44%
[2025-11-25T12:26:50.824079] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -1.38%, Actual: 1.98%
[2025-11-25T12:26:50.901788] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:26:50.955352] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 0.67%
[2025-11-25T12:26:50.994189] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 3.60%, Actual: 1.35%
[2025-11-25T12:26:51.070937] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:51.128901] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.23%
[2025-11-25T12:26:51.165101] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 1.85%, Actual: 0.67%
[2025-11-25T12:26:51.225063] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.18% | Symbol ETA: 17.8s | Global ETA: 6m 19s
[2025-11-25T12:26:51.225217] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:26:51.226003] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:51.226083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:51.230851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:51.232593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:51.233093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:51.233540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:51.234426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:51.298083] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.33%
[2025-11-25T12:26:51.332110] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.38%, Actual: 0.41%
[2025-11-25T12:26:51.332324] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 41.7964%
[2025-11-25T12:26:51.332423] [INFO ] [main      ] CBT: DISCARDED add_volume_flow_differentials (score: 41.80%)
[2025-11-25T12:26:51.332477] [INFO ] [main      ] CBT: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:26:51.332520] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_volume_pressure_into_close']
[2025-11-25T12:26:51.332567] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:26:51.345860] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:51.346266] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:26:51.347149] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:51.347226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:51.347960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:51.350025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:51.351740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:51.359055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:26:51.360431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:51.469953] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.32%, Actual: 0.51%
[2025-11-25T12:26:51.641284] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.30%
[2025-11-25T12:26:51.686202] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:26:51.700612] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:26:51.811665] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.08%, Actual: 0.74%
[2025-11-25T12:26:51.855448] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:51.872032] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:51.982000] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 0.21%
[2025-11-25T12:26:51.983245] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 1.37% | Symbol ETA: 6.1s | Global ETA: 6m 19s
[2025-11-25T12:26:51.983395] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:26:51.984190] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:51.984268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:51.984980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:51.987063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:51.988755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:52.015583] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -3.29% | Symbol ETA: 16.9s | Global ETA: 6m 19s
[2025-11-25T12:26:52.015758] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:26:52.016536] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:52.016622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:52.021584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:52.023383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:52.023910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:52.024374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:52.025275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:52.150310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:26:52.151667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:52.159095] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 0.13%
[2025-11-25T12:26:52.325766] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:26:52.336018] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 0.38%
[2025-11-25T12:26:52.336581] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 35.5307%
[2025-11-25T12:26:52.336797] [INFO ] [main      ] CMSC: DISCARDED add_return_volume_nonlinearity_proxies (score: 35.53%)
[2025-11-25T12:26:52.336932] [INFO ] [main      ] CMSC: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:26:52.337101] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_shelf_lag']
[2025-11-25T12:26:52.337226] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:26:52.354532] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:52.355365] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:26:52.356750] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:52.356893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:52.362034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:52.363189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:52.364253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:26:52.365461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:52.488302] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:26:52.493445] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:52.627046] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -4.14% | Symbol ETA: 5.5s | Global ETA: 6m 19s
[2025-11-25T12:26:52.627199] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:26:52.628006] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:52.628082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:52.628778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:52.630871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:52.632510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:52.663569] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:52.742443] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:26:52.819257] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.40% | Symbol ETA: 16.1s | Global ETA: 6m 19s
[2025-11-25T12:26:52.819425] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:26:52.820231] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:52.820491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:52.825496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:52.827591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:52.828236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:52.828799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:52.829832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:52.926486] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:52.954105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:26:52.955620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:52.994106] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:26:53.082566] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 8.6s | Global ETA: 6m 19s
[2025-11-25T12:26:53.083075] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:26:53.084135] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:53.084415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:53.090225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:53.091621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:53.093464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:26:53.095286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:53.172419] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:53.299802] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 0.76% | Symbol ETA: 4.9s | Global ETA: 6m 19s
[2025-11-25T12:26:53.300093] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:26:53.300999] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:53.301136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:53.301970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:53.304198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:53.305665] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:26:53.306010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:53.456084] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:26:53.474189] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:53.619657] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.58% | Symbol ETA: 15.3s | Global ETA: 6m 19s
[2025-11-25T12:26:53.619804] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:26:53.620547] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:53.620617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:53.625369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:53.627286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:53.627550] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:53.627872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:53.628319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:53.629189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:53.651444] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:26:53.750633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:26:53.751993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:53.764470] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.28% | Symbol ETA: 7.7s | Global ETA: 6m 19s
[2025-11-25T12:26:53.764614] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:26:53.765392] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:53.765467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:53.770381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:53.771535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:53.772607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:26:53.773838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:53.828542] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:53.954258] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 2.57% | Symbol ETA: 4.2s | Global ETA: 6m 19s
[2025-11-25T12:26:53.954553] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:26:53.955414] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:53.955547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:53.956344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:53.958554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:53.960355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:54.089272] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:26:54.122949] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:26:54.259804] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:54.308112] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:26:54.311915] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:54.410226] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 14.5s | Global ETA: 6m 19s
[2025-11-25T12:26:54.410385] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:26:54.411163] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:54.411375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:54.416140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:54.418100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:54.418675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:54.419204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:54.420156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:54.452355] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.28% | Symbol ETA: 7.0s | Global ETA: 6m 19s
[2025-11-25T12:26:54.452678] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:26:54.453562] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:54.453727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:54.458977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:54.460140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:54.461281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:26:54.462570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:54.488931] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:54.539354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:26:54.540674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:54.619316] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 3.6s | Global ETA: 6m 19s
[2025-11-25T12:26:54.619607] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:26:54.620656] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:54.620786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:54.621534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:54.624055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:54.626187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:54.875964] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:26:54.876406] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:26:54.975448] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:26:55.044416] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:55.055321] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:26:55.148604] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:55.187838] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.09% | Symbol ETA: 13.7s | Global ETA: 6m 19s
[2025-11-25T12:26:55.192577] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 6.3s | Global ETA: 6m 19s
[2025-11-25T12:26:55.192761] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:26:55.193675] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:55.193816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:55.198841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:55.199875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:55.200944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:26:55.202191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:55.271916] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: -0.42% | Symbol ETA: 2.9s | Global ETA: 6m 19s
[2025-11-25T12:26:55.272222] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:26:55.273102] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:55.273238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:55.274044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:55.276282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:55.278193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:55.356538] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.91%, Actual: 0.34%
[2025-11-25T12:26:55.523917] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.88%, Actual: 0.73%
[2025-11-25T12:26:55.557374] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:26:55.631113] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:26:55.695757] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: 0.80%, Actual: 1.37%
[2025-11-25T12:26:55.730774] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:26:55.799901] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:55.863378] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 3.03%, Actual: 0.47%
[2025-11-25T12:26:55.867775] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 5.6s | Global ETA: 6m 19s
[2025-11-25T12:26:55.867939] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:26:55.868726] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:55.868807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:55.873623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:55.874627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:55.875630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:26:55.876820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:55.919568] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -3.85% | Symbol ETA: 2.3s | Global ETA: 6m 19s
[2025-11-25T12:26:55.919751] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:26:55.920532] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:55.920613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:55.921385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:55.923480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:55.925175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:56.031514] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.18%, Actual: 0.86%
[2025-11-25T12:26:56.198767] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -3.29%, Actual: 0.41%
[2025-11-25T12:26:56.221513] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:26:56.260390] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:26:56.366378] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.40%, Actual: 1.43%
[2025-11-25T12:26:56.393262] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:26:56.499379] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:56.530203] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 4.9s | Global ETA: 6m 19s
[2025-11-25T12:26:56.530359] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:26:56.531134] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:56.531216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:56.536049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:56.536813] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.73%
[2025-11-25T12:26:56.537016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:56.538031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:26:56.539193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:56.631158] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 4.98% | Symbol ETA: 1.7s | Global ETA: 6m 19s
[2025-11-25T12:26:56.631322] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:26:56.632238] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:56.632333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:56.633121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:56.635293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:56.637203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:56.704506] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 2.11%, Actual: 1.06%
[2025-11-25T12:26:56.872611] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.09%, Actual: 1.53%
[2025-11-25T12:26:56.872830] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 45.5413%
[2025-11-25T12:26:56.872940] [INFO ] [main      ] ALL: DISCARDED add_open_11_elasticity (score: 45.54%)
[2025-11-25T12:26:56.872997] [INFO ] [main      ] ALL: Testing feature 24/53: add_open_reversal_intensity
[2025-11-25T12:26:56.873055] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_open_reversal_intensity']
[2025-11-25T12:26:56.873126] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:26:56.883130] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:26:56.887149] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:56.887911] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:26:56.888869] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:56.888953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:56.893759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:56.895600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:56.896147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:56.896612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:56.897566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:56.994343] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:26:57.020915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:26:57.022537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:57.051407] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:26:57.174788] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:57.190891] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 4.2s | Global ETA: 6m 19s
[2025-11-25T12:26:57.191047] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:26:57.191848] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:57.191928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:57.196798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:57.197799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:57.198820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:26:57.199955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:57.298638] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 3.80% | Symbol ETA: 1.0s | Global ETA: 6m 19s
[2025-11-25T12:26:57.298863] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:26:57.299785] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:57.299868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:57.300673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:57.302863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:26:57.304691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:57.374965] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:26:57.538169] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:26:57.551243] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:26:57.665744] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:26:57.710670] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 19.7s | Global ETA: 6m 19s
[2025-11-25T12:26:57.710827] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:26:57.711588] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:57.711699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:57.712562] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:26:57.716502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:57.718359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:57.718880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:57.719327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:57.720207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:57.843950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:26:57.845552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:57.847542] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 3.5s | Global ETA: 6m 19s
[2025-11-25T12:26:57.847720] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:26:57.848542] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:57.848624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:57.849292] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:57.853669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:57.854675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:57.855675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:26:57.856885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:57.977760] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -5.99% | Symbol ETA: 0.3s | Global ETA: 6m 19s
[2025-11-25T12:26:58.153495] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 1.37%, Actual: 1.13%
[2025-11-25T12:26:58.191200] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:26:58.198923] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:26:58.325296] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -4.14%, Actual: 2.96%
[2025-11-25T12:26:58.365153] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:26:58.376885] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:26:58.501424] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 0.76%, Actual: 0.65%
[2025-11-25T12:26:58.512617] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 2.8s | Global ETA: 6m 19s
[2025-11-25T12:26:58.512788] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:26:58.513619] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:26:58.513720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:58.518778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:58.519817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:26:58.520847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:26:58.522042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:58.522811] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.06% | Symbol ETA: 18.8s | Global ETA: 6m 19s
[2025-11-25T12:26:58.522969] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:26:58.523752] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:58.523839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:58.528757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:58.530617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:58.531138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:58.531619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:58.532584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:58.664282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:26:58.669160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:58.681600] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 2.57%, Actual: 1.15%
[2025-11-25T12:26:58.866414] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 0.81%
[2025-11-25T12:26:58.878740] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:26:59.040624] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:26:59.052389] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:26:59.059817] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: -0.42%, Actual: 0.36%
[2025-11-25T12:26:59.188336] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 2.1s | Global ETA: 6m 20s
[2025-11-25T12:26:59.220690] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:26:59.234147] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -3.85%, Actual: 1.98%
[2025-11-25T12:26:59.363187] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: 0.11%, Actual: 0.44%
[2025-11-25T12:26:59.379556] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 18.1s | Global ETA: 6m 20s
[2025-11-25T12:26:59.379789] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:26:59.380804] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:26:59.380891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:26:59.386123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:26:59.388159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:26:59.388760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:26:59.389234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:26:59.390194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:26:59.406281] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 4.98%, Actual: 1.35%
[2025-11-25T12:26:59.518354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:26:59.520456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:59.532241] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 0.67%
[2025-11-25T12:26:59.576816] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 3.80%, Actual: 0.67%
[2025-11-25T12:26:59.704195] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.28%, Actual: 0.23%
[2025-11-25T12:26:59.746610] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -5.99%, Actual: 0.41%
[2025-11-25T12:26:59.746861] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 49.2125%
[2025-11-25T12:26:59.746972] [INFO ] [main      ] CBT: DISCARDED add_volume_pressure_into_close (score: 49.21%)
[2025-11-25T12:26:59.747048] [INFO ] [main      ] CBT: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:26:59.747093] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_volume_zscore']
[2025-11-25T12:26:59.747140] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:26:59.760761] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:26:59.761184] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:26:59.762067] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:26:59.762144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:26:59.762891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:26:59.764978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:26:59.766670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:26:59.874257] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:26:59.874430] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 0.33%
[2025-11-25T12:27:00.048124] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.51%
[2025-11-25T12:27:00.060343] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:00.108155] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:27:00.220563] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.68%, Actual: 0.30%
[2025-11-25T12:27:00.229163] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.34% | Symbol ETA: 17.3s | Global ETA: 6m 20s
[2025-11-25T12:27:00.229382] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:27:00.230286] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:00.230448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:00.235612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:00.237543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:00.238097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:00.238565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:00.239707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:00.279956] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:00.367067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:27:00.368958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:00.410772] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 2.47% | Symbol ETA: 6.0s | Global ETA: 6m 20s
[2025-11-25T12:27:00.410919] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:27:00.411683] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:00.411765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:00.412473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:00.414552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:27:00.416235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:00.418480] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 0.74%
[2025-11-25T12:27:00.594932] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.21%
[2025-11-25T12:27:00.752547] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:27:00.773706] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.13%
[2025-11-25T12:27:00.797459] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:27:00.920825] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:00.951258] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.34%, Actual: 0.38%
[2025-11-25T12:27:00.951505] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 47.2151%
[2025-11-25T12:27:00.951608] [INFO ] [main      ] CMSC: DISCARDED add_shelf_lag (score: 47.22%)
[2025-11-25T12:27:00.951687] [INFO ] [main      ] CMSC: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:27:00.951734] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_signed_carry_history_11']
[2025-11-25T12:27:00.951781] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:27:00.966892] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:00.968066] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:00.968749] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:27:00.969700] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:00.969789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:00.974920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:00.976003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:00.977087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:27:00.978495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:01.070335] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.91% | Symbol ETA: 16.5s | Global ETA: 6m 20s
[2025-11-25T12:27:01.070504] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:27:01.071312] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:01.071393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:01.076576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:01.078411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:01.078938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:01.079396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:01.080292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:01.098061] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -2.65% | Symbol ETA: 5.5s | Global ETA: 6m 20s
[2025-11-25T12:27:01.098195] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:27:01.098958] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:01.099037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:01.099742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:01.101768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:27:01.103377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:01.208459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:27:01.210108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:01.330001] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:27:01.448765] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:27:01.505614] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:01.565380] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:27:01.575372] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 7.5s | Global ETA: 6m 20s
[2025-11-25T12:27:01.575532] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:27:01.576874] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:01.576966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:01.581969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:01.583045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:01.584037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:27:01.585451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:01.623119] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:01.749841] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:01.750555] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 2.95% | Symbol ETA: 4.8s | Global ETA: 6m 20s
[2025-11-25T12:27:01.750713] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:27:01.751481] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:01.751560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:01.752285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:01.754351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:27:01.756080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:01.895660] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.21% | Symbol ETA: 15.6s | Global ETA: 6m 20s
[2025-11-25T12:27:01.895816] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:27:01.896601] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:01.896700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:01.901960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:01.903901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:01.904429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:01.904944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:01.905858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:01.937556] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:27:02.035281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:27:02.036962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:02.100008] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:27:02.115050] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:02.184674] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 6.9s | Global ETA: 6m 20s
[2025-11-25T12:27:02.184840] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:27:02.186156] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:02.186235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:02.191287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:02.192359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:02.193431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:27:02.194866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:02.270823] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:02.390670] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:27:02.392204] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 3.67% | Symbol ETA: 4.1s | Global ETA: 6m 20s
[2025-11-25T12:27:02.392362] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:27:02.393175] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:02.393253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:02.393986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:02.396071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:27:02.397887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:02.551188] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:27:02.567323] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:02.719227] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.97% | Symbol ETA: 14.8s | Global ETA: 6m 20s
[2025-11-25T12:27:02.719377] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:27:02.720188] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:02.720270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:02.725216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:02.727035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:02.727543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:02.728037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:02.728948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:02.730285] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:02.739597] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:27:02.803895] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 6.3s | Global ETA: 6m 20s
[2025-11-25T12:27:02.804067] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:27:02.804912] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:02.804992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:02.810001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:02.811012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:02.812053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:27:02.813483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:02.853908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:27:02.855470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:02.907667] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:03.030793] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -0.75% | Symbol ETA: 3.4s | Global ETA: 6m 20s
[2025-11-25T12:27:03.030962] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:27:03.031752] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:03.031829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:03.032528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:03.034584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:27:03.036257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:03.158347] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:27:03.216503] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:27:03.325228] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:03.376271] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:27:03.392270] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 5.7s | Global ETA: 6m 20s
[2025-11-25T12:27:03.392414] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:27:03.393194] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:03.393272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:03.394551] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:03.398172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:03.399133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:03.400109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:27:03.401470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:03.546289] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:03.549401] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 1.06% | Symbol ETA: 13.9s | Global ETA: 6m 20s
[2025-11-25T12:27:03.549565] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:27:03.550377] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:03.550464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:03.555679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:03.557757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:03.558315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:03.558813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:03.559782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:03.665880] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: 3.09% | Symbol ETA: 2.8s | Global ETA: 6m 20s
[2025-11-25T12:27:03.666010] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:27:03.666815] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:03.666893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:03.667837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:03.669940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:27:03.671592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:03.692150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:27:03.693792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:03.742495] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:27:03.911658] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:03.979056] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 5.1s | Global ETA: 6m 20s
[2025-11-25T12:27:03.979202] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:27:03.979971] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:03.980049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:03.984990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:03.985949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:03.986917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:27:03.988303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:04.012375] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:27:04.128511] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:27:04.194750] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:04.315079] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.52% | Symbol ETA: 2.1s | Global ETA: 6m 20s
[2025-11-25T12:27:04.315239] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:27:04.316047] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:04.316125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:04.316840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:04.317350] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:04.319048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:27:04.320783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:04.326862] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:27:04.466326] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.29% | Symbol ETA: 13.1s | Global ETA: 6m 20s
[2025-11-25T12:27:04.466463] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:27:04.467247] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:04.467327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:04.472081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:04.473846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:04.474326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:04.474795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:04.475663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:04.497985] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:04.564774] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.72% | Symbol ETA: 4.4s | Global ETA: 6m 20s
[2025-11-25T12:27:04.564923] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:27:04.565752] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:04.565834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:04.570813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:04.571836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:04.572836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:27:04.574258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:04.601465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:27:04.603012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:04.671530] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:27:04.843033] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:04.924967] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:27:04.943151] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:27:04.966553] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: 4.19% | Symbol ETA: 1.5s | Global ETA: 6m 20s
[2025-11-25T12:27:04.966715] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:27:04.967521] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:04.967598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:04.968299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:04.970351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:27:04.971987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:05.097263] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:05.111634] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:05.165533] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 3.8s | Global ETA: 6m 20s
[2025-11-25T12:27:05.165718] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:27:05.166489] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:05.166569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:05.171395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:05.172353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:05.173318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:27:05.174696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:05.257515] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.36% | Symbol ETA: 12.3s | Global ETA: 6m 20s
[2025-11-25T12:27:05.312311] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:27:05.427359] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.17%, Actual: 0.34%
[2025-11-25T12:27:05.481825] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:05.510856] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:27:05.596927] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.06%, Actual: 0.73%
[2025-11-25T12:27:05.605489] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 6.90% | Symbol ETA: 0.8s | Global ETA: 6m 20s
[2025-11-25T12:27:05.605686] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:27:05.606460] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:05.606554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:05.607372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:05.609517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:27:05.611288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:05.680514] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:05.749356] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.52% | Symbol ETA: 3.2s | Global ETA: 6m 20s
[2025-11-25T12:27:05.749507] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:27:05.750286] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:05.750366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:05.755218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:05.756169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:05.757187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:27:05.758558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:05.770293] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 1.37%
[2025-11-25T12:27:05.942321] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.34%, Actual: 0.47%
[2025-11-25T12:27:05.972952] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:27:06.115678] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:27:06.132358] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.91%, Actual: 0.86%
[2025-11-25T12:27:06.146173] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:06.269413] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -8.58% | Symbol ETA: 0.2s | Global ETA: 6m 20s
[2025-11-25T12:27:06.289231] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:06.305373] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.21%, Actual: 0.41%
[2025-11-25T12:27:06.355281] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: 0.26% | Symbol ETA: 2.6s | Global ETA: 6m 20s
[2025-11-25T12:27:06.355445] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:27:06.356231] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:06.356315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:06.361112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:06.362087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:06.363067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:27:06.364432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:06.441835] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 2.47%, Actual: 1.13%
[2025-11-25T12:27:06.476893] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.97%, Actual: 1.43%
[2025-11-25T12:27:06.614871] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.65%, Actual: 2.96%
[2025-11-25T12:27:06.646948] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 1.06%, Actual: 0.73%
[2025-11-25T12:27:06.718853] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:27:06.787987] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 2.95%, Actual: 0.65%
[2025-11-25T12:27:06.815321] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.29%, Actual: 1.06%
[2025-11-25T12:27:06.891018] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:06.957271] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 2.1s | Global ETA: 6m 20s
[2025-11-25T12:27:06.961166] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 3.67%, Actual: 1.15%
[2025-11-25T12:27:06.985956] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.36%, Actual: 1.53%
[2025-11-25T12:27:06.986181] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 46.1946%
[2025-11-25T12:27:06.986290] [INFO ] [main      ] ALL: DISCARDED add_open_reversal_intensity (score: 46.19%)
[2025-11-25T12:27:06.986370] [INFO ] [main      ] ALL: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-25T12:27:06.986427] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio']
[2025-11-25T12:27:06.986535] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:27:06.999305] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:06.999701] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:27:07.000555] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:07.000664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:07.005389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:07.007237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:07.007750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:07.008225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:07.009111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:07.135489] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 0.81%
[2025-11-25T12:27:07.135974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:27:07.137934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:07.139073] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.13%, Actual: 0.44%
[2025-11-25T12:27:07.312224] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 3.09%, Actual: 0.36%
[2025-11-25T12:27:07.316722] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.14%, Actual: 0.67%
[2025-11-25T12:27:07.475521] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:27:07.484675] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.52%, Actual: 1.98%
[2025-11-25T12:27:07.491794] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.23%
[2025-11-25T12:27:07.645135] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:07.657520] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 4.19%, Actual: 1.35%
[2025-11-25T12:27:07.679298] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.33%
[2025-11-25T12:27:07.817786] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -1.53% | Symbol ETA: 19.2s | Global ETA: 6m 20s
[2025-11-25T12:27:07.818040] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:27:07.819844] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:07.819963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:07.826712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:07.829197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:07.829751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:07.830215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:07.830761] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 6.90%, Actual: 0.67%
[2025-11-25T12:27:07.831185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:07.866464] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.51%
[2025-11-25T12:27:07.972522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:27:07.974468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:08.005852] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -8.58%, Actual: 0.41%
[2025-11-25T12:27:08.006144] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 38.4329%
[2025-11-25T12:27:08.006246] [INFO ] [main      ] CBT: DISCARDED add_volume_zscore (score: 38.43%)
[2025-11-25T12:27:08.006306] [INFO ] [main      ] CBT: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:27:08.006352] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency', 'add_vwap_deviations']
[2025-11-25T12:27:08.006402] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:27:08.020701] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:08.021164] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 2
[2025-11-25T12:27:08.022063] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:08.022147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:08.022908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:08.025076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:27:08.031107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:08.047553] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 0.30%
[2025-11-25T12:27:08.227818] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 0.74%
[2025-11-25T12:27:08.330007] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:27:08.370562] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-20
[2025-11-25T12:27:08.401427] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.21%
[2025-11-25T12:27:08.500786] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:08.538596] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:08.571496] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: 0.26%, Actual: 0.13%
[2025-11-25T12:27:08.661858] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 18.4s | Global ETA: 6m 21s
[2025-11-25T12:27:08.662005] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:27:08.662788] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:08.662875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:08.662917] [INFO ] [main      ] CBT: Lookback Days: 2, Magnitude: 3.13% | Symbol ETA: 5.8s | Global ETA: 6m 21s
[2025-11-25T12:27:08.663044] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 3
[2025-11-25T12:27:08.663836] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:08.663911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:08.664603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:08.666709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:27:08.668064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:08.669969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:08.670475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:08.670959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:08.671892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:08.672738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:08.744993] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: -0.03%, Actual: 0.38%
[2025-11-25T12:27:08.745242] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 39.6303%
[2025-11-25T12:27:08.745349] [INFO ] [main      ] CMSC: DISCARDED add_signed_carry_history_11 (score: 39.63%)
[2025-11-25T12:27:08.745408] [INFO ] [main      ] CMSC: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:27:08.745452] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_sma_ratio']
[2025-11-25T12:27:08.745501] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:27:08.758438] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:08.758894] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:27:08.759808] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:08.759886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:08.764775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:08.765815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:08.766794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:27:08.767531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:08.800183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:27:08.802047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:09.010032] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-19
[2025-11-25T12:27:09.111316] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:27:09.145301] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:27:09.178279] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:09.280551] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:09.306909] [INFO ] [main      ] CBT: Lookback Days: 3, Magnitude: -3.17% | Symbol ETA: 5.1s | Global ETA: 6m 21s
[2025-11-25T12:27:09.307085] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 4
[2025-11-25T12:27:09.307896] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:09.307977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:09.308713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:09.310784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:27:09.316624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:09.317833] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:09.343046] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 6.9s | Global ETA: 6m 21s
[2025-11-25T12:27:09.343219] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:27:09.344393] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:09.344463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:09.350323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:09.351689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:09.352795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:27:09.353624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:09.467840] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.91% | Symbol ETA: 17.6s | Global ETA: 6m 21s
[2025-11-25T12:27:09.468016] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:27:09.468784] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:09.468860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:09.473539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:09.475288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:09.475783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:09.476226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:09.477146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:09.599895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:27:09.601932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:09.660026] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-18
[2025-11-25T12:27:09.704890] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:27:09.832033] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:09.873679] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:09.939214] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.25% | Symbol ETA: 6.3s | Global ETA: 6m 21s
[2025-11-25T12:27:09.939486] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:27:09.940353] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:09.940493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:09.945590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:09.946674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:09.947026] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:27:09.947772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:27:09.948634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:09.959435] [INFO ] [main      ] CBT: Lookback Days: 4, Magnitude: 0.99% | Symbol ETA: 4.5s | Global ETA: 6m 21s
[2025-11-25T12:27:09.959745] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 5
[2025-11-25T12:27:09.960611] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:09.960767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:09.961546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:09.963679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:27:09.969466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:10.118465] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:10.270911] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.80% | Symbol ETA: 16.7s | Global ETA: 6m 21s
[2025-11-25T12:27:10.271203] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:27:10.272031] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:10.272164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:10.276933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:10.278779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:10.279328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:10.279854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:10.280808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:10.301064] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:27:10.314480] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-17
[2025-11-25T12:27:10.403755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:27:10.405758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:10.481354] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:10.487417] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:10.546938] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 5.8s | Global ETA: 6m 21s
[2025-11-25T12:27:10.547136] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:27:10.547964] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:10.548175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:10.553238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:10.554372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:10.555466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:27:10.556318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:10.612104] [INFO ] [main      ] CBT: Lookback Days: 5, Magnitude: 2.45% | Symbol ETA: 3.9s | Global ETA: 6m 21s
[2025-11-25T12:27:10.612388] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 6
[2025-11-25T12:27:10.613225] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:10.613355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:10.614135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:10.616248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:27:10.622075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:10.749083] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:27:10.904577] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:27:10.918849] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:10.965450] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-14
[2025-11-25T12:27:11.068994] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.39% | Symbol ETA: 15.9s | Global ETA: 6m 21s
[2025-11-25T12:27:11.069279] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:27:11.070125] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:11.070258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:11.072926] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:11.075123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:11.077114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:11.077712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:11.078227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:11.079191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:11.148385] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:11.151461] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 5.2s | Global ETA: 6m 21s
[2025-11-25T12:27:11.151713] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:27:11.152533] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:11.152693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:11.157500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:11.158538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:11.159586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:27:11.160392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:11.200318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:27:11.202270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:11.278094] [INFO ] [main      ] CBT: Lookback Days: 6, Magnitude: -1.30% | Symbol ETA: 3.3s | Global ETA: 6m 21s
[2025-11-25T12:27:11.278364] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 7
[2025-11-25T12:27:11.279178] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:11.279308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:11.280063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:11.282168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:27:11.287976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:11.499863] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:27:11.545250] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:27:11.625063] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-13
[2025-11-25T12:27:11.675873] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:11.718157] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:11.741083] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 4.6s | Global ETA: 6m 21s
[2025-11-25T12:27:11.741232] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:27:11.742019] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:11.742103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:11.746869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:11.747879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:11.748837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:27:11.749560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:11.791682] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:11.865793] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -2.28% | Symbol ETA: 15.0s | Global ETA: 6m 21s
[2025-11-25T12:27:11.865945] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:27:11.866852] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:11.867056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:11.872120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:11.874117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:11.874622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:11.875207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:11.876186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:11.916056] [INFO ] [main      ] CBT: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 2.6s | Global ETA: 6m 21s
[2025-11-25T12:27:11.916214] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 8
[2025-11-25T12:27:11.917003] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:11.917207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:11.917964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:11.920093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:27:11.925925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:11.999145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:27:12.001128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:12.090145] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:27:12.260089] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:12.266771] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-12
[2025-11-25T12:27:12.321566] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 4.0s | Global ETA: 6m 21s
[2025-11-25T12:27:12.321798] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:27:12.322557] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:12.322635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:12.327492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:12.328449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:12.329409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:27:12.330158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:12.342591] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:27:12.436556] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:12.517993] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:12.570175] [INFO ] [main      ] CBT: Lookback Days: 8, Magnitude: -2.72% | Symbol ETA: 1.9s | Global ETA: 6m 21s
[2025-11-25T12:27:12.570337] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 9
[2025-11-25T12:27:12.571151] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:12.571237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:12.571987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:12.574112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:27:12.580264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:12.672838] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.28% | Symbol ETA: 14.2s | Global ETA: 6m 21s
[2025-11-25T12:27:12.672995] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:27:12.673635] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:27:12.673857] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:12.673941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:12.678639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:12.680382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:12.680892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:12.681363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:12.682273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:12.806245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:27:12.808231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:12.845750] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:12.907193] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 3.4s | Global ETA: 6m 21s
[2025-11-25T12:27:12.907355] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:27:12.908161] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:12.908242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:12.913112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:12.914076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:12.915054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:27:12.915800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:12.916371] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-11
[2025-11-25T12:27:13.087537] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:13.151396] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:27:13.212182] [INFO ] [main      ] CBT: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 1.3s | Global ETA: 6m 21s
[2025-11-25T12:27:13.212346] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 10
[2025-11-25T12:27:13.213133] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:13.213214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:13.213922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:13.215962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:27:13.221624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:13.255835] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:27:13.327100] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:13.426935] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:13.479949] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 13.4s | Global ETA: 6m 21s
[2025-11-25T12:27:13.480103] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:27:13.481020] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:13.481105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:13.486221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:13.488114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:13.488752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:13.489261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:13.489256] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 2.8s | Global ETA: 6m 21s
[2025-11-25T12:27:13.489414] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:27:13.490203] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:13.490259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:13.490285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:13.495137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:13.496092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:13.497100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:27:13.497858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:13.559056] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-10
[2025-11-25T12:27:13.617078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:27:13.619083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:13.728683] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:13.846960] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:27:13.851426] [INFO ] [main      ] CBT: Lookback Days: 10, Magnitude: 5.31% | Symbol ETA: 0.6s | Global ETA: 6m 21s
[2025-11-25T12:27:13.851588] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 11
[2025-11-25T12:27:13.852366] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:27:13.852446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:27:13.853158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:27:13.855212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:27:13.861038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:13.965441] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:27:14.018218] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:14.079944] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.33% | Symbol ETA: 2.2s | Global ETA: 6m 21s
[2025-11-25T12:27:14.080098] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:27:14.080883] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:14.080962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:14.085791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:14.086741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:14.087767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:27:14.088505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:14.138663] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:14.198987] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-07
[2025-11-25T12:27:14.287760] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.92% | Symbol ETA: 12.6s | Global ETA: 6m 21s
[2025-11-25T12:27:14.287914] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:27:14.288779] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:14.288862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:14.293665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:14.295400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:14.295908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:14.296363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:14.297276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:14.368735] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:14.421503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:27:14.423219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:14.430066] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:27:14.490958] [INFO ] [main      ] CBT: Lookback Days: 11, Magnitude: -7.32% | Symbol ETA: 0.0s | Global ETA: 6m 21s
[2025-11-25T12:27:14.600306] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:14.660612] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 3.13%, Actual: 1.13%
[2025-11-25T12:27:14.661891] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 1.6s | Global ETA: 6m 21s
[2025-11-25T12:27:14.769908] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:27:14.831296] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -3.17%, Actual: 2.96%
[2025-11-25T12:27:14.836357] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.18%, Actual: 0.44%
[2025-11-25T12:27:14.942137] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:15.001762] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 0.65%
[2025-11-25T12:27:15.009299] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.67%
[2025-11-25T12:27:15.090340] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.65% | Symbol ETA: 11.8s | Global ETA: 6m 21s
[2025-11-25T12:27:15.172564] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: 2.45%, Actual: 1.15%
[2025-11-25T12:27:15.186312] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.23%
[2025-11-25T12:27:15.263246] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -1.53%, Actual: 0.34%
[2025-11-25T12:27:15.344332] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -1.30%, Actual: 0.81%
[2025-11-25T12:27:15.355424] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.33%
[2025-11-25T12:27:15.436389] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 0.73%
[2025-11-25T12:27:15.514136] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.36%
[2025-11-25T12:27:15.525841] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.51%
[2025-11-25T12:27:15.608097] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.91%, Actual: 1.37%
[2025-11-25T12:27:15.685324] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.72%, Actual: 1.98%
[2025-11-25T12:27:15.695437] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.30%
[2025-11-25T12:27:15.779686] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.80%, Actual: 0.47%
[2025-11-25T12:27:15.858712] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: -0.55%, Actual: 1.35%
[2025-11-25T12:27:15.868019] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.74%
[2025-11-25T12:27:15.952374] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.39%, Actual: 0.86%
[2025-11-25T12:27:16.036669] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 5.31%, Actual: 0.67%
[2025-11-25T12:27:16.038023] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.21%
[2025-11-25T12:27:16.126219] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -2.28%, Actual: 0.41%
[2025-11-25T12:27:16.208162] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 0.13%
[2025-11-25T12:27:16.208698] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -7.32%, Actual: 0.41%
[2025-11-25T12:27:16.208957] [INFO ] [main      ] CBT: Magnitude Forecast Confidence: 47.1991%
[2025-11-25T12:27:16.209062] [INFO ] [main      ] CBT: DISCARDED add_vwap_deviations (score: 47.20%)
[2025-11-25T12:27:16.209119] [INFO ] [main      ] CBT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:27:16.209166] [INFO ] [main      ] CBT: Best accuracy: 53.78%
[2025-11-25T12:27:16.209218] [INFO ] [main      ] CBT: Best feature set (2 features): ['add_close_to_open_alignment', 'add_range_volume_efficiency']
[2025-11-25T12:27:16.209262] [INFO ] [main      ] CBT: Improvement over baseline: 12.72%
[2025-11-25T12:27:16.209305] [INFO ] [main      ] CBT: Total time: 7.5 minutes
[2025-11-25T12:27:16.209345] [INFO ] [main      ] CBT: Average time per feature: 8.5 seconds
[2025-11-25T12:27:16.209386] [INFO ] [main      ] CBT: Average speed: 0.12 features/sec
[2025-11-25T12:27:16.298587] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.28%, Actual: 1.43%
[2025-11-25T12:27:16.381884] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.38%
[2025-11-25T12:27:16.382123] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 46.3746%
[2025-11-25T12:27:16.382225] [INFO ] [main      ] CMSC: DISCARDED add_sma_ratio (score: 46.37%)
[2025-11-25T12:27:16.382277] [INFO ] [main      ] CMSC: Testing feature 45/53: add_true_range
[2025-11-25T12:27:16.382322] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_true_range']
[2025-11-25T12:27:16.382392] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:27:16.389477] [DEBUG] [METRICS   ] CBT: 2025-11-21:2025-11-24: Predicted: 1.16%, Actual: 1.13%
[2025-11-25T12:27:16.396368] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:16.396803] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:27:16.397703] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:16.397783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:16.402733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:16.403731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:16.404699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:16.406450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:16.471346] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.73%
[2025-11-25T12:27:16.570203] [DEBUG] [METRICS   ] CBT: 2025-11-20:2025-11-21: Predicted: -2.36%, Actual: 2.96%
[2025-11-25T12:27:16.643860] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.92%, Actual: 1.06%
[2025-11-25T12:27:16.740574] [DEBUG] [METRICS   ] CBT: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 0.65%
[2025-11-25T12:27:16.744240] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:27:16.812989] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.65%, Actual: 1.53%
[2025-11-25T12:27:16.813215] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 45.7233%
[2025-11-25T12:27:16.813360] [INFO ] [main      ] ALL: DISCARDED add_open_vs_close_liquidity_ratio (score: 45.72%)
[2025-11-25T12:27:16.813424] [INFO ] [main      ] ALL: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-25T12:27:16.813471] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_open_vs_prev_range_position']
[2025-11-25T12:27:16.813551] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:27:16.826267] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:16.826688] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:27:16.827560] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:16.827666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:16.832526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:16.834404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:16.834950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:16.835421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:16.836344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:16.910350] [DEBUG] [METRICS   ] CBT: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 1.15%
[2025-11-25T12:27:16.915313] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:16.965222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:27:16.968565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:16.978378] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 6.6s | Global ETA: 6m 21s
[2025-11-25T12:27:16.978530] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:27:16.979337] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:16.979419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:16.984273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:16.985252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:16.986239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:16.987984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:17.081928] [DEBUG] [METRICS   ] CBT: 2025-11-17:2025-11-18: Predicted: -2.00%, Actual: 0.81%
[2025-11-25T12:27:17.254191] [DEBUG] [METRICS   ] CBT: 2025-11-14:2025-11-17: Predicted: 0.28%, Actual: 0.36%
[2025-11-25T12:27:17.315816] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:27:17.328100] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:27:17.425127] [DEBUG] [METRICS   ] CBT: 2025-11-13:2025-11-14: Predicted: -2.16%, Actual: 1.98%
[2025-11-25T12:27:17.489063] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:17.497274] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:17.559933] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.00% | Symbol ETA: 6.0s | Global ETA: 6m 21s
[2025-11-25T12:27:17.560089] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:27:17.560866] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:17.560971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:17.565743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:17.566695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:17.567695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:17.569430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:17.592777] [DEBUG] [METRICS   ] CBT: 2025-11-12:2025-11-13: Predicted: 2.28%, Actual: 1.35%
[2025-11-25T12:27:17.655355] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 18.1s | Global ETA: 6m 21s
[2025-11-25T12:27:17.655518] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:27:17.656415] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:17.656502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:17.661502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:17.663345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:17.663876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:17.664337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:17.665270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:17.762672] [DEBUG] [METRICS   ] CBT: 2025-11-11:2025-11-12: Predicted: 4.56%, Actual: 0.67%
[2025-11-25T12:27:17.792184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:27:17.795477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:17.910207] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:27:17.931700] [DEBUG] [METRICS   ] CBT: 2025-11-10:2025-11-11: Predicted: -6.53%, Actual: 0.41%
[2025-11-25T12:27:17.932287] [INFO ] [LOCAL     ] Saved configuration for CBT: 2 features, 53.78% accuracy -> ./output/feature-sets/CBT.json
[2025-11-25T12:27:17.933859] [INFO ] [main      ] Progress: 29/31 symbols completed (93.5%). CBT finished in 7m 42s. ETA: 4m 6s. Rate: 0.49 symbols/min
[2025-11-25T12:27:18.080535] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:18.140379] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:27:18.142808] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 5.5s | Global ETA: 4m 6s
[2025-11-25T12:27:18.142980] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:27:18.143769] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:18.143846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:18.148621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:18.149580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:18.150548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:18.152263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:18.318339] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:18.475473] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 17.2s | Global ETA: 4m 6s
[2025-11-25T12:27:18.475695] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:27:18.476777] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:18.476865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:18.482588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:18.484835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:18.485412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:18.485925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:18.486890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:18.489316] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:27:18.614719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:27:18.617996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:18.661336] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:18.724802] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.28% | Symbol ETA: 4.9s | Global ETA: 4m 6s
[2025-11-25T12:27:18.724966] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:27:18.725820] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:18.725910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:18.730948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:18.731963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:18.732962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:18.734744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:18.968399] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:27:19.078621] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:27:19.136333] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:19.246435] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:19.300101] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: 0.06% | Symbol ETA: 16.4s | Global ETA: 4m 6s
[2025-11-25T12:27:19.300378] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:27:19.301283] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:19.301365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:19.306304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:19.308208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:19.308759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:19.309250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:19.310155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:19.313018] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 4.3s | Global ETA: 4m 6s
[2025-11-25T12:27:19.313193] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:27:19.314032] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:19.314122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:19.319143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:19.320188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:19.321230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:19.323022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:19.432502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:27:19.435727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:19.662895] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:27:19.782304] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:27:19.832956] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:19.896826] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 3.7s | Global ETA: 4m 6s
[2025-11-25T12:27:19.896985] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:27:19.897905] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:19.897988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:19.902955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:19.904002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:19.905000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:19.906929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:19.976890] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:20.133867] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.39% | Symbol ETA: 15.6s | Global ETA: 4m 6s
[2025-11-25T12:27:20.134019] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:27:20.134924] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:20.135005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:20.139900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:20.141804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:20.142300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:20.142778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:20.143692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:20.246278] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:27:20.265885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:27:20.269123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:20.419928] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:20.482801] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 3.1s | Global ETA: 4m 6s
[2025-11-25T12:27:20.482954] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:27:20.483775] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:20.483873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:20.488841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:20.489874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:20.490891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:20.492697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:20.636661] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:27:20.809591] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:20.840936] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:27:20.981531] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -4.91% | Symbol ETA: 14.8s | Global ETA: 4m 6s
[2025-11-25T12:27:20.981702] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:27:20.982681] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:20.982763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:20.987840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:20.989839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:20.990356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:20.990850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:20.991814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:21.012235] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:21.073884] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 1.11% | Symbol ETA: 2.6s | Global ETA: 4m 6s
[2025-11-25T12:27:21.074033] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:27:21.074829] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:21.074906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:21.079728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:21.080675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:21.081636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:21.083370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:21.121110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:27:21.124525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:21.423748] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:27:21.464732] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:27:21.601555] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:21.636761] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:21.664993] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.30% | Symbol ETA: 2.0s | Global ETA: 4m 6s
[2025-11-25T12:27:21.665144] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:27:21.665944] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:21.666024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:21.670924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:21.671946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:21.672975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:21.674751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:21.787949] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -2.15% | Symbol ETA: 13.9s | Global ETA: 4m 6s
[2025-11-25T12:27:21.788112] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:27:21.788942] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:21.789021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:21.793803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:21.795550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:21.796047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:21.796487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:21.797395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:21.923134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:27:21.926362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:22.022106] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:27:22.194062] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:22.259418] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 1.4s | Global ETA: 4m 6s
[2025-11-25T12:27:22.268236] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:27:22.431187] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.19%, Actual: 0.44%
[2025-11-25T12:27:22.438952] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:22.596420] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 3.56% | Symbol ETA: 13.1s | Global ETA: 4m 6s
[2025-11-25T12:27:22.596573] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:27:22.597386] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:22.597468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:22.602446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:22.602900] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.00%, Actual: 0.67%
[2025-11-25T12:27:22.604221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:22.604724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:22.605184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:22.606092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:22.729340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:27:22.732476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:22.776033] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 0.23%
[2025-11-25T12:27:22.948709] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 0.33%
[2025-11-25T12:27:23.073006] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:27:23.126705] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 0.51%
[2025-11-25T12:27:23.242992] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:23.297398] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.68%, Actual: 0.30%
[2025-11-25T12:27:23.401443] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -2.10% | Symbol ETA: 12.3s | Global ETA: 4m 6s
[2025-11-25T12:27:23.401590] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:27:23.402361] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:23.402442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:23.407227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:23.409004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:23.409534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:23.410046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:23.410976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:23.468916] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.00%, Actual: 0.74%
[2025-11-25T12:27:23.535446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:27:23.538560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:23.642152] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 1.11%, Actual: 0.21%
[2025-11-25T12:27:23.819135] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 0.13%
[2025-11-25T12:27:23.881230] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:27:23.992019] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.38%
[2025-11-25T12:27:23.992248] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 42.7702%
[2025-11-25T12:27:23.992369] [INFO ] [main      ] CMSC: DISCARDED add_true_range (score: 42.77%)
[2025-11-25T12:27:23.992430] [INFO ] [main      ] CMSC: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:27:23.992474] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_vol_of_vol']
[2025-11-25T12:27:23.992530] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:27:24.006545] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:24.006993] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:27:24.007891] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:24.007967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:24.012792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:24.013780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:24.014750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:24.015821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:24.051373] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:24.208614] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.67% | Symbol ETA: 11.4s | Global ETA: 4m 6s
[2025-11-25T12:27:24.208783] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:27:24.209535] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:24.209613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:24.214341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:24.216125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:24.216598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:24.217083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:24.218020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:24.341228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:27:24.344400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:24.364154] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:27:24.540495] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:24.607145] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 6.6s | Global ETA: 4m 6s
[2025-11-25T12:27:24.607296] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:27:24.608106] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:24.608186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:24.613032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:24.614116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:24.615132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:24.616238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:24.683496] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:27:24.876631] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:24.991544] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:27:25.028885] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.34% | Symbol ETA: 10.6s | Global ETA: 4m 6s
[2025-11-25T12:27:25.189284] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:25.270790] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 6.2s | Global ETA: 4m 6s
[2025-11-25T12:27:25.270963] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:27:25.271941] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:25.272039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:25.278284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:25.279606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:25.280709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:25.281949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:25.284837] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.12%, Actual: 0.34%
[2025-11-25T12:27:25.541424] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.14%, Actual: 0.73%
[2025-11-25T12:27:25.683977] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:27:25.740435] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 1.37%
[2025-11-25T12:27:25.891823] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:25.934504] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.39%, Actual: 0.47%
[2025-11-25T12:27:25.966973] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 5.8s | Global ETA: 4m 6s
[2025-11-25T12:27:25.967308] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:27:25.968187] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:25.968269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:25.973522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:25.974721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:25.975767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:25.976907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:26.150120] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -4.91%, Actual: 0.86%
[2025-11-25T12:27:26.335539] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:27:26.339577] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -2.15%, Actual: 0.41%
[2025-11-25T12:27:26.503752] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:26.516507] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 3.56%, Actual: 1.43%
[2025-11-25T12:27:26.572073] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 5.0s | Global ETA: 4m 6s
[2025-11-25T12:27:26.572259] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:27:26.573074] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:26.573152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:26.578039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:26.579001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:26.579967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:26.581039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:26.697724] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -2.10%, Actual: 0.73%
[2025-11-25T12:27:26.893062] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.67%, Actual: 1.06%
[2025-11-25T12:27:26.920791] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:27:27.084955] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.34%, Actual: 1.53%
[2025-11-25T12:27:27.085207] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 37.8010%
[2025-11-25T12:27:27.085345] [INFO ] [main      ] ALL: DISCARDED add_open_vs_prev_range_position (score: 37.80%)
[2025-11-25T12:27:27.085407] [INFO ] [main      ] ALL: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-25T12:27:27.085460] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_overnight_gap_amplitude']
[2025-11-25T12:27:27.085512] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:27:27.088103] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:27.098297] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:27.098751] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:27:27.099701] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:27.099786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:27.104937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:27.107260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:27.107983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:27.108566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:27.109912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:27.153927] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 4.3s | Global ETA: 4m 6s
[2025-11-25T12:27:27.154080] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:27:27.154849] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:27.154926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:27.159734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:27.160700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:27.161669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:27.162737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:27.238213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:27:27.239187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:27.503412] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:27:27.581761] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:27:27.673472] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:27.739322] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 3.7s | Global ETA: 4m 6s
[2025-11-25T12:27:27.739486] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:27:27.740288] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:27.740367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:27.745238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:27.746208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:27.747199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:27.748307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:27.751544] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:27.906743] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.77% | Symbol ETA: 17.5s | Global ETA: 4m 6s
[2025-11-25T12:27:27.906898] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:27:27.907835] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:27.907917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:27.912719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:27.914544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:27.915060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:27.915520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:27.916411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:28.042634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:27:28.043575] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:28.095372] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:27:28.269767] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:28.336172] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 3.0s | Global ETA: 4m 6s
[2025-11-25T12:27:28.336322] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:27:28.337132] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:28.337209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:28.342038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:28.343017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:28.344002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:28.345087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:28.382347] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:27:28.559550] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:28.683898] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:27:28.720082] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 16.8s | Global ETA: 4m 6s
[2025-11-25T12:27:28.720232] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:27:28.721098] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:28.721180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:28.725986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:28.727949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:28.728453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:28.728938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:28.729866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:28.852338] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:28.853343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:27:28.854273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:28.915623] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.69% | Symbol ETA: 2.4s | Global ETA: 4m 6s
[2025-11-25T12:27:28.915795] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:27:28.916561] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:28.916657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:28.921451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:28.922434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:28.923405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:28.924494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:29.199409] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:27:29.269340] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:27:29.368042] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:29.449107] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:29.512609] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 1.8s | Global ETA: 4m 6s
[2025-11-25T12:27:29.512787] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:27:29.513556] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:29.513634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:29.518473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:29.519438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:29.520208] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 15.9s | Global ETA: 4m 6s
[2025-11-25T12:27:29.520363] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:27:29.520422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:29.521184] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:29.521287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:29.521507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:29.526066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:29.527962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:29.528448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:29.528921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:29.529810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:29.651418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:27:29.652300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:29.867410] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:27:29.991617] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:27:30.037138] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:30.099811] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 1.2s | Global ETA: 4m 6s
[2025-11-25T12:27:30.160962] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:30.271555] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.25%, Actual: 0.44%
[2025-11-25T12:27:30.311353] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 4.30% | Symbol ETA: 15.1s | Global ETA: 4m 6s
[2025-11-25T12:27:30.311502] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:27:30.312319] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:30.312398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:30.317208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:30.319046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:30.319532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:30.320006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:30.320981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:30.443599] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.12%, Actual: 0.67%
[2025-11-25T12:27:30.445795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:27:30.446579] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:30.620063] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 0.23%
[2025-11-25T12:27:30.789333] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:27:30.799202] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.52%, Actual: 0.33%
[2025-11-25T12:27:30.971351] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:30.984172] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.31%, Actual: 0.51%
[2025-11-25T12:27:31.120074] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.62% | Symbol ETA: 14.3s | Global ETA: 4m 6s
[2025-11-25T12:27:31.120223] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:27:31.121070] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:31.121149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:31.125868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:31.127633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:31.128137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:31.128590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:31.129472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:31.156476] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.30%
[2025-11-25T12:27:31.251205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:27:31.252154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:31.333271] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.74%
[2025-11-25T12:27:31.513724] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.69%, Actual: 0.21%
[2025-11-25T12:27:31.592050] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:27:31.693694] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.04%, Actual: 0.13%
[2025-11-25T12:27:31.764775] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:31.876185] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.38%
[2025-11-25T12:27:31.876411] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 42.8205%
[2025-11-25T12:27:31.876539] [INFO ] [main      ] CMSC: DISCARDED add_vol_of_vol (score: 42.82%)
[2025-11-25T12:27:31.876621] [INFO ] [main      ] CMSC: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:27:31.876710] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_volatility_decay_ratio']
[2025-11-25T12:27:31.876796] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:27:31.889521] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:31.889970] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:27:31.890983] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:31.891072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:31.896251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:31.897310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:31.898384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:27:31.899573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:31.911411] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.92% | Symbol ETA: 13.5s | Global ETA: 4m 7s
[2025-11-25T12:27:31.911559] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:27:31.912348] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:31.912428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:31.917331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:31.919121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:31.919605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:31.920090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:31.921019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:32.042303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:27:32.043116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:32.255054] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:27:32.384552] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:27:32.437696] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:32.501110] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.31% | Symbol ETA: 6.5s | Global ETA: 4m 7s
[2025-11-25T12:27:32.501262] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:27:32.502100] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:32.502180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:32.507241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:32.508250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:32.509271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:27:32.510459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:32.573985] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:32.728586] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.73% | Symbol ETA: 12.7s | Global ETA: 4m 7s
[2025-11-25T12:27:32.728785] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:27:32.729580] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:32.729683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:32.734410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:32.736174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:32.736673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:32.737142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:32.738055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:32.856211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:27:32.857104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:32.865971] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:27:33.042812] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:33.105358] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 5.9s | Global ETA: 4m 7s
[2025-11-25T12:27:33.105510] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:27:33.106308] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:33.106386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:33.111268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:33.112248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:33.113242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:27:33.114356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:33.193795] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:27:33.374186] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:33.463071] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:27:33.523515] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 11.9s | Global ETA: 4m 7s
[2025-11-25T12:27:33.523697] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:27:33.524504] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:33.524586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:33.529502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:33.531342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:33.531854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:33.532311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:33.533253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:33.640910] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:33.658166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:27:33.659032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:33.704732] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 5.3s | Global ETA: 4m 7s
[2025-11-25T12:27:33.704909] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:27:33.705986] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:33.706083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:33.712863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:33.714103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:33.715428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:27:33.716975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:34.006606] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:27:34.075846] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:27:34.179148] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:34.250255] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:34.314819] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.28% | Symbol ETA: 4.7s | Global ETA: 4m 7s
[2025-11-25T12:27:34.314974] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:27:34.315784] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:34.315865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:34.321044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:34.322114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:34.323144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:27:34.324320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:34.329121] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.45% | Symbol ETA: 11.1s | Global ETA: 4m 7s
[2025-11-25T12:27:34.329267] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:27:34.330096] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:34.330174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:34.334982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:34.336750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:34.337257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:34.337731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:34.338606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:34.461516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:27:34.462334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:34.685343] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:27:34.806376] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:27:34.861744] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:34.926211] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 4.1s | Global ETA: 4m 7s
[2025-11-25T12:27:34.926363] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:27:34.927160] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:34.927241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:34.932077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:34.933093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:34.934075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:27:34.935191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:34.977951] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:35.128964] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.12% | Symbol ETA: 10.3s | Global ETA: 4m 7s
[2025-11-25T12:27:35.283587] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:27:35.303972] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.77%, Actual: 0.34%
[2025-11-25T12:27:35.457562] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:35.474885] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.59%, Actual: 0.73%
[2025-11-25T12:27:35.522286] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.41% | Symbol ETA: 3.4s | Global ETA: 4m 7s
[2025-11-25T12:27:35.522449] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:27:35.523270] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:35.523351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:35.528488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:35.529479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:35.530526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:27:35.531722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:35.647220] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 1.37%
[2025-11-25T12:27:35.820163] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 4.30%, Actual: 0.47%
[2025-11-25T12:27:35.892686] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:27:35.990962] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.62%, Actual: 0.86%
[2025-11-25T12:27:36.068188] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:36.132110] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 2.8s | Global ETA: 4m 7s
[2025-11-25T12:27:36.132263] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:27:36.133070] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:36.133149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:36.138071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:36.139067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:36.140079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:27:36.141232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:36.162535] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.92%, Actual: 0.41%
[2025-11-25T12:27:36.334790] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.73%, Actual: 1.43%
[2025-11-25T12:27:36.489530] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:27:36.508912] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 0.73%
[2025-11-25T12:27:36.667784] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:36.707328] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.45%, Actual: 1.06%
[2025-11-25T12:27:36.730210] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 2.2s | Global ETA: 4m 7s
[2025-11-25T12:27:36.730361] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:27:36.731142] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:36.731220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:36.736025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:36.736969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:36.737994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:27:36.739205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:36.882796] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.12%, Actual: 1.53%
[2025-11-25T12:27:36.883064] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 43.3592%
[2025-11-25T12:27:36.883207] [INFO ] [main      ] ALL: DISCARDED add_overnight_gap_amplitude (score: 43.36%)
[2025-11-25T12:27:36.883290] [INFO ] [main      ] ALL: Testing feature 28/53: add_overnight_gap_mag
[2025-11-25T12:27:36.883373] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_overnight_gap_mag']
[2025-11-25T12:27:36.883507] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:27:36.899262] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:36.900006] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:27:36.901125] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:36.901211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:36.906434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:36.908529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:36.909098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:36.909589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:36.910558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:37.041271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:27:37.042541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:37.084986] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:27:37.256085] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:37.317888] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.37% | Symbol ETA: 1.6s | Global ETA: 4m 7s
[2025-11-25T12:27:37.318040] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:27:37.318897] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:37.318994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:37.323854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:37.324828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:37.325814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:27:37.326954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:37.396193] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:27:37.575024] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:37.668025] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:27:37.732669] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 16.6s | Global ETA: 4m 7s
[2025-11-25T12:27:37.732837] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:27:37.733588] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:37.733688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:37.738517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:37.740326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:37.740823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:37.741263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:37.742172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:37.839201] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:37.872268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:27:37.873314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:37.901013] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.62% | Symbol ETA: 1.0s | Global ETA: 4m 7s
[2025-11-25T12:27:38.073067] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.31%, Actual: 0.44%
[2025-11-25T12:27:38.221430] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:27:38.243368] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 0.67%
[2025-11-25T12:27:38.393246] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:38.417597] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.23%
[2025-11-25T12:27:38.550809] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 15.7s | Global ETA: 4m 7s
[2025-11-25T12:27:38.550965] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:27:38.551778] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:38.551860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:38.557199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:38.559211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:38.559750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:38.560214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:38.561167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:38.587859] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 0.33%
[2025-11-25T12:27:38.690303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:27:38.691329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:38.759663] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: 0.26%, Actual: 0.51%
[2025-11-25T12:27:38.933519] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.41%, Actual: 0.30%
[2025-11-25T12:27:39.046489] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:27:39.108989] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.74%
[2025-11-25T12:27:39.220363] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:39.280718] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.21%
[2025-11-25T12:27:39.371159] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: 0.79% | Symbol ETA: 14.8s | Global ETA: 4m 7s
[2025-11-25T12:27:39.371315] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:27:39.372144] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:39.372227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:39.377311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:39.379195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:39.379715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:39.380198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:39.381152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:39.452423] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.37%, Actual: 0.13%
[2025-11-25T12:27:39.510079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:27:39.511107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:39.625777] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.62%, Actual: 0.38%
[2025-11-25T12:27:39.626007] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 45.7066%
[2025-11-25T12:27:39.626111] [INFO ] [main      ] CMSC: DISCARDED add_volatility_decay_ratio (score: 45.71%)
[2025-11-25T12:27:39.626169] [INFO ] [main      ] CMSC: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:27:39.626225] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:27:39.626275] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:27:39.639581] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:39.640012] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:27:39.640915] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:39.640999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:39.645827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:39.646819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:39.647937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:39.649677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:39.650165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:39.651271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:27:39.653349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:39.852013] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:27:39.993505] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:27:40.021013] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:40.161701] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:40.174105] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 3.27% | Symbol ETA: 14.0s | Global ETA: 4m 7s
[2025-11-25T12:27:40.174257] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:27:40.175553] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:40.175635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:40.180441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:40.182224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:40.182742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:40.183194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:40.184107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:40.230699] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.17% | Symbol ETA: 6.1s | Global ETA: 4m 7s
[2025-11-25T12:27:40.230849] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:27:40.231607] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:40.231713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:40.236515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:40.237526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:40.238517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:40.240250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:40.240752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:40.241823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:27:40.243870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:40.305423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:27:40.306410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:40.587152] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:27:40.650471] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:27:40.756224] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:40.820105] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:40.827093] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.33% | Symbol ETA: 5.6s | Global ETA: 4m 7s
[2025-11-25T12:27:40.827243] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:27:40.828079] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:40.828162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:40.833011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:40.833998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:40.834981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:40.836741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:40.837328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:40.838407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:27:40.840427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:40.975052] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.45% | Symbol ETA: 13.1s | Global ETA: 4m 7s
[2025-11-25T12:27:40.975208] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:27:40.976035] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:40.976136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:40.981168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:40.983011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:40.983528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:40.984030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:40.984976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:41.115385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:27:41.116595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:41.179884] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:27:41.351588] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:41.422599] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.01% | Symbol ETA: 5.0s | Global ETA: 4m 7s
[2025-11-25T12:27:41.422778] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:27:41.423557] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:41.423660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:41.428671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:41.429604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:41.430586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:41.432354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:41.432885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:41.433958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:27:41.435977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:41.471945] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:27:41.647933] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:41.780274] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:27:41.797358] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.92% | Symbol ETA: 12.3s | Global ETA: 4m 7s
[2025-11-25T12:27:41.797517] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:27:41.798327] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:41.798410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:41.803373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:41.805306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:41.805860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:41.806348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:41.807535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:41.945119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:27:41.946142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:41.958943] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:42.030393] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 4.4s | Global ETA: 4m 7s
[2025-11-25T12:27:42.030541] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:27:42.031314] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:42.031403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:42.036252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:42.037285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:42.038286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:42.040074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:42.040558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:42.041676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:27:42.043692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:42.310021] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:27:42.389889] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:27:42.486815] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:42.565056] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:42.638390] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 3.8s | Global ETA: 4m 7s
[2025-11-25T12:27:42.638542] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:27:42.639349] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:42.639430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:42.644610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:42.645751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:42.646797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:42.647603] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.11% | Symbol ETA: 11.5s | Global ETA: 4m 7s
[2025-11-25T12:27:42.647774] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:27:42.648530] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:42.648608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:42.648625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:42.649147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:42.650323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:27:42.652454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:42.653390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:42.655178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:42.655678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:42.656131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:42.657089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:42.778722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:27:42.779728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:43.004923] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:27:43.134396] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:27:43.174304] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:43.244440] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 3.2s | Global ETA: 4m 7s
[2025-11-25T12:27:43.244611] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:27:43.245412] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:43.245498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:43.250503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:43.251516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:43.252529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:43.254361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:43.254874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:43.255963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:27:43.258019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:43.306153] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:43.454481] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 10.7s | Global ETA: 4m 7s
[2025-11-25T12:27:43.454633] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:27:43.455439] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:43.455520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:43.460405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:43.462298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:43.462814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:43.463311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:43.464205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:43.595113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:27:43.596162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:43.600860] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:27:43.770866] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:43.840956] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 2.6s | Global ETA: 4m 7s
[2025-11-25T12:27:43.841107] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:27:43.841907] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:43.841990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:43.847051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:43.848057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:43.849074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:43.850891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:43.851388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:43.852499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:27:43.854689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:43.939119] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:27:44.113911] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:44.201694] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:27:44.266453] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.89% | Symbol ETA: 9.9s | Global ETA: 4m 7s
[2025-11-25T12:27:44.266607] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:27:44.267456] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:44.267542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:44.272719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:44.274559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:44.275117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:44.275601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:44.276575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:44.402229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:27:44.403283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:44.433802] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:44.504325] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.49% | Symbol ETA: 2.0s | Global ETA: 4m 7s
[2025-11-25T12:27:44.504473] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:27:44.505295] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:44.505376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:44.510234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:44.511195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:44.512172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:44.514072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:44.514566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:44.515671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:27:44.517715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:44.750599] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:27:44.856843] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:27:44.926705] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:45.032944] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:45.081960] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.69% | Symbol ETA: 9.1s | Global ETA: 4m 7s
[2025-11-25T12:27:45.116091] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 1.4s | Global ETA: 4m 7s
[2025-11-25T12:27:45.116239] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:27:45.117037] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:45.117119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:45.121921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:45.122922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:45.123889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:45.125611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:45.126102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:27:45.127238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:27:45.129200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:45.261167] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.27%, Actual: 0.34%
[2025-11-25T12:27:45.446753] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 0.73%
[2025-11-25T12:27:45.477745] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:27:45.638530] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: 0.79%, Actual: 1.37%
[2025-11-25T12:27:45.651906] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:45.721558] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.44% | Symbol ETA: 0.8s | Global ETA: 4m 7s
[2025-11-25T12:27:45.811187] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 3.27%, Actual: 0.47%
[2025-11-25T12:27:45.890947] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.17%, Actual: 0.44%
[2025-11-25T12:27:45.982318] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.45%, Actual: 0.86%
[2025-11-25T12:27:46.060047] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 0.67%
[2025-11-25T12:27:46.157481] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.92%, Actual: 0.41%
[2025-11-25T12:27:46.228227] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.23%
[2025-11-25T12:27:46.330987] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.11%, Actual: 1.43%
[2025-11-25T12:27:46.396912] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.22%, Actual: 0.33%
[2025-11-25T12:27:46.502683] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 0.73%
[2025-11-25T12:27:46.565923] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 0.51%
[2025-11-25T12:27:46.675862] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.89%, Actual: 1.06%
[2025-11-25T12:27:46.735322] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.59%, Actual: 0.30%
[2025-11-25T12:27:46.844547] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.69%, Actual: 1.53%
[2025-11-25T12:27:46.844797] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 46.9905%
[2025-11-25T12:27:46.844897] [INFO ] [main      ] ALL: DISCARDED add_overnight_gap_mag (score: 46.99%)
[2025-11-25T12:27:46.844955] [INFO ] [main      ] ALL: Testing feature 29/53: add_pct_change
[2025-11-25T12:27:46.844999] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_pct_change']
[2025-11-25T12:27:46.845048] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:27:46.858110] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:46.858512] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:27:46.859413] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:46.859496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:46.864621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:46.866547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:46.867114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:46.867576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:46.868523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:46.906285] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.74%
[2025-11-25T12:27:46.995691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:27:46.998113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:47.080617] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.21%
[2025-11-25T12:27:47.253075] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 0.13%
[2025-11-25T12:27:47.360755] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:27:47.426478] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.44%, Actual: 0.38%
[2025-11-25T12:27:47.426750] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 42.1022%
[2025-11-25T12:27:47.426878] [INFO ] [main      ] CMSC: DISCARDED add_volatility_state_percentiles (score: 42.10%)
[2025-11-25T12:27:47.426954] [INFO ] [main      ] CMSC: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:27:47.426999] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_volume_dispersion']
[2025-11-25T12:27:47.427075] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:27:47.442389] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:47.442891] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:27:47.443856] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:47.443956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:47.450193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:47.451325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:47.452363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:27:47.453865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:47.531888] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:47.702280] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 16.1s | Global ETA: 4m 8s
[2025-11-25T12:27:47.702426] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:27:47.703232] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:47.703312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:47.708154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:47.709897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:47.710390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:47.710866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:47.711780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:47.818744] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:27:47.837676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:27:47.839944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:47.989373] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:48.053677] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 6.1s | Global ETA: 4m 8s
[2025-11-25T12:27:48.053825] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:27:48.054580] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:48.054677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:48.059561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:48.060515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:48.061519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:27:48.062939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:48.188677] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:27:48.359413] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:48.402528] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:27:48.525135] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.25% | Symbol ETA: 15.2s | Global ETA: 4m 8s
[2025-11-25T12:27:48.525288] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:27:48.526095] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:48.526174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:48.530932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:48.533121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:48.533854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:48.534485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:48.535390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:48.574705] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:48.638608] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 5.4s | Global ETA: 4m 8s
[2025-11-25T12:27:48.638783] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:27:48.639565] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:48.639667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:48.644468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:48.645463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:48.646431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:27:48.647834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:48.662252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:27:48.664521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:48.993830] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:27:49.013067] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:27:49.167175] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:49.186469] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:49.229296] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 4.8s | Global ETA: 4m 8s
[2025-11-25T12:27:49.229452] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:27:49.230241] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:49.230321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:49.235108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:49.236060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:49.237053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:27:49.238440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:49.360197] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.30% | Symbol ETA: 14.4s | Global ETA: 4m 8s
[2025-11-25T12:27:49.360357] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:27:49.361173] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:49.361255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:49.366287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:49.368226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:49.368755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:49.369223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:49.370156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:49.493169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:27:49.495456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:49.577630] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:27:49.750410] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:49.813914] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 4.2s | Global ETA: 4m 8s
[2025-11-25T12:27:49.814071] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:27:49.814900] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:49.814982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:49.819929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:49.820986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:49.822262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:27:49.823747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:49.853868] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:27:50.026098] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:50.189703] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:27:50.191358] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.57% | Symbol ETA: 13.5s | Global ETA: 4m 8s
[2025-11-25T12:27:50.191506] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:27:50.192287] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:50.192367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:50.197119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:50.198884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:50.199409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:50.199892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:50.200783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:50.349045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:27:50.352151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:50.359134] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:50.422160] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 3.6s | Global ETA: 4m 8s
[2025-11-25T12:27:50.422315] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:27:50.423111] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:50.423189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:50.428095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:50.429284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:50.430246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:27:50.431610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:50.709514] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:27:50.781420] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:27:50.888807] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:50.986677] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:51.053613] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.78% | Symbol ETA: 12.7s | Global ETA: 4m 8s
[2025-11-25T12:27:51.053795] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:27:51.054706] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 3.1s | Global ETA: 4m 8s
[2025-11-25T12:27:51.054857] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:27:51.054880] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:51.054953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:51.055864] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:51.055947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:51.060340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:51.060984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:51.062030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:51.062475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:51.063011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:27:51.063130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:51.063672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:51.064430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:51.064753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:51.189991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:27:51.192454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:51.405613] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:27:51.557233] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:27:51.576922] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:51.637602] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 2.4s | Global ETA: 4m 8s
[2025-11-25T12:27:51.637774] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:27:51.638536] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:51.638616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:51.643378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:51.644337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:51.645313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:27:51.646683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:51.777897] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:51.940483] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.55% | Symbol ETA: 11.9s | Global ETA: 4m 8s
[2025-11-25T12:27:51.940635] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:27:51.941413] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:51.941491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:51.946263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:51.948067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:51.948554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:51.949031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:51.949945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:51.985936] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:27:52.075224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:27:52.077611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:52.152467] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:52.213036] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.83% | Symbol ETA: 1.8s | Global ETA: 4m 8s
[2025-11-25T12:27:52.213190] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:27:52.213986] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:52.214070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:52.218843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:52.219787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:52.220756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:27:52.222113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:52.424417] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:27:52.560659] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:27:52.598183] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:52.745294] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:52.768579] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 3.12% | Symbol ETA: 11.1s | Global ETA: 4m 8s
[2025-11-25T12:27:52.768742] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:27:52.769623] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:52.769725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:52.774665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:52.776758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:52.777280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:52.777773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:52.778741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:52.812127] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.41% | Symbol ETA: 1.2s | Global ETA: 4m 8s
[2025-11-25T12:27:52.812487] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:27:52.813357] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:52.813442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:52.818413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:52.819480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:52.820723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:27:52.822209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:52.908311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:27:52.910453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:53.183068] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:27:53.270201] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:27:53.359132] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:53.421573] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 0.7s | Global ETA: 4m 8s
[2025-11-25T12:27:53.449745] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:53.596668] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.02%, Actual: 0.44%
[2025-11-25T12:27:53.610056] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.90% | Symbol ETA: 10.2s | Global ETA: 4m 8s
[2025-11-25T12:27:53.610209] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:27:53.611031] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:53.611113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:53.616207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:53.618160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:53.618718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:53.619210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:53.620175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:53.751597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:27:53.754062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:53.770327] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.67%
[2025-11-25T12:27:53.959836] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.23%
[2025-11-25T12:27:54.144172] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:27:54.149906] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 0.33%
[2025-11-25T12:27:54.325544] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:27:54.340926] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 0.51%
[2025-11-25T12:27:54.486718] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 2.29% | Symbol ETA: 9.4s | Global ETA: 4m 8s
[2025-11-25T12:27:54.486872] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:27:54.487939] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:54.488026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:54.493136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:54.495075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:54.495591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:54.496092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:54.497047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:54.512719] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.30%
[2025-11-25T12:27:54.626300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:27:54.628753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:54.685506] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.74%
[2025-11-25T12:27:54.858899] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.83%, Actual: 0.21%
[2025-11-25T12:27:54.998046] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:27:55.033140] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 0.13%
[2025-11-25T12:27:55.187199] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:27:55.204043] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.38%
[2025-11-25T12:27:55.204274] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 34.6801%
[2025-11-25T12:27:55.204374] [INFO ] [main      ] CMSC: DISCARDED add_volume_dispersion (score: 34.68%)
[2025-11-25T12:27:55.204432] [INFO ] [main      ] CMSC: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:27:55.204501] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_volume_flow_differentials']
[2025-11-25T12:27:55.204547] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:27:55.218036] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:55.218463] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:27:55.219392] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:55.219473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:55.224263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:55.225283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:55.226258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:27:55.229094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:55.345286] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.81% | Symbol ETA: 8.5s | Global ETA: 4m 8s
[2025-11-25T12:27:55.523613] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.14%, Actual: 0.34%
[2025-11-25T12:27:55.567187] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:27:55.709622] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.25%, Actual: 0.73%
[2025-11-25T12:27:55.733845] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:55.802156] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 5.7s | Global ETA: 4m 8s
[2025-11-25T12:27:55.802304] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:27:55.803083] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:55.803164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:55.807998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:55.808956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:55.809934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:27:55.812669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:55.881198] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.30%, Actual: 1.37%
[2025-11-25T12:27:56.049131] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.57%, Actual: 0.47%
[2025-11-25T12:27:56.152990] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:27:56.221944] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.78%, Actual: 0.86%
[2025-11-25T12:27:56.320494] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:56.387991] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 5.2s | Global ETA: 4m 8s
[2025-11-25T12:27:56.388141] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:27:56.388932] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:56.389008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:56.392547] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.55%, Actual: 0.41%
[2025-11-25T12:27:56.393782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:56.394756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:56.395721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:27:56.398449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:56.568049] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 3.12%, Actual: 1.43%
[2025-11-25T12:27:56.737517] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:27:56.761010] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.90%, Actual: 0.73%
[2025-11-25T12:27:56.908795] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:56.938092] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 2.29%, Actual: 1.06%
[2025-11-25T12:27:56.976742] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 4.6s | Global ETA: 4m 8s
[2025-11-25T12:27:56.976918] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:27:56.978287] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:56.978363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:56.983173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:56.984149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:56.985128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:27:56.987950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:57.133769] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.81%, Actual: 1.53%
[2025-11-25T12:27:57.134023] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 48.4482%
[2025-11-25T12:27:57.134128] [INFO ] [main      ] ALL: DISCARDED add_pct_change (score: 48.45%)
[2025-11-25T12:27:57.134184] [INFO ] [main      ] ALL: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-25T12:27:57.134231] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_preclose_acceleration_mag']
[2025-11-25T12:27:57.134308] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:27:57.147830] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:27:57.148334] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:27:57.149322] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:57.149409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:57.154588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:57.156530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:57.157087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:57.157551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:57.158512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:57.290627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:27:57.291950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:57.337635] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:27:57.510969] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:27:57.579846] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 4.0s | Global ETA: 4m 8s
[2025-11-25T12:27:57.579993] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:27:57.580770] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:57.580848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:57.585718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:57.586701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:57.587697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:27:57.590446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:57.633746] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:27:57.803548] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:27:57.933976] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:27:57.958905] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 15.5s | Global ETA: 4m 8s
[2025-11-25T12:27:57.959064] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:27:57.959906] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:57.959994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:57.965131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:57.967080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:57.967633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:57.968124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:57.969069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:58.102204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:27:58.103526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:58.109102] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:27:58.182926] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 3.4s | Global ETA: 4m 8s
[2025-11-25T12:27:58.183100] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:27:58.184120] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:58.184202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:58.189202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:58.190270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:58.191271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:27:58.194092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:58.451810] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:27:58.543919] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:27:58.623907] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:27:58.717235] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:27:58.782823] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.24% | Symbol ETA: 14.7s | Global ETA: 4m 8s
[2025-11-25T12:27:58.782981] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:27:58.783783] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:58.783865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:58.785419] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 2.9s | Global ETA: 4m 8s
[2025-11-25T12:27:58.785569] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:27:58.786353] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:58.786433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:58.788921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:58.790746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:58.791243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:58.791311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:58.791732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:58.792314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:58.792678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:58.793300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:27:58.796060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:58.919666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:27:58.920953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:59.157097] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:27:59.270145] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:27:59.329373] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:27:59.398923] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 2.3s | Global ETA: 4m 8s
[2025-11-25T12:27:59.399074] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:27:59.399895] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:59.399976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:59.404806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:59.405788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:59.406775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:27:59.409551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:59.449764] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:27:59.601708] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 13.9s | Global ETA: 4m 8s
[2025-11-25T12:27:59.601868] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:27:59.602744] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:27:59.602829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:59.608197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:27:59.610064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:27:59.610581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:27:59.611127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:59.612086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:27:59.742411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:27:59.743765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:27:59.746817] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:27:59.913692] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:27:59.979873] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.77% | Symbol ETA: 1.7s | Global ETA: 4m 8s
[2025-11-25T12:27:59.980020] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:27:59.980802] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:27:59.980882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:27:59.985658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:27:59.986637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:27:59.987683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:27:59.990432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:00.104517] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:28:00.289169] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:28:00.329478] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:28:00.447293] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 3.40% | Symbol ETA: 13.1s | Global ETA: 4m 9s
[2025-11-25T12:28:00.447471] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:28:00.448434] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:00.448524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:00.454862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:00.456961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:00.457543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:00.458086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:00.459318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:00.504682] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:28:00.588320] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.10% | Symbol ETA: 1.1s | Global ETA: 4m 9s
[2025-11-25T12:28:00.588563] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:28:00.589841] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:00.589936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:00.595274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:00.595963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:28:00.596299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:00.597338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:28:00.597443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:00.600199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:00.946129] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:28:00.946776] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:28:01.118129] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:28:01.120716] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:28:01.192390] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.43% | Symbol ETA: 0.5s | Global ETA: 4m 9s
[2025-11-25T12:28:01.269486] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 12.3s | Global ETA: 4m 9s
[2025-11-25T12:28:01.269635] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:28:01.270398] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:01.270478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:01.275242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:01.277187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:01.277774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:01.278278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:01.279222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:01.369303] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.12%, Actual: 0.44%
[2025-11-25T12:28:01.405398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:28:01.406709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:01.546983] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.67%
[2025-11-25T12:28:01.721263] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.23%
[2025-11-25T12:28:01.751388] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:28:01.894078] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 0.33%
[2025-11-25T12:28:01.924033] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:28:02.066528] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.51%
[2025-11-25T12:28:02.073635] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.23% | Symbol ETA: 11.4s | Global ETA: 4m 9s
[2025-11-25T12:28:02.073818] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:28:02.074669] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:02.074752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:02.079886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:02.081811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:02.082325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:02.082813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:02.083726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:02.207786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:28:02.209097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:02.237175] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.30%
[2025-11-25T12:28:02.405182] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.74%
[2025-11-25T12:28:02.555705] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:28:02.573033] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 0.21%
[2025-11-25T12:28:02.731690] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:28:02.743258] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.13%
[2025-11-25T12:28:02.904727] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.69% | Symbol ETA: 10.6s | Global ETA: 4m 9s
[2025-11-25T12:28:02.904887] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:28:02.905755] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:02.905865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:02.910479] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.43%, Actual: 0.38%
[2025-11-25T12:28:02.910754] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 47.0912%
[2025-11-25T12:28:02.910863] [INFO ] [main      ] CMSC: DISCARDED add_volume_flow_differentials (score: 47.09%)
[2025-11-25T12:28:02.910928] [INFO ] [main      ] CMSC: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:28:02.910975] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_volume_pressure_into_close']
[2025-11-25T12:28:02.911026] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:28:02.911029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:02.913059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:02.913582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:02.914082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:02.915020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:02.926122] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:28:02.926519] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:28:02.927418] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:02.927500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:02.932313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:02.933285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:02.934275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:28:02.935924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:03.036319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:28:03.037676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:03.270119] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:28:03.377429] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:28:03.436418] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:28:03.505327] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 5.5s | Global ETA: 4m 9s
[2025-11-25T12:28:03.505492] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:28:03.506299] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:03.506396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:03.511239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:03.512213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:03.513197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:28:03.514819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:03.581160] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:28:03.733662] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 9.8s | Global ETA: 4m 9s
[2025-11-25T12:28:03.733821] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:28:03.734577] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:03.734680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:03.739389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:03.741152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:03.741631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:03.742100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:03.742975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:03.848087] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:28:03.862387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:28:03.863409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:04.016924] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:28:04.082070] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 4.9s | Global ETA: 4m 9s
[2025-11-25T12:28:04.082229] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:28:04.083009] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:04.083090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:04.087878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:04.088842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:04.089912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:28:04.091525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:04.197747] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:28:04.365917] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:28:04.428971] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:28:04.514003] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.88% | Symbol ETA: 9.0s | Global ETA: 4m 9s
[2025-11-25T12:28:04.514155] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:28:04.514927] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:04.515008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:04.519830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:04.521547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:04.522046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:04.522498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:04.523369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:04.598918] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:28:04.640771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:28:04.641798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:04.664735] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 4.4s | Global ETA: 4m 9s
[2025-11-25T12:28:04.664887] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:28:04.665635] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:04.665742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:04.670610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:04.671608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:04.672694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:28:04.674351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:04.979207] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:28:05.013272] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:28:05.144763] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:28:05.181060] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:28:05.246311] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 3.8s | Global ETA: 4m 9s
[2025-11-25T12:28:05.246460] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:28:05.247298] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:05.247380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:05.252200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:05.253160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:05.254142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:28:05.255761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:05.286531] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 8.2s | Global ETA: 4m 9s
[2025-11-25T12:28:05.455469] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.24%, Actual: 0.34%
[2025-11-25T12:28:05.590595] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:28:05.621571] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.24%, Actual: 0.73%
[2025-11-25T12:28:05.758451] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:28:05.788625] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.68%, Actual: 1.37%
[2025-11-25T12:28:05.823380] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.08% | Symbol ETA: 3.2s | Global ETA: 4m 9s
[2025-11-25T12:28:05.823534] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:28:05.824303] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:05.824382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:05.829149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:05.830097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:05.831071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:28:05.832687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:05.956180] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 3.40%, Actual: 0.47%
[2025-11-25T12:28:06.122426] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -1.52%, Actual: 0.86%
[2025-11-25T12:28:06.169660] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:28:06.288495] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.23%, Actual: 0.41%
[2025-11-25T12:28:06.336582] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:28:06.401555] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 2.6s | Global ETA: 4m 9s
[2025-11-25T12:28:06.401723] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:28:06.402475] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:06.402554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:06.407356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:06.408331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:06.409307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:28:06.410920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:06.461799] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.69%, Actual: 1.43%
[2025-11-25T12:28:06.692278] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.73%
[2025-11-25T12:28:06.749837] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:28:06.864981] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.88%, Actual: 1.06%
[2025-11-25T12:28:06.916762] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:28:06.980750] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 2.0s | Global ETA: 4m 9s
[2025-11-25T12:28:06.980901] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:28:06.981684] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:06.981760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:06.986510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:06.987488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:06.988462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:28:06.990077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:07.033014] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 0.26%, Actual: 1.53%
[2025-11-25T12:28:07.033240] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 48.2109%
[2025-11-25T12:28:07.033351] [INFO ] [main      ] ALL: DISCARDED add_preclose_acceleration_mag (score: 48.21%)
[2025-11-25T12:28:07.033476] [INFO ] [main      ] ALL: Testing feature 31/53: add_prev_1100_to_open
[2025-11-25T12:28:07.033525] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_prev_1100_to_open']
[2025-11-25T12:28:07.033580] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:28:07.046168] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:28:07.046572] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:28:07.047464] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:07.047545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:07.052270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:07.054131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:07.054617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:07.055079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:07.055968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:07.178953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:28:07.179763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:07.326635] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:28:07.494163] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:28:07.520516] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:28:07.556806] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 1.5s | Global ETA: 4m 9s
[2025-11-25T12:28:07.556961] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:28:07.557770] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:07.557849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:07.562786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:07.563745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:07.564708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:28:07.566351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:07.691335] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:28:07.853175] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.63% | Symbol ETA: 14.5s | Global ETA: 4m 9s
[2025-11-25T12:28:07.853335] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:28:07.854198] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:07.854288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:07.859527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:07.861538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:07.862099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:07.862588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:07.863558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:07.906566] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:28:07.991781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:28:07.992816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:08.082618] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:28:08.144725] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 0.9s | Global ETA: 4m 9s
[2025-11-25T12:28:08.144882] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:28:08.145634] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:08.145739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:08.150541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:08.151482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:08.152458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:28:08.154092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:08.333944] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:28:08.491797] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:28:08.503350] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:28:08.661491] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:28:08.661934] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.57% | Symbol ETA: 13.7s | Global ETA: 4m 9s
[2025-11-25T12:28:08.662083] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:28:08.662925] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:08.663003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:08.668072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:08.669991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:08.670500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:08.670982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:08.671934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:08.724988] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.24% | Symbol ETA: 0.3s | Global ETA: 4m 9s
[2025-11-25T12:28:08.799593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:28:08.800617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:08.893791] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.19%, Actual: 0.44%
[2025-11-25T12:28:09.061223] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 0.67%
[2025-11-25T12:28:09.166231] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:28:09.229679] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.23%
[2025-11-25T12:28:09.338080] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:28:09.397810] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 0.33%
[2025-11-25T12:28:09.492634] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 13.0s | Global ETA: 4m 9s
[2025-11-25T12:28:09.492810] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:28:09.493614] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:09.493714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:09.498576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:09.500386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:09.500911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:09.501372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:09.502286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:09.567402] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.51%
[2025-11-25T12:28:09.626424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:28:09.627402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:09.736319] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.30%
[2025-11-25T12:28:09.903900] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.74%
[2025-11-25T12:28:09.970797] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:28:10.073464] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.21%
[2025-11-25T12:28:10.142722] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:28:10.242470] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 0.13%
[2025-11-25T12:28:10.293911] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.90% | Symbol ETA: 12.1s | Global ETA: 4m 9s
[2025-11-25T12:28:10.294056] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:28:10.294838] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:10.294916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:10.299638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:10.301385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:10.301900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:10.302357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:10.303240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:10.408404] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.38%
[2025-11-25T12:28:10.408583] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 40.3628%
[2025-11-25T12:28:10.408691] [INFO ] [main      ] CMSC: DISCARDED add_volume_pressure_into_close (score: 40.36%)
[2025-11-25T12:28:10.408748] [INFO ] [main      ] CMSC: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:28:10.408794] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_volume_zscore']
[2025-11-25T12:28:10.408841] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:28:10.421620] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:28:10.422017] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:28:10.422177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:28:10.422865] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:10.422943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:10.423019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:10.427766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:10.428736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:10.429718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:28:10.431307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:10.765629] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:28:10.773606] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:28:10.941298] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:28:10.945999] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:28:11.011031] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: -0.14% | Symbol ETA: 5.4s | Global ETA: 4m 9s
[2025-11-25T12:28:11.011177] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:28:11.011973] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:11.012052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:11.016809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:11.017814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:11.018787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:28:11.020370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:11.092179] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.33% | Symbol ETA: 11.3s | Global ETA: 4m 9s
[2025-11-25T12:28:11.092333] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:28:11.093173] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:11.093261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:11.098139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:11.099917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:11.100429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:11.100934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:11.101859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:11.226888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:28:11.227954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:11.354910] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:28:11.522176] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:28:11.563558] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:28:11.588109] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: -0.00% | Symbol ETA: 4.8s | Global ETA: 4m 9s
[2025-11-25T12:28:11.588250] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:28:11.589028] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:11.589105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:11.593986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:11.594960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:11.595982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:28:11.597622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:11.734027] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:28:11.880750] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 10.5s | Global ETA: 4m 9s
[2025-11-25T12:28:11.880896] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:28:11.881666] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:11.881745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:11.886419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:11.888243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:11.888746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:11.889186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:11.890069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:11.938632] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:28:12.011003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:28:12.011929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:12.108614] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:28:12.173361] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 4.2s | Global ETA: 4m 9s
[2025-11-25T12:28:12.173487] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:28:12.174262] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:12.174340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:12.179176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:12.180157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:12.181135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:28:12.182747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:12.351284] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:28:12.522985] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:28:12.526355] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:28:12.688103] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.15% | Symbol ETA: 9.7s | Global ETA: 4m 9s
[2025-11-25T12:28:12.688257] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:28:12.689270] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:12.689352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:12.694434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:12.696351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:12.696900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:12.697384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:12.697551] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:28:12.698312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:12.768718] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.45% | Symbol ETA: 3.7s | Global ETA: 4m 9s
[2025-11-25T12:28:12.768876] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:28:12.769727] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:12.769816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:12.775700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:12.776873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:12.778143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:28:12.780265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:12.826446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:28:12.827450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:13.152931] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:28:13.323522] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:28:13.414557] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:28:13.506470] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 3.2s | Global ETA: 4m 9s
[2025-11-25T12:28:13.506689] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:28:13.507907] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:13.508009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:13.515515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:13.517085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:13.518555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:28:13.521001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:13.547503] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:28:13.718014] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 1.28% | Symbol ETA: 8.9s | Global ETA: 4m 9s
[2025-11-25T12:28:13.718181] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:28:13.719055] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:13.719146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:13.724713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:13.727396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:13.728129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:13.728786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:13.730066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:13.895362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:28:13.896419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:14.002192] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:28:14.187712] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:28:14.258683] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 2.7s | Global ETA: 4m 9s
[2025-11-25T12:28:14.258854] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:28:14.259502] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:28:14.259741] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:14.259823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:14.265617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:14.266894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:14.267969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:28:14.269769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:14.450878] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:28:14.599619] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.46% | Symbol ETA: 8.1s | Global ETA: 4m 9s
[2025-11-25T12:28:14.599788] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:28:14.600665] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:14.600755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:14.605667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:14.607546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:14.608107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:14.608621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:14.609600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:14.613868] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:28:14.731939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:28:14.732777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:14.783150] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:28:14.845566] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 2.0s | Global ETA: 4m 9s
[2025-11-25T12:28:14.845767] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:28:14.846541] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:14.846636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:14.852093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:14.853201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:14.854200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:28:14.855876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:15.074045] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:28:15.198187] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:28:15.244513] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:28:15.368558] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:28:15.392285] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.59% | Symbol ETA: 7.3s | Global ETA: 4m 10s
[2025-11-25T12:28:15.431963] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 1.4s | Global ETA: 4m 10s
[2025-11-25T12:28:15.432118] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:28:15.432910] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:15.432988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:15.437832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:15.438777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:15.439774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:28:15.441375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:15.567340] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.63%, Actual: 0.34%
[2025-11-25T12:28:15.742264] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.57%, Actual: 0.73%
[2025-11-25T12:28:15.786183] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:28:15.914190] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 1.37%
[2025-11-25T12:28:15.957345] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:28:16.018894] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 0.8s | Global ETA: 4m 10s
[2025-11-25T12:28:16.019044] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:28:16.019853] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:16.019929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:16.024723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:16.025676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:16.026636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:28:16.028268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:16.085605] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.90%, Actual: 0.47%
[2025-11-25T12:28:16.255474] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.33%, Actual: 0.86%
[2025-11-25T12:28:16.370423] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:28:16.441398] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.41%
[2025-11-25T12:28:16.543264] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:28:16.605930] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: 0.39% | Symbol ETA: 0.1s | Global ETA: 4m 10s
[2025-11-25T12:28:16.618832] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.15%, Actual: 1.43%
[2025-11-25T12:28:16.774143] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.14%, Actual: 0.44%
[2025-11-25T12:28:16.795221] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 1.28%, Actual: 0.73%
[2025-11-25T12:28:16.943134] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.00%, Actual: 0.67%
[2025-11-25T12:28:16.967997] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.46%, Actual: 1.06%
[2025-11-25T12:28:17.115003] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.23%
[2025-11-25T12:28:17.140140] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.59%, Actual: 1.53%
[2025-11-25T12:28:17.140395] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 58.8824%
[2025-11-25T12:28:17.140539] [INFO ] [main      ] ALL: DISCARDED add_prev_1100_to_open (score: 58.88%)
[2025-11-25T12:28:17.140621] [INFO ] [main      ] ALL: Testing feature 32/53: add_prev_close_to_1100
[2025-11-25T12:28:17.140690] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_prev_close_to_1100']
[2025-11-25T12:28:17.140756] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:28:17.153939] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:28:17.154427] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:28:17.155348] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:17.155431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:17.160514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:17.162615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:17.163190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:17.163705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:17.164624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:17.285717] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.45%, Actual: 0.33%
[2025-11-25T12:28:17.301075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:28:17.302130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:17.457683] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.01%, Actual: 0.51%
[2025-11-25T12:28:17.635547] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.30%
[2025-11-25T12:28:17.660843] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:28:17.806285] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 0.74%
[2025-11-25T12:28:17.845349] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:28:17.978913] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.21%
[2025-11-25T12:28:18.012541] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.08% | Symbol ETA: 14.6s | Global ETA: 4m 10s
[2025-11-25T12:28:18.012722] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:28:18.013557] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:18.013656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:18.018437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:18.020235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:18.020751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:18.021204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:18.022106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:18.145386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:28:18.146381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:18.156084] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.13%
[2025-11-25T12:28:18.344400] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.39%, Actual: 0.38%
[2025-11-25T12:28:18.344663] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 38.5863%
[2025-11-25T12:28:18.344782] [INFO ] [main      ] CMSC: DISCARDED add_volume_zscore (score: 38.59%)
[2025-11-25T12:28:18.344846] [INFO ] [main      ] CMSC: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:28:18.344892] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite', 'add_vwap_deviations']
[2025-11-25T12:28:18.344939] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:28:18.358172] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:28:18.358607] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 2
[2025-11-25T12:28:18.359499] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:18.359577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:18.364464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:18.365474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:18.366463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:28:18.372320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:18.505282] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:28:18.685335] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:28:18.721245] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-20
[2025-11-25T12:28:18.852453] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.17% | Symbol ETA: 13.6s | Global ETA: 4m 10s
[2025-11-25T12:28:18.852607] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:28:18.853461] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:18.853541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:18.858253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:18.860016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:18.860503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:18.860978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:18.861905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:18.899078] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:28:18.963903] [INFO ] [main      ] CMSC: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 5.4s | Global ETA: 4m 10s
[2025-11-25T12:28:18.964061] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 3
[2025-11-25T12:28:18.964861] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:18.964938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:18.969781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:18.970747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:18.971735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:28:18.977339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:18.986724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:28:18.987761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:19.316115] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-19
[2025-11-25T12:28:19.346858] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:28:19.485554] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:28:19.524893] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:28:19.552511] [INFO ] [main      ] CMSC: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 4.8s | Global ETA: 4m 10s
[2025-11-25T12:28:19.552691] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 4
[2025-11-25T12:28:19.553511] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:19.553590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:19.558482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:19.559489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:19.560494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:28:19.566158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:19.685724] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.88% | Symbol ETA: 12.8s | Global ETA: 4m 10s
[2025-11-25T12:28:19.685895] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:28:19.686824] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:19.686905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:19.691951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:19.693887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:19.694377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:19.694853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:19.695772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:19.817626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:28:19.818573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:19.907393] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-18
[2025-11-25T12:28:20.078421] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:28:20.146711] [INFO ] [main      ] CMSC: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 4.2s | Global ETA: 4m 10s
[2025-11-25T12:28:20.146881] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 5
[2025-11-25T12:28:20.147689] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:20.147768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:20.152701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:20.153752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:20.154734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:28:20.161059] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:28:20.161113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:20.330473] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:28:20.484286] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.54% | Symbol ETA: 11.8s | Global ETA: 4m 10s
[2025-11-25T12:28:20.484433] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:28:20.485255] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:20.485335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:20.490145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:20.491921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:20.492424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:20.492938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:20.493843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:20.520802] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-17
[2025-11-25T12:28:20.615229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:28:20.616163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:20.693200] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:28:20.761846] [INFO ] [main      ] CMSC: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 3.6s | Global ETA: 4m 10s
[2025-11-25T12:28:20.761998] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 6
[2025-11-25T12:28:20.762806] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:20.762885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:20.767885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:20.768845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:20.769869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:28:20.775838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:20.966452] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:28:21.130614] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-14
[2025-11-25T12:28:21.141214] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:28:21.295027] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.32% | Symbol ETA: 11.0s | Global ETA: 4m 10s
[2025-11-25T12:28:21.295184] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:28:21.296603] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:21.296708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:21.301159] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:28:21.302072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:21.303957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:21.304463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:21.304964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:21.306003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:21.368233] [INFO ] [main      ] CMSC: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 3.0s | Global ETA: 4m 10s
[2025-11-25T12:28:21.368385] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 7
[2025-11-25T12:28:21.369183] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:21.369263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:21.374509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:21.375536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:21.376559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:28:21.382493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:21.436833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:28:21.437953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:21.737330] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-13
[2025-11-25T12:28:21.790291] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:28:21.915442] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:28:21.963532] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:28:21.984006] [INFO ] [main      ] CMSC: Lookback Days: 7, Magnitude: -0.62% | Symbol ETA: 2.4s | Global ETA: 4m 10s
[2025-11-25T12:28:21.984157] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 8
[2025-11-25T12:28:21.985086] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:21.985165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:21.990196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:21.991185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:21.992182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:28:21.997928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:22.112267] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.38% | Symbol ETA: 10.2s | Global ETA: 4m 10s
[2025-11-25T12:28:22.112421] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:28:22.113279] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:22.113360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:22.118314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:22.120122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:22.120628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:22.121118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:22.122053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:22.244917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:28:22.245907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:22.350608] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-12
[2025-11-25T12:28:22.522034] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:28:22.586037] [INFO ] [main      ] CMSC: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 1.8s | Global ETA: 4m 10s
[2025-11-25T12:28:22.586187] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 9
[2025-11-25T12:28:22.586977] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:22.587081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:22.590316] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:28:22.591972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:22.592954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:22.593922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:28:22.599771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:22.763557] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:28:22.925097] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.43% | Symbol ETA: 9.3s | Global ETA: 4m 10s
[2025-11-25T12:28:22.925254] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:28:22.926157] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:22.926238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:22.931231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:22.933147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:22.933681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:22.934171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:22.935101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:22.938073] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-11
[2025-11-25T12:28:23.064364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:28:23.065522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:23.105153] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:28:23.168421] [INFO ] [main      ] CMSC: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 1.2s | Global ETA: 4m 10s
[2025-11-25T12:28:23.168594] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 10
[2025-11-25T12:28:23.169373] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:23.169452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:23.174213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:23.175167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:23.176150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:28:23.181918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:23.413134] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:28:23.520728] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-10
[2025-11-25T12:28:23.585391] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:28:23.692483] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:28:23.729529] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.76% | Symbol ETA: 8.5s | Global ETA: 4m 10s
[2025-11-25T12:28:23.729704] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:28:23.730597] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:23.730697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:23.735693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:23.737559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:23.738077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:23.738543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:23.739484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:23.756829] [INFO ] [main      ] CMSC: Lookback Days: 10, Magnitude: -0.20% | Symbol ETA: 0.6s | Global ETA: 4m 10s
[2025-11-25T12:28:23.756985] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 11
[2025-11-25T12:28:23.757829] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:28:23.757908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:23.762707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:23.763744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:28:23.764726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:28:23.770990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:23.863707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:28:23.864668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:24.121207] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-07
[2025-11-25T12:28:24.220620] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:28:24.290986] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:28:24.353506] [INFO ] [main      ] CMSC: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 0.0s | Global ETA: 4m 10s
[2025-11-25T12:28:24.397336] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:28:24.522050] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: 0.07%, Actual: 0.44%
[2025-11-25T12:28:24.551363] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.44% | Symbol ETA: 7.7s | Global ETA: 4m 10s
[2025-11-25T12:28:24.551514] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:28:24.552354] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:24.552436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:24.557468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:24.559343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:24.559879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:24.560354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:24.561460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:24.688631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:28:24.689625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:24.690978] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 0.67%
[2025-11-25T12:28:24.859295] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 0.23%
[2025-11-25T12:28:25.029022] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.22%, Actual: 0.33%
[2025-11-25T12:28:25.030666] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:28:25.199148] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.51%
[2025-11-25T12:28:25.203991] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:28:25.361732] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 4.38% | Symbol ETA: 6.8s | Global ETA: 4m 10s
[2025-11-25T12:28:25.370367] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 0.30%
[2025-11-25T12:28:25.541736] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.08%, Actual: 0.34%
[2025-11-25T12:28:25.542680] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.74%
[2025-11-25T12:28:25.711820] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.21%
[2025-11-25T12:28:25.727379] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 0.73%
[2025-11-25T12:28:25.883096] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 0.13%
[2025-11-25T12:28:25.906294] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 1.37%
[2025-11-25T12:28:26.055971] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: -0.09%, Actual: 0.38%
[2025-11-25T12:28:26.056214] [INFO ] [main      ] CMSC: Magnitude Forecast Confidence: 37.9422%
[2025-11-25T12:28:26.056311] [INFO ] [main      ] CMSC: DISCARDED add_vwap_deviations (score: 37.94%)
[2025-11-25T12:28:26.056366] [INFO ] [main      ] CMSC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:28:26.056411] [INFO ] [main      ] CMSC: Best accuracy: 53.29%
[2025-11-25T12:28:26.056455] [INFO ] [main      ] CMSC: Best feature set (3 features): ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite']
[2025-11-25T12:28:26.056497] [INFO ] [main      ] CMSC: Improvement over baseline: 15.83%
[2025-11-25T12:28:26.056536] [INFO ] [main      ] CMSC: Total time: 7.0 minutes
[2025-11-25T12:28:26.056572] [INFO ] [main      ] CMSC: Average time per feature: 7.9 seconds
[2025-11-25T12:28:26.056610] [INFO ] [main      ] CMSC: Average speed: 0.13 features/sec
[2025-11-25T12:28:26.078526] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.54%, Actual: 0.47%
[2025-11-25T12:28:26.233093] [DEBUG] [METRICS   ] CMSC: 2025-11-21:2025-11-24: Predicted: -0.72%, Actual: 0.44%
[2025-11-25T12:28:26.258047] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.32%, Actual: 0.86%
[2025-11-25T12:28:26.405900] [DEBUG] [METRICS   ] CMSC: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 0.67%
[2025-11-25T12:28:26.438589] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.38%, Actual: 0.41%
[2025-11-25T12:28:26.582156] [DEBUG] [METRICS   ] CMSC: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 0.23%
[2025-11-25T12:28:26.615213] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.43%, Actual: 1.43%
[2025-11-25T12:28:26.754318] [DEBUG] [METRICS   ] CMSC: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.33%
[2025-11-25T12:28:26.789304] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 0.73%
[2025-11-25T12:28:26.924909] [DEBUG] [METRICS   ] CMSC: 2025-11-17:2025-11-18: Predicted: -0.72%, Actual: 0.51%
[2025-11-25T12:28:26.960832] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.44%, Actual: 1.06%
[2025-11-25T12:28:27.091906] [DEBUG] [METRICS   ] CMSC: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.30%
[2025-11-25T12:28:27.131622] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 4.38%, Actual: 1.53%
[2025-11-25T12:28:27.131867] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 44.3614%
[2025-11-25T12:28:27.131969] [INFO ] [main      ] ALL: DISCARDED add_prev_close_to_1100 (score: 44.36%)
[2025-11-25T12:28:27.132028] [INFO ] [main      ] ALL: Testing feature 33/53: add_prev_close_to_open
[2025-11-25T12:28:27.132075] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_prev_close_to_open']
[2025-11-25T12:28:27.132123] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:28:27.144839] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:28:27.145241] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:28:27.146089] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:27.146168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:27.151038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:27.152848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:27.153340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:27.153819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:27.154733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:27.263072] [DEBUG] [METRICS   ] CMSC: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.74%
[2025-11-25T12:28:27.281094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:28:27.282058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:27.430834] [DEBUG] [METRICS   ] CMSC: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 0.21%
[2025-11-25T12:28:27.599531] [DEBUG] [METRICS   ] CMSC: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.13%
[2025-11-25T12:28:27.622011] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:28:27.767438] [DEBUG] [METRICS   ] CMSC: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 0.38%
[2025-11-25T12:28:27.768109] [INFO ] [LOCAL     ] Saved configuration for CMSC: 3 features, 53.29% accuracy -> ./output/feature-sets/CMSC.json
[2025-11-25T12:28:27.769292] [INFO ] [main      ] Progress: 30/31 symbols completed (96.8%). CMSC finished in 7m 9s. ETA: 2m 1s. Rate: 0.50 symbols/min
[2025-11-25T12:28:27.793228] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:28:27.949723] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 13.5s | Global ETA: 2m 1s
[2025-11-25T12:28:27.949885] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:28:27.950676] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:27.950755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:27.955614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:27.957599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:27.958128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:27.958588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:27.959547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:28.087632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:28:28.088608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:28.434544] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:28:28.614467] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:28:28.771553] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 12.7s | Global ETA: 2m 1s
[2025-11-25T12:28:28.771717] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:28:28.772464] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:28.772542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:28.777402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:28.779260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:28.779808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:28.780270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:28.781193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:28.910171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:28:28.911194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:29.262167] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:28:29.433992] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:28:29.587622] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: 0.79% | Symbol ETA: 11.9s | Global ETA: 2m 1s
[2025-11-25T12:28:29.587790] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:28:29.588557] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:29.588657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:29.593917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:29.595738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:29.596229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:29.596712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:29.597673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:29.729975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:28:29.730951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:30.072059] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:28:30.242013] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:28:30.397890] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 3.27% | Symbol ETA: 11.1s | Global ETA: 2m 1s
[2025-11-25T12:28:30.398054] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:28:30.398928] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:30.399025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:30.404048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:30.406220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:30.406735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:30.407210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:30.408118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:30.534929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:28:30.535906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:30.881384] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:28:31.055111] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:28:31.210551] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.45% | Symbol ETA: 10.3s | Global ETA: 2m 1s
[2025-11-25T12:28:31.210712] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:28:31.211466] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:31.211545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:31.217121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:31.219410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:31.220006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:31.220549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:31.221745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:31.359316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:28:31.360325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:31.705197] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:28:31.878891] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:28:32.029868] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.92% | Symbol ETA: 9.5s | Global ETA: 2m 1s
[2025-11-25T12:28:32.030014] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:28:32.030795] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:32.030873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:32.035631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:32.037456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:32.037954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:32.038400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:32.039299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:32.166085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:28:32.167125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:32.518834] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:28:32.688045] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:28:32.844577] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.11% | Symbol ETA: 8.7s | Global ETA: 2m 1s
[2025-11-25T12:28:32.844740] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:28:32.845495] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:32.845575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:32.850350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:32.852124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:32.852618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:32.853085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:32.853967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:32.975042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:28:32.975938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:33.321532] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:28:33.495152] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:28:33.647128] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 7.9s | Global ETA: 2m 1s
[2025-11-25T12:28:33.647287] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:28:33.648108] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:33.648194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:33.653034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:33.654959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:33.655468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:33.655942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:33.656856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:33.787513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:28:33.788589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:34.181867] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:28:34.356617] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:28:34.507356] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.89% | Symbol ETA: 7.1s | Global ETA: 2m 1s
[2025-11-25T12:28:34.507517] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:28:34.508327] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:34.508407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:34.513226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:34.515245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:34.515943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:34.516390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:34.517367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:34.638794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:28:34.639801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:34.980923] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:28:35.154768] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:28:35.304632] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.69% | Symbol ETA: 6.2s | Global ETA: 2m 1s
[2025-11-25T12:28:35.490809] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.27%, Actual: 0.34%
[2025-11-25T12:28:35.669343] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 0.73%
[2025-11-25T12:28:35.854020] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: 0.79%, Actual: 1.37%
[2025-11-25T12:28:36.037600] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 3.27%, Actual: 0.47%
[2025-11-25T12:28:36.221807] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.45%, Actual: 0.86%
[2025-11-25T12:28:36.390880] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.92%, Actual: 0.41%
[2025-11-25T12:28:36.563419] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.11%, Actual: 1.43%
[2025-11-25T12:28:36.731389] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 0.73%
[2025-11-25T12:28:36.899115] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.89%, Actual: 1.06%
[2025-11-25T12:28:37.066706] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.69%, Actual: 1.53%
[2025-11-25T12:28:37.066917] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 46.9905%
[2025-11-25T12:28:37.067039] [INFO ] [main      ] ALL: DISCARDED add_prev_close_to_open (score: 46.99%)
[2025-11-25T12:28:37.067098] [INFO ] [main      ] ALL: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-25T12:28:37.067144] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_prior_day_tail_pressure']
[2025-11-25T12:28:37.067215] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:28:37.079252] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:28:37.079617] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:28:37.080499] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:37.080578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:37.085388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:37.087387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:37.087914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:37.088376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:37.089292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:37.212393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:28:37.215309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:37.550413] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:28:37.719594] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:28:37.881030] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 1.11% | Symbol ETA: 12.9s | Global ETA: 2m 1s
[2025-11-25T12:28:37.881178] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:28:37.882003] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:37.882094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:37.887219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:37.889091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:37.889632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:37.890249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:37.891243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:38.023492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:28:38.026771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:38.373631] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:28:38.546298] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:28:38.710840] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.32% | Symbol ETA: 12.2s | Global ETA: 2m 1s
[2025-11-25T12:28:38.710987] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:28:38.711836] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:38.711917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:38.716832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:38.718737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:38.719247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:38.719752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:38.720741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:38.847534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:28:38.850539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:39.197972] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:28:39.373036] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:28:39.532838] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.96% | Symbol ETA: 11.4s | Global ETA: 2m 1s
[2025-11-25T12:28:39.532987] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:28:39.533899] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:39.533981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:39.538856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:39.540676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:39.541187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:39.541663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:39.542592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:39.666810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:28:39.669969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:40.016450] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:28:40.187249] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:28:40.340507] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 0.74% | Symbol ETA: 10.6s | Global ETA: 2m 1s
[2025-11-25T12:28:40.340683] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:28:40.341533] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:40.341615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:40.346372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:40.348199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:40.348732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:40.349213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:40.350130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:40.472887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:28:40.475932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:40.817575] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:28:40.986104] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:28:41.145178] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.77% | Symbol ETA: 9.8s | Global ETA: 2m 1s
[2025-11-25T12:28:41.145335] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:28:41.146229] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:41.146310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:41.151149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:41.152940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:41.153459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:41.153963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:41.154872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:41.274460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:28:41.277488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:41.620091] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:28:41.802136] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:28:41.964333] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 9.0s | Global ETA: 2m 1s
[2025-11-25T12:28:41.964485] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:28:41.965378] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:41.965476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:41.970722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:41.972520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:41.973040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:41.973495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:41.974397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:42.098547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:28:42.101966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:42.438541] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:28:42.621753] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:28:42.784543] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.41% | Symbol ETA: 8.2s | Global ETA: 2m 2s
[2025-11-25T12:28:42.784826] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:28:42.785676] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:42.785753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:42.790714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:42.792563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:42.793083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:42.793557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:42.794497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:42.920334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:28:42.923461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:43.262098] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:28:43.432783] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:28:43.590065] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 1.63% | Symbol ETA: 7.3s | Global ETA: 2m 2s
[2025-11-25T12:28:43.590218] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:28:43.591003] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:43.591084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:43.595859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:43.597585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:43.598088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:43.598572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:43.599484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:43.722083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:28:43.725129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:44.077605] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:28:44.253537] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:28:44.411209] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.51% | Symbol ETA: 6.5s | Global ETA: 2m 2s
[2025-11-25T12:28:44.411360] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:28:44.412135] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:44.412214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:44.417084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:44.418849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:44.419356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:44.419834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:44.420705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:44.540422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:28:44.543245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:44.886087] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:28:45.056961] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:28:45.211494] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.63% | Symbol ETA: 5.7s | Global ETA: 2m 2s
[2025-11-25T12:28:45.383475] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 1.11%, Actual: 0.34%
[2025-11-25T12:28:45.553842] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.32%, Actual: 0.73%
[2025-11-25T12:28:45.724271] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.96%, Actual: 1.37%
[2025-11-25T12:28:45.906920] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 0.74%, Actual: 0.47%
[2025-11-25T12:28:46.076870] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.77%, Actual: 0.86%
[2025-11-25T12:28:46.245463] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.41%
[2025-11-25T12:28:46.414884] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.41%, Actual: 1.43%
[2025-11-25T12:28:46.586158] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 1.63%, Actual: 0.73%
[2025-11-25T12:28:46.756520] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.51%, Actual: 1.06%
[2025-11-25T12:28:46.927921] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.63%, Actual: 1.53%
[2025-11-25T12:28:46.928150] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 55.5493%
[2025-11-25T12:28:46.928250] [INFO ] [main      ] ALL: DISCARDED add_prior_day_tail_pressure (score: 55.55%)
[2025-11-25T12:28:46.928303] [INFO ] [main      ] ALL: Testing feature 35/53: add_prior_mag_lag
[2025-11-25T12:28:46.928349] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_prior_mag_lag']
[2025-11-25T12:28:46.928406] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:28:46.940420] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:28:46.940849] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:28:46.941723] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:46.941800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:46.946592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:46.951572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:46.952120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:46.952787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:46.953661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:47.077320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:28:47.079131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:47.445152] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:28:47.622037] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:28:47.780015] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.46% | Symbol ETA: 12.8s | Global ETA: 2m 2s
[2025-11-25T12:28:47.780188] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:28:47.781020] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:47.781111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:47.785879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:47.787745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:47.788272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:47.788795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:47.789706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:47.916353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:28:47.918279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:48.262131] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:28:48.431359] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:28:48.594312] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.86% | Symbol ETA: 11.8s | Global ETA: 2m 2s
[2025-11-25T12:28:48.594475] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:28:48.595247] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:48.595326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:48.600135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:48.601913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:48.602395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:48.602867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:48.603756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:48.727000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:28:48.728890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:49.069592] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:28:49.240958] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:28:49.391288] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 10.9s | Global ETA: 2m 2s
[2025-11-25T12:28:49.391435] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:28:49.392242] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:49.392322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:49.397189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:49.399020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:49.399553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:49.400052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:49.400983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:49.523917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:28:49.525586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:49.866683] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:28:50.040431] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:28:50.192481] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.86% | Symbol ETA: 10.1s | Global ETA: 2m 2s
[2025-11-25T12:28:50.192622] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:28:50.193396] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:50.193497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:50.198338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:50.200117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:50.200616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:50.201090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:50.201980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:50.324773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:28:50.326483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:50.668388] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:28:50.839443] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:28:50.993676] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -1.17% | Symbol ETA: 9.3s | Global ETA: 2m 2s
[2025-11-25T12:28:50.993811] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:28:50.994573] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:50.994674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:50.999435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:51.001241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:51.001774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:51.002233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:51.003139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:51.123921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:28:51.125627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:51.467139] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:28:51.637891] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:28:51.797797] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.54% | Symbol ETA: 8.5s | Global ETA: 2m 2s
[2025-11-25T12:28:51.797942] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:28:51.798822] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:51.798905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:51.803929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:51.805875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:51.806414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:51.806965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:51.807970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:51.933874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:28:51.935811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:52.294065] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:28:52.469183] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:28:52.626226] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.54% | Symbol ETA: 7.7s | Global ETA: 2m 2s
[2025-11-25T12:28:52.626374] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:28:52.627199] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:52.627278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:52.632154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:52.633965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:52.634464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:52.634945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:52.635869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:52.757843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:28:52.759438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:53.100274] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:28:53.270107] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:28:53.426006] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -1.97% | Symbol ETA: 6.8s | Global ETA: 2m 2s
[2025-11-25T12:28:53.426142] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:28:53.426950] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:53.427041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:53.431875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:53.433686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:53.434202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:53.434700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:53.435611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:53.556582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:28:53.558455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:53.897345] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:28:54.068352] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:28:54.224055] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.70% | Symbol ETA: 6.0s | Global ETA: 2m 2s
[2025-11-25T12:28:54.224198] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:28:54.225196] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:54.225309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:54.231107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:54.233125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:54.233767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:54.234270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:54.235240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:54.359861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:28:54.361739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:54.709856] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:28:54.880563] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:28:55.026926] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 0.81% | Symbol ETA: 5.2s | Global ETA: 2m 2s
[2025-11-25T12:28:55.196957] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.46%, Actual: 0.34%
[2025-11-25T12:28:55.366943] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.86%, Actual: 0.73%
[2025-11-25T12:28:55.535971] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 1.37%
[2025-11-25T12:28:55.704932] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.86%, Actual: 0.47%
[2025-11-25T12:28:55.873361] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -1.17%, Actual: 0.86%
[2025-11-25T12:28:56.045696] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.54%, Actual: 0.41%
[2025-11-25T12:28:56.215269] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.54%, Actual: 1.43%
[2025-11-25T12:28:56.385015] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -1.97%, Actual: 0.73%
[2025-11-25T12:28:56.554549] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 1.06%
[2025-11-25T12:28:56.722761] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 0.81%, Actual: 1.53%
[2025-11-25T12:28:56.722969] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 52.3970%
[2025-11-25T12:28:56.723082] [INFO ] [main      ] ALL: DISCARDED add_prior_mag_lag (score: 52.40%)
[2025-11-25T12:28:56.723139] [INFO ] [main      ] ALL: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-25T12:28:56.723183] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_range_overlap_v_prior_day']
[2025-11-25T12:28:56.723265] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:28:56.735313] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:28:56.735723] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:28:56.736548] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:56.736628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:56.741386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:56.743188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:56.743717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:56.744172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:56.745055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:56.867172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:28:56.869671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:57.209349] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:28:57.381896] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:28:57.543038] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 12.0s | Global ETA: 2m 2s
[2025-11-25T12:28:57.543200] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:28:57.544036] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:57.544123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:57.549176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:57.551054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:57.551593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:57.552106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:57.553196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:57.680868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:28:57.683538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:58.028456] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:28:58.199605] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:28:58.357362] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 11.2s | Global ETA: 2m 2s
[2025-11-25T12:28:58.357514] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:28:58.358325] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:58.358408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:58.363284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:58.365111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:58.365666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:58.366158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:58.367153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:58.495704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:28:58.498498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:58.841907] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:28:59.015989] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:28:59.157933] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.89% | Symbol ETA: 10.4s | Global ETA: 2m 2s
[2025-11-25T12:28:59.158059] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:28:59.159010] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:59.159093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:59.164327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:59.166222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:59.166793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:59.167287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:59.168258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:28:59.297336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:28:59.300154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:28:59.644091] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:28:59.813949] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:28:59.965851] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.91% | Symbol ETA: 9.6s | Global ETA: 2m 2s
[2025-11-25T12:28:59.965996] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:28:59.966822] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:28:59.966901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:28:59.971795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:28:59.973565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:28:59.974090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:28:59.974670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:28:59.975547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:00.100464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:29:00.103072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:00.445059] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:29:00.614905] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:29:00.764077] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.79% | Symbol ETA: 8.8s | Global ETA: 2m 2s
[2025-11-25T12:29:00.764208] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:29:00.765074] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:00.765164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:00.770092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:00.771996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:00.772534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:00.773033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:00.773984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:00.901303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:29:00.904084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:01.254896] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:29:01.429905] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:29:01.586314] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.23% | Symbol ETA: 8.0s | Global ETA: 2m 2s
[2025-11-25T12:29:01.586471] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:29:01.587330] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:01.587412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:01.592829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:01.594627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:01.595163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:01.595629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:01.596535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:01.725848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:29:01.728798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:02.073980] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:29:02.242805] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:29:02.395110] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.59% | Symbol ETA: 7.2s | Global ETA: 2m 2s
[2025-11-25T12:29:02.395259] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:29:02.396118] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:02.396199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:02.401211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:02.403044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:02.403563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:02.404069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:02.405025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:02.530620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:29:02.533437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:02.869569] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:29:03.038969] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:29:03.185497] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.37% | Symbol ETA: 6.4s | Global ETA: 2m 2s
[2025-11-25T12:29:03.185705] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:29:03.186561] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:03.186663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:03.191466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:03.193251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:03.193762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:03.194211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:03.195113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:03.317257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:29:03.319945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:03.672819] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:29:03.846074] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:29:04.000981] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.75% | Symbol ETA: 5.6s | Global ETA: 2m 2s
[2025-11-25T12:29:04.001159] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:29:04.002245] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:04.002345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:04.007510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:04.009409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:04.009973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:04.010445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:04.011381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:04.139080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:29:04.141969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:04.492608] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:29:04.684101] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:29:04.844276] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.64% | Symbol ETA: 4.8s | Global ETA: 2m 2s
[2025-11-25T12:29:05.025411] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.34%
[2025-11-25T12:29:05.203701] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.17%, Actual: 0.73%
[2025-11-25T12:29:05.402932] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 1.37%
[2025-11-25T12:29:05.604782] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.91%, Actual: 0.47%
[2025-11-25T12:29:05.832999] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.79%, Actual: 0.86%
[2025-11-25T12:29:06.045922] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.23%, Actual: 0.41%
[2025-11-25T12:29:06.277539] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.59%, Actual: 1.43%
[2025-11-25T12:29:06.482864] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.37%, Actual: 0.73%
[2025-11-25T12:29:06.675834] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.75%, Actual: 1.06%
[2025-11-25T12:29:06.851262] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.64%, Actual: 1.53%
[2025-11-25T12:29:06.851506] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 52.7467%
[2025-11-25T12:29:06.851617] [INFO ] [main      ] ALL: DISCARDED add_range_overlap_v_prior_day (score: 52.75%)
[2025-11-25T12:29:06.851695] [INFO ] [main      ] ALL: Testing feature 37/53: add_range_volume_efficiency
[2025-11-25T12:29:06.851744] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_range_volume_efficiency']
[2025-11-25T12:29:06.851818] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:29:06.864809] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:29:06.865272] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:29:06.866195] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:06.866279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:06.871396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:06.873339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:06.874015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:06.874622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:06.875617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:07.006763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:29:07.009390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:07.349833] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:29:07.518567] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:29:07.677403] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 11.8s | Global ETA: 2m 2s
[2025-11-25T12:29:07.677562] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:29:07.678460] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:07.678543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:07.683346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:07.685233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:07.685764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:07.686231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:07.687158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:07.815786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:29:07.818423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:08.216705] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:29:08.391987] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:29:08.551581] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 11.2s | Global ETA: 2m 2s
[2025-11-25T12:29:08.551745] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:29:08.552527] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:08.552608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:08.557445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:08.559402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:08.559947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:08.560426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:08.561351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:08.690707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:29:08.693633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:09.038137] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:29:09.212091] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:29:09.370619] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: 0.23% | Symbol ETA: 10.3s | Global ETA: 2m 2s
[2025-11-25T12:29:09.370826] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:29:09.371765] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:09.371851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:09.377615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:09.379866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:09.380508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:09.381037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:09.382039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:09.513736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:29:09.516253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:09.871297] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:29:10.041863] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:29:10.195168] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.64% | Symbol ETA: 9.5s | Global ETA: 2m 2s
[2025-11-25T12:29:10.195310] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:29:10.196114] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:10.196194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:10.201225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:10.203117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:10.203633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:10.204126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:10.205054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:10.336434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:29:10.339377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:10.680710] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:29:10.854176] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:29:11.005586] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.30% | Symbol ETA: 8.6s | Global ETA: 2m 2s
[2025-11-25T12:29:11.005764] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:29:11.006622] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:11.006725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:11.011975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:11.013949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:11.014473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:11.014981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:11.015946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:11.148290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:29:11.151016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:11.501580] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:29:11.671936] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:29:11.815306] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.93% | Symbol ETA: 7.8s | Global ETA: 2m 2s
[2025-11-25T12:29:11.815454] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:29:11.816282] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:11.816364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:11.821087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:11.822858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:11.823357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:11.823848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:11.824756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:11.947827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:29:11.950339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:12.302190] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:29:12.483353] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:29:12.631129] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.20% | Symbol ETA: 7.0s | Global ETA: 2m 3s
[2025-11-25T12:29:12.631278] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:29:12.632093] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:12.632172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:12.636919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:12.638692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:12.639206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:12.639681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:12.640556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:12.759825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:29:12.762080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:13.099794] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:29:13.267211] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:29:13.414239] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 6.1s | Global ETA: 2m 3s
[2025-11-25T12:29:13.414394] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:29:13.415277] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:13.415363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:13.420410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:13.422336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:13.422897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:13.423401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:13.424360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:13.550938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:29:13.553305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:13.893257] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:29:14.061854] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:29:14.211716] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.82% | Symbol ETA: 5.3s | Global ETA: 2m 3s
[2025-11-25T12:29:14.211830] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:29:14.212605] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:14.212706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:14.217962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:14.219744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:14.220323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:14.220811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:14.221711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:14.340670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:29:14.343052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:14.678953] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:29:14.846959] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:29:14.992751] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.31% | Symbol ETA: 4.5s | Global ETA: 2m 3s
[2025-11-25T12:29:15.169222] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.15%, Actual: 0.34%
[2025-11-25T12:29:15.345522] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 0.73%
[2025-11-25T12:29:15.520172] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 1.37%
[2025-11-25T12:29:15.691940] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.64%, Actual: 0.47%
[2025-11-25T12:29:15.865402] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.30%, Actual: 0.86%
[2025-11-25T12:29:16.036612] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.93%, Actual: 0.41%
[2025-11-25T12:29:16.233752] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.20%, Actual: 1.43%
[2025-11-25T12:29:16.413095] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.73%
[2025-11-25T12:29:16.597930] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.82%, Actual: 1.06%
[2025-11-25T12:29:16.770288] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.31%, Actual: 1.53%
[2025-11-25T12:29:16.770545] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 50.7473%
[2025-11-25T12:29:16.770673] [INFO ] [main      ] ALL: DISCARDED add_range_volume_efficiency (score: 50.75%)
[2025-11-25T12:29:16.770729] [INFO ] [main      ] ALL: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-25T12:29:16.770775] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_range_volume_efficiency_refinements']
[2025-11-25T12:29:16.770849] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:29:16.787483] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:29:16.788213] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:29:16.789379] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:16.789470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:16.794988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:16.797089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:16.797708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:16.798199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:16.799205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:16.930320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:29:16.935050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:17.281863] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:29:17.457447] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:29:17.624887] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 1.09% | Symbol ETA: 11.5s | Global ETA: 2m 3s
[2025-11-25T12:29:17.625121] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:29:17.626128] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:17.626219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:17.631446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:17.633429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:17.633993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:17.634453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:17.635448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:17.767802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:29:17.772601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:18.130340] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:29:18.310723] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:29:18.480107] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 10.8s | Global ETA: 2m 3s
[2025-11-25T12:29:18.480349] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:29:18.481495] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:18.481600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:18.486974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:18.489178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:18.489814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:18.490296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:18.491333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:18.622284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:29:18.627047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:18.985441] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:29:19.176796] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:29:19.334515] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 10.0s | Global ETA: 2m 3s
[2025-11-25T12:29:19.334696] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:29:19.335473] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:19.335551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:19.340304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:19.342101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:19.342584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:19.343048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:19.343932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:19.465178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:29:19.469426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:19.809110] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:29:19.978091] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:29:20.131466] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.72% | Symbol ETA: 9.0s | Global ETA: 2m 3s
[2025-11-25T12:29:20.131614] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:29:20.132439] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:20.132519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:20.137361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:20.139326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:20.139826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:20.140263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:20.141152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:20.261079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:29:20.265256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:20.605639] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:29:20.776661] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:29:20.926275] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.70% | Symbol ETA: 8.2s | Global ETA: 2m 3s
[2025-11-25T12:29:20.926425] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:29:20.927236] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:20.927316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:20.932072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:20.933876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:20.934348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:20.934820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:20.935728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:21.054907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:29:21.059240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:21.435737] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:29:21.604847] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:29:21.755149] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.09% | Symbol ETA: 7.3s | Global ETA: 2m 3s
[2025-11-25T12:29:21.755309] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:29:21.756088] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:21.756168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:21.761011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:21.762791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:21.763302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:21.763767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:21.764632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:21.886393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:29:21.890719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:22.226525] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:29:22.395594] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:29:22.552161] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.42% | Symbol ETA: 6.5s | Global ETA: 2m 3s
[2025-11-25T12:29:22.552309] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:29:22.553175] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:22.553271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:22.558106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:22.559913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:22.560405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:22.560900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:22.561805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:22.681788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:29:22.686074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:23.027130] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:29:23.196150] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:29:23.345865] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.66% | Symbol ETA: 5.7s | Global ETA: 2m 3s
[2025-11-25T12:29:23.346015] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:29:23.346897] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:23.346982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:23.352023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:23.353862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:23.354373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:23.354868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:23.355800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:23.478867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:29:23.483266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:23.842466] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:29:24.018115] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:29:24.174436] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: -0.33% | Symbol ETA: 4.8s | Global ETA: 2m 3s
[2025-11-25T12:29:24.174596] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:29:24.175487] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:24.175572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:24.180773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:24.182571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:24.183168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:24.183767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:24.184728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:24.318353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:29:24.322971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:24.684473] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:29:24.862596] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:29:25.012572] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.60% | Symbol ETA: 4.0s | Global ETA: 2m 3s
[2025-11-25T12:29:25.191433] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 1.09%, Actual: 0.34%
[2025-11-25T12:29:25.368546] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.14%, Actual: 0.73%
[2025-11-25T12:29:25.537832] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.95%, Actual: 1.37%
[2025-11-25T12:29:25.712014] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.72%, Actual: 0.47%
[2025-11-25T12:29:25.885474] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.70%, Actual: 0.86%
[2025-11-25T12:29:26.053471] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.09%, Actual: 0.41%
[2025-11-25T12:29:26.221180] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.42%, Actual: 1.43%
[2025-11-25T12:29:26.389229] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.66%, Actual: 0.73%
[2025-11-25T12:29:26.556856] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 1.06%
[2025-11-25T12:29:26.729789] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.60%, Actual: 1.53%
[2025-11-25T12:29:26.730073] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 44.7299%
[2025-11-25T12:29:26.730199] [INFO ] [main      ] ALL: DISCARDED add_range_volume_efficiency_refinements (score: 44.73%)
[2025-11-25T12:29:26.730270] [INFO ] [main      ] ALL: Testing feature 39/53: add_regime
[2025-11-25T12:29:26.730323] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_regime']
[2025-11-25T12:29:26.730376] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:29:26.744742] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:29:26.745215] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:29:26.746103] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:26.746187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:26.751006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:26.752814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:26.753301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:26.753783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:26.754679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:26.884091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:29:26.905016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:27.243469] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:29:27.416748] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:29:27.582890] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.38% | Symbol ETA: 11.2s | Global ETA: 2m 3s
[2025-11-25T12:29:27.583043] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:29:27.583867] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:27.583949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:27.588961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:27.590908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:27.591407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:27.591891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:27.592824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:27.717242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:29:27.737162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:28.086860] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:29:28.265322] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:29:28.435406] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -2.01% | Symbol ETA: 10.4s | Global ETA: 2m 3s
[2025-11-25T12:29:28.435565] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:29:28.436389] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:28.436508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:28.441712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:28.443554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:28.444118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:28.444719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:28.445760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:28.575997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:29:28.601097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:28.957465] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:29:29.139551] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:29:29.292154] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.96% | Symbol ETA: 9.6s | Global ETA: 2m 3s
[2025-11-25T12:29:29.292308] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:29:29.293093] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:29.293175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:29.297981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:29.299813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:29.300299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:29.300770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:29.301677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:29.426938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:29:29.446260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:29.788334] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:29:29.962209] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:29:30.122854] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 8.7s | Global ETA: 2m 3s
[2025-11-25T12:29:30.123010] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:29:30.123883] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:30.123961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:30.128769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:30.130558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:30.131092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:30.131533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:30.132444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:30.259662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:29:30.280350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:30.624092] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:29:30.793720] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:29:30.955506] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.36% | Symbol ETA: 7.9s | Global ETA: 2m 3s
[2025-11-25T12:29:30.955675] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:29:30.956440] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:30.956519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:30.961306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:30.963367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:30.963983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:30.964548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:30.965687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:31.093056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:29:31.113526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:31.451691] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:29:31.622182] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:29:31.781881] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 7.0s | Global ETA: 2m 3s
[2025-11-25T12:29:31.782111] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:29:31.782897] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:31.782975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:31.787809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:31.789688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:31.790161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:31.790603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:31.791485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:31.915799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:29:31.935169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:32.272363] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:29:32.442519] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:29:32.598700] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.28% | Symbol ETA: 6.2s | Global ETA: 2m 3s
[2025-11-25T12:29:32.598847] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:29:32.599595] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:32.599697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:32.604401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:32.606188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:32.606681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:32.607707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:32.609339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:32.736082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:29:32.756143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:33.097896] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:29:33.266537] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:29:33.417665] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 5.3s | Global ETA: 2m 3s
[2025-11-25T12:29:33.417808] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:29:33.418564] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:33.418661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:33.423402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:33.425174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:33.425680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:33.426121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:33.427065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:33.547926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:29:33.567372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:33.911295] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:29:34.081449] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:29:34.236855] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.25% | Symbol ETA: 4.5s | Global ETA: 2m 3s
[2025-11-25T12:29:34.236986] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:29:34.237793] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:34.237874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:34.242807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:34.244556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:34.245061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:34.245522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:34.246416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:34.370129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:29:34.390245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:34.734015] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:29:34.902637] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:29:35.050757] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.38% | Symbol ETA: 3.7s | Global ETA: 2m 3s
[2025-11-25T12:29:35.220943] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.38%, Actual: 0.34%
[2025-11-25T12:29:35.397613] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -2.01%, Actual: 0.73%
[2025-11-25T12:29:35.580330] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.96%, Actual: 1.37%
[2025-11-25T12:29:35.759908] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: -1.48%, Actual: 0.47%
[2025-11-25T12:29:35.935607] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.36%, Actual: 0.86%
[2025-11-25T12:29:36.106274] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.54%, Actual: 0.41%
[2025-11-25T12:29:36.280138] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.28%, Actual: 1.43%
[2025-11-25T12:29:36.451239] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 0.73%
[2025-11-25T12:29:36.621624] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.25%, Actual: 1.06%
[2025-11-25T12:29:36.796201] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.38%, Actual: 1.53%
[2025-11-25T12:29:36.796434] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 55.5544%
[2025-11-25T12:29:36.796574] [INFO ] [main      ] ALL: DISCARDED add_regime (score: 55.55%)
[2025-11-25T12:29:36.796637] [INFO ] [main      ] ALL: Testing feature 40/53: add_regime_flags
[2025-11-25T12:29:36.796705] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_regime_flags']
[2025-11-25T12:29:36.796768] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:29:36.811108] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:29:36.811561] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:29:36.812506] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:36.812602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:36.817839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:36.819817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:36.820317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:36.820803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:36.821728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:36.953373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:36.954725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:37.297900] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:29:37.468344] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:29:37.622193] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 10.6s | Global ETA: 2m 3s
[2025-11-25T12:29:37.622344] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:29:37.623127] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:37.623207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:37.627951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:37.629720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:37.630192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:37.630639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:37.631533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:37.756635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:37.757995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:38.150683] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:29:38.323289] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:29:38.486756] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.41% | Symbol ETA: 10.1s | Global ETA: 2m 3s
[2025-11-25T12:29:38.486914] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:29:38.487808] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:38.487904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:38.492885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:38.494917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:38.495419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:38.495898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:38.496815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:38.617855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:38.619197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:38.956928] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:29:39.127911] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:29:39.281832] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.74% | Symbol ETA: 9.1s | Global ETA: 2m 3s
[2025-11-25T12:29:39.281985] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:29:39.282845] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:39.282929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:39.287861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:39.289778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:39.290300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:39.290777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:39.291762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:39.417824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:39.419198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:39.759088] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:29:39.928834] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:29:40.082960] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 8.3s | Global ETA: 2m 3s
[2025-11-25T12:29:40.083159] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:29:40.084081] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:40.084164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:40.089129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:40.090881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:40.091354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:40.091824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:40.092701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:40.216204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:40.217555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:40.574984] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:29:40.748523] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:29:40.900784] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.59% | Symbol ETA: 7.4s | Global ETA: 2m 3s
[2025-11-25T12:29:40.900938] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:29:40.901821] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:40.901904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:40.906817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:40.908841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:40.909533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:40.910042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:40.910993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:41.040372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:41.041801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:41.381852] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:29:41.556459] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:29:41.706994] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.24% | Symbol ETA: 6.6s | Global ETA: 2m 3s
[2025-11-25T12:29:41.707182] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:29:41.708018] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:41.708102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:41.713155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:41.715057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:41.715568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:41.716080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:41.717132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:41.844129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:41.845482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:42.198128] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:29:42.377517] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:29:42.529875] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.74% | Symbol ETA: 5.8s | Global ETA: 2m 4s
[2025-11-25T12:29:42.530026] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:29:42.530816] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:42.530898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:42.535773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:42.537750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:42.538274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:42.538757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:42.539623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:42.660799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:42.662182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:43.020807] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:29:43.200835] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:29:43.352543] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.86% | Symbol ETA: 5.0s | Global ETA: 2m 4s
[2025-11-25T12:29:43.352721] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:29:43.353557] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:43.353666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:43.358859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:43.360794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:43.361325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:43.361868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:43.362780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:43.496079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:43.497440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:43.857588] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:29:44.032955] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:29:44.195805] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.93% | Symbol ETA: 4.2s | Global ETA: 2m 4s
[2025-11-25T12:29:44.195957] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:29:44.196752] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:44.196831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:44.201567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:44.203346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:44.203857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:44.204309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:44.205190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:44.331586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:44.332939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:44.683976] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:29:44.856736] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:29:45.004072] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.11% | Symbol ETA: 3.4s | Global ETA: 2m 4s
[2025-11-25T12:29:45.177410] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.81%, Actual: 0.34%
[2025-11-25T12:29:45.351847] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.41%, Actual: 0.73%
[2025-11-25T12:29:45.535368] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.74%, Actual: 1.37%
[2025-11-25T12:29:45.720622] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 0.51%, Actual: 0.47%
[2025-11-25T12:29:45.895857] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.59%, Actual: 0.86%
[2025-11-25T12:29:46.067862] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 0.41%
[2025-11-25T12:29:46.240353] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.74%, Actual: 1.43%
[2025-11-25T12:29:46.410129] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.86%, Actual: 0.73%
[2025-11-25T12:29:46.579404] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.93%, Actual: 1.06%
[2025-11-25T12:29:46.746760] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.11%, Actual: 1.53%
[2025-11-25T12:29:46.747028] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 60.1825%
[2025-11-25T12:29:46.747127] [INFO ] [main      ] ALL: DISCARDED add_regime_flags (score: 60.18%)
[2025-11-25T12:29:46.747181] [INFO ] [main      ] ALL: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-25T12:29:46.747227] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-25T12:29:46.747276] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:29:46.759799] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:29:46.760253] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:29:46.761235] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:29:46.761326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:46.766573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:46.768505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:46.769058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:46.769578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:46.770685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:46.902321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:46.903771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:29:46.905665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:29:46.906759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:29:46.907465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:47.266964] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:29:47.449490] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:29:47.618950] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 10.7s | Global ETA: 2m 4s
[2025-11-25T12:29:47.619119] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:29:47.620021] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:29:47.620110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:47.625209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:47.630717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:47.631516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:47.632093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:47.633121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:47.763412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:47.764874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:29:47.766700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:29:47.767849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:29:47.768601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:48.112827] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:29:48.283419] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:29:48.449987] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.87% | Symbol ETA: 9.7s | Global ETA: 2m 4s
[2025-11-25T12:29:48.450156] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:29:48.451041] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:29:48.451132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:48.456072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:48.457995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:48.458511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:48.459012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:48.459932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:48.585324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:48.586533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:29:48.588285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:29:48.589331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:29:48.590052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:48.929808] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:29:49.100922] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:29:49.257862] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.42% | Symbol ETA: 8.8s | Global ETA: 2m 4s
[2025-11-25T12:29:49.258035] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:29:49.258869] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:29:49.258960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:49.263947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:49.265877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:49.266444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:49.266949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:49.267953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:49.396526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:49.397951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:29:49.399757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:29:49.400821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:29:49.401540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:49.750126] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:29:49.924584] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:29:50.095950] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.98% | Symbol ETA: 8.0s | Global ETA: 2m 4s
[2025-11-25T12:29:50.096102] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:29:50.096893] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:29:50.096971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:50.101701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:50.103419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:50.103930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:50.104376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:50.105248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:50.227837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:50.229151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:29:50.230881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:29:50.231945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:29:50.232611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:50.574746] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:29:50.750265] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:29:50.910671] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.42% | Symbol ETA: 7.1s | Global ETA: 2m 4s
[2025-11-25T12:29:50.910817] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:29:50.911572] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:29:50.911673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:50.916578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:50.918348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:50.918873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:50.919333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:50.920209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:51.045987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:51.047358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:29:51.049140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:29:51.050282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:29:51.051077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:51.393087] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:29:51.563817] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:29:51.712104] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.47% | Symbol ETA: 6.3s | Global ETA: 2m 4s
[2025-11-25T12:29:51.712248] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:29:51.713044] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:29:51.713125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:51.717916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:51.719660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:51.720150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:51.720592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:51.721501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:51.845113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:51.846285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:29:51.847966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:29:51.848991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:29:51.849675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:52.191474] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:29:52.359582] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:29:52.523414] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 3.16% | Symbol ETA: 5.5s | Global ETA: 2m 4s
[2025-11-25T12:29:52.523562] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:29:52.524363] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:29:52.524446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:52.529485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:52.531366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:52.531892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:52.532353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:52.533270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:52.657003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:52.658312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:29:52.660054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:29:52.661106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:29:52.661792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:53.007501] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:29:53.204515] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:29:53.382285] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.97% | Symbol ETA: 4.6s | Global ETA: 2m 4s
[2025-11-25T12:29:53.382481] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:29:53.383733] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:29:53.383838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:53.391479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:53.394401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:53.395196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:53.395873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:53.397199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:53.564384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:53.566171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:29:53.568436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:29:53.569757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:29:53.570601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:54.034001] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:29:54.205870] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:29:54.362862] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 2.14% | Symbol ETA: 3.8s | Global ETA: 2m 4s
[2025-11-25T12:29:54.363016] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:29:54.363805] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:29:54.363886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:54.368979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:54.370881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:54.371397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:54.371883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:54.372808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:54.495746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:29:54.497128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:29:54.498973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:29:54.500024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:29:54.500733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:54.840495] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:29:55.010912] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:29:55.157634] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.40% | Symbol ETA: 3.0s | Global ETA: 2m 4s
[2025-11-25T12:29:55.328835] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.29%, Actual: 0.34%
[2025-11-25T12:29:55.500287] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.87%, Actual: 0.73%
[2025-11-25T12:29:55.672238] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.42%, Actual: 1.37%
[2025-11-25T12:29:55.843362] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.98%, Actual: 0.47%
[2025-11-25T12:29:56.015956] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.42%, Actual: 0.86%
[2025-11-25T12:29:56.183840] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.47%, Actual: 0.41%
[2025-11-25T12:29:56.353085] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 3.16%, Actual: 1.43%
[2025-11-25T12:29:56.522658] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.97%, Actual: 0.73%
[2025-11-25T12:29:56.693810] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 2.14%, Actual: 1.06%
[2025-11-25T12:29:56.862690] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.40%, Actual: 1.53%
[2025-11-25T12:29:56.862913] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 55.8037%
[2025-11-25T12:29:56.863039] [INFO ] [main      ] ALL: DISCARDED add_return_volume_nonlinearity_proxies (score: 55.80%)
[2025-11-25T12:29:56.863109] [INFO ] [main      ] ALL: Testing feature 42/53: add_shelf_lag
[2025-11-25T12:29:56.863157] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_shelf_lag']
[2025-11-25T12:29:56.863207] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:29:56.875683] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:29:56.876115] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:29:56.877047] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:56.877130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:56.882161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:56.884061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:56.884581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:56.885136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:56.886076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:57.012699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:29:57.014037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:57.354492] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:29:57.526952] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:29:57.863785] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.60% | Symbol ETA: 11.6s | Global ETA: 2m 4s
[2025-11-25T12:29:57.863928] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:29:57.864764] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:57.864842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:57.869667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:57.871422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:57.871946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:57.872406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:57.873425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:57.994833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:29:57.996118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:58.336454] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:29:58.508545] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:29:58.846418] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 10.6s | Global ETA: 2m 4s
[2025-11-25T12:29:58.846555] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:29:58.847445] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:58.847527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:58.852241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:58.854005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:58.854497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:58.854973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:58.855857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:58.980619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:29:58.982041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:29:59.323338] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:29:59.497472] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:29:59.825136] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 9.6s | Global ETA: 2m 4s
[2025-11-25T12:29:59.825298] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:29:59.826173] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:29:59.826264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:29:59.831210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:29:59.833054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:29:59.833579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:29:59.834098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:29:59.835067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:29:59.963359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:29:59.964792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:00.310672] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:30:00.491216] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:30:00.825137] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 8.6s | Global ETA: 2m 4s
[2025-11-25T12:30:00.825256] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:30:00.826037] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:00.826120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:00.830947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:00.832771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:00.833281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:00.833764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:00.834630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:00.966175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:30:00.967582] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:01.316479] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:30:01.492970] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:30:01.825689] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.44% | Symbol ETA: 7.7s | Global ETA: 2m 4s
[2025-11-25T12:30:01.825846] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:30:01.826616] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:01.826724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:01.831482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:01.833290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:01.833805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:01.834258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:01.835179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:01.967597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:30:01.969207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:02.363000] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:30:02.540014] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:30:02.860136] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 6.7s | Global ETA: 2m 4s
[2025-11-25T12:30:02.860293] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:30:02.861141] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:02.861231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:02.866368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:02.868319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:02.868924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:02.869445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:02.870715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:02.991567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:30:02.993063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:03.338554] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:30:03.513585] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:30:03.832254] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 3.24% | Symbol ETA: 5.7s | Global ETA: 2m 4s
[2025-11-25T12:30:03.832415] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:30:03.833288] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:03.833382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:03.838745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:03.840506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:03.841083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:03.841565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:03.842513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:03.965198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:30:03.966452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:04.306378] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:30:04.476497] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:30:04.792176] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.63% | Symbol ETA: 4.7s | Global ETA: 2m 4s
[2025-11-25T12:30:04.792324] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:30:04.793136] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:04.793260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:04.798069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:04.799960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:04.800457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:04.800940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:04.801837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:04.923096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:30:04.924699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:05.272045] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:30:05.442681] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:30:05.758789] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: -0.31% | Symbol ETA: 3.7s | Global ETA: 2m 4s
[2025-11-25T12:30:05.758937] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:30:05.759727] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:05.759804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:05.764557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:05.766332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:05.766870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:05.767348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:05.768246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:05.887689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:30:05.888908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:06.224778] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:30:06.394080] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:30:06.708157] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.06% | Symbol ETA: 2.7s | Global ETA: 2m 4s
[2025-11-25T12:30:06.881114] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.60%, Actual: 0.34%
[2025-11-25T12:30:07.055446] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.73%
[2025-11-25T12:30:07.227998] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 1.37%
[2025-11-25T12:30:07.400985] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: -0.89%, Actual: 0.47%
[2025-11-25T12:30:07.570522] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.44%, Actual: 0.86%
[2025-11-25T12:30:07.738848] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 0.41%
[2025-11-25T12:30:07.912790] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 3.24%, Actual: 1.43%
[2025-11-25T12:30:08.097353] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.63%, Actual: 0.73%
[2025-11-25T12:30:08.280174] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 1.06%
[2025-11-25T12:30:08.453161] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.06%, Actual: 1.53%
[2025-11-25T12:30:08.453402] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 49.2100%
[2025-11-25T12:30:08.453517] [INFO ] [main      ] ALL: DISCARDED add_shelf_lag (score: 49.21%)
[2025-11-25T12:30:08.453574] [INFO ] [main      ] ALL: Testing feature 43/53: add_signed_carry_history_11
[2025-11-25T12:30:08.453619] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_signed_carry_history_11']
[2025-11-25T12:30:08.453687] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:30:08.467620] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:30:08.468047] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:30:08.468899] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:08.468977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:08.473706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:08.475481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:08.476003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:08.476462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:08.477360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:08.598806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:30:08.600329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:08.950550] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:30:09.123088] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:30:09.298854] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.57% | Symbol ETA: 10.2s | Global ETA: 2m 4s
[2025-11-25T12:30:09.299001] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:30:09.299811] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:09.299893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:09.304812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:09.306592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:09.307151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:09.307619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:09.308537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:09.436573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:30:09.438275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:09.779775] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:30:09.949632] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:30:10.108998] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 9.3s | Global ETA: 2m 4s
[2025-11-25T12:30:10.109147] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:30:10.109931] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:10.110010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:10.114747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:10.116505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:10.117037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:10.117493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:10.118386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:10.242407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:30:10.244106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:10.582895] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:30:10.752318] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:30:10.903775] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -1.11% | Symbol ETA: 8.4s | Global ETA: 2m 4s
[2025-11-25T12:30:10.903926] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:30:10.904715] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:10.904794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:10.909534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:10.911313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:10.911820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:10.912264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:10.913151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:11.038475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:30:11.040214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:11.380930] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:30:11.550787] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:30:11.710342] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.09% | Symbol ETA: 7.6s | Global ETA: 2m 4s
[2025-11-25T12:30:11.710496] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:30:11.711278] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:11.711358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:11.716119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:11.717968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:11.718459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:11.718934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:11.719871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:11.848617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:30:11.850237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:12.195880] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:30:12.364854] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:30:12.527963] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.68% | Symbol ETA: 6.8s | Global ETA: 2m 5s
[2025-11-25T12:30:12.528148] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:30:12.529001] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:12.529082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:12.533883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:12.535698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:12.536198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:12.536674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:12.537572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:12.656349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:30:12.658014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:13.008493] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:30:13.180797] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:30:13.333071] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.41% | Symbol ETA: 6.0s | Global ETA: 2m 5s
[2025-11-25T12:30:13.333251] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:30:13.334255] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:13.334354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:13.339559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:13.341475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:13.342009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:13.342474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:13.343410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:13.468454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:30:13.470199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:13.815007] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:30:13.987703] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:30:14.142861] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 5.2s | Global ETA: 2m 5s
[2025-11-25T12:30:14.143016] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:30:14.143857] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:14.143948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:14.149177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:14.151139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:14.151734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:14.152217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:14.153197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:14.276726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:30:14.278425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:14.622951] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:30:14.800494] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:30:14.961908] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.51% | Symbol ETA: 4.4s | Global ETA: 2m 5s
[2025-11-25T12:30:14.962064] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:30:14.962876] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:14.962971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:14.968019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:14.969978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:14.970560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:14.971083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:14.972042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:15.099416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:30:15.101237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:15.438728] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:30:15.613636] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:30:15.764042] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 3.6s | Global ETA: 2m 5s
[2025-11-25T12:30:15.764189] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:30:15.764979] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:15.765058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:15.769910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:15.771734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:15.772252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:15.772797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:15.773713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:15.897586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:30:15.899161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:16.246168] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:30:16.423164] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:30:16.574847] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.38% | Symbol ETA: 2.8s | Global ETA: 2m 5s
[2025-11-25T12:30:16.747687] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.57%, Actual: 0.34%
[2025-11-25T12:30:16.917662] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.31%, Actual: 0.73%
[2025-11-25T12:30:17.092673] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.11%, Actual: 1.37%
[2025-11-25T12:30:17.270034] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.09%, Actual: 0.47%
[2025-11-25T12:30:17.441500] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.68%, Actual: 0.86%
[2025-11-25T12:30:17.614582] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.41%, Actual: 0.41%
[2025-11-25T12:30:17.789741] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.31%, Actual: 1.43%
[2025-11-25T12:30:17.967692] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.51%, Actual: 0.73%
[2025-11-25T12:30:18.141255] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.29%, Actual: 1.06%
[2025-11-25T12:30:18.310560] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.38%, Actual: 1.53%
[2025-11-25T12:30:18.310807] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 52.4471%
[2025-11-25T12:30:18.310916] [INFO ] [main      ] ALL: DISCARDED add_signed_carry_history_11 (score: 52.45%)
[2025-11-25T12:30:18.310971] [INFO ] [main      ] ALL: Testing feature 44/53: add_sma_ratio
[2025-11-25T12:30:18.311012] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_sma_ratio']
[2025-11-25T12:30:18.311099] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:30:18.323531] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:30:18.323979] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:30:18.324838] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:18.324919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:18.329683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:18.331430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:18.331937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:18.332376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:18.333263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:18.454199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:30:18.455093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:18.855360] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:30:19.031791] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:30:19.185215] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 9.8s | Global ETA: 2m 5s
[2025-11-25T12:30:19.185352] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:30:19.186124] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:19.186204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:19.190974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:19.192727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:19.193196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:19.193693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:19.194564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:19.316059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:30:19.317022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:19.664060] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:30:19.846855] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:30:20.004971] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 8.8s | Global ETA: 2m 5s
[2025-11-25T12:30:20.005135] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:30:20.006254] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:20.006359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:20.012043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:20.014098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:20.014597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:20.015075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:20.016007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:20.143096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:30:20.144099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:20.481486] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:30:20.651007] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:30:20.798250] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 7.8s | Global ETA: 2m 5s
[2025-11-25T12:30:20.798394] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:30:20.799226] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:20.799306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:20.804067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:20.805860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:20.806329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:20.806793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:20.807775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:20.927868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:30:20.928783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:21.262948] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:30:21.431715] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:30:21.584297] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.52% | Symbol ETA: 7.0s | Global ETA: 2m 5s
[2025-11-25T12:30:21.584444] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:30:21.585330] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:21.585409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:21.590159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:21.591913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:21.592382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:21.592849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:21.593719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:21.713773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:30:21.714718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:22.051164] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:30:22.219283] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:30:22.370381] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.17% | Symbol ETA: 6.1s | Global ETA: 2m 5s
[2025-11-25T12:30:22.370525] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:30:22.371295] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:22.371377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:22.376084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:22.377859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:22.378330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:22.378791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:22.379689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:22.499238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:30:22.500155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:22.850253] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:30:23.027530] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:30:23.177637] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 5.3s | Global ETA: 2m 5s
[2025-11-25T12:30:23.177813] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:30:23.178637] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:23.178741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:23.183724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:23.185663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:23.186198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:23.186692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:23.187738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:23.315943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:30:23.316995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:23.669271] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:30:23.895150] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:30:24.052726] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.39% | Symbol ETA: 4.5s | Global ETA: 2m 5s
[2025-11-25T12:30:24.052881] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:30:24.053709] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:24.053791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:24.058813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:24.060702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:24.061208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:24.061687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:24.062585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:24.189633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:30:24.190726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:24.539472] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:30:24.712545] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:30:24.856740] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 1.00% | Symbol ETA: 3.7s | Global ETA: 2m 5s
[2025-11-25T12:30:24.856895] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:30:24.857712] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:24.857792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:24.862541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:24.864300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:24.864813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:24.865257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:24.866152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:24.988616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:30:24.989629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:25.329954] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:30:25.505174] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:30:25.654794] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.55% | Symbol ETA: 2.9s | Global ETA: 2m 5s
[2025-11-25T12:30:25.654949] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:30:25.655742] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:25.655829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:25.660688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:25.662470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:25.663000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:25.663458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:25.664403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:25.786942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:30:25.787979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:26.138437] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:30:26.313387] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:30:26.464580] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.38% | Symbol ETA: 2.1s | Global ETA: 2m 5s
[2025-11-25T12:30:26.634745] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.47%, Actual: 0.34%
[2025-11-25T12:30:26.809595] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.48%, Actual: 0.73%
[2025-11-25T12:30:26.980212] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 1.37%
[2025-11-25T12:30:27.151153] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.52%, Actual: 0.47%
[2025-11-25T12:30:27.329409] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.17%, Actual: 0.86%
[2025-11-25T12:30:27.500127] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.41%
[2025-11-25T12:30:27.675563] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.39%, Actual: 1.43%
[2025-11-25T12:30:27.850801] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 1.00%, Actual: 0.73%
[2025-11-25T12:30:28.026387] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.55%, Actual: 1.06%
[2025-11-25T12:30:28.203740] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.38%, Actual: 1.53%
[2025-11-25T12:30:28.204196] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 46.0016%
[2025-11-25T12:30:28.204315] [INFO ] [main      ] ALL: DISCARDED add_sma_ratio (score: 46.00%)
[2025-11-25T12:30:28.204374] [INFO ] [main      ] ALL: Testing feature 46/53: add_vol_of_vol
[2025-11-25T12:30:28.204420] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_vol_of_vol']
[2025-11-25T12:30:28.204468] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:30:28.217207] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:30:28.217676] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:30:28.218539] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:28.218621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:28.223659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:28.225705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:28.226232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:28.226729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:28.227684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:28.359455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:28.360947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:28.709423] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:30:28.886097] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:30:29.048041] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.32% | Symbol ETA: 9.0s | Global ETA: 2m 5s
[2025-11-25T12:30:29.048206] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:30:29.049066] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:29.049149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:29.054261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:29.056801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:29.057486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:29.057981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:29.058957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:29.189583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:29.191048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:29.592663] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:30:29.776839] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:30:29.939148] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.32% | Symbol ETA: 8.5s | Global ETA: 2m 5s
[2025-11-25T12:30:29.939300] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:30:29.940075] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:29.940157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:29.944906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:29.946717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:29.947225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:29.947709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:29.948608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:30.077719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:30.079206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:30.428504] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:30:30.605561] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:30:30.761899] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 7.5s | Global ETA: 2m 5s
[2025-11-25T12:30:30.762048] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:30:30.762879] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:30.762963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:30.768070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:30.770116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:30.770707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:30.771180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:30.772141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:30.901532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:30.903022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:31.263162] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:30:31.444376] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:30:31.600816] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.09% | Symbol ETA: 6.6s | Global ETA: 2m 5s
[2025-11-25T12:30:31.600970] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:30:31.601776] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:31.601857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:31.608190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:31.610770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:31.611470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:31.612071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:31.613174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:31.741982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:31.743439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:32.095417] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:30:32.265039] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:30:32.422862] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.33% | Symbol ETA: 5.8s | Global ETA: 2m 5s
[2025-11-25T12:30:32.423022] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:30:32.423860] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:32.423942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:32.428783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:32.430560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:32.431077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:32.431528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:32.432423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:32.554737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:32.556144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:32.895370] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:30:33.063531] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:30:33.217333] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 4.9s | Global ETA: 2m 5s
[2025-11-25T12:30:33.217479] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:30:33.218241] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:33.218321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:33.223145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:33.224903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:33.225377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:33.225842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:33.226726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:33.346589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:33.348009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:33.714996] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:30:33.888410] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:30:34.044581] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.73% | Symbol ETA: 4.1s | Global ETA: 2m 5s
[2025-11-25T12:30:34.044753] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:30:34.045534] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:34.045618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:34.050876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:34.052981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:34.053572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:34.054063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:34.055033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:34.180551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:34.182032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:34.535851] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:30:34.710727] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:30:34.866573] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 3.2s | Global ETA: 2m 5s
[2025-11-25T12:30:34.866742] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:30:34.867562] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:34.867667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:34.873095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:34.875058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:34.875552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:34.876071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:34.877036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:35.006893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:35.008402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:35.369525] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:30:35.565616] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:30:35.722825] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.80% | Symbol ETA: 2.4s | Global ETA: 2m 5s
[2025-11-25T12:30:35.722996] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:30:35.723898] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:35.723981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:35.729377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:35.731240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:35.731899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:35.732386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:35.733363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:35.859211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:35.860790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:36.214470] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:30:36.391782] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:30:36.548372] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.56% | Symbol ETA: 1.6s | Global ETA: 2m 5s
[2025-11-25T12:30:36.730377] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.32%, Actual: 0.34%
[2025-11-25T12:30:36.905470] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 0.73%
[2025-11-25T12:30:37.080563] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 1.37%
[2025-11-25T12:30:37.257983] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.09%, Actual: 0.47%
[2025-11-25T12:30:37.434916] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.33%, Actual: 0.86%
[2025-11-25T12:30:37.639236] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 0.41%
[2025-11-25T12:30:37.817087] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.73%, Actual: 1.43%
[2025-11-25T12:30:37.995495] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.02%, Actual: 0.73%
[2025-11-25T12:30:38.170671] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 1.06%
[2025-11-25T12:30:38.341553] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.56%, Actual: 1.53%
[2025-11-25T12:30:38.341838] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 56.0854%
[2025-11-25T12:30:38.341940] [INFO ] [main      ] ALL: DISCARDED add_vol_of_vol (score: 56.09%)
[2025-11-25T12:30:38.342001] [INFO ] [main      ] ALL: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-25T12:30:38.342048] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_volatility_decay_ratio']
[2025-11-25T12:30:38.342095] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:30:38.354875] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:30:38.355288] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:30:38.356171] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:38.356252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:38.361095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:38.363131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:38.363663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:38.364125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:38.365091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:38.493355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:30:38.494810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:38.843751] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:30:39.023596] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:30:39.187935] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 8.8s | Global ETA: 2m 5s
[2025-11-25T12:30:39.188107] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:30:39.189051] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:39.189141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:39.195200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:39.197631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:39.198241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:39.198889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:39.200056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:39.325328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:30:39.326783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:39.671403] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:30:39.852227] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:30:40.031142] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 8.0s | Global ETA: 2m 5s
[2025-11-25T12:30:40.031292] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:30:40.032128] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:40.032210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:40.037157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:40.039235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:40.039769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:40.040242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:40.041186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:40.169586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:30:40.171118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:40.533864] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:30:40.710178] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:30:40.868791] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.98% | Symbol ETA: 7.2s | Global ETA: 2m 5s
[2025-11-25T12:30:40.868946] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:30:40.870362] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:40.870444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:40.875448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:40.877386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:40.877911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:40.878455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:40.879360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:41.007295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:30:41.008812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:41.355322] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:30:41.523049] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:30:41.667740] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 0.97% | Symbol ETA: 6.3s | Global ETA: 2m 5s
[2025-11-25T12:30:41.667886] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:30:41.668621] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:41.668721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:41.673496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:41.675261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:41.675810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:41.676267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:41.677184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:41.801706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:30:41.802995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:42.143436] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:30:42.310828] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:30:42.463505] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -1.90% | Symbol ETA: 5.4s | Global ETA: 2m 6s
[2025-11-25T12:30:42.463667] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:30:42.464421] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:42.464505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:42.469392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:42.471224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:42.471737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:42.472190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:42.473071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:42.598103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:30:42.599535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:42.945143] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:30:43.122556] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:30:43.273512] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.07% | Symbol ETA: 4.6s | Global ETA: 2m 6s
[2025-11-25T12:30:43.273687] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:30:43.274534] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:43.274617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:43.279871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:43.281683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:43.282213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:43.282720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:43.283737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:43.410329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:30:43.411787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:43.759435] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:30:43.929187] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:30:44.084988] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.59% | Symbol ETA: 3.8s | Global ETA: 2m 6s
[2025-11-25T12:30:44.085145] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:30:44.086059] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:44.086152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:44.091054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:44.093078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:44.093672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:44.094152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:44.095072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:44.220580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:30:44.222170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:44.567593] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:30:44.747850] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:30:44.914776] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 2.15% | Symbol ETA: 3.0s | Global ETA: 2m 6s
[2025-11-25T12:30:44.914930] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:30:44.915782] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:44.915864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:44.921285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:44.923284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:44.923839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:44.924313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:44.925231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:45.066612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:30:45.068271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:45.452822] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:30:45.633412] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:30:45.791046] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.86% | Symbol ETA: 2.1s | Global ETA: 2m 6s
[2025-11-25T12:30:45.791202] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:30:45.792670] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:45.792750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:45.797735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:45.799691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:45.800225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:45.800733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:45.801681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:45.927569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:30:45.929121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:46.278272] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:30:46.453754] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:30:46.617876] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.09% | Symbol ETA: 1.3s | Global ETA: 2m 6s
[2025-11-25T12:30:46.786352] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.22%, Actual: 0.34%
[2025-11-25T12:30:46.953752] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 1.05%, Actual: 0.73%
[2025-11-25T12:30:47.127913] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.98%, Actual: 1.37%
[2025-11-25T12:30:47.301410] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 0.97%, Actual: 0.47%
[2025-11-25T12:30:47.474288] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -1.90%, Actual: 0.86%
[2025-11-25T12:30:47.647407] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.07%, Actual: 0.41%
[2025-11-25T12:30:47.817434] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.59%, Actual: 1.43%
[2025-11-25T12:30:47.985165] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 2.15%, Actual: 0.73%
[2025-11-25T12:30:48.156538] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.86%, Actual: 1.06%
[2025-11-25T12:30:48.327954] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.09%, Actual: 1.53%
[2025-11-25T12:30:48.328200] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 57.2921%
[2025-11-25T12:30:48.328327] [INFO ] [main      ] ALL: DISCARDED add_volatility_decay_ratio (score: 57.29%)
[2025-11-25T12:30:48.328391] [INFO ] [main      ] ALL: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-25T12:30:48.328439] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-25T12:30:48.328514] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:30:48.341345] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:30:48.341810] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:30:48.342720] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:30:48.342800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:48.347529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:48.349416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:48.349936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:48.350390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:48.351283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:48.491788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:48.493264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:30:48.495293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:48.843108] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:30:49.016296] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:30:49.174757] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 8.6s | Global ETA: 2m 6s
[2025-11-25T12:30:49.174909] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:30:49.175708] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:30:49.175787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:49.180536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:49.182336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:49.182849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:49.183304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:49.184192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:49.307166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:49.308579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:30:49.310623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:49.653311] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:30:49.827802] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:30:49.989901] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 7.7s | Global ETA: 2m 6s
[2025-11-25T12:30:49.990053] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:30:49.990856] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:30:49.990938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:49.995768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:49.997592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:49.998102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:49.998559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:49.999454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:50.121692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:50.123032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:30:50.125051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:50.462082] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:30:50.629408] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:30:50.786529] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 6.8s | Global ETA: 2m 6s
[2025-11-25T12:30:50.786690] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:30:50.787465] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:30:50.787545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:50.792791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:50.794502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:50.795013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:50.795462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:50.796357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:50.917962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:50.919216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:30:50.921243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:51.258916] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:30:51.426305] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:30:51.581606] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 5.9s | Global ETA: 2m 6s
[2025-11-25T12:30:51.581772] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:30:51.582530] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:30:51.582610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:51.587402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:51.589185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:51.589734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:51.590188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:51.591069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:51.712357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:51.713705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:30:51.715732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:52.053946] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:30:52.222223] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:30:52.377085] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.12% | Symbol ETA: 5.1s | Global ETA: 2m 6s
[2025-11-25T12:30:52.377215] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:30:52.378065] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:30:52.378156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:52.383131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:52.384968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:52.385481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:52.385985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:52.386908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:52.508123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:52.509482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:30:52.511504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:52.875618] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:30:53.059824] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:30:53.223043] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 4.3s | Global ETA: 2m 6s
[2025-11-25T12:30:53.223219] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:30:53.224117] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:30:53.224215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:53.229430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:53.231338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:53.231907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:53.232401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:53.233420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:53.364056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:53.365422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:30:53.367597] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:53.732595] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:30:53.910231] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:30:54.073264] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.20% | Symbol ETA: 3.5s | Global ETA: 2m 6s
[2025-11-25T12:30:54.073429] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:30:54.074236] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:30:54.074327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:54.079126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:54.080972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:54.081493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:54.082007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:54.082945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:54.211959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:54.213433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:30:54.215536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:54.564292] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:30:54.738221] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:30:54.900072] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 2.7s | Global ETA: 2m 6s
[2025-11-25T12:30:54.900220] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:30:54.901021] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:30:54.901103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:54.905880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:54.907664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:54.908149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:54.908606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:54.909485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:55.029300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:55.030537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:30:55.032554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:55.370935] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:30:55.540284] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:30:55.694896] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.36% | Symbol ETA: 1.9s | Global ETA: 2m 6s
[2025-11-25T12:30:55.695045] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:30:55.695832] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:30:55.695913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:55.700765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:55.702486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:55.702991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:55.703442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:55.704346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:55.823384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:30:55.824605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:30:55.826632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:56.165771] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:30:56.336800] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:30:56.491840] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.07% | Symbol ETA: 1.1s | Global ETA: 2m 6s
[2025-11-25T12:30:56.660763] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 0.14%, Actual: 0.34%
[2025-11-25T12:30:56.828840] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.12%, Actual: 0.73%
[2025-11-25T12:30:56.997107] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 1.37%
[2025-11-25T12:30:57.166608] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 0.22%, Actual: 0.47%
[2025-11-25T12:30:57.336125] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.12%, Actual: 0.86%
[2025-11-25T12:30:57.504803] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.34%, Actual: 0.41%
[2025-11-25T12:30:57.673912] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.20%, Actual: 1.43%
[2025-11-25T12:30:57.842700] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.37%, Actual: 0.73%
[2025-11-25T12:30:58.011573] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.36%, Actual: 1.06%
[2025-11-25T12:30:58.179459] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.07%, Actual: 1.53%
[2025-11-25T12:30:58.179706] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 51.8447%
[2025-11-25T12:30:58.179805] [INFO ] [main      ] ALL: DISCARDED add_volatility_state_percentiles (score: 51.84%)
[2025-11-25T12:30:58.179865] [INFO ] [main      ] ALL: Testing feature 49/53: add_volume_dispersion
[2025-11-25T12:30:58.179911] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_volume_dispersion']
[2025-11-25T12:30:58.179959] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:30:58.191990] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:30:58.192374] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:30:58.193342] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:58.193423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:58.198220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:58.200025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:58.200509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:58.200983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:58.201869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:58.326069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:30:58.327614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:58.664629] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:30:58.833468] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:30:58.986445] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 8.0s | Global ETA: 2m 6s
[2025-11-25T12:30:58.986594] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:30:58.987375] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:58.987472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:58.992203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:58.993963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:58.994443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:58.994910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:58.995789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:59.121403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:30:59.123049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:30:59.460977] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:30:59.629577] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:30:59.785592] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 7.2s | Global ETA: 2m 6s
[2025-11-25T12:30:59.785761] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:30:59.786501] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:30:59.786582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:30:59.791357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:30:59.793112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:30:59.793592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:30:59.794061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:30:59.794946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:30:59.917469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:30:59.919003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:00.255189] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:31:00.422961] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:31:00.570003] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 6.4s | Global ETA: 2m 6s
[2025-11-25T12:31:00.570158] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:31:00.570945] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:00.571024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:00.575767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:00.577524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:00.578031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:00.578486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:00.579385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:00.701403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:31:00.703042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:01.040351] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:31:01.208628] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:31:01.359008] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 4.16% | Symbol ETA: 5.6s | Global ETA: 2m 6s
[2025-11-25T12:31:01.359185] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:31:01.360017] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:01.360097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:01.364953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:01.366756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:01.367313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:01.367812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:01.368760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:01.496067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:31:01.497983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:01.854883] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:31:02.058846] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:31:02.250334] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.68% | Symbol ETA: 4.9s | Global ETA: 2m 6s
[2025-11-25T12:31:02.250539] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:31:02.251900] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:02.252024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:02.259878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:02.262872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:02.263694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:02.264332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:02.265703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:02.436332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:31:02.439121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:02.884197] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:31:03.069084] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:31:03.221375] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.76% | Symbol ETA: 4.2s | Global ETA: 2m 6s
[2025-11-25T12:31:03.221536] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:31:03.222350] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:03.222442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:03.227332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:03.229266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:03.229815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:03.230302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:03.231246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:03.360384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:31:03.362200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:03.724943] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:31:03.899736] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:31:04.055793] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.25% | Symbol ETA: 3.3s | Global ETA: 2m 6s
[2025-11-25T12:31:04.055938] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:31:04.056753] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:04.056834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:04.061774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:04.063677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:04.064203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:04.064701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:04.065710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:04.195116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:31:04.196952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:04.551977] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:31:04.735396] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:31:04.889713] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 1.11% | Symbol ETA: 2.5s | Global ETA: 2m 6s
[2025-11-25T12:31:04.889881] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:31:04.890794] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:04.890887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:04.896119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:04.898206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:04.898779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:04.899247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:04.900204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:05.028440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:31:05.030265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:05.389625] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:31:05.568502] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:31:05.716922] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.13% | Symbol ETA: 1.7s | Global ETA: 2m 6s
[2025-11-25T12:31:05.717109] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:31:05.717924] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:05.718005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:05.722879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:05.724698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:05.725203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:05.725687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:05.726589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:05.853434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:31:05.855178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:06.201083] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:31:06.373097] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:31:06.527264] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.60% | Symbol ETA: 0.8s | Global ETA: 2m 6s
[2025-11-25T12:31:06.700713] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.18%, Actual: 0.34%
[2025-11-25T12:31:06.870276] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.70%, Actual: 0.73%
[2025-11-25T12:31:07.039903] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.54%, Actual: 1.37%
[2025-11-25T12:31:07.210123] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 4.16%, Actual: 0.47%
[2025-11-25T12:31:07.382824] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.68%, Actual: 0.86%
[2025-11-25T12:31:07.552143] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.76%, Actual: 0.41%
[2025-11-25T12:31:07.721197] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 1.43%
[2025-11-25T12:31:07.891584] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 1.11%, Actual: 0.73%
[2025-11-25T12:31:08.063074] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.13%, Actual: 1.06%
[2025-11-25T12:31:08.230614] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.60%, Actual: 1.53%
[2025-11-25T12:31:08.230864] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 50.9827%
[2025-11-25T12:31:08.230966] [INFO ] [main      ] ALL: DISCARDED add_volume_dispersion (score: 50.98%)
[2025-11-25T12:31:08.231022] [INFO ] [main      ] ALL: Testing feature 50/53: add_volume_flow_differentials
[2025-11-25T12:31:08.231067] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_volume_flow_differentials']
[2025-11-25T12:31:08.231141] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:31:08.243977] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:08.244393] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:31:08.245283] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:08.245366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:08.250276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:08.252153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:08.252700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:08.253177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:08.254159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:08.379362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:08.382484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:08.721957] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:31:08.904576] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:31:09.066082] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 8.0s | Global ETA: 2m 6s
[2025-11-25T12:31:09.066242] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:31:09.067068] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:09.067150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:09.072083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:09.073986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:09.074491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:09.074977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:09.075895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:09.207718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:09.211009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:09.554828] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:31:09.727403] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:31:09.890443] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 7.2s | Global ETA: 2m 6s
[2025-11-25T12:31:09.890602] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:31:09.891477] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:09.891567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:09.896735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:09.898706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:09.899224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:09.899731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:09.900628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:10.032854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:10.036034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:10.389324] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:31:10.559761] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:31:10.711048] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 6.4s | Global ETA: 2m 6s
[2025-11-25T12:31:10.711198] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:31:10.712001] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:10.712085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:10.717080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:10.718936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:10.719434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:10.719950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:10.720917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:10.848523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:10.851580] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:11.221554] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:31:11.390223] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:31:11.544556] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 5.6s | Global ETA: 2m 6s
[2025-11-25T12:31:11.544727] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:31:11.545470] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:11.545551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:11.550291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:11.552060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:11.552553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:11.553056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:11.553955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:11.679494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:11.682768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:12.026391] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:31:12.194081] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:31:12.346423] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -4.53% | Symbol ETA: 4.7s | Global ETA: 2m 7s
[2025-11-25T12:31:12.346576] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:31:12.347402] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:12.347485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:12.352299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:12.354127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:12.354610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:12.355079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:12.355982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:12.477782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:12.480845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:12.824212] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:31:12.996235] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:31:13.152160] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 3.9s | Global ETA: 2m 7s
[2025-11-25T12:31:13.152311] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:31:13.153111] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:13.153191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:13.157927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:13.159677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:13.160152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:13.160596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:13.161478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:13.279556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:13.282627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:13.624513] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:31:13.790403] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:31:13.946740] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.99% | Symbol ETA: 3.1s | Global ETA: 2m 7s
[2025-11-25T12:31:13.946889] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:31:13.947676] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:13.947769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:13.953401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:13.955373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:13.955886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:13.956535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:13.957445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:14.080977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:14.084076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:14.421625] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:31:14.591209] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:31:14.745945] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 2.78% | Symbol ETA: 2.2s | Global ETA: 2m 7s
[2025-11-25T12:31:14.746066] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:31:14.746845] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:14.746923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:14.751750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:14.753703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:14.754187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:14.754625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:14.755518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:14.878463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:14.881660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:15.217793] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:31:15.387179] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:31:15.540917] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: -1.36% | Symbol ETA: 1.4s | Global ETA: 2m 7s
[2025-11-25T12:31:15.541070] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:31:15.541911] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:15.542000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:15.546866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:15.548693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:15.549208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:15.549701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:15.550586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:15.672156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:15.675246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:16.019423] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:31:16.193677] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:31:16.353781] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 3.35% | Symbol ETA: 0.6s | Global ETA: 2m 7s
[2025-11-25T12:31:16.582318] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.09%, Actual: 0.34%
[2025-11-25T12:31:16.754669] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: 0.18%, Actual: 0.73%
[2025-11-25T12:31:16.930231] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 1.37%
[2025-11-25T12:31:17.103780] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 0.47%
[2025-11-25T12:31:17.277621] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -4.53%, Actual: 0.86%
[2025-11-25T12:31:17.445971] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -1.33%, Actual: 0.41%
[2025-11-25T12:31:17.621887] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.99%, Actual: 1.43%
[2025-11-25T12:31:17.798849] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 2.78%, Actual: 0.73%
[2025-11-25T12:31:17.978566] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: -1.36%, Actual: 1.06%
[2025-11-25T12:31:18.162479] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 3.35%, Actual: 1.53%
[2025-11-25T12:31:18.162793] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 36.2938%
[2025-11-25T12:31:18.162946] [INFO ] [main      ] ALL: DISCARDED add_volume_flow_differentials (score: 36.29%)
[2025-11-25T12:31:18.163015] [INFO ] [main      ] ALL: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-25T12:31:18.163066] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_volume_pressure_into_close']
[2025-11-25T12:31:18.163114] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:31:18.178736] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:18.179362] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:31:18.180371] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:18.180459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:18.185626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:18.187610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:18.188185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:18.188680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:18.189670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:18.320613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:18.323150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:18.682771] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:31:18.857109] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:31:19.033230] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 8.1s | Global ETA: 2m 7s
[2025-11-25T12:31:19.033406] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:31:19.034632] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:19.034756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:19.041777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:19.043828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:19.044526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:19.045002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:19.045931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:19.181611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:19.183765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:19.531749] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:31:19.711207] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:31:19.870702] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.87% | Symbol ETA: 7.2s | Global ETA: 2m 7s
[2025-11-25T12:31:19.870844] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:31:19.871691] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:19.871767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:19.876478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:19.878267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:19.878798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:19.879261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:19.880174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:20.008588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:20.010945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:20.365513] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:31:20.545138] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:31:20.696562] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.99% | Symbol ETA: 6.3s | Global ETA: 2m 7s
[2025-11-25T12:31:20.696810] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:31:20.698407] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:20.698510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:20.705618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:20.708263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:20.708962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:20.709570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:20.710892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:20.838213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:20.840267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:21.180605] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:31:21.372400] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:31:21.531874] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.14% | Symbol ETA: 5.4s | Global ETA: 2m 7s
[2025-11-25T12:31:21.532018] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:31:21.532817] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:21.532897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:21.537852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:21.539693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:21.540224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:21.540697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:21.541597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:21.666436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:21.668437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:22.012064] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:31:22.182045] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:31:22.333270] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.92% | Symbol ETA: 4.6s | Global ETA: 2m 7s
[2025-11-25T12:31:22.333420] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:31:22.334211] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:22.334290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:22.339083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:22.340852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:22.341323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:22.341784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:22.342703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:22.488401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:22.490485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:22.833159] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:31:23.001897] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:31:23.156070] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.71% | Symbol ETA: 3.7s | Global ETA: 2m 7s
[2025-11-25T12:31:23.156213] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:31:23.156983] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:23.157075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:23.161829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:23.163560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:23.164054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:23.164498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:23.165387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:23.302515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:23.304607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:23.662610] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:31:23.830012] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:31:23.988970] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 2.9s | Global ETA: 2m 7s
[2025-11-25T12:31:23.989133] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:31:23.989983] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:23.990065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:23.994932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:23.996771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:23.997285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:23.997748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:23.998675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:24.125261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:24.127322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:24.473821] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:31:24.648392] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:31:24.799706] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: 0.95% | Symbol ETA: 2.1s | Global ETA: 2m 7s
[2025-11-25T12:31:24.799853] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:31:24.800618] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:24.800719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:24.805631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:24.807531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:24.808034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:24.808490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:24.809398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:24.934017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:24.935946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:25.280870] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:31:25.452578] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:31:25.601195] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 0.83% | Symbol ETA: 1.2s | Global ETA: 2m 7s
[2025-11-25T12:31:25.601343] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:31:25.602135] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:25.602215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:25.606971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:25.608821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:25.609334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:25.609801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:25.610709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:25.733580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:25.735708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:26.090071] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:31:26.276932] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:31:26.428184] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 2.75% | Symbol ETA: 0.4s | Global ETA: 2m 7s
[2025-11-25T12:31:26.606531] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.44%, Actual: 0.34%
[2025-11-25T12:31:26.780074] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 0.73%
[2025-11-25T12:31:26.951112] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.99%, Actual: 1.37%
[2025-11-25T12:31:27.120710] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.14%, Actual: 0.47%
[2025-11-25T12:31:27.290403] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.92%, Actual: 0.86%
[2025-11-25T12:31:27.459570] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.71%, Actual: 0.41%
[2025-11-25T12:31:27.630598] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.31%, Actual: 1.43%
[2025-11-25T12:31:27.802100] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: 0.95%, Actual: 0.73%
[2025-11-25T12:31:27.970594] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 1.06%
[2025-11-25T12:31:28.139551] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 2.75%, Actual: 1.53%
[2025-11-25T12:31:28.139789] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 60.9230%
[2025-11-25T12:31:28.139905] [INFO ] [main      ] ALL: DISCARDED add_volume_pressure_into_close (score: 60.92%)
[2025-11-25T12:31:28.139960] [INFO ] [main      ] ALL: Testing feature 52/53: add_volume_zscore
[2025-11-25T12:31:28.140005] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_volume_zscore']
[2025-11-25T12:31:28.140072] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:31:28.153402] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:28.153856] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:31:28.154694] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:28.154772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:28.159492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:28.161271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:28.161767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:28.162207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:28.163088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:28.292119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:31:28.294175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:28.641326] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:31:28.817810] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:31:28.973596] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: -0.14% | Symbol ETA: 7.6s | Global ETA: 2m 7s
[2025-11-25T12:31:28.973761] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:31:28.974519] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:28.974600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:28.979442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:28.981207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:28.981698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:28.982140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:28.983021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:29.112116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:31:29.114126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:29.461600] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:31:29.634928] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:31:29.796490] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 6.8s | Global ETA: 2m 7s
[2025-11-25T12:31:29.796663] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:31:29.797587] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:29.797712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:29.802879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:29.804874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:29.805387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:29.805876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:29.806803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:29.933090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:31:29.935038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:30.275062] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:31:30.446550] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:31:30.594201] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 5.9s | Global ETA: 2m 7s
[2025-11-25T12:31:30.594351] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:31:30.595123] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:30.595206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:30.599969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:30.601707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:30.602188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:30.602633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:30.603512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:30.728376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:31:30.730324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:31.073699] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:31:31.243164] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:31:31.395655] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 2.36% | Symbol ETA: 5.1s | Global ETA: 2m 7s
[2025-11-25T12:31:31.395802] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:31:31.396550] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:31.396631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:31.401383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:31.403129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:31.403619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:31.404097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:31.404976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:31.529889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:31:31.531860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:31.886901] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:31:32.068373] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:31:32.219765] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -3.63% | Symbol ETA: 4.3s | Global ETA: 2m 7s
[2025-11-25T12:31:32.219918] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:31:32.220720] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:32.220815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:32.225825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:32.227676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:32.228171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:32.228629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:32.229551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:32.355630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:31:32.357610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:32.710460] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:31:32.878306] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:31:33.023535] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -2.81% | Symbol ETA: 3.4s | Global ETA: 2m 7s
[2025-11-25T12:31:33.023697] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:31:33.024452] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:33.024531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:33.029358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:33.031208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:33.031726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:33.032186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:33.033119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:33.155795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:31:33.157776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:33.497998] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:31:33.673249] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:31:33.826144] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 2.11% | Symbol ETA: 2.6s | Global ETA: 2m 7s
[2025-11-25T12:31:33.826285] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:31:33.827097] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:33.827176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:33.831905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:33.833719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:33.834225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:33.834718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:33.835602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:33.958324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:31:33.960184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:34.299340] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:31:34.467516] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:31:34.612189] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 1.8s | Global ETA: 2m 7s
[2025-11-25T12:31:34.612338] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:31:34.613111] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:34.613207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:34.618011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:34.619801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:34.620288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:34.620763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:34.621622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:34.745264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:31:34.747233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:35.096414] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:31:35.266689] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:31:35.415210] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: 1.84% | Symbol ETA: 1.0s | Global ETA: 2m 7s
[2025-11-25T12:31:35.415380] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:31:35.416190] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:35.416271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:35.421174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:35.423041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:35.423544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:35.424025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:35.425056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:35.550418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:31:35.552427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:35.896031] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:31:36.066247] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:31:36.212155] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 1.98% | Symbol ETA: 0.2s | Global ETA: 2m 7s
[2025-11-25T12:31:36.383283] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.14%, Actual: 0.34%
[2025-11-25T12:31:36.550195] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.73%
[2025-11-25T12:31:36.716491] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 1.37%
[2025-11-25T12:31:36.884104] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.36%, Actual: 0.47%
[2025-11-25T12:31:37.050461] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.63%, Actual: 0.86%
[2025-11-25T12:31:37.217246] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -2.81%, Actual: 0.41%
[2025-11-25T12:31:37.383099] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.11%, Actual: 1.43%
[2025-11-25T12:31:37.549019] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.22%, Actual: 0.73%
[2025-11-25T12:31:37.718466] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 1.84%, Actual: 1.06%
[2025-11-25T12:31:37.885191] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.98%, Actual: 1.53%
[2025-11-25T12:31:37.885425] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 37.4343%
[2025-11-25T12:31:37.885536] [INFO ] [main      ] ALL: DISCARDED add_volume_zscore (score: 37.43%)
[2025-11-25T12:31:37.885593] [INFO ] [main      ] ALL: Testing feature 53/53: add_vwap_deviations
[2025-11-25T12:31:37.885639] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency', 'add_vwap_deviations']
[2025-11-25T12:31:37.885734] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:31:37.898029] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:37.898417] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 2
[2025-11-25T12:31:37.899272] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:37.899353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:37.904075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:37.905856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:37.906359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:37.906836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:37.907751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:38.029930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:31:38.035500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:38.369817] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-20
[2025-11-25T12:31:38.536872] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-21
[2025-11-25T12:31:38.692782] [INFO ] [main      ] ALL: Lookback Days: 2, Magnitude: 1.44% | Symbol ETA: 7.1s | Global ETA: 2m 7s
[2025-11-25T12:31:38.692931] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 3
[2025-11-25T12:31:38.693736] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:38.693818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:38.698739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:38.700530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:38.701054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:38.701517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:38.702448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:38.829073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:31:38.835231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:39.175378] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-19
[2025-11-25T12:31:39.347630] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-20
[2025-11-25T12:31:39.512711] [INFO ] [main      ] ALL: Lookback Days: 3, Magnitude: -0.66% | Symbol ETA: 6.5s | Global ETA: 2m 7s
[2025-11-25T12:31:39.512872] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 4
[2025-11-25T12:31:39.513696] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:39.513774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:39.518683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:39.520468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:39.520993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:39.521467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:39.522420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:39.650604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:31:39.656598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:40.004293] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-18
[2025-11-25T12:31:40.177392] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-19
[2025-11-25T12:31:40.323695] [INFO ] [main      ] ALL: Lookback Days: 4, Magnitude: -0.72% | Symbol ETA: 5.7s | Global ETA: 2m 7s
[2025-11-25T12:31:40.323848] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 5
[2025-11-25T12:31:40.324624] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:40.324724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:40.329538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:40.331318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:40.331850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:40.332311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:40.333208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:40.457067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:31:40.463049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:40.803792] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-17
[2025-11-25T12:31:40.971368] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-18
[2025-11-25T12:31:41.121496] [INFO ] [main      ] ALL: Lookback Days: 5, Magnitude: 1.32% | Symbol ETA: 4.8s | Global ETA: 2m 7s
[2025-11-25T12:31:41.121637] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 6
[2025-11-25T12:31:41.122395] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:41.122474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:41.127211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:41.128975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:41.129463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:41.129934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:41.130813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:41.250343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:31:41.256284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:41.593577] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-14
[2025-11-25T12:31:41.763038] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-17
[2025-11-25T12:31:41.913610] [INFO ] [main      ] ALL: Lookback Days: 6, Magnitude: -2.48% | Symbol ETA: 4.0s | Global ETA: 2m 7s
[2025-11-25T12:31:41.913778] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 7
[2025-11-25T12:31:41.915156] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:41.915233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:41.919958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:41.921715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:41.922203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:41.922667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:41.923533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:42.044184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:31:42.050359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:42.387119] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-13
[2025-11-25T12:31:42.563241] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-14
[2025-11-25T12:31:42.710066] [INFO ] [main      ] ALL: Lookback Days: 7, Magnitude: -0.93% | Symbol ETA: 3.2s | Global ETA: 2m 8s
[2025-11-25T12:31:42.710208] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 8
[2025-11-25T12:31:42.710990] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:42.711069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:42.715905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:42.717681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:42.718169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:42.718622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:42.719502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:42.842558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:31:42.848777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:43.185413] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-12
[2025-11-25T12:31:43.353632] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-13
[2025-11-25T12:31:43.510202] [INFO ] [main      ] ALL: Lookback Days: 8, Magnitude: 1.55% | Symbol ETA: 2.4s | Global ETA: 2m 8s
[2025-11-25T12:31:43.510345] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 9
[2025-11-25T12:31:43.511156] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:43.511235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:43.516029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:43.517804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:43.518293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:43.518800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:43.519678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:43.641218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:31:43.647086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:43.989630] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-11
[2025-11-25T12:31:44.160841] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-12
[2025-11-25T12:31:44.307921] [INFO ] [main      ] ALL: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 1.6s | Global ETA: 2m 8s
[2025-11-25T12:31:44.308067] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 10
[2025-11-25T12:31:44.308869] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:44.308948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:44.313703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:44.315448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:44.315970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:44.316416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:44.317321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:44.438771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:31:44.444541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:44.783908] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-10
[2025-11-25T12:31:44.953631] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-11
[2025-11-25T12:31:45.104072] [INFO ] [main      ] ALL: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 0.8s | Global ETA: 2m 8s
[2025-11-25T12:31:45.104214] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 11
[2025-11-25T12:31:45.104995] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:45.105075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:45.109854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:45.111583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:45.112093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:45.112565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:45.113443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:45.233954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:31:45.239891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:45.584126] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-07
[2025-11-25T12:31:45.755769] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-10
[2025-11-25T12:31:45.901970] [INFO ] [main      ] ALL: Lookback Days: 11, Magnitude: 0.96% | Symbol ETA: 0.0s | Global ETA: 2m 8s
[2025-11-25T12:31:46.070860] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: 1.44%, Actual: 0.34%
[2025-11-25T12:31:46.241377] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 0.73%
[2025-11-25T12:31:46.413432] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -0.72%, Actual: 1.37%
[2025-11-25T12:31:46.590676] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 1.32%, Actual: 0.47%
[2025-11-25T12:31:46.764594] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -2.48%, Actual: 0.86%
[2025-11-25T12:31:46.932869] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.93%, Actual: 0.41%
[2025-11-25T12:31:47.106516] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 1.55%, Actual: 1.43%
[2025-11-25T12:31:47.282555] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -0.13%, Actual: 0.73%
[2025-11-25T12:31:47.454200] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 1.06%
[2025-11-25T12:31:47.632599] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 0.96%, Actual: 1.53%
[2025-11-25T12:31:47.632862] [INFO ] [main      ] ALL: Magnitude Forecast Confidence: 44.8499%
[2025-11-25T12:31:47.632967] [INFO ] [main      ] ALL: DISCARDED add_vwap_deviations (score: 44.85%)
[2025-11-25T12:31:47.633023] [INFO ] [main      ] ALL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T12:31:47.633065] [INFO ] [main      ] ALL: Best accuracy: 63.34%
[2025-11-25T12:31:47.633102] [INFO ] [main      ] ALL: Best feature set (6 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency']
[2025-11-25T12:31:47.633145] [INFO ] [main      ] ALL: Improvement over baseline: 17.23%
[2025-11-25T12:31:47.633183] [INFO ] [main      ] ALL: Total time: 8.6 minutes
[2025-11-25T12:31:47.633220] [INFO ] [main      ] ALL: Average time per feature: 9.9 seconds
[2025-11-25T12:31:47.633258] [INFO ] [main      ] ALL: Average speed: 0.10 features/sec
[2025-11-25T12:31:47.810848] [DEBUG] [METRICS   ] ALL: 2025-11-21:2025-11-24: Predicted: -0.36%, Actual: 0.34%
[2025-11-25T12:31:47.986415] [DEBUG] [METRICS   ] ALL: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 0.73%
[2025-11-25T12:31:48.163831] [DEBUG] [METRICS   ] ALL: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 1.37%
[2025-11-25T12:31:48.335582] [DEBUG] [METRICS   ] ALL: 2025-11-18:2025-11-19: Predicted: 2.55%, Actual: 0.47%
[2025-11-25T12:31:48.505092] [DEBUG] [METRICS   ] ALL: 2025-11-17:2025-11-18: Predicted: -3.60%, Actual: 0.86%
[2025-11-25T12:31:48.673779] [DEBUG] [METRICS   ] ALL: 2025-11-14:2025-11-17: Predicted: -0.68%, Actual: 0.41%
[2025-11-25T12:31:48.848509] [DEBUG] [METRICS   ] ALL: 2025-11-13:2025-11-14: Predicted: 2.08%, Actual: 1.43%
[2025-11-25T12:31:49.025580] [DEBUG] [METRICS   ] ALL: 2025-11-12:2025-11-13: Predicted: -1.13%, Actual: 0.73%
[2025-11-25T12:31:49.196240] [DEBUG] [METRICS   ] ALL: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 1.06%
[2025-11-25T12:31:49.367766] [DEBUG] [METRICS   ] ALL: 2025-11-10:2025-11-11: Predicted: 1.39%, Actual: 1.53%
[2025-11-25T12:31:49.368503] [INFO ] [LOCAL     ] Saved configuration for ALL: 6 features, 63.34% accuracy -> ./output/feature-sets/ALL.json
[2025-11-25T12:31:49.369727] [INFO ] [main      ] Progress: 31/31 symbols completed (100.0%). ALL finished in 8m 44s. ETA: 0.0s. Rate: 0.49 symbols/min
[2025-11-25T12:31:49.401831] [INFO ] [main      ] Parallel configuration completed in 1h 3m 52s. Processed 31 symbols.
[2025-11-25T12:31:49.402011] [INFO ] [main      ] Configuration success rate: 100.0% (31/31 symbols)
[2025-11-25T12:31:50.130312] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: MAG Forecast Configuration Completed (31/31 @ 100.00%)'
[2025-11-25T12:31:50.146273] [INFO ] [MODE      ] Using multithreaded
[2025-11-25T12:31:50.146549] [INFO ] [main      ] Fetching signal forecasts...
[2025-11-25T12:31:50.146700] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-11-25T12:31:50.155873] [DEBUG] [REMOTE    ] Found 31 available forecast dates.
[2025-11-25T12:31:50.156299] [INFO ] [main      ] Found available forecast date (2025-11-25).
[2025-11-25T12:31:50.156425] [DEBUG] [REMOTE    ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-11-25.txt'.
[2025-11-25T12:31:50.166315] [DEBUG] [REMOTE    ] Fetched 2057 signal forecasts for 2025-11-25.
[2025-11-25T12:31:50.166856] [INFO ] [main      ] Fetched 2057 forecasts.
[2025-11-25T12:31:50.167233] [INFO ] [main      ] Found 524 high-confidence bullish forecasts (>= 80.0%).
[2025-11-25T12:31:50.167367] [INFO ] [main      ] Starting parallel forecast generation with 4 worker processes for 524 symbols
[2025-11-25T12:31:50.212493] [INFO ] [main      ] Fetching symbol history for PCN...
[2025-11-25T12:31:50.212493] [INFO ] [main      ] Fetching symbol history for MVT...
[2025-11-25T12:31:50.213000] [DEBUG] [REMOTE    ] PCN: Fetching historical data.
[2025-11-25T12:31:50.213003] [DEBUG] [REMOTE    ] MVT: Fetching historical data.
[2025-11-25T12:31:50.213121] [INFO ] [main      ] Fetching symbol history for TSQ...
[2025-11-25T12:31:50.213785] [DEBUG] [REMOTE    ] TSQ: Fetching historical data.
[2025-11-25T12:31:50.212469] [INFO ] [main      ] Fetching symbol history for IOT...
[2025-11-25T12:31:50.214989] [DEBUG] [REMOTE    ] IOT: Fetching historical data.
[2025-11-25T12:31:50.245316] [DEBUG] [REMOTE    ] PCN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:50.246802] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 4 features, N/A% accuracy
[2025-11-25T12:31:50.246897] [INFO ] [LOCAL     ] PCN: Loaded 4 optimal features with 56.27% confidence from JSON config
[2025-11-25T12:31:50.247056] [DEBUG] [MAG       ] Building data for symbol: PCN with lookback: 0
[2025-11-25T12:31:50.249410] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:31:50.249673] [DEBUG] [REMOTE    ] TSQ: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:50.249679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:50.250811] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 4 features, N/A% accuracy
[2025-11-25T12:31:50.250908] [INFO ] [LOCAL     ] TSQ: Loaded 4 optimal features with 55.88% confidence from JSON config
[2025-11-25T12:31:50.250975] [DEBUG] [MAG       ] Building data for symbol: TSQ with lookback: 0
[2025-11-25T12:31:50.251049] [DEBUG] [REMOTE    ] MVT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:50.252264] [DEBUG] [LOCAL     ] Loaded configuration for MVT: 4 features, N/A% accuracy
[2025-11-25T12:31:50.252364] [INFO ] [LOCAL     ] MVT: Loaded 4 optimal features with 41.96% confidence from JSON config
[2025-11-25T12:31:50.252426] [DEBUG] [MAG       ] Building data for symbol: MVT with lookback: 0
[2025-11-25T12:31:50.253151] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:31:50.253276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:50.255146] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:31:50.255374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:50.257681] [DEBUG] [REMOTE    ] IOT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:50.258672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:50.258630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:50.259015] [DEBUG] [LOCAL     ] Loaded configuration for IOT: 7 features, N/A% accuracy
[2025-11-25T12:31:50.259132] [INFO ] [LOCAL     ] IOT: Loaded 7 optimal features with 43.23% confidence from JSON config
[2025-11-25T12:31:50.259214] [DEBUG] [MAG       ] Building data for symbol: IOT with lookback: 0
[2025-11-25T12:31:50.259949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:50.260613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:31:50.261212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:31:50.261724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:50.262238] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:50.262449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:50.262968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:50.264089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:50.264969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:31:50.266831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:31:50.267616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:50.271935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:50.275711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:50.277051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:50.277888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:50.279270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:31:50.282549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:50.313088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:50.455387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:50.705531] [DEBUG] [MAG       ] PCN: Last date is validated at 2025-11-24
[2025-11-25T12:31:50.740601] [DEBUG] [MAG       ] TSQ: Last date is validated at 2025-11-24
[2025-11-25T12:31:50.803348] [DEBUG] [MAG       ] MVT: Last date is validated at 2025-11-24
[2025-11-25T12:31:50.905157] [DEBUG] [MAG       ] PCN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:50.929519] [DEBUG] [MAG       ] TSQ: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:50.954459] [DEBUG] [MAG       ] IOT: Last date is validated at 2025-11-24
[2025-11-25T12:31:50.982218] [DEBUG] [MAG       ] MVT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:50.991556] [INFO ] [LOCAL     ] PCN: Saved forecast.
[2025-11-25T12:31:50.991842] [INFO ] [main      ] PCN: Signal=1 (Conf=100.0%), Magnitude=0.37% (Conf=56.2675%)
[2025-11-25T12:31:50.992601] [INFO ] [main      ] Fetching symbol history for STEM...
[2025-11-25T12:31:50.992754] [DEBUG] [REMOTE    ] STEM: Fetching historical data.
[2025-11-25T12:31:50.992821] [INFO ] [main      ] Progress: 1/524 forecasts completed (0.2%). PCN finished in 0.8s. ETA: 7m 12s. Rate: 72.70 forecasts/min
[2025-11-25T12:31:51.005464] [DEBUG] [REMOTE    ] STEM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:51.006875] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 5 features, N/A% accuracy
[2025-11-25T12:31:51.007048] [INFO ] [LOCAL     ] STEM: Loaded 5 optimal features with 59.84% confidence from JSON config
[2025-11-25T12:31:51.007184] [DEBUG] [MAG       ] Building data for symbol: STEM with lookback: 0
[2025-11-25T12:31:51.008321] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:31:51.008515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:51.014000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:51.015174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:51.016435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:31:51.018519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:31:51.019404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:51.037427] [INFO ] [LOCAL     ] TSQ: Saved forecast.
[2025-11-25T12:31:51.037540] [INFO ] [main      ] TSQ: Signal=1 (Conf=100.0%), Magnitude=10.61% (Conf=55.8827%)
[2025-11-25T12:31:51.038074] [INFO ] [main      ] Fetching symbol history for TS...
[2025-11-25T12:31:51.038276] [DEBUG] [REMOTE    ] TS: Fetching historical data.
[2025-11-25T12:31:51.038535] [INFO ] [main      ] Progress: 2/524 forecasts completed (0.4%). TSQ finished in 0.8s. ETA: 3m 47s. Rate: 137.76 forecasts/min
[2025-11-25T12:31:51.050961] [DEBUG] [REMOTE    ] TS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:51.051926] [DEBUG] [LOCAL     ] Loaded configuration for TS: 1 features, N/A% accuracy
[2025-11-25T12:31:51.052049] [INFO ] [LOCAL     ] TS: Loaded 1 optimal features with 63.90% confidence from JSON config
[2025-11-25T12:31:51.052147] [DEBUG] [MAG       ] Building data for symbol: TS with lookback: 0
[2025-11-25T12:31:51.053058] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:31:51.053188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:51.058364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:51.062929] [INFO ] [LOCAL     ] MVT: Saved forecast.
[2025-11-25T12:31:51.063199] [INFO ] [main      ] MVT: Signal=1 (Conf=100.0%), Magnitude=0.73% (Conf=41.9609%)
[2025-11-25T12:31:51.063914] [INFO ] [main      ] Fetching symbol history for SOJC...
[2025-11-25T12:31:51.064055] [DEBUG] [REMOTE    ] SOJC: Fetching historical data.
[2025-11-25T12:31:51.064920] [INFO ] [main      ] Progress: 3/524 forecasts completed (0.6%). MVT finished in 0.9s. ETA: 2m 36s. Rate: 200.57 forecasts/min
[2025-11-25T12:31:51.076956] [DEBUG] [REMOTE    ] SOJC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:51.078176] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 4 features, N/A% accuracy
[2025-11-25T12:31:51.078321] [INFO ] [LOCAL     ] SOJC: Loaded 4 optimal features with 51.36% confidence from JSON config
[2025-11-25T12:31:51.078380] [DEBUG] [MAG       ] Building data for symbol: SOJC with lookback: 0
[2025-11-25T12:31:51.079392] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:31:51.079534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:51.085498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:51.087923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:51.088713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:31:51.136703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:51.158783] [DEBUG] [MAG       ] IOT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:51.291440] [INFO ] [LOCAL     ] IOT: Saved forecast.
[2025-11-25T12:31:51.291712] [INFO ] [main      ] IOT: Signal=1 (Conf=100.0%), Magnitude=-8.42% (Conf=43.2312%)
[2025-11-25T12:31:51.292182] [INFO ] [main      ] Fetching symbol history for NVO...
[2025-11-25T12:31:51.292499] [INFO ] [main      ] Progress: 4/524 forecasts completed (0.8%). IOT finished in 1.1s. ETA: 2m 26s. Rate: 213.33 forecasts/min
[2025-11-25T12:31:51.292355] [DEBUG] [REMOTE    ] NVO: Fetching historical data.
[2025-11-25T12:31:51.304700] [DEBUG] [REMOTE    ] NVO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:51.305677] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 6 features, N/A% accuracy
[2025-11-25T12:31:51.305809] [INFO ] [LOCAL     ] NVO: Loaded 6 optimal features with 56.02% confidence from JSON config
[2025-11-25T12:31:51.305916] [DEBUG] [MAG       ] Building data for symbol: NVO with lookback: 0
[2025-11-25T12:31:51.306866] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:31:51.307040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:51.308938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:51.309578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:51.310102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:31:51.312452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:31:51.313246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:31:51.314030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:51.367287] [DEBUG] [MAG       ] STEM: Last date is validated at 2025-11-24
[2025-11-25T12:31:51.396550] [DEBUG] [MAG       ] TS: Last date is validated at 2025-11-24
[2025-11-25T12:31:51.489895] [DEBUG] [MAG       ] SOJC: Last date is validated at 2025-11-24
[2025-11-25T12:31:51.538639] [DEBUG] [MAG       ] STEM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:51.564118] [DEBUG] [MAG       ] TS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:51.656077] [INFO ] [LOCAL     ] TS: Saved forecast.
[2025-11-25T12:31:51.656317] [INFO ] [main      ] TS: Signal=1 (Conf=100.0%), Magnitude=0.13% (Conf=63.9039%)
[2025-11-25T12:31:51.656744] [INFO ] [main      ] Fetching symbol history for PVL...
[2025-11-25T12:31:51.656860] [DEBUG] [REMOTE    ] PVL: Fetching historical data.
[2025-11-25T12:31:51.656904] [INFO ] [main      ] Progress: 5/524 forecasts completed (1.0%). TS finished in 0.6s. ETA: 2m 35s. Rate: 201.42 forecasts/min
[2025-11-25T12:31:51.659376] [DEBUG] [MAG       ] NVO: Last date is validated at 2025-11-24
[2025-11-25T12:31:51.663921] [INFO ] [LOCAL     ] STEM: Saved forecast.
[2025-11-25T12:31:51.664167] [INFO ] [main      ] STEM: Signal=1 (Conf=100.0%), Magnitude=9.75% (Conf=59.8362%)
[2025-11-25T12:31:51.664420] [INFO ] [main      ] Fetching symbol history for CMSD...
[2025-11-25T12:31:51.664892] [INFO ] [main      ] Progress: 6/524 forecasts completed (1.1%). STEM finished in 0.7s. ETA: 2m 9s. Rate: 240.41 forecasts/min
[2025-11-25T12:31:51.664779] [DEBUG] [REMOTE    ] CMSD: Fetching historical data.
[2025-11-25T12:31:51.664780] [DEBUG] [MAG       ] SOJC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:51.668182] [DEBUG] [REMOTE    ] PVL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:51.669321] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 7 features, N/A% accuracy
[2025-11-25T12:31:51.669442] [INFO ] [LOCAL     ] PVL: Loaded 7 optimal features with 40.39% confidence from JSON config
[2025-11-25T12:31:51.669539] [DEBUG] [MAG       ] Building data for symbol: PVL with lookback: 0
[2025-11-25T12:31:51.670386] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:51.670519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:51.675373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:31:51.676339] [DEBUG] [REMOTE    ] CMSD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:51.676815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:51.677291] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 4 features, N/A% accuracy
[2025-11-25T12:31:51.677361] [INFO ] [LOCAL     ] CMSD: Loaded 4 optimal features with 47.02% confidence from JSON config
[2025-11-25T12:31:51.677401] [DEBUG] [MAG       ] Building data for symbol: CMSD with lookback: 0
[2025-11-25T12:31:51.678289] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:31:51.678381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:51.678954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:51.679687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:31:51.681166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:31:51.683356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:51.683336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:51.684262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:31:51.686416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:51.687231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:31:51.691992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:51.741627] [INFO ] [LOCAL     ] SOJC: Saved forecast.
[2025-11-25T12:31:51.741746] [INFO ] [main      ] SOJC: Signal=1 (Conf=100.0%), Magnitude=0.66% (Conf=51.3622%)
[2025-11-25T12:31:51.741933] [INFO ] [main      ] Fetching symbol history for TFII...
[2025-11-25T12:31:51.741988] [DEBUG] [REMOTE    ] TFII: Fetching historical data.
[2025-11-25T12:31:51.743744] [INFO ] [main      ] Progress: 7/524 forecasts completed (1.3%). SOJC finished in 0.7s. ETA: 1m 56s. Rate: 266.45 forecasts/min
[2025-11-25T12:31:51.754205] [DEBUG] [REMOTE    ] TFII: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:51.755123] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 11 features, N/A% accuracy
[2025-11-25T12:31:51.755188] [INFO ] [LOCAL     ] TFII: Loaded 11 optimal features with 54.73% confidence from JSON config
[2025-11-25T12:31:51.755226] [DEBUG] [MAG       ] Building data for symbol: TFII with lookback: 0
[2025-11-25T12:31:51.756041] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:31:51.756121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:51.757870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:51.758392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:51.758880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:51.834719] [DEBUG] [MAG       ] NVO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:51.895228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:31:51.896371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:31:51.897215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:31:51.918630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:31:51.920229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:51.922313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:31:51.923564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:31:51.924392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:51.977858] [INFO ] [LOCAL     ] NVO: Saved forecast.
[2025-11-25T12:31:51.978107] [INFO ] [main      ] NVO: Signal=1 (Conf=100.0%), Magnitude=-5.13% (Conf=56.0234%)
[2025-11-25T12:31:51.978535] [INFO ] [main      ] Fetching symbol history for VALE...
[2025-11-25T12:31:51.978674] [DEBUG] [REMOTE    ] VALE: Fetching historical data.
[2025-11-25T12:31:51.978743] [INFO ] [main      ] Progress: 8/524 forecasts completed (1.5%). NVO finished in 0.7s. ETA: 1m 57s. Rate: 265.01 forecasts/min
[2025-11-25T12:31:51.990595] [DEBUG] [REMOTE    ] VALE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:51.991716] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 5 features, N/A% accuracy
[2025-11-25T12:31:51.991845] [INFO ] [LOCAL     ] VALE: Loaded 5 optimal features with 53.62% confidence from JSON config
[2025-11-25T12:31:51.991988] [DEBUG] [MAG       ] Building data for symbol: VALE with lookback: 0
[2025-11-25T12:31:51.992901] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:31:51.993041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:51.998042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:52.000031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:52.000625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:52.001150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:52.002020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:52.024131] [DEBUG] [MAG       ] PVL: Last date is validated at 2025-11-24
[2025-11-25T12:31:52.036908] [DEBUG] [MAG       ] CMSD: Last date is validated at 2025-11-24
[2025-11-25T12:31:52.193354] [DEBUG] [MAG       ] PVL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:52.207989] [DEBUG] [MAG       ] CMSD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:52.273049] [DEBUG] [MAG       ] TFII: Last date is validated at 2025-11-24
[2025-11-25T12:31:52.275894] [INFO ] [LOCAL     ] CMSD: Saved forecast.
[2025-11-25T12:31:52.276145] [INFO ] [main      ] CMSD: Signal=1 (Conf=100.0%), Magnitude=-0.44% (Conf=47.0164%)
[2025-11-25T12:31:52.276756] [INFO ] [main      ] Fetching symbol history for ENOV...
[2025-11-25T12:31:52.276594] [INFO ] [main      ] Progress: 9/524 forecasts completed (1.7%). CMSD finished in 0.6s. ETA: 2m 1s. Rate: 256.03 forecasts/min
[2025-11-25T12:31:52.276867] [DEBUG] [REMOTE    ] ENOV: Fetching historical data.
[2025-11-25T12:31:52.288564] [DEBUG] [REMOTE    ] ENOV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:52.289767] [DEBUG] [LOCAL     ] Loaded configuration for ENOV: 2 features, N/A% accuracy
[2025-11-25T12:31:52.289905] [INFO ] [LOCAL     ] ENOV: Loaded 2 optimal features with 57.35% confidence from JSON config
[2025-11-25T12:31:52.290002] [DEBUG] [MAG       ] Building data for symbol: ENOV with lookback: 0
[2025-11-25T12:31:52.291052] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:31:52.291183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:31:52.292061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:31:52.295000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:52.326808] [INFO ] [LOCAL     ] PVL: Saved forecast.
[2025-11-25T12:31:52.327064] [INFO ] [main      ] PVL: Signal=1 (Conf=100.0%), Magnitude=-0.53% (Conf=40.3916%)
[2025-11-25T12:31:52.327517] [INFO ] [main      ] Fetching symbol history for TXT...
[2025-11-25T12:31:52.327773] [DEBUG] [REMOTE    ] TXT: Fetching historical data.
[2025-11-25T12:31:52.327949] [INFO ] [main      ] Progress: 10/524 forecasts completed (1.9%). PVL finished in 0.7s. ETA: 1m 51s. Rate: 277.72 forecasts/min
[2025-11-25T12:31:52.340145] [DEBUG] [REMOTE    ] TXT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:52.341342] [DEBUG] [LOCAL     ] Loaded configuration for TXT: 3 features, N/A% accuracy
[2025-11-25T12:31:52.341478] [INFO ] [LOCAL     ] TXT: Loaded 3 optimal features with 62.57% confidence from JSON config
[2025-11-25T12:31:52.341595] [DEBUG] [MAG       ] Building data for symbol: TXT with lookback: 0
[2025-11-25T12:31:52.342532] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:31:52.342685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:52.343632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:52.344730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:31:52.345730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:52.346572] [DEBUG] [MAG       ] VALE: Last date is validated at 2025-11-24
[2025-11-25T12:31:52.450235] [DEBUG] [MAG       ] TFII: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:52.524562] [DEBUG] [MAG       ] VALE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:52.595423] [INFO ] [LOCAL     ] VALE: Saved forecast.
[2025-11-25T12:31:52.595725] [INFO ] [main      ] VALE: Signal=1 (Conf=100.0%), Magnitude=0.61% (Conf=53.6249%)
[2025-11-25T12:31:52.596161] [INFO ] [main      ] Fetching symbol history for CXH...
[2025-11-25T12:31:52.596291] [DEBUG] [REMOTE    ] CXH: Fetching historical data.
[2025-11-25T12:31:52.597386] [INFO ] [main      ] Progress: 11/524 forecasts completed (2.1%). VALE finished in 0.6s. ETA: 1m 53s. Rate: 271.61 forecasts/min
[2025-11-25T12:31:52.608035] [DEBUG] [REMOTE    ] CXH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:52.609418] [DEBUG] [LOCAL     ] Loaded configuration for CXH: 11 features, N/A% accuracy
[2025-11-25T12:31:52.609558] [INFO ] [LOCAL     ] CXH: Loaded 11 optimal features with 19.01% confidence from JSON config
[2025-11-25T12:31:52.609682] [DEBUG] [MAG       ] Building data for symbol: CXH with lookback: 0
[2025-11-25T12:31:52.610620] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:31:52.610788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:52.615248] [INFO ] [LOCAL     ] TFII: Saved forecast.
[2025-11-25T12:31:52.615492] [INFO ] [main      ] TFII: Signal=1 (Conf=100.0%), Magnitude=5.32% (Conf=54.7349%)
[2025-11-25T12:31:52.615935] [INFO ] [main      ] Fetching symbol history for IBM...
[2025-11-25T12:31:52.616007] [DEBUG] [REMOTE    ] IBM: Fetching historical data.
[2025-11-25T12:31:52.616092] [INFO ] [main      ] Progress: 12/524 forecasts completed (2.3%). TFII finished in 0.9s. ETA: 1m 44s. Rate: 294.04 forecasts/min
[2025-11-25T12:31:52.615865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:52.617320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:31:52.619330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:31:52.620810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:31:52.621873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:52.623895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:31:52.625473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:31:52.626886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:52.627517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:31:52.627489] [DEBUG] [REMOTE    ] IBM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:52.628376] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 3 features, N/A% accuracy
[2025-11-25T12:31:52.628508] [INFO ] [LOCAL     ] IBM: Loaded 3 optimal features with 72.49% confidence from JSON config
[2025-11-25T12:31:52.628603] [DEBUG] [MAG       ] Building data for symbol: IBM with lookback: 0
[2025-11-25T12:31:52.629479] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:31:52.629610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:52.630090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:52.630401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:52.631350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:31:52.633162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:52.633372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:52.644675] [DEBUG] [MAG       ] ENOV: Last date is validated at 2025-11-24
[2025-11-25T12:31:52.709677] [DEBUG] [MAG       ] TXT: Last date is validated at 2025-11-24
[2025-11-25T12:31:52.816925] [DEBUG] [MAG       ] ENOV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:52.883983] [DEBUG] [MAG       ] TXT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:52.920280] [INFO ] [LOCAL     ] ENOV: Saved forecast.
[2025-11-25T12:31:52.920526] [INFO ] [main      ] ENOV: Signal=1 (Conf=100.0%), Magnitude=0.82% (Conf=57.3453%)
[2025-11-25T12:31:52.920772] [INFO ] [main      ] Fetching symbol history for VLO...
[2025-11-25T12:31:52.921085] [DEBUG] [REMOTE    ] VLO: Fetching historical data.
[2025-11-25T12:31:52.921739] [INFO ] [main      ] Progress: 13/524 forecasts completed (2.5%). ENOV finished in 0.6s. ETA: 1m 48s. Rate: 283.20 forecasts/min
[2025-11-25T12:31:52.934130] [DEBUG] [REMOTE    ] VLO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:52.934973] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, N/A% accuracy
[2025-11-25T12:31:52.935044] [INFO ] [LOCAL     ] VLO: Loaded 4 optimal features with 52.81% confidence from JSON config
[2025-11-25T12:31:52.935084] [DEBUG] [MAG       ] Building data for symbol: VLO with lookback: 0
[2025-11-25T12:31:52.935935] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:31:52.936011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:52.937776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:52.938553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:52.939227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:52.939702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:52.975114] [DEBUG] [MAG       ] IBM: Last date is validated at 2025-11-24
[2025-11-25T12:31:52.997834] [DEBUG] [MAG       ] CXH: Last date is validated at 2025-11-24
[2025-11-25T12:31:53.009552] [INFO ] [LOCAL     ] TXT: Saved forecast.
[2025-11-25T12:31:53.009668] [INFO ] [main      ] TXT: Signal=1 (Conf=100.0%), Magnitude=1.06% (Conf=62.5653%)
[2025-11-25T12:31:53.009862] [INFO ] [main      ] Fetching symbol history for MSA...
[2025-11-25T12:31:53.010124] [DEBUG] [REMOTE    ] MSA: Fetching historical data.
[2025-11-25T12:31:53.011725] [INFO ] [main      ] Progress: 14/524 forecasts completed (2.7%). TXT finished in 0.7s. ETA: 1m 44s. Rate: 295.33 forecasts/min
[2025-11-25T12:31:53.022983] [DEBUG] [REMOTE    ] MSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:53.024376] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 8 features, N/A% accuracy
[2025-11-25T12:31:53.024523] [INFO ] [LOCAL     ] MSA: Loaded 8 optimal features with 44.64% confidence from JSON config
[2025-11-25T12:31:53.024622] [DEBUG] [MAG       ] Building data for symbol: MSA with lookback: 0
[2025-11-25T12:31:53.025625] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:31:53.025786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:53.027671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:53.028357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:53.152393] [DEBUG] [MAG       ] IBM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:53.156097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:31:53.158334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:31:53.159551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:31:53.192525] [DEBUG] [MAG       ] CXH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:53.216008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:31:53.220464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:31:53.222031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:53.295156] [DEBUG] [MAG       ] VLO: Last date is validated at 2025-11-24
[2025-11-25T12:31:53.306853] [INFO ] [LOCAL     ] IBM: Saved forecast.
[2025-11-25T12:31:53.307102] [INFO ] [main      ] IBM: Signal=1 (Conf=100.0%), Magnitude=-0.78% (Conf=72.4875%)
[2025-11-25T12:31:53.307497] [INFO ] [main      ] Fetching symbol history for EHAB...
[2025-11-25T12:31:53.307613] [DEBUG] [REMOTE    ] EHAB: Fetching historical data.
[2025-11-25T12:31:53.307577] [INFO ] [main      ] Progress: 15/524 forecasts completed (2.9%). IBM finished in 0.7s. ETA: 1m 47s. Rate: 286.61 forecasts/min
[2025-11-25T12:31:53.318967] [DEBUG] [REMOTE    ] EHAB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:53.320066] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 5 features, N/A% accuracy
[2025-11-25T12:31:53.320132] [INFO ] [LOCAL     ] EHAB: Loaded 5 optimal features with 60.26% confidence from JSON config
[2025-11-25T12:31:53.320170] [DEBUG] [MAG       ] Building data for symbol: EHAB with lookback: 0
[2025-11-25T12:31:53.320945] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:31:53.321021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:53.321756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:31:53.323362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:31:53.324695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:31:53.325762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:31:53.327425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:53.342809] [INFO ] [LOCAL     ] CXH: Saved forecast.
[2025-11-25T12:31:53.342903] [INFO ] [main      ] CXH: Signal=1 (Conf=100.0%), Magnitude=0.00% (Conf=19.0132%)
[2025-11-25T12:31:53.343074] [INFO ] [main      ] Fetching symbol history for THLV...
[2025-11-25T12:31:53.343128] [DEBUG] [REMOTE    ] THLV: Fetching historical data.
[2025-11-25T12:31:53.343931] [INFO ] [main      ] Progress: 16/524 forecasts completed (3.1%). CXH finished in 0.7s. ETA: 1m 41s. Rate: 302.22 forecasts/min
[2025-11-25T12:31:53.355764] [DEBUG] [REMOTE    ] THLV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:53.356605] [DEBUG] [LOCAL     ] Loaded configuration for THLV: 5 features, N/A% accuracy
[2025-11-25T12:31:53.356692] [INFO ] [LOCAL     ] THLV: Loaded 5 optimal features with 45.77% confidence from JSON config
[2025-11-25T12:31:53.356734] [DEBUG] [MAG       ] Building data for symbol: THLV with lookback: 0
[2025-11-25T12:31:53.357810] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:31:53.357891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:53.469391] [DEBUG] [MAG       ] VLO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:53.493559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:31:53.541528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:31:53.543796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:31:53.545677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:31:53.552353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:53.567836] [DEBUG] [MAG       ] MSA: Last date is validated at 2025-11-24
[2025-11-25T12:31:53.630903] [INFO ] [LOCAL     ] VLO: Saved forecast.
[2025-11-25T12:31:53.631027] [INFO ] [main      ] VLO: Signal=1 (Conf=100.0%), Magnitude=0.62% (Conf=52.8113%)
[2025-11-25T12:31:53.631395] [INFO ] [main      ] Fetching symbol history for SO...
[2025-11-25T12:31:53.631464] [DEBUG] [REMOTE    ] SO: Fetching historical data.
[2025-11-25T12:31:53.631743] [INFO ] [main      ] Progress: 17/524 forecasts completed (3.2%). VLO finished in 0.7s. ETA: 1m 43s. Rate: 294.43 forecasts/min
[2025-11-25T12:31:53.645576] [DEBUG] [REMOTE    ] SO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:53.646853] [DEBUG] [LOCAL     ] Loaded configuration for SO: 2 features, N/A% accuracy
[2025-11-25T12:31:53.646994] [INFO ] [LOCAL     ] SO: Loaded 2 optimal features with 46.66% confidence from JSON config
[2025-11-25T12:31:53.647129] [DEBUG] [MAG       ] Building data for symbol: SO with lookback: 0
[2025-11-25T12:31:53.648247] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:31:53.648382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:31:53.650259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:31:53.651188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:53.675958] [DEBUG] [MAG       ] EHAB: Last date is validated at 2025-11-24
[2025-11-25T12:31:53.743931] [DEBUG] [MAG       ] MSA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:53.847021] [DEBUG] [MAG       ] EHAB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:53.880633] [INFO ] [LOCAL     ] MSA: Saved forecast.
[2025-11-25T12:31:53.880903] [INFO ] [main      ] MSA: Signal=1 (Conf=100.0%), Magnitude=-0.40% (Conf=44.6423%)
[2025-11-25T12:31:53.881409] [INFO ] [main      ] Fetching symbol history for SPR...
[2025-11-25T12:31:53.881531] [DEBUG] [REMOTE    ] SPR: Fetching historical data.
[2025-11-25T12:31:53.881592] [INFO ] [main      ] Progress: 18/524 forecasts completed (3.4%). MSA finished in 0.9s. ETA: 1m 44s. Rate: 290.78 forecasts/min
[2025-11-25T12:31:53.892514] [DEBUG] [REMOTE    ] SPR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:53.893509] [DEBUG] [LOCAL     ] Loaded configuration for SPR: 3 features, N/A% accuracy
[2025-11-25T12:31:53.893714] [INFO ] [LOCAL     ] SPR: Loaded 3 optimal features with 50.72% confidence from JSON config
[2025-11-25T12:31:53.893815] [DEBUG] [MAG       ] Building data for symbol: SPR with lookback: 0
[2025-11-25T12:31:53.894666] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:31:53.894794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:53.896544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:53.897192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:53.897715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:53.945226] [DEBUG] [MAG       ] THLV: Last date is validated at 2025-11-24
[2025-11-25T12:31:53.995998] [INFO ] [LOCAL     ] EHAB: Saved forecast.
[2025-11-25T12:31:53.995841] [DEBUG] [MAG       ] SO: Last date is validated at 2025-11-24
[2025-11-25T12:31:53.996145] [INFO ] [main      ] EHAB: Signal=1 (Conf=100.0%), Magnitude=1.76% (Conf=60.2595%)
[2025-11-25T12:31:53.996516] [INFO ] [main      ] Fetching symbol history for NRGV...
[2025-11-25T12:31:53.996586] [DEBUG] [REMOTE    ] NRGV: Fetching historical data.
[2025-11-25T12:31:53.997725] [INFO ] [main      ] Progress: 19/524 forecasts completed (3.6%). EHAB finished in 0.7s. ETA: 1m 42s. Rate: 297.63 forecasts/min
[2025-11-25T12:31:54.008329] [DEBUG] [REMOTE    ] NRGV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:54.009496] [DEBUG] [LOCAL     ] Loaded configuration for NRGV: 8 features, N/A% accuracy
[2025-11-25T12:31:54.009572] [INFO ] [LOCAL     ] NRGV: Loaded 8 optimal features with 49.60% confidence from JSON config
[2025-11-25T12:31:54.009622] [DEBUG] [MAG       ] Building data for symbol: NRGV with lookback: 0
[2025-11-25T12:31:54.010405] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:31:54.010490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:54.015302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:54.017128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:54.017632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:31:54.020121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:31:54.022179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:31:54.026488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:31:54.027322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:31:54.028091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:54.129934] [DEBUG] [MAG       ] THLV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:54.173823] [DEBUG] [MAG       ] SO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:54.201028] [INFO ] [LOCAL     ] THLV: Saved forecast.
[2025-11-25T12:31:54.201296] [INFO ] [main      ] THLV: Signal=1 (Conf=100.0%), Magnitude=0.82% (Conf=45.7747%)
[2025-11-25T12:31:54.201756] [INFO ] [main      ] Progress: 20/524 forecasts completed (3.8%). THLV finished in 0.9s. ETA: 1m 42s. Rate: 297.45 forecasts/min
[2025-11-25T12:31:54.201966] [INFO ] [main      ] Fetching symbol history for DSU...
[2025-11-25T12:31:54.202085] [DEBUG] [REMOTE    ] DSU: Fetching historical data.
[2025-11-25T12:31:54.213961] [DEBUG] [REMOTE    ] DSU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:54.215147] [DEBUG] [LOCAL     ] Loaded configuration for DSU: 4 features, N/A% accuracy
[2025-11-25T12:31:54.215292] [INFO ] [LOCAL     ] DSU: Loaded 4 optimal features with 39.86% confidence from JSON config
[2025-11-25T12:31:54.215402] [DEBUG] [MAG       ] Building data for symbol: DSU with lookback: 0
[2025-11-25T12:31:54.216357] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:31:54.216505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:31:54.217589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:31:54.218958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:31:54.219777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:31:54.220542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:54.252401] [DEBUG] [MAG       ] SPR: Last date is validated at 2025-11-24
[2025-11-25T12:31:54.275811] [INFO ] [LOCAL     ] SO: Saved forecast.
[2025-11-25T12:31:54.276060] [INFO ] [main      ] SO: Signal=1 (Conf=100.0%), Magnitude=-0.18% (Conf=46.663%)
[2025-11-25T12:31:54.276492] [INFO ] [main      ] Fetching symbol history for TKO...
[2025-11-25T12:31:54.276610] [DEBUG] [REMOTE    ] TKO: Fetching historical data.
[2025-11-25T12:31:54.277725] [INFO ] [main      ] Progress: 21/524 forecasts completed (4.0%). SO finished in 0.6s. ETA: 1m 38s. Rate: 306.55 forecasts/min
[2025-11-25T12:31:54.289779] [DEBUG] [REMOTE    ] TKO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:54.290773] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 2 features, N/A% accuracy
[2025-11-25T12:31:54.290900] [INFO ] [LOCAL     ] TKO: Loaded 2 optimal features with 46.59% confidence from JSON config
[2025-11-25T12:31:54.290996] [DEBUG] [MAG       ] Building data for symbol: TKO with lookback: 0
[2025-11-25T12:31:54.291890] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:31:54.292022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:54.296959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:54.297898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:54.373443] [DEBUG] [MAG       ] NRGV: Last date is validated at 2025-11-24
[2025-11-25T12:31:54.431934] [DEBUG] [MAG       ] SPR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:54.521315] [INFO ] [LOCAL     ] SPR: Saved forecast.
[2025-11-25T12:31:54.521575] [INFO ] [main      ] SPR: Signal=1 (Conf=100.0%), Magnitude=1.86% (Conf=50.7172%)
[2025-11-25T12:31:54.521820] [INFO ] [main      ] Fetching symbol history for DKL...
[2025-11-25T12:31:54.522083] [DEBUG] [REMOTE    ] DKL: Fetching historical data.
[2025-11-25T12:31:54.523038] [INFO ] [main      ] Progress: 22/524 forecasts completed (4.2%). SPR finished in 0.6s. ETA: 1m 39s. Rate: 303.06 forecasts/min
[2025-11-25T12:31:54.533602] [DEBUG] [REMOTE    ] DKL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:54.534782] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 4 features, N/A% accuracy
[2025-11-25T12:31:54.534914] [INFO ] [LOCAL     ] DKL: Loaded 4 optimal features with 50.10% confidence from JSON config
[2025-11-25T12:31:54.535020] [DEBUG] [MAG       ] Building data for symbol: DKL with lookback: 0
[2025-11-25T12:31:54.535866] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:31:54.536003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:54.540906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:31:54.542820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:31:54.543932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:31:54.544250] [DEBUG] [MAG       ] NRGV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:54.545179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:54.596992] [DEBUG] [MAG       ] DSU: Last date is validated at 2025-11-24
[2025-11-25T12:31:54.621946] [INFO ] [LOCAL     ] NRGV: Saved forecast.
[2025-11-25T12:31:54.622185] [INFO ] [main      ] NRGV: Signal=1 (Conf=100.0%), Magnitude=-1.58% (Conf=49.6006%)
[2025-11-25T12:31:54.622594] [INFO ] [main      ] Fetching symbol history for ALLE...
[2025-11-25T12:31:54.622722] [INFO ] [main      ] Progress: 23/524 forecasts completed (4.4%). NRGV finished in 0.6s. ETA: 1m 37s. Rate: 309.75 forecasts/min
[2025-11-25T12:31:54.622728] [DEBUG] [REMOTE    ] ALLE: Fetching historical data.
[2025-11-25T12:31:54.634972] [DEBUG] [REMOTE    ] ALLE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:54.636283] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 5 features, N/A% accuracy
[2025-11-25T12:31:54.636353] [INFO ] [LOCAL     ] ALLE: Loaded 5 optimal features with 58.23% confidence from JSON config
[2025-11-25T12:31:54.636391] [DEBUG] [MAG       ] Building data for symbol: ALLE with lookback: 0
[2025-11-25T12:31:54.640742] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:31:54.640858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:54.644861] [DEBUG] [MAG       ] TKO: Last date is validated at 2025-11-24
[2025-11-25T12:31:54.645855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:54.646736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:54.769223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:31:54.771141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:31:54.771301] [DEBUG] [MAG       ] DSU: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:54.772190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:54.813586] [DEBUG] [MAG       ] TKO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:54.831857] [INFO ] [LOCAL     ] DSU: Saved forecast.
[2025-11-25T12:31:54.832113] [INFO ] [main      ] DSU: Signal=1 (Conf=100.0%), Magnitude=0.68% (Conf=39.8626%)
[2025-11-25T12:31:54.832619] [INFO ] [main      ] Fetching symbol history for PFGC...
[2025-11-25T12:31:54.832713] [INFO ] [main      ] Progress: 24/524 forecasts completed (4.6%). DSU finished in 0.6s. ETA: 1m 37s. Rate: 308.67 forecasts/min
[2025-11-25T12:31:54.832840] [DEBUG] [REMOTE    ] PFGC: Fetching historical data.
[2025-11-25T12:31:54.844589] [DEBUG] [REMOTE    ] PFGC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:54.845783] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 2 features, N/A% accuracy
[2025-11-25T12:31:54.845914] [INFO ] [LOCAL     ] PFGC: Loaded 2 optimal features with 55.11% confidence from JSON config
[2025-11-25T12:31:54.846013] [DEBUG] [MAG       ] Building data for symbol: PFGC with lookback: 0
[2025-11-25T12:31:54.846918] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:31:54.847073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:31:54.848367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:31:54.849153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:54.885705] [DEBUG] [MAG       ] DKL: Last date is validated at 2025-11-24
[2025-11-25T12:31:54.942632] [INFO ] [LOCAL     ] TKO: Saved forecast.
[2025-11-25T12:31:54.942756] [INFO ] [main      ] TKO: Signal=1 (Conf=100.0%), Magnitude=1.73% (Conf=46.5912%)
[2025-11-25T12:31:54.942939] [INFO ] [main      ] Fetching symbol history for TEL...
[2025-11-25T12:31:54.942990] [DEBUG] [REMOTE    ] TEL: Fetching historical data.
[2025-11-25T12:31:54.944728] [INFO ] [main      ] Progress: 25/524 forecasts completed (4.8%). TKO finished in 0.7s. ETA: 1m 35s. Rate: 313.99 forecasts/min
[2025-11-25T12:31:54.956786] [DEBUG] [REMOTE    ] TEL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:54.957783] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 3 features, N/A% accuracy
[2025-11-25T12:31:54.957849] [INFO ] [LOCAL     ] TEL: Loaded 3 optimal features with 62.06% confidence from JSON config
[2025-11-25T12:31:54.957888] [DEBUG] [MAG       ] Building data for symbol: TEL with lookback: 0
[2025-11-25T12:31:54.958664] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:31:54.958738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:54.963487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:54.964473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:31:54.966059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:55.057208] [DEBUG] [MAG       ] DKL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:55.114733] [DEBUG] [MAG       ] ALLE: Last date is validated at 2025-11-24
[2025-11-25T12:31:55.195951] [DEBUG] [MAG       ] PFGC: Last date is validated at 2025-11-24
[2025-11-25T12:31:55.233780] [INFO ] [LOCAL     ] DKL: Saved forecast.
[2025-11-25T12:31:55.234052] [INFO ] [main      ] DKL: Signal=1 (Conf=100.0%), Magnitude=-0.34% (Conf=50.0999%)
[2025-11-25T12:31:55.234289] [INFO ] [main      ] Fetching symbol history for NPWR...
[2025-11-25T12:31:55.234417] [DEBUG] [REMOTE    ] NPWR: Fetching historical data.
[2025-11-25T12:31:55.235153] [INFO ] [main      ] Progress: 26/524 forecasts completed (5.0%). DKL finished in 0.7s. ETA: 1m 37s. Rate: 307.83 forecasts/min
[2025-11-25T12:31:55.245906] [DEBUG] [REMOTE    ] NPWR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:55.246951] [DEBUG] [LOCAL     ] Loaded configuration for NPWR: 7 features, N/A% accuracy
[2025-11-25T12:31:55.247036] [INFO ] [LOCAL     ] NPWR: Loaded 7 optimal features with 54.76% confidence from JSON config
[2025-11-25T12:31:55.247077] [DEBUG] [MAG       ] Building data for symbol: NPWR with lookback: 0
[2025-11-25T12:31:55.247859] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:55.247929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:55.252826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:55.254696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:55.255291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:55.255809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:55.288092] [DEBUG] [MAG       ] ALLE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:55.310109] [DEBUG] [MAG       ] TEL: Last date is validated at 2025-11-24
[2025-11-25T12:31:55.370022] [DEBUG] [MAG       ] PFGC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:55.380573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:31:55.381456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:31:55.382739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:55.406056] [INFO ] [LOCAL     ] ALLE: Saved forecast.
[2025-11-25T12:31:55.406306] [INFO ] [main      ] ALLE: Signal=1 (Conf=100.0%), Magnitude=0.98% (Conf=58.228%)
[2025-11-25T12:31:55.406729] [INFO ] [main      ] Progress: 27/524 forecasts completed (5.2%). ALLE finished in 0.8s. ETA: 1m 36s. Rate: 309.20 forecasts/min
[2025-11-25T12:31:55.406720] [INFO ] [main      ] Fetching symbol history for FTHY...
[2025-11-25T12:31:55.406856] [DEBUG] [REMOTE    ] FTHY: Fetching historical data.
[2025-11-25T12:31:55.418865] [DEBUG] [REMOTE    ] FTHY: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:55.420203] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, N/A% accuracy
[2025-11-25T12:31:55.420324] [INFO ] [LOCAL     ] FTHY: Loaded 3 optimal features with 48.12% confidence from JSON config
[2025-11-25T12:31:55.420420] [DEBUG] [MAG       ] Building data for symbol: FTHY with lookback: 0
[2025-11-25T12:31:55.421288] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:31:55.421421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:55.423180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:55.423869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:55.424350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:55.477179] [INFO ] [LOCAL     ] PFGC: Saved forecast.
[2025-11-25T12:31:55.477425] [INFO ] [main      ] PFGC: Signal=1 (Conf=100.0%), Magnitude=-3.21% (Conf=55.1071%)
[2025-11-25T12:31:55.477665] [INFO ] [main      ] Fetching symbol history for BUD...
[2025-11-25T12:31:55.477776] [DEBUG] [REMOTE    ] BUD: Fetching historical data.
[2025-11-25T12:31:55.478702] [INFO ] [main      ] Progress: 28/524 forecasts completed (5.3%). PFGC finished in 0.6s. ETA: 1m 34s. Rate: 316.31 forecasts/min
[2025-11-25T12:31:55.479936] [DEBUG] [MAG       ] TEL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:55.490385] [DEBUG] [REMOTE    ] BUD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:55.491351] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, N/A% accuracy
[2025-11-25T12:31:55.491468] [INFO ] [LOCAL     ] BUD: Loaded 3 optimal features with 57.74% confidence from JSON config
[2025-11-25T12:31:55.491565] [DEBUG] [MAG       ] Building data for symbol: BUD with lookback: 0
[2025-11-25T12:31:55.492399] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:31:55.492532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:55.497494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:31:55.500344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:31:55.516551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:55.613122] [INFO ] [LOCAL     ] TEL: Saved forecast.
[2025-11-25T12:31:55.613364] [INFO ] [main      ] TEL: Signal=1 (Conf=100.0%), Magnitude=-0.94% (Conf=62.0592%)
[2025-11-25T12:31:55.613774] [INFO ] [main      ] Fetching symbol history for FOF...
[2025-11-25T12:31:55.613884] [DEBUG] [REMOTE    ] FOF: Fetching historical data.
[2025-11-25T12:31:55.614694] [INFO ] [main      ] Progress: 29/524 forecasts completed (5.5%). TEL finished in 0.7s. ETA: 1m 33s. Rate: 319.43 forecasts/min
[2025-11-25T12:31:55.626902] [DEBUG] [REMOTE    ] FOF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:55.628212] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 8 features, N/A% accuracy
[2025-11-25T12:31:55.628284] [INFO ] [LOCAL     ] FOF: Loaded 8 optimal features with 54.41% confidence from JSON config
[2025-11-25T12:31:55.628333] [DEBUG] [MAG       ] Building data for symbol: FOF with lookback: 0
[2025-11-25T12:31:55.629147] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:31:55.629232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:55.634007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:31:55.634738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:31:55.636142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:55.637987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:55.638538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:31:55.639912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:31:55.642023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:31:55.647776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:55.724617] [DEBUG] [MAG       ] NPWR: Last date is validated at 2025-11-24
[2025-11-25T12:31:55.761239] [DEBUG] [MAG       ] FTHY: Last date is validated at 2025-11-24
[2025-11-25T12:31:55.862068] [DEBUG] [MAG       ] BUD: Last date is validated at 2025-11-24
[2025-11-25T12:31:55.893605] [DEBUG] [MAG       ] NPWR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:55.932619] [DEBUG] [MAG       ] FTHY: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:55.991075] [DEBUG] [MAG       ] FOF: Last date is validated at 2025-11-24
[2025-11-25T12:31:55.991390] [INFO ] [LOCAL     ] FTHY: Saved forecast.
[2025-11-25T12:31:55.991600] [INFO ] [main      ] FTHY: Signal=1 (Conf=100.0%), Magnitude=0.08% (Conf=48.1242%)
[2025-11-25T12:31:55.991842] [INFO ] [main      ] Fetching symbol history for MYN...
[2025-11-25T12:31:55.991954] [DEBUG] [REMOTE    ] MYN: Fetching historical data.
[2025-11-25T12:31:55.992215] [INFO ] [main      ] Progress: 30/524 forecasts completed (5.7%). FTHY finished in 0.6s. ETA: 1m 36s. Rate: 309.03 forecasts/min
[2025-11-25T12:31:56.002977] [DEBUG] [REMOTE    ] MYN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:56.004187] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 6 features, N/A% accuracy
[2025-11-25T12:31:56.004310] [INFO ] [LOCAL     ] MYN: Loaded 6 optimal features with 48.66% confidence from JSON config
[2025-11-25T12:31:56.004408] [DEBUG] [MAG       ] Building data for symbol: MYN with lookback: 0
[2025-11-25T12:31:56.005291] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:31:56.005423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:56.007233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:56.007859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:56.008336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:56.009334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:31:56.011872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:31:56.013613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:56.035223] [DEBUG] [MAG       ] BUD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:56.051609] [INFO ] [LOCAL     ] NPWR: Saved forecast.
[2025-11-25T12:31:56.051906] [INFO ] [main      ] NPWR: Signal=1 (Conf=100.0%), Magnitude=5.26% (Conf=54.7585%)
[2025-11-25T12:31:56.052138] [INFO ] [main      ] Fetching symbol history for ERO...
[2025-11-25T12:31:56.052258] [DEBUG] [REMOTE    ] ERO: Fetching historical data.
[2025-11-25T12:31:56.052876] [INFO ] [main      ] Progress: 31/524 forecasts completed (5.9%). NPWR finished in 0.8s. ETA: 1m 34s. Rate: 316.04 forecasts/min
[2025-11-25T12:31:56.064430] [DEBUG] [REMOTE    ] ERO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:56.065700] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 6 features, N/A% accuracy
[2025-11-25T12:31:56.065827] [INFO ] [LOCAL     ] ERO: Loaded 6 optimal features with 63.20% confidence from JSON config
[2025-11-25T12:31:56.065947] [DEBUG] [MAG       ] Building data for symbol: ERO with lookback: 0
[2025-11-25T12:31:56.066844] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:31:56.066985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:56.072132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:56.074141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:56.074775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:31:56.075574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:31:56.076727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:31:56.079302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:56.142463] [INFO ] [LOCAL     ] BUD: Saved forecast.
[2025-11-25T12:31:56.142731] [INFO ] [main      ] BUD: Signal=1 (Conf=100.0%), Magnitude=2.60% (Conf=57.7443%)
[2025-11-25T12:31:56.142956] [INFO ] [main      ] Fetching symbol history for FG...
[2025-11-25T12:31:56.143065] [DEBUG] [REMOTE    ] FG: Fetching historical data.
[2025-11-25T12:31:56.143937] [INFO ] [main      ] Progress: 32/524 forecasts completed (6.1%). BUD finished in 0.7s. ETA: 1m 32s. Rate: 321.26 forecasts/min
[2025-11-25T12:31:56.156373] [DEBUG] [REMOTE    ] FG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:56.157507] [DEBUG] [LOCAL     ] Loaded configuration for FG: 3 features, N/A% accuracy
[2025-11-25T12:31:56.157657] [INFO ] [LOCAL     ] FG: Loaded 3 optimal features with 52.95% confidence from JSON config
[2025-11-25T12:31:56.157759] [DEBUG] [MAG       ] Building data for symbol: FG with lookback: 0
[2025-11-25T12:31:56.158598] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:31:56.158745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:56.160525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:56.161125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:56.162888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:56.168186] [DEBUG] [MAG       ] FOF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:56.237558] [INFO ] [LOCAL     ] FOF: Saved forecast.
[2025-11-25T12:31:56.237779] [INFO ] [main      ] FOF: Signal=1 (Conf=100.0%), Magnitude=0.67% (Conf=54.4128%)
[2025-11-25T12:31:56.238361] [INFO ] [main      ] Fetching symbol history for AMRC...
[2025-11-25T12:31:56.238473] [DEBUG] [REMOTE    ] AMRC: Fetching historical data.
[2025-11-25T12:31:56.238539] [INFO ] [main      ] Progress: 33/524 forecasts completed (6.3%). FOF finished in 0.6s. ETA: 1m 30s. Rate: 326.14 forecasts/min
[2025-11-25T12:31:56.251012] [DEBUG] [REMOTE    ] AMRC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:56.252080] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 5 features, N/A% accuracy
[2025-11-25T12:31:56.252202] [INFO ] [LOCAL     ] AMRC: Loaded 5 optimal features with 55.30% confidence from JSON config
[2025-11-25T12:31:56.252299] [DEBUG] [MAG       ] Building data for symbol: AMRC with lookback: 0
[2025-11-25T12:31:56.253132] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:31:56.253265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:31:56.297628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:31:56.299718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:31:56.304348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:31:56.306825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:31:56.307860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:56.363022] [DEBUG] [MAG       ] MYN: Last date is validated at 2025-11-24
[2025-11-25T12:31:56.431180] [DEBUG] [MAG       ] ERO: Last date is validated at 2025-11-24
[2025-11-25T12:31:56.509246] [DEBUG] [MAG       ] FG: Last date is validated at 2025-11-24
[2025-11-25T12:31:56.547061] [DEBUG] [MAG       ] MYN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:56.602376] [DEBUG] [MAG       ] ERO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:56.616469] [INFO ] [LOCAL     ] MYN: Saved forecast.
[2025-11-25T12:31:56.616734] [INFO ] [main      ] MYN: Signal=1 (Conf=100.0%), Magnitude=0.71% (Conf=48.6561%)
[2025-11-25T12:31:56.617198] [INFO ] [main      ] Fetching symbol history for WMS...
[2025-11-25T12:31:56.617319] [DEBUG] [REMOTE    ] WMS: Fetching historical data.
[2025-11-25T12:31:56.617718] [INFO ] [main      ] Progress: 34/524 forecasts completed (6.5%). MYN finished in 0.6s. ETA: 1m 33s. Rate: 316.27 forecasts/min
[2025-11-25T12:31:56.630003] [DEBUG] [REMOTE    ] WMS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:56.631437] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 1 features, N/A% accuracy
[2025-11-25T12:31:56.631581] [INFO ] [LOCAL     ] WMS: Loaded 1 optimal features with 49.97% confidence from JSON config
[2025-11-25T12:31:56.631703] [DEBUG] [MAG       ] Building data for symbol: WMS with lookback: 0
[2025-11-25T12:31:56.632615] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:31:56.632804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:31:56.635921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:56.648951] [DEBUG] [MAG       ] AMRC: Last date is validated at 2025-11-24
[2025-11-25T12:31:56.688676] [INFO ] [LOCAL     ] ERO: Saved forecast.
[2025-11-25T12:31:56.688895] [INFO ] [main      ] ERO: Signal=1 (Conf=100.0%), Magnitude=2.41% (Conf=63.2%)
[2025-11-25T12:31:56.689128] [INFO ] [main      ] Fetching symbol history for SITE...
[2025-11-25T12:31:56.689247] [DEBUG] [REMOTE    ] SITE: Fetching historical data.
[2025-11-25T12:31:56.689468] [DEBUG] [MAG       ] FG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:56.690051] [INFO ] [main      ] Progress: 35/524 forecasts completed (6.7%). ERO finished in 0.6s. ETA: 1m 31s. Rate: 321.96 forecasts/min
[2025-11-25T12:31:56.700961] [DEBUG] [REMOTE    ] SITE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:56.701851] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 3 features, N/A% accuracy
[2025-11-25T12:31:56.701930] [INFO ] [LOCAL     ] SITE: Loaded 3 optimal features with 42.13% confidence from JSON config
[2025-11-25T12:31:56.701975] [DEBUG] [MAG       ] Building data for symbol: SITE with lookback: 0
[2025-11-25T12:31:56.702748] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:31:56.702822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:31:56.705194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:56.795860] [INFO ] [LOCAL     ] FG: Saved forecast.
[2025-11-25T12:31:56.796114] [INFO ] [main      ] FG: Signal=1 (Conf=100.0%), Magnitude=-1.57% (Conf=52.9485%)
[2025-11-25T12:31:56.796354] [INFO ] [main      ] Fetching symbol history for EDF...
[2025-11-25T12:31:56.796476] [DEBUG] [REMOTE    ] EDF: Fetching historical data.
[2025-11-25T12:31:56.797726] [INFO ] [main      ] Progress: 36/524 forecasts completed (6.9%). FG finished in 0.7s. ETA: 1m 30s. Rate: 325.78 forecasts/min
[2025-11-25T12:31:56.809187] [DEBUG] [REMOTE    ] EDF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:56.810161] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 7 features, N/A% accuracy
[2025-11-25T12:31:56.810287] [INFO ] [LOCAL     ] EDF: Loaded 7 optimal features with 20.09% confidence from JSON config
[2025-11-25T12:31:56.810388] [DEBUG] [MAG       ] Building data for symbol: EDF with lookback: 0
[2025-11-25T12:31:56.811294] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:56.811444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:56.816515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:31:56.819202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:31:56.820486] [DEBUG] [MAG       ] AMRC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:56.820525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:56.822559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:56.823344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:31:56.824728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:31:56.827054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:56.831781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:31:56.834846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:56.933607] [INFO ] [LOCAL     ] AMRC: Saved forecast.
[2025-11-25T12:31:56.933744] [INFO ] [main      ] AMRC: Signal=1 (Conf=100.0%), Magnitude=2.64% (Conf=55.3045%)
[2025-11-25T12:31:56.933914] [INFO ] [main      ] Fetching symbol history for CCL...
[2025-11-25T12:31:56.933975] [DEBUG] [REMOTE    ] CCL: Fetching historical data.
[2025-11-25T12:31:56.935749] [INFO ] [main      ] Progress: 37/524 forecasts completed (7.1%). AMRC finished in 0.7s. ETA: 1m 29s. Rate: 328.00 forecasts/min
[2025-11-25T12:31:56.945850] [DEBUG] [REMOTE    ] CCL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:56.946885] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 4 features, N/A% accuracy
[2025-11-25T12:31:56.947031] [INFO ] [LOCAL     ] CCL: Loaded 4 optimal features with 46.09% confidence from JSON config
[2025-11-25T12:31:56.947137] [DEBUG] [MAG       ] Building data for symbol: CCL with lookback: 0
[2025-11-25T12:31:56.947992] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:31:56.948120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:56.949939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:56.950532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:56.951086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:31:56.952697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:57.040526] [DEBUG] [MAG       ] WMS: Last date is validated at 2025-11-24
[2025-11-25T12:31:57.171667] [DEBUG] [MAG       ] EDF: Last date is validated at 2025-11-24
[2025-11-25T12:31:57.176862] [DEBUG] [MAG       ] SITE: Last date is validated at 2025-11-24
[2025-11-25T12:31:57.214154] [DEBUG] [MAG       ] WMS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:57.293699] [DEBUG] [MAG       ] CCL: Last date is validated at 2025-11-24
[2025-11-25T12:31:57.348196] [DEBUG] [MAG       ] SITE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:57.352318] [DEBUG] [MAG       ] EDF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:57.356573] [INFO ] [LOCAL     ] WMS: Saved forecast.
[2025-11-25T12:31:57.356843] [INFO ] [main      ] WMS: Signal=1 (Conf=100.0%), Magnitude=1.12% (Conf=49.9748%)
[2025-11-25T12:31:57.357275] [INFO ] [main      ] Fetching symbol history for PFL...
[2025-11-25T12:31:57.357390] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-11-25T12:31:57.357724] [INFO ] [main      ] Progress: 38/524 forecasts completed (7.3%). WMS finished in 0.7s. ETA: 1m 32s. Rate: 317.10 forecasts/min
[2025-11-25T12:31:57.368519] [DEBUG] [REMOTE    ] PFL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:57.369248] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 15 features, N/A% accuracy
[2025-11-25T12:31:57.369365] [INFO ] [LOCAL     ] PFL: Loaded 15 optimal features with 29.36% confidence from JSON config
[2025-11-25T12:31:57.369478] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 0
[2025-11-25T12:31:57.370309] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:31:57.370449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:57.372212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:57.372821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:57.373291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:31:57.375733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:31:57.377260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:31:57.377991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:31:57.380846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:31:57.383180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:57.383756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:31:57.384942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:57.386662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:31:57.387820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:31:57.388597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:31:57.390099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:31:57.392956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:57.467056] [DEBUG] [MAG       ] CCL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:57.491712] [INFO ] [LOCAL     ] SITE: Saved forecast.
[2025-11-25T12:31:57.491973] [INFO ] [main      ] SITE: Signal=1 (Conf=100.0%), Magnitude=-1.42% (Conf=42.1265%)
[2025-11-25T12:31:57.492417] [INFO ] [main      ] Fetching symbol history for NMAI...
[2025-11-25T12:31:57.492568] [DEBUG] [REMOTE    ] NMAI: Fetching historical data.
[2025-11-25T12:31:57.492790] [INFO ] [main      ] Progress: 39/524 forecasts completed (7.4%). SITE finished in 0.8s. ETA: 1m 31s. Rate: 319.44 forecasts/min
[2025-11-25T12:31:57.504634] [DEBUG] [REMOTE    ] NMAI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:57.506069] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 8 features, N/A% accuracy
[2025-11-25T12:31:57.506209] [INFO ] [LOCAL     ] NMAI: Loaded 8 optimal features with 45.97% confidence from JSON config
[2025-11-25T12:31:57.506317] [DEBUG] [MAG       ] Building data for symbol: NMAI with lookback: 0
[2025-11-25T12:31:57.507287] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:31:57.507448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:57.512999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:57.515208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:57.515176] [INFO ] [LOCAL     ] EDF: Saved forecast.
[2025-11-25T12:31:57.515451] [INFO ] [main      ] EDF: Signal=1 (Conf=100.0%), Magnitude=-0.35% (Conf=20.0937%)
[2025-11-25T12:31:57.515824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:57.516057] [INFO ] [main      ] Fetching symbol history for VIST...
[2025-11-25T12:31:57.516228] [DEBUG] [REMOTE    ] VIST: Fetching historical data.
[2025-11-25T12:31:57.516478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:31:57.518720] [INFO ] [main      ] Progress: 40/524 forecasts completed (7.6%). EDF finished in 0.7s. ETA: 1m 29s. Rate: 326.47 forecasts/min
[2025-11-25T12:31:57.520593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:31:57.530469] [DEBUG] [REMOTE    ] VIST: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:57.531271] [DEBUG] [LOCAL     ] Loaded configuration for VIST: 2 features, N/A% accuracy
[2025-11-25T12:31:57.531334] [INFO ] [LOCAL     ] VIST: Loaded 2 optimal features with 55.20% confidence from JSON config
[2025-11-25T12:31:57.531372] [DEBUG] [MAG       ] Building data for symbol: VIST with lookback: 0
[2025-11-25T12:31:57.532174] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:31:57.532248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:31:57.569296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:31:57.569674] [INFO ] [LOCAL     ] CCL: Saved forecast.
[2025-11-25T12:31:57.569761] [INFO ] [main      ] CCL: Signal=1 (Conf=100.0%), Magnitude=-0.47% (Conf=46.0898%)
[2025-11-25T12:31:57.570131] [INFO ] [main      ] Progress: 41/524 forecasts completed (7.8%). CCL finished in 0.6s. ETA: 1m 27s. Rate: 332.31 forecasts/min
[2025-11-25T12:31:57.570323] [INFO ] [main      ] Fetching symbol history for PVH...
[2025-11-25T12:31:57.570383] [DEBUG] [REMOTE    ] PVH: Fetching historical data.
[2025-11-25T12:31:57.570802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:31:57.572578] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:57.582480] [DEBUG] [REMOTE    ] PVH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:57.583335] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 2 features, N/A% accuracy
[2025-11-25T12:31:57.583450] [INFO ] [LOCAL     ] PVH: Loaded 2 optimal features with 47.33% confidence from JSON config
[2025-11-25T12:31:57.583553] [DEBUG] [MAG       ] Building data for symbol: PVH with lookback: 0
[2025-11-25T12:31:57.584398] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:31:57.584528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:57.589392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:57.590565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:31:57.591206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:57.591736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:57.758443] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-11-24
[2025-11-25T12:31:57.913016] [DEBUG] [MAG       ] NMAI: Last date is validated at 2025-11-24
[2025-11-25T12:31:57.929171] [DEBUG] [MAG       ] PVH: Last date is validated at 2025-11-24
[2025-11-25T12:31:57.930557] [DEBUG] [MAG       ] VIST: Last date is validated at 2025-11-24
[2025-11-25T12:31:57.933799] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:58.011879] [INFO ] [LOCAL     ] PFL: Saved forecast.
[2025-11-25T12:31:58.012119] [INFO ] [main      ] PFL: Signal=1 (Conf=90.0%), Magnitude=0.23% (Conf=29.3567%)
[2025-11-25T12:31:58.012658] [INFO ] [main      ] Fetching symbol history for BRX...
[2025-11-25T12:31:58.012723] [INFO ] [main      ] Progress: 42/524 forecasts completed (8.0%). PFL finished in 0.7s. ETA: 1m 30s. Rate: 321.21 forecasts/min
[2025-11-25T12:31:58.012778] [DEBUG] [REMOTE    ] BRX: Fetching historical data.
[2025-11-25T12:31:58.024571] [DEBUG] [REMOTE    ] BRX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:58.025550] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 7 features, N/A% accuracy
[2025-11-25T12:31:58.025691] [INFO ] [LOCAL     ] BRX: Loaded 7 optimal features with 47.30% confidence from JSON config
[2025-11-25T12:31:58.025789] [DEBUG] [MAG       ] Building data for symbol: BRX with lookback: 0
[2025-11-25T12:31:58.026604] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:58.026753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:58.028517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:58.029136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:31:58.031072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:31:58.033146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:31:58.034413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:31:58.035161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:31:58.035960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:58.083840] [DEBUG] [MAG       ] NMAI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:58.100055] [DEBUG] [MAG       ] PVH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:58.100229] [DEBUG] [MAG       ] VIST: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:58.157374] [INFO ] [LOCAL     ] NMAI: Saved forecast.
[2025-11-25T12:31:58.157610] [INFO ] [main      ] NMAI: Signal=1 (Conf=90.0%), Magnitude=-0.29% (Conf=45.9679%)
[2025-11-25T12:31:58.157912] [INFO ] [main      ] Fetching symbol history for AVTR...
[2025-11-25T12:31:58.158046] [DEBUG] [REMOTE    ] AVTR: Fetching historical data.
[2025-11-25T12:31:58.159009] [INFO ] [main      ] Progress: 43/524 forecasts completed (8.2%). NMAI finished in 0.7s. ETA: 1m 29s. Rate: 322.84 forecasts/min
[2025-11-25T12:31:58.169665] [DEBUG] [REMOTE    ] AVTR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:58.170838] [DEBUG] [LOCAL     ] Loaded configuration for AVTR: 5 features, N/A% accuracy
[2025-11-25T12:31:58.170969] [INFO ] [LOCAL     ] AVTR: Loaded 5 optimal features with 48.80% confidence from JSON config
[2025-11-25T12:31:58.171028] [DEBUG] [MAG       ] Building data for symbol: AVTR with lookback: 0
[2025-11-25T12:31:58.171903] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:31:58.172056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:58.173849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:58.174450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:58.175053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:58.175538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:58.216385] [INFO ] [LOCAL     ] VIST: Saved forecast.
[2025-11-25T12:31:58.216621] [INFO ] [main      ] VIST: Signal=1 (Conf=90.0%), Magnitude=2.42% (Conf=55.1952%)
[2025-11-25T12:31:58.216905] [INFO ] [main      ] Fetching symbol history for KNF...
[2025-11-25T12:31:58.217044] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T12:31:58.217913] [INFO ] [main      ] Progress: 44/524 forecasts completed (8.4%). VIST finished in 0.7s. ETA: 1m 28s. Rate: 327.93 forecasts/min
[2025-11-25T12:31:58.230036] [DEBUG] [REMOTE    ] KNF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:58.230816] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 7 features, N/A% accuracy
[2025-11-25T12:31:58.230935] [INFO ] [LOCAL     ] KNF: Loaded 7 optimal features with 57.67% confidence from JSON config
[2025-11-25T12:31:58.231032] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 0
[2025-11-25T12:31:58.231885] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:58.232017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:58.236116] [INFO ] [LOCAL     ] PVH: Saved forecast.
[2025-11-25T12:31:58.236195] [INFO ] [main      ] PVH: Signal=1 (Conf=90.0%), Magnitude=-0.97% (Conf=47.3298%)
[2025-11-25T12:31:58.236357] [INFO ] [main      ] Fetching symbol history for CTRA...
[2025-11-25T12:31:58.236407] [DEBUG] [REMOTE    ] CTRA: Fetching historical data.
[2025-11-25T12:31:58.236875] [INFO ] [main      ] Progress: 45/524 forecasts completed (8.6%). PVH finished in 0.7s. ETA: 1m 26s. Rate: 334.60 forecasts/min
[2025-11-25T12:31:58.236955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:58.238931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:58.239493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:58.240457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:31:58.248779] [DEBUG] [REMOTE    ] CTRA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:58.249803] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 9 features, N/A% accuracy
[2025-11-25T12:31:58.249872] [INFO ] [LOCAL     ] CTRA: Loaded 9 optimal features with 46.89% confidence from JSON config
[2025-11-25T12:31:58.249910] [DEBUG] [MAG       ] Building data for symbol: CTRA with lookback: 0
[2025-11-25T12:31:58.250688] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:31:58.250760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:58.255681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:58.257498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:58.258115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:58.258520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:31:58.259482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:31:58.260183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:31:58.264335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:31:58.265918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:31:58.266812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:58.285774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:31:58.303316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:58.341918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:31:58.376606] [DEBUG] [MAG       ] BRX: Last date is validated at 2025-11-24
[2025-11-25T12:31:58.434382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:58.546063] [DEBUG] [MAG       ] BRX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:58.606553] [DEBUG] [MAG       ] CTRA: Last date is validated at 2025-11-24
[2025-11-25T12:31:58.627799] [INFO ] [LOCAL     ] BRX: Saved forecast.
[2025-11-25T12:31:58.628035] [INFO ] [main      ] BRX: Signal=1 (Conf=90.0%), Magnitude=-1.36% (Conf=47.3005%)
[2025-11-25T12:31:58.628432] [INFO ] [main      ] Progress: 46/524 forecasts completed (8.8%). BRX finished in 0.6s. ETA: 1m 28s. Rate: 326.20 forecasts/min
[2025-11-25T12:31:58.628632] [INFO ] [main      ] Fetching symbol history for WHD...
[2025-11-25T12:31:58.628752] [DEBUG] [REMOTE    ] WHD: Fetching historical data.
[2025-11-25T12:31:58.641712] [DEBUG] [REMOTE    ] WHD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:58.642728] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 9 features, N/A% accuracy
[2025-11-25T12:31:58.642871] [INFO ] [LOCAL     ] WHD: Loaded 9 optimal features with 56.35% confidence from JSON config
[2025-11-25T12:31:58.642969] [DEBUG] [MAG       ] Building data for symbol: WHD with lookback: 0
[2025-11-25T12:31:58.643977] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:31:58.644111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:58.649624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:31:58.652089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:31:58.654862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:58.656606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:58.656336] [DEBUG] [MAG       ] AVTR: Last date is validated at 2025-11-24
[2025-11-25T12:31:58.657130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:31:58.658384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:58.660462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:31:58.661551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:31:58.662297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:58.775906] [DEBUG] [MAG       ] CTRA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:58.793448] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-24
[2025-11-25T12:31:58.834685] [DEBUG] [MAG       ] AVTR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:58.868850] [INFO ] [LOCAL     ] CTRA: Saved forecast.
[2025-11-25T12:31:58.869099] [INFO ] [main      ] CTRA: Signal=1 (Conf=90.0%), Magnitude=0.70% (Conf=46.8873%)
[2025-11-25T12:31:58.869324] [INFO ] [main      ] Fetching symbol history for WTTR...
[2025-11-25T12:31:58.869435] [DEBUG] [REMOTE    ] WTTR: Fetching historical data.
[2025-11-25T12:31:58.869908] [INFO ] [main      ] Progress: 47/524 forecasts completed (9.0%). CTRA finished in 0.6s. ETA: 1m 28s. Rate: 324.05 forecasts/min
[2025-11-25T12:31:58.881732] [DEBUG] [REMOTE    ] WTTR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:58.882824] [DEBUG] [LOCAL     ] Loaded configuration for WTTR: 4 features, N/A% accuracy
[2025-11-25T12:31:58.882895] [INFO ] [LOCAL     ] WTTR: Loaded 4 optimal features with 58.50% confidence from JSON config
[2025-11-25T12:31:58.882936] [DEBUG] [MAG       ] Building data for symbol: WTTR with lookback: 0
[2025-11-25T12:31:58.883924] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:31:58.883999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:58.889410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:31:58.890384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:31:58.930678] [INFO ] [LOCAL     ] AVTR: Saved forecast.
[2025-11-25T12:31:58.930776] [INFO ] [main      ] AVTR: Signal=1 (Conf=90.0%), Magnitude=3.45% (Conf=48.8034%)
[2025-11-25T12:31:58.931150] [INFO ] [main      ] Progress: 48/524 forecasts completed (9.2%). AVTR finished in 0.8s. ETA: 1m 27s. Rate: 328.63 forecasts/min
[2025-11-25T12:31:58.931289] [INFO ] [main      ] Fetching symbol history for HYT...
[2025-11-25T12:31:58.931339] [DEBUG] [REMOTE    ] HYT: Fetching historical data.
[2025-11-25T12:31:58.936526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:31:58.938828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:58.945280] [DEBUG] [REMOTE    ] HYT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:58.946524] [DEBUG] [LOCAL     ] Loaded configuration for HYT: 8 features, N/A% accuracy
[2025-11-25T12:31:58.946589] [INFO ] [LOCAL     ] HYT: Loaded 8 optimal features with 52.78% confidence from JSON config
[2025-11-25T12:31:58.946626] [DEBUG] [MAG       ] Building data for symbol: HYT with lookback: 0
[2025-11-25T12:31:58.947456] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:31:58.947534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:58.952504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:58.953350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:31:58.955628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:31:58.956892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:31:58.977330] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:59.015591] [DEBUG] [MAG       ] WHD: Last date is validated at 2025-11-24
[2025-11-25T12:31:59.042212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:31:59.043051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:31:59.044218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:31:59.048634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:59.116684] [INFO ] [LOCAL     ] KNF: Saved forecast.
[2025-11-25T12:31:59.116933] [INFO ] [main      ] KNF: Signal=1 (Conf=90.0%), Magnitude=0.44% (Conf=57.6717%)
[2025-11-25T12:31:59.117365] [INFO ] [main      ] Fetching symbol history for NXE...
[2025-11-25T12:31:59.117481] [DEBUG] [REMOTE    ] NXE: Fetching historical data.
[2025-11-25T12:31:59.117522] [INFO ] [main      ] Progress: 49/524 forecasts completed (9.4%). KNF finished in 0.9s. ETA: 1m 27s. Rate: 328.49 forecasts/min
[2025-11-25T12:31:59.130480] [DEBUG] [REMOTE    ] NXE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:59.131446] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 2 features, N/A% accuracy
[2025-11-25T12:31:59.131569] [INFO ] [LOCAL     ] NXE: Loaded 2 optimal features with 53.33% confidence from JSON config
[2025-11-25T12:31:59.131685] [DEBUG] [MAG       ] Building data for symbol: NXE with lookback: 0
[2025-11-25T12:31:59.132569] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:31:59.132725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:59.138301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:31:59.184714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:59.197797] [DEBUG] [MAG       ] WHD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:59.282586] [DEBUG] [MAG       ] WTTR: Last date is validated at 2025-11-24
[2025-11-25T12:31:59.318763] [INFO ] [LOCAL     ] WHD: Saved forecast.
[2025-11-25T12:31:59.319030] [INFO ] [main      ] WHD: Signal=1 (Conf=90.0%), Magnitude=0.81% (Conf=56.3482%)
[2025-11-25T12:31:59.319262] [INFO ] [main      ] Fetching symbol history for PBR...
[2025-11-25T12:31:59.319374] [DEBUG] [REMOTE    ] PBR: Fetching historical data.
[2025-11-25T12:31:59.320731] [INFO ] [main      ] Progress: 50/524 forecasts completed (9.5%). WHD finished in 0.7s. ETA: 1m 27s. Rate: 327.75 forecasts/min
[2025-11-25T12:31:59.331327] [DEBUG] [REMOTE    ] PBR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:59.332462] [DEBUG] [LOCAL     ] Loaded configuration for PBR: 4 features, N/A% accuracy
[2025-11-25T12:31:59.332535] [INFO ] [LOCAL     ] PBR: Loaded 4 optimal features with 58.47% confidence from JSON config
[2025-11-25T12:31:59.332665] [DEBUG] [MAG       ] Building data for symbol: PBR with lookback: 0
[2025-11-25T12:31:59.333547] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:31:59.333633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:59.338622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:59.340570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:59.341132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:59.341616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:59.391053] [DEBUG] [MAG       ] HYT: Last date is validated at 2025-11-24
[2025-11-25T12:31:59.452938] [DEBUG] [MAG       ] WTTR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:59.533203] [DEBUG] [MAG       ] NXE: Last date is validated at 2025-11-24
[2025-11-25T12:31:59.533680] [INFO ] [LOCAL     ] WTTR: Saved forecast.
[2025-11-25T12:31:59.533944] [INFO ] [main      ] WTTR: Signal=1 (Conf=90.0%), Magnitude=7.13% (Conf=58.5027%)
[2025-11-25T12:31:59.534190] [INFO ] [main      ] Fetching symbol history for SOR...
[2025-11-25T12:31:59.534306] [DEBUG] [REMOTE    ] SOR: Fetching historical data.
[2025-11-25T12:31:59.535721] [INFO ] [main      ] Progress: 51/524 forecasts completed (9.7%). WTTR finished in 0.7s. ETA: 1m 27s. Rate: 326.63 forecasts/min
[2025-11-25T12:31:59.546340] [DEBUG] [REMOTE    ] SOR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:59.547503] [DEBUG] [LOCAL     ] Loaded configuration for SOR: 8 features, N/A% accuracy
[2025-11-25T12:31:59.547630] [INFO ] [LOCAL     ] SOR: Loaded 8 optimal features with 62.63% confidence from JSON config
[2025-11-25T12:31:59.547926] [DEBUG] [MAG       ] Building data for symbol: SOR with lookback: 0
[2025-11-25T12:31:59.548828] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:31:59.548973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:31:59.549747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:31:59.552283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:31:59.554508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:31:59.557665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:31:59.558887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:31:59.560401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:31:59.561718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:31:59.562446] [DEBUG] [MAG       ] HYT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:59.563495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:59.633593] [INFO ] [LOCAL     ] HYT: Saved forecast.
[2025-11-25T12:31:59.633857] [INFO ] [main      ] HYT: Signal=1 (Conf=90.0%), Magnitude=0.99% (Conf=52.7845%)
[2025-11-25T12:31:59.634288] [INFO ] [main      ] Progress: 52/524 forecasts completed (9.9%). HYT finished in 0.7s. ETA: 1m 26s. Rate: 329.57 forecasts/min
[2025-11-25T12:31:59.634482] [INFO ] [main      ] Fetching symbol history for HPE...
[2025-11-25T12:31:59.634594] [DEBUG] [REMOTE    ] HPE: Fetching historical data.
[2025-11-25T12:31:59.646177] [DEBUG] [REMOTE    ] HPE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:59.647459] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 2 features, N/A% accuracy
[2025-11-25T12:31:59.647593] [INFO ] [LOCAL     ] HPE: Loaded 2 optimal features with 58.69% confidence from JSON config
[2025-11-25T12:31:59.647724] [DEBUG] [MAG       ] Building data for symbol: HPE with lookback: 0
[2025-11-25T12:31:59.648585] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:31:59.648740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:31:59.710772] [DEBUG] [MAG       ] NXE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:59.723271] [DEBUG] [MAG       ] PBR: Last date is validated at 2025-11-24
[2025-11-25T12:31:59.773888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:31:59.775221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:59.784511] [INFO ] [LOCAL     ] NXE: Saved forecast.
[2025-11-25T12:31:59.784801] [INFO ] [main      ] NXE: Signal=1 (Conf=90.0%), Magnitude=0.80% (Conf=53.3323%)
[2025-11-25T12:31:59.785293] [INFO ] [main      ] Fetching symbol history for MSGS...
[2025-11-25T12:31:59.785408] [DEBUG] [REMOTE    ] MSGS: Fetching historical data.
[2025-11-25T12:31:59.785488] [INFO ] [main      ] Progress: 53/524 forecasts completed (10.1%). NXE finished in 0.7s. ETA: 1m 25s. Rate: 330.63 forecasts/min
[2025-11-25T12:31:59.798809] [DEBUG] [REMOTE    ] MSGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:59.799852] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 7 features, N/A% accuracy
[2025-11-25T12:31:59.799981] [INFO ] [LOCAL     ] MSGS: Loaded 7 optimal features with 39.29% confidence from JSON config
[2025-11-25T12:31:59.800081] [DEBUG] [MAG       ] Building data for symbol: MSGS with lookback: 0
[2025-11-25T12:31:59.800954] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:31:59.801104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:59.806164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:59.808268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:31:59.808955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:59.809494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:31:59.812055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:31:59.813924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:31:59.815126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:31:59.898991] [DEBUG] [MAG       ] PBR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:31:59.906081] [DEBUG] [MAG       ] SOR: Last date is validated at 2025-11-24
[2025-11-25T12:31:59.973581] [INFO ] [LOCAL     ] PBR: Saved forecast.
[2025-11-25T12:31:59.973846] [INFO ] [main      ] PBR: Signal=1 (Conf=90.0%), Magnitude=0.29% (Conf=58.4651%)
[2025-11-25T12:31:59.974259] [INFO ] [main      ] Fetching symbol history for BIPH...
[2025-11-25T12:31:59.974371] [DEBUG] [REMOTE    ] BIPH: Fetching historical data.
[2025-11-25T12:31:59.974720] [INFO ] [main      ] Progress: 54/524 forecasts completed (10.3%). PBR finished in 0.7s. ETA: 1m 25s. Rate: 330.37 forecasts/min
[2025-11-25T12:31:59.985890] [DEBUG] [REMOTE    ] BIPH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:31:59.987248] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 8 features, N/A% accuracy
[2025-11-25T12:31:59.987388] [INFO ] [LOCAL     ] BIPH: Loaded 8 optimal features with 51.65% confidence from JSON config
[2025-11-25T12:31:59.987484] [DEBUG] [MAG       ] Building data for symbol: BIPH with lookback: 0
[2025-11-25T12:31:59.988438] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:31:59.988575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:31:59.994057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:31:59.996131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:31:59.996800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:31:59.997544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:00.002821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:00.003594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:00.005108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:32:00.007402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:00.086515] [DEBUG] [MAG       ] SOR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:00.120122] [DEBUG] [MAG       ] HPE: Last date is validated at 2025-11-24
[2025-11-25T12:32:00.158358] [DEBUG] [MAG       ] MSGS: Last date is validated at 2025-11-24
[2025-11-25T12:32:00.174611] [INFO ] [LOCAL     ] SOR: Saved forecast.
[2025-11-25T12:32:00.174816] [INFO ] [main      ] SOR: Signal=1 (Conf=90.0%), Magnitude=0.04% (Conf=62.6293%)
[2025-11-25T12:32:00.175044] [INFO ] [main      ] Fetching symbol history for RMT...
[2025-11-25T12:32:00.175155] [DEBUG] [REMOTE    ] RMT: Fetching historical data.
[2025-11-25T12:32:00.175457] [INFO ] [main      ] Progress: 55/524 forecasts completed (10.5%). SOR finished in 0.6s. ETA: 1m 25s. Rate: 329.74 forecasts/min
[2025-11-25T12:32:00.187786] [DEBUG] [REMOTE    ] RMT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:00.189030] [DEBUG] [LOCAL     ] Loaded configuration for RMT: 4 features, N/A% accuracy
[2025-11-25T12:32:00.189317] [INFO ] [LOCAL     ] RMT: Loaded 4 optimal features with 52.59% confidence from JSON config
[2025-11-25T12:32:00.189415] [DEBUG] [MAG       ] Building data for symbol: RMT with lookback: 0
[2025-11-25T12:32:00.190275] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:00.190406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:00.192382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:00.192998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:00.193477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:00.238183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:00.292701] [DEBUG] [MAG       ] HPE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:00.327088] [DEBUG] [MAG       ] MSGS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:00.362190] [DEBUG] [MAG       ] BIPH: Last date is validated at 2025-11-24
[2025-11-25T12:32:00.377450] [INFO ] [LOCAL     ] HPE: Saved forecast.
[2025-11-25T12:32:00.377559] [INFO ] [main      ] HPE: Signal=1 (Conf=90.0%), Magnitude=-2.03% (Conf=58.6856%)
[2025-11-25T12:32:00.377874] [INFO ] [main      ] Fetching symbol history for SQNS...
[2025-11-25T12:32:00.377946] [DEBUG] [REMOTE    ] SQNS: Fetching historical data.
[2025-11-25T12:32:00.378944] [INFO ] [main      ] Progress: 56/524 forecasts completed (10.7%). HPE finished in 0.7s. ETA: 1m 25s. Rate: 329.04 forecasts/min
[2025-11-25T12:32:00.389833] [DEBUG] [REMOTE    ] SQNS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:00.390724] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 9 features, N/A% accuracy
[2025-11-25T12:32:00.390849] [INFO ] [LOCAL     ] SQNS: Loaded 9 optimal features with 41.06% confidence from JSON config
[2025-11-25T12:32:00.390966] [DEBUG] [MAG       ] Building data for symbol: SQNS with lookback: 0
[2025-11-25T12:32:00.391818] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:00.391963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:00.396854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:00.398762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:00.399350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:00.399853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:00.400817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:00.403354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:00.465722] [INFO ] [LOCAL     ] MSGS: Saved forecast.
[2025-11-25T12:32:00.465971] [INFO ] [main      ] MSGS: Signal=1 (Conf=90.0%), Magnitude=2.42% (Conf=39.2888%)
[2025-11-25T12:32:00.466194] [INFO ] [main      ] Fetching symbol history for PHR...
[2025-11-25T12:32:00.466304] [DEBUG] [REMOTE    ] PHR: Fetching historical data.
[2025-11-25T12:32:00.466927] [INFO ] [main      ] Progress: 57/524 forecasts completed (10.9%). MSGS finished in 0.7s. ETA: 1m 24s. Rate: 332.06 forecasts/min
[2025-11-25T12:32:00.478197] [DEBUG] [REMOTE    ] PHR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:00.479297] [DEBUG] [LOCAL     ] Loaded configuration for PHR: 6 features, N/A% accuracy
[2025-11-25T12:32:00.479419] [INFO ] [LOCAL     ] PHR: Loaded 6 optimal features with 60.79% confidence from JSON config
[2025-11-25T12:32:00.479517] [DEBUG] [MAG       ] Building data for symbol: PHR with lookback: 0
[2025-11-25T12:32:00.480376] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:00.480511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:00.482285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:00.482885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:00.485321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:00.526556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:00.527716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:00.528970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:00.535199] [DEBUG] [MAG       ] BIPH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:00.579698] [DEBUG] [MAG       ] RMT: Last date is validated at 2025-11-24
[2025-11-25T12:32:00.608548] [INFO ] [LOCAL     ] BIPH: Saved forecast.
[2025-11-25T12:32:00.608657] [INFO ] [main      ] BIPH: Signal=1 (Conf=90.0%), Magnitude=-0.56% (Conf=51.646%)
[2025-11-25T12:32:00.608881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:00.609022] [INFO ] [main      ] Progress: 58/524 forecasts completed (11.1%). BIPH finished in 0.6s. ETA: 1m 24s. Rate: 333.28 forecasts/min
[2025-11-25T12:32:00.609156] [INFO ] [main      ] Fetching symbol history for ICE...
[2025-11-25T12:32:00.609210] [DEBUG] [REMOTE    ] ICE: Fetching historical data.
[2025-11-25T12:32:00.610531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:00.613351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:00.620566] [DEBUG] [REMOTE    ] ICE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:00.621710] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 8 features, N/A% accuracy
[2025-11-25T12:32:00.621785] [INFO ] [LOCAL     ] ICE: Loaded 8 optimal features with 68.43% confidence from JSON config
[2025-11-25T12:32:00.621826] [DEBUG] [MAG       ] Building data for symbol: ICE with lookback: 0
[2025-11-25T12:32:00.622618] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:00.622709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:00.624419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:00.624958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:00.625431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:00.625863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:00.628787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:00.629885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:00.630575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:32:00.631309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:00.746226] [DEBUG] [MAG       ] RMT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:00.810033] [INFO ] [LOCAL     ] RMT: Saved forecast.
[2025-11-25T12:32:00.810126] [INFO ] [main      ] RMT: Signal=1 (Conf=90.0%), Magnitude=4.38% (Conf=52.5948%)
[2025-11-25T12:32:00.810286] [INFO ] [main      ] Fetching symbol history for IHS...
[2025-11-25T12:32:00.810336] [DEBUG] [REMOTE    ] IHS: Fetching historical data.
[2025-11-25T12:32:00.810934] [INFO ] [main      ] Progress: 59/524 forecasts completed (11.3%). RMT finished in 0.6s. ETA: 1m 24s. Rate: 332.60 forecasts/min
[2025-11-25T12:32:00.821884] [DEBUG] [REMOTE    ] IHS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:00.822970] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 5 features, N/A% accuracy
[2025-11-25T12:32:00.823036] [INFO ] [LOCAL     ] IHS: Loaded 5 optimal features with 39.05% confidence from JSON config
[2025-11-25T12:32:00.823075] [DEBUG] [MAG       ] Building data for symbol: IHS with lookback: 0
[2025-11-25T12:32:00.823879] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:00.823958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:00.825664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:00.826203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:00.826605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:00.868083] [DEBUG] [MAG       ] SQNS: Last date is validated at 2025-11-24
[2025-11-25T12:32:00.960333] [DEBUG] [MAG       ] PHR: Last date is validated at 2025-11-24
[2025-11-25T12:32:00.965938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:00.967561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:00.986026] [DEBUG] [MAG       ] ICE: Last date is validated at 2025-11-24
[2025-11-25T12:32:01.153712] [DEBUG] [MAG       ] SQNS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:01.203627] [DEBUG] [MAG       ] PHR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:01.284874] [DEBUG] [MAG       ] ICE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:01.354907] [DEBUG] [MAG       ] IHS: Last date is validated at 2025-11-24
[2025-11-25T12:32:01.378285] [INFO ] [LOCAL     ] SQNS: Saved forecast.
[2025-11-25T12:32:01.378525] [INFO ] [main      ] SQNS: Signal=1 (Conf=90.0%), Magnitude=9.75% (Conf=41.0619%)
[2025-11-25T12:32:01.378778] [INFO ] [main      ] Fetching symbol history for ZETA...
[2025-11-25T12:32:01.378900] [DEBUG] [REMOTE    ] ZETA: Fetching historical data.
[2025-11-25T12:32:01.379972] [INFO ] [main      ] Progress: 60/524 forecasts completed (11.5%). SQNS finished in 1.0s. ETA: 1m 27s. Rate: 321.07 forecasts/min
[2025-11-25T12:32:01.390661] [DEBUG] [REMOTE    ] ZETA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:01.391724] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 5 features, N/A% accuracy
[2025-11-25T12:32:01.391846] [INFO ] [LOCAL     ] ZETA: Loaded 5 optimal features with 46.00% confidence from JSON config
[2025-11-25T12:32:01.391961] [DEBUG] [MAG       ] Building data for symbol: ZETA with lookback: 0
[2025-11-25T12:32:01.392837] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:01.392976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:01.393935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:01.417861] [INFO ] [LOCAL     ] PHR: Saved forecast.
[2025-11-25T12:32:01.417959] [INFO ] [main      ] PHR: Signal=1 (Conf=90.0%), Magnitude=10.34% (Conf=60.793%)
[2025-11-25T12:32:01.418136] [INFO ] [main      ] Fetching symbol history for FIGS...
[2025-11-25T12:32:01.418192] [DEBUG] [REMOTE    ] FIGS: Fetching historical data.
[2025-11-25T12:32:01.418400] [INFO ] [main      ] Progress: 61/524 forecasts completed (11.6%). PHR finished in 1.0s. ETA: 1m 25s. Rate: 325.31 forecasts/min
[2025-11-25T12:32:01.444749] [DEBUG] [REMOTE    ] FIGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:01.448165] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, N/A% accuracy
[2025-11-25T12:32:01.448237] [INFO ] [LOCAL     ] FIGS: Loaded 5 optimal features with 47.85% confidence from JSON config
[2025-11-25T12:32:01.448274] [DEBUG] [MAG       ] Building data for symbol: FIGS with lookback: 0
[2025-11-25T12:32:01.449188] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:01.449267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:01.453208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:01.453852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:01.454348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:01.459070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:01.461400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:01.526968] [DEBUG] [MAG       ] IHS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:01.581555] [INFO ] [LOCAL     ] ICE: Saved forecast.
[2025-11-25T12:32:01.581838] [INFO ] [main      ] ICE: Signal=1 (Conf=90.0%), Magnitude=-1.11% (Conf=68.4337%)
[2025-11-25T12:32:01.582170] [INFO ] [main      ] Fetching symbol history for WIT...
[2025-11-25T12:32:01.582332] [DEBUG] [REMOTE    ] WIT: Fetching historical data.
[2025-11-25T12:32:01.583111] [INFO ] [main      ] Progress: 62/524 forecasts completed (11.8%). ICE finished in 1.0s. ETA: 1m 25s. Rate: 325.87 forecasts/min
[2025-11-25T12:32:01.593713] [INFO ] [LOCAL     ] IHS: Saved forecast.
[2025-11-25T12:32:01.593947] [INFO ] [main      ] IHS: Signal=1 (Conf=90.0%), Magnitude=3.11% (Conf=39.0465%)
[2025-11-25T12:32:01.594301] [INFO ] [main      ] Fetching symbol history for LII...
[2025-11-25T12:32:01.594418] [DEBUG] [REMOTE    ] LII: Fetching historical data.
[2025-11-25T12:32:01.595392] [INFO ] [main      ] Progress: 63/524 forecasts completed (12.0%). IHS finished in 0.8s. ETA: 1m 24s. Rate: 330.77 forecasts/min
[2025-11-25T12:32:01.606988] [DEBUG] [REMOTE    ] LII: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:01.608142] [DEBUG] [LOCAL     ] Loaded configuration for LII: 1 features, N/A% accuracy
[2025-11-25T12:32:01.608263] [INFO ] [LOCAL     ] LII: Loaded 1 optimal features with 52.72% confidence from JSON config
[2025-11-25T12:32:01.608362] [DEBUG] [MAG       ] Building data for symbol: LII with lookback: 0
[2025-11-25T12:32:01.609251] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:01.609384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:01.611993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:01.614580] [DEBUG] [REMOTE    ] WIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:01.615731] [DEBUG] [LOCAL     ] Loaded configuration for WIT: 3 features, N/A% accuracy
[2025-11-25T12:32:01.615824] [INFO ] [LOCAL     ] WIT: Loaded 3 optimal features with 34.13% confidence from JSON config
[2025-11-25T12:32:01.615887] [DEBUG] [MAG       ] Building data for symbol: WIT with lookback: 0
[2025-11-25T12:32:01.617377] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:01.617474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:01.623396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:01.624222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:01.627887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:01.656727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:01.705161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:01.706372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:01.798858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:01.892564] [DEBUG] [MAG       ] FIGS: Last date is validated at 2025-11-24
[2025-11-25T12:32:02.000702] [DEBUG] [MAG       ] WIT: Last date is validated at 2025-11-24
[2025-11-25T12:32:02.109884] [DEBUG] [MAG       ] LII: Last date is validated at 2025-11-24
[2025-11-25T12:32:02.159091] [DEBUG] [MAG       ] ZETA: Last date is validated at 2025-11-24
[2025-11-25T12:32:02.179408] [DEBUG] [MAG       ] WIT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:02.181201] [DEBUG] [MAG       ] FIGS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:02.237794] [INFO ] [LOCAL     ] WIT: Saved forecast.
[2025-11-25T12:32:02.237990] [INFO ] [main      ] WIT: Signal=1 (Conf=90.0%), Magnitude=0.14% (Conf=34.1342%)
[2025-11-25T12:32:02.238414] [INFO ] [main      ] Fetching symbol history for SUZ...
[2025-11-25T12:32:02.238539] [DEBUG] [REMOTE    ] SUZ: Fetching historical data.
[2025-11-25T12:32:02.238469] [INFO ] [main      ] Progress: 64/524 forecasts completed (12.2%). WIT finished in 0.7s. ETA: 1m 27s. Rate: 318.12 forecasts/min
[2025-11-25T12:32:02.250601] [DEBUG] [REMOTE    ] SUZ: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:02.251728] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 2 features, N/A% accuracy
[2025-11-25T12:32:02.251855] [INFO ] [LOCAL     ] SUZ: Loaded 2 optimal features with 61.98% confidence from JSON config
[2025-11-25T12:32:02.251961] [DEBUG] [MAG       ] Building data for symbol: SUZ with lookback: 0
[2025-11-25T12:32:02.252834] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:02.252983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:02.262115] [INFO ] [LOCAL     ] FIGS: Saved forecast.
[2025-11-25T12:32:02.262214] [INFO ] [main      ] FIGS: Signal=1 (Conf=90.0%), Magnitude=-2.12% (Conf=47.8543%)
[2025-11-25T12:32:02.262386] [INFO ] [main      ] Fetching symbol history for SJT...
[2025-11-25T12:32:02.262438] [DEBUG] [REMOTE    ] SJT: Fetching historical data.
[2025-11-25T12:32:02.263273] [INFO ] [main      ] Progress: 65/524 forecasts completed (12.4%). FIGS finished in 0.8s. ETA: 1m 25s. Rate: 322.43 forecasts/min
[2025-11-25T12:32:02.275047] [DEBUG] [REMOTE    ] SJT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:02.276240] [DEBUG] [LOCAL     ] Loaded configuration for SJT: 7 features, N/A% accuracy
[2025-11-25T12:32:02.276368] [INFO ] [LOCAL     ] SJT: Loaded 7 optimal features with 45.53% confidence from JSON config
[2025-11-25T12:32:02.276466] [DEBUG] [MAG       ] Building data for symbol: SJT with lookback: 0
[2025-11-25T12:32:02.277423] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:02.277566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:02.278415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:02.279801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:02.280548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:02.282499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:02.284671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:02.285165] [DEBUG] [MAG       ] LII: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:02.285494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:02.288085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:02.297491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:02.299359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:02.338832] [DEBUG] [MAG       ] ZETA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:02.455674] [INFO ] [LOCAL     ] LII: Saved forecast.
[2025-11-25T12:32:02.455764] [INFO ] [main      ] LII: Signal=1 (Conf=90.0%), Magnitude=-1.29% (Conf=52.7203%)
[2025-11-25T12:32:02.456113] [INFO ] [main      ] Fetching symbol history for LHX...
[2025-11-25T12:32:02.456170] [DEBUG] [REMOTE    ] LHX: Fetching historical data.
[2025-11-25T12:32:02.456775] [INFO ] [main      ] Progress: 66/524 forecasts completed (12.6%). LII finished in 0.9s. ETA: 1m 25s. Rate: 322.23 forecasts/min
[2025-11-25T12:32:02.460233] [INFO ] [LOCAL     ] ZETA: Saved forecast.
[2025-11-25T12:32:02.460328] [INFO ] [main      ] ZETA: Signal=1 (Conf=90.0%), Magnitude=13.76% (Conf=46.0024%)
[2025-11-25T12:32:02.460506] [INFO ] [main      ] Fetching symbol history for COR...
[2025-11-25T12:32:02.460565] [DEBUG] [REMOTE    ] COR: Fetching historical data.
[2025-11-25T12:32:02.461193] [INFO ] [main      ] Progress: 67/524 forecasts completed (12.8%). ZETA finished in 1.1s. ETA: 1m 24s. Rate: 327.00 forecasts/min
[2025-11-25T12:32:02.468528] [DEBUG] [REMOTE    ] LHX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:02.469481] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 5 features, N/A% accuracy
[2025-11-25T12:32:02.469550] [INFO ] [LOCAL     ] LHX: Loaded 5 optimal features with 57.96% confidence from JSON config
[2025-11-25T12:32:02.469589] [DEBUG] [MAG       ] Building data for symbol: LHX with lookback: 0
[2025-11-25T12:32:02.470381] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:02.470457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:02.471201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:02.472222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:02.472939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:02.473129] [DEBUG] [REMOTE    ] COR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:02.473788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:02.474194] [DEBUG] [LOCAL     ] Loaded configuration for COR: 8 features, N/A% accuracy
[2025-11-25T12:32:02.474271] [INFO ] [LOCAL     ] COR: Loaded 8 optimal features with 49.22% confidence from JSON config
[2025-11-25T12:32:02.474316] [DEBUG] [MAG       ] Building data for symbol: COR with lookback: 0
[2025-11-25T12:32:02.474972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:02.475213] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:02.475289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:02.480684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:02.481582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:02.619004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:02.621260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:02.643805] [DEBUG] [MAG       ] SJT: Last date is validated at 2025-11-24
[2025-11-25T12:32:02.669127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:02.727853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:02.729615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:02.731009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:02.739730] [DEBUG] [MAG       ] SUZ: Last date is validated at 2025-11-24
[2025-11-25T12:32:02.826039] [DEBUG] [MAG       ] LHX: Last date is validated at 2025-11-24
[2025-11-25T12:32:02.826268] [DEBUG] [MAG       ] SJT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:02.907096] [INFO ] [LOCAL     ] SJT: Saved forecast.
[2025-11-25T12:32:02.907201] [INFO ] [main      ] SJT: Signal=1 (Conf=90.0%), Magnitude=-0.67% (Conf=45.5326%)
[2025-11-25T12:32:02.907374] [INFO ] [main      ] Fetching symbol history for YUMC...
[2025-11-25T12:32:02.907425] [DEBUG] [REMOTE    ] YUMC: Fetching historical data.
[2025-11-25T12:32:02.907941] [INFO ] [main      ] Progress: 68/524 forecasts completed (13.0%). SJT finished in 0.6s. ETA: 1m 25s. Rate: 320.24 forecasts/min
[2025-11-25T12:32:02.914333] [DEBUG] [MAG       ] SUZ: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:02.921606] [DEBUG] [REMOTE    ] YUMC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:02.923007] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 3 features, N/A% accuracy
[2025-11-25T12:32:02.923086] [INFO ] [LOCAL     ] YUMC: Loaded 3 optimal features with 49.37% confidence from JSON config
[2025-11-25T12:32:02.923125] [DEBUG] [MAG       ] Building data for symbol: YUMC with lookback: 0
[2025-11-25T12:32:02.924024] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:02.924104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:02.925052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:02.927867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:02.928633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:02.978972] [INFO ] [LOCAL     ] SUZ: Saved forecast.
[2025-11-25T12:32:02.979063] [INFO ] [main      ] SUZ: Signal=1 (Conf=90.0%), Magnitude=0.12% (Conf=61.9798%)
[2025-11-25T12:32:02.979224] [INFO ] [main      ] Fetching symbol history for REVG...
[2025-11-25T12:32:02.979275] [DEBUG] [REMOTE    ] REVG: Fetching historical data.
[2025-11-25T12:32:02.980755] [INFO ] [main      ] Progress: 69/524 forecasts completed (13.2%). SUZ finished in 0.7s. ETA: 1m 24s. Rate: 323.10 forecasts/min
[2025-11-25T12:32:02.990813] [DEBUG] [REMOTE    ] REVG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:02.991836] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 10 features, N/A% accuracy
[2025-11-25T12:32:02.991902] [INFO ] [LOCAL     ] REVG: Loaded 10 optimal features with 46.16% confidence from JSON config
[2025-11-25T12:32:02.991941] [DEBUG] [MAG       ] Building data for symbol: REVG with lookback: 0
[2025-11-25T12:32:02.992737] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:32:02.992815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:02.997637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:02.999462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:02.999988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:03.000451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:03.000897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:03.001671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:03.002727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:32:03.003309] [DEBUG] [MAG       ] LHX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:03.003430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:03.004606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:32:03.006712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:03.093875] [DEBUG] [MAG       ] COR: Last date is validated at 2025-11-24
[2025-11-25T12:32:03.139043] [INFO ] [LOCAL     ] LHX: Saved forecast.
[2025-11-25T12:32:03.139139] [INFO ] [main      ] LHX: Signal=1 (Conf=90.0%), Magnitude=-0.92% (Conf=57.9642%)
[2025-11-25T12:32:03.139490] [INFO ] [main      ] Fetching symbol history for PARR...
[2025-11-25T12:32:03.139549] [DEBUG] [REMOTE    ] PARR: Fetching historical data.
[2025-11-25T12:32:03.139738] [INFO ] [main      ] Progress: 70/524 forecasts completed (13.4%). LHX finished in 0.7s. ETA: 1m 24s. Rate: 323.77 forecasts/min
[2025-11-25T12:32:03.152299] [DEBUG] [REMOTE    ] PARR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:03.153622] [DEBUG] [LOCAL     ] Loaded configuration for PARR: 4 features, N/A% accuracy
[2025-11-25T12:32:03.153720] [INFO ] [LOCAL     ] PARR: Loaded 4 optimal features with 64.50% confidence from JSON config
[2025-11-25T12:32:03.153759] [DEBUG] [MAG       ] Building data for symbol: PARR with lookback: 0
[2025-11-25T12:32:03.154593] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:03.154681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:03.159577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:03.203712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:03.204859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:03.206751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:03.262712] [DEBUG] [MAG       ] COR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:03.346031] [DEBUG] [MAG       ] REVG: Last date is validated at 2025-11-24
[2025-11-25T12:32:03.387974] [DEBUG] [MAG       ] YUMC: Last date is validated at 2025-11-24
[2025-11-25T12:32:03.410286] [INFO ] [LOCAL     ] COR: Saved forecast.
[2025-11-25T12:32:03.410375] [INFO ] [main      ] COR: Signal=1 (Conf=90.0%), Magnitude=-0.93% (Conf=49.2217%)
[2025-11-25T12:32:03.410535] [INFO ] [main      ] Fetching symbol history for GNRC...
[2025-11-25T12:32:03.410585] [DEBUG] [REMOTE    ] GNRC: Fetching historical data.
[2025-11-25T12:32:03.411730] [INFO ] [main      ] Progress: 71/524 forecasts completed (13.5%). COR finished in 0.9s. ETA: 1m 25s. Rate: 321.65 forecasts/min
[2025-11-25T12:32:03.422274] [DEBUG] [REMOTE    ] GNRC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:03.423484] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, N/A% accuracy
[2025-11-25T12:32:03.423549] [INFO ] [LOCAL     ] GNRC: Loaded 3 optimal features with 61.92% confidence from JSON config
[2025-11-25T12:32:03.423587] [DEBUG] [MAG       ] Building data for symbol: GNRC with lookback: 0
[2025-11-25T12:32:03.424374] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:03.424446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:03.429336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:03.430121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:03.432159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:03.517893] [DEBUG] [MAG       ] REVG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:03.554901] [DEBUG] [MAG       ] PARR: Last date is validated at 2025-11-24
[2025-11-25T12:32:03.579361] [DEBUG] [MAG       ] YUMC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:03.638094] [INFO ] [LOCAL     ] REVG: Saved forecast.
[2025-11-25T12:32:03.638187] [INFO ] [main      ] REVG: Signal=1 (Conf=90.0%), Magnitude=3.03% (Conf=46.1566%)
[2025-11-25T12:32:03.638554] [INFO ] [main      ] Fetching symbol history for IIIN...
[2025-11-25T12:32:03.638597] [INFO ] [main      ] Progress: 72/524 forecasts completed (13.7%). REVG finished in 0.7s. ETA: 1m 25s. Rate: 320.69 forecasts/min
[2025-11-25T12:32:03.638800] [DEBUG] [REMOTE    ] IIIN: Fetching historical data.
[2025-11-25T12:32:03.650354] [DEBUG] [REMOTE    ] IIIN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:03.651626] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, N/A% accuracy
[2025-11-25T12:32:03.651718] [INFO ] [LOCAL     ] IIIN: Loaded 2 optimal features with 56.09% confidence from JSON config
[2025-11-25T12:32:03.651763] [DEBUG] [MAG       ] Building data for symbol: IIIN with lookback: 0
[2025-11-25T12:32:03.652543] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:03.652616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:03.695624] [INFO ] [LOCAL     ] YUMC: Saved forecast.
[2025-11-25T12:32:03.695883] [INFO ] [main      ] YUMC: Signal=1 (Conf=90.0%), Magnitude=-3.62% (Conf=49.3652%)
[2025-11-25T12:32:03.696153] [INFO ] [main      ] Fetching symbol history for BNS...
[2025-11-25T12:32:03.696292] [DEBUG] [REMOTE    ] BNS: Fetching historical data.
[2025-11-25T12:32:03.697105] [INFO ] [main      ] Progress: 73/524 forecasts completed (13.9%). YUMC finished in 0.8s. ETA: 1m 24s. Rate: 323.73 forecasts/min
[2025-11-25T12:32:03.709830] [DEBUG] [REMOTE    ] BNS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:03.711109] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 2 features, N/A% accuracy
[2025-11-25T12:32:03.711242] [INFO ] [LOCAL     ] BNS: Loaded 2 optimal features with 61.96% confidence from JSON config
[2025-11-25T12:32:03.711344] [DEBUG] [MAG       ] Building data for symbol: BNS with lookback: 0
[2025-11-25T12:32:03.712328] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:03.712481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:03.718067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:03.720970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:03.730852] [DEBUG] [MAG       ] PARR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:03.780126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:03.781746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:03.836984] [INFO ] [LOCAL     ] PARR: Saved forecast.
[2025-11-25T12:32:03.837103] [INFO ] [main      ] PARR: Signal=1 (Conf=90.0%), Magnitude=0.94% (Conf=64.5044%)
[2025-11-25T12:32:03.837275] [INFO ] [main      ] Fetching symbol history for OXM...
[2025-11-25T12:32:03.837326] [DEBUG] [REMOTE    ] OXM: Fetching historical data.
[2025-11-25T12:32:03.838746] [INFO ] [main      ] Progress: 74/524 forecasts completed (14.1%). PARR finished in 0.7s. ETA: 1m 23s. Rate: 324.77 forecasts/min
[2025-11-25T12:32:03.849508] [DEBUG] [REMOTE    ] OXM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:03.850808] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 4 features, N/A% accuracy
[2025-11-25T12:32:03.850882] [INFO ] [LOCAL     ] OXM: Loaded 4 optimal features with 49.10% confidence from JSON config
[2025-11-25T12:32:03.850920] [DEBUG] [MAG       ] Building data for symbol: OXM with lookback: 0
[2025-11-25T12:32:03.851708] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:03.851791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:03.856615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:03.856551] [DEBUG] [MAG       ] GNRC: Last date is validated at 2025-11-24
[2025-11-25T12:32:03.857511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:03.858258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:03.859431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:04.027829] [DEBUG] [MAG       ] GNRC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:04.099412] [DEBUG] [MAG       ] BNS: Last date is validated at 2025-11-24
[2025-11-25T12:32:04.127801] [DEBUG] [MAG       ] IIIN: Last date is validated at 2025-11-24
[2025-11-25T12:32:04.209410] [INFO ] [LOCAL     ] GNRC: Saved forecast.
[2025-11-25T12:32:04.209656] [INFO ] [main      ] GNRC: Signal=1 (Conf=90.0%), Magnitude=-1.12% (Conf=61.9159%)
[2025-11-25T12:32:04.209877] [INFO ] [main      ] Fetching symbol history for SE...
[2025-11-25T12:32:04.210000] [DEBUG] [REMOTE    ] SE: Fetching historical data.
[2025-11-25T12:32:04.211731] [INFO ] [main      ] Progress: 75/524 forecasts completed (14.3%). GNRC finished in 0.8s. ETA: 1m 24s. Rate: 320.42 forecasts/min
[2025-11-25T12:32:04.212258] [DEBUG] [MAG       ] OXM: Last date is validated at 2025-11-24
[2025-11-25T12:32:04.222303] [DEBUG] [REMOTE    ] SE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:04.223277] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, N/A% accuracy
[2025-11-25T12:32:04.223341] [INFO ] [LOCAL     ] SE: Loaded 4 optimal features with 70.88% confidence from JSON config
[2025-11-25T12:32:04.223379] [DEBUG] [MAG       ] Building data for symbol: SE with lookback: 0
[2025-11-25T12:32:04.224174] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:04.224249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:04.229158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:04.231164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:04.231868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:04.234046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:04.306156] [DEBUG] [MAG       ] BNS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:04.306801] [DEBUG] [MAG       ] IIIN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:04.390084] [DEBUG] [MAG       ] OXM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:04.402545] [INFO ] [LOCAL     ] BNS: Saved forecast.
[2025-11-25T12:32:04.402811] [INFO ] [main      ] BNS: Signal=1 (Conf=90.0%), Magnitude=0.51% (Conf=61.9645%)
[2025-11-25T12:32:04.403057] [INFO ] [main      ] Fetching symbol history for JHX...
[2025-11-25T12:32:04.403194] [DEBUG] [REMOTE    ] JHX: Fetching historical data.
[2025-11-25T12:32:04.404004] [INFO ] [main      ] Progress: 76/524 forecasts completed (14.5%). BNS finished in 0.7s. ETA: 1m 24s. Rate: 320.30 forecasts/min
[2025-11-25T12:32:04.406456] [INFO ] [LOCAL     ] IIIN: Saved forecast.
[2025-11-25T12:32:04.406688] [INFO ] [main      ] IIIN: Signal=1 (Conf=90.0%), Magnitude=-0.11% (Conf=56.0932%)
[2025-11-25T12:32:04.407067] [INFO ] [main      ] Fetching symbol history for SF...
[2025-11-25T12:32:04.407198] [DEBUG] [REMOTE    ] SF: Fetching historical data.
[2025-11-25T12:32:04.407576] [INFO ] [main      ] Progress: 77/524 forecasts completed (14.7%). IIIN finished in 0.8s. ETA: 1m 23s. Rate: 324.44 forecasts/min
[2025-11-25T12:32:04.416690] [DEBUG] [REMOTE    ] JHX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:04.417875] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, N/A% accuracy
[2025-11-25T12:32:04.418050] [INFO ] [LOCAL     ] JHX: Loaded 2 optimal features with 49.40% confidence from JSON config
[2025-11-25T12:32:04.418150] [DEBUG] [MAG       ] Building data for symbol: JHX with lookback: 0
[2025-11-25T12:32:04.419083] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:04.419235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:04.419626] [DEBUG] [REMOTE    ] SF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:04.420292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:04.420705] [DEBUG] [LOCAL     ] Loaded configuration for SF: 9 features, N/A% accuracy
[2025-11-25T12:32:04.420789] [INFO ] [LOCAL     ] SF: Loaded 9 optimal features with 56.21% confidence from JSON config
[2025-11-25T12:32:04.420900] [DEBUG] [MAG       ] Building data for symbol: SF with lookback: 0
[2025-11-25T12:32:04.421395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:04.421897] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:04.422074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:04.427408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:04.474515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:04.476974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:04.477670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:04.478964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:04.480789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:04.482002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:32:04.482838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:04.485831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:04.520816] [INFO ] [LOCAL     ] OXM: Saved forecast.
[2025-11-25T12:32:04.521046] [INFO ] [main      ] OXM: Signal=1 (Conf=90.0%), Magnitude=-0.89% (Conf=49.0998%)
[2025-11-25T12:32:04.521542] [INFO ] [main      ] Fetching symbol history for BCO...
[2025-11-25T12:32:04.521670] [DEBUG] [REMOTE    ] BCO: Fetching historical data.
[2025-11-25T12:32:04.521601] [INFO ] [main      ] Progress: 78/524 forecasts completed (14.9%). OXM finished in 0.7s. ETA: 1m 22s. Rate: 326.04 forecasts/min
[2025-11-25T12:32:04.534474] [DEBUG] [REMOTE    ] BCO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:04.535840] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, N/A% accuracy
[2025-11-25T12:32:04.535931] [INFO ] [LOCAL     ] BCO: Loaded 2 optimal features with 62.93% confidence from JSON config
[2025-11-25T12:32:04.536054] [DEBUG] [MAG       ] Building data for symbol: BCO with lookback: 0
[2025-11-25T12:32:04.536963] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:04.537146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:04.538155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:04.539531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:04.575807] [DEBUG] [MAG       ] SE: Last date is validated at 2025-11-24
[2025-11-25T12:32:04.747326] [DEBUG] [MAG       ] SE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:04.794249] [DEBUG] [MAG       ] JHX: Last date is validated at 2025-11-24
[2025-11-25T12:32:04.828082] [DEBUG] [MAG       ] SF: Last date is validated at 2025-11-24
[2025-11-25T12:32:04.884264] [DEBUG] [MAG       ] BCO: Last date is validated at 2025-11-24
[2025-11-25T12:32:04.899337] [INFO ] [LOCAL     ] SE: Saved forecast.
[2025-11-25T12:32:04.899586] [INFO ] [main      ] SE: Signal=1 (Conf=90.0%), Magnitude=1.02% (Conf=70.8826%)
[2025-11-25T12:32:04.900009] [INFO ] [main      ] Fetching symbol history for RMI...
[2025-11-25T12:32:04.900127] [DEBUG] [REMOTE    ] RMI: Fetching historical data.
[2025-11-25T12:32:04.901728] [INFO ] [main      ] Progress: 79/524 forecasts completed (15.1%). SE finished in 0.7s. ETA: 1m 23s. Rate: 321.70 forecasts/min
[2025-11-25T12:32:04.912560] [DEBUG] [REMOTE    ] RMI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:04.913780] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 6 features, N/A% accuracy
[2025-11-25T12:32:04.913846] [INFO ] [LOCAL     ] RMI: Loaded 6 optimal features with 51.96% confidence from JSON config
[2025-11-25T12:32:04.913884] [DEBUG] [MAG       ] Building data for symbol: RMI with lookback: 0
[2025-11-25T12:32:04.914689] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:04.914766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:04.915621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:04.916830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:04.918709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:04.919267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:04.920429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:32:04.922556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:04.981050] [DEBUG] [MAG       ] JHX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:05.003610] [DEBUG] [MAG       ] SF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:05.061235] [DEBUG] [MAG       ] BCO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:05.095480] [INFO ] [LOCAL     ] JHX: Saved forecast.
[2025-11-25T12:32:05.095716] [INFO ] [main      ] JHX: Signal=1 (Conf=90.0%), Magnitude=-3.95% (Conf=49.3991%)
[2025-11-25T12:32:05.095976] [INFO ] [main      ] Fetching symbol history for AMN...
[2025-11-25T12:32:05.096090] [DEBUG] [REMOTE    ] AMN: Fetching historical data.
[2025-11-25T12:32:05.096971] [INFO ] [main      ] Progress: 80/524 forecasts completed (15.3%). JHX finished in 0.7s. ETA: 1m 23s. Rate: 321.51 forecasts/min
[2025-11-25T12:32:05.109238] [DEBUG] [REMOTE    ] AMN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:05.110602] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 4 features, N/A% accuracy
[2025-11-25T12:32:05.110751] [INFO ] [LOCAL     ] AMN: Loaded 4 optimal features with 46.50% confidence from JSON config
[2025-11-25T12:32:05.110850] [DEBUG] [MAG       ] Building data for symbol: AMN with lookback: 0
[2025-11-25T12:32:05.111826] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:05.111961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:05.112814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:05.157234] [INFO ] [LOCAL     ] SF: Saved forecast.
[2025-11-25T12:32:05.157497] [INFO ] [main      ] SF: Signal=1 (Conf=90.0%), Magnitude=2.12% (Conf=56.2098%)
[2025-11-25T12:32:05.157760] [INFO ] [main      ] Fetching symbol history for RDY...
[2025-11-25T12:32:05.157880] [DEBUG] [REMOTE    ] RDY: Fetching historical data.
[2025-11-25T12:32:05.159787] [INFO ] [main      ] Progress: 81/524 forecasts completed (15.5%). SF finished in 0.7s. ETA: 1m 22s. Rate: 324.17 forecasts/min
[2025-11-25T12:32:05.170309] [DEBUG] [REMOTE    ] RDY: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:05.171564] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 2 features, N/A% accuracy
[2025-11-25T12:32:05.171720] [INFO ] [LOCAL     ] RDY: Loaded 2 optimal features with 48.90% confidence from JSON config
[2025-11-25T12:32:05.171832] [DEBUG] [MAG       ] Building data for symbol: RDY with lookback: 0
[2025-11-25T12:32:05.172906] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:05.173068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:05.175723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:05.176972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:05.189247] [INFO ] [LOCAL     ] BCO: Saved forecast.
[2025-11-25T12:32:05.189468] [INFO ] [main      ] BCO: Signal=1 (Conf=90.0%), Magnitude=0.28% (Conf=62.9314%)
[2025-11-25T12:32:05.189704] [INFO ] [main      ] Fetching symbol history for BILL...
[2025-11-25T12:32:05.189814] [DEBUG] [REMOTE    ] BILL: Fetching historical data.
[2025-11-25T12:32:05.191745] [INFO ] [main      ] Progress: 82/524 forecasts completed (15.6%). BCO finished in 0.7s. ETA: 1m 21s. Rate: 327.47 forecasts/min
[2025-11-25T12:32:05.201945] [DEBUG] [REMOTE    ] BILL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:05.203061] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 3 features, N/A% accuracy
[2025-11-25T12:32:05.203184] [INFO ] [LOCAL     ] BILL: Loaded 3 optimal features with 57.35% confidence from JSON config
[2025-11-25T12:32:05.203240] [DEBUG] [MAG       ] Building data for symbol: BILL with lookback: 0
[2025-11-25T12:32:05.203098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:05.204091] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:05.204179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:05.205727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:05.207320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:05.209217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:05.210584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:05.213037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:05.269484] [DEBUG] [MAG       ] RMI: Last date is validated at 2025-11-24
[2025-11-25T12:32:05.439673] [DEBUG] [MAG       ] RMI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:05.519189] [DEBUG] [MAG       ] RDY: Last date is validated at 2025-11-24
[2025-11-25T12:32:05.549852] [DEBUG] [MAG       ] AMN: Last date is validated at 2025-11-24
[2025-11-25T12:32:05.555524] [DEBUG] [MAG       ] BILL: Last date is validated at 2025-11-24
[2025-11-25T12:32:05.559960] [INFO ] [LOCAL     ] RMI: Saved forecast.
[2025-11-25T12:32:05.560214] [INFO ] [main      ] RMI: Signal=1 (Conf=90.0%), Magnitude=0.96% (Conf=51.9606%)
[2025-11-25T12:32:05.560621] [INFO ] [main      ] Fetching symbol history for INVH...
[2025-11-25T12:32:05.560724] [INFO ] [main      ] Progress: 83/524 forecasts completed (15.8%). RMI finished in 0.7s. ETA: 1m 22s. Rate: 323.52 forecasts/min
[2025-11-25T12:32:05.560755] [DEBUG] [REMOTE    ] INVH: Fetching historical data.
[2025-11-25T12:32:05.572359] [DEBUG] [REMOTE    ] INVH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:05.573401] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 5 features, N/A% accuracy
[2025-11-25T12:32:05.573577] [INFO ] [LOCAL     ] INVH: Loaded 5 optimal features with 49.45% confidence from JSON config
[2025-11-25T12:32:05.573710] [DEBUG] [MAG       ] Building data for symbol: INVH with lookback: 0
[2025-11-25T12:32:05.574738] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:05.574899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:05.577217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:05.577975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:05.578557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:05.581251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:05.628518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:05.692376] [DEBUG] [MAG       ] RDY: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:05.721304] [DEBUG] [MAG       ] AMN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:05.726026] [DEBUG] [MAG       ] BILL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:05.762095] [INFO ] [LOCAL     ] RDY: Saved forecast.
[2025-11-25T12:32:05.762355] [INFO ] [main      ] RDY: Signal=1 (Conf=90.0%), Magnitude=-2.45% (Conf=48.8976%)
[2025-11-25T12:32:05.762884] [INFO ] [main      ] Fetching symbol history for GPI...
[2025-11-25T12:32:05.763008] [DEBUG] [REMOTE    ] GPI: Fetching historical data.
[2025-11-25T12:32:05.763744] [INFO ] [main      ] Progress: 84/524 forecasts completed (16.0%). RDY finished in 0.6s. ETA: 1m 22s. Rate: 323.15 forecasts/min
[2025-11-25T12:32:05.774626] [DEBUG] [REMOTE    ] GPI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:05.775838] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 6 features, N/A% accuracy
[2025-11-25T12:32:05.775969] [INFO ] [LOCAL     ] GPI: Loaded 6 optimal features with 60.62% confidence from JSON config
[2025-11-25T12:32:05.776081] [DEBUG] [MAG       ] Building data for symbol: GPI with lookback: 0
[2025-11-25T12:32:05.776926] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:05.777084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:05.781958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:05.783831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:05.784409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:05.784905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:05.844599] [INFO ] [LOCAL     ] AMN: Saved forecast.
[2025-11-25T12:32:05.844886] [INFO ] [main      ] AMN: Signal=1 (Conf=90.0%), Magnitude=1.97% (Conf=46.496%)
[2025-11-25T12:32:05.845347] [INFO ] [main      ] Fetching symbol history for GGB...
[2025-11-25T12:32:05.845370] [INFO ] [main      ] Progress: 85/524 forecasts completed (16.2%). AMN finished in 0.7s. ETA: 1m 21s. Rate: 325.30 forecasts/min
[2025-11-25T12:32:05.845505] [DEBUG] [REMOTE    ] GGB: Fetching historical data.
[2025-11-25T12:32:05.858015] [DEBUG] [REMOTE    ] GGB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:05.858854] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 5 features, N/A% accuracy
[2025-11-25T12:32:05.858921] [INFO ] [LOCAL     ] GGB: Loaded 5 optimal features with 34.19% confidence from JSON config
[2025-11-25T12:32:05.858994] [DEBUG] [MAG       ] Building data for symbol: GGB with lookback: 0
[2025-11-25T12:32:05.859859] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:05.859934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:05.865084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:05.866990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:05.867589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:05.868041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:05.868841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:05.874895] [INFO ] [LOCAL     ] BILL: Saved forecast.
[2025-11-25T12:32:05.875096] [INFO ] [main      ] BILL: Signal=1 (Conf=90.0%), Magnitude=2.01% (Conf=57.352%)
[2025-11-25T12:32:05.875508] [INFO ] [main      ] Progress: 86/524 forecasts completed (16.4%). BILL finished in 0.7s. ETA: 1m 20s. Rate: 328.49 forecasts/min
[2025-11-25T12:32:05.875713] [INFO ] [main      ] Fetching symbol history for HMC...
[2025-11-25T12:32:05.875819] [DEBUG] [REMOTE    ] HMC: Fetching historical data.
[2025-11-25T12:32:05.888513] [DEBUG] [REMOTE    ] HMC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:05.889564] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 4 features, N/A% accuracy
[2025-11-25T12:32:05.889704] [INFO ] [LOCAL     ] HMC: Loaded 4 optimal features with 56.85% confidence from JSON config
[2025-11-25T12:32:05.889802] [DEBUG] [MAG       ] Building data for symbol: HMC with lookback: 0
[2025-11-25T12:32:05.890621] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:05.890773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:05.893199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:05.896048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:05.897450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:05.898541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:05.911404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:05.913907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:05.989822] [DEBUG] [MAG       ] INVH: Last date is validated at 2025-11-24
[2025-11-25T12:32:06.165564] [DEBUG] [MAG       ] INVH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:06.238100] [DEBUG] [MAG       ] GGB: Last date is validated at 2025-11-24
[2025-11-25T12:32:06.240388] [DEBUG] [MAG       ] HMC: Last date is validated at 2025-11-24
[2025-11-25T12:32:06.251175] [INFO ] [LOCAL     ] INVH: Saved forecast.
[2025-11-25T12:32:06.251425] [INFO ] [main      ] INVH: Signal=1 (Conf=90.0%), Magnitude=2.57% (Conf=49.4506%)
[2025-11-25T12:32:06.251938] [INFO ] [main      ] Fetching symbol history for MDT...
[2025-11-25T12:32:06.252062] [DEBUG] [REMOTE    ] MDT: Fetching historical data.
[2025-11-25T12:32:06.252728] [INFO ] [main      ] Progress: 87/524 forecasts completed (16.6%). INVH finished in 0.7s. ETA: 1m 21s. Rate: 324.52 forecasts/min
[2025-11-25T12:32:06.265299] [DEBUG] [REMOTE    ] MDT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:06.266455] [DEBUG] [LOCAL     ] Loaded configuration for MDT: 9 features, N/A% accuracy
[2025-11-25T12:32:06.266580] [INFO ] [LOCAL     ] MDT: Loaded 9 optimal features with 56.64% confidence from JSON config
[2025-11-25T12:32:06.266708] [DEBUG] [MAG       ] Building data for symbol: MDT with lookback: 0
[2025-11-25T12:32:06.267614] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:06.267775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:06.271215] [DEBUG] [MAG       ] GPI: Last date is validated at 2025-11-24
[2025-11-25T12:32:06.272883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:06.274884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:06.275528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:06.276127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:06.277350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:06.280422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:06.327002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:06.328292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:06.329118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:06.412669] [DEBUG] [MAG       ] GGB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:06.417721] [DEBUG] [MAG       ] HMC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:06.469240] [DEBUG] [MAG       ] GPI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:06.475283] [INFO ] [LOCAL     ] GGB: Saved forecast.
[2025-11-25T12:32:06.475506] [INFO ] [main      ] GGB: Signal=1 (Conf=90.0%), Magnitude=-0.33% (Conf=34.1898%)
[2025-11-25T12:32:06.475749] [INFO ] [main      ] Fetching symbol history for SHEL...
[2025-11-25T12:32:06.475862] [DEBUG] [REMOTE    ] SHEL: Fetching historical data.
[2025-11-25T12:32:06.477050] [INFO ] [main      ] Progress: 88/524 forecasts completed (16.8%). GGB finished in 0.6s. ETA: 1m 21s. Rate: 323.74 forecasts/min
[2025-11-25T12:32:06.488253] [DEBUG] [REMOTE    ] SHEL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:06.489226] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 4 features, N/A% accuracy
[2025-11-25T12:32:06.489291] [INFO ] [LOCAL     ] SHEL: Loaded 4 optimal features with 58.15% confidence from JSON config
[2025-11-25T12:32:06.489349] [DEBUG] [MAG       ] Building data for symbol: SHEL with lookback: 0
[2025-11-25T12:32:06.490169] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:06.490246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:06.495057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:06.497573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:06.512595] [INFO ] [LOCAL     ] HMC: Saved forecast.
[2025-11-25T12:32:06.512815] [INFO ] [main      ] HMC: Signal=1 (Conf=90.0%), Magnitude=0.52% (Conf=56.8453%)
[2025-11-25T12:32:06.513051] [INFO ] [main      ] Fetching symbol history for EVF...
[2025-11-25T12:32:06.513163] [DEBUG] [REMOTE    ] EVF: Fetching historical data.
[2025-11-25T12:32:06.514117] [INFO ] [main      ] Progress: 89/524 forecasts completed (17.0%). HMC finished in 0.6s. ETA: 1m 20s. Rate: 326.67 forecasts/min
[2025-11-25T12:32:06.525124] [DEBUG] [REMOTE    ] EVF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:06.526397] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 4 features, N/A% accuracy
[2025-11-25T12:32:06.526520] [INFO ] [LOCAL     ] EVF: Loaded 4 optimal features with 41.33% confidence from JSON config
[2025-11-25T12:32:06.526618] [DEBUG] [MAG       ] Building data for symbol: EVF with lookback: 0
[2025-11-25T12:32:06.527518] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:06.527668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:06.532683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:06.534576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:06.535167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:06.555568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:06.621583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:06.624499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:06.634268] [INFO ] [LOCAL     ] GPI: Saved forecast.
[2025-11-25T12:32:06.634584] [INFO ] [main      ] GPI: Signal=1 (Conf=90.0%), Magnitude=-0.65% (Conf=60.6211%)
[2025-11-25T12:32:06.635002] [INFO ] [main      ] Progress: 90/524 forecasts completed (17.2%). GPI finished in 0.9s. ETA: 1m 19s. Rate: 327.92 forecasts/min
[2025-11-25T12:32:06.635258] [INFO ] [main      ] Fetching symbol history for CLDT...
[2025-11-25T12:32:06.635379] [DEBUG] [REMOTE    ] CLDT: Fetching historical data.
[2025-11-25T12:32:06.647379] [DEBUG] [REMOTE    ] CLDT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:06.648546] [DEBUG] [LOCAL     ] Loaded configuration for CLDT: 11 features, N/A% accuracy
[2025-11-25T12:32:06.648622] [INFO ] [LOCAL     ] CLDT: Loaded 11 optimal features with 58.27% confidence from JSON config
[2025-11-25T12:32:06.648766] [DEBUG] [MAG       ] Building data for symbol: CLDT with lookback: 0
[2025-11-25T12:32:06.649624] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:32:06.649734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:06.650779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:06.651955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:06.653571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:06.654340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:06.656212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:06.656826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:06.658006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:06.659748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:06.660884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:32:06.661658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:06.663128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:06.697024] [DEBUG] [MAG       ] MDT: Last date is validated at 2025-11-24
[2025-11-25T12:32:06.866331] [DEBUG] [MAG       ] MDT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:06.901463] [DEBUG] [MAG       ] EVF: Last date is validated at 2025-11-24
[2025-11-25T12:32:06.963528] [DEBUG] [MAG       ] SHEL: Last date is validated at 2025-11-24
[2025-11-25T12:32:06.987847] [INFO ] [LOCAL     ] MDT: Saved forecast.
[2025-11-25T12:32:06.987946] [INFO ] [main      ] MDT: Signal=1 (Conf=90.0%), Magnitude=-0.21% (Conf=56.6434%)
[2025-11-25T12:32:06.988322] [INFO ] [main      ] Fetching symbol history for ALUR...
[2025-11-25T12:32:06.988381] [DEBUG] [REMOTE    ] ALUR: Fetching historical data.
[2025-11-25T12:32:06.989737] [INFO ] [main      ] Progress: 91/524 forecasts completed (17.4%). MDT finished in 0.7s. ETA: 1m 20s. Rate: 324.57 forecasts/min
[2025-11-25T12:32:07.000550] [DEBUG] [REMOTE    ] ALUR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:07.001737] [DEBUG] [LOCAL     ] Loaded configuration for ALUR: 7 features, N/A% accuracy
[2025-11-25T12:32:07.001804] [INFO ] [LOCAL     ] ALUR: Loaded 7 optimal features with 34.41% confidence from JSON config
[2025-11-25T12:32:07.001847] [DEBUG] [MAG       ] Building data for symbol: ALUR with lookback: 0
[2025-11-25T12:32:07.002867] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:07.002944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:07.004707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:07.005240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:07.005850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:07.040040] [DEBUG] [MAG       ] CLDT: Last date is validated at 2025-11-24
[2025-11-25T12:32:07.050999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:07.052346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:07.053476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:32:07.059287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:07.080754] [DEBUG] [MAG       ] EVF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:07.137631] [DEBUG] [MAG       ] SHEL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:07.147064] [INFO ] [LOCAL     ] EVF: Saved forecast.
[2025-11-25T12:32:07.147319] [INFO ] [main      ] EVF: Signal=1 (Conf=90.0%), Magnitude=0.33% (Conf=41.3252%)
[2025-11-25T12:32:07.147747] [INFO ] [main      ] Fetching symbol history for FRT...
[2025-11-25T12:32:07.147867] [DEBUG] [REMOTE    ] FRT: Fetching historical data.
[2025-11-25T12:32:07.148726] [INFO ] [main      ] Progress: 92/524 forecasts completed (17.6%). EVF finished in 0.6s. ETA: 1m 20s. Rate: 325.06 forecasts/min
[2025-11-25T12:32:07.160717] [DEBUG] [REMOTE    ] FRT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:07.161904] [DEBUG] [LOCAL     ] Loaded configuration for FRT: 3 features, N/A% accuracy
[2025-11-25T12:32:07.162032] [INFO ] [LOCAL     ] FRT: Loaded 3 optimal features with 50.65% confidence from JSON config
[2025-11-25T12:32:07.162134] [DEBUG] [MAG       ] Building data for symbol: FRT with lookback: 0
[2025-11-25T12:32:07.163124] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:07.163259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:07.168502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:07.170490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:07.188821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:07.217372] [DEBUG] [MAG       ] CLDT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:07.254448] [INFO ] [LOCAL     ] SHEL: Saved forecast.
[2025-11-25T12:32:07.254708] [INFO ] [main      ] SHEL: Signal=1 (Conf=90.0%), Magnitude=-0.03% (Conf=58.1507%)
[2025-11-25T12:32:07.254934] [INFO ] [main      ] Fetching symbol history for GPJA...
[2025-11-25T12:32:07.255057] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T12:32:07.255388] [INFO ] [main      ] Progress: 93/524 forecasts completed (17.7%). SHEL finished in 0.8s. ETA: 1m 19s. Rate: 326.55 forecasts/min
[2025-11-25T12:32:07.267824] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:07.268667] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 3 features, N/A% accuracy
[2025-11-25T12:32:07.268788] [INFO ] [LOCAL     ] GPJA: Loaded 3 optimal features with 53.36% confidence from JSON config
[2025-11-25T12:32:07.268887] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 0
[2025-11-25T12:32:07.269774] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:07.269904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:07.274835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:07.275790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:07.276895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:07.295727] [INFO ] [LOCAL     ] CLDT: Saved forecast.
[2025-11-25T12:32:07.295988] [INFO ] [main      ] CLDT: Signal=1 (Conf=90.0%), Magnitude=2.36% (Conf=58.2685%)
[2025-11-25T12:32:07.296224] [INFO ] [main      ] Fetching symbol history for UGI...
[2025-11-25T12:32:07.296343] [DEBUG] [REMOTE    ] UGI: Fetching historical data.
[2025-11-25T12:32:07.297098] [INFO ] [main      ] Progress: 94/524 forecasts completed (17.9%). CLDT finished in 0.7s. ETA: 1m 18s. Rate: 329.25 forecasts/min
[2025-11-25T12:32:07.309252] [DEBUG] [REMOTE    ] UGI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:07.310595] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 10 features, N/A% accuracy
[2025-11-25T12:32:07.310755] [INFO ] [LOCAL     ] UGI: Loaded 10 optimal features with 63.96% confidence from JSON config
[2025-11-25T12:32:07.310865] [DEBUG] [MAG       ] Building data for symbol: UGI with lookback: 0
[2025-11-25T12:32:07.311770] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:32:07.311914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:07.316996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:07.319008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:07.319619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:07.320169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:07.365960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:07.368621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:07.369941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:07.370532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:07.371734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:32:07.373921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:07.415468] [DEBUG] [MAG       ] ALUR: Last date is validated at 2025-11-24
[2025-11-25T12:32:07.547039] [DEBUG] [MAG       ] FRT: Last date is validated at 2025-11-24
[2025-11-25T12:32:07.611829] [DEBUG] [MAG       ] ALUR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:07.622267] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-24
[2025-11-25T12:32:07.730633] [DEBUG] [MAG       ] UGI: Last date is validated at 2025-11-24
[2025-11-25T12:32:07.730959] [DEBUG] [MAG       ] FRT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:07.733210] [INFO ] [LOCAL     ] ALUR: Saved forecast.
[2025-11-25T12:32:07.733328] [INFO ] [main      ] ALUR: Signal=1 (Conf=90.0%), Magnitude=-45.33% (Conf=34.4075%)
[2025-11-25T12:32:07.733540] [INFO ] [main      ] Fetching symbol history for MCK...
[2025-11-25T12:32:07.733610] [DEBUG] [REMOTE    ] MCK: Fetching historical data.
[2025-11-25T12:32:07.734742] [INFO ] [main      ] Progress: 95/524 forecasts completed (18.1%). ALUR finished in 0.7s. ETA: 1m 19s. Rate: 324.47 forecasts/min
[2025-11-25T12:32:07.749067] [DEBUG] [REMOTE    ] MCK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:07.750382] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 5 features, N/A% accuracy
[2025-11-25T12:32:07.750466] [INFO ] [LOCAL     ] MCK: Loaded 5 optimal features with 50.11% confidence from JSON config
[2025-11-25T12:32:07.750519] [DEBUG] [MAG       ] Building data for symbol: MCK with lookback: 0
[2025-11-25T12:32:07.751610] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:07.751725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:07.757460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:07.758393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:07.760416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:07.761203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:07.762531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:07.796896] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:07.853954] [INFO ] [LOCAL     ] FRT: Saved forecast.
[2025-11-25T12:32:07.854050] [INFO ] [main      ] FRT: Signal=1 (Conf=90.0%), Magnitude=-0.76% (Conf=50.654%)
[2025-11-25T12:32:07.854390] [INFO ] [main      ] Fetching symbol history for AEO...
[2025-11-25T12:32:07.854447] [DEBUG] [REMOTE    ] AEO: Fetching historical data.
[2025-11-25T12:32:07.854760] [INFO ] [main      ] Progress: 96/524 forecasts completed (18.3%). FRT finished in 0.7s. ETA: 1m 19s. Rate: 325.66 forecasts/min
[2025-11-25T12:32:07.862926] [INFO ] [LOCAL     ] GPJA: Saved forecast.
[2025-11-25T12:32:07.863015] [INFO ] [main      ] GPJA: Signal=1 (Conf=90.0%), Magnitude=0.76% (Conf=53.3616%)
[2025-11-25T12:32:07.863191] [INFO ] [main      ] Fetching symbol history for FSLY...
[2025-11-25T12:32:07.863242] [DEBUG] [REMOTE    ] FSLY: Fetching historical data.
[2025-11-25T12:32:07.864706] [INFO ] [main      ] Progress: 97/524 forecasts completed (18.5%). GPJA finished in 0.6s. ETA: 1m 18s. Rate: 328.86 forecasts/min
[2025-11-25T12:32:07.866887] [DEBUG] [REMOTE    ] AEO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:07.868116] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 6 features, N/A% accuracy
[2025-11-25T12:32:07.868183] [INFO ] [LOCAL     ] AEO: Loaded 6 optimal features with 66.60% confidence from JSON config
[2025-11-25T12:32:07.868221] [DEBUG] [MAG       ] Building data for symbol: AEO with lookback: 0
[2025-11-25T12:32:07.869051] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:07.869131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:07.870861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:07.871390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:07.871823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:07.872619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:07.875121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:07.875117] [DEBUG] [REMOTE    ] FSLY: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:07.876181] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 8 features, N/A% accuracy
[2025-11-25T12:32:07.876247] [INFO ] [LOCAL     ] FSLY: Loaded 8 optimal features with 52.58% confidence from JSON config
[2025-11-25T12:32:07.876285] [DEBUG] [MAG       ] Building data for symbol: FSLY with lookback: 0
[2025-11-25T12:32:07.877106] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:07.877182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:07.882101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:07.882947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:07.883813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:07.886246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:07.887266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:07.888358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:07.889109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:07.891153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:07.924741] [DEBUG] [MAG       ] UGI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:07.965378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:08.030676] [INFO ] [LOCAL     ] UGI: Saved forecast.
[2025-11-25T12:32:08.030949] [INFO ] [main      ] UGI: Signal=1 (Conf=90.0%), Magnitude=0.22% (Conf=63.9558%)
[2025-11-25T12:32:08.031387] [INFO ] [main      ] Progress: 98/524 forecasts completed (18.7%). UGI finished in 0.7s. ETA: 1m 18s. Rate: 329.15 forecasts/min
[2025-11-25T12:32:08.031590] [INFO ] [main      ] Fetching symbol history for TWN...
[2025-11-25T12:32:08.031721] [DEBUG] [REMOTE    ] TWN: Fetching historical data.
[2025-11-25T12:32:08.043584] [DEBUG] [REMOTE    ] TWN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:08.044699] [DEBUG] [LOCAL     ] Loaded configuration for TWN: 3 features, N/A% accuracy
[2025-11-25T12:32:08.044838] [INFO ] [LOCAL     ] TWN: Loaded 3 optimal features with 56.48% confidence from JSON config
[2025-11-25T12:32:08.044945] [DEBUG] [MAG       ] Building data for symbol: TWN with lookback: 0
[2025-11-25T12:32:08.045914] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:08.046079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:08.046924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:08.047777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:08.050390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:08.135144] [DEBUG] [MAG       ] MCK: Last date is validated at 2025-11-24
[2025-11-25T12:32:08.235969] [DEBUG] [MAG       ] FSLY: Last date is validated at 2025-11-24
[2025-11-25T12:32:08.317075] [DEBUG] [MAG       ] AEO: Last date is validated at 2025-11-24
[2025-11-25T12:32:08.342930] [DEBUG] [MAG       ] MCK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:08.414999] [DEBUG] [MAG       ] FSLY: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:08.423081] [DEBUG] [MAG       ] TWN: Last date is validated at 2025-11-24
[2025-11-25T12:32:08.491845] [DEBUG] [MAG       ] AEO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:08.510411] [INFO ] [LOCAL     ] FSLY: Saved forecast.
[2025-11-25T12:32:08.510678] [INFO ] [main      ] FSLY: Signal=1 (Conf=90.0%), Magnitude=-8.10% (Conf=52.5799%)
[2025-11-25T12:32:08.510918] [INFO ] [main      ] Fetching symbol history for CTBB...
[2025-11-25T12:32:08.511030] [DEBUG] [REMOTE    ] CTBB: Fetching historical data.
[2025-11-25T12:32:08.511970] [INFO ] [main      ] Progress: 99/524 forecasts completed (18.9%). FSLY finished in 0.6s. ETA: 1m 19s. Rate: 323.80 forecasts/min
[2025-11-25T12:32:08.523875] [DEBUG] [REMOTE    ] CTBB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:08.525126] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, N/A% accuracy
[2025-11-25T12:32:08.525254] [INFO ] [LOCAL     ] CTBB: Loaded 4 optimal features with 65.02% confidence from JSON config
[2025-11-25T12:32:08.525351] [DEBUG] [MAG       ] Building data for symbol: CTBB with lookback: 0
[2025-11-25T12:32:08.526225] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:08.526361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:08.531295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:08.532715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:08.534373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:08.536843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:08.554906] [INFO ] [LOCAL     ] MCK: Saved forecast.
[2025-11-25T12:32:08.555162] [INFO ] [main      ] MCK: Signal=1 (Conf=90.0%), Magnitude=-1.42% (Conf=50.1135%)
[2025-11-25T12:32:08.555814] [INFO ] [main      ] Progress: 100/524 forecasts completed (19.1%). MCK finished in 0.8s. ETA: 1m 18s. Rate: 326.29 forecasts/min
[2025-11-25T12:32:08.556014] [INFO ] [main      ] Fetching symbol history for GSBD...
[2025-11-25T12:32:08.556120] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T12:32:08.568055] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:08.568617] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 6 features, N/A% accuracy
[2025-11-25T12:32:08.568798] [INFO ] [LOCAL     ] GSBD: Loaded 6 optimal features with 62.10% confidence from JSON config
[2025-11-25T12:32:08.568898] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 0
[2025-11-25T12:32:08.569757] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:08.569889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:08.574783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:08.575766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:08.578274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:08.587153] [INFO ] [LOCAL     ] AEO: Saved forecast.
[2025-11-25T12:32:08.587261] [INFO ] [main      ] AEO: Signal=1 (Conf=90.0%), Magnitude=4.17% (Conf=66.6046%)
[2025-11-25T12:32:08.587430] [INFO ] [main      ] Fetching symbol history for HEI...
[2025-11-25T12:32:08.587481] [DEBUG] [REMOTE    ] HEI: Fetching historical data.
[2025-11-25T12:32:08.588034] [INFO ] [main      ] Progress: 101/524 forecasts completed (19.3%). AEO finished in 0.7s. ETA: 1m 17s. Rate: 328.98 forecasts/min
[2025-11-25T12:32:08.597616] [DEBUG] [MAG       ] TWN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:08.600417] [DEBUG] [REMOTE    ] HEI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:08.601492] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, N/A% accuracy
[2025-11-25T12:32:08.601563] [INFO ] [LOCAL     ] HEI: Loaded 2 optimal features with 46.45% confidence from JSON config
[2025-11-25T12:32:08.601603] [DEBUG] [MAG       ] Building data for symbol: HEI with lookback: 0
[2025-11-25T12:32:08.602475] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:08.602564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:08.605433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:08.608230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:08.635430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:32:08.636714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:32:08.638711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:08.693299] [INFO ] [LOCAL     ] TWN: Saved forecast.
[2025-11-25T12:32:08.693402] [INFO ] [main      ] TWN: Signal=1 (Conf=90.0%), Magnitude=-0.36% (Conf=56.4772%)
[2025-11-25T12:32:08.693570] [INFO ] [main      ] Fetching symbol history for RMM...
[2025-11-25T12:32:08.693622] [DEBUG] [REMOTE    ] RMM: Fetching historical data.
[2025-11-25T12:32:08.694078] [INFO ] [main      ] Progress: 102/524 forecasts completed (19.5%). TWN finished in 0.7s. ETA: 1m 17s. Rate: 330.34 forecasts/min
[2025-11-25T12:32:08.707984] [DEBUG] [REMOTE    ] RMM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:08.709269] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 4 features, N/A% accuracy
[2025-11-25T12:32:08.709534] [INFO ] [LOCAL     ] RMM: Loaded 4 optimal features with 60.72% confidence from JSON config
[2025-11-25T12:32:08.709579] [DEBUG] [MAG       ] Building data for symbol: RMM with lookback: 0
[2025-11-25T12:32:08.710518] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:08.710599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:08.713841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:32:08.715582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:08.718173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:08.719377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:08.894994] [DEBUG] [MAG       ] CTBB: Last date is validated at 2025-11-24
[2025-11-25T12:32:08.967233] [DEBUG] [MAG       ] HEI: Last date is validated at 2025-11-24
[2025-11-25T12:32:08.982283] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-24
[2025-11-25T12:32:09.062145] [DEBUG] [MAG       ] RMM: Last date is validated at 2025-11-24
[2025-11-25T12:32:09.070430] [DEBUG] [MAG       ] CTBB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:09.141161] [DEBUG] [MAG       ] HEI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:09.150015] [INFO ] [LOCAL     ] CTBB: Saved forecast.
[2025-11-25T12:32:09.150103] [INFO ] [main      ] CTBB: Signal=1 (Conf=90.0%), Magnitude=1.63% (Conf=65.0245%)
[2025-11-25T12:32:09.150262] [INFO ] [main      ] Fetching symbol history for DHF...
[2025-11-25T12:32:09.150314] [DEBUG] [REMOTE    ] DHF: Fetching historical data.
[2025-11-25T12:32:09.150974] [INFO ] [main      ] Progress: 103/524 forecasts completed (19.7%). CTBB finished in 0.6s. ETA: 1m 18s. Rate: 325.55 forecasts/min
[2025-11-25T12:32:09.152783] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:09.163400] [DEBUG] [REMOTE    ] DHF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:09.164626] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 53 features, N/A% accuracy
[2025-11-25T12:32:09.164717] [INFO ] [LOCAL     ] DHF: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-11-25T12:32:09.164757] [DEBUG] [MAG       ] Building data for symbol: DHF with lookback: 0
[2025-11-25T12:32:09.165512] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-11-25T12:32:09.165619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:09.170504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:09.172610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:09.173172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:09.173616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:09.174038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:09.174828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:09.175672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:09.178160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:09.224705] [INFO ] [LOCAL     ] GSBD: Saved forecast.
[2025-11-25T12:32:09.224918] [INFO ] [main      ] GSBD: Signal=1 (Conf=90.0%), Magnitude=0.96% (Conf=62.1026%)
[2025-11-25T12:32:09.225323] [INFO ] [main      ] Progress: 104/524 forecasts completed (19.8%). GSBD finished in 0.7s. ETA: 1m 17s. Rate: 327.42 forecasts/min
[2025-11-25T12:32:09.225519] [INFO ] [main      ] Fetching symbol history for BLE...
[2025-11-25T12:32:09.225626] [DEBUG] [REMOTE    ] BLE: Fetching historical data.
[2025-11-25T12:32:09.234740] [DEBUG] [MAG       ] RMM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:09.237401] [DEBUG] [REMOTE    ] BLE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:09.238351] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 5 features, N/A% accuracy
[2025-11-25T12:32:09.238473] [INFO ] [LOCAL     ] BLE: Loaded 5 optimal features with 50.70% confidence from JSON config
[2025-11-25T12:32:09.238569] [DEBUG] [MAG       ] Building data for symbol: BLE with lookback: 0
[2025-11-25T12:32:09.239598] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:09.239747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:09.241723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:09.242309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:09.245717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:32:09.247935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:09.267953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:09.303879] [INFO ] [LOCAL     ] RMM: Saved forecast.
[2025-11-25T12:32:09.304152] [INFO ] [main      ] RMM: Signal=1 (Conf=90.0%), Magnitude=0.03% (Conf=60.7163%)
[2025-11-25T12:32:09.304391] [INFO ] [main      ] Fetching symbol history for MHK...
[2025-11-25T12:32:09.304516] [DEBUG] [REMOTE    ] MHK: Fetching historical data.
[2025-11-25T12:32:09.304939] [INFO ] [main      ] Progress: 105/524 forecasts completed (20.0%). RMM finished in 0.6s. ETA: 1m 16s. Rate: 329.20 forecasts/min
[2025-11-25T12:32:09.308141] [INFO ] [LOCAL     ] HEI: Saved forecast.
[2025-11-25T12:32:09.308386] [INFO ] [main      ] HEI: Signal=1 (Conf=90.0%), Magnitude=0.90% (Conf=46.4542%)
[2025-11-25T12:32:09.308832] [INFO ] [main      ] Fetching symbol history for TROX...
[2025-11-25T12:32:09.308960] [DEBUG] [REMOTE    ] TROX: Fetching historical data.
[2025-11-25T12:32:09.309703] [INFO ] [main      ] Progress: 106/524 forecasts completed (20.2%). HEI finished in 0.7s. ETA: 1m 15s. Rate: 332.25 forecasts/min
[2025-11-25T12:32:09.311627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:09.313739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:09.316938] [DEBUG] [REMOTE    ] MHK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:09.317781] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 4 features, N/A% accuracy
[2025-11-25T12:32:09.317860] [INFO ] [LOCAL     ] MHK: Loaded 4 optimal features with 52.60% confidence from JSON config
[2025-11-25T12:32:09.317910] [DEBUG] [MAG       ] Building data for symbol: MHK with lookback: 0
[2025-11-25T12:32:09.318689] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:09.318771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:09.320367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:09.321070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:09.322259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:09.323414] [DEBUG] [REMOTE    ] TROX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:09.324393] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 3 features, N/A% accuracy
[2025-11-25T12:32:09.324466] [INFO ] [LOCAL     ] TROX: Loaded 3 optimal features with 52.66% confidence from JSON config
[2025-11-25T12:32:09.324504] [DEBUG] [MAG       ] Building data for symbol: TROX with lookback: 0
[2025-11-25T12:32:09.325101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:09.325349] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:09.325427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:09.327335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:09.328421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:09.362336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:09.363589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:09.386248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:09.419765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:09.420855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:09.422233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:09.512170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:09.513276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:09.515341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:09.518299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:09.519501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:09.521630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:09.522511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:09.527029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:09.528337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:09.529804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:09.531485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:09.534665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:09.535465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:09.536292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:09.538524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:09.539787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:09.540596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:09.541414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:32:09.542230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:09.545278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:32:09.547065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:09.549687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:32:09.552112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:32:09.556369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:09.576798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:09.578360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:09.580322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:32:09.581209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:09.583021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:09.584836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:32:09.585876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:09.587296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:32:09.588765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:32:09.591172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:32:09.593051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:09.596540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:32:09.598818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:32:09.605174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:09.611187] [DEBUG] [MAG       ] BLE: Last date is validated at 2025-11-24
[2025-11-25T12:32:09.668854] [DEBUG] [MAG       ] MHK: Last date is validated at 2025-11-24
[2025-11-25T12:32:09.731462] [DEBUG] [MAG       ] TROX: Last date is validated at 2025-11-24
[2025-11-25T12:32:09.782819] [DEBUG] [MAG       ] BLE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:09.840483] [DEBUG] [MAG       ] MHK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:09.849671] [INFO ] [LOCAL     ] BLE: Saved forecast.
[2025-11-25T12:32:09.849922] [INFO ] [main      ] BLE: Signal=1 (Conf=90.0%), Magnitude=0.82% (Conf=50.6972%)
[2025-11-25T12:32:09.850385] [INFO ] [main      ] Progress: 107/524 forecasts completed (20.4%). BLE finished in 0.6s. ETA: 1m 17s. Rate: 326.17 forecasts/min
[2025-11-25T12:32:09.850653] [INFO ] [main      ] Fetching symbol history for HL...
[2025-11-25T12:32:09.850762] [DEBUG] [REMOTE    ] HL: Fetching historical data.
[2025-11-25T12:32:09.861775] [DEBUG] [REMOTE    ] HL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:09.862751] [DEBUG] [LOCAL     ] Loaded configuration for HL: 4 features, N/A% accuracy
[2025-11-25T12:32:09.862876] [INFO ] [LOCAL     ] HL: Loaded 4 optimal features with 51.14% confidence from JSON config
[2025-11-25T12:32:09.862974] [DEBUG] [MAG       ] Building data for symbol: HL with lookback: 0
[2025-11-25T12:32:09.863841] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:09.863972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:09.868942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:09.869708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:09.870505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:32:09.874515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:09.903577] [DEBUG] [MAG       ] TROX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:09.954221] [DEBUG] [MAG       ] DHF: Last date is validated at 2025-11-24
[2025-11-25T12:32:09.980408] [INFO ] [LOCAL     ] TROX: Saved forecast.
[2025-11-25T12:32:09.980656] [INFO ] [main      ] TROX: Signal=1 (Conf=90.0%), Magnitude=4.83% (Conf=52.6574%)
[2025-11-25T12:32:09.981149] [INFO ] [main      ] Fetching symbol history for RSI...
[2025-11-25T12:32:09.981266] [DEBUG] [REMOTE    ] RSI: Fetching historical data.
[2025-11-25T12:32:09.981716] [INFO ] [main      ] Progress: 108/524 forecasts completed (20.6%). TROX finished in 0.7s. ETA: 1m 16s. Rate: 327.04 forecasts/min
[2025-11-25T12:32:09.993998] [DEBUG] [REMOTE    ] RSI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:09.995384] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 6 features, N/A% accuracy
[2025-11-25T12:32:09.995514] [INFO ] [LOCAL     ] RSI: Loaded 6 optimal features with 59.91% confidence from JSON config
[2025-11-25T12:32:09.995614] [DEBUG] [MAG       ] Building data for symbol: RSI with lookback: 0
[2025-11-25T12:32:09.996497] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:09.996632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:10.002466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:10.005308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:10.006094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:10.006816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:10.007391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:10.008289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:10.140352] [INFO ] [LOCAL     ] MHK: Saved forecast.
[2025-11-25T12:32:10.140624] [INFO ] [main      ] MHK: Signal=1 (Conf=90.0%), Magnitude=-1.92% (Conf=52.596%)
[2025-11-25T12:32:10.140877] [INFO ] [main      ] Fetching symbol history for SREA...
[2025-11-25T12:32:10.140995] [DEBUG] [REMOTE    ] SREA: Fetching historical data.
[2025-11-25T12:32:10.142077] [INFO ] [main      ] Progress: 109/524 forecasts completed (20.8%). MHK finished in 0.8s. ETA: 1m 16s. Rate: 327.42 forecasts/min
[2025-11-25T12:32:10.142155] [DEBUG] [MAG       ] DHF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:10.153859] [DEBUG] [REMOTE    ] SREA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:10.155094] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 1 features, N/A% accuracy
[2025-11-25T12:32:10.155231] [INFO ] [LOCAL     ] SREA: Loaded 1 optimal features with 48.66% confidence from JSON config
[2025-11-25T12:32:10.155335] [DEBUG] [MAG       ] Building data for symbol: SREA with lookback: 0
[2025-11-25T12:32:10.156202] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:10.156340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:10.161391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:10.215462] [DEBUG] [MAG       ] HL: Last date is validated at 2025-11-24
[2025-11-25T12:32:10.359931] [DEBUG] [MAG       ] RSI: Last date is validated at 2025-11-24
[2025-11-25T12:32:10.389204] [DEBUG] [MAG       ] HL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:10.446273] [INFO ] [LOCAL     ] DHF: Saved forecast.
[2025-11-25T12:32:10.446437] [INFO ] [main      ] DHF: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-11-25T12:32:10.446614] [INFO ] [main      ] Fetching symbol history for SST...
[2025-11-25T12:32:10.446686] [DEBUG] [REMOTE    ] SST: Fetching historical data.
[2025-11-25T12:32:10.446963] [INFO ] [main      ] Progress: 110/524 forecasts completed (21.0%). DHF finished in 1.3s. ETA: 1m 16s. Rate: 325.45 forecasts/min
[2025-11-25T12:32:10.460235] [DEBUG] [REMOTE    ] SST: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:10.461222] [DEBUG] [LOCAL     ] Loaded configuration for SST: 2 features, N/A% accuracy
[2025-11-25T12:32:10.461299] [INFO ] [LOCAL     ] SST: Loaded 2 optimal features with 59.71% confidence from JSON config
[2025-11-25T12:32:10.461353] [DEBUG] [MAG       ] Building data for symbol: SST with lookback: 0
[2025-11-25T12:32:10.462173] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:10.462271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:10.467480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:10.470363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:10.470391] [INFO ] [LOCAL     ] HL: Saved forecast.
[2025-11-25T12:32:10.470545] [INFO ] [main      ] HL: Signal=1 (Conf=90.0%), Magnitude=1.37% (Conf=51.1404%)
[2025-11-25T12:32:10.470793] [INFO ] [main      ] Fetching symbol history for PEB...
[2025-11-25T12:32:10.470905] [DEBUG] [REMOTE    ] PEB: Fetching historical data.
[2025-11-25T12:32:10.471917] [INFO ] [main      ] Progress: 111/524 forecasts completed (21.2%). HL finished in 0.6s. ETA: 1m 16s. Rate: 328.01 forecasts/min
[2025-11-25T12:32:10.483734] [DEBUG] [REMOTE    ] PEB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:10.484925] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 5 features, N/A% accuracy
[2025-11-25T12:32:10.485047] [INFO ] [LOCAL     ] PEB: Loaded 5 optimal features with 47.69% confidence from JSON config
[2025-11-25T12:32:10.485147] [DEBUG] [MAG       ] Building data for symbol: PEB with lookback: 0
[2025-11-25T12:32:10.486026] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:10.486160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:10.487164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:10.489175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:10.491974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:10.494152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:10.494980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:10.512196] [DEBUG] [MAG       ] SREA: Last date is validated at 2025-11-24
[2025-11-25T12:32:10.537187] [DEBUG] [MAG       ] RSI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:10.622025] [INFO ] [LOCAL     ] RSI: Saved forecast.
[2025-11-25T12:32:10.622279] [INFO ] [main      ] RSI: Signal=1 (Conf=90.0%), Magnitude=-1.45% (Conf=59.9138%)
[2025-11-25T12:32:10.622702] [INFO ] [main      ] Progress: 112/524 forecasts completed (21.4%). RSI finished in 0.6s. ETA: 1m 15s. Rate: 328.52 forecasts/min
[2025-11-25T12:32:10.622891] [INFO ] [main      ] Fetching symbol history for ARCO...
[2025-11-25T12:32:10.622996] [DEBUG] [REMOTE    ] ARCO: Fetching historical data.
[2025-11-25T12:32:10.636101] [DEBUG] [REMOTE    ] ARCO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:10.637287] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 7 features, N/A% accuracy
[2025-11-25T12:32:10.637410] [INFO ] [LOCAL     ] ARCO: Loaded 7 optimal features with 55.72% confidence from JSON config
[2025-11-25T12:32:10.637508] [DEBUG] [MAG       ] Building data for symbol: ARCO with lookback: 0
[2025-11-25T12:32:10.638365] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:10.638509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:10.643446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:10.645300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:10.681314] [DEBUG] [MAG       ] SREA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:10.690231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:10.691857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:10.694736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:10.696837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:10.698274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:10.746017] [INFO ] [LOCAL     ] SREA: Saved forecast.
[2025-11-25T12:32:10.746286] [INFO ] [main      ] SREA: Signal=1 (Conf=90.0%), Magnitude=-0.23% (Conf=48.6559%)
[2025-11-25T12:32:10.746739] [INFO ] [main      ] Fetching symbol history for BGB...
[2025-11-25T12:32:10.746873] [DEBUG] [REMOTE    ] BGB: Fetching historical data.
[2025-11-25T12:32:10.747724] [INFO ] [main      ] Progress: 113/524 forecasts completed (21.6%). SREA finished in 0.6s. ETA: 1m 15s. Rate: 329.44 forecasts/min
[2025-11-25T12:32:10.759706] [DEBUG] [REMOTE    ] BGB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:10.760781] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 8 features, N/A% accuracy
[2025-11-25T12:32:10.760918] [INFO ] [LOCAL     ] BGB: Loaded 8 optimal features with 49.03% confidence from JSON config
[2025-11-25T12:32:10.761024] [DEBUG] [MAG       ] Building data for symbol: BGB with lookback: 0
[2025-11-25T12:32:10.761829] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:10.761969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:10.766844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:10.768765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:10.769363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:10.769864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:10.813574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:10.814813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:10.815523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:10.816323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:10.827220] [DEBUG] [MAG       ] SST: Last date is validated at 2025-11-24
[2025-11-25T12:32:10.833022] [DEBUG] [MAG       ] PEB: Last date is validated at 2025-11-24
[2025-11-25T12:32:11.004487] [DEBUG] [MAG       ] PEB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:11.004367] [DEBUG] [MAG       ] SST: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:11.040433] [DEBUG] [MAG       ] ARCO: Last date is validated at 2025-11-24
[2025-11-25T12:32:11.085465] [INFO ] [LOCAL     ] PEB: Saved forecast.
[2025-11-25T12:32:11.085576] [INFO ] [main      ] PEB: Signal=1 (Conf=90.0%), Magnitude=5.07% (Conf=47.6917%)
[2025-11-25T12:32:11.085895] [INFO ] [main      ] Fetching symbol history for BW...
[2025-11-25T12:32:11.086176] [DEBUG] [REMOTE    ] BW: Fetching historical data.
[2025-11-25T12:32:11.086727] [INFO ] [main      ] Progress: 114/524 forecasts completed (21.8%). PEB finished in 0.6s. ETA: 1m 15s. Rate: 326.97 forecasts/min
[2025-11-25T12:32:11.098660] [DEBUG] [REMOTE    ] BW: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:11.098567] [INFO ] [LOCAL     ] SST: Saved forecast.
[2025-11-25T12:32:11.098858] [INFO ] [main      ] SST: Signal=1 (Conf=90.0%), Magnitude=12.81% (Conf=59.7071%)
[2025-11-25T12:32:11.099097] [INFO ] [main      ] Fetching symbol history for EOD...
[2025-11-25T12:32:11.099210] [DEBUG] [REMOTE    ] EOD: Fetching historical data.
[2025-11-25T12:32:11.099735] [DEBUG] [LOCAL     ] Loaded configuration for BW: 6 features, N/A% accuracy
[2025-11-25T12:32:11.099708] [INFO ] [main      ] Progress: 115/524 forecasts completed (21.9%). SST finished in 0.7s. ETA: 1m 14s. Rate: 329.63 forecasts/min
[2025-11-25T12:32:11.099802] [INFO ] [LOCAL     ] BW: Loaded 6 optimal features with 37.25% confidence from JSON config
[2025-11-25T12:32:11.099841] [DEBUG] [MAG       ] Building data for symbol: BW with lookback: 0
[2025-11-25T12:32:11.100602] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:11.100696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:11.105603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:11.107486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:11.108078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:11.108558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:11.110996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:32:11.112207] [DEBUG] [REMOTE    ] EOD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:11.113446] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 11 features, N/A% accuracy
[2025-11-25T12:32:11.113515] [INFO ] [LOCAL     ] EOD: Loaded 11 optimal features with 25.30% confidence from JSON config
[2025-11-25T12:32:11.113553] [DEBUG] [MAG       ] Building data for symbol: EOD with lookback: 0
[2025-11-25T12:32:11.114374] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:32:11.114456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:11.115215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:11.116293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:11.116861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:11.117310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:11.119001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:11.156385] [DEBUG] [MAG       ] BGB: Last date is validated at 2025-11-24
[2025-11-25T12:32:11.165664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:11.166997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:11.168465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:11.170615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:11.191283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:11.193154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:11.194899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:11.213080] [DEBUG] [MAG       ] ARCO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:11.291471] [INFO ] [LOCAL     ] ARCO: Saved forecast.
[2025-11-25T12:32:11.291739] [INFO ] [main      ] ARCO: Signal=1 (Conf=90.0%), Magnitude=-3.13% (Conf=55.7169%)
[2025-11-25T12:32:11.291959] [INFO ] [main      ] Fetching symbol history for PKX...
[2025-11-25T12:32:11.292069] [DEBUG] [REMOTE    ] PKX: Fetching historical data.
[2025-11-25T12:32:11.293311] [INFO ] [main      ] Progress: 116/524 forecasts completed (22.1%). ARCO finished in 0.7s. ETA: 1m 14s. Rate: 329.45 forecasts/min
[2025-11-25T12:32:11.304001] [DEBUG] [REMOTE    ] PKX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:11.305204] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 3 features, N/A% accuracy
[2025-11-25T12:32:11.305327] [INFO ] [LOCAL     ] PKX: Loaded 3 optimal features with 48.58% confidence from JSON config
[2025-11-25T12:32:11.305438] [DEBUG] [MAG       ] Building data for symbol: PKX with lookback: 0
[2025-11-25T12:32:11.306289] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:11.306421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:11.329761] [DEBUG] [MAG       ] BGB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:11.350486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:11.352259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:11.353764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:11.409197] [INFO ] [LOCAL     ] BGB: Saved forecast.
[2025-11-25T12:32:11.409488] [INFO ] [main      ] BGB: Signal=1 (Conf=90.0%), Magnitude=0.11% (Conf=49.0296%)
[2025-11-25T12:32:11.409768] [INFO ] [main      ] Fetching symbol history for CIG...
[2025-11-25T12:32:11.409891] [DEBUG] [REMOTE    ] CIG: Fetching historical data.
[2025-11-25T12:32:11.411730] [INFO ] [main      ] Progress: 117/524 forecasts completed (22.3%). BGB finished in 0.7s. ETA: 1m 14s. Rate: 330.44 forecasts/min
[2025-11-25T12:32:11.423254] [DEBUG] [REMOTE    ] CIG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:11.424501] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 11 features, N/A% accuracy
[2025-11-25T12:32:11.424670] [INFO ] [LOCAL     ] CIG: Loaded 11 optimal features with 14.51% confidence from JSON config
[2025-11-25T12:32:11.424785] [DEBUG] [MAG       ] Building data for symbol: CIG with lookback: 0
[2025-11-25T12:32:11.425824] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:32:11.425983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:11.431216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:11.433367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:11.434096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:11.434639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:11.435155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:11.436078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:11.437064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:11.439974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:11.454698] [DEBUG] [MAG       ] BW: Last date is validated at 2025-11-24
[2025-11-25T12:32:11.542902] [DEBUG] [MAG       ] EOD: Last date is validated at 2025-11-24
[2025-11-25T12:32:11.571140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:11.573525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:11.575013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:11.623169] [DEBUG] [MAG       ] BW: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:11.697594] [INFO ] [LOCAL     ] BW: Saved forecast.
[2025-11-25T12:32:11.697744] [INFO ] [main      ] BW: Signal=1 (Conf=90.0%), Magnitude=-9.00% (Conf=37.246%)
[2025-11-25T12:32:11.697615] [DEBUG] [MAG       ] PKX: Last date is validated at 2025-11-24
[2025-11-25T12:32:11.698196] [INFO ] [main      ] Fetching symbol history for SBI...
[2025-11-25T12:32:11.698309] [DEBUG] [REMOTE    ] SBI: Fetching historical data.
[2025-11-25T12:32:11.698729] [INFO ] [main      ] Progress: 118/524 forecasts completed (22.5%). BW finished in 0.6s. ETA: 1m 14s. Rate: 328.82 forecasts/min
[2025-11-25T12:32:11.710117] [DEBUG] [REMOTE    ] SBI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:11.711221] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 16 features, N/A% accuracy
[2025-11-25T12:32:11.711341] [INFO ] [LOCAL     ] SBI: Loaded 16 optimal features with 16.16% confidence from JSON config
[2025-11-25T12:32:11.711437] [DEBUG] [MAG       ] Building data for symbol: SBI with lookback: 0
[2025-11-25T12:32:11.712278] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-25T12:32:11.712368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:11.717289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:11.719146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:11.719679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:11.719572] [DEBUG] [MAG       ] EOD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:11.720141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:11.720565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:11.721325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:11.722151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:11.724583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:11.851443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:11.853279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:11.875749] [DEBUG] [MAG       ] PKX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:11.892972] [INFO ] [LOCAL     ] EOD: Saved forecast.
[2025-11-25T12:32:11.893224] [INFO ] [main      ] EOD: Signal=1 (Conf=90.0%), Magnitude=0.28% (Conf=25.2952%)
[2025-11-25T12:32:11.893740] [INFO ] [main      ] Fetching symbol history for GBX...
[2025-11-25T12:32:11.893860] [DEBUG] [REMOTE    ] GBX: Fetching historical data.
[2025-11-25T12:32:11.895710] [INFO ] [main      ] Progress: 119/524 forecasts completed (22.7%). EOD finished in 0.8s. ETA: 1m 14s. Rate: 328.60 forecasts/min
[2025-11-25T12:32:11.897342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:11.898438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:11.906227] [DEBUG] [REMOTE    ] GBX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:11.907512] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 6 features, N/A% accuracy
[2025-11-25T12:32:11.907707] [INFO ] [LOCAL     ] GBX: Loaded 6 optimal features with 41.18% confidence from JSON config
[2025-11-25T12:32:11.907811] [DEBUG] [MAG       ] Building data for symbol: GBX with lookback: 0
[2025-11-25T12:32:11.908786] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:11.908923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:11.910777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:11.911392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:11.911907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:11.912812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:11.913837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:32:11.916102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:11.942597] [DEBUG] [MAG       ] CIG: Last date is validated at 2025-11-24
[2025-11-25T12:32:11.955413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:11.956712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:11.958104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:11.986620] [INFO ] [LOCAL     ] PKX: Saved forecast.
[2025-11-25T12:32:11.986898] [INFO ] [main      ] PKX: Signal=1 (Conf=90.0%), Magnitude=-2.03% (Conf=48.5815%)
[2025-11-25T12:32:11.987353] [INFO ] [main      ] Progress: 120/524 forecasts completed (22.9%). PKX finished in 0.7s. ETA: 1m 13s. Rate: 329.97 forecasts/min
[2025-11-25T12:32:11.987540] [INFO ] [main      ] Fetching symbol history for CWAN...
[2025-11-25T12:32:11.987673] [DEBUG] [REMOTE    ] CWAN: Fetching historical data.
[2025-11-25T12:32:11.999886] [DEBUG] [REMOTE    ] CWAN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:12.001044] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 4 features, N/A% accuracy
[2025-11-25T12:32:12.001173] [INFO ] [LOCAL     ] CWAN: Loaded 4 optimal features with 46.73% confidence from JSON config
[2025-11-25T12:32:12.001271] [DEBUG] [MAG       ] Building data for symbol: CWAN with lookback: 0
[2025-11-25T12:32:12.002143] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:12.002275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:12.007227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:12.009166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:12.009756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:12.012495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:12.043934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:12.115552] [DEBUG] [MAG       ] CIG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:12.183665] [INFO ] [LOCAL     ] CIG: Saved forecast.
[2025-11-25T12:32:12.183926] [INFO ] [main      ] CIG: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=14.5147%)
[2025-11-25T12:32:12.184358] [INFO ] [main      ] Fetching symbol history for MGA...
[2025-11-25T12:32:12.184482] [DEBUG] [REMOTE    ] MGA: Fetching historical data.
[2025-11-25T12:32:12.185726] [INFO ] [main      ] Progress: 121/524 forecasts completed (23.1%). CIG finished in 0.8s. ETA: 1m 13s. Rate: 329.73 forecasts/min
[2025-11-25T12:32:12.195987] [DEBUG] [REMOTE    ] MGA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:12.197386] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 4 features, N/A% accuracy
[2025-11-25T12:32:12.197518] [INFO ] [LOCAL     ] MGA: Loaded 4 optimal features with 64.55% confidence from JSON config
[2025-11-25T12:32:12.197625] [DEBUG] [MAG       ] Building data for symbol: MGA with lookback: 0
[2025-11-25T12:32:12.198527] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:12.198684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:12.254835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:12.258152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:12.259602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:32:12.260857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:12.265169] [DEBUG] [MAG       ] GBX: Last date is validated at 2025-11-24
[2025-11-25T12:32:12.354429] [DEBUG] [MAG       ] CWAN: Last date is validated at 2025-11-24
[2025-11-25T12:32:12.379134] [DEBUG] [MAG       ] SBI: Last date is validated at 2025-11-24
[2025-11-25T12:32:12.441988] [DEBUG] [MAG       ] GBX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:12.525921] [DEBUG] [MAG       ] CWAN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:12.547575] [DEBUG] [MAG       ] SBI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:12.556987] [INFO ] [LOCAL     ] GBX: Saved forecast.
[2025-11-25T12:32:12.557263] [INFO ] [main      ] GBX: Signal=1 (Conf=90.0%), Magnitude=3.07% (Conf=41.182%)
[2025-11-25T12:32:12.557493] [INFO ] [main      ] Fetching symbol history for NXC...
[2025-11-25T12:32:12.557602] [DEBUG] [REMOTE    ] NXC: Fetching historical data.
[2025-11-25T12:32:12.558035] [INFO ] [main      ] Progress: 122/524 forecasts completed (23.3%). GBX finished in 0.7s. ETA: 1m 14s. Rate: 326.92 forecasts/min
[2025-11-25T12:32:12.569831] [DEBUG] [REMOTE    ] NXC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:12.570920] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 9 features, N/A% accuracy
[2025-11-25T12:32:12.571057] [INFO ] [LOCAL     ] NXC: Loaded 9 optimal features with 38.27% confidence from JSON config
[2025-11-25T12:32:12.571156] [DEBUG] [MAG       ] Building data for symbol: NXC with lookback: 0
[2025-11-25T12:32:12.572039] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:12.572178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:12.577107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:12.578109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:12.578802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:12.580723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:12.581315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:12.582498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:12.584267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:12.585448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:32:12.586298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:12.607812] [DEBUG] [MAG       ] MGA: Last date is validated at 2025-11-24
[2025-11-25T12:32:12.620763] [INFO ] [LOCAL     ] SBI: Saved forecast.
[2025-11-25T12:32:12.621005] [INFO ] [main      ] SBI: Signal=1 (Conf=90.0%), Magnitude=-0.39% (Conf=16.1575%)
[2025-11-25T12:32:12.621404] [INFO ] [main      ] Fetching symbol history for LCII...
[2025-11-25T12:32:12.621395] [INFO ] [main      ] Progress: 123/524 forecasts completed (23.5%). SBI finished in 0.9s. ETA: 1m 13s. Rate: 328.67 forecasts/min
[2025-11-25T12:32:12.621550] [DEBUG] [REMOTE    ] LCII: Fetching historical data.
[2025-11-25T12:32:12.633088] [DEBUG] [REMOTE    ] LCII: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:12.633576] [INFO ] [LOCAL     ] CWAN: Saved forecast.
[2025-11-25T12:32:12.633831] [INFO ] [main      ] CWAN: Signal=1 (Conf=90.0%), Magnitude=6.92% (Conf=46.7338%)
[2025-11-25T12:32:12.634050] [INFO ] [main      ] Fetching symbol history for MCI...
[2025-11-25T12:32:12.634125] [DEBUG] [REMOTE    ] MCI: Fetching historical data.
[2025-11-25T12:32:12.634259] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 7 features, N/A% accuracy
[2025-11-25T12:32:12.634326] [INFO ] [LOCAL     ] LCII: Loaded 7 optimal features with 43.66% confidence from JSON config
[2025-11-25T12:32:12.634369] [DEBUG] [MAG       ] Building data for symbol: LCII with lookback: 0
[2025-11-25T12:32:12.635149] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:12.635231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:12.636814] [INFO ] [main      ] Progress: 124/524 forecasts completed (23.7%). CWAN finished in 0.6s. ETA: 1m 12s. Rate: 331.12 forecasts/min
[2025-11-25T12:32:12.640274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:12.642154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:12.642744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:12.643219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:12.645640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:12.647062] [DEBUG] [REMOTE    ] MCI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:12.647879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:12.648081] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, N/A% accuracy
[2025-11-25T12:32:12.648170] [INFO ] [LOCAL     ] MCI: Loaded 5 optimal features with 52.41% confidence from JSON config
[2025-11-25T12:32:12.648220] [DEBUG] [MAG       ] Building data for symbol: MCI with lookback: 0
[2025-11-25T12:32:12.649085] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:12.649174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:12.650999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:12.654065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:12.655058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:12.657936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:12.660059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:12.661188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:12.786874] [DEBUG] [MAG       ] MGA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:12.888677] [INFO ] [LOCAL     ] MGA: Saved forecast.
[2025-11-25T12:32:12.888774] [INFO ] [main      ] MGA: Signal=1 (Conf=90.0%), Magnitude=0.37% (Conf=64.553%)
[2025-11-25T12:32:12.889141] [INFO ] [main      ] Fetching symbol history for WBX...
[2025-11-25T12:32:12.889204] [DEBUG] [REMOTE    ] WBX: Fetching historical data.
[2025-11-25T12:32:12.889739] [INFO ] [main      ] Progress: 125/524 forecasts completed (23.9%). MGA finished in 0.7s. ETA: 1m 13s. Rate: 330.07 forecasts/min
[2025-11-25T12:32:12.902525] [DEBUG] [REMOTE    ] WBX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:12.903414] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 2 features, N/A% accuracy
[2025-11-25T12:32:12.903486] [INFO ] [LOCAL     ] WBX: Loaded 2 optimal features with 65.89% confidence from JSON config
[2025-11-25T12:32:12.903526] [DEBUG] [MAG       ] Building data for symbol: WBX with lookback: 0
[2025-11-25T12:32:12.904378] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:12.904455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:12.909570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:12.910333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:12.931738] [DEBUG] [MAG       ] NXC: Last date is validated at 2025-11-24
[2025-11-25T12:32:12.993067] [DEBUG] [MAG       ] LCII: Last date is validated at 2025-11-24
[2025-11-25T12:32:13.006731] [DEBUG] [MAG       ] MCI: Last date is validated at 2025-11-24
[2025-11-25T12:32:13.114314] [DEBUG] [MAG       ] NXC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:13.160804] [DEBUG] [MAG       ] LCII: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:13.179121] [DEBUG] [MAG       ] MCI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:13.182264] [INFO ] [LOCAL     ] NXC: Saved forecast.
[2025-11-25T12:32:13.182502] [INFO ] [main      ] NXC: Signal=1 (Conf=90.0%), Magnitude=0.05% (Conf=38.2694%)
[2025-11-25T12:32:13.182746] [INFO ] [main      ] Fetching symbol history for NABL...
[2025-11-25T12:32:13.182857] [DEBUG] [REMOTE    ] NABL: Fetching historical data.
[2025-11-25T12:32:13.183720] [INFO ] [main      ] Progress: 126/524 forecasts completed (24.0%). NXC finished in 0.6s. ETA: 1m 13s. Rate: 328.46 forecasts/min
[2025-11-25T12:32:13.195819] [DEBUG] [REMOTE    ] NABL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:13.197075] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 6 features, N/A% accuracy
[2025-11-25T12:32:13.197203] [INFO ] [LOCAL     ] NABL: Loaded 6 optimal features with 50.17% confidence from JSON config
[2025-11-25T12:32:13.197301] [DEBUG] [MAG       ] Building data for symbol: NABL with lookback: 0
[2025-11-25T12:32:13.198194] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:13.198331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:13.200213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:13.200836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:13.201342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:13.259327] [DEBUG] [MAG       ] WBX: Last date is validated at 2025-11-24
[2025-11-25T12:32:13.259758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:13.261297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:13.262131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:13.262180] [INFO ] [LOCAL     ] MCI: Saved forecast.
[2025-11-25T12:32:13.262445] [INFO ] [main      ] MCI: Signal=1 (Conf=90.0%), Magnitude=1.23% (Conf=52.4144%)
[2025-11-25T12:32:13.262846] [INFO ] [main      ] Fetching symbol history for AWI...
[2025-11-25T12:32:13.263132] [INFO ] [main      ] Progress: 127/524 forecasts completed (24.2%). MCI finished in 0.6s. ETA: 1m 12s. Rate: 329.93 forecasts/min
[2025-11-25T12:32:13.263030] [DEBUG] [REMOTE    ] AWI: Fetching historical data.
[2025-11-25T12:32:13.275500] [DEBUG] [REMOTE    ] AWI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:13.276919] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 3 features, N/A% accuracy
[2025-11-25T12:32:13.277064] [INFO ] [LOCAL     ] AWI: Loaded 3 optimal features with 54.22% confidence from JSON config
[2025-11-25T12:32:13.277164] [DEBUG] [MAG       ] Building data for symbol: AWI with lookback: 0
[2025-11-25T12:32:13.278015] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:13.278144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:13.283152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:13.285066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:13.285630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:13.297782] [INFO ] [LOCAL     ] LCII: Saved forecast.
[2025-11-25T12:32:13.297992] [INFO ] [main      ] LCII: Signal=1 (Conf=90.0%), Magnitude=0.91% (Conf=43.6611%)
[2025-11-25T12:32:13.298216] [INFO ] [main      ] Fetching symbol history for NLOP...
[2025-11-25T12:32:13.298328] [DEBUG] [REMOTE    ] NLOP: Fetching historical data.
[2025-11-25T12:32:13.298949] [INFO ] [main      ] Progress: 128/524 forecasts completed (24.4%). LCII finished in 0.7s. ETA: 1m 12s. Rate: 332.01 forecasts/min
[2025-11-25T12:32:13.310354] [DEBUG] [REMOTE    ] NLOP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:13.311370] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 6 features, N/A% accuracy
[2025-11-25T12:32:13.311491] [INFO ] [LOCAL     ] NLOP: Loaded 6 optimal features with 51.76% confidence from JSON config
[2025-11-25T12:32:13.311588] [DEBUG] [MAG       ] Building data for symbol: NLOP with lookback: 0
[2025-11-25T12:32:13.312421] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:13.312563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:13.314314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:13.314921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:13.315433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:13.316270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:13.317199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:13.402839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:13.430464] [DEBUG] [MAG       ] WBX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:13.516828] [INFO ] [LOCAL     ] WBX: Saved forecast.
[2025-11-25T12:32:13.517105] [INFO ] [main      ] WBX: Signal=1 (Conf=90.0%), Magnitude=9.60% (Conf=65.8947%)
[2025-11-25T12:32:13.517528] [INFO ] [main      ] Fetching symbol history for TM...
[2025-11-25T12:32:13.517667] [DEBUG] [REMOTE    ] TM: Fetching historical data.
[2025-11-25T12:32:13.517721] [INFO ] [main      ] Progress: 129/524 forecasts completed (24.6%). WBX finished in 0.6s. ETA: 1m 11s. Rate: 331.47 forecasts/min
[2025-11-25T12:32:13.529376] [DEBUG] [REMOTE    ] TM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:13.530571] [DEBUG] [LOCAL     ] Loaded configuration for TM: 3 features, N/A% accuracy
[2025-11-25T12:32:13.530726] [INFO ] [LOCAL     ] TM: Loaded 3 optimal features with 57.20% confidence from JSON config
[2025-11-25T12:32:13.530781] [DEBUG] [MAG       ] Building data for symbol: TM with lookback: 0
[2025-11-25T12:32:13.531601] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:13.531755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:13.536681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:13.537750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:13.617079] [DEBUG] [MAG       ] NABL: Last date is validated at 2025-11-24
[2025-11-25T12:32:13.629636] [DEBUG] [MAG       ] AWI: Last date is validated at 2025-11-24
[2025-11-25T12:32:13.662791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:13.740339] [DEBUG] [MAG       ] NLOP: Last date is validated at 2025-11-24
[2025-11-25T12:32:13.798343] [DEBUG] [MAG       ] NABL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:13.803435] [DEBUG] [MAG       ] AWI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:13.874370] [INFO ] [LOCAL     ] NABL: Saved forecast.
[2025-11-25T12:32:13.874621] [INFO ] [main      ] NABL: Signal=1 (Conf=90.0%), Magnitude=-0.82% (Conf=50.1663%)
[2025-11-25T12:32:13.874866] [INFO ] [main      ] Fetching symbol history for TOST...
[2025-11-25T12:32:13.874976] [DEBUG] [REMOTE    ] TOST: Fetching historical data.
[2025-11-25T12:32:13.876725] [INFO ] [main      ] Progress: 130/524 forecasts completed (24.8%). NABL finished in 0.7s. ETA: 1m 12s. Rate: 328.99 forecasts/min
[2025-11-25T12:32:13.888517] [DEBUG] [REMOTE    ] TOST: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:13.889605] [DEBUG] [LOCAL     ] Loaded configuration for TOST: 3 features, N/A% accuracy
[2025-11-25T12:32:13.889758] [INFO ] [LOCAL     ] TOST: Loaded 3 optimal features with 51.80% confidence from JSON config
[2025-11-25T12:32:13.889860] [DEBUG] [MAG       ] Building data for symbol: TOST with lookback: 0
[2025-11-25T12:32:13.890752] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:13.890884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:13.909021] [DEBUG] [MAG       ] NLOP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:13.922736] [INFO ] [LOCAL     ] AWI: Saved forecast.
[2025-11-25T12:32:13.923001] [INFO ] [main      ] AWI: Signal=1 (Conf=90.0%), Magnitude=-1.32% (Conf=54.2185%)
[2025-11-25T12:32:13.923418] [INFO ] [main      ] Fetching symbol history for NVS...
[2025-11-25T12:32:13.923531] [DEBUG] [REMOTE    ] NVS: Fetching historical data.
[2025-11-25T12:32:13.923708] [INFO ] [main      ] Progress: 131/524 forecasts completed (25.0%). AWI finished in 0.7s. ETA: 1m 11s. Rate: 330.86 forecasts/min
[2025-11-25T12:32:13.935832] [DEBUG] [REMOTE    ] NVS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:13.936798] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 6 features, N/A% accuracy
[2025-11-25T12:32:13.936920] [INFO ] [LOCAL     ] NVS: Loaded 6 optimal features with 47.22% confidence from JSON config
[2025-11-25T12:32:13.937039] [DEBUG] [MAG       ] Building data for symbol: NVS with lookback: 0
[2025-11-25T12:32:13.937928] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:13.938071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:13.938328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:13.943076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:13.943984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:13.944858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:13.946182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:13.949157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:13.950248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:13.994823] [INFO ] [LOCAL     ] NLOP: Saved forecast.
[2025-11-25T12:32:13.994988] [INFO ] [main      ] NLOP: Signal=1 (Conf=90.0%), Magnitude=0.96% (Conf=51.7626%)
[2025-11-25T12:32:13.995190] [INFO ] [main      ] Fetching symbol history for STK...
[2025-11-25T12:32:13.995246] [DEBUG] [REMOTE    ] STK: Fetching historical data.
[2025-11-25T12:32:13.996036] [INFO ] [main      ] Progress: 132/524 forecasts completed (25.2%). NLOP finished in 0.7s. ETA: 1m 11s. Rate: 332.37 forecasts/min
[2025-11-25T12:32:13.999388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:14.001369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:14.007364] [DEBUG] [MAG       ] TM: Last date is validated at 2025-11-24
[2025-11-25T12:32:14.008103] [DEBUG] [REMOTE    ] STK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:14.008920] [DEBUG] [LOCAL     ] Loaded configuration for STK: 5 features, N/A% accuracy
[2025-11-25T12:32:14.008985] [INFO ] [LOCAL     ] STK: Loaded 5 optimal features with 54.49% confidence from JSON config
[2025-11-25T12:32:14.009021] [DEBUG] [MAG       ] Building data for symbol: STK with lookback: 0
[2025-11-25T12:32:14.009810] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:14.009885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:14.014658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:14.016462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:14.016978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:14.060635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:14.061730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:14.177926] [DEBUG] [MAG       ] TM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:14.299956] [DEBUG] [MAG       ] NVS: Last date is validated at 2025-11-24
[2025-11-25T12:32:14.313382] [INFO ] [LOCAL     ] TM: Saved forecast.
[2025-11-25T12:32:14.313639] [INFO ] [main      ] TM: Signal=1 (Conf=90.0%), Magnitude=1.24% (Conf=57.2026%)
[2025-11-25T12:32:14.313896] [INFO ] [main      ] Fetching symbol history for MUC...
[2025-11-25T12:32:14.314020] [DEBUG] [REMOTE    ] MUC: Fetching historical data.
[2025-11-25T12:32:14.315746] [INFO ] [main      ] Progress: 133/524 forecasts completed (25.4%). TM finished in 0.8s. ETA: 1m 11s. Rate: 330.46 forecasts/min
[2025-11-25T12:32:14.327724] [DEBUG] [REMOTE    ] MUC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:14.328806] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 10 features, N/A% accuracy
[2025-11-25T12:32:14.328943] [INFO ] [LOCAL     ] MUC: Loaded 10 optimal features with 58.51% confidence from JSON config
[2025-11-25T12:32:14.329053] [DEBUG] [MAG       ] Building data for symbol: MUC with lookback: 0
[2025-11-25T12:32:14.329951] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:32:14.330096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:14.335264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:14.336369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:14.338587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:32:14.340995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:14.342908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:14.343473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:14.344624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:14.346412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:14.347618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:32:14.348514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:14.353229] [DEBUG] [MAG       ] TOST: Last date is validated at 2025-11-24
[2025-11-25T12:32:14.404170] [DEBUG] [MAG       ] STK: Last date is validated at 2025-11-24
[2025-11-25T12:32:14.473208] [DEBUG] [MAG       ] NVS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:14.525180] [DEBUG] [MAG       ] TOST: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:14.573203] [DEBUG] [MAG       ] STK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:14.594083] [INFO ] [LOCAL     ] NVS: Saved forecast.
[2025-11-25T12:32:14.594320] [INFO ] [main      ] NVS: Signal=1 (Conf=90.0%), Magnitude=0.52% (Conf=47.2228%)
[2025-11-25T12:32:14.594731] [INFO ] [main      ] Fetching symbol history for C...
[2025-11-25T12:32:14.594848] [DEBUG] [REMOTE    ] C: Fetching historical data.
[2025-11-25T12:32:14.595707] [INFO ] [main      ] Progress: 134/524 forecasts completed (25.6%). NVS finished in 0.7s. ETA: 1m 11s. Rate: 329.13 forecasts/min
[2025-11-25T12:32:14.607480] [DEBUG] [REMOTE    ] C: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:14.608671] [DEBUG] [LOCAL     ] Loaded configuration for C: 6 features, N/A% accuracy
[2025-11-25T12:32:14.608792] [INFO ] [LOCAL     ] C: Loaded 6 optimal features with 65.80% confidence from JSON config
[2025-11-25T12:32:14.608887] [DEBUG] [MAG       ] Building data for symbol: C with lookback: 0
[2025-11-25T12:32:14.609747] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:14.609877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:14.614687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:14.616557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:14.617156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:14.617629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:14.635497] [INFO ] [LOCAL     ] TOST: Saved forecast.
[2025-11-25T12:32:14.635765] [INFO ] [main      ] TOST: Signal=1 (Conf=90.0%), Magnitude=-2.41% (Conf=51.8015%)
[2025-11-25T12:32:14.635990] [INFO ] [main      ] Fetching symbol history for EOG...
[2025-11-25T12:32:14.636100] [DEBUG] [REMOTE    ] EOG: Fetching historical data.
[2025-11-25T12:32:14.636393] [INFO ] [main      ] Progress: 135/524 forecasts completed (25.8%). TOST finished in 0.8s. ETA: 1m 11s. Rate: 331.03 forecasts/min
[2025-11-25T12:32:14.649939] [DEBUG] [REMOTE    ] EOG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:14.651110] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 4 features, N/A% accuracy
[2025-11-25T12:32:14.651243] [INFO ] [LOCAL     ] EOG: Loaded 4 optimal features with 55.70% confidence from JSON config
[2025-11-25T12:32:14.651343] [DEBUG] [MAG       ] Building data for symbol: EOG with lookback: 0
[2025-11-25T12:32:14.652308] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:14.652446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:14.657615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:14.660332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:14.661507] [INFO ] [LOCAL     ] STK: Saved forecast.
[2025-11-25T12:32:14.661764] [INFO ] [main      ] STK: Signal=1 (Conf=90.0%), Magnitude=4.45% (Conf=54.489%)
[2025-11-25T12:32:14.661988] [INFO ] [main      ] Fetching symbol history for VAC...
[2025-11-25T12:32:14.662098] [DEBUG] [REMOTE    ] VAC: Fetching historical data.
[2025-11-25T12:32:14.662982] [INFO ] [main      ] Progress: 136/524 forecasts completed (26.0%). STK finished in 0.7s. ETA: 1m 10s. Rate: 333.12 forecasts/min
[2025-11-25T12:32:14.675357] [DEBUG] [REMOTE    ] VAC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:14.676274] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 4 features, N/A% accuracy
[2025-11-25T12:32:14.676397] [INFO ] [LOCAL     ] VAC: Loaded 4 optimal features with 49.65% confidence from JSON config
[2025-11-25T12:32:14.676493] [DEBUG] [MAG       ] Building data for symbol: VAC with lookback: 0
[2025-11-25T12:32:14.677361] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:14.677501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:14.678437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:14.679274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:14.680048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:32:14.681699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:14.715016] [DEBUG] [MAG       ] MUC: Last date is validated at 2025-11-24
[2025-11-25T12:32:14.744314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:14.752669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:14.754987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:14.800734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:14.905450] [DEBUG] [MAG       ] MUC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:14.983271] [INFO ] [LOCAL     ] MUC: Saved forecast.
[2025-11-25T12:32:14.983539] [INFO ] [main      ] MUC: Signal=1 (Conf=90.0%), Magnitude=0.26% (Conf=58.5059%)
[2025-11-25T12:32:14.983952] [INFO ] [main      ] Fetching symbol history for GD...
[2025-11-25T12:32:14.984075] [DEBUG] [REMOTE    ] GD: Fetching historical data.
[2025-11-25T12:32:14.984721] [INFO ] [main      ] Progress: 137/524 forecasts completed (26.1%). MUC finished in 0.7s. ETA: 1m 10s. Rate: 331.22 forecasts/min
[2025-11-25T12:32:14.996486] [DEBUG] [REMOTE    ] GD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:14.997724] [DEBUG] [LOCAL     ] Loaded configuration for GD: 1 features, N/A% accuracy
[2025-11-25T12:32:14.997861] [INFO ] [LOCAL     ] GD: Loaded 1 optimal features with 61.78% confidence from JSON config
[2025-11-25T12:32:14.997968] [DEBUG] [MAG       ] Building data for symbol: GD with lookback: 0
[2025-11-25T12:32:14.998884] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:14.999025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:15.000062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:15.020318] [DEBUG] [MAG       ] VAC: Last date is validated at 2025-11-24
[2025-11-25T12:32:15.110703] [DEBUG] [MAG       ] EOG: Last date is validated at 2025-11-24
[2025-11-25T12:32:15.145387] [DEBUG] [MAG       ] C: Last date is validated at 2025-11-24
[2025-11-25T12:32:15.190147] [DEBUG] [MAG       ] VAC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:15.287593] [DEBUG] [MAG       ] EOG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:15.315602] [DEBUG] [MAG       ] C: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:15.331752] [INFO ] [LOCAL     ] VAC: Saved forecast.
[2025-11-25T12:32:15.332014] [INFO ] [main      ] VAC: Signal=1 (Conf=90.0%), Magnitude=2.06% (Conf=49.6509%)
[2025-11-25T12:32:15.332237] [INFO ] [main      ] Fetching symbol history for PKST...
[2025-11-25T12:32:15.332356] [DEBUG] [REMOTE    ] PKST: Fetching historical data.
[2025-11-25T12:32:15.332675] [INFO ] [main      ] Progress: 138/524 forecasts completed (26.3%). VAC finished in 0.7s. ETA: 1m 10s. Rate: 329.03 forecasts/min
[2025-11-25T12:32:15.344496] [DEBUG] [REMOTE    ] PKST: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:15.345881] [DEBUG] [LOCAL     ] Loaded configuration for PKST: 3 features, N/A% accuracy
[2025-11-25T12:32:15.346029] [INFO ] [LOCAL     ] PKST: Loaded 3 optimal features with 57.33% confidence from JSON config
[2025-11-25T12:32:15.346127] [DEBUG] [MAG       ] Building data for symbol: PKST with lookback: 0
[2025-11-25T12:32:15.347214] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:15.347380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:15.352510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:15.354486] [DEBUG] [MAG       ] GD: Last date is validated at 2025-11-24
[2025-11-25T12:32:15.354859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:15.355499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:15.432262] [INFO ] [LOCAL     ] EOG: Saved forecast.
[2025-11-25T12:32:15.432527] [INFO ] [main      ] EOG: Signal=1 (Conf=90.0%), Magnitude=0.35% (Conf=55.6969%)
[2025-11-25T12:32:15.432776] [INFO ] [main      ] Fetching symbol history for BKH...
[2025-11-25T12:32:15.432892] [DEBUG] [REMOTE    ] BKH: Fetching historical data.
[2025-11-25T12:32:15.434813] [INFO ] [main      ] Progress: 139/524 forecasts completed (26.5%). EOG finished in 0.8s. ETA: 1m 10s. Rate: 330.07 forecasts/min
[2025-11-25T12:32:15.440046] [INFO ] [LOCAL     ] C: Saved forecast.
[2025-11-25T12:32:15.440294] [INFO ] [main      ] C: Signal=1 (Conf=90.0%), Magnitude=-0.62% (Conf=65.7997%)
[2025-11-25T12:32:15.440518] [INFO ] [main      ] Fetching symbol history for CLW...
[2025-11-25T12:32:15.440629] [DEBUG] [REMOTE    ] CLW: Fetching historical data.
[2025-11-25T12:32:15.441712] [INFO ] [main      ] Progress: 140/524 forecasts completed (26.7%). C finished in 0.8s. ETA: 1m 9s. Rate: 332.35 forecasts/min
[2025-11-25T12:32:15.445799] [DEBUG] [REMOTE    ] BKH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:15.446993] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 9 features, N/A% accuracy
[2025-11-25T12:32:15.447088] [INFO ] [LOCAL     ] BKH: Loaded 9 optimal features with 55.05% confidence from JSON config
[2025-11-25T12:32:15.447126] [DEBUG] [MAG       ] Building data for symbol: BKH with lookback: 0
[2025-11-25T12:32:15.448113] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:15.448202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:15.453179] [DEBUG] [REMOTE    ] CLW: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:15.453499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:15.454942] [DEBUG] [LOCAL     ] Loaded configuration for CLW: 4 features, N/A% accuracy
[2025-11-25T12:32:15.455013] [INFO ] [LOCAL     ] CLW: Loaded 4 optimal features with 60.30% confidence from JSON config
[2025-11-25T12:32:15.455051] [DEBUG] [MAG       ] Building data for symbol: CLW with lookback: 0
[2025-11-25T12:32:15.455634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:15.455921] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:15.455998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:15.456333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:15.456818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:15.460885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:15.503615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:15.504673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:15.505259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:15.506667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:32:15.509292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:15.517844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:15.519495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:15.521264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:15.527043] [DEBUG] [MAG       ] GD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:15.689359] [INFO ] [LOCAL     ] GD: Saved forecast.
[2025-11-25T12:32:15.689617] [INFO ] [main      ] GD: Signal=1 (Conf=90.0%), Magnitude=0.22% (Conf=61.7785%)
[2025-11-25T12:32:15.690039] [INFO ] [main      ] Fetching symbol history for BRT...
[2025-11-25T12:32:15.690169] [DEBUG] [REMOTE    ] BRT: Fetching historical data.
[2025-11-25T12:32:15.690744] [INFO ] [main      ] Progress: 141/524 forecasts completed (26.9%). GD finished in 0.7s. ETA: 1m 9s. Rate: 331.46 forecasts/min
[2025-11-25T12:32:15.702469] [DEBUG] [REMOTE    ] BRT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:15.703551] [DEBUG] [LOCAL     ] Loaded configuration for BRT: 3 features, N/A% accuracy
[2025-11-25T12:32:15.703707] [INFO ] [LOCAL     ] BRT: Loaded 3 optimal features with 48.94% confidence from JSON config
[2025-11-25T12:32:15.703821] [DEBUG] [MAG       ] Building data for symbol: BRT with lookback: 0
[2025-11-25T12:32:15.704719] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:15.704858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:15.709046] [DEBUG] [MAG       ] PKST: Last date is validated at 2025-11-24
[2025-11-25T12:32:15.710229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:15.711743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:15.713587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:15.864511] [DEBUG] [MAG       ] CLW: Last date is validated at 2025-11-24
[2025-11-25T12:32:15.871663] [DEBUG] [MAG       ] BKH: Last date is validated at 2025-11-24
[2025-11-25T12:32:15.883545] [DEBUG] [MAG       ] PKST: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:15.960027] [INFO ] [LOCAL     ] PKST: Saved forecast.
[2025-11-25T12:32:15.960248] [INFO ] [main      ] PKST: Signal=1 (Conf=90.0%), Magnitude=-0.99% (Conf=57.327%)
[2025-11-25T12:32:15.960466] [INFO ] [main      ] Fetching symbol history for DBRG...
[2025-11-25T12:32:15.960582] [DEBUG] [REMOTE    ] DBRG: Fetching historical data.
[2025-11-25T12:32:15.961328] [INFO ] [main      ] Progress: 142/524 forecasts completed (27.1%). PKST finished in 0.6s. ETA: 1m 9s. Rate: 330.31 forecasts/min
[2025-11-25T12:32:15.971924] [DEBUG] [REMOTE    ] DBRG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:15.972997] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 4 features, N/A% accuracy
[2025-11-25T12:32:15.973119] [INFO ] [LOCAL     ] DBRG: Loaded 4 optimal features with 56.62% confidence from JSON config
[2025-11-25T12:32:15.973216] [DEBUG] [MAG       ] Building data for symbol: DBRG with lookback: 0
[2025-11-25T12:32:15.974069] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:15.974198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:16.018828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:16.036263] [DEBUG] [MAG       ] CLW: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:16.046124] [DEBUG] [MAG       ] BKH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:16.074637] [DEBUG] [MAG       ] BRT: Last date is validated at 2025-11-24
[2025-11-25T12:32:16.104981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:32:16.107664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:32:16.113416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:16.153151] [INFO ] [LOCAL     ] BKH: Saved forecast.
[2025-11-25T12:32:16.153413] [INFO ] [main      ] BKH: Signal=1 (Conf=90.0%), Magnitude=0.09% (Conf=55.0549%)
[2025-11-25T12:32:16.153656] [INFO ] [main      ] Fetching symbol history for VTS...
[2025-11-25T12:32:16.153768] [DEBUG] [REMOTE    ] VTS: Fetching historical data.
[2025-11-25T12:32:16.154725] [INFO ] [main      ] Progress: 143/524 forecasts completed (27.3%). BKH finished in 0.7s. ETA: 1m 9s. Rate: 330.16 forecasts/min
[2025-11-25T12:32:16.166178] [INFO ] [LOCAL     ] CLW: Saved forecast.
[2025-11-25T12:32:16.166420] [INFO ] [main      ] CLW: Signal=1 (Conf=90.0%), Magnitude=-3.88% (Conf=60.2981%)
[2025-11-25T12:32:16.166627] [DEBUG] [REMOTE    ] VTS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:16.166875] [INFO ] [main      ] Fetching symbol history for AIO...
[2025-11-25T12:32:16.167687] [INFO ] [main      ] Progress: 144/524 forecasts completed (27.5%). CLW finished in 0.7s. ETA: 1m 9s. Rate: 332.30 forecasts/min
[2025-11-25T12:32:16.167001] [DEBUG] [REMOTE    ] AIO: Fetching historical data.
[2025-11-25T12:32:16.170431] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, N/A% accuracy
[2025-11-25T12:32:16.170511] [INFO ] [LOCAL     ] VTS: Loaded 4 optimal features with 64.63% confidence from JSON config
[2025-11-25T12:32:16.170551] [DEBUG] [MAG       ] Building data for symbol: VTS with lookback: 0
[2025-11-25T12:32:16.171429] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:16.171507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:16.176423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:16.178302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:16.178832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:16.179239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:16.182074] [DEBUG] [REMOTE    ] AIO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:16.183127] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 3 features, N/A% accuracy
[2025-11-25T12:32:16.183191] [INFO ] [LOCAL     ] AIO: Loaded 3 optimal features with 49.78% confidence from JSON config
[2025-11-25T12:32:16.183229] [DEBUG] [MAG       ] Building data for symbol: AIO with lookback: 0
[2025-11-25T12:32:16.184029] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:16.184104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:16.186835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:32:16.190872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:16.192135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:16.251675] [DEBUG] [MAG       ] BRT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:16.322331] [INFO ] [LOCAL     ] BRT: Saved forecast.
[2025-11-25T12:32:16.322426] [INFO ] [main      ] BRT: Signal=1 (Conf=90.0%), Magnitude=-0.03% (Conf=48.9371%)
[2025-11-25T12:32:16.322587] [INFO ] [main      ] Fetching symbol history for CWT...
[2025-11-25T12:32:16.322656] [DEBUG] [REMOTE    ] CWT: Fetching historical data.
[2025-11-25T12:32:16.323557] [INFO ] [main      ] Progress: 145/524 forecasts completed (27.7%). BRT finished in 0.6s. ETA: 1m 8s. Rate: 332.62 forecasts/min
[2025-11-25T12:32:16.334593] [DEBUG] [REMOTE    ] CWT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:16.335724] [DEBUG] [LOCAL     ] Loaded configuration for CWT: 3 features, N/A% accuracy
[2025-11-25T12:32:16.335857] [INFO ] [LOCAL     ] CWT: Loaded 3 optimal features with 52.35% confidence from JSON config
[2025-11-25T12:32:16.335976] [DEBUG] [MAG       ] Building data for symbol: CWT with lookback: 0
[2025-11-25T12:32:16.336835] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:16.336974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:16.341868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:16.343666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:16.359696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:16.463123] [DEBUG] [MAG       ] DBRG: Last date is validated at 2025-11-24
[2025-11-25T12:32:16.520131] [DEBUG] [MAG       ] VTS: Last date is validated at 2025-11-24
[2025-11-25T12:32:16.535831] [DEBUG] [MAG       ] AIO: Last date is validated at 2025-11-24
[2025-11-25T12:32:16.637467] [DEBUG] [MAG       ] DBRG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:16.695988] [DEBUG] [MAG       ] VTS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:16.700429] [DEBUG] [MAG       ] CWT: Last date is validated at 2025-11-24
[2025-11-25T12:32:16.711802] [DEBUG] [MAG       ] AIO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:16.743034] [INFO ] [LOCAL     ] DBRG: Saved forecast.
[2025-11-25T12:32:16.743119] [INFO ] [main      ] DBRG: Signal=1 (Conf=90.0%), Magnitude=2.38% (Conf=56.6191%)
[2025-11-25T12:32:16.743495] [INFO ] [main      ] Progress: 146/524 forecasts completed (27.9%). DBRG finished in 0.8s. ETA: 1m 9s. Rate: 329.62 forecasts/min
[2025-11-25T12:32:16.743662] [INFO ] [main      ] Fetching symbol history for EMN...
[2025-11-25T12:32:16.743719] [DEBUG] [REMOTE    ] EMN: Fetching historical data.
[2025-11-25T12:32:16.756035] [DEBUG] [REMOTE    ] EMN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:16.757697] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 4 features, N/A% accuracy
[2025-11-25T12:32:16.757769] [INFO ] [LOCAL     ] EMN: Loaded 4 optimal features with 54.55% confidence from JSON config
[2025-11-25T12:32:16.757814] [DEBUG] [MAG       ] Building data for symbol: EMN with lookback: 0
[2025-11-25T12:32:16.758612] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:16.758708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:16.763704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:16.765526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:16.766082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:16.766515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:16.783556] [INFO ] [LOCAL     ] VTS: Saved forecast.
[2025-11-25T12:32:16.783770] [INFO ] [main      ] VTS: Signal=1 (Conf=90.0%), Magnitude=2.14% (Conf=64.626%)
[2025-11-25T12:32:16.783991] [INFO ] [main      ] Fetching symbol history for ZBH...
[2025-11-25T12:32:16.784100] [DEBUG] [REMOTE    ] ZBH: Fetching historical data.
[2025-11-25T12:32:16.784913] [INFO ] [main      ] Progress: 147/524 forecasts completed (28.1%). VTS finished in 0.6s. ETA: 1m 8s. Rate: 331.36 forecasts/min
[2025-11-25T12:32:16.796717] [DEBUG] [REMOTE    ] ZBH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:16.797751] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 7 features, N/A% accuracy
[2025-11-25T12:32:16.797869] [INFO ] [LOCAL     ] ZBH: Loaded 7 optimal features with 50.26% confidence from JSON config
[2025-11-25T12:32:16.797966] [DEBUG] [MAG       ] Building data for symbol: ZBH with lookback: 0
[2025-11-25T12:32:16.798827] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:16.798958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:16.800744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:16.801333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:16.801899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:16.802376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:16.871567] [INFO ] [LOCAL     ] AIO: Saved forecast.
[2025-11-25T12:32:16.871677] [INFO ] [main      ] AIO: Signal=1 (Conf=90.0%), Magnitude=3.50% (Conf=49.776%)
[2025-11-25T12:32:16.872051] [INFO ] [main      ] Fetching symbol history for PFN...
[2025-11-25T12:32:16.872113] [DEBUG] [REMOTE    ] PFN: Fetching historical data.
[2025-11-25T12:32:16.872736] [INFO ] [main      ] Progress: 148/524 forecasts completed (28.2%). AIO finished in 0.7s. ETA: 1m 8s. Rate: 332.52 forecasts/min
[2025-11-25T12:32:16.881797] [DEBUG] [MAG       ] CWT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:16.885192] [DEBUG] [REMOTE    ] PFN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:16.886519] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 5 features, N/A% accuracy
[2025-11-25T12:32:16.886662] [INFO ] [LOCAL     ] PFN: Loaded 5 optimal features with 24.05% confidence from JSON config
[2025-11-25T12:32:16.886762] [DEBUG] [MAG       ] Building data for symbol: PFN with lookback: 0
[2025-11-25T12:32:16.887626] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:16.887778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:16.892782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:16.893879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:16.895630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:16.896497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:16.899232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:16.944750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:16.946170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:16.947912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:16.986005] [INFO ] [LOCAL     ] CWT: Saved forecast.
[2025-11-25T12:32:16.986108] [INFO ] [main      ] CWT: Signal=1 (Conf=90.0%), Magnitude=-1.52% (Conf=52.3488%)
[2025-11-25T12:32:16.986283] [INFO ] [main      ] Fetching symbol history for PSN...
[2025-11-25T12:32:16.986347] [DEBUG] [REMOTE    ] PSN: Fetching historical data.
[2025-11-25T12:32:16.987724] [INFO ] [main      ] Progress: 149/524 forecasts completed (28.4%). CWT finished in 0.7s. ETA: 1m 8s. Rate: 333.33 forecasts/min
[2025-11-25T12:32:16.998694] [DEBUG] [REMOTE    ] PSN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:16.999673] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 4 features, N/A% accuracy
[2025-11-25T12:32:16.999971] [INFO ] [LOCAL     ] PSN: Loaded 4 optimal features with 61.67% confidence from JSON config
[2025-11-25T12:32:17.000080] [DEBUG] [MAG       ] Building data for symbol: PSN with lookback: 0
[2025-11-25T12:32:17.000930] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:17.001068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:17.002072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:17.002982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:17.004104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:17.006227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:17.112627] [DEBUG] [MAG       ] EMN: Last date is validated at 2025-11-24
[2025-11-25T12:32:17.244048] [DEBUG] [MAG       ] PFN: Last date is validated at 2025-11-24
[2025-11-25T12:32:17.288399] [DEBUG] [MAG       ] EMN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:17.290757] [DEBUG] [MAG       ] ZBH: Last date is validated at 2025-11-24
[2025-11-25T12:32:17.348265] [DEBUG] [MAG       ] PSN: Last date is validated at 2025-11-24
[2025-11-25T12:32:17.403798] [INFO ] [LOCAL     ] EMN: Saved forecast.
[2025-11-25T12:32:17.404037] [INFO ] [main      ] EMN: Signal=1 (Conf=90.0%), Magnitude=2.46% (Conf=54.5505%)
[2025-11-25T12:32:17.404266] [INFO ] [main      ] Fetching symbol history for FTI...
[2025-11-25T12:32:17.404381] [DEBUG] [REMOTE    ] FTI: Fetching historical data.
[2025-11-25T12:32:17.405116] [INFO ] [main      ] Progress: 150/524 forecasts completed (28.6%). EMN finished in 0.7s. ETA: 1m 8s. Rate: 330.42 forecasts/min
[2025-11-25T12:32:17.415743] [DEBUG] [REMOTE    ] FTI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:17.416731] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 8 features, N/A% accuracy
[2025-11-25T12:32:17.416857] [INFO ] [LOCAL     ] FTI: Loaded 8 optimal features with 57.43% confidence from JSON config
[2025-11-25T12:32:17.416954] [DEBUG] [MAG       ] Building data for symbol: FTI with lookback: 0
[2025-11-25T12:32:17.417886] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:17.418026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:17.420751] [DEBUG] [MAG       ] PFN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:17.423336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:17.425587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:17.426429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:17.427142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:17.428227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:17.461040] [DEBUG] [MAG       ] ZBH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:17.486234] [INFO ] [LOCAL     ] PFN: Saved forecast.
[2025-11-25T12:32:17.486326] [INFO ] [main      ] PFN: Signal=1 (Conf=90.0%), Magnitude=0.07% (Conf=24.0497%)
[2025-11-25T12:32:17.486678] [INFO ] [main      ] Fetching symbol history for DHX...
[2025-11-25T12:32:17.486763] [DEBUG] [REMOTE    ] DHX: Fetching historical data.
[2025-11-25T12:32:17.486741] [INFO ] [main      ] Progress: 151/524 forecasts completed (28.8%). PFN finished in 0.6s. ETA: 1m 7s. Rate: 331.63 forecasts/min
[2025-11-25T12:32:17.499089] [DEBUG] [REMOTE    ] DHX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:17.500307] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 6 features, N/A% accuracy
[2025-11-25T12:32:17.500429] [INFO ] [LOCAL     ] DHX: Loaded 6 optimal features with 44.36% confidence from JSON config
[2025-11-25T12:32:17.500525] [DEBUG] [MAG       ] Building data for symbol: DHX with lookback: 0
[2025-11-25T12:32:17.501375] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:17.501510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:17.503280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:17.503898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:17.506617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:17.509573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:17.519998] [DEBUG] [MAG       ] PSN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:17.529448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:17.532672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:17.563855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:17.565752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:17.569095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:17.591490] [INFO ] [LOCAL     ] ZBH: Saved forecast.
[2025-11-25T12:32:17.591761] [INFO ] [main      ] ZBH: Signal=1 (Conf=90.0%), Magnitude=-2.46% (Conf=50.2566%)
[2025-11-25T12:32:17.591991] [INFO ] [main      ] Fetching symbol history for CNS...
[2025-11-25T12:32:17.592099] [DEBUG] [REMOTE    ] CNS: Fetching historical data.
[2025-11-25T12:32:17.592738] [INFO ] [main      ] Progress: 152/524 forecasts completed (29.0%). ZBH finished in 0.8s. ETA: 1m 7s. Rate: 332.54 forecasts/min
[2025-11-25T12:32:17.604727] [DEBUG] [REMOTE    ] CNS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:17.605860] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 6 features, N/A% accuracy
[2025-11-25T12:32:17.605927] [INFO ] [LOCAL     ] CNS: Loaded 6 optimal features with 55.48% confidence from JSON config
[2025-11-25T12:32:17.605965] [DEBUG] [MAG       ] Building data for symbol: CNS with lookback: 0
[2025-11-25T12:32:17.606801] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:17.606876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:17.611835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:17.613673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:17.614171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:17.614571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:17.615269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:17.615991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:17.650750] [INFO ] [LOCAL     ] PSN: Saved forecast.
[2025-11-25T12:32:17.650837] [INFO ] [main      ] PSN: Signal=1 (Conf=90.0%), Magnitude=5.81% (Conf=61.672%)
[2025-11-25T12:32:17.651194] [INFO ] [main      ] Fetching symbol history for CLCO...
[2025-11-25T12:32:17.651253] [DEBUG] [REMOTE    ] CLCO: Fetching historical data.
[2025-11-25T12:32:17.651743] [INFO ] [main      ] Progress: 153/524 forecasts completed (29.2%). PSN finished in 0.7s. ETA: 1m 7s. Rate: 334.01 forecasts/min
[2025-11-25T12:32:17.663599] [DEBUG] [REMOTE    ] CLCO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:17.664680] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 1 features, N/A% accuracy
[2025-11-25T12:32:17.664745] [INFO ] [LOCAL     ] CLCO: Loaded 1 optimal features with 22.57% confidence from JSON config
[2025-11-25T12:32:17.664783] [DEBUG] [MAG       ] Building data for symbol: CLCO with lookback: 0
[2025-11-25T12:32:17.665530] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:17.665595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:32:17.666326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:17.870860] [DEBUG] [MAG       ] DHX: Last date is validated at 2025-11-24
[2025-11-25T12:32:17.916392] [DEBUG] [MAG       ] FTI: Last date is validated at 2025-11-24
[2025-11-25T12:32:17.957547] [DEBUG] [MAG       ] CNS: Last date is validated at 2025-11-24
[2025-11-25T12:32:18.005087] [DEBUG] [MAG       ] CLCO: Last date is validated at 2025-11-24
[2025-11-25T12:32:18.038515] [DEBUG] [MAG       ] DHX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:18.086537] [DEBUG] [MAG       ] FTI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:18.110881] [INFO ] [LOCAL     ] DHX: Saved forecast.
[2025-11-25T12:32:18.111139] [INFO ] [main      ] DHX: Signal=1 (Conf=90.0%), Magnitude=9.20% (Conf=44.3582%)
[2025-11-25T12:32:18.111809] [INFO ] [main      ] Progress: 154/524 forecasts completed (29.4%). DHX finished in 0.6s. ETA: 1m 7s. Rate: 330.66 forecasts/min
[2025-11-25T12:32:18.111805] [INFO ] [main      ] Fetching symbol history for COHR...
[2025-11-25T12:32:18.111964] [DEBUG] [REMOTE    ] COHR: Fetching historical data.
[2025-11-25T12:32:18.124406] [DEBUG] [REMOTE    ] COHR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:18.125580] [DEBUG] [LOCAL     ] Loaded configuration for COHR: 4 features, N/A% accuracy
[2025-11-25T12:32:18.125732] [INFO ] [LOCAL     ] COHR: Loaded 4 optimal features with 53.47% confidence from JSON config
[2025-11-25T12:32:18.125833] [DEBUG] [MAG       ] Building data for symbol: COHR with lookback: 0
[2025-11-25T12:32:18.126665] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:18.126794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:18.128215] [DEBUG] [MAG       ] CNS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:18.131639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:18.132546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:18.133757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:18.135265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:18.175473] [DEBUG] [MAG       ] CLCO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:18.196197] [INFO ] [LOCAL     ] FTI: Saved forecast.
[2025-11-25T12:32:18.196451] [INFO ] [main      ] FTI: Signal=1 (Conf=90.0%), Magnitude=0.46% (Conf=57.4262%)
[2025-11-25T12:32:18.196701] [INFO ] [main      ] Fetching symbol history for BBAR...
[2025-11-25T12:32:18.196841] [DEBUG] [REMOTE    ] BBAR: Fetching historical data.
[2025-11-25T12:32:18.196913] [INFO ] [main      ] Progress: 155/524 forecasts completed (29.6%). FTI finished in 0.8s. ETA: 1m 7s. Rate: 331.79 forecasts/min
[2025-11-25T12:32:18.208134] [DEBUG] [REMOTE    ] BBAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:18.208685] [DEBUG] [LOCAL     ] Loaded configuration for BBAR: 6 features, N/A% accuracy
[2025-11-25T12:32:18.208801] [INFO ] [LOCAL     ] BBAR: Loaded 6 optimal features with 71.88% confidence from JSON config
[2025-11-25T12:32:18.208898] [DEBUG] [MAG       ] Building data for symbol: BBAR with lookback: 0
[2025-11-25T12:32:18.209727] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:18.209856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:18.214715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:18.216557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:18.217150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:18.217631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:18.218474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:18.241994] [INFO ] [LOCAL     ] CNS: Saved forecast.
[2025-11-25T12:32:18.242240] [INFO ] [main      ] CNS: Signal=1 (Conf=90.0%), Magnitude=0.51% (Conf=55.4765%)
[2025-11-25T12:32:18.242669] [INFO ] [main      ] Fetching symbol history for TDF...
[2025-11-25T12:32:18.242790] [DEBUG] [REMOTE    ] TDF: Fetching historical data.
[2025-11-25T12:32:18.242864] [INFO ] [main      ] Progress: 156/524 forecasts completed (29.8%). CNS finished in 0.6s. ETA: 1m 6s. Rate: 333.39 forecasts/min
[2025-11-25T12:32:18.243851] [INFO ] [LOCAL     ] CLCO: Saved forecast.
[2025-11-25T12:32:18.243927] [INFO ] [main      ] CLCO: Signal=1 (Conf=90.0%), Magnitude=0.19% (Conf=22.5727%)
[2025-11-25T12:32:18.244072] [INFO ] [main      ] Fetching symbol history for WY...
[2025-11-25T12:32:18.244141] [DEBUG] [REMOTE    ] WY: Fetching historical data.
[2025-11-25T12:32:18.244915] [INFO ] [main      ] Progress: 157/524 forecasts completed (30.0%). CLCO finished in 0.6s. ETA: 1m 6s. Rate: 335.50 forecasts/min
[2025-11-25T12:32:18.255935] [DEBUG] [REMOTE    ] TDF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:18.256885] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, N/A% accuracy
[2025-11-25T12:32:18.257025] [INFO ] [LOCAL     ] TDF: Loaded 6 optimal features with 67.98% confidence from JSON config
[2025-11-25T12:32:18.257124] [DEBUG] [MAG       ] Building data for symbol: TDF with lookback: 0
[2025-11-25T12:32:18.257122] [DEBUG] [REMOTE    ] WY: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:18.257814] [DEBUG] [LOCAL     ] Loaded configuration for WY: 2 features, N/A% accuracy
[2025-11-25T12:32:18.257940] [INFO ] [LOCAL     ] WY: Loaded 2 optimal features with 59.73% confidence from JSON config
[2025-11-25T12:32:18.258046] [DEBUG] [MAG       ] Building data for symbol: WY with lookback: 0
[2025-11-25T12:32:18.258024] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:18.258167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:18.258859] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:18.258930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:18.263612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:18.263875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:18.264914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:18.265638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:18.266296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:18.266795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:18.271094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:18.273604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:18.307366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:18.478819] [DEBUG] [MAG       ] COHR: Last date is validated at 2025-11-24
[2025-11-25T12:32:18.603299] [DEBUG] [MAG       ] WY: Last date is validated at 2025-11-24
[2025-11-25T12:32:18.619097] [DEBUG] [MAG       ] TDF: Last date is validated at 2025-11-24
[2025-11-25T12:32:18.645847] [DEBUG] [MAG       ] COHR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:18.649734] [DEBUG] [MAG       ] BBAR: Last date is validated at 2025-11-24
[2025-11-25T12:32:18.770695] [DEBUG] [MAG       ] WY: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:18.789037] [DEBUG] [MAG       ] TDF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:18.821519] [DEBUG] [MAG       ] BBAR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:18.850270] [INFO ] [LOCAL     ] WY: Saved forecast.
[2025-11-25T12:32:18.850510] [INFO ] [main      ] WY: Signal=1 (Conf=90.0%), Magnitude=0.21% (Conf=59.7288%)
[2025-11-25T12:32:18.850956] [INFO ] [main      ] Fetching symbol history for AMG...
[2025-11-25T12:32:18.851137] [DEBUG] [REMOTE    ] AMG: Fetching historical data.
[2025-11-25T12:32:18.850997] [INFO ] [main      ] Progress: 158/524 forecasts completed (30.2%). WY finished in 0.6s. ETA: 1m 6s. Rate: 330.50 forecasts/min
[2025-11-25T12:32:18.858559] [INFO ] [LOCAL     ] TDF: Saved forecast.
[2025-11-25T12:32:18.858827] [INFO ] [main      ] TDF: Signal=1 (Conf=90.0%), Magnitude=0.92% (Conf=67.98%)
[2025-11-25T12:32:18.859367] [INFO ] [main      ] Progress: 159/524 forecasts completed (30.3%). TDF finished in 0.6s. ETA: 1m 6s. Rate: 332.50 forecasts/min
[2025-11-25T12:32:18.859353] [INFO ] [main      ] Fetching symbol history for STT...
[2025-11-25T12:32:18.859502] [DEBUG] [REMOTE    ] STT: Fetching historical data.
[2025-11-25T12:32:18.863250] [DEBUG] [REMOTE    ] AMG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:18.864164] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 5 features, N/A% accuracy
[2025-11-25T12:32:18.864236] [INFO ] [LOCAL     ] AMG: Loaded 5 optimal features with 52.99% confidence from JSON config
[2025-11-25T12:32:18.864350] [DEBUG] [MAG       ] Building data for symbol: AMG with lookback: 0
[2025-11-25T12:32:18.865198] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:18.865282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:18.866252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:18.867370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:18.868603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:18.869393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:32:18.870209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:18.871942] [DEBUG] [REMOTE    ] STT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:18.873034] [DEBUG] [LOCAL     ] Loaded configuration for STT: 8 features, N/A% accuracy
[2025-11-25T12:32:18.873159] [INFO ] [LOCAL     ] STT: Loaded 8 optimal features with 62.75% confidence from JSON config
[2025-11-25T12:32:18.873257] [DEBUG] [MAG       ] Building data for symbol: STT with lookback: 0
[2025-11-25T12:32:18.874139] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:18.874275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:18.876121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:18.876755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:18.877329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:18.877836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:18.880404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:18.918322] [INFO ] [LOCAL     ] BBAR: Saved forecast.
[2025-11-25T12:32:18.918552] [INFO ] [main      ] BBAR: Signal=1 (Conf=90.0%), Magnitude=4.64% (Conf=71.8802%)
[2025-11-25T12:32:18.919011] [INFO ] [main      ] Fetching symbol history for NET...
[2025-11-25T12:32:18.919014] [INFO ] [main      ] Progress: 160/524 forecasts completed (30.5%). BBAR finished in 0.7s. ETA: 1m 5s. Rate: 333.89 forecasts/min
[2025-11-25T12:32:18.919105] [DEBUG] [REMOTE    ] NET: Fetching historical data.
[2025-11-25T12:32:18.930164] [DEBUG] [REMOTE    ] NET: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:18.931172] [DEBUG] [LOCAL     ] Loaded configuration for NET: 5 features, N/A% accuracy
[2025-11-25T12:32:18.931249] [INFO ] [LOCAL     ] NET: Loaded 5 optimal features with 44.18% confidence from JSON config
[2025-11-25T12:32:18.931302] [DEBUG] [MAG       ] Building data for symbol: NET with lookback: 0
[2025-11-25T12:32:18.932086] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:18.932174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:18.932926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:18.937272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:18.938115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:18.939856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:18.952606] [INFO ] [LOCAL     ] COHR: Saved forecast.
[2025-11-25T12:32:18.952897] [INFO ] [main      ] COHR: Signal=1 (Conf=90.0%), Magnitude=4.89% (Conf=53.4727%)
[2025-11-25T12:32:18.953436] [INFO ] [main      ] Progress: 161/524 forecasts completed (30.7%). COHR finished in 0.8s. ETA: 1m 5s. Rate: 335.58 forecasts/min
[2025-11-25T12:32:18.953332] [INFO ] [main      ] Fetching symbol history for SR...
[2025-11-25T12:32:18.953617] [DEBUG] [REMOTE    ] SR: Fetching historical data.
[2025-11-25T12:32:18.966616] [DEBUG] [REMOTE    ] SR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:18.967672] [DEBUG] [LOCAL     ] Loaded configuration for SR: 9 features, N/A% accuracy
[2025-11-25T12:32:18.967796] [INFO ] [LOCAL     ] SR: Loaded 9 optimal features with 70.46% confidence from JSON config
[2025-11-25T12:32:18.967893] [DEBUG] [MAG       ] Building data for symbol: SR with lookback: 0
[2025-11-25T12:32:18.968738] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:18.968883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:18.973724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:18.975558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:18.976144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:18.976688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:18.977183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:18.978138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:19.021459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:19.025852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:19.027004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:19.057157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:19.058497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:19.061100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:32:19.063334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:19.208249] [DEBUG] [MAG       ] AMG: Last date is validated at 2025-11-24
[2025-11-25T12:32:19.282026] [DEBUG] [MAG       ] STT: Last date is validated at 2025-11-24
[2025-11-25T12:32:19.366624] [DEBUG] [MAG       ] SR: Last date is validated at 2025-11-24
[2025-11-25T12:32:19.375978] [DEBUG] [MAG       ] AMG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:19.403361] [DEBUG] [MAG       ] NET: Last date is validated at 2025-11-24
[2025-11-25T12:32:19.464313] [DEBUG] [MAG       ] STT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:19.505519] [INFO ] [LOCAL     ] AMG: Saved forecast.
[2025-11-25T12:32:19.505609] [INFO ] [main      ] AMG: Signal=1 (Conf=90.0%), Magnitude=-1.03% (Conf=52.9908%)
[2025-11-25T12:32:19.506009] [INFO ] [main      ] Fetching symbol history for RLI...
[2025-11-25T12:32:19.506083] [DEBUG] [REMOTE    ] RLI: Fetching historical data.
[2025-11-25T12:32:19.506722] [INFO ] [main      ] Progress: 162/524 forecasts completed (30.9%). AMG finished in 0.7s. ETA: 1m 6s. Rate: 331.30 forecasts/min
[2025-11-25T12:32:19.517982] [DEBUG] [REMOTE    ] RLI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:19.519253] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 1 features, N/A% accuracy
[2025-11-25T12:32:19.519400] [INFO ] [LOCAL     ] RLI: Loaded 1 optimal features with 55.34% confidence from JSON config
[2025-11-25T12:32:19.519514] [DEBUG] [MAG       ] Building data for symbol: RLI with lookback: 0
[2025-11-25T12:32:19.520364] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:19.520501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:19.524880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:19.547982] [DEBUG] [MAG       ] SR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:19.575755] [DEBUG] [MAG       ] NET: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:19.592750] [INFO ] [LOCAL     ] STT: Saved forecast.
[2025-11-25T12:32:19.592954] [INFO ] [main      ] STT: Signal=1 (Conf=90.0%), Magnitude=1.64% (Conf=62.7461%)
[2025-11-25T12:32:19.593180] [INFO ] [main      ] Fetching symbol history for UNP...
[2025-11-25T12:32:19.593293] [DEBUG] [REMOTE    ] UNP: Fetching historical data.
[2025-11-25T12:32:19.594215] [INFO ] [main      ] Progress: 163/524 forecasts completed (31.1%). STT finished in 0.7s. ETA: 1m 5s. Rate: 332.35 forecasts/min
[2025-11-25T12:32:19.607574] [DEBUG] [REMOTE    ] UNP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:19.609260] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 9 features, N/A% accuracy
[2025-11-25T12:32:19.609353] [INFO ] [LOCAL     ] UNP: Loaded 9 optimal features with 69.86% confidence from JSON config
[2025-11-25T12:32:19.609456] [DEBUG] [MAG       ] Building data for symbol: UNP with lookback: 0
[2025-11-25T12:32:19.610331] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:19.610418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:19.615308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:19.617214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:19.617740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:19.618260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:19.618764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:19.621228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:19.622521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:19.625238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:19.626623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:19.656717] [INFO ] [LOCAL     ] SR: Saved forecast.
[2025-11-25T12:32:19.656943] [INFO ] [main      ] SR: Signal=1 (Conf=90.0%), Magnitude=0.32% (Conf=70.4581%)
[2025-11-25T12:32:19.657392] [INFO ] [main      ] Fetching symbol history for FCN...
[2025-11-25T12:32:19.657510] [DEBUG] [REMOTE    ] FCN: Fetching historical data.
[2025-11-25T12:32:19.657543] [INFO ] [main      ] Progress: 164/524 forecasts completed (31.3%). SR finished in 0.7s. ETA: 1m 5s. Rate: 333.67 forecasts/min
[2025-11-25T12:32:19.670295] [DEBUG] [REMOTE    ] FCN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:19.671386] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 5 features, N/A% accuracy
[2025-11-25T12:32:19.671508] [INFO ] [LOCAL     ] FCN: Loaded 5 optimal features with 58.86% confidence from JSON config
[2025-11-25T12:32:19.671604] [DEBUG] [MAG       ] Building data for symbol: FCN with lookback: 0
[2025-11-25T12:32:19.672488] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:19.672621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:19.674397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:19.674958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:19.675485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:19.676467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:19.679029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:19.723189] [INFO ] [LOCAL     ] NET: Saved forecast.
[2025-11-25T12:32:19.723306] [INFO ] [main      ] NET: Signal=1 (Conf=90.0%), Magnitude=0.98% (Conf=44.178%)
[2025-11-25T12:32:19.723683] [INFO ] [main      ] Fetching symbol history for VBF...
[2025-11-25T12:32:19.723752] [DEBUG] [REMOTE    ] VBF: Fetching historical data.
[2025-11-25T12:32:19.724334] [INFO ] [main      ] Progress: 165/524 forecasts completed (31.5%). NET finished in 0.8s. ETA: 1m 4s. Rate: 334.95 forecasts/min
[2025-11-25T12:32:19.736014] [DEBUG] [REMOTE    ] VBF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:19.737058] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 6 features, N/A% accuracy
[2025-11-25T12:32:19.737192] [INFO ] [LOCAL     ] VBF: Loaded 6 optimal features with 50.94% confidence from JSON config
[2025-11-25T12:32:19.737292] [DEBUG] [MAG       ] Building data for symbol: VBF with lookback: 0
[2025-11-25T12:32:19.738224] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:19.738381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:19.743694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:19.791700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:19.850531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:19.866021] [DEBUG] [MAG       ] RLI: Last date is validated at 2025-11-24
[2025-11-25T12:32:19.942349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:19.944484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:19.945363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:19.964913] [DEBUG] [MAG       ] UNP: Last date is validated at 2025-11-24
[2025-11-25T12:32:20.030786] [DEBUG] [MAG       ] FCN: Last date is validated at 2025-11-24
[2025-11-25T12:32:20.034699] [DEBUG] [MAG       ] RLI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:20.133036] [DEBUG] [MAG       ] UNP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:20.134321] [INFO ] [LOCAL     ] RLI: Saved forecast.
[2025-11-25T12:32:20.134587] [INFO ] [main      ] RLI: Signal=1 (Conf=90.0%), Magnitude=-2.49% (Conf=55.3425%)
[2025-11-25T12:32:20.134833] [INFO ] [main      ] Fetching symbol history for KTB...
[2025-11-25T12:32:20.134956] [DEBUG] [REMOTE    ] KTB: Fetching historical data.
[2025-11-25T12:32:20.136710] [INFO ] [main      ] Progress: 166/524 forecasts completed (31.7%). RLI finished in 0.6s. ETA: 1m 5s. Rate: 332.34 forecasts/min
[2025-11-25T12:32:20.146827] [DEBUG] [REMOTE    ] KTB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:20.147809] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 7 features, N/A% accuracy
[2025-11-25T12:32:20.147943] [INFO ] [LOCAL     ] KTB: Loaded 7 optimal features with 48.39% confidence from JSON config
[2025-11-25T12:32:20.148049] [DEBUG] [MAG       ] Building data for symbol: KTB with lookback: 0
[2025-11-25T12:32:20.148903] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:20.149044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:20.151478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:20.152097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:20.153108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:20.156234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:20.215827] [DEBUG] [MAG       ] FCN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:20.284662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:20.285658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:20.286370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:20.294943] [DEBUG] [MAG       ] VBF: Last date is validated at 2025-11-24
[2025-11-25T12:32:20.297368] [INFO ] [LOCAL     ] UNP: Saved forecast.
[2025-11-25T12:32:20.297568] [INFO ] [main      ] UNP: Signal=1 (Conf=90.0%), Magnitude=-0.10% (Conf=69.8631%)
[2025-11-25T12:32:20.297800] [INFO ] [main      ] Fetching symbol history for HPQ...
[2025-11-25T12:32:20.297912] [DEBUG] [REMOTE    ] HPQ: Fetching historical data.
[2025-11-25T12:32:20.299400] [INFO ] [main      ] Progress: 167/524 forecasts completed (31.9%). UNP finished in 0.7s. ETA: 1m 4s. Rate: 332.54 forecasts/min
[2025-11-25T12:32:20.311411] [DEBUG] [REMOTE    ] HPQ: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:20.312308] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 1 features, N/A% accuracy
[2025-11-25T12:32:20.312481] [INFO ] [LOCAL     ] HPQ: Loaded 1 optimal features with 48.77% confidence from JSON config
[2025-11-25T12:32:20.312580] [DEBUG] [MAG       ] Building data for symbol: HPQ with lookback: 0
[2025-11-25T12:32:20.313430] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:20.313557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:20.357895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:20.370670] [INFO ] [LOCAL     ] FCN: Saved forecast.
[2025-11-25T12:32:20.370889] [INFO ] [main      ] FCN: Signal=1 (Conf=90.0%), Magnitude=-1.39% (Conf=58.8601%)
[2025-11-25T12:32:20.371109] [INFO ] [main      ] Fetching symbol history for NCLH...
[2025-11-25T12:32:20.371221] [DEBUG] [REMOTE    ] NCLH: Fetching historical data.
[2025-11-25T12:32:20.372715] [INFO ] [main      ] Progress: 168/524 forecasts completed (32.1%). FCN finished in 0.7s. ETA: 1m 4s. Rate: 333.72 forecasts/min
[2025-11-25T12:32:20.383609] [DEBUG] [REMOTE    ] NCLH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:20.384692] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 10 features, N/A% accuracy
[2025-11-25T12:32:20.384815] [INFO ] [LOCAL     ] NCLH: Loaded 10 optimal features with 46.17% confidence from JSON config
[2025-11-25T12:32:20.384912] [DEBUG] [MAG       ] Building data for symbol: NCLH with lookback: 0
[2025-11-25T12:32:20.385764] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:32:20.385899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:20.387781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:20.388325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:20.388820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:20.389687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:20.390443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:20.390983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:20.392119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:20.393825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:20.394911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:32:20.395677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:20.468752] [DEBUG] [MAG       ] VBF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:20.534590] [INFO ] [LOCAL     ] VBF: Saved forecast.
[2025-11-25T12:32:20.534837] [INFO ] [main      ] VBF: Signal=1 (Conf=90.0%), Magnitude=-0.19% (Conf=50.9413%)
[2025-11-25T12:32:20.535229] [INFO ] [main      ] Fetching symbol history for AVNS...
[2025-11-25T12:32:20.535355] [DEBUG] [REMOTE    ] AVNS: Fetching historical data.
[2025-11-25T12:32:20.535711] [INFO ] [main      ] Progress: 169/524 forecasts completed (32.3%). VBF finished in 0.8s. ETA: 1m 4s. Rate: 333.90 forecasts/min
[2025-11-25T12:32:20.546525] [DEBUG] [REMOTE    ] AVNS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:20.547507] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 5 features, N/A% accuracy
[2025-11-25T12:32:20.547571] [INFO ] [LOCAL     ] AVNS: Loaded 5 optimal features with 45.79% confidence from JSON config
[2025-11-25T12:32:20.547608] [DEBUG] [MAG       ] Building data for symbol: AVNS with lookback: 0
[2025-11-25T12:32:20.548386] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:20.548464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:20.553299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:20.555113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:20.555757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:20.556230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:20.559151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:20.626309] [DEBUG] [MAG       ] KTB: Last date is validated at 2025-11-24
[2025-11-25T12:32:20.698423] [DEBUG] [MAG       ] HPQ: Last date is validated at 2025-11-24
[2025-11-25T12:32:20.734705] [DEBUG] [MAG       ] NCLH: Last date is validated at 2025-11-24
[2025-11-25T12:32:20.794329] [DEBUG] [MAG       ] KTB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:20.872203] [DEBUG] [MAG       ] HPQ: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:20.905375] [DEBUG] [MAG       ] NCLH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:20.909792] [DEBUG] [MAG       ] AVNS: Last date is validated at 2025-11-24
[2025-11-25T12:32:20.935304] [INFO ] [LOCAL     ] KTB: Saved forecast.
[2025-11-25T12:32:20.935428] [INFO ] [main      ] KTB: Signal=1 (Conf=90.0%), Magnitude=-1.58% (Conf=48.3931%)
[2025-11-25T12:32:20.935599] [INFO ] [main      ] Fetching symbol history for OVV...
[2025-11-25T12:32:20.935678] [DEBUG] [REMOTE    ] OVV: Fetching historical data.
[2025-11-25T12:32:20.936224] [INFO ] [main      ] Progress: 170/524 forecasts completed (32.4%). KTB finished in 0.8s. ETA: 1m 4s. Rate: 331.51 forecasts/min
[2025-11-25T12:32:20.948089] [DEBUG] [REMOTE    ] OVV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:20.949092] [DEBUG] [LOCAL     ] Loaded configuration for OVV: 4 features, N/A% accuracy
[2025-11-25T12:32:20.949220] [INFO ] [LOCAL     ] OVV: Loaded 4 optimal features with 53.75% confidence from JSON config
[2025-11-25T12:32:20.949327] [DEBUG] [MAG       ] Building data for symbol: OVV with lookback: 0
[2025-11-25T12:32:20.950179] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:20.950318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:20.951141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:20.969844] [INFO ] [LOCAL     ] HPQ: Saved forecast.
[2025-11-25T12:32:20.970075] [INFO ] [main      ] HPQ: Signal=1 (Conf=90.0%), Magnitude=1.57% (Conf=48.7735%)
[2025-11-25T12:32:20.970293] [INFO ] [main      ] Fetching symbol history for DEA...
[2025-11-25T12:32:20.970407] [DEBUG] [REMOTE    ] DEA: Fetching historical data.
[2025-11-25T12:32:20.971121] [INFO ] [main      ] Progress: 171/524 forecasts completed (32.6%). HPQ finished in 0.7s. ETA: 1m 4s. Rate: 333.08 forecasts/min
[2025-11-25T12:32:20.983476] [DEBUG] [REMOTE    ] DEA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:20.984428] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, N/A% accuracy
[2025-11-25T12:32:20.984550] [INFO ] [LOCAL     ] DEA: Loaded 3 optimal features with 47.78% confidence from JSON config
[2025-11-25T12:32:20.984666] [DEBUG] [MAG       ] Building data for symbol: DEA with lookback: 0
[2025-11-25T12:32:20.985519] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:20.985668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:20.987453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:20.988073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:20.988542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:21.003373] [INFO ] [LOCAL     ] NCLH: Saved forecast.
[2025-11-25T12:32:21.003583] [INFO ] [main      ] NCLH: Signal=1 (Conf=90.0%), Magnitude=2.90% (Conf=46.1699%)
[2025-11-25T12:32:21.003825] [INFO ] [main      ] Fetching symbol history for HSBC...
[2025-11-25T12:32:21.003935] [DEBUG] [REMOTE    ] HSBC: Fetching historical data.
[2025-11-25T12:32:21.005740] [INFO ] [main      ] Progress: 172/524 forecasts completed (32.8%). NCLH finished in 0.6s. ETA: 1m 3s. Rate: 334.65 forecasts/min
[2025-11-25T12:32:21.015433] [DEBUG] [REMOTE    ] HSBC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:21.016375] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, N/A% accuracy
[2025-11-25T12:32:21.016499] [INFO ] [LOCAL     ] HSBC: Loaded 2 optimal features with 66.30% confidence from JSON config
[2025-11-25T12:32:21.016595] [DEBUG] [MAG       ] Building data for symbol: HSBC with lookback: 0
[2025-11-25T12:32:21.017465] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:21.017608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:21.022464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:21.074091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:21.081699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:21.088736] [DEBUG] [MAG       ] AVNS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:21.130750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:21.132092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:21.174485] [INFO ] [LOCAL     ] AVNS: Saved forecast.
[2025-11-25T12:32:21.174738] [INFO ] [main      ] AVNS: Signal=1 (Conf=90.0%), Magnitude=5.19% (Conf=45.7916%)
[2025-11-25T12:32:21.175127] [INFO ] [main      ] Fetching symbol history for AIT...
[2025-11-25T12:32:21.175240] [DEBUG] [REMOTE    ] AIT: Fetching historical data.
[2025-11-25T12:32:21.175730] [INFO ] [main      ] Progress: 173/524 forecasts completed (33.0%). AVNS finished in 0.6s. ETA: 1m 3s. Rate: 334.75 forecasts/min
[2025-11-25T12:32:21.186459] [DEBUG] [REMOTE    ] AIT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:21.187073] [DEBUG] [LOCAL     ] Loaded configuration for AIT: 5 features, N/A% accuracy
[2025-11-25T12:32:21.187192] [INFO ] [LOCAL     ] AIT: Loaded 5 optimal features with 56.40% confidence from JSON config
[2025-11-25T12:32:21.187288] [DEBUG] [MAG       ] Building data for symbol: AIT with lookback: 0
[2025-11-25T12:32:21.188125] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:21.188261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:21.193128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:21.195064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:21.195675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:21.196219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:21.197606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:21.330565] [DEBUG] [MAG       ] DEA: Last date is validated at 2025-11-24
[2025-11-25T12:32:21.423546] [DEBUG] [MAG       ] HSBC: Last date is validated at 2025-11-24
[2025-11-25T12:32:21.467256] [DEBUG] [MAG       ] OVV: Last date is validated at 2025-11-24
[2025-11-25T12:32:21.501832] [DEBUG] [MAG       ] DEA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:21.536755] [DEBUG] [MAG       ] AIT: Last date is validated at 2025-11-24
[2025-11-25T12:32:21.578964] [INFO ] [LOCAL     ] DEA: Saved forecast.
[2025-11-25T12:32:21.579079] [INFO ] [main      ] DEA: Signal=1 (Conf=90.0%), Magnitude=-1.48% (Conf=47.7839%)
[2025-11-25T12:32:21.579378] [INFO ] [main      ] Fetching symbol history for MNSO...
[2025-11-25T12:32:21.579443] [DEBUG] [REMOTE    ] MNSO: Fetching historical data.
[2025-11-25T12:32:21.580034] [INFO ] [main      ] Progress: 174/524 forecasts completed (33.2%). DEA finished in 0.6s. ETA: 1m 3s. Rate: 332.35 forecasts/min
[2025-11-25T12:32:21.591897] [DEBUG] [REMOTE    ] MNSO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:21.593172] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 4 features, N/A% accuracy
[2025-11-25T12:32:21.593294] [INFO ] [LOCAL     ] MNSO: Loaded 4 optimal features with 48.48% confidence from JSON config
[2025-11-25T12:32:21.593389] [DEBUG] [MAG       ] Building data for symbol: MNSO with lookback: 0
[2025-11-25T12:32:21.594233] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:21.594364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:21.594889] [DEBUG] [MAG       ] HSBC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:21.599355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:21.600941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:21.603939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:32:21.609820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:21.638579] [DEBUG] [MAG       ] OVV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:21.708491] [INFO ] [LOCAL     ] HSBC: Saved forecast.
[2025-11-25T12:32:21.708754] [INFO ] [main      ] HSBC: Signal=1 (Conf=90.0%), Magnitude=1.99% (Conf=66.3005%)
[2025-11-25T12:32:21.708932] [INFO ] [main      ] Fetching symbol history for KOP...
[2025-11-25T12:32:21.709041] [DEBUG] [REMOTE    ] KOP: Fetching historical data.
[2025-11-25T12:32:21.710723] [INFO ] [main      ] Progress: 175/524 forecasts completed (33.4%). HSBC finished in 0.7s. ETA: 1m 3s. Rate: 332.88 forecasts/min
[2025-11-25T12:32:21.712262] [DEBUG] [MAG       ] AIT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:21.721432] [DEBUG] [REMOTE    ] KOP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:21.722450] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 3 features, N/A% accuracy
[2025-11-25T12:32:21.722528] [INFO ] [LOCAL     ] KOP: Loaded 3 optimal features with 63.51% confidence from JSON config
[2025-11-25T12:32:21.722631] [DEBUG] [MAG       ] Building data for symbol: KOP with lookback: 0
[2025-11-25T12:32:21.723472] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:21.723554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:21.728501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:21.729582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:21.730317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:21.748938] [INFO ] [LOCAL     ] OVV: Saved forecast.
[2025-11-25T12:32:21.749195] [INFO ] [main      ] OVV: Signal=1 (Conf=90.0%), Magnitude=2.19% (Conf=53.7477%)
[2025-11-25T12:32:21.749429] [INFO ] [main      ] Fetching symbol history for DE...
[2025-11-25T12:32:21.749550] [DEBUG] [REMOTE    ] DE: Fetching historical data.
[2025-11-25T12:32:21.749747] [INFO ] [main      ] Progress: 176/524 forecasts completed (33.6%). OVV finished in 0.8s. ETA: 1m 2s. Rate: 334.36 forecasts/min
[2025-11-25T12:32:21.761452] [DEBUG] [REMOTE    ] DE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:21.762632] [DEBUG] [LOCAL     ] Loaded configuration for DE: 5 features, N/A% accuracy
[2025-11-25T12:32:21.762786] [INFO ] [LOCAL     ] DE: Loaded 5 optimal features with 60.07% confidence from JSON config
[2025-11-25T12:32:21.762894] [DEBUG] [MAG       ] Building data for symbol: DE with lookback: 0
[2025-11-25T12:32:21.763744] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:21.763880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:21.768777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:21.770631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:21.771206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:21.771620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:21.772564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:21.871452] [INFO ] [LOCAL     ] AIT: Saved forecast.
[2025-11-25T12:32:21.871568] [INFO ] [main      ] AIT: Signal=1 (Conf=90.0%), Magnitude=-0.35% (Conf=56.4005%)
[2025-11-25T12:32:21.871928] [INFO ] [main      ] Fetching symbol history for TPL...
[2025-11-25T12:32:21.872126] [DEBUG] [REMOTE    ] TPL: Fetching historical data.
[2025-11-25T12:32:21.872726] [INFO ] [main      ] Progress: 177/524 forecasts completed (33.8%). AIT finished in 0.7s. ETA: 1m 2s. Rate: 334.96 forecasts/min
[2025-11-25T12:32:21.885016] [DEBUG] [REMOTE    ] TPL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:21.885880] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 4 features, N/A% accuracy
[2025-11-25T12:32:21.886003] [INFO ] [LOCAL     ] TPL: Loaded 4 optimal features with 56.96% confidence from JSON config
[2025-11-25T12:32:21.886099] [DEBUG] [MAG       ] Building data for symbol: TPL with lookback: 0
[2025-11-25T12:32:21.886902] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:21.887056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:21.888835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:21.889424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:21.889995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:21.890866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:21.958504] [DEBUG] [MAG       ] MNSO: Last date is validated at 2025-11-24
[2025-11-25T12:32:22.076284] [DEBUG] [MAG       ] KOP: Last date is validated at 2025-11-24
[2025-11-25T12:32:22.110445] [DEBUG] [MAG       ] DE: Last date is validated at 2025-11-24
[2025-11-25T12:32:22.130800] [DEBUG] [MAG       ] MNSO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:22.240485] [DEBUG] [MAG       ] TPL: Last date is validated at 2025-11-24
[2025-11-25T12:32:22.243313] [INFO ] [LOCAL     ] MNSO: Saved forecast.
[2025-11-25T12:32:22.243423] [INFO ] [main      ] MNSO: Signal=1 (Conf=90.0%), Magnitude=2.14% (Conf=48.4808%)
[2025-11-25T12:32:22.243963] [INFO ] [main      ] Progress: 178/524 forecasts completed (34.0%). MNSO finished in 0.7s. ETA: 1m 2s. Rate: 332.95 forecasts/min
[2025-11-25T12:32:22.244145] [INFO ] [main      ] Fetching symbol history for RBLX...
[2025-11-25T12:32:22.244252] [DEBUG] [REMOTE    ] RBLX: Fetching historical data.
[2025-11-25T12:32:22.248961] [DEBUG] [MAG       ] KOP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:22.257133] [DEBUG] [REMOTE    ] RBLX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:22.258268] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, N/A% accuracy
[2025-11-25T12:32:22.258352] [INFO ] [LOCAL     ] RBLX: Loaded 2 optimal features with 63.92% confidence from JSON config
[2025-11-25T12:32:22.258401] [DEBUG] [MAG       ] Building data for symbol: RBLX with lookback: 0
[2025-11-25T12:32:22.259218] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:22.259390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:22.264245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:22.280373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:22.283239] [DEBUG] [MAG       ] DE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:22.343244] [INFO ] [LOCAL     ] KOP: Saved forecast.
[2025-11-25T12:32:22.343375] [INFO ] [main      ] KOP: Signal=1 (Conf=90.0%), Magnitude=1.66% (Conf=63.5111%)
[2025-11-25T12:32:22.343558] [INFO ] [main      ] Fetching symbol history for ETV...
[2025-11-25T12:32:22.343779] [DEBUG] [REMOTE    ] ETV: Fetching historical data.
[2025-11-25T12:32:22.344006] [INFO ] [main      ] Progress: 179/524 forecasts completed (34.2%). KOP finished in 0.6s. ETA: 1m 2s. Rate: 333.78 forecasts/min
[2025-11-25T12:32:22.356175] [DEBUG] [REMOTE    ] ETV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:22.357322] [DEBUG] [LOCAL     ] Loaded configuration for ETV: 7 features, N/A% accuracy
[2025-11-25T12:32:22.357469] [INFO ] [LOCAL     ] ETV: Loaded 7 optimal features with 48.76% confidence from JSON config
[2025-11-25T12:32:22.357528] [DEBUG] [MAG       ] Building data for symbol: ETV with lookback: 0
[2025-11-25T12:32:22.358418] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:22.358556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:22.360430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:22.361071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:22.361557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:22.364363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:22.365875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:22.367566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:32:22.368963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:22.411917] [DEBUG] [MAG       ] TPL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:22.449314] [INFO ] [LOCAL     ] DE: Saved forecast.
[2025-11-25T12:32:22.449528] [INFO ] [main      ] DE: Signal=1 (Conf=90.0%), Magnitude=2.45% (Conf=60.0706%)
[2025-11-25T12:32:22.449785] [INFO ] [main      ] Fetching symbol history for JPM...
[2025-11-25T12:32:22.449906] [DEBUG] [REMOTE    ] JPM: Fetching historical data.
[2025-11-25T12:32:22.450885] [INFO ] [main      ] Progress: 180/524 forecasts completed (34.4%). DE finished in 0.7s. ETA: 1m 2s. Rate: 334.54 forecasts/min
[2025-11-25T12:32:22.461897] [DEBUG] [REMOTE    ] JPM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:22.463145] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 5 features, N/A% accuracy
[2025-11-25T12:32:22.463275] [INFO ] [LOCAL     ] JPM: Loaded 5 optimal features with 53.99% confidence from JSON config
[2025-11-25T12:32:22.463380] [DEBUG] [MAG       ] Building data for symbol: JPM with lookback: 0
[2025-11-25T12:32:22.464226] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:22.464367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:22.466194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:22.466753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:22.467252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:22.468138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:22.469115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:22.620137] [DEBUG] [MAG       ] RBLX: Last date is validated at 2025-11-24
[2025-11-25T12:32:22.651061] [INFO ] [LOCAL     ] TPL: Saved forecast.
[2025-11-25T12:32:22.651305] [INFO ] [main      ] TPL: Signal=1 (Conf=90.0%), Magnitude=-0.20% (Conf=56.96%)
[2025-11-25T12:32:22.651727] [INFO ] [main      ] Fetching symbol history for GROV...
[2025-11-25T12:32:22.651844] [DEBUG] [REMOTE    ] GROV: Fetching historical data.
[2025-11-25T12:32:22.652704] [INFO ] [main      ] Progress: 181/524 forecasts completed (34.5%). TPL finished in 0.8s. ETA: 1m 2s. Rate: 334.31 forecasts/min
[2025-11-25T12:32:22.663321] [DEBUG] [REMOTE    ] GROV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:22.663911] [DEBUG] [LOCAL     ] Loaded configuration for GROV: 4 features, N/A% accuracy
[2025-11-25T12:32:22.664028] [INFO ] [LOCAL     ] GROV: Loaded 4 optimal features with 49.53% confidence from JSON config
[2025-11-25T12:32:22.664124] [DEBUG] [MAG       ] Building data for symbol: GROV with lookback: 0
[2025-11-25T12:32:22.664964] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:22.665094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:22.666903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:22.667514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:22.668002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:22.669449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:22.724823] [DEBUG] [MAG       ] ETV: Last date is validated at 2025-11-24
[2025-11-25T12:32:22.794494] [DEBUG] [MAG       ] RBLX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:22.810928] [DEBUG] [MAG       ] JPM: Last date is validated at 2025-11-24
[2025-11-25T12:32:22.915427] [DEBUG] [MAG       ] ETV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:22.923423] [INFO ] [LOCAL     ] RBLX: Saved forecast.
[2025-11-25T12:32:22.923666] [INFO ] [main      ] RBLX: Signal=1 (Conf=90.0%), Magnitude=-0.68% (Conf=63.9205%)
[2025-11-25T12:32:22.923887] [INFO ] [main      ] Fetching symbol history for CGAU...
[2025-11-25T12:32:22.923997] [DEBUG] [REMOTE    ] CGAU: Fetching historical data.
[2025-11-25T12:32:22.925497] [INFO ] [main      ] Progress: 182/524 forecasts completed (34.7%). RBLX finished in 0.7s. ETA: 1m 2s. Rate: 333.35 forecasts/min
[2025-11-25T12:32:22.937175] [DEBUG] [REMOTE    ] CGAU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:22.937895] [DEBUG] [LOCAL     ] Loaded configuration for CGAU: 7 features, N/A% accuracy
[2025-11-25T12:32:22.937991] [INFO ] [LOCAL     ] CGAU: Loaded 7 optimal features with 57.48% confidence from JSON config
[2025-11-25T12:32:22.938067] [DEBUG] [MAG       ] Building data for symbol: CGAU with lookback: 0
[2025-11-25T12:32:22.938890] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:22.939001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:22.944052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:22.945932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:22.946471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:22.946943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:22.948202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:22.948911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:22.950086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:23.003248] [DEBUG] [MAG       ] JPM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:23.013532] [DEBUG] [MAG       ] GROV: Last date is validated at 2025-11-24
[2025-11-25T12:32:23.060336] [INFO ] [LOCAL     ] ETV: Saved forecast.
[2025-11-25T12:32:23.060580] [INFO ] [main      ] ETV: Signal=1 (Conf=90.0%), Magnitude=1.64% (Conf=48.7635%)
[2025-11-25T12:32:23.060826] [INFO ] [main      ] Fetching symbol history for TD...
[2025-11-25T12:32:23.060943] [DEBUG] [REMOTE    ] TD: Fetching historical data.
[2025-11-25T12:32:23.062837] [INFO ] [main      ] Progress: 183/524 forecasts completed (34.9%). ETV finished in 0.7s. ETA: 1m 1s. Rate: 333.79 forecasts/min
[2025-11-25T12:32:23.074009] [DEBUG] [REMOTE    ] TD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:23.075165] [DEBUG] [LOCAL     ] Loaded configuration for TD: 5 features, N/A% accuracy
[2025-11-25T12:32:23.075292] [INFO ] [LOCAL     ] TD: Loaded 5 optimal features with 45.19% confidence from JSON config
[2025-11-25T12:32:23.075391] [DEBUG] [MAG       ] Building data for symbol: TD with lookback: 0
[2025-11-25T12:32:23.076288] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:23.076425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:23.081461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:23.127371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:23.130056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:23.132703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:32:23.133964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:23.158334] [INFO ] [LOCAL     ] JPM: Saved forecast.
[2025-11-25T12:32:23.158579] [INFO ] [main      ] JPM: Signal=1 (Conf=90.0%), Magnitude=0.03% (Conf=53.9853%)
[2025-11-25T12:32:23.158830] [INFO ] [main      ] Fetching symbol history for EAT...
[2025-11-25T12:32:23.158958] [DEBUG] [REMOTE    ] EAT: Fetching historical data.
[2025-11-25T12:32:23.160844] [INFO ] [main      ] Progress: 184/524 forecasts completed (35.1%). JPM finished in 0.7s. ETA: 1m 1s. Rate: 334.61 forecasts/min
[2025-11-25T12:32:23.171117] [DEBUG] [REMOTE    ] EAT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:23.172053] [DEBUG] [LOCAL     ] Loaded configuration for EAT: 2 features, N/A% accuracy
[2025-11-25T12:32:23.172176] [INFO ] [LOCAL     ] EAT: Loaded 2 optimal features with 57.87% confidence from JSON config
[2025-11-25T12:32:23.172284] [DEBUG] [MAG       ] Building data for symbol: EAT with lookback: 0
[2025-11-25T12:32:23.173121] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:23.173261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:23.173996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:32:23.174817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:23.189127] [DEBUG] [MAG       ] GROV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:23.250128] [INFO ] [LOCAL     ] GROV: Saved forecast.
[2025-11-25T12:32:23.250342] [INFO ] [main      ] GROV: Signal=1 (Conf=90.0%), Magnitude=1.88% (Conf=49.5281%)
[2025-11-25T12:32:23.250765] [INFO ] [main      ] Fetching symbol history for V...
[2025-11-25T12:32:23.250881] [DEBUG] [REMOTE    ] V: Fetching historical data.
[2025-11-25T12:32:23.251692] [INFO ] [main      ] Progress: 185/524 forecasts completed (35.3%). GROV finished in 0.6s. ETA: 1m 1s. Rate: 335.51 forecasts/min
[2025-11-25T12:32:23.262587] [DEBUG] [REMOTE    ] V: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:23.263377] [DEBUG] [LOCAL     ] Loaded configuration for V: 6 features, N/A% accuracy
[2025-11-25T12:32:23.263499] [INFO ] [LOCAL     ] V: Loaded 6 optimal features with 54.18% confidence from JSON config
[2025-11-25T12:32:23.263603] [DEBUG] [MAG       ] Building data for symbol: V with lookback: 0
[2025-11-25T12:32:23.264422] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:23.264555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:23.270611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:23.272879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:23.273454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:23.273996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:23.274474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:23.275462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:23.287806] [DEBUG] [MAG       ] CGAU: Last date is validated at 2025-11-24
[2025-11-25T12:32:23.455458] [DEBUG] [MAG       ] CGAU: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:23.477076] [DEBUG] [MAG       ] TD: Last date is validated at 2025-11-24
[2025-11-25T12:32:23.515740] [DEBUG] [MAG       ] EAT: Last date is validated at 2025-11-24
[2025-11-25T12:32:23.527929] [INFO ] [LOCAL     ] CGAU: Saved forecast.
[2025-11-25T12:32:23.528136] [INFO ] [main      ] CGAU: Signal=1 (Conf=90.0%), Magnitude=0.44% (Conf=57.4763%)
[2025-11-25T12:32:23.528485] [INFO ] [main      ] Progress: 186/524 forecasts completed (35.5%). CGAU finished in 0.6s. ETA: 1m 1s. Rate: 334.52 forecasts/min
[2025-11-25T12:32:23.528951] [INFO ] [main      ] Fetching symbol history for BST...
[2025-11-25T12:32:23.529013] [DEBUG] [REMOTE    ] BST: Fetching historical data.
[2025-11-25T12:32:23.541808] [DEBUG] [REMOTE    ] BST: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:23.543176] [DEBUG] [LOCAL     ] Loaded configuration for BST: 3 features, N/A% accuracy
[2025-11-25T12:32:23.543242] [INFO ] [LOCAL     ] BST: Loaded 3 optimal features with 58.58% confidence from JSON config
[2025-11-25T12:32:23.543279] [DEBUG] [MAG       ] Building data for symbol: BST with lookback: 0
[2025-11-25T12:32:23.544105] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:23.544172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:23.546302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:23.548043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:23.548757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:23.648255] [DEBUG] [MAG       ] TD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:23.678560] [DEBUG] [MAG       ] V: Last date is validated at 2025-11-24
[2025-11-25T12:32:23.687255] [DEBUG] [MAG       ] EAT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:23.757338] [INFO ] [LOCAL     ] TD: Saved forecast.
[2025-11-25T12:32:23.757586] [INFO ] [main      ] TD: Signal=1 (Conf=90.0%), Magnitude=0.08% (Conf=45.1902%)
[2025-11-25T12:32:23.757832] [INFO ] [main      ] Fetching symbol history for ING...
[2025-11-25T12:32:23.757944] [DEBUG] [REMOTE    ] ING: Fetching historical data.
[2025-11-25T12:32:23.758212] [INFO ] [main      ] Progress: 187/524 forecasts completed (35.7%). TD finished in 0.7s. ETA: 1m 1s. Rate: 334.02 forecasts/min
[2025-11-25T12:32:23.772485] [DEBUG] [REMOTE    ] ING: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:23.773760] [DEBUG] [LOCAL     ] Loaded configuration for ING: 7 features, N/A% accuracy
[2025-11-25T12:32:23.773887] [INFO ] [LOCAL     ] ING: Loaded 7 optimal features with 55.69% confidence from JSON config
[2025-11-25T12:32:23.773984] [DEBUG] [MAG       ] Building data for symbol: ING with lookback: 0
[2025-11-25T12:32:23.774909] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:23.775051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:23.780061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:23.783192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:23.783912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:23.785750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:23.786307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:23.787499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:32:23.789657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:23.839491] [INFO ] [LOCAL     ] EAT: Saved forecast.
[2025-11-25T12:32:23.839605] [INFO ] [main      ] EAT: Signal=1 (Conf=90.0%), Magnitude=0.54% (Conf=57.8657%)
[2025-11-25T12:32:23.839810] [INFO ] [main      ] Fetching symbol history for DLX...
[2025-11-25T12:32:23.839943] [DEBUG] [REMOTE    ] DLX: Fetching historical data.
[2025-11-25T12:32:23.839993] [INFO ] [main      ] Progress: 188/524 forecasts completed (35.9%). EAT finished in 0.7s. ETA: 1m 0s. Rate: 334.99 forecasts/min
[2025-11-25T12:32:23.852981] [DEBUG] [REMOTE    ] DLX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:23.853883] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 10 features, N/A% accuracy
[2025-11-25T12:32:23.853959] [INFO ] [LOCAL     ] DLX: Loaded 10 optimal features with 47.93% confidence from JSON config
[2025-11-25T12:32:23.854009] [DEBUG] [MAG       ] Building data for symbol: DLX with lookback: 0
[2025-11-25T12:32:23.853831] [DEBUG] [MAG       ] V: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:23.854831] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:32:23.854922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:23.859726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:23.861570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:23.862143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:23.863847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:23.894700] [DEBUG] [MAG       ] BST: Last date is validated at 2025-11-24
[2025-11-25T12:32:23.949851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:23.952753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:23.954005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:23.955413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:23.956217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:32:23.957458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:24.029397] [INFO ] [LOCAL     ] V: Saved forecast.
[2025-11-25T12:32:24.029664] [INFO ] [main      ] V: Signal=1 (Conf=90.0%), Magnitude=1.90% (Conf=54.1838%)
[2025-11-25T12:32:24.029893] [INFO ] [main      ] Fetching symbol history for TFIN...
[2025-11-25T12:32:24.030003] [DEBUG] [REMOTE    ] TFIN: Fetching historical data.
[2025-11-25T12:32:24.031031] [INFO ] [main      ] Progress: 189/524 forecasts completed (36.1%). V finished in 0.8s. ETA: 1m 0s. Rate: 334.87 forecasts/min
[2025-11-25T12:32:24.042477] [DEBUG] [REMOTE    ] TFIN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:24.043710] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 5 features, N/A% accuracy
[2025-11-25T12:32:24.043837] [INFO ] [LOCAL     ] TFIN: Loaded 5 optimal features with 48.68% confidence from JSON config
[2025-11-25T12:32:24.043937] [DEBUG] [MAG       ] Building data for symbol: TFIN with lookback: 0
[2025-11-25T12:32:24.044828] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:24.044964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:24.047037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:24.047678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:24.048104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:24.069885] [DEBUG] [MAG       ] BST: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:24.096067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:24.138004] [DEBUG] [MAG       ] ING: Last date is validated at 2025-11-24
[2025-11-25T12:32:24.157779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:24.160872] [INFO ] [LOCAL     ] BST: Saved forecast.
[2025-11-25T12:32:24.161118] [INFO ] [main      ] BST: Signal=1 (Conf=90.0%), Magnitude=2.23% (Conf=58.5788%)
[2025-11-25T12:32:24.161529] [INFO ] [main      ] Progress: 190/524 forecasts completed (36.3%). BST finished in 0.6s. ETA: 59.8s. Rate: 335.35 forecasts/min
[2025-11-25T12:32:24.161926] [INFO ] [main      ] Fetching symbol history for MKL...
[2025-11-25T12:32:24.162034] [DEBUG] [REMOTE    ] MKL: Fetching historical data.
[2025-11-25T12:32:24.174983] [DEBUG] [REMOTE    ] MKL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:24.176094] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 2 features, N/A% accuracy
[2025-11-25T12:32:24.176223] [INFO ] [LOCAL     ] MKL: Loaded 2 optimal features with 56.08% confidence from JSON config
[2025-11-25T12:32:24.176322] [DEBUG] [MAG       ] Building data for symbol: MKL with lookback: 0
[2025-11-25T12:32:24.177333] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:24.177479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:24.179768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:24.185594] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:24.305168] [DEBUG] [MAG       ] DLX: Last date is validated at 2025-11-24
[2025-11-25T12:32:24.313675] [DEBUG] [MAG       ] ING: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:24.396719] [INFO ] [LOCAL     ] ING: Saved forecast.
[2025-11-25T12:32:24.396829] [INFO ] [main      ] ING: Signal=1 (Conf=90.0%), Magnitude=0.44% (Conf=55.6873%)
[2025-11-25T12:32:24.397141] [INFO ] [main      ] Fetching symbol history for BBY...
[2025-11-25T12:32:24.397207] [DEBUG] [REMOTE    ] BBY: Fetching historical data.
[2025-11-25T12:32:24.397596] [INFO ] [main      ] Progress: 191/524 forecasts completed (36.5%). ING finished in 0.6s. ETA: 59.7s. Rate: 334.79 forecasts/min
[2025-11-25T12:32:24.409451] [DEBUG] [REMOTE    ] BBY: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:24.410599] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 5 features, N/A% accuracy
[2025-11-25T12:32:24.410740] [INFO ] [LOCAL     ] BBY: Loaded 5 optimal features with 52.72% confidence from JSON config
[2025-11-25T12:32:24.410837] [DEBUG] [MAG       ] Building data for symbol: BBY with lookback: 0
[2025-11-25T12:32:24.411675] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:24.411804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:24.416719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:24.418573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:24.419101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:24.419574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:24.477368] [DEBUG] [MAG       ] DLX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:24.507630] [DEBUG] [MAG       ] TFIN: Last date is validated at 2025-11-24
[2025-11-25T12:32:24.541236] [DEBUG] [MAG       ] MKL: Last date is validated at 2025-11-24
[2025-11-25T12:32:24.546253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:24.572050] [INFO ] [LOCAL     ] DLX: Saved forecast.
[2025-11-25T12:32:24.572278] [INFO ] [main      ] DLX: Signal=1 (Conf=90.0%), Magnitude=0.75% (Conf=47.9273%)
[2025-11-25T12:32:24.572711] [INFO ] [main      ] Fetching symbol history for BAK...
[2025-11-25T12:32:24.572860] [DEBUG] [REMOTE    ] BAK: Fetching historical data.
[2025-11-25T12:32:24.572725] [INFO ] [main      ] Progress: 192/524 forecasts completed (36.6%). DLX finished in 0.7s. ETA: 59.5s. Rate: 334.83 forecasts/min
[2025-11-25T12:32:24.584686] [DEBUG] [REMOTE    ] BAK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:24.585704] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 6 features, N/A% accuracy
[2025-11-25T12:32:24.585829] [INFO ] [LOCAL     ] BAK: Loaded 6 optimal features with 48.09% confidence from JSON config
[2025-11-25T12:32:24.585933] [DEBUG] [MAG       ] Building data for symbol: BAK with lookback: 0
[2025-11-25T12:32:24.586779] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:24.586921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:24.591795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:24.593675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:24.594237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:24.594738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:24.638070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:24.676142] [DEBUG] [MAG       ] TFIN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:24.695889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:24.710560] [DEBUG] [MAG       ] MKL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:24.798257] [INFO ] [LOCAL     ] TFIN: Saved forecast.
[2025-11-25T12:32:24.798496] [INFO ] [main      ] TFIN: Signal=1 (Conf=90.0%), Magnitude=-2.74% (Conf=48.6796%)
[2025-11-25T12:32:24.798941] [INFO ] [main      ] Fetching symbol history for EFR...
[2025-11-25T12:32:24.799109] [DEBUG] [REMOTE    ] EFR: Fetching historical data.
[2025-11-25T12:32:24.799324] [INFO ] [main      ] Progress: 193/524 forecasts completed (36.8%). TFIN finished in 0.8s. ETA: 59.4s. Rate: 334.37 forecasts/min
[2025-11-25T12:32:24.811010] [DEBUG] [REMOTE    ] EFR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:24.811938] [DEBUG] [LOCAL     ] Loaded configuration for EFR: 3 features, N/A% accuracy
[2025-11-25T12:32:24.812114] [INFO ] [LOCAL     ] EFR: Loaded 3 optimal features with 40.54% confidence from JSON config
[2025-11-25T12:32:24.812168] [DEBUG] [MAG       ] Building data for symbol: EFR with lookback: 0
[2025-11-25T12:32:24.813024] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:24.813154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:24.818077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:24.820015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:24.820734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:24.886991] [DEBUG] [MAG       ] BBY: Last date is validated at 2025-11-24
[2025-11-25T12:32:24.957455] [INFO ] [LOCAL     ] MKL: Saved forecast.
[2025-11-25T12:32:24.957742] [INFO ] [main      ] MKL: Signal=1 (Conf=90.0%), Magnitude=0.01% (Conf=56.081%)
[2025-11-25T12:32:24.958114] [INFO ] [main      ] Fetching symbol history for APO...
[2025-11-25T12:32:24.958227] [DEBUG] [REMOTE    ] APO: Fetching historical data.
[2025-11-25T12:32:24.959205] [INFO ] [main      ] Progress: 194/524 forecasts completed (37.0%). MKL finished in 0.8s. ETA: 59.2s. Rate: 334.56 forecasts/min
[2025-11-25T12:32:24.970716] [DEBUG] [REMOTE    ] APO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:24.971907] [DEBUG] [LOCAL     ] Loaded configuration for APO: 3 features, N/A% accuracy
[2025-11-25T12:32:24.972030] [INFO ] [LOCAL     ] APO: Loaded 3 optimal features with 57.05% confidence from JSON config
[2025-11-25T12:32:24.972128] [DEBUG] [MAG       ] Building data for symbol: APO with lookback: 0
[2025-11-25T12:32:24.973002] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:24.973145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:24.978100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:24.980635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:25.035791] [DEBUG] [MAG       ] BAK: Last date is validated at 2025-11-24
[2025-11-25T12:32:25.057679] [DEBUG] [MAG       ] BBY: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:25.065735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:25.157730] [DEBUG] [MAG       ] EFR: Last date is validated at 2025-11-24
[2025-11-25T12:32:25.188755] [INFO ] [LOCAL     ] BBY: Saved forecast.
[2025-11-25T12:32:25.188998] [INFO ] [main      ] BBY: Signal=1 (Conf=90.0%), Magnitude=-0.16% (Conf=52.7236%)
[2025-11-25T12:32:25.189403] [INFO ] [main      ] Fetching symbol history for SAFE...
[2025-11-25T12:32:25.189475] [DEBUG] [REMOTE    ] SAFE: Fetching historical data.
[2025-11-25T12:32:25.189629] [INFO ] [main      ] Progress: 195/524 forecasts completed (37.2%). BBY finished in 0.8s. ETA: 59.1s. Rate: 334.07 forecasts/min
[2025-11-25T12:32:25.201801] [DEBUG] [REMOTE    ] SAFE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:25.203034] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 3 features, N/A% accuracy
[2025-11-25T12:32:25.203157] [INFO ] [LOCAL     ] SAFE: Loaded 3 optimal features with 54.64% confidence from JSON config
[2025-11-25T12:32:25.203254] [DEBUG] [MAG       ] Building data for symbol: SAFE with lookback: 0
[2025-11-25T12:32:25.204104] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:25.204234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:25.207999] [DEBUG] [MAG       ] BAK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:25.209277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:25.210726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:25.213260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:25.279623] [INFO ] [LOCAL     ] BAK: Saved forecast.
[2025-11-25T12:32:25.279733] [INFO ] [main      ] BAK: Signal=1 (Conf=90.0%), Magnitude=10.76% (Conf=48.0887%)
[2025-11-25T12:32:25.279895] [INFO ] [main      ] Fetching symbol history for QVCC...
[2025-11-25T12:32:25.279945] [DEBUG] [REMOTE    ] QVCC: Fetching historical data.
[2025-11-25T12:32:25.281744] [INFO ] [main      ] Progress: 196/524 forecasts completed (37.4%). BAK finished in 0.7s. ETA: 58.8s. Rate: 334.91 forecasts/min
[2025-11-25T12:32:25.292970] [DEBUG] [REMOTE    ] QVCC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:25.293976] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 6 features, N/A% accuracy
[2025-11-25T12:32:25.294125] [INFO ] [LOCAL     ] QVCC: Loaded 6 optimal features with 55.81% confidence from JSON config
[2025-11-25T12:32:25.294231] [DEBUG] [MAG       ] Building data for symbol: QVCC with lookback: 0
[2025-11-25T12:32:25.295211] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:25.295382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:25.296393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:25.297961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:25.299369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:25.302606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:25.305310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:25.307229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:25.326347] [DEBUG] [MAG       ] EFR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:25.388495] [INFO ] [LOCAL     ] EFR: Saved forecast.
[2025-11-25T12:32:25.388739] [INFO ] [main      ] EFR: Signal=1 (Conf=90.0%), Magnitude=-0.08% (Conf=40.5388%)
[2025-11-25T12:32:25.388962] [INFO ] [main      ] Fetching symbol history for AYI...
[2025-11-25T12:32:25.389072] [DEBUG] [REMOTE    ] AYI: Fetching historical data.
[2025-11-25T12:32:25.390488] [INFO ] [main      ] Progress: 197/524 forecasts completed (37.6%). EFR finished in 0.6s. ETA: 58.5s. Rate: 335.58 forecasts/min
[2025-11-25T12:32:25.401409] [DEBUG] [REMOTE    ] AYI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:25.402450] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 5 features, N/A% accuracy
[2025-11-25T12:32:25.402578] [INFO ] [LOCAL     ] AYI: Loaded 5 optimal features with 55.26% confidence from JSON config
[2025-11-25T12:32:25.402708] [DEBUG] [MAG       ] Building data for symbol: AYI with lookback: 0
[2025-11-25T12:32:25.403529] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:25.403680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:25.408504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:25.410388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:25.410959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:25.411967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:25.412756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:25.418803] [DEBUG] [MAG       ] APO: Last date is validated at 2025-11-24
[2025-11-25T12:32:25.561234] [DEBUG] [MAG       ] SAFE: Last date is validated at 2025-11-24
[2025-11-25T12:32:25.594949] [DEBUG] [MAG       ] APO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:25.648201] [DEBUG] [MAG       ] QVCC: Last date is validated at 2025-11-24
[2025-11-25T12:32:25.732833] [DEBUG] [MAG       ] SAFE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:25.745504] [INFO ] [LOCAL     ] APO: Saved forecast.
[2025-11-25T12:32:25.745618] [INFO ] [main      ] APO: Signal=1 (Conf=90.0%), Magnitude=4.09% (Conf=57.0547%)
[2025-11-25T12:32:25.745922] [INFO ] [main      ] Fetching symbol history for CBT...
[2025-11-25T12:32:25.745986] [DEBUG] [REMOTE    ] CBT: Fetching historical data.
[2025-11-25T12:32:25.746694] [INFO ] [main      ] Progress: 198/524 forecasts completed (37.8%). APO finished in 0.8s. ETA: 58.6s. Rate: 333.90 forecasts/min
[2025-11-25T12:32:25.755754] [DEBUG] [MAG       ] AYI: Last date is validated at 2025-11-24
[2025-11-25T12:32:25.757831] [DEBUG] [REMOTE    ] CBT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:25.758435] [DEBUG] [LOCAL     ] Loaded configuration for CBT: 2 features, N/A% accuracy
[2025-11-25T12:32:25.758501] [INFO ] [LOCAL     ] CBT: Loaded 2 optimal features with 53.78% confidence from JSON config
[2025-11-25T12:32:25.758546] [DEBUG] [MAG       ] Building data for symbol: CBT with lookback: 0
[2025-11-25T12:32:25.759337] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:25.759411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:25.760151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:32:25.762490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:25.814464] [INFO ] [LOCAL     ] SAFE: Saved forecast.
[2025-11-25T12:32:25.814557] [INFO ] [main      ] SAFE: Signal=1 (Conf=90.0%), Magnitude=-0.26% (Conf=54.6429%)
[2025-11-25T12:32:25.814967] [INFO ] [main      ] Fetching symbol history for NOV...
[2025-11-25T12:32:25.815153] [DEBUG] [REMOTE    ] NOV: Fetching historical data.
[2025-11-25T12:32:25.815699] [INFO ] [main      ] Progress: 199/524 forecasts completed (38.0%). SAFE finished in 0.6s. ETA: 58.2s. Rate: 334.94 forecasts/min
[2025-11-25T12:32:25.819928] [DEBUG] [MAG       ] QVCC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:25.828041] [DEBUG] [REMOTE    ] NOV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:25.829186] [DEBUG] [LOCAL     ] Loaded configuration for NOV: 9 features, N/A% accuracy
[2025-11-25T12:32:25.829306] [INFO ] [LOCAL     ] NOV: Loaded 9 optimal features with 58.76% confidence from JSON config
[2025-11-25T12:32:25.829408] [DEBUG] [MAG       ] Building data for symbol: NOV with lookback: 0
[2025-11-25T12:32:25.830204] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:25.830337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:25.835196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:25.837102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:25.837741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:25.838245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:25.839156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:25.841286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:25.842117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:32:25.842913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:32:25.843767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:25.894841] [INFO ] [LOCAL     ] QVCC: Saved forecast.
[2025-11-25T12:32:25.895084] [INFO ] [main      ] QVCC: Signal=1 (Conf=90.0%), Magnitude=0.76% (Conf=55.8061%)
[2025-11-25T12:32:25.895316] [INFO ] [main      ] Fetching symbol history for PFD...
[2025-11-25T12:32:25.895445] [DEBUG] [REMOTE    ] PFD: Fetching historical data.
[2025-11-25T12:32:25.895886] [INFO ] [main      ] Progress: 200/524 forecasts completed (38.2%). QVCC finished in 0.6s. ETA: 57.9s. Rate: 335.87 forecasts/min
[2025-11-25T12:32:25.907360] [DEBUG] [REMOTE    ] PFD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:25.908613] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 3 features, N/A% accuracy
[2025-11-25T12:32:25.908763] [INFO ] [LOCAL     ] PFD: Loaded 3 optimal features with 37.59% confidence from JSON config
[2025-11-25T12:32:25.908873] [DEBUG] [MAG       ] Building data for symbol: PFD with lookback: 0
[2025-11-25T12:32:25.909723] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:25.909858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:25.911599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:25.912215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:25.914747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:25.928377] [DEBUG] [MAG       ] AYI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:26.092531] [INFO ] [LOCAL     ] AYI: Saved forecast.
[2025-11-25T12:32:26.092795] [INFO ] [main      ] AYI: Signal=1 (Conf=90.0%), Magnitude=2.22% (Conf=55.26%)
[2025-11-25T12:32:26.093025] [INFO ] [main      ] Fetching symbol history for SKLZ...
[2025-11-25T12:32:26.093138] [DEBUG] [REMOTE    ] SKLZ: Fetching historical data.
[2025-11-25T12:32:26.094709] [INFO ] [main      ] Progress: 201/524 forecasts completed (38.4%). AYI finished in 0.7s. ETA: 57.7s. Rate: 335.68 forecasts/min
[2025-11-25T12:32:26.105981] [DEBUG] [MAG       ] CBT: Last date is validated at 2025-11-24
[2025-11-25T12:32:26.106976] [DEBUG] [REMOTE    ] SKLZ: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:26.107955] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 2 features, N/A% accuracy
[2025-11-25T12:32:26.108035] [INFO ] [LOCAL     ] SKLZ: Loaded 2 optimal features with 44.88% confidence from JSON config
[2025-11-25T12:32:26.108139] [DEBUG] [MAG       ] Building data for symbol: SKLZ with lookback: 0
[2025-11-25T12:32:26.109044] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:26.109144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:26.114531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:26.115661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:26.189914] [DEBUG] [MAG       ] NOV: Last date is validated at 2025-11-24
[2025-11-25T12:32:26.255344] [DEBUG] [MAG       ] PFD: Last date is validated at 2025-11-24
[2025-11-25T12:32:26.274895] [DEBUG] [MAG       ] CBT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:26.367576] [DEBUG] [MAG       ] NOV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:26.404704] [INFO ] [LOCAL     ] CBT: Saved forecast.
[2025-11-25T12:32:26.404922] [INFO ] [main      ] CBT: Signal=1 (Conf=90.0%), Magnitude=0.37% (Conf=53.7838%)
[2025-11-25T12:32:26.405144] [INFO ] [main      ] Fetching symbol history for ED...
[2025-11-25T12:32:26.405446] [DEBUG] [REMOTE    ] ED: Fetching historical data.
[2025-11-25T12:32:26.405455] [INFO ] [main      ] Progress: 202/524 forecasts completed (38.5%). CBT finished in 0.7s. ETA: 57.8s. Rate: 334.46 forecasts/min
[2025-11-25T12:32:26.417170] [DEBUG] [REMOTE    ] ED: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:26.418289] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, N/A% accuracy
[2025-11-25T12:32:26.418355] [INFO ] [LOCAL     ] ED: Loaded 3 optimal features with 64.92% confidence from JSON config
[2025-11-25T12:32:26.418410] [DEBUG] [MAG       ] Building data for symbol: ED with lookback: 0
[2025-11-25T12:32:26.419230] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:26.419316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:26.424213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:26.426103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:26.427290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:26.427350] [DEBUG] [MAG       ] PFD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:26.462073] [INFO ] [LOCAL     ] NOV: Saved forecast.
[2025-11-25T12:32:26.462337] [INFO ] [main      ] NOV: Signal=1 (Conf=90.0%), Magnitude=4.49% (Conf=58.7628%)
[2025-11-25T12:32:26.462570] [INFO ] [main      ] Fetching symbol history for TRV...
[2025-11-25T12:32:26.462893] [DEBUG] [REMOTE    ] TRV: Fetching historical data.
[2025-11-25T12:32:26.463808] [INFO ] [main      ] Progress: 203/524 forecasts completed (38.7%). NOV finished in 0.6s. ETA: 57.4s. Rate: 335.57 forecasts/min
[2025-11-25T12:32:26.470576] [DEBUG] [MAG       ] SKLZ: Last date is validated at 2025-11-24
[2025-11-25T12:32:26.475383] [DEBUG] [REMOTE    ] TRV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:26.476112] [DEBUG] [LOCAL     ] Loaded configuration for TRV: 6 features, N/A% accuracy
[2025-11-25T12:32:26.476174] [INFO ] [LOCAL     ] TRV: Loaded 6 optimal features with 60.01% confidence from JSON config
[2025-11-25T12:32:26.476212] [DEBUG] [MAG       ] Building data for symbol: TRV with lookback: 0
[2025-11-25T12:32:26.476994] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:26.477194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:26.482307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:26.484671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:26.485277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:26.485785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:26.486639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:26.487342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:26.488655] [INFO ] [LOCAL     ] PFD: Saved forecast.
[2025-11-25T12:32:26.488809] [INFO ] [main      ] PFD: Signal=1 (Conf=90.0%), Magnitude=-0.10% (Conf=37.5869%)
[2025-11-25T12:32:26.489036] [INFO ] [main      ] Fetching symbol history for ELME...
[2025-11-25T12:32:26.489156] [DEBUG] [REMOTE    ] ELME: Fetching historical data.
[2025-11-25T12:32:26.490796] [INFO ] [main      ] Progress: 204/524 forecasts completed (38.9%). PFD finished in 0.6s. ETA: 57.0s. Rate: 336.97 forecasts/min
[2025-11-25T12:32:26.501845] [DEBUG] [REMOTE    ] ELME: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:26.502977] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 5 features, N/A% accuracy
[2025-11-25T12:32:26.503106] [INFO ] [LOCAL     ] ELME: Loaded 5 optimal features with 51.44% confidence from JSON config
[2025-11-25T12:32:26.503212] [DEBUG] [MAG       ] Building data for symbol: ELME with lookback: 0
[2025-11-25T12:32:26.504023] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:26.504162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:26.505945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:26.506544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:26.507050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:26.630629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:26.639925] [DEBUG] [MAG       ] SKLZ: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:26.676440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:26.709775] [INFO ] [LOCAL     ] SKLZ: Saved forecast.
[2025-11-25T12:32:26.710028] [INFO ] [main      ] SKLZ: Signal=1 (Conf=90.0%), Magnitude=8.59% (Conf=44.8838%)
[2025-11-25T12:32:26.710433] [INFO ] [main      ] Fetching symbol history for PX...
[2025-11-25T12:32:26.710549] [DEBUG] [REMOTE    ] PX: Fetching historical data.
[2025-11-25T12:32:26.710596] [INFO ] [main      ] Progress: 205/524 forecasts completed (39.1%). SKLZ finished in 0.6s. ETA: 56.9s. Rate: 336.59 forecasts/min
[2025-11-25T12:32:26.722487] [DEBUG] [REMOTE    ] PX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:26.723491] [DEBUG] [LOCAL     ] Loaded configuration for PX: 5 features, N/A% accuracy
[2025-11-25T12:32:26.723608] [INFO ] [LOCAL     ] PX: Loaded 5 optimal features with 54.06% confidence from JSON config
[2025-11-25T12:32:26.723731] [DEBUG] [MAG       ] Building data for symbol: PX with lookback: 0
[2025-11-25T12:32:26.724561] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:26.724708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:26.729545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:26.730456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:26.733255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:32:26.737220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:26.740028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:26.764114] [DEBUG] [MAG       ] ED: Last date is validated at 2025-11-24
[2025-11-25T12:32:26.835605] [DEBUG] [MAG       ] TRV: Last date is validated at 2025-11-24
[2025-11-25T12:32:26.944943] [DEBUG] [MAG       ] ED: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:27.004784] [DEBUG] [MAG       ] TRV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:27.014663] [DEBUG] [MAG       ] ELME: Last date is validated at 2025-11-24
[2025-11-25T12:32:27.049712] [INFO ] [LOCAL     ] ED: Saved forecast.
[2025-11-25T12:32:27.049827] [INFO ] [main      ] ED: Signal=1 (Conf=90.0%), Magnitude=-1.11% (Conf=64.9168%)
[2025-11-25T12:32:27.050325] [INFO ] [main      ] Fetching symbol history for DIN...
[2025-11-25T12:32:27.050397] [DEBUG] [REMOTE    ] DIN: Fetching historical data.
[2025-11-25T12:32:27.050723] [INFO ] [main      ] Progress: 206/524 forecasts completed (39.3%). ED finished in 0.6s. ETA: 56.9s. Rate: 335.11 forecasts/min
[2025-11-25T12:32:27.062066] [DEBUG] [REMOTE    ] DIN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:27.063088] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 7 features, N/A% accuracy
[2025-11-25T12:32:27.063213] [INFO ] [LOCAL     ] DIN: Loaded 7 optimal features with 54.31% confidence from JSON config
[2025-11-25T12:32:27.063310] [DEBUG] [MAG       ] Building data for symbol: DIN with lookback: 0
[2025-11-25T12:32:27.064151] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:27.064284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:27.072730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:27.074586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:27.075160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:27.075599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:27.078862] [DEBUG] [MAG       ] PX: Last date is validated at 2025-11-24
[2025-11-25T12:32:27.160587] [INFO ] [LOCAL     ] TRV: Saved forecast.
[2025-11-25T12:32:27.160841] [INFO ] [main      ] TRV: Signal=1 (Conf=90.0%), Magnitude=-0.84% (Conf=60.0113%)
[2025-11-25T12:32:27.161262] [INFO ] [main      ] Fetching symbol history for GME...
[2025-11-25T12:32:27.161379] [DEBUG] [REMOTE    ] GME: Fetching historical data.
[2025-11-25T12:32:27.161707] [INFO ] [main      ] Progress: 207/524 forecasts completed (39.5%). TRV finished in 0.7s. ETA: 56.7s. Rate: 335.73 forecasts/min
[2025-11-25T12:32:27.173671] [DEBUG] [REMOTE    ] GME: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:27.175036] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, N/A% accuracy
[2025-11-25T12:32:27.175167] [INFO ] [LOCAL     ] GME: Loaded 4 optimal features with 51.00% confidence from JSON config
[2025-11-25T12:32:27.175266] [DEBUG] [MAG       ] Building data for symbol: GME with lookback: 0
[2025-11-25T12:32:27.176112] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:27.176248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:27.181159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:27.183070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:27.183666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:27.184130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:27.187525] [DEBUG] [MAG       ] ELME: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:27.200037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:27.203109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:27.222861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:27.247027] [DEBUG] [MAG       ] PX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:27.256265] [INFO ] [LOCAL     ] ELME: Saved forecast.
[2025-11-25T12:32:27.256377] [INFO ] [main      ] ELME: Signal=1 (Conf=90.0%), Magnitude=-0.03% (Conf=51.4368%)
[2025-11-25T12:32:27.256703] [INFO ] [main      ] Fetching symbol history for BMI...
[2025-11-25T12:32:27.256768] [DEBUG] [REMOTE    ] BMI: Fetching historical data.
[2025-11-25T12:32:27.257768] [INFO ] [main      ] Progress: 208/524 forecasts completed (39.7%). ELME finished in 0.8s. ETA: 56.3s. Rate: 336.48 forecasts/min
[2025-11-25T12:32:27.268637] [DEBUG] [REMOTE    ] BMI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:27.269722] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 9 features, N/A% accuracy
[2025-11-25T12:32:27.269850] [INFO ] [LOCAL     ] BMI: Loaded 9 optimal features with 52.82% confidence from JSON config
[2025-11-25T12:32:27.269955] [DEBUG] [MAG       ] Building data for symbol: BMI with lookback: 0
[2025-11-25T12:32:27.270795] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:27.270938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:27.275841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:27.277761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:27.278461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:27.280205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:27.280824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:27.281986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:27.283717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:27.284832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:32:27.285571] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:27.329758] [INFO ] [LOCAL     ] PX: Saved forecast.
[2025-11-25T12:32:27.329859] [INFO ] [main      ] PX: Signal=1 (Conf=90.0%), Magnitude=-3.20% (Conf=54.0617%)
[2025-11-25T12:32:27.330037] [INFO ] [main      ] Fetching symbol history for HPF...
[2025-11-25T12:32:27.330089] [DEBUG] [REMOTE    ] HPF: Fetching historical data.
[2025-11-25T12:32:27.331705] [INFO ] [main      ] Progress: 209/524 forecasts completed (39.9%). PX finished in 0.6s. ETA: 56.0s. Rate: 337.42 forecasts/min
[2025-11-25T12:32:27.343985] [DEBUG] [REMOTE    ] HPF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:27.344985] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 8 features, N/A% accuracy
[2025-11-25T12:32:27.345064] [INFO ] [LOCAL     ] HPF: Loaded 8 optimal features with 56.59% confidence from JSON config
[2025-11-25T12:32:27.345103] [DEBUG] [MAG       ] Building data for symbol: HPF with lookback: 0
[2025-11-25T12:32:27.345970] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:27.346050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:27.351153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:27.352030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:27.354566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:27.355401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:27.357559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:27.358367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:27.361411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:32:27.362275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:27.524692] [DEBUG] [MAG       ] GME: Last date is validated at 2025-11-24
[2025-11-25T12:32:27.564326] [DEBUG] [MAG       ] DIN: Last date is validated at 2025-11-24
[2025-11-25T12:32:27.686684] [DEBUG] [MAG       ] BMI: Last date is validated at 2025-11-24
[2025-11-25T12:32:27.692998] [DEBUG] [MAG       ] GME: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:27.724182] [DEBUG] [MAG       ] HPF: Last date is validated at 2025-11-24
[2025-11-25T12:32:27.737716] [DEBUG] [MAG       ] DIN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:27.800323] [INFO ] [LOCAL     ] GME: Saved forecast.
[2025-11-25T12:32:27.800558] [INFO ] [main      ] GME: Signal=1 (Conf=90.0%), Magnitude=4.87% (Conf=51.0035%)
[2025-11-25T12:32:27.800974] [INFO ] [main      ] Fetching symbol history for ENB...
[2025-11-25T12:32:27.801090] [DEBUG] [REMOTE    ] ENB: Fetching historical data.
[2025-11-25T12:32:27.801720] [INFO ] [main      ] Progress: 210/524 forecasts completed (40.1%). GME finished in 0.6s. ETA: 56.3s. Rate: 334.80 forecasts/min
[2025-11-25T12:32:27.813244] [DEBUG] [REMOTE    ] ENB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:27.814456] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 4 features, N/A% accuracy
[2025-11-25T12:32:27.814585] [INFO ] [LOCAL     ] ENB: Loaded 4 optimal features with 50.89% confidence from JSON config
[2025-11-25T12:32:27.814658] [DEBUG] [MAG       ] Building data for symbol: ENB with lookback: 0
[2025-11-25T12:32:27.815482] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:27.815612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:27.817369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:27.817979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:27.842426] [INFO ] [LOCAL     ] DIN: Saved forecast.
[2025-11-25T12:32:27.842691] [INFO ] [main      ] DIN: Signal=1 (Conf=90.0%), Magnitude=0.57% (Conf=54.3098%)
[2025-11-25T12:32:27.843120] [INFO ] [main      ] Fetching symbol history for MTDR...
[2025-11-25T12:32:27.843235] [DEBUG] [REMOTE    ] MTDR: Fetching historical data.
[2025-11-25T12:32:27.844718] [INFO ] [main      ] Progress: 211/524 forecasts completed (40.3%). DIN finished in 0.8s. ETA: 55.9s. Rate: 336.01 forecasts/min
[2025-11-25T12:32:27.855605] [DEBUG] [REMOTE    ] MTDR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:27.856784] [DEBUG] [LOCAL     ] Loaded configuration for MTDR: 2 features, N/A% accuracy
[2025-11-25T12:32:27.856908] [INFO ] [LOCAL     ] MTDR: Loaded 2 optimal features with 66.14% confidence from JSON config
[2025-11-25T12:32:27.857004] [DEBUG] [MAG       ] Building data for symbol: MTDR with lookback: 0
[2025-11-25T12:32:27.857440] [DEBUG] [MAG       ] BMI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:27.857920] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:27.857997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:27.858741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:27.861485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:27.874231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:27.876117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:27.906859] [DEBUG] [MAG       ] HPF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:27.986193] [INFO ] [LOCAL     ] HPF: Saved forecast.
[2025-11-25T12:32:27.986292] [INFO ] [main      ] HPF: Signal=1 (Conf=90.0%), Magnitude=0.11% (Conf=56.5912%)
[2025-11-25T12:32:27.986691] [INFO ] [main      ] Fetching symbol history for PUK...
[2025-11-25T12:32:27.986768] [DEBUG] [REMOTE    ] PUK: Fetching historical data.
[2025-11-25T12:32:27.986727] [INFO ] [main      ] Progress: 212/524 forecasts completed (40.5%). HPF finished in 0.7s. ETA: 55.7s. Rate: 336.34 forecasts/min
[2025-11-25T12:32:28.000220] [DEBUG] [REMOTE    ] PUK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:28.001428] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 4 features, N/A% accuracy
[2025-11-25T12:32:28.001496] [INFO ] [LOCAL     ] PUK: Loaded 4 optimal features with 47.51% confidence from JSON config
[2025-11-25T12:32:28.001536] [DEBUG] [MAG       ] Building data for symbol: PUK with lookback: 0
[2025-11-25T12:32:28.002357] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:28.002432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:28.004201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:28.004793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:28.005221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:28.046126] [INFO ] [LOCAL     ] BMI: Saved forecast.
[2025-11-25T12:32:28.046216] [INFO ] [main      ] BMI: Signal=1 (Conf=90.0%), Magnitude=-0.41% (Conf=52.8178%)
[2025-11-25T12:32:28.046382] [INFO ] [main      ] Fetching symbol history for RCS...
[2025-11-25T12:32:28.046433] [DEBUG] [REMOTE    ] RCS: Fetching historical data.
[2025-11-25T12:32:28.047167] [INFO ] [main      ] Progress: 213/524 forecasts completed (40.6%). BMI finished in 0.8s. ETA: 55.3s. Rate: 337.38 forecasts/min
[2025-11-25T12:32:28.058756] [DEBUG] [REMOTE    ] RCS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:28.059729] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 8 features, N/A% accuracy
[2025-11-25T12:32:28.059795] [INFO ] [LOCAL     ] RCS: Loaded 8 optimal features with 42.40% confidence from JSON config
[2025-11-25T12:32:28.059832] [DEBUG] [MAG       ] Building data for symbol: RCS with lookback: 0
[2025-11-25T12:32:28.060599] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:28.060690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:28.065506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:28.067457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:28.068048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:28.068521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:28.095724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:28.111704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:28.112794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:28.166611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:28.169692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:28.207473] [DEBUG] [MAG       ] MTDR: Last date is validated at 2025-11-24
[2025-11-25T12:32:28.216239] [DEBUG] [MAG       ] ENB: Last date is validated at 2025-11-24
[2025-11-25T12:32:28.378101] [DEBUG] [MAG       ] MTDR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:28.385085] [DEBUG] [MAG       ] ENB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:28.445942] [DEBUG] [MAG       ] PUK: Last date is validated at 2025-11-24
[2025-11-25T12:32:28.469417] [INFO ] [LOCAL     ] ENB: Saved forecast.
[2025-11-25T12:32:28.469682] [INFO ] [main      ] ENB: Signal=1 (Conf=90.0%), Magnitude=-0.28% (Conf=50.8925%)
[2025-11-25T12:32:28.470079] [INFO ] [main      ] Fetching symbol history for FCX...
[2025-11-25T12:32:28.470195] [DEBUG] [REMOTE    ] FCX: Fetching historical data.
[2025-11-25T12:32:28.470722] [INFO ] [main      ] Progress: 214/524 forecasts completed (40.8%). ENB finished in 0.7s. ETA: 55.5s. Rate: 335.22 forecasts/min
[2025-11-25T12:32:28.483291] [DEBUG] [REMOTE    ] FCX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:28.484341] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 8 features, N/A% accuracy
[2025-11-25T12:32:28.484519] [INFO ] [LOCAL     ] FCX: Loaded 8 optimal features with 66.14% confidence from JSON config
[2025-11-25T12:32:28.484573] [DEBUG] [MAG       ] Building data for symbol: FCX with lookback: 0
[2025-11-25T12:32:28.485425] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:28.485559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:28.487387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:28.488019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:28.488500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:28.499957] [INFO ] [LOCAL     ] MTDR: Saved forecast.
[2025-11-25T12:32:28.500199] [INFO ] [main      ] MTDR: Signal=1 (Conf=90.0%), Magnitude=2.52% (Conf=66.1387%)
[2025-11-25T12:32:28.500719] [INFO ] [main      ] Fetching symbol history for ZEPP...
[2025-11-25T12:32:28.500731] [INFO ] [main      ] Progress: 215/524 forecasts completed (41.0%). MTDR finished in 0.7s. ETA: 55.1s. Rate: 336.52 forecasts/min
[2025-11-25T12:32:28.500877] [DEBUG] [REMOTE    ] ZEPP: Fetching historical data.
[2025-11-25T12:32:28.508663] [DEBUG] [MAG       ] RCS: Last date is validated at 2025-11-24
[2025-11-25T12:32:28.512634] [DEBUG] [REMOTE    ] ZEPP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:28.513599] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 6 features, N/A% accuracy
[2025-11-25T12:32:28.513686] [INFO ] [LOCAL     ] ZEPP: Loaded 6 optimal features with 52.48% confidence from JSON config
[2025-11-25T12:32:28.513753] [DEBUG] [MAG       ] Building data for symbol: ZEPP with lookback: 0
[2025-11-25T12:32:28.514582] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:28.514696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:28.516518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:28.517175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:28.517618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:28.518755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:28.523177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:28.523938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:28.613838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:28.614877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:28.615638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:28.618449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:32:28.619802] [DEBUG] [MAG       ] PUK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:28.620115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:28.677772] [DEBUG] [MAG       ] RCS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:28.696913] [INFO ] [LOCAL     ] PUK: Saved forecast.
[2025-11-25T12:32:28.697028] [INFO ] [main      ] PUK: Signal=1 (Conf=90.0%), Magnitude=1.14% (Conf=47.5106%)
[2025-11-25T12:32:28.697196] [INFO ] [main      ] Fetching symbol history for CHWY...
[2025-11-25T12:32:28.697247] [DEBUG] [REMOTE    ] CHWY: Fetching historical data.
[2025-11-25T12:32:28.698739] [INFO ] [main      ] Progress: 216/524 forecasts completed (41.2%). PUK finished in 0.7s. ETA: 54.9s. Rate: 336.35 forecasts/min
[2025-11-25T12:32:28.709684] [DEBUG] [REMOTE    ] CHWY: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:28.710739] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 6 features, N/A% accuracy
[2025-11-25T12:32:28.710803] [INFO ] [LOCAL     ] CHWY: Loaded 6 optimal features with 55.19% confidence from JSON config
[2025-11-25T12:32:28.710841] [DEBUG] [MAG       ] Building data for symbol: CHWY with lookback: 0
[2025-11-25T12:32:28.711632] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:28.711740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:28.712460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:28.713354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:28.715911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:28.717587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:28.719393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:32:28.723283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:28.749189] [INFO ] [LOCAL     ] RCS: Saved forecast.
[2025-11-25T12:32:28.749283] [INFO ] [main      ] RCS: Signal=1 (Conf=90.0%), Magnitude=-1.49% (Conf=42.3952%)
[2025-11-25T12:32:28.749440] [INFO ] [main      ] Fetching symbol history for MCO...
[2025-11-25T12:32:28.749491] [DEBUG] [REMOTE    ] MCO: Fetching historical data.
[2025-11-25T12:32:28.750238] [INFO ] [main      ] Progress: 217/524 forecasts completed (41.4%). RCS finished in 0.7s. ETA: 54.6s. Rate: 337.46 forecasts/min
[2025-11-25T12:32:28.762016] [DEBUG] [REMOTE    ] MCO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:28.763007] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 4 features, N/A% accuracy
[2025-11-25T12:32:28.763072] [INFO ] [LOCAL     ] MCO: Loaded 4 optimal features with 45.59% confidence from JSON config
[2025-11-25T12:32:28.763109] [DEBUG] [MAG       ] Building data for symbol: MCO with lookback: 0
[2025-11-25T12:32:28.763908] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:28.763995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:28.765718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:28.766304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:28.766730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:28.768746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:28.874270] [DEBUG] [MAG       ] ZEPP: Last date is validated at 2025-11-24
[2025-11-25T12:32:28.958411] [DEBUG] [MAG       ] FCX: Last date is validated at 2025-11-24
[2025-11-25T12:32:29.057224] [DEBUG] [MAG       ] ZEPP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:29.065023] [DEBUG] [MAG       ] CHWY: Last date is validated at 2025-11-24
[2025-11-25T12:32:29.107249] [DEBUG] [MAG       ] MCO: Last date is validated at 2025-11-24
[2025-11-25T12:32:29.124907] [DEBUG] [MAG       ] FCX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:29.176894] [INFO ] [LOCAL     ] ZEPP: Saved forecast.
[2025-11-25T12:32:29.177177] [INFO ] [main      ] ZEPP: Signal=1 (Conf=90.0%), Magnitude=48.25% (Conf=52.4798%)
[2025-11-25T12:32:29.177609] [INFO ] [main      ] Fetching symbol history for EFC...
[2025-11-25T12:32:29.177745] [DEBUG] [REMOTE    ] EFC: Fetching historical data.
[2025-11-25T12:32:29.177741] [INFO ] [main      ] Progress: 218/524 forecasts completed (41.6%). ZEPP finished in 0.7s. ETA: 54.8s. Rate: 335.30 forecasts/min
[2025-11-25T12:32:29.190933] [DEBUG] [REMOTE    ] EFC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:29.192269] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 5 features, N/A% accuracy
[2025-11-25T12:32:29.192401] [INFO ] [LOCAL     ] EFC: Loaded 5 optimal features with 52.42% confidence from JSON config
[2025-11-25T12:32:29.192502] [DEBUG] [MAG       ] Building data for symbol: EFC with lookback: 0
[2025-11-25T12:32:29.193512] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:29.193676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:29.198961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:29.201024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:29.201713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:29.202268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:29.202787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:29.238055] [DEBUG] [MAG       ] CHWY: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:29.256670] [INFO ] [LOCAL     ] FCX: Saved forecast.
[2025-11-25T12:32:29.256898] [INFO ] [main      ] FCX: Signal=1 (Conf=90.0%), Magnitude=3.31% (Conf=66.1376%)
[2025-11-25T12:32:29.257511] [INFO ] [main      ] Fetching symbol history for OPP...
[2025-11-25T12:32:29.257663] [DEBUG] [REMOTE    ] OPP: Fetching historical data.
[2025-11-25T12:32:29.258725] [INFO ] [main      ] Progress: 219/524 forecasts completed (41.8%). FCX finished in 0.8s. ETA: 54.4s. Rate: 336.14 forecasts/min
[2025-11-25T12:32:29.270134] [DEBUG] [REMOTE    ] OPP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:29.271240] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 9 features, N/A% accuracy
[2025-11-25T12:32:29.271362] [INFO ] [LOCAL     ] OPP: Loaded 9 optimal features with 42.67% confidence from JSON config
[2025-11-25T12:32:29.271457] [DEBUG] [MAG       ] Building data for symbol: OPP with lookback: 0
[2025-11-25T12:32:29.272311] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:29.272446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:29.274221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:29.274962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:29.275432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:29.277517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:29.278300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:29.279394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:29.281103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:29.282230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:32:29.283001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:29.290434] [DEBUG] [MAG       ] MCO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:29.348571] [INFO ] [LOCAL     ] CHWY: Saved forecast.
[2025-11-25T12:32:29.348838] [INFO ] [main      ] CHWY: Signal=1 (Conf=90.0%), Magnitude=-6.14% (Conf=55.1885%)
[2025-11-25T12:32:29.349063] [INFO ] [main      ] Fetching symbol history for FHI...
[2025-11-25T12:32:29.349181] [DEBUG] [REMOTE    ] FHI: Fetching historical data.
[2025-11-25T12:32:29.350006] [INFO ] [main      ] Progress: 220/524 forecasts completed (42.0%). CHWY finished in 0.7s. ETA: 54.1s. Rate: 336.88 forecasts/min
[2025-11-25T12:32:29.361161] [DEBUG] [REMOTE    ] FHI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:29.362262] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 10 features, N/A% accuracy
[2025-11-25T12:32:29.362383] [INFO ] [LOCAL     ] FHI: Loaded 10 optimal features with 57.71% confidence from JSON config
[2025-11-25T12:32:29.362481] [DEBUG] [MAG       ] Building data for symbol: FHI with lookback: 0
[2025-11-25T12:32:29.363354] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:32:29.363490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:29.365290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:29.365922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:29.366337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:29.367217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:29.368139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:29.369923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:29.371224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:29.457735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:29.459427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:29.460592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:29.501002] [INFO ] [LOCAL     ] MCO: Saved forecast.
[2025-11-25T12:32:29.501121] [INFO ] [main      ] MCO: Signal=1 (Conf=90.0%), Magnitude=-0.46% (Conf=45.5943%)
[2025-11-25T12:32:29.501443] [INFO ] [main      ] Fetching symbol history for FIX...
[2025-11-25T12:32:29.501520] [DEBUG] [REMOTE    ] FIX: Fetching historical data.
[2025-11-25T12:32:29.502322] [INFO ] [main      ] Progress: 221/524 forecasts completed (42.2%). MCO finished in 0.8s. ETA: 53.9s. Rate: 337.11 forecasts/min
[2025-11-25T12:32:29.514548] [DEBUG] [REMOTE    ] FIX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:29.515899] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 6 features, N/A% accuracy
[2025-11-25T12:32:29.516036] [INFO ] [LOCAL     ] FIX: Loaded 6 optimal features with 54.14% confidence from JSON config
[2025-11-25T12:32:29.516146] [DEBUG] [MAG       ] Building data for symbol: FIX with lookback: 0
[2025-11-25T12:32:29.517126] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:29.517270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:29.522584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:29.524625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:29.525271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:29.525788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:29.571045] [DEBUG] [MAG       ] EFC: Last date is validated at 2025-11-24
[2025-11-25T12:32:29.621910] [DEBUG] [MAG       ] OPP: Last date is validated at 2025-11-24
[2025-11-25T12:32:29.656100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:29.713876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:29.751533] [DEBUG] [MAG       ] EFC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:29.789794] [DEBUG] [MAG       ] OPP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:29.808796] [DEBUG] [MAG       ] FHI: Last date is validated at 2025-11-24
[2025-11-25T12:32:29.832367] [INFO ] [LOCAL     ] EFC: Saved forecast.
[2025-11-25T12:32:29.832680] [INFO ] [main      ] EFC: Signal=1 (Conf=90.0%), Magnitude=0.89% (Conf=52.416%)
[2025-11-25T12:32:29.832955] [INFO ] [main      ] Fetching symbol history for NMCO...
[2025-11-25T12:32:29.833090] [DEBUG] [REMOTE    ] NMCO: Fetching historical data.
[2025-11-25T12:32:29.833740] [INFO ] [main      ] Progress: 222/524 forecasts completed (42.4%). EFC finished in 0.7s. ETA: 54.0s. Rate: 335.80 forecasts/min
[2025-11-25T12:32:29.846747] [DEBUG] [REMOTE    ] NMCO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:29.847863] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 6 features, N/A% accuracy
[2025-11-25T12:32:29.847994] [INFO ] [LOCAL     ] NMCO: Loaded 6 optimal features with 52.20% confidence from JSON config
[2025-11-25T12:32:29.848096] [DEBUG] [MAG       ] Building data for symbol: NMCO with lookback: 0
[2025-11-25T12:32:29.848978] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:29.849115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:29.854198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:29.855146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:29.856866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:29.858027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:29.860244] [INFO ] [LOCAL     ] OPP: Saved forecast.
[2025-11-25T12:32:29.860452] [INFO ] [main      ] OPP: Signal=1 (Conf=90.0%), Magnitude=0.14% (Conf=42.6694%)
[2025-11-25T12:32:29.860825] [INFO ] [main      ] Fetching symbol history for RGT...
[2025-11-25T12:32:29.860940] [DEBUG] [REMOTE    ] RGT: Fetching historical data.
[2025-11-25T12:32:29.861731] [INFO ] [main      ] Progress: 223/524 forecasts completed (42.6%). OPP finished in 0.6s. ETA: 53.6s. Rate: 337.08 forecasts/min
[2025-11-25T12:32:29.863033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:29.865093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:29.872135] [DEBUG] [REMOTE    ] RGT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:29.873454] [DEBUG] [LOCAL     ] Loaded configuration for RGT: 3 features, N/A% accuracy
[2025-11-25T12:32:29.873520] [INFO ] [LOCAL     ] RGT: Loaded 3 optimal features with 55.24% confidence from JSON config
[2025-11-25T12:32:29.873557] [DEBUG] [MAG       ] Building data for symbol: RGT with lookback: 0
[2025-11-25T12:32:29.874344] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:29.874471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:29.879407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:29.880457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:29.883321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:29.990206] [DEBUG] [MAG       ] FHI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:30.069066] [DEBUG] [MAG       ] FIX: Last date is validated at 2025-11-24
[2025-11-25T12:32:30.084961] [INFO ] [LOCAL     ] FHI: Saved forecast.
[2025-11-25T12:32:30.085208] [INFO ] [main      ] FHI: Signal=1 (Conf=80.0%), Magnitude=0.07% (Conf=57.708%)
[2025-11-25T12:32:30.085443] [INFO ] [main      ] Fetching symbol history for MIR...
[2025-11-25T12:32:30.085563] [DEBUG] [REMOTE    ] MIR: Fetching historical data.
[2025-11-25T12:32:30.086730] [INFO ] [main      ] Progress: 224/524 forecasts completed (42.7%). FHI finished in 0.7s. ETA: 53.5s. Rate: 336.68 forecasts/min
[2025-11-25T12:32:30.097834] [DEBUG] [REMOTE    ] MIR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:30.098942] [DEBUG] [LOCAL     ] Loaded configuration for MIR: 3 features, N/A% accuracy
[2025-11-25T12:32:30.099071] [INFO ] [LOCAL     ] MIR: Loaded 3 optimal features with 66.05% confidence from JSON config
[2025-11-25T12:32:30.099192] [DEBUG] [MAG       ] Building data for symbol: MIR with lookback: 0
[2025-11-25T12:32:30.100180] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:30.100357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:30.105537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:30.107568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:30.108223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:30.214187] [DEBUG] [MAG       ] NMCO: Last date is validated at 2025-11-24
[2025-11-25T12:32:30.221764] [DEBUG] [MAG       ] RGT: Last date is validated at 2025-11-24
[2025-11-25T12:32:30.245864] [DEBUG] [MAG       ] FIX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:30.391861] [DEBUG] [MAG       ] NMCO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:30.398978] [DEBUG] [MAG       ] RGT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:30.461033] [INFO ] [LOCAL     ] NMCO: Saved forecast.
[2025-11-25T12:32:30.461241] [INFO ] [main      ] NMCO: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=52.2036%)
[2025-11-25T12:32:30.461465] [INFO ] [main      ] Fetching symbol history for AVAL...
[2025-11-25T12:32:30.461579] [DEBUG] [REMOTE    ] AVAL: Fetching historical data.
[2025-11-25T12:32:30.462750] [INFO ] [main      ] Progress: 225/524 forecasts completed (42.9%). NMCO finished in 0.6s. ETA: 53.5s. Rate: 335.03 forecasts/min
[2025-11-25T12:32:30.465878] [INFO ] [LOCAL     ] RGT: Saved forecast.
[2025-11-25T12:32:30.465984] [INFO ] [main      ] RGT: Signal=1 (Conf=80.0%), Magnitude=1.26% (Conf=55.2414%)
[2025-11-25T12:32:30.466245] [INFO ] [main      ] Fetching symbol history for CMRE...
[2025-11-25T12:32:30.466494] [DEBUG] [REMOTE    ] CMRE: Fetching historical data.
[2025-11-25T12:32:30.466689] [INFO ] [main      ] Progress: 226/524 forecasts completed (43.1%). RGT finished in 0.6s. ETA: 53.1s. Rate: 336.48 forecasts/min
[2025-11-25T12:32:30.470684] [INFO ] [LOCAL     ] FIX: Saved forecast.
[2025-11-25T12:32:30.470781] [INFO ] [main      ] FIX: Signal=1 (Conf=80.0%), Magnitude=-1.38% (Conf=54.1391%)
[2025-11-25T12:32:30.471098] [INFO ] [main      ] Fetching symbol history for PFLT...
[2025-11-25T12:32:30.471162] [DEBUG] [REMOTE    ] PFLT: Fetching historical data.
[2025-11-25T12:32:30.472455] [INFO ] [main      ] Progress: 227/524 forecasts completed (43.3%). FIX finished in 1.0s. ETA: 52.7s. Rate: 337.92 forecasts/min
[2025-11-25T12:32:30.475459] [DEBUG] [REMOTE    ] AVAL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:30.476682] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 4 features, N/A% accuracy
[2025-11-25T12:32:30.476858] [INFO ] [LOCAL     ] AVAL: Loaded 4 optimal features with 32.50% confidence from JSON config
[2025-11-25T12:32:30.476961] [DEBUG] [MAG       ] Building data for symbol: AVAL with lookback: 0
[2025-11-25T12:32:30.477895] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:30.478029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:30.478875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:30.478952] [DEBUG] [REMOTE    ] CMRE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:30.479553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:30.480197] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 7 features, N/A% accuracy
[2025-11-25T12:32:30.480336] [INFO ] [LOCAL     ] CMRE: Loaded 7 optimal features with 49.75% confidence from JSON config
[2025-11-25T12:32:30.480433] [DEBUG] [MAG       ] Building data for symbol: CMRE with lookback: 0
[2025-11-25T12:32:30.480447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:30.481313] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:30.481465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:30.482175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:30.484034] [DEBUG] [REMOTE    ] PFLT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:30.485083] [DEBUG] [LOCAL     ] Loaded configuration for PFLT: 7 features, N/A% accuracy
[2025-11-25T12:32:30.485215] [INFO ] [LOCAL     ] PFLT: Loaded 7 optimal features with 54.95% confidence from JSON config
[2025-11-25T12:32:30.485320] [DEBUG] [MAG       ] Building data for symbol: PFLT with lookback: 0
[2025-11-25T12:32:30.486177] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:30.486317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:30.486564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:30.489105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:30.491487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:30.492356] [DEBUG] [MAG       ] MIR: Last date is validated at 2025-11-24
[2025-11-25T12:32:30.493343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:30.493936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:30.494412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:30.495482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:30.496260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:30.499088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:30.621203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:30.623373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:30.679442] [DEBUG] [MAG       ] MIR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:30.679699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:30.682501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:30.683626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:30.778929] [INFO ] [LOCAL     ] MIR: Saved forecast.
[2025-11-25T12:32:30.779189] [INFO ] [main      ] MIR: Signal=1 (Conf=80.0%), Magnitude=6.10% (Conf=66.0523%)
[2025-11-25T12:32:30.779616] [INFO ] [main      ] Fetching symbol history for CLX...
[2025-11-25T12:32:30.779752] [DEBUG] [REMOTE    ] CLX: Fetching historical data.
[2025-11-25T12:32:30.779736] [INFO ] [main      ] Progress: 228/524 forecasts completed (43.5%). MIR finished in 0.7s. ETA: 52.7s. Rate: 336.84 forecasts/min
[2025-11-25T12:32:30.792551] [DEBUG] [REMOTE    ] CLX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:30.793742] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 7 features, N/A% accuracy
[2025-11-25T12:32:30.793924] [INFO ] [LOCAL     ] CLX: Loaded 7 optimal features with 56.94% confidence from JSON config
[2025-11-25T12:32:30.794027] [DEBUG] [MAG       ] Building data for symbol: CLX with lookback: 0
[2025-11-25T12:32:30.794953] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:30.795090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:30.796946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:30.797602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:30.798159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:30.799245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:30.800115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:30.802271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:32:30.808702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:30.834634] [DEBUG] [MAG       ] PFLT: Last date is validated at 2025-11-24
[2025-11-25T12:32:30.841423] [DEBUG] [MAG       ] AVAL: Last date is validated at 2025-11-24
[2025-11-25T12:32:31.002405] [DEBUG] [MAG       ] PFLT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:31.014148] [DEBUG] [MAG       ] AVAL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:31.023102] [DEBUG] [MAG       ] CMRE: Last date is validated at 2025-11-24
[2025-11-25T12:32:31.070216] [INFO ] [LOCAL     ] PFLT: Saved forecast.
[2025-11-25T12:32:31.070450] [INFO ] [main      ] PFLT: Signal=1 (Conf=80.0%), Magnitude=1.85% (Conf=54.9478%)
[2025-11-25T12:32:31.070634] [INFO ] [main      ] Fetching symbol history for ARE...
[2025-11-25T12:32:31.070769] [DEBUG] [REMOTE    ] ARE: Fetching historical data.
[2025-11-25T12:32:31.071540] [INFO ] [main      ] Progress: 229/524 forecasts completed (43.7%). PFLT finished in 0.6s. ETA: 52.7s. Rate: 335.91 forecasts/min
[2025-11-25T12:32:31.083601] [DEBUG] [REMOTE    ] ARE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:31.084892] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 8 features, N/A% accuracy
[2025-11-25T12:32:31.085023] [INFO ] [LOCAL     ] ARE: Loaded 8 optimal features with 51.90% confidence from JSON config
[2025-11-25T12:32:31.085131] [DEBUG] [MAG       ] Building data for symbol: ARE with lookback: 0
[2025-11-25T12:32:31.085997] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:31.086139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:31.090992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:31.092858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:31.093429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:31.093970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:31.096371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:31.145043] [INFO ] [LOCAL     ] AVAL: Saved forecast.
[2025-11-25T12:32:31.145280] [INFO ] [main      ] AVAL: Signal=1 (Conf=80.0%), Magnitude=0.45% (Conf=32.5049%)
[2025-11-25T12:32:31.145684] [INFO ] [main      ] Fetching symbol history for AMX...
[2025-11-25T12:32:31.145728] [INFO ] [main      ] Progress: 230/524 forecasts completed (43.9%). AVAL finished in 0.7s. ETA: 52.4s. Rate: 336.76 forecasts/min
[2025-11-25T12:32:31.145845] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T12:32:31.158254] [DEBUG] [REMOTE    ] AMX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:31.159097] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 7 features, N/A% accuracy
[2025-11-25T12:32:31.159219] [INFO ] [LOCAL     ] AMX: Loaded 7 optimal features with 54.86% confidence from JSON config
[2025-11-25T12:32:31.159316] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 0
[2025-11-25T12:32:31.160163] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:31.160296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:31.162076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:31.162703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:31.163177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:31.164161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:31.188428] [DEBUG] [MAG       ] CLX: Last date is validated at 2025-11-24
[2025-11-25T12:32:31.193378] [DEBUG] [MAG       ] CMRE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:31.209008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:31.218734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:31.219728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:31.220477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:31.266663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:32:31.268845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:31.273705] [INFO ] [LOCAL     ] CMRE: Saved forecast.
[2025-11-25T12:32:31.273949] [INFO ] [main      ] CMRE: Signal=1 (Conf=80.0%), Magnitude=0.82% (Conf=49.7533%)
[2025-11-25T12:32:31.274368] [INFO ] [main      ] Fetching symbol history for NPFD...
[2025-11-25T12:32:31.274483] [DEBUG] [REMOTE    ] NPFD: Fetching historical data.
[2025-11-25T12:32:31.274736] [INFO ] [main      ] Progress: 231/524 forecasts completed (44.1%). CMRE finished in 0.8s. ETA: 52.1s. Rate: 337.17 forecasts/min
[2025-11-25T12:32:31.286840] [DEBUG] [REMOTE    ] NPFD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:31.288011] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 3 features, N/A% accuracy
[2025-11-25T12:32:31.288146] [INFO ] [LOCAL     ] NPFD: Loaded 3 optimal features with 56.88% confidence from JSON config
[2025-11-25T12:32:31.288245] [DEBUG] [MAG       ] Building data for symbol: NPFD with lookback: 0
[2025-11-25T12:32:31.289179] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:31.289312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:31.344135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:31.347353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:31.348803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:31.377186] [DEBUG] [MAG       ] CLX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:31.521047] [INFO ] [LOCAL     ] CLX: Saved forecast.
[2025-11-25T12:32:31.521334] [INFO ] [main      ] CLX: Signal=1 (Conf=80.0%), Magnitude=-1.95% (Conf=56.9373%)
[2025-11-25T12:32:31.521572] [INFO ] [main      ] Fetching symbol history for KIM...
[2025-11-25T12:32:31.521721] [DEBUG] [REMOTE    ] KIM: Fetching historical data.
[2025-11-25T12:32:31.522731] [INFO ] [main      ] Progress: 232/524 forecasts completed (44.3%). CLX finished in 0.7s. ETA: 52.1s. Rate: 336.60 forecasts/min
[2025-11-25T12:32:31.533902] [DEBUG] [REMOTE    ] KIM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:31.534950] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 5 features, N/A% accuracy
[2025-11-25T12:32:31.535075] [INFO ] [LOCAL     ] KIM: Loaded 5 optimal features with 41.42% confidence from JSON config
[2025-11-25T12:32:31.535175] [DEBUG] [MAG       ] Building data for symbol: KIM with lookback: 0
[2025-11-25T12:32:31.536067] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:31.536202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:31.541484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:31.542586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:31.543579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:31.545950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:31.547383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:31.557836] [DEBUG] [MAG       ] ARE: Last date is validated at 2025-11-24
[2025-11-25T12:32:31.617314] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-24
[2025-11-25T12:32:31.698766] [DEBUG] [MAG       ] NPFD: Last date is validated at 2025-11-24
[2025-11-25T12:32:31.726063] [DEBUG] [MAG       ] ARE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:31.792309] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:31.862927] [INFO ] [LOCAL     ] ARE: Saved forecast.
[2025-11-25T12:32:31.863170] [INFO ] [main      ] ARE: Signal=1 (Conf=80.0%), Magnitude=-4.00% (Conf=51.8991%)
[2025-11-25T12:32:31.863407] [INFO ] [main      ] Fetching symbol history for BLW...
[2025-11-25T12:32:31.863527] [DEBUG] [REMOTE    ] BLW: Fetching historical data.
[2025-11-25T12:32:31.863962] [INFO ] [main      ] Progress: 233/524 forecasts completed (44.5%). ARE finished in 0.8s. ETA: 52.1s. Rate: 335.28 forecasts/min
[2025-11-25T12:32:31.871080] [INFO ] [LOCAL     ] AMX: Saved forecast.
[2025-11-25T12:32:31.871316] [INFO ] [main      ] AMX: Signal=1 (Conf=80.0%), Magnitude=1.39% (Conf=54.857%)
[2025-11-25T12:32:31.871539] [INFO ] [main      ] Fetching symbol history for DX...
[2025-11-25T12:32:31.871672] [DEBUG] [REMOTE    ] DX: Fetching historical data.
[2025-11-25T12:32:31.872013] [INFO ] [main      ] Progress: 234/524 forecasts completed (44.7%). AMX finished in 0.7s. ETA: 51.7s. Rate: 336.65 forecasts/min
[2025-11-25T12:32:31.876384] [DEBUG] [REMOTE    ] BLW: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:31.876475] [DEBUG] [MAG       ] NPFD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:31.877518] [DEBUG] [LOCAL     ] Loaded configuration for BLW: 6 features, N/A% accuracy
[2025-11-25T12:32:31.877669] [INFO ] [LOCAL     ] BLW: Loaded 6 optimal features with 50.45% confidence from JSON config
[2025-11-25T12:32:31.877780] [DEBUG] [MAG       ] Building data for symbol: BLW with lookback: 0
[2025-11-25T12:32:31.878607] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:31.878769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:31.879550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:31.880498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:31.883047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:31.885102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:32:31.885623] [DEBUG] [REMOTE    ] DX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:31.886598] [DEBUG] [LOCAL     ] Loaded configuration for DX: 4 features, N/A% accuracy
[2025-11-25T12:32:31.886698] [INFO ] [LOCAL     ] DX: Loaded 4 optimal features with 57.97% confidence from JSON config
[2025-11-25T12:32:31.886763] [DEBUG] [MAG       ] Building data for symbol: DX with lookback: 0
[2025-11-25T12:32:31.886904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:31.888356] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:31.888566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:31.888583] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:31.890802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:31.891543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:31.893582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:31.895270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:31.913925] [DEBUG] [MAG       ] KIM: Last date is validated at 2025-11-24
[2025-11-25T12:32:31.945905] [INFO ] [LOCAL     ] NPFD: Saved forecast.
[2025-11-25T12:32:31.945998] [INFO ] [main      ] NPFD: Signal=1 (Conf=80.0%), Magnitude=1.89% (Conf=56.8819%)
[2025-11-25T12:32:31.946165] [INFO ] [main      ] Fetching symbol history for IHG...
[2025-11-25T12:32:31.946219] [DEBUG] [REMOTE    ] IHG: Fetching historical data.
[2025-11-25T12:32:31.948719] [INFO ] [main      ] Progress: 235/524 forecasts completed (44.8%). NPFD finished in 0.7s. ETA: 51.4s. Rate: 337.47 forecasts/min
[2025-11-25T12:32:31.959981] [DEBUG] [REMOTE    ] IHG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:31.961214] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 4 features, N/A% accuracy
[2025-11-25T12:32:31.961283] [INFO ] [LOCAL     ] IHG: Loaded 4 optimal features with 49.84% confidence from JSON config
[2025-11-25T12:32:31.961338] [DEBUG] [MAG       ] Building data for symbol: IHG with lookback: 0
[2025-11-25T12:32:31.962363] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:31.962457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:31.967538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:31.969466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:31.970034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:31.970465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:32.090769] [DEBUG] [MAG       ] KIM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:32.176567] [INFO ] [LOCAL     ] KIM: Saved forecast.
[2025-11-25T12:32:32.176776] [INFO ] [main      ] KIM: Signal=1 (Conf=80.0%), Magnitude=-1.26% (Conf=41.4241%)
[2025-11-25T12:32:32.177000] [INFO ] [main      ] Fetching symbol history for LZB...
[2025-11-25T12:32:32.177140] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T12:32:32.179721] [INFO ] [main      ] Progress: 236/524 forecasts completed (45.0%). KIM finished in 0.7s. ETA: 51.3s. Rate: 337.04 forecasts/min
[2025-11-25T12:32:32.189023] [DEBUG] [REMOTE    ] LZB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:32.189765] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 3 features, N/A% accuracy
[2025-11-25T12:32:32.189895] [INFO ] [LOCAL     ] LZB: Loaded 3 optimal features with 45.26% confidence from JSON config
[2025-11-25T12:32:32.190014] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 0
[2025-11-25T12:32:32.190968] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:32.191103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:32.196167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:32.198488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:32.200220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:32.244384] [DEBUG] [MAG       ] BLW: Last date is validated at 2025-11-24
[2025-11-25T12:32:32.260218] [DEBUG] [MAG       ] DX: Last date is validated at 2025-11-24
[2025-11-25T12:32:32.310862] [DEBUG] [MAG       ] IHG: Last date is validated at 2025-11-24
[2025-11-25T12:32:32.413401] [DEBUG] [MAG       ] BLW: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:32.429014] [DEBUG] [MAG       ] DX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:32.481498] [DEBUG] [MAG       ] IHG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:32.481845] [INFO ] [LOCAL     ] BLW: Saved forecast.
[2025-11-25T12:32:32.482093] [INFO ] [main      ] BLW: Signal=1 (Conf=80.0%), Magnitude=-0.07% (Conf=50.4512%)
[2025-11-25T12:32:32.482320] [INFO ] [main      ] Fetching symbol history for KTF...
[2025-11-25T12:32:32.482442] [DEBUG] [REMOTE    ] KTF: Fetching historical data.
[2025-11-25T12:32:32.483185] [INFO ] [main      ] Progress: 237/524 forecasts completed (45.2%). BLW finished in 0.6s. ETA: 51.2s. Rate: 336.05 forecasts/min
[2025-11-25T12:32:32.494042] [INFO ] [LOCAL     ] DX: Saved forecast.
[2025-11-25T12:32:32.494267] [INFO ] [main      ] DX: Signal=1 (Conf=80.0%), Magnitude=-0.46% (Conf=57.9653%)
[2025-11-25T12:32:32.494676] [INFO ] [main      ] Fetching symbol history for BXMX...
[2025-11-25T12:32:32.494728] [INFO ] [main      ] Progress: 238/524 forecasts completed (45.4%). DX finished in 0.6s. ETA: 50.9s. Rate: 337.37 forecasts/min
[2025-11-25T12:32:32.494835] [DEBUG] [REMOTE    ] BXMX: Fetching historical data.
[2025-11-25T12:32:32.495031] [DEBUG] [REMOTE    ] KTF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:32.496205] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 13 features, N/A% accuracy
[2025-11-25T12:32:32.496334] [INFO ] [LOCAL     ] KTF: Loaded 13 optimal features with 47.34% confidence from JSON config
[2025-11-25T12:32:32.496453] [DEBUG] [MAG       ] Building data for symbol: KTF with lookback: 0
[2025-11-25T12:32:32.497373] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:32:32.497523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:32.502409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:32.503312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:32.505704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:32.507884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:32.506892] [DEBUG] [REMOTE    ] BXMX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:32.510660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:32.511528] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 2 features, N/A% accuracy
[2025-11-25T12:32:32.511595] [INFO ] [LOCAL     ] BXMX: Loaded 2 optimal features with 34.56% confidence from JSON config
[2025-11-25T12:32:32.511633] [DEBUG] [MAG       ] Building data for symbol: BXMX with lookback: 0
[2025-11-25T12:32:32.512509] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:32.512583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:32.513586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:32.514631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:32.515231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:32.517047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:32.517565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:32.518638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:32.520333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:32.521420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:32:32.522297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:32.525161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:32.546944] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-24
[2025-11-25T12:32:32.601449] [INFO ] [LOCAL     ] IHG: Saved forecast.
[2025-11-25T12:32:32.601692] [INFO ] [main      ] IHG: Signal=1 (Conf=80.0%), Magnitude=1.37% (Conf=49.835%)
[2025-11-25T12:32:32.602114] [INFO ] [main      ] Fetching symbol history for BJ...
[2025-11-25T12:32:32.602236] [DEBUG] [REMOTE    ] BJ: Fetching historical data.
[2025-11-25T12:32:32.602742] [INFO ] [main      ] Progress: 239/524 forecasts completed (45.6%). IHG finished in 0.7s. ETA: 50.6s. Rate: 337.93 forecasts/min
[2025-11-25T12:32:32.614186] [DEBUG] [REMOTE    ] BJ: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:32.615322] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 3 features, N/A% accuracy
[2025-11-25T12:32:32.615443] [INFO ] [LOCAL     ] BJ: Loaded 3 optimal features with 46.22% confidence from JSON config
[2025-11-25T12:32:32.615539] [DEBUG] [MAG       ] Building data for symbol: BJ with lookback: 0
[2025-11-25T12:32:32.616411] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:32.616545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:32.621556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:32.622940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:32.624055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:32.719683] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:32.822285] [INFO ] [LOCAL     ] LZB: Saved forecast.
[2025-11-25T12:32:32.822377] [INFO ] [main      ] LZB: Signal=1 (Conf=80.0%), Magnitude=0.90% (Conf=45.2562%)
[2025-11-25T12:32:32.822773] [INFO ] [main      ] Fetching symbol history for SNV...
[2025-11-25T12:32:32.822836] [DEBUG] [REMOTE    ] SNV: Fetching historical data.
[2025-11-25T12:32:32.823736] [INFO ] [main      ] Progress: 240/524 forecasts completed (45.8%). LZB finished in 0.6s. ETA: 50.5s. Rate: 337.58 forecasts/min
[2025-11-25T12:32:32.834438] [DEBUG] [REMOTE    ] SNV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:32.835470] [DEBUG] [LOCAL     ] Loaded configuration for SNV: 1 features, N/A% accuracy
[2025-11-25T12:32:32.835534] [INFO ] [LOCAL     ] SNV: Loaded 1 optimal features with 59.35% confidence from JSON config
[2025-11-25T12:32:32.835572] [DEBUG] [MAG       ] Building data for symbol: SNV with lookback: 0
[2025-11-25T12:32:32.836376] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:32.836450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:32.837461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:32.857326] [DEBUG] [MAG       ] BXMX: Last date is validated at 2025-11-24
[2025-11-25T12:32:32.865369] [DEBUG] [MAG       ] KTF: Last date is validated at 2025-11-24
[2025-11-25T12:32:32.988385] [DEBUG] [MAG       ] BJ: Last date is validated at 2025-11-24
[2025-11-25T12:32:33.026931] [DEBUG] [MAG       ] BXMX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:33.035960] [DEBUG] [MAG       ] KTF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:33.086290] [INFO ] [LOCAL     ] BXMX: Saved forecast.
[2025-11-25T12:32:33.086515] [INFO ] [main      ] BXMX: Signal=1 (Conf=80.0%), Magnitude=1.52% (Conf=34.5627%)
[2025-11-25T12:32:33.087001] [INFO ] [main      ] Fetching symbol history for UAA...
[2025-11-25T12:32:33.087157] [DEBUG] [REMOTE    ] UAA: Fetching historical data.
[2025-11-25T12:32:33.087749] [INFO ] [main      ] Progress: 241/524 forecasts completed (46.0%). BXMX finished in 0.6s. ETA: 50.4s. Rate: 336.90 forecasts/min
[2025-11-25T12:32:33.100169] [DEBUG] [REMOTE    ] UAA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:33.101348] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, N/A% accuracy
[2025-11-25T12:32:33.101481] [INFO ] [LOCAL     ] UAA: Loaded 4 optimal features with 47.13% confidence from JSON config
[2025-11-25T12:32:33.101578] [DEBUG] [MAG       ] Building data for symbol: UAA with lookback: 0
[2025-11-25T12:32:33.102430] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:33.102560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:33.107510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:33.109420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:33.110017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:33.111797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:33.117171] [INFO ] [LOCAL     ] KTF: Saved forecast.
[2025-11-25T12:32:33.117436] [INFO ] [main      ] KTF: Signal=1 (Conf=80.0%), Magnitude=-0.18% (Conf=47.3365%)
[2025-11-25T12:32:33.117696] [INFO ] [main      ] Fetching symbol history for TX...
[2025-11-25T12:32:33.117816] [DEBUG] [REMOTE    ] TX: Fetching historical data.
[2025-11-25T12:32:33.118737] [INFO ] [main      ] Progress: 242/524 forecasts completed (46.2%). KTF finished in 0.6s. ETA: 50.1s. Rate: 338.06 forecasts/min
[2025-11-25T12:32:33.129893] [DEBUG] [REMOTE    ] TX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:33.130788] [DEBUG] [LOCAL     ] Loaded configuration for TX: 2 features, N/A% accuracy
[2025-11-25T12:32:33.130919] [INFO ] [LOCAL     ] TX: Loaded 2 optimal features with 54.50% confidence from JSON config
[2025-11-25T12:32:33.131040] [DEBUG] [MAG       ] Building data for symbol: TX with lookback: 0
[2025-11-25T12:32:33.131900] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:33.132037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:33.169276] [DEBUG] [MAG       ] BJ: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:33.182953] [DEBUG] [MAG       ] SNV: Last date is validated at 2025-11-24
[2025-11-25T12:32:33.188575] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:33.189965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:33.291438] [INFO ] [LOCAL     ] BJ: Saved forecast.
[2025-11-25T12:32:33.291560] [INFO ] [main      ] BJ: Signal=1 (Conf=80.0%), Magnitude=-3.87% (Conf=46.2187%)
[2025-11-25T12:32:33.291751] [INFO ] [main      ] Fetching symbol history for NAT...
[2025-11-25T12:32:33.291814] [DEBUG] [REMOTE    ] NAT: Fetching historical data.
[2025-11-25T12:32:33.292693] [INFO ] [main      ] Progress: 243/524 forecasts completed (46.4%). BJ finished in 0.7s. ETA: 49.9s. Rate: 338.09 forecasts/min
[2025-11-25T12:32:33.304436] [DEBUG] [REMOTE    ] NAT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:33.305827] [DEBUG] [LOCAL     ] Loaded configuration for NAT: 4 features, N/A% accuracy
[2025-11-25T12:32:33.305914] [INFO ] [LOCAL     ] NAT: Loaded 4 optimal features with 41.95% confidence from JSON config
[2025-11-25T12:32:33.305952] [DEBUG] [MAG       ] Building data for symbol: NAT with lookback: 0
[2025-11-25T12:32:33.306765] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:33.306833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:33.311783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:33.313579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:33.316314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:33.320638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:33.354369] [DEBUG] [MAG       ] SNV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:33.454388] [DEBUG] [MAG       ] UAA: Last date is validated at 2025-11-24
[2025-11-25T12:32:33.461615] [INFO ] [LOCAL     ] SNV: Saved forecast.
[2025-11-25T12:32:33.461881] [INFO ] [main      ] SNV: Signal=1 (Conf=80.0%), Magnitude=-1.09% (Conf=59.3487%)
[2025-11-25T12:32:33.462109] [INFO ] [main      ] Fetching symbol history for NVT...
[2025-11-25T12:32:33.462220] [DEBUG] [REMOTE    ] NVT: Fetching historical data.
[2025-11-25T12:32:33.462980] [INFO ] [main      ] Progress: 244/524 forecasts completed (46.6%). SNV finished in 0.6s. ETA: 49.7s. Rate: 338.14 forecasts/min
[2025-11-25T12:32:33.474091] [DEBUG] [REMOTE    ] NVT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:33.475345] [DEBUG] [LOCAL     ] Loaded configuration for NVT: 8 features, N/A% accuracy
[2025-11-25T12:32:33.475471] [INFO ] [LOCAL     ] NVT: Loaded 8 optimal features with 59.96% confidence from JSON config
[2025-11-25T12:32:33.475572] [DEBUG] [MAG       ] Building data for symbol: NVT with lookback: 0
[2025-11-25T12:32:33.476457] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:33.476595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:33.481660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:33.483549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:33.484137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:33.485147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:33.527428] [DEBUG] [MAG       ] TX: Last date is validated at 2025-11-24
[2025-11-25T12:32:33.531298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:33.532163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:32:33.536274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:33.539221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:33.630963] [DEBUG] [MAG       ] UAA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:33.661028] [DEBUG] [MAG       ] NAT: Last date is validated at 2025-11-24
[2025-11-25T12:32:33.697532] [DEBUG] [MAG       ] TX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:33.708261] [INFO ] [LOCAL     ] UAA: Saved forecast.
[2025-11-25T12:32:33.708510] [INFO ] [main      ] UAA: Signal=1 (Conf=80.0%), Magnitude=-3.05% (Conf=47.1268%)
[2025-11-25T12:32:33.708947] [INFO ] [main      ] Fetching symbol history for ENR...
[2025-11-25T12:32:33.709061] [DEBUG] [REMOTE    ] ENR: Fetching historical data.
[2025-11-25T12:32:33.709728] [INFO ] [main      ] Progress: 245/524 forecasts completed (46.8%). UAA finished in 0.6s. ETA: 49.6s. Rate: 337.60 forecasts/min
[2025-11-25T12:32:33.721624] [DEBUG] [REMOTE    ] ENR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:33.723028] [DEBUG] [LOCAL     ] Loaded configuration for ENR: 2 features, N/A% accuracy
[2025-11-25T12:32:33.723156] [INFO ] [LOCAL     ] ENR: Loaded 2 optimal features with 40.39% confidence from JSON config
[2025-11-25T12:32:33.723255] [DEBUG] [MAG       ] Building data for symbol: ENR with lookback: 0
[2025-11-25T12:32:33.724163] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:33.724295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:33.781914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:33.782946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:33.783178] [INFO ] [LOCAL     ] TX: Saved forecast.
[2025-11-25T12:32:33.783429] [INFO ] [main      ] TX: Signal=1 (Conf=80.0%), Magnitude=0.63% (Conf=54.498%)
[2025-11-25T12:32:33.783861] [INFO ] [main      ] Fetching symbol history for HIG...
[2025-11-25T12:32:33.783983] [DEBUG] [REMOTE    ] HIG: Fetching historical data.
[2025-11-25T12:32:33.785729] [INFO ] [main      ] Progress: 246/524 forecasts completed (46.9%). TX finished in 0.7s. ETA: 49.3s. Rate: 338.39 forecasts/min
[2025-11-25T12:32:33.796758] [DEBUG] [REMOTE    ] HIG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:33.797862] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 8 features, N/A% accuracy
[2025-11-25T12:32:33.797994] [INFO ] [LOCAL     ] HIG: Loaded 8 optimal features with 49.37% confidence from JSON config
[2025-11-25T12:32:33.798100] [DEBUG] [MAG       ] Building data for symbol: HIG with lookback: 0
[2025-11-25T12:32:33.798980] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:33.799121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:33.804041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:33.804892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:33.805821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:33.808338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:33.841002] [DEBUG] [MAG       ] NAT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:33.885624] [DEBUG] [MAG       ] NVT: Last date is validated at 2025-11-24
[2025-11-25T12:32:33.909133] [INFO ] [LOCAL     ] NAT: Saved forecast.
[2025-11-25T12:32:33.909396] [INFO ] [main      ] NAT: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=41.9493%)
[2025-11-25T12:32:33.909848] [INFO ] [main      ] Fetching symbol history for TPZ...
[2025-11-25T12:32:33.909982] [DEBUG] [REMOTE    ] TPZ: Fetching historical data.
[2025-11-25T12:32:33.910729] [INFO ] [main      ] Progress: 247/524 forecasts completed (47.1%). NAT finished in 0.6s. ETA: 49.1s. Rate: 338.80 forecasts/min
[2025-11-25T12:32:33.923164] [DEBUG] [REMOTE    ] TPZ: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:33.924187] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 6 features, N/A% accuracy
[2025-11-25T12:32:33.924311] [INFO ] [LOCAL     ] TPZ: Loaded 6 optimal features with 48.69% confidence from JSON config
[2025-11-25T12:32:33.924410] [DEBUG] [MAG       ] Building data for symbol: TPZ with lookback: 0
[2025-11-25T12:32:33.925279] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:33.925414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:33.930558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:33.932101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:33.932601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:33.933186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:33.933231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:33.933792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:33.934528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:33.935705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:34.018469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:34.020309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:34.060899] [DEBUG] [MAG       ] NVT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:34.123858] [DEBUG] [MAG       ] ENR: Last date is validated at 2025-11-24
[2025-11-25T12:32:34.190690] [INFO ] [LOCAL     ] NVT: Saved forecast.
[2025-11-25T12:32:34.190941] [INFO ] [main      ] NVT: Signal=1 (Conf=80.0%), Magnitude=6.33% (Conf=59.9642%)
[2025-11-25T12:32:34.191168] [INFO ] [main      ] Fetching symbol history for TVC...
[2025-11-25T12:32:34.191421] [DEBUG] [REMOTE    ] TVC: Fetching historical data.
[2025-11-25T12:32:34.192336] [INFO ] [main      ] Progress: 248/524 forecasts completed (47.3%). NVT finished in 0.7s. ETA: 49.0s. Rate: 337.99 forecasts/min
[2025-11-25T12:32:34.204530] [DEBUG] [REMOTE    ] TVC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:34.205338] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 6 features, N/A% accuracy
[2025-11-25T12:32:34.205458] [INFO ] [LOCAL     ] TVC: Loaded 6 optimal features with 46.56% confidence from JSON config
[2025-11-25T12:32:34.205557] [DEBUG] [MAG       ] Building data for symbol: TVC with lookback: 0
[2025-11-25T12:32:34.206404] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:34.206537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:34.211478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:34.212550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:34.214457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:34.216495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:34.217935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:32:34.219550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:34.280932] [DEBUG] [MAG       ] TPZ: Last date is validated at 2025-11-24
[2025-11-25T12:32:34.295983] [DEBUG] [MAG       ] ENR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:34.357053] [DEBUG] [MAG       ] HIG: Last date is validated at 2025-11-24
[2025-11-25T12:32:34.392027] [INFO ] [LOCAL     ] ENR: Saved forecast.
[2025-11-25T12:32:34.392270] [INFO ] [main      ] ENR: Signal=1 (Conf=80.0%), Magnitude=-4.69% (Conf=40.3915%)
[2025-11-25T12:32:34.392683] [INFO ] [main      ] Fetching symbol history for ASBA...
[2025-11-25T12:32:34.392726] [INFO ] [main      ] Progress: 249/524 forecasts completed (47.5%). ENR finished in 0.7s. ETA: 48.8s. Rate: 337.82 forecasts/min
[2025-11-25T12:32:34.392849] [DEBUG] [REMOTE    ] ASBA: Fetching historical data.
[2025-11-25T12:32:34.404244] [DEBUG] [REMOTE    ] ASBA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:34.405562] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 6 features, N/A% accuracy
[2025-11-25T12:32:34.405712] [INFO ] [LOCAL     ] ASBA: Loaded 6 optimal features with 48.39% confidence from JSON config
[2025-11-25T12:32:34.405817] [DEBUG] [MAG       ] Building data for symbol: ASBA with lookback: 0
[2025-11-25T12:32:34.406637] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:34.406790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:34.411781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:34.413732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:34.414293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:34.414786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:34.417341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:34.418091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:34.451148] [DEBUG] [MAG       ] TPZ: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:34.523793] [INFO ] [LOCAL     ] TPZ: Saved forecast.
[2025-11-25T12:32:34.524038] [INFO ] [main      ] TPZ: Signal=1 (Conf=80.0%), Magnitude=0.26% (Conf=48.6874%)
[2025-11-25T12:32:34.524462] [INFO ] [main      ] Fetching symbol history for ORC...
[2025-11-25T12:32:34.524568] [DEBUG] [MAG       ] HIG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:34.524576] [DEBUG] [REMOTE    ] ORC: Fetching historical data.
[2025-11-25T12:32:34.525700] [INFO ] [main      ] Progress: 250/524 forecasts completed (47.7%). TPZ finished in 0.6s. ETA: 48.6s. Rate: 338.16 forecasts/min
[2025-11-25T12:32:34.536983] [DEBUG] [REMOTE    ] ORC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:34.537944] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 8 features, N/A% accuracy
[2025-11-25T12:32:34.538009] [INFO ] [LOCAL     ] ORC: Loaded 8 optimal features with 56.83% confidence from JSON config
[2025-11-25T12:32:34.538047] [DEBUG] [MAG       ] Building data for symbol: ORC with lookback: 0
[2025-11-25T12:32:34.538841] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:34.538917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:34.543764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:34.545583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:34.546118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:34.546574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:34.547029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:34.547853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:34.550168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:34.559377] [DEBUG] [MAG       ] TVC: Last date is validated at 2025-11-24
[2025-11-25T12:32:34.658891] [INFO ] [LOCAL     ] HIG: Saved forecast.
[2025-11-25T12:32:34.658985] [INFO ] [main      ] HIG: Signal=1 (Conf=80.0%), Magnitude=-1.29% (Conf=49.3721%)
[2025-11-25T12:32:34.659148] [INFO ] [main      ] Fetching symbol history for BBVA...
[2025-11-25T12:32:34.659198] [DEBUG] [REMOTE    ] BBVA: Fetching historical data.
[2025-11-25T12:32:34.660717] [INFO ] [main      ] Progress: 251/524 forecasts completed (47.9%). HIG finished in 0.9s. ETA: 48.4s. Rate: 338.48 forecasts/min
[2025-11-25T12:32:34.671383] [DEBUG] [REMOTE    ] BBVA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:34.672271] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 9 features, N/A% accuracy
[2025-11-25T12:32:34.672333] [INFO ] [LOCAL     ] BBVA: Loaded 9 optimal features with 61.67% confidence from JSON config
[2025-11-25T12:32:34.672370] [DEBUG] [MAG       ] Building data for symbol: BBVA with lookback: 0
[2025-11-25T12:32:34.673194] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:34.673269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:34.674979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:34.675499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:34.677199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:34.691195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:34.724696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:34.725555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:34.726307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:32:34.727883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:34.730254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:34.731335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:34.734556] [DEBUG] [MAG       ] TVC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:34.764226] [DEBUG] [MAG       ] ASBA: Last date is validated at 2025-11-24
[2025-11-25T12:32:34.804001] [INFO ] [LOCAL     ] TVC: Saved forecast.
[2025-11-25T12:32:34.804223] [INFO ] [main      ] TVC: Signal=1 (Conf=80.0%), Magnitude=-0.05% (Conf=46.5567%)
[2025-11-25T12:32:34.804657] [INFO ] [main      ] Progress: 252/524 forecasts completed (48.1%). TVC finished in 0.6s. ETA: 48.2s. Rate: 338.73 forecasts/min
[2025-11-25T12:32:34.804852] [INFO ] [main      ] Fetching symbol history for SEM...
[2025-11-25T12:32:34.804954] [DEBUG] [REMOTE    ] SEM: Fetching historical data.
[2025-11-25T12:32:34.817758] [DEBUG] [REMOTE    ] SEM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:34.818815] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 5 features, N/A% accuracy
[2025-11-25T12:32:34.818945] [INFO ] [LOCAL     ] SEM: Loaded 5 optimal features with 67.64% confidence from JSON config
[2025-11-25T12:32:34.819043] [DEBUG] [MAG       ] Building data for symbol: SEM with lookback: 0
[2025-11-25T12:32:34.819919] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:34.820052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:34.824925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:34.826794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:34.827364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:34.827854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:32:34.829450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:34.934986] [DEBUG] [MAG       ] ASBA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:35.002364] [INFO ] [LOCAL     ] ASBA: Saved forecast.
[2025-11-25T12:32:35.002456] [INFO ] [main      ] ASBA: Signal=1 (Conf=80.0%), Magnitude=0.57% (Conf=48.3851%)
[2025-11-25T12:32:35.002932] [INFO ] [main      ] Fetching symbol history for STEW...
[2025-11-25T12:32:35.002996] [DEBUG] [REMOTE    ] STEW: Fetching historical data.
[2025-11-25T12:32:35.003768] [INFO ] [main      ] Progress: 253/524 forecasts completed (48.3%). ASBA finished in 0.6s. ETA: 48.0s. Rate: 338.56 forecasts/min
[2025-11-25T12:32:35.015289] [DEBUG] [REMOTE    ] STEW: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:35.016217] [DEBUG] [LOCAL     ] Loaded configuration for STEW: 7 features, N/A% accuracy
[2025-11-25T12:32:35.016321] [INFO ] [LOCAL     ] STEW: Loaded 7 optimal features with 65.45% confidence from JSON config
[2025-11-25T12:32:35.016361] [DEBUG] [MAG       ] Building data for symbol: STEW with lookback: 0
[2025-11-25T12:32:35.017172] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:35.017250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:35.018990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:35.019530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:35.019964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:35.020594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:35.022598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:35.025547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:35.026621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:35.042006] [DEBUG] [MAG       ] ORC: Last date is validated at 2025-11-24
[2025-11-25T12:32:35.070238] [DEBUG] [MAG       ] BBVA: Last date is validated at 2025-11-24
[2025-11-25T12:32:35.170775] [DEBUG] [MAG       ] SEM: Last date is validated at 2025-11-24
[2025-11-25T12:32:35.215715] [DEBUG] [MAG       ] ORC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:35.238177] [DEBUG] [MAG       ] BBVA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:35.289188] [INFO ] [LOCAL     ] ORC: Saved forecast.
[2025-11-25T12:32:35.289279] [INFO ] [main      ] ORC: Signal=1 (Conf=80.0%), Magnitude=-1.42% (Conf=56.8255%)
[2025-11-25T12:32:35.289657] [INFO ] [main      ] Fetching symbol history for BEPH...
[2025-11-25T12:32:35.289725] [DEBUG] [REMOTE    ] BEPH: Fetching historical data.
[2025-11-25T12:32:35.290757] [INFO ] [main      ] Progress: 254/524 forecasts completed (48.5%). ORC finished in 0.8s. ETA: 48.0s. Rate: 337.74 forecasts/min
[2025-11-25T12:32:35.302177] [DEBUG] [REMOTE    ] BEPH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:35.303475] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 6 features, N/A% accuracy
[2025-11-25T12:32:35.303540] [INFO ] [LOCAL     ] BEPH: Loaded 6 optimal features with 50.11% confidence from JSON config
[2025-11-25T12:32:35.303577] [DEBUG] [MAG       ] Building data for symbol: BEPH with lookback: 0
[2025-11-25T12:32:35.304394] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:35.304469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:35.309554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:35.311620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:35.312168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:35.312615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:35.313036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:35.321662] [INFO ] [LOCAL     ] BBVA: Saved forecast.
[2025-11-25T12:32:35.321749] [INFO ] [main      ] BBVA: Signal=1 (Conf=80.0%), Magnitude=0.18% (Conf=61.6729%)
[2025-11-25T12:32:35.321909] [INFO ] [main      ] Fetching symbol history for NGG...
[2025-11-25T12:32:35.321960] [DEBUG] [REMOTE    ] NGG: Fetching historical data.
[2025-11-25T12:32:35.322941] [INFO ] [main      ] Progress: 255/524 forecasts completed (48.7%). BBVA finished in 0.7s. ETA: 47.6s. Rate: 338.83 forecasts/min
[2025-11-25T12:32:35.334120] [DEBUG] [REMOTE    ] NGG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:35.334938] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 7 features, N/A% accuracy
[2025-11-25T12:32:35.335000] [INFO ] [LOCAL     ] NGG: Loaded 7 optimal features with 61.74% confidence from JSON config
[2025-11-25T12:32:35.335038] [DEBUG] [MAG       ] Building data for symbol: NGG with lookback: 0
[2025-11-25T12:32:35.335847] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:35.335917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:35.337613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:35.338168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:35.338587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:35.339389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:35.340026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:35.340900] [DEBUG] [MAG       ] SEM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:35.341580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:35.344309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:35.368964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:35.373580] [DEBUG] [MAG       ] STEW: Last date is validated at 2025-11-24
[2025-11-25T12:32:35.428984] [INFO ] [LOCAL     ] SEM: Saved forecast.
[2025-11-25T12:32:35.429071] [INFO ] [main      ] SEM: Signal=1 (Conf=80.0%), Magnitude=-2.24% (Conf=67.642%)
[2025-11-25T12:32:35.429233] [INFO ] [main      ] Fetching symbol history for VPG...
[2025-11-25T12:32:35.429282] [DEBUG] [REMOTE    ] VPG: Fetching historical data.
[2025-11-25T12:32:35.429923] [INFO ] [main      ] Progress: 256/524 forecasts completed (48.9%). SEM finished in 0.6s. ETA: 47.4s. Rate: 339.35 forecasts/min
[2025-11-25T12:32:35.441323] [DEBUG] [REMOTE    ] VPG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:35.442212] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, N/A% accuracy
[2025-11-25T12:32:35.442282] [INFO ] [LOCAL     ] VPG: Loaded 2 optimal features with 47.19% confidence from JSON config
[2025-11-25T12:32:35.442320] [DEBUG] [MAG       ] Building data for symbol: VPG with lookback: 0
[2025-11-25T12:32:35.443113] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:35.443188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:35.448114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:35.449385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:35.545224] [DEBUG] [MAG       ] STEW: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:35.618237] [INFO ] [LOCAL     ] STEW: Saved forecast.
[2025-11-25T12:32:35.618496] [INFO ] [main      ] STEW: Signal=1 (Conf=80.0%), Magnitude=-0.43% (Conf=65.4454%)
[2025-11-25T12:32:35.618924] [INFO ] [main      ] Fetching symbol history for CHMI...
[2025-11-25T12:32:35.619041] [DEBUG] [REMOTE    ] CHMI: Fetching historical data.
[2025-11-25T12:32:35.619088] [INFO ] [main      ] Progress: 257/524 forecasts completed (49.0%). STEW finished in 0.6s. ETA: 47.2s. Rate: 339.26 forecasts/min
[2025-11-25T12:32:35.631089] [DEBUG] [REMOTE    ] CHMI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:35.632277] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 8 features, N/A% accuracy
[2025-11-25T12:32:35.632403] [INFO ] [LOCAL     ] CHMI: Loaded 8 optimal features with 48.68% confidence from JSON config
[2025-11-25T12:32:35.632506] [DEBUG] [MAG       ] Building data for symbol: CHMI with lookback: 0
[2025-11-25T12:32:35.633387] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:35.633525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:35.639060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:35.641005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:35.641580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:35.642175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:35.642712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:35.643837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:35.664401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:35.666141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:35.683004] [DEBUG] [MAG       ] NGG: Last date is validated at 2025-11-24
[2025-11-25T12:32:35.713984] [DEBUG] [MAG       ] BEPH: Last date is validated at 2025-11-24
[2025-11-25T12:32:35.789099] [DEBUG] [MAG       ] VPG: Last date is validated at 2025-11-24
[2025-11-25T12:32:35.857937] [DEBUG] [MAG       ] NGG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:35.887242] [DEBUG] [MAG       ] BEPH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:35.954401] [INFO ] [LOCAL     ] BEPH: Saved forecast.
[2025-11-25T12:32:35.954663] [INFO ] [main      ] BEPH: Signal=1 (Conf=80.0%), Magnitude=0.06% (Conf=50.1125%)
[2025-11-25T12:32:35.955081] [INFO ] [main      ] Progress: 258/524 forecasts completed (49.2%). BEPH finished in 0.7s. ETA: 47.2s. Rate: 338.08 forecasts/min
[2025-11-25T12:32:35.955268] [INFO ] [main      ] Fetching symbol history for KR...
[2025-11-25T12:32:35.955374] [DEBUG] [REMOTE    ] KR: Fetching historical data.
[2025-11-25T12:32:35.957146] [INFO ] [LOCAL     ] NGG: Saved forecast.
[2025-11-25T12:32:35.957237] [INFO ] [main      ] NGG: Signal=1 (Conf=80.0%), Magnitude=-1.14% (Conf=61.7433%)
[2025-11-25T12:32:35.957394] [INFO ] [main      ] Fetching symbol history for MPC...
[2025-11-25T12:32:35.957599] [DEBUG] [REMOTE    ] MPC: Fetching historical data.
[2025-11-25T12:32:35.957989] [INFO ] [main      ] Progress: 259/524 forecasts completed (49.4%). NGG finished in 0.6s. ETA: 46.9s. Rate: 339.37 forecasts/min
[2025-11-25T12:32:35.965243] [DEBUG] [MAG       ] VPG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:35.970927] [DEBUG] [REMOTE    ] KR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:35.972035] [DEBUG] [LOCAL     ] Loaded configuration for KR: 9 features, N/A% accuracy
[2025-11-25T12:32:35.972169] [INFO ] [LOCAL     ] KR: Loaded 9 optimal features with 55.39% confidence from JSON config
[2025-11-25T12:32:35.972274] [DEBUG] [MAG       ] Building data for symbol: KR with lookback: 0
[2025-11-25T12:32:35.973174] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:35.973319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:35.973430] [DEBUG] [REMOTE    ] MPC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:35.974322] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 3 features, N/A% accuracy
[2025-11-25T12:32:35.974392] [INFO ] [LOCAL     ] MPC: Loaded 3 optimal features with 49.25% confidence from JSON config
[2025-11-25T12:32:35.974431] [DEBUG] [MAG       ] Building data for symbol: MPC with lookback: 0
[2025-11-25T12:32:35.975210] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:35.975285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:35.977709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:35.978579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:35.978994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:32:35.980444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:35.980633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:35.981291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:35.981794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:36.019825] [DEBUG] [MAG       ] CHMI: Last date is validated at 2025-11-24
[2025-11-25T12:32:36.063267] [INFO ] [LOCAL     ] VPG: Saved forecast.
[2025-11-25T12:32:36.063357] [INFO ] [main      ] VPG: Signal=1 (Conf=80.0%), Magnitude=8.47% (Conf=47.1856%)
[2025-11-25T12:32:36.063738] [INFO ] [main      ] Fetching symbol history for MNR...
[2025-11-25T12:32:36.063806] [DEBUG] [REMOTE    ] MNR: Fetching historical data.
[2025-11-25T12:32:36.064705] [INFO ] [main      ] Progress: 260/524 forecasts completed (49.6%). VPG finished in 0.6s. ETA: 46.6s. Rate: 339.89 forecasts/min
[2025-11-25T12:32:36.069633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:36.071301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:36.074677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:36.075944] [DEBUG] [REMOTE    ] MNR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:36.076834] [DEBUG] [LOCAL     ] Loaded configuration for MNR: 3 features, N/A% accuracy
[2025-11-25T12:32:36.076904] [INFO ] [LOCAL     ] MNR: Loaded 3 optimal features with 52.30% confidence from JSON config
[2025-11-25T12:32:36.076942] [DEBUG] [MAG       ] Building data for symbol: MNR with lookback: 0
[2025-11-25T12:32:36.077246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:32:36.077821] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:36.077898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:36.079102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:36.079732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:36.080272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:36.081049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:36.195829] [DEBUG] [MAG       ] CHMI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:36.319854] [DEBUG] [MAG       ] MPC: Last date is validated at 2025-11-24
[2025-11-25T12:32:36.347887] [INFO ] [LOCAL     ] CHMI: Saved forecast.
[2025-11-25T12:32:36.348001] [INFO ] [main      ] CHMI: Signal=1 (Conf=80.0%), Magnitude=2.12% (Conf=48.6815%)
[2025-11-25T12:32:36.348175] [INFO ] [main      ] Fetching symbol history for PACK...
[2025-11-25T12:32:36.348433] [DEBUG] [REMOTE    ] PACK: Fetching historical data.
[2025-11-25T12:32:36.349715] [INFO ] [main      ] Progress: 261/524 forecasts completed (49.8%). CHMI finished in 0.7s. ETA: 46.5s. Rate: 339.09 forecasts/min
[2025-11-25T12:32:36.361395] [DEBUG] [REMOTE    ] PACK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:36.362564] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 4 features, N/A% accuracy
[2025-11-25T12:32:36.362719] [INFO ] [LOCAL     ] PACK: Loaded 4 optimal features with 51.73% confidence from JSON config
[2025-11-25T12:32:36.362823] [DEBUG] [MAG       ] Building data for symbol: PACK with lookback: 0
[2025-11-25T12:32:36.363866] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:36.364007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:36.365899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:36.366568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:36.367144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:36.368843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:36.425815] [DEBUG] [MAG       ] KR: Last date is validated at 2025-11-24
[2025-11-25T12:32:36.433352] [DEBUG] [MAG       ] MNR: Last date is validated at 2025-11-24
[2025-11-25T12:32:36.492798] [DEBUG] [MAG       ] MPC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:36.599444] [DEBUG] [MAG       ] KR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:36.602553] [DEBUG] [MAG       ] MNR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:36.638754] [INFO ] [LOCAL     ] MPC: Saved forecast.
[2025-11-25T12:32:36.639010] [INFO ] [main      ] MPC: Signal=1 (Conf=80.0%), Magnitude=0.43% (Conf=49.2479%)
[2025-11-25T12:32:36.639239] [INFO ] [main      ] Fetching symbol history for CI...
[2025-11-25T12:32:36.639350] [DEBUG] [REMOTE    ] CI: Fetching historical data.
[2025-11-25T12:32:36.640135] [INFO ] [main      ] Progress: 262/524 forecasts completed (50.0%). MPC finished in 0.7s. ETA: 46.5s. Rate: 338.26 forecasts/min
[2025-11-25T12:32:36.651516] [DEBUG] [REMOTE    ] CI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:36.652731] [DEBUG] [LOCAL     ] Loaded configuration for CI: 9 features, N/A% accuracy
[2025-11-25T12:32:36.652854] [INFO ] [LOCAL     ] CI: Loaded 9 optimal features with 48.96% confidence from JSON config
[2025-11-25T12:32:36.652952] [DEBUG] [MAG       ] Building data for symbol: CI with lookback: 0
[2025-11-25T12:32:36.653813] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:36.653946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:36.658791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:36.660658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:36.661219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:36.661757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:36.662225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:36.663056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:36.663692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:36.664781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:36.666834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:36.673091] [INFO ] [LOCAL     ] MNR: Saved forecast.
[2025-11-25T12:32:36.673301] [INFO ] [main      ] MNR: Signal=1 (Conf=80.0%), Magnitude=-0.81% (Conf=52.3015%)
[2025-11-25T12:32:36.673527] [INFO ] [main      ] Fetching symbol history for MXF...
[2025-11-25T12:32:36.673656] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T12:32:36.674764] [INFO ] [main      ] Progress: 263/524 forecasts completed (50.2%). MNR finished in 0.6s. ETA: 46.2s. Rate: 339.30 forecasts/min
[2025-11-25T12:32:36.685093] [DEBUG] [REMOTE    ] MXF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:36.685561] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 3 features, N/A% accuracy
[2025-11-25T12:32:36.685748] [INFO ] [LOCAL     ] MXF: Loaded 3 optimal features with 47.02% confidence from JSON config
[2025-11-25T12:32:36.685849] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 0
[2025-11-25T12:32:36.686740] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:36.686874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:36.689010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:36.690613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:36.692503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:36.718021] [DEBUG] [MAG       ] PACK: Last date is validated at 2025-11-24
[2025-11-25T12:32:36.723918] [INFO ] [LOCAL     ] KR: Saved forecast.
[2025-11-25T12:32:36.724011] [INFO ] [main      ] KR: Signal=1 (Conf=80.0%), Magnitude=-2.16% (Conf=55.3924%)
[2025-11-25T12:32:36.724174] [INFO ] [main      ] Fetching symbol history for FMX...
[2025-11-25T12:32:36.724225] [DEBUG] [REMOTE    ] FMX: Fetching historical data.
[2025-11-25T12:32:36.725736] [INFO ] [main      ] Progress: 264/524 forecasts completed (50.4%). KR finished in 0.8s. ETA: 45.9s. Rate: 340.22 forecasts/min
[2025-11-25T12:32:36.739737] [DEBUG] [REMOTE    ] FMX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:36.740970] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 8 features, N/A% accuracy
[2025-11-25T12:32:36.741049] [INFO ] [LOCAL     ] FMX: Loaded 8 optimal features with 56.68% confidence from JSON config
[2025-11-25T12:32:36.741102] [DEBUG] [MAG       ] Building data for symbol: FMX with lookback: 0
[2025-11-25T12:32:36.742092] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:36.742174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:36.747345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:36.749428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:36.749995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:36.750481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:36.753090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:36.754747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:36.755942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:36.757511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:36.895997] [DEBUG] [MAG       ] PACK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:36.969441] [INFO ] [LOCAL     ] PACK: Saved forecast.
[2025-11-25T12:32:36.969699] [INFO ] [main      ] PACK: Signal=1 (Conf=80.0%), Magnitude=6.48% (Conf=51.7257%)
[2025-11-25T12:32:36.970112] [INFO ] [main      ] Fetching symbol history for MKC...
[2025-11-25T12:32:36.970228] [DEBUG] [REMOTE    ] MKC: Fetching historical data.
[2025-11-25T12:32:36.970726] [INFO ] [main      ] Progress: 265/524 forecasts completed (50.6%). PACK finished in 0.6s. ETA: 45.7s. Rate: 339.72 forecasts/min
[2025-11-25T12:32:36.983030] [DEBUG] [REMOTE    ] MKC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:36.984143] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 3 features, N/A% accuracy
[2025-11-25T12:32:36.984271] [INFO ] [LOCAL     ] MKC: Loaded 3 optimal features with 61.79% confidence from JSON config
[2025-11-25T12:32:36.984373] [DEBUG] [MAG       ] Building data for symbol: MKC with lookback: 0
[2025-11-25T12:32:36.985259] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:36.985393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:36.987278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:36.987916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:37.020430] [DEBUG] [MAG       ] CI: Last date is validated at 2025-11-24
[2025-11-25T12:32:37.034140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:37.034526] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-24
[2025-11-25T12:32:37.102367] [DEBUG] [MAG       ] FMX: Last date is validated at 2025-11-24
[2025-11-25T12:32:37.190524] [DEBUG] [MAG       ] CI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:37.204395] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:37.275545] [DEBUG] [MAG       ] FMX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:37.278612] [INFO ] [LOCAL     ] MXF: Saved forecast.
[2025-11-25T12:32:37.278900] [INFO ] [main      ] MXF: Signal=1 (Conf=80.0%), Magnitude=0.84% (Conf=47.0154%)
[2025-11-25T12:32:37.279129] [INFO ] [main      ] Fetching symbol history for AN...
[2025-11-25T12:32:37.279241] [DEBUG] [REMOTE    ] AN: Fetching historical data.
[2025-11-25T12:32:37.279981] [INFO ] [main      ] Progress: 266/524 forecasts completed (50.8%). MXF finished in 0.6s. ETA: 45.7s. Rate: 338.76 forecasts/min
[2025-11-25T12:32:37.291899] [DEBUG] [REMOTE    ] AN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:37.293065] [DEBUG] [LOCAL     ] Loaded configuration for AN: 5 features, N/A% accuracy
[2025-11-25T12:32:37.293203] [INFO ] [LOCAL     ] AN: Loaded 5 optimal features with 60.13% confidence from JSON config
[2025-11-25T12:32:37.293300] [DEBUG] [MAG       ] Building data for symbol: AN with lookback: 0
[2025-11-25T12:32:37.294247] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:37.294389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:37.295404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:37.296377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:37.297790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:37.299306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:37.301153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:37.384638] [DEBUG] [MAG       ] MKC: Last date is validated at 2025-11-24
[2025-11-25T12:32:37.392256] [INFO ] [LOCAL     ] CI: Saved forecast.
[2025-11-25T12:32:37.392349] [INFO ] [main      ] CI: Signal=1 (Conf=80.0%), Magnitude=-3.00% (Conf=48.9604%)
[2025-11-25T12:32:37.392701] [INFO ] [main      ] Fetching symbol history for FT...
[2025-11-25T12:32:37.392792] [DEBUG] [REMOTE    ] FT: Fetching historical data.
[2025-11-25T12:32:37.392758] [INFO ] [main      ] Progress: 267/524 forecasts completed (51.0%). CI finished in 0.8s. ETA: 45.5s. Rate: 339.23 forecasts/min
[2025-11-25T12:32:37.404268] [DEBUG] [REMOTE    ] FT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:37.405525] [DEBUG] [LOCAL     ] Loaded configuration for FT: 4 features, N/A% accuracy
[2025-11-25T12:32:37.405602] [INFO ] [LOCAL     ] FT: Loaded 4 optimal features with 28.89% confidence from JSON config
[2025-11-25T12:32:37.405669] [DEBUG] [MAG       ] Building data for symbol: FT with lookback: 0
[2025-11-25T12:32:37.406461] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:37.406542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:37.408997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:37.411112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:37.413228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:37.414334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:37.510703] [INFO ] [LOCAL     ] FMX: Saved forecast.
[2025-11-25T12:32:37.510793] [INFO ] [main      ] FMX: Signal=1 (Conf=80.0%), Magnitude=-0.61% (Conf=56.6797%)
[2025-11-25T12:32:37.510952] [INFO ] [main      ] Fetching symbol history for SBSI...
[2025-11-25T12:32:37.511003] [DEBUG] [REMOTE    ] SBSI: Fetching historical data.
[2025-11-25T12:32:37.512894] [INFO ] [main      ] Progress: 268/524 forecasts completed (51.1%). FMX finished in 0.8s. ETA: 45.2s. Rate: 339.63 forecasts/min
[2025-11-25T12:32:37.525313] [DEBUG] [REMOTE    ] SBSI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:37.526576] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 1 features, N/A% accuracy
[2025-11-25T12:32:37.526674] [INFO ] [LOCAL     ] SBSI: Loaded 1 optimal features with 38.01% confidence from JSON config
[2025-11-25T12:32:37.526726] [DEBUG] [MAG       ] Building data for symbol: SBSI with lookback: 0
[2025-11-25T12:32:37.527575] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:37.527689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:37.529833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:37.554972] [DEBUG] [MAG       ] MKC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:37.659338] [INFO ] [LOCAL     ] MKC: Saved forecast.
[2025-11-25T12:32:37.659430] [INFO ] [main      ] MKC: Signal=1 (Conf=80.0%), Magnitude=-2.36% (Conf=61.792%)
[2025-11-25T12:32:37.659793] [INFO ] [main      ] Fetching symbol history for NOAH...
[2025-11-25T12:32:37.659893] [INFO ] [main      ] Progress: 269/524 forecasts completed (51.3%). MKC finished in 0.7s. ETA: 45.0s. Rate: 339.84 forecasts/min
[2025-11-25T12:32:37.659870] [DEBUG] [REMOTE    ] NOAH: Fetching historical data.
[2025-11-25T12:32:37.659735] [DEBUG] [MAG       ] AN: Last date is validated at 2025-11-24
[2025-11-25T12:32:37.673152] [DEBUG] [REMOTE    ] NOAH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:37.674490] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 4 features, N/A% accuracy
[2025-11-25T12:32:37.674613] [INFO ] [LOCAL     ] NOAH: Loaded 4 optimal features with 55.94% confidence from JSON config
[2025-11-25T12:32:37.674735] [DEBUG] [MAG       ] Building data for symbol: NOAH with lookback: 0
[2025-11-25T12:32:37.675571] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:37.675719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:37.676551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:37.677971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:37.679076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:32:37.681347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:37.776373] [DEBUG] [MAG       ] FT: Last date is validated at 2025-11-24
[2025-11-25T12:32:37.836143] [DEBUG] [MAG       ] AN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:37.877035] [DEBUG] [MAG       ] SBSI: Last date is validated at 2025-11-24
[2025-11-25T12:32:37.946127] [DEBUG] [MAG       ] FT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:37.984674] [INFO ] [LOCAL     ] AN: Saved forecast.
[2025-11-25T12:32:37.984971] [INFO ] [main      ] AN: Signal=1 (Conf=80.0%), Magnitude=-1.52% (Conf=60.1305%)
[2025-11-25T12:32:37.985193] [INFO ] [main      ] Fetching symbol history for ASG...
[2025-11-25T12:32:37.985305] [DEBUG] [REMOTE    ] ASG: Fetching historical data.
[2025-11-25T12:32:37.986062] [INFO ] [main      ] Progress: 270/524 forecasts completed (51.5%). AN finished in 0.7s. ETA: 45.0s. Rate: 338.78 forecasts/min
[2025-11-25T12:32:37.996998] [DEBUG] [REMOTE    ] ASG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:37.998156] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 6 features, N/A% accuracy
[2025-11-25T12:32:37.998280] [INFO ] [LOCAL     ] ASG: Loaded 6 optimal features with 53.63% confidence from JSON config
[2025-11-25T12:32:37.998380] [DEBUG] [MAG       ] Building data for symbol: ASG with lookback: 0
[2025-11-25T12:32:37.999256] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:37.999391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:38.001129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:38.002496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:38.005390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:38.006546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:38.007385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:38.017497] [INFO ] [LOCAL     ] FT: Saved forecast.
[2025-11-25T12:32:38.017733] [INFO ] [main      ] FT: Signal=1 (Conf=80.0%), Magnitude=0.81% (Conf=28.8873%)
[2025-11-25T12:32:38.018159] [INFO ] [main      ] Fetching symbol history for BB...
[2025-11-25T12:32:38.018272] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T12:32:38.018730] [INFO ] [main      ] Progress: 271/524 forecasts completed (51.7%). FT finished in 0.6s. ETA: 44.7s. Rate: 339.80 forecasts/min
[2025-11-25T12:32:38.023443] [DEBUG] [MAG       ] NOAH: Last date is validated at 2025-11-24
[2025-11-25T12:32:38.024757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:38.029901] [DEBUG] [REMOTE    ] BB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:38.030564] [DEBUG] [LOCAL     ] Loaded configuration for BB: 4 features, N/A% accuracy
[2025-11-25T12:32:38.030676] [INFO ] [LOCAL     ] BB: Loaded 4 optimal features with 59.54% confidence from JSON config
[2025-11-25T12:32:38.030748] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 0
[2025-11-25T12:32:38.031505] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:38.031586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:38.033304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:38.033992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:38.034458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:38.035235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:38.048999] [DEBUG] [MAG       ] SBSI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:38.138427] [INFO ] [LOCAL     ] SBSI: Saved forecast.
[2025-11-25T12:32:38.138702] [INFO ] [main      ] SBSI: Signal=1 (Conf=80.0%), Magnitude=-1.90% (Conf=38.0085%)
[2025-11-25T12:32:38.138942] [INFO ] [main      ] Fetching symbol history for DSX...
[2025-11-25T12:32:38.139060] [DEBUG] [REMOTE    ] DSX: Fetching historical data.
[2025-11-25T12:32:38.140741] [INFO ] [main      ] Progress: 272/524 forecasts completed (51.9%). SBSI finished in 0.6s. ETA: 44.4s. Rate: 340.19 forecasts/min
[2025-11-25T12:32:38.152668] [DEBUG] [REMOTE    ] DSX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:38.153771] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 4 features, N/A% accuracy
[2025-11-25T12:32:38.153901] [INFO ] [LOCAL     ] DSX: Loaded 4 optimal features with 25.65% confidence from JSON config
[2025-11-25T12:32:38.154008] [DEBUG] [MAG       ] Building data for symbol: DSX with lookback: 0
[2025-11-25T12:32:38.154849] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:38.154985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:38.156831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:38.157454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:38.157965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:38.158988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:38.195395] [DEBUG] [MAG       ] NOAH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:38.271967] [INFO ] [LOCAL     ] NOAH: Saved forecast.
[2025-11-25T12:32:38.272219] [INFO ] [main      ] NOAH: Signal=1 (Conf=80.0%), Magnitude=-0.09% (Conf=55.9395%)
[2025-11-25T12:32:38.272623] [INFO ] [main      ] Fetching symbol history for PNI...
[2025-11-25T12:32:38.272770] [DEBUG] [REMOTE    ] PNI: Fetching historical data.
[2025-11-25T12:32:38.272726] [INFO ] [main      ] Progress: 273/524 forecasts completed (52.1%). NOAH finished in 0.6s. ETA: 44.2s. Rate: 340.50 forecasts/min
[2025-11-25T12:32:38.284133] [DEBUG] [REMOTE    ] PNI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:38.285251] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 1 features, N/A% accuracy
[2025-11-25T12:32:38.285372] [INFO ] [LOCAL     ] PNI: Loaded 1 optimal features with 43.41% confidence from JSON config
[2025-11-25T12:32:38.285469] [DEBUG] [MAG       ] Building data for symbol: PNI with lookback: 0
[2025-11-25T12:32:38.286345] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:38.286477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:38.291466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:38.374754] [DEBUG] [MAG       ] ASG: Last date is validated at 2025-11-24
[2025-11-25T12:32:38.376483] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-24
[2025-11-25T12:32:38.503330] [DEBUG] [MAG       ] DSX: Last date is validated at 2025-11-24
[2025-11-25T12:32:38.547565] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:38.555745] [DEBUG] [MAG       ] ASG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:38.609739] [INFO ] [LOCAL     ] BB: Saved forecast.
[2025-11-25T12:32:38.609979] [INFO ] [main      ] BB: Signal=1 (Conf=80.0%), Magnitude=2.63% (Conf=59.5356%)
[2025-11-25T12:32:38.610200] [INFO ] [main      ] Fetching symbol history for FBK...
[2025-11-25T12:32:38.610309] [DEBUG] [REMOTE    ] FBK: Fetching historical data.
[2025-11-25T12:32:38.610709] [INFO ] [main      ] Progress: 274/524 forecasts completed (52.3%). BB finished in 0.6s. ETA: 44.2s. Rate: 339.37 forecasts/min
[2025-11-25T12:32:38.622295] [DEBUG] [REMOTE    ] FBK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:38.623438] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 6 features, N/A% accuracy
[2025-11-25T12:32:38.623561] [INFO ] [LOCAL     ] FBK: Loaded 6 optimal features with 51.49% confidence from JSON config
[2025-11-25T12:32:38.623678] [DEBUG] [MAG       ] Building data for symbol: FBK with lookback: 0
[2025-11-25T12:32:38.624497] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:38.624628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:38.627242] [INFO ] [LOCAL     ] ASG: Saved forecast.
[2025-11-25T12:32:38.627468] [INFO ] [main      ] ASG: Signal=1 (Conf=80.0%), Magnitude=1.99% (Conf=53.6349%)
[2025-11-25T12:32:38.627718] [INFO ] [main      ] Fetching symbol history for RH...
[2025-11-25T12:32:38.627833] [DEBUG] [REMOTE    ] RH: Fetching historical data.
[2025-11-25T12:32:38.628926] [INFO ] [main      ] Progress: 275/524 forecasts completed (52.5%). ASG finished in 0.6s. ETA: 43.9s. Rate: 340.48 forecasts/min
[2025-11-25T12:32:38.630132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:38.632032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:38.632592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:38.633085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:38.635506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:32:38.636770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:38.639462] [DEBUG] [REMOTE    ] RH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:38.640434] [DEBUG] [LOCAL     ] Loaded configuration for RH: 8 features, N/A% accuracy
[2025-11-25T12:32:38.640499] [INFO ] [LOCAL     ] RH: Loaded 8 optimal features with 57.78% confidence from JSON config
[2025-11-25T12:32:38.640538] [DEBUG] [MAG       ] Building data for symbol: RH with lookback: 0
[2025-11-25T12:32:38.641373] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:38.641452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:38.646430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:38.647118] [DEBUG] [MAG       ] PNI: Last date is validated at 2025-11-24
[2025-11-25T12:32:38.648379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:38.648912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:38.649391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:38.649860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:38.650849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:38.652908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:38.655845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:38.675732] [DEBUG] [MAG       ] DSX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:38.737452] [INFO ] [LOCAL     ] DSX: Saved forecast.
[2025-11-25T12:32:38.737723] [INFO ] [main      ] DSX: Signal=1 (Conf=80.0%), Magnitude=6.70% (Conf=25.6488%)
[2025-11-25T12:32:38.737995] [INFO ] [main      ] Fetching symbol history for DDS...
[2025-11-25T12:32:38.738126] [DEBUG] [REMOTE    ] DDS: Fetching historical data.
[2025-11-25T12:32:38.739736] [INFO ] [main      ] Progress: 276/524 forecasts completed (52.7%). DSX finished in 0.6s. ETA: 43.6s. Rate: 340.94 forecasts/min
[2025-11-25T12:32:38.754687] [DEBUG] [REMOTE    ] DDS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:38.755795] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 10 features, N/A% accuracy
[2025-11-25T12:32:38.755948] [INFO ] [LOCAL     ] DDS: Loaded 10 optimal features with 47.39% confidence from JSON config
[2025-11-25T12:32:38.756055] [DEBUG] [MAG       ] Building data for symbol: DDS with lookback: 0
[2025-11-25T12:32:38.756919] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:32:38.757090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:38.762271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:38.764236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:38.764856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:38.765391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:38.765939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:38.822556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:38.824806] [DEBUG] [MAG       ] PNI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:38.825764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:38.826616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:38.829284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:38.830532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:38.884767] [INFO ] [LOCAL     ] PNI: Saved forecast.
[2025-11-25T12:32:38.884999] [INFO ] [main      ] PNI: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=43.4107%)
[2025-11-25T12:32:38.885397] [INFO ] [main      ] Fetching symbol history for KD...
[2025-11-25T12:32:38.885513] [DEBUG] [REMOTE    ] KD: Fetching historical data.
[2025-11-25T12:32:38.885741] [INFO ] [main      ] Progress: 277/524 forecasts completed (52.9%). PNI finished in 0.6s. ETA: 43.4s. Rate: 341.15 forecasts/min
[2025-11-25T12:32:38.897453] [DEBUG] [REMOTE    ] KD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:38.898536] [DEBUG] [LOCAL     ] Loaded configuration for KD: 3 features, N/A% accuracy
[2025-11-25T12:32:38.898679] [INFO ] [LOCAL     ] KD: Loaded 3 optimal features with 46.32% confidence from JSON config
[2025-11-25T12:32:38.898780] [DEBUG] [MAG       ] Building data for symbol: KD with lookback: 0
[2025-11-25T12:32:38.899610] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:38.899762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:38.904689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:38.997688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:38.997842] [DEBUG] [MAG       ] FBK: Last date is validated at 2025-11-24
[2025-11-25T12:32:38.999347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:39.006666] [DEBUG] [MAG       ] RH: Last date is validated at 2025-11-24
[2025-11-25T12:32:39.174139] [DEBUG] [MAG       ] FBK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:39.187813] [DEBUG] [MAG       ] RH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:39.191872] [DEBUG] [MAG       ] DDS: Last date is validated at 2025-11-24
[2025-11-25T12:32:39.289919] [INFO ] [LOCAL     ] FBK: Saved forecast.
[2025-11-25T12:32:39.290013] [INFO ] [main      ] FBK: Signal=1 (Conf=80.0%), Magnitude=2.00% (Conf=51.4948%)
[2025-11-25T12:32:39.290172] [INFO ] [main      ] Fetching symbol history for AIV...
[2025-11-25T12:32:39.290230] [DEBUG] [REMOTE    ] AIV: Fetching historical data.
[2025-11-25T12:32:39.291044] [INFO ] [main      ] Progress: 278/524 forecasts completed (53.1%). FBK finished in 0.7s. ETA: 43.5s. Rate: 339.55 forecasts/min
[2025-11-25T12:32:39.302542] [DEBUG] [REMOTE    ] AIV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:39.303730] [DEBUG] [LOCAL     ] Loaded configuration for AIV: 4 features, N/A% accuracy
[2025-11-25T12:32:39.303855] [INFO ] [LOCAL     ] AIV: Loaded 4 optimal features with 47.73% confidence from JSON config
[2025-11-25T12:32:39.303951] [DEBUG] [MAG       ] Building data for symbol: AIV with lookback: 0
[2025-11-25T12:32:39.304807] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:39.304938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:39.310083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:39.312025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:39.312598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:39.315490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:39.347028] [DEBUG] [MAG       ] KD: Last date is validated at 2025-11-24
[2025-11-25T12:32:39.370561] [DEBUG] [MAG       ] DDS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:39.462073] [INFO ] [LOCAL     ] RH: Saved forecast.
[2025-11-25T12:32:39.462197] [INFO ] [main      ] RH: Signal=1 (Conf=80.0%), Magnitude=-11.18% (Conf=57.7813%)
[2025-11-25T12:32:39.462400] [INFO ] [main      ] Fetching symbol history for CDE...
[2025-11-25T12:32:39.462464] [DEBUG] [REMOTE    ] CDE: Fetching historical data.
[2025-11-25T12:32:39.463104] [INFO ] [main      ] Progress: 279/524 forecasts completed (53.2%). RH finished in 0.8s. ETA: 43.3s. Rate: 339.58 forecasts/min
[2025-11-25T12:32:39.477245] [DEBUG] [REMOTE    ] CDE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:39.478395] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 6 features, N/A% accuracy
[2025-11-25T12:32:39.478488] [INFO ] [LOCAL     ] CDE: Loaded 6 optimal features with 48.50% confidence from JSON config
[2025-11-25T12:32:39.478541] [DEBUG] [MAG       ] Building data for symbol: CDE with lookback: 0
[2025-11-25T12:32:39.479781] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:39.479880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:39.485340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:39.487481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:39.488053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:39.488562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:39.489370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:39.490882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:39.520175] [DEBUG] [MAG       ] KD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:39.625422] [INFO ] [LOCAL     ] DDS: Saved forecast.
[2025-11-25T12:32:39.625516] [INFO ] [main      ] DDS: Signal=1 (Conf=80.0%), Magnitude=2.15% (Conf=47.386%)
[2025-11-25T12:32:39.625705] [INFO ] [main      ] Fetching symbol history for MFA...
[2025-11-25T12:32:39.625765] [DEBUG] [REMOTE    ] MFA: Fetching historical data.
[2025-11-25T12:32:39.626147] [INFO ] [main      ] Progress: 280/524 forecasts completed (53.4%). DDS finished in 0.9s. ETA: 43.1s. Rate: 339.68 forecasts/min
[2025-11-25T12:32:39.642392] [DEBUG] [REMOTE    ] MFA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:39.643453] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 3 features, N/A% accuracy
[2025-11-25T12:32:39.643526] [INFO ] [LOCAL     ] MFA: Loaded 3 optimal features with 51.62% confidence from JSON config
[2025-11-25T12:32:39.643591] [DEBUG] [MAG       ] Building data for symbol: MFA with lookback: 0
[2025-11-25T12:32:39.644836] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:39.645042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:39.651202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:39.654835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:32:39.655870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:39.663257] [DEBUG] [MAG       ] AIV: Last date is validated at 2025-11-24
[2025-11-25T12:32:39.720585] [INFO ] [LOCAL     ] KD: Saved forecast.
[2025-11-25T12:32:39.720827] [INFO ] [main      ] KD: Signal=1 (Conf=80.0%), Magnitude=3.59% (Conf=46.3235%)
[2025-11-25T12:32:39.721216] [INFO ] [main      ] Fetching symbol history for CMP...
[2025-11-25T12:32:39.721329] [DEBUG] [REMOTE    ] CMP: Fetching historical data.
[2025-11-25T12:32:39.721382] [INFO ] [main      ] Progress: 281/524 forecasts completed (53.6%). KD finished in 0.8s. ETA: 42.9s. Rate: 340.24 forecasts/min
[2025-11-25T12:32:39.734278] [DEBUG] [REMOTE    ] CMP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:39.735697] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 6 features, N/A% accuracy
[2025-11-25T12:32:39.735824] [INFO ] [LOCAL     ] CMP: Loaded 6 optimal features with 58.09% confidence from JSON config
[2025-11-25T12:32:39.735921] [DEBUG] [MAG       ] Building data for symbol: CMP with lookback: 0
[2025-11-25T12:32:39.736758] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:39.736888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:39.741873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:39.743753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:39.744313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:39.745156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:39.747612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:39.748690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:39.836484] [DEBUG] [MAG       ] AIV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:39.857479] [DEBUG] [MAG       ] CDE: Last date is validated at 2025-11-24
[2025-11-25T12:32:39.900609] [INFO ] [LOCAL     ] AIV: Saved forecast.
[2025-11-25T12:32:39.900878] [INFO ] [main      ] AIV: Signal=1 (Conf=80.0%), Magnitude=-0.61% (Conf=47.7269%)
[2025-11-25T12:32:39.901105] [INFO ] [main      ] Fetching symbol history for SLG...
[2025-11-25T12:32:39.901215] [DEBUG] [REMOTE    ] SLG: Fetching historical data.
[2025-11-25T12:32:39.902135] [INFO ] [main      ] Progress: 282/524 forecasts completed (53.8%). AIV finished in 0.6s. ETA: 42.7s. Rate: 340.21 forecasts/min
[2025-11-25T12:32:39.913674] [DEBUG] [REMOTE    ] SLG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:39.914625] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 2 features, N/A% accuracy
[2025-11-25T12:32:39.914768] [INFO ] [LOCAL     ] SLG: Loaded 2 optimal features with 39.56% confidence from JSON config
[2025-11-25T12:32:39.914875] [DEBUG] [MAG       ] Building data for symbol: SLG with lookback: 0
[2025-11-25T12:32:39.915750] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:39.915881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:39.920913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:39.937519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:40.020665] [DEBUG] [MAG       ] MFA: Last date is validated at 2025-11-24
[2025-11-25T12:32:40.034908] [DEBUG] [MAG       ] CDE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:40.092219] [DEBUG] [MAG       ] CMP: Last date is validated at 2025-11-24
[2025-11-25T12:32:40.124441] [INFO ] [LOCAL     ] CDE: Saved forecast.
[2025-11-25T12:32:40.124705] [INFO ] [main      ] CDE: Signal=1 (Conf=80.0%), Magnitude=-3.30% (Conf=48.4988%)
[2025-11-25T12:32:40.124938] [INFO ] [main      ] Fetching symbol history for IIF...
[2025-11-25T12:32:40.125002] [DEBUG] [REMOTE    ] IIF: Fetching historical data.
[2025-11-25T12:32:40.126762] [INFO ] [main      ] Progress: 283/524 forecasts completed (54.0%). CDE finished in 0.7s. ETA: 42.5s. Rate: 339.88 forecasts/min
[2025-11-25T12:32:40.137347] [DEBUG] [REMOTE    ] IIF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:40.138310] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 3 features, N/A% accuracy
[2025-11-25T12:32:40.138424] [INFO ] [LOCAL     ] IIF: Loaded 3 optimal features with 44.57% confidence from JSON config
[2025-11-25T12:32:40.138562] [DEBUG] [MAG       ] Building data for symbol: IIF with lookback: 0
[2025-11-25T12:32:40.139431] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:40.139561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:40.140369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:40.142414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:40.145373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:40.199297] [DEBUG] [MAG       ] MFA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:40.264925] [DEBUG] [MAG       ] CMP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:40.271247] [INFO ] [LOCAL     ] MFA: Saved forecast.
[2025-11-25T12:32:40.271525] [INFO ] [main      ] MFA: Signal=1 (Conf=80.0%), Magnitude=0.99% (Conf=51.6246%)
[2025-11-25T12:32:40.271789] [INFO ] [main      ] Fetching symbol history for BME...
[2025-11-25T12:32:40.271918] [DEBUG] [REMOTE    ] BME: Fetching historical data.
[2025-11-25T12:32:40.273747] [INFO ] [main      ] Progress: 284/524 forecasts completed (54.2%). MFA finished in 0.6s. ETA: 42.3s. Rate: 340.08 forecasts/min
[2025-11-25T12:32:40.284529] [DEBUG] [MAG       ] SLG: Last date is validated at 2025-11-24
[2025-11-25T12:32:40.286090] [DEBUG] [REMOTE    ] BME: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:40.287033] [DEBUG] [LOCAL     ] Loaded configuration for BME: 3 features, N/A% accuracy
[2025-11-25T12:32:40.287120] [INFO ] [LOCAL     ] BME: Loaded 3 optimal features with 59.45% confidence from JSON config
[2025-11-25T12:32:40.287233] [DEBUG] [MAG       ] Building data for symbol: BME with lookback: 0
[2025-11-25T12:32:40.288180] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:40.288267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:40.290214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:40.291013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:40.291490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:40.364416] [INFO ] [LOCAL     ] CMP: Saved forecast.
[2025-11-25T12:32:40.364502] [INFO ] [main      ] CMP: Signal=1 (Conf=80.0%), Magnitude=4.56% (Conf=58.0919%)
[2025-11-25T12:32:40.365321] [INFO ] [main      ] Fetching symbol history for TPB...
[2025-11-25T12:32:40.365409] [DEBUG] [REMOTE    ] TPB: Fetching historical data.
[2025-11-25T12:32:40.365731] [INFO ] [main      ] Progress: 285/524 forecasts completed (54.4%). CMP finished in 0.6s. ETA: 42.1s. Rate: 340.65 forecasts/min
[2025-11-25T12:32:40.377697] [DEBUG] [REMOTE    ] TPB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:40.378591] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 4 features, N/A% accuracy
[2025-11-25T12:32:40.378695] [INFO ] [LOCAL     ] TPB: Loaded 4 optimal features with 59.57% confidence from JSON config
[2025-11-25T12:32:40.378740] [DEBUG] [MAG       ] Building data for symbol: TPB with lookback: 0
[2025-11-25T12:32:40.379550] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:40.379618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:40.381481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:40.382175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:40.382727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:40.430287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:40.470242] [DEBUG] [MAG       ] SLG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:40.489391] [DEBUG] [MAG       ] IIF: Last date is validated at 2025-11-24
[2025-11-25T12:32:40.587787] [INFO ] [LOCAL     ] SLG: Saved forecast.
[2025-11-25T12:32:40.587925] [INFO ] [main      ] SLG: Signal=1 (Conf=80.0%), Magnitude=4.02% (Conf=39.5624%)
[2025-11-25T12:32:40.588113] [INFO ] [main      ] Fetching symbol history for ADT...
[2025-11-25T12:32:40.588183] [DEBUG] [REMOTE    ] ADT: Fetching historical data.
[2025-11-25T12:32:40.589730] [INFO ] [main      ] Progress: 286/524 forecasts completed (54.6%). SLG finished in 0.7s. ETA: 42.0s. Rate: 340.33 forecasts/min
[2025-11-25T12:32:40.600362] [DEBUG] [REMOTE    ] ADT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:40.601622] [DEBUG] [LOCAL     ] Loaded configuration for ADT: 3 features, N/A% accuracy
[2025-11-25T12:32:40.601765] [INFO ] [LOCAL     ] ADT: Loaded 3 optimal features with 54.89% confidence from JSON config
[2025-11-25T12:32:40.601866] [DEBUG] [MAG       ] Building data for symbol: ADT with lookback: 0
[2025-11-25T12:32:40.602750] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:40.602882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:40.607989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:40.648454] [DEBUG] [MAG       ] BME: Last date is validated at 2025-11-24
[2025-11-25T12:32:40.659802] [DEBUG] [MAG       ] IIF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:40.664985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:40.734781] [INFO ] [LOCAL     ] IIF: Saved forecast.
[2025-11-25T12:32:40.734878] [INFO ] [main      ] IIF: Signal=1 (Conf=80.0%), Magnitude=-1.01% (Conf=44.5664%)
[2025-11-25T12:32:40.735208] [INFO ] [main      ] Progress: 287/524 forecasts completed (54.8%). IIF finished in 0.6s. ETA: 41.8s. Rate: 340.53 forecasts/min
[2025-11-25T12:32:40.735333] [INFO ] [main      ] Fetching symbol history for VGI...
[2025-11-25T12:32:40.735381] [DEBUG] [REMOTE    ] VGI: Fetching historical data.
[2025-11-25T12:32:40.747441] [DEBUG] [REMOTE    ] VGI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:40.748339] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 6 features, N/A% accuracy
[2025-11-25T12:32:40.748409] [INFO ] [LOCAL     ] VGI: Loaded 6 optimal features with 31.33% confidence from JSON config
[2025-11-25T12:32:40.748448] [DEBUG] [MAG       ] Building data for symbol: VGI with lookback: 0
[2025-11-25T12:32:40.749281] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:40.749358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:40.751345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:40.754285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:40.754809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:40.756850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:40.757997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:40.759474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:40.761044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:40.772946] [DEBUG] [MAG       ] TPB: Last date is validated at 2025-11-24
[2025-11-25T12:32:40.823237] [DEBUG] [MAG       ] BME: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:40.900783] [INFO ] [LOCAL     ] BME: Saved forecast.
[2025-11-25T12:32:40.901032] [INFO ] [main      ] BME: Signal=1 (Conf=80.0%), Magnitude=-0.31% (Conf=59.4481%)
[2025-11-25T12:32:40.901271] [INFO ] [main      ] Fetching symbol history for JBI...
[2025-11-25T12:32:40.901393] [DEBUG] [REMOTE    ] JBI: Fetching historical data.
[2025-11-25T12:32:40.901971] [INFO ] [main      ] Progress: 288/524 forecasts completed (55.0%). BME finished in 0.6s. ETA: 41.6s. Rate: 340.60 forecasts/min
[2025-11-25T12:32:40.915778] [DEBUG] [REMOTE    ] JBI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:40.916867] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 4 features, N/A% accuracy
[2025-11-25T12:32:40.917000] [INFO ] [LOCAL     ] JBI: Loaded 4 optimal features with 45.26% confidence from JSON config
[2025-11-25T12:32:40.917140] [DEBUG] [MAG       ] Building data for symbol: JBI with lookback: 0
[2025-11-25T12:32:40.918064] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:40.918215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:40.924024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:40.926369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:40.929502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:32:40.932034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:40.944197] [DEBUG] [MAG       ] TPB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:41.071247] [INFO ] [LOCAL     ] TPB: Saved forecast.
[2025-11-25T12:32:41.071502] [INFO ] [main      ] TPB: Signal=1 (Conf=80.0%), Magnitude=-4.01% (Conf=59.5698%)
[2025-11-25T12:32:41.071745] [INFO ] [main      ] Fetching symbol history for KORE...
[2025-11-25T12:32:41.071858] [DEBUG] [REMOTE    ] KORE: Fetching historical data.
[2025-11-25T12:32:41.072961] [INFO ] [main      ] Progress: 289/524 forecasts completed (55.2%). TPB finished in 0.7s. ETA: 41.4s. Rate: 340.63 forecasts/min
[2025-11-25T12:32:41.084233] [DEBUG] [REMOTE    ] KORE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:41.085057] [DEBUG] [LOCAL     ] Loaded configuration for KORE: 5 features, N/A% accuracy
[2025-11-25T12:32:41.085177] [INFO ] [LOCAL     ] KORE: Loaded 5 optimal features with 74.09% confidence from JSON config
[2025-11-25T12:32:41.085277] [DEBUG] [MAG       ] Building data for symbol: KORE with lookback: 0
[2025-11-25T12:32:41.086133] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:41.086267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:41.088123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:41.088734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:41.089210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:41.092064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:41.093745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:41.101421] [DEBUG] [MAG       ] ADT: Last date is validated at 2025-11-24
[2025-11-25T12:32:41.107467] [DEBUG] [MAG       ] VGI: Last date is validated at 2025-11-24
[2025-11-25T12:32:41.281871] [DEBUG] [MAG       ] VGI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:41.289246] [DEBUG] [MAG       ] ADT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:41.292526] [DEBUG] [MAG       ] JBI: Last date is validated at 2025-11-24
[2025-11-25T12:32:41.357178] [INFO ] [LOCAL     ] ADT: Saved forecast.
[2025-11-25T12:32:41.357416] [INFO ] [main      ] ADT: Signal=1 (Conf=80.0%), Magnitude=-0.50% (Conf=54.8904%)
[2025-11-25T12:32:41.357669] [INFO ] [main      ] Fetching symbol history for KYN...
[2025-11-25T12:32:41.357787] [DEBUG] [REMOTE    ] KYN: Fetching historical data.
[2025-11-25T12:32:41.358726] [INFO ] [main      ] Progress: 290/524 forecasts completed (55.3%). ADT finished in 0.8s. ETA: 41.3s. Rate: 339.90 forecasts/min
[2025-11-25T12:32:41.370388] [DEBUG] [REMOTE    ] KYN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:41.371777] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 5 features, N/A% accuracy
[2025-11-25T12:32:41.371906] [INFO ] [LOCAL     ] KYN: Loaded 5 optimal features with 62.79% confidence from JSON config
[2025-11-25T12:32:41.372007] [DEBUG] [MAG       ] Building data for symbol: KYN with lookback: 0
[2025-11-25T12:32:41.372948] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:41.373092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:41.373928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:41.422608] [INFO ] [LOCAL     ] VGI: Saved forecast.
[2025-11-25T12:32:41.422858] [INFO ] [main      ] VGI: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=31.3279%)
[2025-11-25T12:32:41.423243] [INFO ] [main      ] Fetching symbol history for TXO...
[2025-11-25T12:32:41.423356] [DEBUG] [REMOTE    ] TXO: Fetching historical data.
[2025-11-25T12:32:41.423745] [INFO ] [main      ] Progress: 291/524 forecasts completed (55.5%). VGI finished in 0.7s. ETA: 41.0s. Rate: 340.64 forecasts/min
[2025-11-25T12:32:41.435980] [DEBUG] [REMOTE    ] TXO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:41.436338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:41.436920] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 1 features, N/A% accuracy
[2025-11-25T12:32:41.437074] [INFO ] [LOCAL     ] TXO: Loaded 1 optimal features with 45.99% confidence from JSON config
[2025-11-25T12:32:41.437173] [DEBUG] [MAG       ] Building data for symbol: TXO with lookback: 0
[2025-11-25T12:32:41.438014] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:41.438140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:41.438816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:41.439633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:41.442174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:41.443169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:41.446663] [DEBUG] [MAG       ] KORE: Last date is validated at 2025-11-24
[2025-11-25T12:32:41.469085] [DEBUG] [MAG       ] JBI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:41.564757] [INFO ] [LOCAL     ] JBI: Saved forecast.
[2025-11-25T12:32:41.564901] [INFO ] [main      ] JBI: Signal=1 (Conf=80.0%), Magnitude=-0.47% (Conf=45.2565%)
[2025-11-25T12:32:41.565090] [INFO ] [main      ] Fetching symbol history for FSCO...
[2025-11-25T12:32:41.565153] [DEBUG] [REMOTE    ] FSCO: Fetching historical data.
[2025-11-25T12:32:41.566737] [INFO ] [main      ] Progress: 292/524 forecasts completed (55.7%). JBI finished in 0.7s. ETA: 40.8s. Rate: 340.86 forecasts/min
[2025-11-25T12:32:41.579562] [DEBUG] [REMOTE    ] FSCO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:41.580634] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 6 features, N/A% accuracy
[2025-11-25T12:32:41.580996] [INFO ] [LOCAL     ] FSCO: Loaded 6 optimal features with 63.19% confidence from JSON config
[2025-11-25T12:32:41.581111] [DEBUG] [MAG       ] Building data for symbol: FSCO with lookback: 0
[2025-11-25T12:32:41.582024] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:41.582168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:41.587334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:41.588490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:41.591079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:41.625926] [DEBUG] [MAG       ] KORE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:41.647333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:32:41.649964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:32:41.650907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:41.706485] [INFO ] [LOCAL     ] KORE: Saved forecast.
[2025-11-25T12:32:41.706583] [INFO ] [main      ] KORE: Signal=1 (Conf=80.0%), Magnitude=-1.42% (Conf=74.0917%)
[2025-11-25T12:32:41.706947] [INFO ] [main      ] Progress: 293/524 forecasts completed (55.9%). KORE finished in 0.6s. ETA: 40.6s. Rate: 341.10 forecasts/min
[2025-11-25T12:32:41.707102] [INFO ] [main      ] Fetching symbol history for DD...
[2025-11-25T12:32:41.707153] [DEBUG] [REMOTE    ] DD: Fetching historical data.
[2025-11-25T12:32:41.719515] [DEBUG] [REMOTE    ] DD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:41.720678] [DEBUG] [LOCAL     ] Loaded configuration for DD: 5 features, N/A% accuracy
[2025-11-25T12:32:41.720749] [INFO ] [LOCAL     ] DD: Loaded 5 optimal features with 47.29% confidence from JSON config
[2025-11-25T12:32:41.720787] [DEBUG] [MAG       ] Building data for symbol: DD with lookback: 0
[2025-11-25T12:32:41.721595] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:41.721697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:41.723454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:41.724040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:41.725009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:41.770070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:41.771380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:41.785301] [DEBUG] [MAG       ] TXO: Last date is validated at 2025-11-24
[2025-11-25T12:32:41.820864] [DEBUG] [MAG       ] KYN: Last date is validated at 2025-11-24
[2025-11-25T12:32:41.954675] [DEBUG] [MAG       ] TXO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:41.988465] [DEBUG] [MAG       ] KYN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:42.008772] [DEBUG] [MAG       ] FSCO: Last date is validated at 2025-11-24
[2025-11-25T12:32:42.027164] [INFO ] [LOCAL     ] TXO: Saved forecast.
[2025-11-25T12:32:42.027411] [INFO ] [main      ] TXO: Signal=1 (Conf=80.0%), Magnitude=0.23% (Conf=45.9855%)
[2025-11-25T12:32:42.027906] [INFO ] [main      ] Fetching symbol history for ONL...
[2025-11-25T12:32:42.028022] [DEBUG] [REMOTE    ] ONL: Fetching historical data.
[2025-11-25T12:32:42.028742] [INFO ] [main      ] Progress: 294/524 forecasts completed (56.1%). TXO finished in 0.6s. ETA: 40.6s. Rate: 340.14 forecasts/min
[2025-11-25T12:32:42.039439] [DEBUG] [REMOTE    ] ONL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:42.040493] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 8 features, N/A% accuracy
[2025-11-25T12:32:42.040613] [INFO ] [LOCAL     ] ONL: Loaded 8 optimal features with 56.95% confidence from JSON config
[2025-11-25T12:32:42.040735] [DEBUG] [MAG       ] Building data for symbol: ONL with lookback: 0
[2025-11-25T12:32:42.041563] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:42.041772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:42.046732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:42.048616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:42.049230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:42.049740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:42.050702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:42.052006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:42.054060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:32:42.055264] [INFO ] [LOCAL     ] KYN: Saved forecast.
[2025-11-25T12:32:42.055521] [INFO ] [main      ] KYN: Signal=1 (Conf=80.0%), Magnitude=0.35% (Conf=62.794%)
[2025-11-25T12:32:42.055762] [INFO ] [main      ] Fetching symbol history for BKT...
[2025-11-25T12:32:42.055880] [DEBUG] [REMOTE    ] BKT: Fetching historical data.
[2025-11-25T12:32:42.057763] [INFO ] [main      ] Progress: 295/524 forecasts completed (56.3%). KYN finished in 0.7s. ETA: 40.3s. Rate: 341.10 forecasts/min
[2025-11-25T12:32:42.058539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:42.070458] [DEBUG] [REMOTE    ] BKT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:42.072155] [DEBUG] [LOCAL     ] Loaded configuration for BKT: 5 features, N/A% accuracy
[2025-11-25T12:32:42.072280] [INFO ] [LOCAL     ] BKT: Loaded 5 optimal features with 40.72% confidence from JSON config
[2025-11-25T12:32:42.072378] [DEBUG] [MAG       ] Building data for symbol: BKT with lookback: 0
[2025-11-25T12:32:42.073405] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:42.073537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:42.075302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:42.075920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:42.076443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:42.076942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:42.077809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:42.125634] [DEBUG] [MAG       ] DD: Last date is validated at 2025-11-24
[2025-11-25T12:32:42.197754] [DEBUG] [MAG       ] FSCO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:42.271879] [INFO ] [LOCAL     ] FSCO: Saved forecast.
[2025-11-25T12:32:42.272162] [INFO ] [main      ] FSCO: Signal=1 (Conf=80.0%), Magnitude=3.17% (Conf=63.1907%)
[2025-11-25T12:32:42.272423] [INFO ] [main      ] Fetching symbol history for CM...
[2025-11-25T12:32:42.272544] [DEBUG] [REMOTE    ] CM: Fetching historical data.
[2025-11-25T12:32:42.273742] [INFO ] [main      ] Progress: 296/524 forecasts completed (56.5%). FSCO finished in 0.7s. ETA: 40.1s. Rate: 340.84 forecasts/min
[2025-11-25T12:32:42.289070] [DEBUG] [REMOTE    ] CM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:42.290086] [DEBUG] [LOCAL     ] Loaded configuration for CM: 5 features, N/A% accuracy
[2025-11-25T12:32:42.290233] [INFO ] [LOCAL     ] CM: Loaded 5 optimal features with 64.93% confidence from JSON config
[2025-11-25T12:32:42.290387] [DEBUG] [MAG       ] Building data for symbol: CM with lookback: 0
[2025-11-25T12:32:42.291566] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:42.291744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:42.293774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:42.294513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:42.295118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:42.295685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:42.296663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:42.313879] [DEBUG] [MAG       ] DD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:42.412281] [DEBUG] [MAG       ] ONL: Last date is validated at 2025-11-24
[2025-11-25T12:32:42.428504] [INFO ] [LOCAL     ] DD: Saved forecast.
[2025-11-25T12:32:42.428792] [INFO ] [main      ] DD: Signal=1 (Conf=80.0%), Magnitude=3.94% (Conf=47.2909%)
[2025-11-25T12:32:42.429035] [INFO ] [main      ] Fetching symbol history for MS...
[2025-11-25T12:32:42.429151] [DEBUG] [REMOTE    ] MS: Fetching historical data.
[2025-11-25T12:32:42.430752] [INFO ] [main      ] Progress: 297/524 forecasts completed (56.7%). DD finished in 0.7s. ETA: 39.9s. Rate: 340.97 forecasts/min
[2025-11-25T12:32:42.443278] [DEBUG] [REMOTE    ] MS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:42.444556] [DEBUG] [LOCAL     ] Loaded configuration for MS: 5 features, N/A% accuracy
[2025-11-25T12:32:42.444726] [INFO ] [LOCAL     ] MS: Loaded 5 optimal features with 56.30% confidence from JSON config
[2025-11-25T12:32:42.444854] [DEBUG] [MAG       ] Building data for symbol: MS with lookback: 0
[2025-11-25T12:32:42.445914] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:42.446058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:42.448310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:42.449045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:42.449591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:42.450118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:42.453231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:42.461961] [DEBUG] [MAG       ] BKT: Last date is validated at 2025-11-24
[2025-11-25T12:32:42.644146] [DEBUG] [MAG       ] ONL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:42.707587] [DEBUG] [MAG       ] BKT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:42.733885] [INFO ] [LOCAL     ] ONL: Saved forecast.
[2025-11-25T12:32:42.734165] [INFO ] [main      ] ONL: Signal=1 (Conf=80.0%), Magnitude=-7.88% (Conf=56.9528%)
[2025-11-25T12:32:42.734699] [INFO ] [main      ] Fetching symbol history for OPFI...
[2025-11-25T12:32:42.734768] [INFO ] [main      ] Progress: 298/524 forecasts completed (56.9%). ONL finished in 0.7s. ETA: 39.9s. Rate: 340.14 forecasts/min
[2025-11-25T12:32:42.734832] [DEBUG] [REMOTE    ] OPFI: Fetching historical data.
[2025-11-25T12:32:42.744252] [DEBUG] [MAG       ] CM: Last date is validated at 2025-11-24
[2025-11-25T12:32:42.753130] [DEBUG] [REMOTE    ] OPFI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:42.754983] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, N/A% accuracy
[2025-11-25T12:32:42.755184] [INFO ] [LOCAL     ] OPFI: Loaded 2 optimal features with 49.26% confidence from JSON config
[2025-11-25T12:32:42.755331] [DEBUG] [MAG       ] Building data for symbol: OPFI with lookback: 0
[2025-11-25T12:32:42.756878] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:42.757149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:42.765210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:42.766615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:42.789757] [INFO ] [LOCAL     ] BKT: Saved forecast.
[2025-11-25T12:32:42.790063] [INFO ] [main      ] BKT: Signal=1 (Conf=80.0%), Magnitude=0.42% (Conf=40.7228%)
[2025-11-25T12:32:42.790833] [INFO ] [main      ] Progress: 299/524 forecasts completed (57.1%). BKT finished in 0.7s. ETA: 39.6s. Rate: 340.91 forecasts/min
[2025-11-25T12:32:42.790684] [INFO ] [main      ] Fetching symbol history for KEP...
[2025-11-25T12:32:42.791082] [DEBUG] [REMOTE    ] KEP: Fetching historical data.
[2025-11-25T12:32:42.809227] [DEBUG] [REMOTE    ] KEP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:42.811324] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 5 features, N/A% accuracy
[2025-11-25T12:32:42.811488] [INFO ] [LOCAL     ] KEP: Loaded 5 optimal features with 56.32% confidence from JSON config
[2025-11-25T12:32:42.811614] [DEBUG] [MAG       ] Building data for symbol: KEP with lookback: 0
[2025-11-25T12:32:42.812903] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:42.813007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:42.815368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:42.816339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:42.817040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:42.818238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:42.888415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:42.910380] [DEBUG] [MAG       ] MS: Last date is validated at 2025-11-24
[2025-11-25T12:32:42.946335] [DEBUG] [MAG       ] CM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:43.073810] [INFO ] [LOCAL     ] CM: Saved forecast.
[2025-11-25T12:32:43.074157] [INFO ] [main      ] CM: Signal=1 (Conf=80.0%), Magnitude=1.92% (Conf=64.9339%)
[2025-11-25T12:32:43.074503] [INFO ] [main      ] Fetching symbol history for BTT...
[2025-11-25T12:32:43.074688] [DEBUG] [REMOTE    ] BTT: Fetching historical data.
[2025-11-25T12:32:43.076828] [INFO ] [main      ] Progress: 300/524 forecasts completed (57.3%). CM finished in 0.8s. ETA: 39.5s. Rate: 340.20 forecasts/min
[2025-11-25T12:32:43.096216] [DEBUG] [REMOTE    ] BTT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:43.097423] [DEBUG] [LOCAL     ] Loaded configuration for BTT: 7 features, N/A% accuracy
[2025-11-25T12:32:43.097546] [INFO ] [LOCAL     ] BTT: Loaded 7 optimal features with 40.17% confidence from JSON config
[2025-11-25T12:32:43.097626] [DEBUG] [MAG       ] Building data for symbol: BTT with lookback: 0
[2025-11-25T12:32:43.099107] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:43.099243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:43.107186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:43.108677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:43.110209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:43.113509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:43.114900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:43.117702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:32:43.126476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:43.153557] [DEBUG] [MAG       ] MS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:43.227285] [DEBUG] [MAG       ] OPFI: Last date is validated at 2025-11-24
[2025-11-25T12:32:43.303569] [DEBUG] [MAG       ] KEP: Last date is validated at 2025-11-24
[2025-11-25T12:32:43.341824] [INFO ] [LOCAL     ] MS: Saved forecast.
[2025-11-25T12:32:43.342085] [INFO ] [main      ] MS: Signal=1 (Conf=80.0%), Magnitude=3.94% (Conf=56.2986%)
[2025-11-25T12:32:43.342349] [INFO ] [main      ] Fetching symbol history for CMPO...
[2025-11-25T12:32:43.342750] [DEBUG] [REMOTE    ] CMPO: Fetching historical data.
[2025-11-25T12:32:43.343944] [INFO ] [main      ] Progress: 301/524 forecasts completed (57.4%). MS finished in 0.9s. ETA: 39.4s. Rate: 339.62 forecasts/min
[2025-11-25T12:32:43.359340] [DEBUG] [REMOTE    ] CMPO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:43.360797] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, N/A% accuracy
[2025-11-25T12:32:43.360960] [INFO ] [LOCAL     ] CMPO: Loaded 3 optimal features with 40.22% confidence from JSON config
[2025-11-25T12:32:43.361092] [DEBUG] [MAG       ] Building data for symbol: CMPO with lookback: 0
[2025-11-25T12:32:43.362359] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:43.362539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:43.370380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:43.371878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:43.373239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:43.491537] [DEBUG] [MAG       ] OPFI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:43.505092] [DEBUG] [MAG       ] KEP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:43.577367] [DEBUG] [MAG       ] BTT: Last date is validated at 2025-11-24
[2025-11-25T12:32:43.583279] [INFO ] [LOCAL     ] OPFI: Saved forecast.
[2025-11-25T12:32:43.583529] [INFO ] [main      ] OPFI: Signal=1 (Conf=80.0%), Magnitude=2.66% (Conf=49.2598%)
[2025-11-25T12:32:43.583775] [INFO ] [main      ] Fetching symbol history for JOF...
[2025-11-25T12:32:43.583891] [DEBUG] [REMOTE    ] JOF: Fetching historical data.
[2025-11-25T12:32:43.584977] [INFO ] [main      ] Progress: 302/524 forecasts completed (57.6%). OPFI finished in 0.8s. ETA: 39.3s. Rate: 339.21 forecasts/min
[2025-11-25T12:32:43.588974] [INFO ] [LOCAL     ] KEP: Saved forecast.
[2025-11-25T12:32:43.589063] [INFO ] [main      ] KEP: Signal=1 (Conf=80.0%), Magnitude=-0.88% (Conf=56.3239%)
[2025-11-25T12:32:43.589482] [INFO ] [main      ] Progress: 303/524 forecasts completed (57.8%). KEP finished in 0.8s. ETA: 39.0s. Rate: 340.31 forecasts/min
[2025-11-25T12:32:43.589419] [INFO ] [main      ] Fetching symbol history for JNJ...
[2025-11-25T12:32:43.589638] [DEBUG] [REMOTE    ] JNJ: Fetching historical data.
[2025-11-25T12:32:43.596430] [DEBUG] [REMOTE    ] JOF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:43.597660] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 6 features, N/A% accuracy
[2025-11-25T12:32:43.597790] [INFO ] [LOCAL     ] JOF: Loaded 6 optimal features with 55.74% confidence from JSON config
[2025-11-25T12:32:43.597888] [DEBUG] [MAG       ] Building data for symbol: JOF with lookback: 0
[2025-11-25T12:32:43.598836] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:43.598986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:43.599843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:43.602021] [DEBUG] [REMOTE    ] JNJ: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:43.602414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:32:43.603210] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, N/A% accuracy
[2025-11-25T12:32:43.603299] [INFO ] [LOCAL     ] JNJ: Loaded 5 optimal features with 56.05% confidence from JSON config
[2025-11-25T12:32:43.603351] [DEBUG] [MAG       ] Building data for symbol: JNJ with lookback: 0
[2025-11-25T12:32:43.604114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:32:43.604238] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:43.604316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:43.606427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:43.608088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:32:43.609504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:43.609784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:43.610415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:43.612906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:43.742455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:32:43.743498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:43.755141] [DEBUG] [MAG       ] BTT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:43.776126] [DEBUG] [MAG       ] CMPO: Last date is validated at 2025-11-24
[2025-11-25T12:32:43.829576] [INFO ] [LOCAL     ] BTT: Saved forecast.
[2025-11-25T12:32:43.829849] [INFO ] [main      ] BTT: Signal=1 (Conf=80.0%), Magnitude=0.80% (Conf=40.1692%)
[2025-11-25T12:32:43.830106] [INFO ] [main      ] Fetching symbol history for ADNT...
[2025-11-25T12:32:43.830227] [DEBUG] [REMOTE    ] ADNT: Fetching historical data.
[2025-11-25T12:32:43.831734] [INFO ] [main      ] Progress: 304/524 forecasts completed (58.0%). BTT finished in 0.8s. ETA: 38.8s. Rate: 339.89 forecasts/min
[2025-11-25T12:32:43.844844] [DEBUG] [REMOTE    ] ADNT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:43.845913] [DEBUG] [LOCAL     ] Loaded configuration for ADNT: 3 features, N/A% accuracy
[2025-11-25T12:32:43.846045] [INFO ] [LOCAL     ] ADNT: Loaded 3 optimal features with 44.93% confidence from JSON config
[2025-11-25T12:32:43.846154] [DEBUG] [MAG       ] Building data for symbol: ADNT with lookback: 0
[2025-11-25T12:32:43.847089] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:43.847236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:43.848306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:43.850137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:43.853114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:43.958798] [DEBUG] [MAG       ] JOF: Last date is validated at 2025-11-24
[2025-11-25T12:32:43.964772] [DEBUG] [MAG       ] CMPO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:44.064319] [INFO ] [LOCAL     ] CMPO: Saved forecast.
[2025-11-25T12:32:44.064566] [INFO ] [main      ] CMPO: Signal=1 (Conf=80.0%), Magnitude=-0.43% (Conf=40.2219%)
[2025-11-25T12:32:44.065117] [INFO ] [main      ] Fetching symbol history for FET...
[2025-11-25T12:32:44.065233] [DEBUG] [REMOTE    ] FET: Fetching historical data.
[2025-11-25T12:32:44.065721] [INFO ] [main      ] Progress: 305/524 forecasts completed (58.2%). CMPO finished in 0.7s. ETA: 38.7s. Rate: 339.53 forecasts/min
[2025-11-25T12:32:44.078693] [DEBUG] [REMOTE    ] FET: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:44.080062] [DEBUG] [LOCAL     ] Loaded configuration for FET: 9 features, N/A% accuracy
[2025-11-25T12:32:44.080187] [INFO ] [LOCAL     ] FET: Loaded 9 optimal features with 49.23% confidence from JSON config
[2025-11-25T12:32:44.080286] [DEBUG] [MAG       ] Building data for symbol: FET with lookback: 0
[2025-11-25T12:32:44.081173] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:44.081309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:44.086282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:44.098786] [DEBUG] [MAG       ] JNJ: Last date is validated at 2025-11-24
[2025-11-25T12:32:44.129283] [DEBUG] [MAG       ] JOF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:44.199307] [INFO ] [LOCAL     ] JOF: Saved forecast.
[2025-11-25T12:32:44.199559] [INFO ] [main      ] JOF: Signal=1 (Conf=80.0%), Magnitude=1.14% (Conf=55.7379%)
[2025-11-25T12:32:44.199804] [INFO ] [main      ] Fetching symbol history for CE...
[2025-11-25T12:32:44.199918] [DEBUG] [REMOTE    ] CE: Fetching historical data.
[2025-11-25T12:32:44.201739] [INFO ] [main      ] Progress: 306/524 forecasts completed (58.4%). JOF finished in 0.6s. ETA: 38.5s. Rate: 339.78 forecasts/min
[2025-11-25T12:32:44.213088] [DEBUG] [REMOTE    ] CE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:44.214308] [DEBUG] [LOCAL     ] Loaded configuration for CE: 6 features, N/A% accuracy
[2025-11-25T12:32:44.214431] [INFO ] [LOCAL     ] CE: Loaded 6 optimal features with 45.32% confidence from JSON config
[2025-11-25T12:32:44.214530] [DEBUG] [MAG       ] Building data for symbol: CE with lookback: 0
[2025-11-25T12:32:44.215420] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:44.215560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:44.218153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:44.221621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:44.223480] [DEBUG] [MAG       ] ADNT: Last date is validated at 2025-11-24
[2025-11-25T12:32:44.223788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:44.224382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:44.224904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:44.227629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:44.229526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:44.264072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:44.265376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:44.266481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:44.271371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:44.272946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:44.274942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:32:44.277353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:44.279599] [DEBUG] [MAG       ] JNJ: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:44.397710] [DEBUG] [MAG       ] ADNT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:44.411156] [INFO ] [LOCAL     ] JNJ: Saved forecast.
[2025-11-25T12:32:44.411282] [INFO ] [main      ] JNJ: Signal=1 (Conf=80.0%), Magnitude=-1.39% (Conf=56.0529%)
[2025-11-25T12:32:44.411580] [INFO ] [main      ] Fetching symbol history for NRP...
[2025-11-25T12:32:44.411660] [DEBUG] [REMOTE    ] NRP: Fetching historical data.
[2025-11-25T12:32:44.412726] [INFO ] [main      ] Progress: 307/524 forecasts completed (58.6%). JNJ finished in 0.8s. ETA: 38.3s. Rate: 339.57 forecasts/min
[2025-11-25T12:32:44.423504] [DEBUG] [REMOTE    ] NRP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:44.424637] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 6 features, N/A% accuracy
[2025-11-25T12:32:44.424777] [INFO ] [LOCAL     ] NRP: Loaded 6 optimal features with 60.67% confidence from JSON config
[2025-11-25T12:32:44.424875] [DEBUG] [MAG       ] Building data for symbol: NRP with lookback: 0
[2025-11-25T12:32:44.425736] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:44.425865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:44.430905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:44.432770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:44.433301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:44.433840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:44.435467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:44.436879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:44.492964] [INFO ] [LOCAL     ] ADNT: Saved forecast.
[2025-11-25T12:32:44.493054] [INFO ] [main      ] ADNT: Signal=1 (Conf=80.0%), Magnitude=11.41% (Conf=44.9255%)
[2025-11-25T12:32:44.493214] [INFO ] [main      ] Fetching symbol history for PRO...
[2025-11-25T12:32:44.493265] [DEBUG] [REMOTE    ] PRO: Fetching historical data.
[2025-11-25T12:32:44.493940] [INFO ] [main      ] Progress: 308/524 forecasts completed (58.8%). ADNT finished in 0.7s. ETA: 38.1s. Rate: 340.17 forecasts/min
[2025-11-25T12:32:44.507530] [DEBUG] [REMOTE    ] PRO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:44.508444] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 6 features, N/A% accuracy
[2025-11-25T12:32:44.508511] [INFO ] [LOCAL     ] PRO: Loaded 6 optimal features with 22.13% confidence from JSON config
[2025-11-25T12:32:44.508549] [DEBUG] [MAG       ] Building data for symbol: PRO with lookback: 0
[2025-11-25T12:32:44.509369] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:44.509475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:44.511313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:44.511852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:44.512299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:44.513077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:44.578493] [DEBUG] [MAG       ] CE: Last date is validated at 2025-11-24
[2025-11-25T12:32:44.629407] [DEBUG] [MAG       ] FET: Last date is validated at 2025-11-24
[2025-11-25T12:32:44.640951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:32:44.642805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:44.750564] [DEBUG] [MAG       ] CE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:44.797545] [DEBUG] [MAG       ] NRP: Last date is validated at 2025-11-24
[2025-11-25T12:32:44.804752] [DEBUG] [MAG       ] FET: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:44.913473] [INFO ] [LOCAL     ] CE: Saved forecast.
[2025-11-25T12:32:44.913760] [INFO ] [main      ] CE: Signal=1 (Conf=80.0%), Magnitude=-2.87% (Conf=45.3206%)
[2025-11-25T12:32:44.914002] [INFO ] [main      ] Fetching symbol history for RYN...
[2025-11-25T12:32:44.914120] [DEBUG] [REMOTE    ] RYN: Fetching historical data.
[2025-11-25T12:32:44.914720] [INFO ] [main      ] Progress: 309/524 forecasts completed (59.0%). CE finished in 0.7s. ETA: 38.1s. Rate: 338.65 forecasts/min
[2025-11-25T12:32:44.922241] [INFO ] [LOCAL     ] FET: Saved forecast.
[2025-11-25T12:32:44.922513] [INFO ] [main      ] FET: Signal=1 (Conf=80.0%), Magnitude=-0.99% (Conf=49.2267%)
[2025-11-25T12:32:44.922944] [INFO ] [main      ] Fetching symbol history for EPR...
[2025-11-25T12:32:44.923066] [DEBUG] [REMOTE    ] EPR: Fetching historical data.
[2025-11-25T12:32:44.923679] [INFO ] [main      ] Progress: 310/524 forecasts completed (59.2%). FET finished in 0.9s. ETA: 37.8s. Rate: 339.69 forecasts/min
[2025-11-25T12:32:44.927408] [DEBUG] [REMOTE    ] RYN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:44.928434] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 3 features, N/A% accuracy
[2025-11-25T12:32:44.928589] [INFO ] [LOCAL     ] RYN: Loaded 3 optimal features with 52.33% confidence from JSON config
[2025-11-25T12:32:44.928743] [DEBUG] [MAG       ] Building data for symbol: RYN with lookback: 0
[2025-11-25T12:32:44.929703] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:44.929843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:44.935285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:44.937319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:32:44.937977] [DEBUG] [REMOTE    ] EPR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:44.938956] [DEBUG] [LOCAL     ] Loaded configuration for EPR: 3 features, N/A% accuracy
[2025-11-25T12:32:44.939023] [INFO ] [LOCAL     ] EPR: Loaded 3 optimal features with 40.37% confidence from JSON config
[2025-11-25T12:32:44.939061] [DEBUG] [MAG       ] Building data for symbol: EPR with lookback: 0
[2025-11-25T12:32:44.939866] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:44.939940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:44.940699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:44.942356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:44.981983] [DEBUG] [MAG       ] PRO: Last date is validated at 2025-11-24
[2025-11-25T12:32:44.982560] [DEBUG] [MAG       ] NRP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:45.071080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:45.072127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:45.108312] [INFO ] [LOCAL     ] NRP: Saved forecast.
[2025-11-25T12:32:45.108578] [INFO ] [main      ] NRP: Signal=1 (Conf=80.0%), Magnitude=1.18% (Conf=60.6707%)
[2025-11-25T12:32:45.109033] [INFO ] [main      ] Fetching symbol history for SOJE...
[2025-11-25T12:32:45.109148] [DEBUG] [REMOTE    ] SOJE: Fetching historical data.
[2025-11-25T12:32:45.109714] [INFO ] [main      ] Progress: 311/524 forecasts completed (59.4%). NRP finished in 0.7s. ETA: 37.6s. Rate: 339.63 forecasts/min
[2025-11-25T12:32:45.121104] [DEBUG] [REMOTE    ] SOJE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:45.122193] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 4 features, N/A% accuracy
[2025-11-25T12:32:45.122316] [INFO ] [LOCAL     ] SOJE: Loaded 4 optimal features with 46.78% confidence from JSON config
[2025-11-25T12:32:45.122413] [DEBUG] [MAG       ] Building data for symbol: SOJE with lookback: 0
[2025-11-25T12:32:45.123273] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:45.123404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:45.128319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:45.131143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:45.133208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:32:45.134083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:45.152465] [DEBUG] [MAG       ] PRO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:45.248958] [INFO ] [LOCAL     ] PRO: Saved forecast.
[2025-11-25T12:32:45.249212] [INFO ] [main      ] PRO: Signal=1 (Conf=80.0%), Magnitude=-2.59% (Conf=22.1277%)
[2025-11-25T12:32:45.249452] [INFO ] [main      ] Fetching symbol history for SNA...
[2025-11-25T12:32:45.249571] [DEBUG] [REMOTE    ] SNA: Fetching historical data.
[2025-11-25T12:32:45.250325] [INFO ] [main      ] Progress: 312/524 forecasts completed (59.5%). PRO finished in 0.8s. ETA: 37.4s. Rate: 339.85 forecasts/min
[2025-11-25T12:32:45.264491] [DEBUG] [REMOTE    ] SNA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:45.265687] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 6 features, N/A% accuracy
[2025-11-25T12:32:45.265821] [INFO ] [LOCAL     ] SNA: Loaded 6 optimal features with 55.38% confidence from JSON config
[2025-11-25T12:32:45.265927] [DEBUG] [MAG       ] Building data for symbol: SNA with lookback: 0
[2025-11-25T12:32:45.266820] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:45.266961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:45.271922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:45.273026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:45.305310] [DEBUG] [MAG       ] RYN: Last date is validated at 2025-11-24
[2025-11-25T12:32:45.407637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:45.423058] [DEBUG] [MAG       ] EPR: Last date is validated at 2025-11-24
[2025-11-25T12:32:45.463938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:45.466902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:32:45.468424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:45.513625] [DEBUG] [MAG       ] SOJE: Last date is validated at 2025-11-24
[2025-11-25T12:32:45.513840] [DEBUG] [MAG       ] RYN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:45.595069] [DEBUG] [MAG       ] EPR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:45.606107] [INFO ] [LOCAL     ] RYN: Saved forecast.
[2025-11-25T12:32:45.606413] [INFO ] [main      ] RYN: Signal=1 (Conf=80.0%), Magnitude=0.28% (Conf=52.3309%)
[2025-11-25T12:32:45.606701] [INFO ] [main      ] Fetching symbol history for GTN...
[2025-11-25T12:32:45.606856] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T12:32:45.607736] [INFO ] [main      ] Progress: 313/524 forecasts completed (59.7%). RYN finished in 0.7s. ETA: 37.4s. Rate: 338.74 forecasts/min
[2025-11-25T12:32:45.621170] [DEBUG] [REMOTE    ] GTN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:45.622082] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, N/A% accuracy
[2025-11-25T12:32:45.622214] [INFO ] [LOCAL     ] GTN: Loaded 2 optimal features with 55.10% confidence from JSON config
[2025-11-25T12:32:45.622312] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 0
[2025-11-25T12:32:45.623358] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:45.623517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:45.624385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:45.627046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:45.688587] [INFO ] [LOCAL     ] EPR: Saved forecast.
[2025-11-25T12:32:45.688547] [DEBUG] [MAG       ] SOJE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:45.688687] [INFO ] [main      ] EPR: Signal=1 (Conf=80.0%), Magnitude=-0.72% (Conf=40.366%)
[2025-11-25T12:32:45.689204] [INFO ] [main      ] Fetching symbol history for MGM...
[2025-11-25T12:32:45.689320] [DEBUG] [REMOTE    ] MGM: Fetching historical data.
[2025-11-25T12:32:45.689558] [INFO ] [main      ] Progress: 314/524 forecasts completed (59.9%). EPR finished in 0.8s. ETA: 37.1s. Rate: 339.32 forecasts/min
[2025-11-25T12:32:45.703666] [DEBUG] [REMOTE    ] MGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:45.704973] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 4 features, N/A% accuracy
[2025-11-25T12:32:45.705096] [INFO ] [LOCAL     ] MGM: Loaded 4 optimal features with 43.65% confidence from JSON config
[2025-11-25T12:32:45.705194] [DEBUG] [MAG       ] Building data for symbol: MGM with lookback: 0
[2025-11-25T12:32:45.706038] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:45.706172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:45.711295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:45.712241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:45.713435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:45.716365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:45.769037] [INFO ] [LOCAL     ] SOJE: Saved forecast.
[2025-11-25T12:32:45.769473] [INFO ] [main      ] SOJE: Signal=1 (Conf=80.0%), Magnitude=0.25% (Conf=46.7795%)
[2025-11-25T12:32:45.769727] [INFO ] [main      ] Fetching symbol history for NBHC...
[2025-11-25T12:32:45.769842] [DEBUG] [REMOTE    ] NBHC: Fetching historical data.
[2025-11-25T12:32:45.770726] [INFO ] [main      ] Progress: 315/524 forecasts completed (60.1%). SOJE finished in 0.7s. ETA: 36.9s. Rate: 339.91 forecasts/min
[2025-11-25T12:32:45.783556] [DEBUG] [REMOTE    ] NBHC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:45.784945] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 0 features, N/A% accuracy
[2025-11-25T12:32:45.785072] [INFO ] [LOCAL     ] NBHC: Loaded 0 optimal features with 54.14% confidence from JSON config
[2025-11-25T12:32:45.785115] [DEBUG] [MAG       ] Building data for symbol: NBHC with lookback: 0
[2025-11-25T12:32:45.786592] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:32:45.820109] [DEBUG] [MAG       ] SNA: Last date is validated at 2025-11-24
[2025-11-25T12:32:45.990637] [DEBUG] [MAG       ] SNA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:46.003863] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-24
[2025-11-25T12:32:46.063213] [DEBUG] [MAG       ] MGM: Last date is validated at 2025-11-24
[2025-11-25T12:32:46.160134] [INFO ] [LOCAL     ] SNA: Saved forecast.
[2025-11-25T12:32:46.160399] [INFO ] [main      ] SNA: Signal=1 (Conf=80.0%), Magnitude=-0.90% (Conf=55.3843%)
[2025-11-25T12:32:46.160639] [INFO ] [main      ] Fetching symbol history for STN...
[2025-11-25T12:32:46.160788] [DEBUG] [REMOTE    ] STN: Fetching historical data.
[2025-11-25T12:32:46.160943] [INFO ] [main      ] Progress: 316/524 forecasts completed (60.3%). SNA finished in 0.9s. ETA: 36.9s. Rate: 338.61 forecasts/min
[2025-11-25T12:32:46.162339] [DEBUG] [MAG       ] NBHC: Last date is validated at 2025-11-24
[2025-11-25T12:32:46.175963] [DEBUG] [REMOTE    ] STN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:46.177311] [DEBUG] [LOCAL     ] Loaded configuration for STN: 8 features, N/A% accuracy
[2025-11-25T12:32:46.177469] [INFO ] [LOCAL     ] STN: Loaded 8 optimal features with 61.44% confidence from JSON config
[2025-11-25T12:32:46.177578] [DEBUG] [MAG       ] Building data for symbol: STN with lookback: 0
[2025-11-25T12:32:46.178726] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:46.178948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:46.181026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:46.181705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:46.182325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:46.183682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:46.198410] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:46.236940] [DEBUG] [MAG       ] MGM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:46.247847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:46.249040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:46.250926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:32:46.253534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:46.270860] [INFO ] [LOCAL     ] GTN: Saved forecast.
[2025-11-25T12:32:46.270973] [INFO ] [main      ] GTN: Signal=1 (Conf=80.0%), Magnitude=3.07% (Conf=55.0986%)
[2025-11-25T12:32:46.271155] [INFO ] [main      ] Fetching symbol history for IQI...
[2025-11-25T12:32:46.271221] [DEBUG] [REMOTE    ] IQI: Fetching historical data.
[2025-11-25T12:32:46.271440] [INFO ] [main      ] Progress: 317/524 forecasts completed (60.5%). GTN finished in 0.7s. ETA: 36.6s. Rate: 339.01 forecasts/min
[2025-11-25T12:32:46.282760] [DEBUG] [REMOTE    ] IQI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:46.283756] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 8 features, N/A% accuracy
[2025-11-25T12:32:46.283838] [INFO ] [LOCAL     ] IQI: Loaded 8 optimal features with 41.13% confidence from JSON config
[2025-11-25T12:32:46.283944] [DEBUG] [MAG       ] Building data for symbol: IQI with lookback: 0
[2025-11-25T12:32:46.284863] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:46.284957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:46.286012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:46.288796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:46.290212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:46.362831] [INFO ] [LOCAL     ] MGM: Saved forecast.
[2025-11-25T12:32:46.362990] [INFO ] [main      ] MGM: Signal=1 (Conf=80.0%), Magnitude=2.76% (Conf=43.6464%)
[2025-11-25T12:32:46.363494] [INFO ] [main      ] Progress: 318/524 forecasts completed (60.7%). MGM finished in 0.7s. ETA: 36.4s. Rate: 339.53 forecasts/min
[2025-11-25T12:32:46.363711] [INFO ] [main      ] Fetching symbol history for AJG...
[2025-11-25T12:32:46.363796] [DEBUG] [REMOTE    ] AJG: Fetching historical data.
[2025-11-25T12:32:46.382400] [DEBUG] [REMOTE    ] AJG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:46.383498] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 4 features, N/A% accuracy
[2025-11-25T12:32:46.383625] [INFO ] [LOCAL     ] AJG: Loaded 4 optimal features with 52.10% confidence from JSON config
[2025-11-25T12:32:46.383780] [DEBUG] [MAG       ] Building data for symbol: AJG with lookback: 0
[2025-11-25T12:32:46.384625] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:46.384781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:46.386541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:46.387179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:46.387672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:46.399161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:46.400287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:46.400996] [DEBUG] [MAG       ] NBHC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:46.402288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:46.405148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:32:46.406810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:46.431381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:46.502213] [INFO ] [LOCAL     ] NBHC: Saved forecast.
[2025-11-25T12:32:46.502316] [INFO ] [main      ] NBHC: Signal=1 (Conf=80.0%), Magnitude=-4.60% (Conf=54.1425%)
[2025-11-25T12:32:46.502491] [INFO ] [main      ] Fetching symbol history for ACR...
[2025-11-25T12:32:46.502549] [DEBUG] [REMOTE    ] ACR: Fetching historical data.
[2025-11-25T12:32:46.502957] [INFO ] [main      ] Progress: 319/524 forecasts completed (60.9%). NBHC finished in 0.7s. ETA: 36.2s. Rate: 339.75 forecasts/min
[2025-11-25T12:32:46.515637] [DEBUG] [REMOTE    ] ACR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:46.516939] [DEBUG] [LOCAL     ] Loaded configuration for ACR: 11 features, N/A% accuracy
[2025-11-25T12:32:46.517099] [INFO ] [LOCAL     ] ACR: Loaded 11 optimal features with 59.03% confidence from JSON config
[2025-11-25T12:32:46.517201] [DEBUG] [MAG       ] Building data for symbol: ACR with lookback: 0
[2025-11-25T12:32:46.518216] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:32:46.518365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:46.520250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:46.520907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:46.521397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:46.522511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:46.527293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:46.528012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:46.529960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:46.531988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:46.533258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:32:46.534085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:32:46.535920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:46.631884] [DEBUG] [MAG       ] STN: Last date is validated at 2025-11-24
[2025-11-25T12:32:46.760207] [DEBUG] [MAG       ] IQI: Last date is validated at 2025-11-24
[2025-11-25T12:32:46.782843] [DEBUG] [MAG       ] AJG: Last date is validated at 2025-11-24
[2025-11-25T12:32:46.839430] [DEBUG] [MAG       ] STN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:46.903703] [DEBUG] [MAG       ] ACR: Last date is validated at 2025-11-24
[2025-11-25T12:32:46.951772] [DEBUG] [MAG       ] IQI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:46.961201] [DEBUG] [MAG       ] AJG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:46.968524] [INFO ] [LOCAL     ] STN: Saved forecast.
[2025-11-25T12:32:46.968612] [INFO ] [main      ] STN: Signal=1 (Conf=80.0%), Magnitude=-0.37% (Conf=61.4414%)
[2025-11-25T12:32:46.968790] [INFO ] [main      ] Fetching symbol history for ACCO...
[2025-11-25T12:32:46.968846] [DEBUG] [REMOTE    ] ACCO: Fetching historical data.
[2025-11-25T12:32:46.970018] [INFO ] [main      ] Progress: 320/524 forecasts completed (61.1%). STN finished in 0.8s. ETA: 36.2s. Rate: 338.01 forecasts/min
[2025-11-25T12:32:46.982327] [DEBUG] [REMOTE    ] ACCO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:46.983469] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 9 features, N/A% accuracy
[2025-11-25T12:32:46.983533] [INFO ] [LOCAL     ] ACCO: Loaded 9 optimal features with 55.69% confidence from JSON config
[2025-11-25T12:32:46.983570] [DEBUG] [MAG       ] Building data for symbol: ACCO with lookback: 0
[2025-11-25T12:32:46.984376] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:46.984454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:46.989384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:46.991191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:46.991705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:46.992157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:46.992922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:46.995219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:46.996386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:32:46.997146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:46.997864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:47.022154] [INFO ] [LOCAL     ] IQI: Saved forecast.
[2025-11-25T12:32:47.022245] [INFO ] [main      ] IQI: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=41.1333%)
[2025-11-25T12:32:47.022406] [INFO ] [main      ] Fetching symbol history for QSR...
[2025-11-25T12:32:47.022456] [DEBUG] [REMOTE    ] QSR: Fetching historical data.
[2025-11-25T12:32:47.022836] [INFO ] [main      ] Progress: 321/524 forecasts completed (61.3%). IQI finished in 0.8s. ETA: 36.0s. Rate: 338.75 forecasts/min
[2025-11-25T12:32:47.035623] [DEBUG] [REMOTE    ] QSR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:47.036733] [DEBUG] [LOCAL     ] Loaded configuration for QSR: 7 features, N/A% accuracy
[2025-11-25T12:32:47.036803] [INFO ] [LOCAL     ] QSR: Loaded 7 optimal features with 58.51% confidence from JSON config
[2025-11-25T12:32:47.036842] [DEBUG] [MAG       ] Building data for symbol: QSR with lookback: 0
[2025-11-25T12:32:47.037791] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:47.037877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:47.039875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:47.040494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:47.041012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:47.041909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:47.044461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:47.083590] [DEBUG] [MAG       ] ACR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:47.131610] [INFO ] [LOCAL     ] AJG: Saved forecast.
[2025-11-25T12:32:47.131724] [INFO ] [main      ] AJG: Signal=1 (Conf=80.0%), Magnitude=-0.65% (Conf=52.103%)
[2025-11-25T12:32:47.132087] [INFO ] [main      ] Fetching symbol history for DQ...
[2025-11-25T12:32:47.132154] [DEBUG] [REMOTE    ] DQ: Fetching historical data.
[2025-11-25T12:32:47.132762] [INFO ] [main      ] Progress: 322/524 forecasts completed (61.5%). AJG finished in 0.8s. ETA: 35.7s. Rate: 339.15 forecasts/min
[2025-11-25T12:32:47.146108] [DEBUG] [REMOTE    ] DQ: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:47.147078] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 8 features, N/A% accuracy
[2025-11-25T12:32:47.147157] [INFO ] [LOCAL     ] DQ: Loaded 8 optimal features with 44.95% confidence from JSON config
[2025-11-25T12:32:47.147195] [DEBUG] [MAG       ] Building data for symbol: DQ with lookback: 0
[2025-11-25T12:32:47.147990] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:47.148086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:47.152993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:47.154806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:47.155292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:47.157683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:47.160343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:47.161095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:47.163857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:47.172495] [INFO ] [LOCAL     ] ACR: Saved forecast.
[2025-11-25T12:32:47.172590] [INFO ] [main      ] ACR: Signal=1 (Conf=80.0%), Magnitude=4.76% (Conf=59.0334%)
[2025-11-25T12:32:47.172791] [INFO ] [main      ] Fetching symbol history for YELP...
[2025-11-25T12:32:47.172852] [DEBUG] [REMOTE    ] YELP: Fetching historical data.
[2025-11-25T12:32:47.173972] [INFO ] [main      ] Progress: 323/524 forecasts completed (61.6%). ACR finished in 0.7s. ETA: 35.5s. Rate: 339.96 forecasts/min
[2025-11-25T12:32:47.177603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:47.179179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:47.183209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:47.186307] [DEBUG] [REMOTE    ] YELP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:47.187180] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 4 features, N/A% accuracy
[2025-11-25T12:32:47.187247] [INFO ] [LOCAL     ] YELP: Loaded 4 optimal features with 66.79% confidence from JSON config
[2025-11-25T12:32:47.187284] [DEBUG] [MAG       ] Building data for symbol: YELP with lookback: 0
[2025-11-25T12:32:47.188185] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:47.188270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:47.190122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:47.190716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:47.191142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:47.193439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:47.345189] [DEBUG] [MAG       ] ACCO: Last date is validated at 2025-11-24
[2025-11-25T12:32:47.517406] [DEBUG] [MAG       ] QSR: Last date is validated at 2025-11-24
[2025-11-25T12:32:47.524375] [DEBUG] [MAG       ] ACCO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:47.527991] [DEBUG] [MAG       ] DQ: Last date is validated at 2025-11-24
[2025-11-25T12:32:47.545709] [DEBUG] [MAG       ] YELP: Last date is validated at 2025-11-24
[2025-11-25T12:32:47.594844] [INFO ] [LOCAL     ] ACCO: Saved forecast.
[2025-11-25T12:32:47.594937] [INFO ] [main      ] ACCO: Signal=1 (Conf=80.0%), Magnitude=0.35% (Conf=55.6902%)
[2025-11-25T12:32:47.595280] [INFO ] [main      ] Fetching symbol history for BIP...
[2025-11-25T12:32:47.595337] [DEBUG] [REMOTE    ] BIP: Fetching historical data.
[2025-11-25T12:32:47.595737] [INFO ] [main      ] Progress: 324/524 forecasts completed (61.8%). ACCO finished in 0.6s. ETA: 35.4s. Rate: 338.51 forecasts/min
[2025-11-25T12:32:47.609350] [DEBUG] [REMOTE    ] BIP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:47.610570] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 5 features, N/A% accuracy
[2025-11-25T12:32:47.610634] [INFO ] [LOCAL     ] BIP: Loaded 5 optimal features with 55.53% confidence from JSON config
[2025-11-25T12:32:47.610705] [DEBUG] [MAG       ] Building data for symbol: BIP with lookback: 0
[2025-11-25T12:32:47.611493] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:47.611569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:47.616377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:47.661521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:47.690120] [DEBUG] [MAG       ] QSR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:47.701851] [DEBUG] [MAG       ] DQ: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:47.716570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:47.721467] [DEBUG] [MAG       ] YELP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:47.795887] [INFO ] [LOCAL     ] QSR: Saved forecast.
[2025-11-25T12:32:47.796002] [INFO ] [main      ] QSR: Signal=1 (Conf=80.0%), Magnitude=-0.36% (Conf=58.506%)
[2025-11-25T12:32:47.796317] [INFO ] [main      ] Fetching symbol history for NAN...
[2025-11-25T12:32:47.796381] [DEBUG] [REMOTE    ] NAN: Fetching historical data.
[2025-11-25T12:32:47.796990] [INFO ] [main      ] Progress: 325/524 forecasts completed (62.0%). QSR finished in 0.8s. ETA: 35.3s. Rate: 338.37 forecasts/min
[2025-11-25T12:32:47.803328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:47.804612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:47.811262] [DEBUG] [REMOTE    ] NAN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:47.812524] [DEBUG] [LOCAL     ] Loaded configuration for NAN: 13 features, N/A% accuracy
[2025-11-25T12:32:47.812597] [INFO ] [LOCAL     ] NAN: Loaded 13 optimal features with 49.10% confidence from JSON config
[2025-11-25T12:32:47.812677] [DEBUG] [MAG       ] Building data for symbol: NAN with lookback: 0
[2025-11-25T12:32:47.813583] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:32:47.813684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:47.815499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:47.816071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:47.816505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:47.824839] [INFO ] [LOCAL     ] DQ: Saved forecast.
[2025-11-25T12:32:47.824931] [INFO ] [main      ] DQ: Signal=1 (Conf=80.0%), Magnitude=17.08% (Conf=44.9531%)
[2025-11-25T12:32:47.825099] [INFO ] [main      ] Fetching symbol history for INN...
[2025-11-25T12:32:47.825150] [DEBUG] [REMOTE    ] INN: Fetching historical data.
[2025-11-25T12:32:47.825974] [INFO ] [main      ] Progress: 326/524 forecasts completed (62.2%). DQ finished in 0.7s. ETA: 35.0s. Rate: 339.24 forecasts/min
[2025-11-25T12:32:47.826756] [INFO ] [LOCAL     ] YELP: Saved forecast.
[2025-11-25T12:32:47.826845] [INFO ] [main      ] YELP: Signal=1 (Conf=80.0%), Magnitude=-0.95% (Conf=66.7862%)
[2025-11-25T12:32:47.827061] [INFO ] [main      ] Fetching symbol history for CVE...
[2025-11-25T12:32:47.827123] [DEBUG] [REMOTE    ] CVE: Fetching historical data.
[2025-11-25T12:32:47.827447] [INFO ] [main      ] Progress: 327/524 forecasts completed (62.4%). YELP finished in 0.7s. ETA: 34.7s. Rate: 340.27 forecasts/min
[2025-11-25T12:32:47.840748] [DEBUG] [REMOTE    ] CVE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:47.841141] [DEBUG] [REMOTE    ] INN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:47.842134] [DEBUG] [LOCAL     ] Loaded configuration for INN: 4 features, N/A% accuracy
[2025-11-25T12:32:47.842241] [INFO ] [LOCAL     ] INN: Loaded 4 optimal features with 62.16% confidence from JSON config
[2025-11-25T12:32:47.842000] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 6 features, N/A% accuracy
[2025-11-25T12:32:47.842336] [DEBUG] [MAG       ] Building data for symbol: INN with lookback: 0
[2025-11-25T12:32:47.842450] [INFO ] [LOCAL     ] CVE: Loaded 6 optimal features with 61.49% confidence from JSON config
[2025-11-25T12:32:47.843585] [DEBUG] [MAG       ] Building data for symbol: CVE with lookback: 0
[2025-11-25T12:32:47.843483] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:47.844684] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:47.844832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:47.844856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:47.850095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:47.852435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:47.853121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:47.853614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:47.856205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:47.858485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:47.861719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:47.863006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:47.864265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:47.950556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:47.951725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:47.952785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:47.953564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:47.956488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:47.973727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:47.975018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:47.976371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:32:47.976289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:47.978217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:47.982253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:48.149540] [DEBUG] [MAG       ] BIP: Last date is validated at 2025-11-24
[2025-11-25T12:32:48.203973] [DEBUG] [MAG       ] CVE: Last date is validated at 2025-11-24
[2025-11-25T12:32:48.318929] [DEBUG] [MAG       ] BIP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:48.323195] [DEBUG] [MAG       ] NAN: Last date is validated at 2025-11-24
[2025-11-25T12:32:48.376277] [DEBUG] [MAG       ] CVE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:48.402852] [DEBUG] [MAG       ] INN: Last date is validated at 2025-11-24
[2025-11-25T12:32:48.410396] [INFO ] [LOCAL     ] BIP: Saved forecast.
[2025-11-25T12:32:48.410727] [INFO ] [main      ] BIP: Signal=1 (Conf=80.0%), Magnitude=0.37% (Conf=55.5342%)
[2025-11-25T12:32:48.411245] [INFO ] [main      ] Fetching symbol history for ALV...
[2025-11-25T12:32:48.411405] [DEBUG] [REMOTE    ] ALV: Fetching historical data.
[2025-11-25T12:32:48.411741] [INFO ] [main      ] Progress: 328/524 forecasts completed (62.6%). BIP finished in 0.8s. ETA: 34.8s. Rate: 337.89 forecasts/min
[2025-11-25T12:32:48.429322] [DEBUG] [REMOTE    ] ALV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:48.430510] [DEBUG] [LOCAL     ] Loaded configuration for ALV: 3 features, N/A% accuracy
[2025-11-25T12:32:48.430671] [INFO ] [LOCAL     ] ALV: Loaded 3 optimal features with 58.69% confidence from JSON config
[2025-11-25T12:32:48.430782] [DEBUG] [MAG       ] Building data for symbol: ALV with lookback: 0
[2025-11-25T12:32:48.431698] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:48.431850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:48.432758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:48.465566] [INFO ] [LOCAL     ] CVE: Saved forecast.
[2025-11-25T12:32:48.465844] [INFO ] [main      ] CVE: Signal=1 (Conf=80.0%), Magnitude=-0.10% (Conf=61.491%)
[2025-11-25T12:32:48.466247] [INFO ] [main      ] Progress: 329/524 forecasts completed (62.8%). CVE finished in 0.6s. ETA: 34.6s. Rate: 338.60 forecasts/min
[2025-11-25T12:32:48.466494] [INFO ] [main      ] Fetching symbol history for CII...
[2025-11-25T12:32:48.466604] [DEBUG] [REMOTE    ] CII: Fetching historical data.
[2025-11-25T12:32:48.478625] [DEBUG] [REMOTE    ] CII: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:48.479726] [DEBUG] [LOCAL     ] Loaded configuration for CII: 0 features, N/A% accuracy
[2025-11-25T12:32:48.479850] [INFO ] [LOCAL     ] CII: Loaded 0 optimal features with 56.10% confidence from JSON config
[2025-11-25T12:32:48.479946] [DEBUG] [MAG       ] Building data for symbol: CII with lookback: 0
[2025-11-25T12:32:48.480860] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:32:48.493005] [DEBUG] [MAG       ] NAN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:48.568012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:48.569306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:48.569524] [INFO ] [LOCAL     ] NAN: Saved forecast.
[2025-11-25T12:32:48.569609] [INFO ] [main      ] NAN: Signal=1 (Conf=80.0%), Magnitude=-0.01% (Conf=49.1017%)
[2025-11-25T12:32:48.569790] [INFO ] [main      ] Fetching symbol history for PGRE...
[2025-11-25T12:32:48.569847] [DEBUG] [REMOTE    ] PGRE: Fetching historical data.
[2025-11-25T12:32:48.570844] [INFO ] [main      ] Progress: 330/524 forecasts completed (63.0%). NAN finished in 0.8s. ETA: 34.3s. Rate: 339.02 forecasts/min
[2025-11-25T12:32:48.572289] [DEBUG] [MAG       ] INN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:48.581571] [DEBUG] [REMOTE    ] PGRE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:48.582736] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 9 features, N/A% accuracy
[2025-11-25T12:32:48.582807] [INFO ] [LOCAL     ] PGRE: Loaded 9 optimal features with 40.73% confidence from JSON config
[2025-11-25T12:32:48.582845] [DEBUG] [MAG       ] Building data for symbol: PGRE with lookback: 0
[2025-11-25T12:32:48.583822] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:48.583899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:48.589070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:48.591026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:48.591530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:48.592014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:48.592429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:48.637222] [INFO ] [LOCAL     ] INN: Saved forecast.
[2025-11-25T12:32:48.637322] [INFO ] [main      ] INN: Signal=1 (Conf=80.0%), Magnitude=0.48% (Conf=62.1579%)
[2025-11-25T12:32:48.637509] [INFO ] [main      ] Fetching symbol history for HD...
[2025-11-25T12:32:48.637562] [DEBUG] [REMOTE    ] HD: Fetching historical data.
[2025-11-25T12:32:48.638726] [INFO ] [main      ] Progress: 331/524 forecasts completed (63.2%). INN finished in 0.8s. ETA: 34.1s. Rate: 339.65 forecasts/min
[2025-11-25T12:32:48.651714] [DEBUG] [REMOTE    ] HD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:48.652768] [DEBUG] [LOCAL     ] Loaded configuration for HD: 6 features, N/A% accuracy
[2025-11-25T12:32:48.652893] [INFO ] [LOCAL     ] HD: Loaded 6 optimal features with 62.38% confidence from JSON config
[2025-11-25T12:32:48.652990] [DEBUG] [MAG       ] Building data for symbol: HD with lookback: 0
[2025-11-25T12:32:48.653847] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:48.653980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:48.658875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:48.659955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:48.662621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:48.663965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:48.664686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:48.666238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:48.720942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:48.722501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:48.724926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:32:48.727042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:48.822402] [DEBUG] [MAG       ] CII: Last date is validated at 2025-11-24
[2025-11-25T12:32:48.927378] [DEBUG] [MAG       ] ALV: Last date is validated at 2025-11-24
[2025-11-25T12:32:48.992357] [DEBUG] [MAG       ] CII: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:49.021568] [DEBUG] [MAG       ] HD: Last date is validated at 2025-11-24
[2025-11-25T12:32:49.055144] [INFO ] [LOCAL     ] CII: Saved forecast.
[2025-11-25T12:32:49.055389] [INFO ] [main      ] CII: Signal=1 (Conf=80.0%), Magnitude=0.29% (Conf=56.0999%)
[2025-11-25T12:32:49.055607] [INFO ] [main      ] Fetching symbol history for REZI...
[2025-11-25T12:32:49.055734] [DEBUG] [REMOTE    ] REZI: Fetching historical data.
[2025-11-25T12:32:49.056589] [INFO ] [main      ] Progress: 332/524 forecasts completed (63.4%). CII finished in 0.6s. ETA: 34.1s. Rate: 338.26 forecasts/min
[2025-11-25T12:32:49.068108] [DEBUG] [REMOTE    ] REZI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:49.069129] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 11 features, N/A% accuracy
[2025-11-25T12:32:49.069258] [INFO ] [LOCAL     ] REZI: Loaded 11 optimal features with 41.33% confidence from JSON config
[2025-11-25T12:32:49.069366] [DEBUG] [MAG       ] Building data for symbol: REZI with lookback: 0
[2025-11-25T12:32:49.070210] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:32:49.070407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:49.072180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:49.072784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:49.073264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:49.074116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:49.075423] [DEBUG] [MAG       ] PGRE: Last date is validated at 2025-11-24
[2025-11-25T12:32:49.076587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:49.114497] [DEBUG] [MAG       ] ALV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:49.193660] [DEBUG] [MAG       ] HD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:49.199815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:49.237801] [INFO ] [LOCAL     ] ALV: Saved forecast.
[2025-11-25T12:32:49.238088] [INFO ] [main      ] ALV: Signal=1 (Conf=80.0%), Magnitude=-0.82% (Conf=58.6883%)
[2025-11-25T12:32:49.238353] [INFO ] [main      ] Fetching symbol history for HMY...
[2025-11-25T12:32:49.238492] [DEBUG] [REMOTE    ] HMY: Fetching historical data.
[2025-11-25T12:32:49.239720] [INFO ] [main      ] Progress: 333/524 forecasts completed (63.5%). ALV finished in 0.8s. ETA: 33.9s. Rate: 338.23 forecasts/min
[2025-11-25T12:32:49.247915] [DEBUG] [MAG       ] PGRE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:49.252771] [DEBUG] [REMOTE    ] HMY: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:49.253967] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 4 features, N/A% accuracy
[2025-11-25T12:32:49.254104] [INFO ] [LOCAL     ] HMY: Loaded 4 optimal features with 57.42% confidence from JSON config
[2025-11-25T12:32:49.254212] [DEBUG] [MAG       ] Building data for symbol: HMY with lookback: 0
[2025-11-25T12:32:49.255135] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:49.255276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:49.256919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:49.257146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:49.257751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:49.258292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:49.258410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:49.259190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:49.259850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:49.260494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:49.279283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:49.315706] [INFO ] [LOCAL     ] PGRE: Saved forecast.
[2025-11-25T12:32:49.315936] [INFO ] [main      ] PGRE: Signal=1 (Conf=80.0%), Magnitude=0.70% (Conf=40.726%)
[2025-11-25T12:32:49.316356] [INFO ] [main      ] Fetching symbol history for AFB...
[2025-11-25T12:32:49.316426] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T12:32:49.316726] [INFO ] [main      ] Progress: 334/524 forecasts completed (63.7%). PGRE finished in 0.7s. ETA: 33.6s. Rate: 338.80 forecasts/min
[2025-11-25T12:32:49.327984] [DEBUG] [REMOTE    ] AFB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:49.328477] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 4 features, N/A% accuracy
[2025-11-25T12:32:49.328560] [INFO ] [LOCAL     ] AFB: Loaded 4 optimal features with 44.30% confidence from JSON config
[2025-11-25T12:32:49.328632] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 0
[2025-11-25T12:32:49.329493] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:49.329580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:49.334484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:49.336318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:49.336909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:49.337393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:49.353075] [INFO ] [LOCAL     ] HD: Saved forecast.
[2025-11-25T12:32:49.353325] [INFO ] [main      ] HD: Signal=1 (Conf=80.0%), Magnitude=0.62% (Conf=62.3761%)
[2025-11-25T12:32:49.353554] [INFO ] [main      ] Fetching symbol history for CDRE...
[2025-11-25T12:32:49.353817] [DEBUG] [REMOTE    ] CDRE: Fetching historical data.
[2025-11-25T12:32:49.355724] [INFO ] [main      ] Progress: 335/524 forecasts completed (63.9%). HD finished in 0.7s. ETA: 33.4s. Rate: 339.59 forecasts/min
[2025-11-25T12:32:49.368053] [DEBUG] [REMOTE    ] CDRE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:49.369249] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 4 features, N/A% accuracy
[2025-11-25T12:32:49.369367] [INFO ] [LOCAL     ] CDRE: Loaded 4 optimal features with 55.03% confidence from JSON config
[2025-11-25T12:32:49.369465] [DEBUG] [MAG       ] Building data for symbol: CDRE with lookback: 0
[2025-11-25T12:32:49.370351] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:49.370486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:49.375492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:49.377505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:49.378103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:49.380603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:49.606068] [DEBUG] [MAG       ] HMY: Last date is validated at 2025-11-24
[2025-11-25T12:32:49.624465] [DEBUG] [MAG       ] REZI: Last date is validated at 2025-11-24
[2025-11-25T12:32:49.682071] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-24
[2025-11-25T12:32:49.722164] [DEBUG] [MAG       ] CDRE: Last date is validated at 2025-11-24
[2025-11-25T12:32:49.776549] [DEBUG] [MAG       ] HMY: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:49.795172] [DEBUG] [MAG       ] REZI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:49.851730] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:49.861143] [INFO ] [LOCAL     ] HMY: Saved forecast.
[2025-11-25T12:32:49.861401] [INFO ] [main      ] HMY: Signal=1 (Conf=80.0%), Magnitude=6.65% (Conf=57.4183%)
[2025-11-25T12:32:49.861653] [INFO ] [main      ] Fetching symbol history for UTF...
[2025-11-25T12:32:49.861775] [DEBUG] [REMOTE    ] UTF: Fetching historical data.
[2025-11-25T12:32:49.862070] [INFO ] [main      ] Progress: 336/524 forecasts completed (64.1%). HMY finished in 0.6s. ETA: 33.4s. Rate: 337.72 forecasts/min
[2025-11-25T12:32:49.875568] [DEBUG] [REMOTE    ] UTF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:49.876573] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 3 features, N/A% accuracy
[2025-11-25T12:32:49.876725] [INFO ] [LOCAL     ] UTF: Loaded 3 optimal features with 56.34% confidence from JSON config
[2025-11-25T12:32:49.876833] [DEBUG] [MAG       ] Building data for symbol: UTF with lookback: 0
[2025-11-25T12:32:49.877723] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:49.877861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:49.880322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:49.881149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:49.883961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:49.890280] [DEBUG] [MAG       ] CDRE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:49.913840] [INFO ] [LOCAL     ] AFB: Saved forecast.
[2025-11-25T12:32:49.913930] [INFO ] [main      ] AFB: Signal=1 (Conf=80.0%), Magnitude=-0.91% (Conf=44.3%)
[2025-11-25T12:32:49.914277] [INFO ] [main      ] Fetching symbol history for ODV...
[2025-11-25T12:32:49.914334] [DEBUG] [REMOTE    ] ODV: Fetching historical data.
[2025-11-25T12:32:49.914534] [INFO ] [main      ] Progress: 337/524 forecasts completed (64.3%). AFB finished in 0.6s. ETA: 33.2s. Rate: 338.43 forecasts/min
[2025-11-25T12:32:49.919862] [INFO ] [LOCAL     ] REZI: Saved forecast.
[2025-11-25T12:32:49.920104] [INFO ] [main      ] REZI: Signal=1 (Conf=80.0%), Magnitude=6.50% (Conf=41.3326%)
[2025-11-25T12:32:49.920347] [INFO ] [main      ] Fetching symbol history for AHH...
[2025-11-25T12:32:49.920459] [DEBUG] [REMOTE    ] AHH: Fetching historical data.
[2025-11-25T12:32:49.921241] [INFO ] [main      ] Progress: 338/524 forecasts completed (64.5%). REZI finished in 0.9s. ETA: 32.9s. Rate: 339.39 forecasts/min
[2025-11-25T12:32:49.926474] [DEBUG] [REMOTE    ] ODV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:49.927474] [DEBUG] [LOCAL     ] Loaded configuration for ODV: 1 features, N/A% accuracy
[2025-11-25T12:32:49.927665] [INFO ] [LOCAL     ] ODV: Loaded 1 optimal features with 42.27% confidence from JSON config
[2025-11-25T12:32:49.927767] [DEBUG] [MAG       ] Building data for symbol: ODV with lookback: 0
[2025-11-25T12:32:49.928596] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:49.928745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:49.931166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:49.933404] [DEBUG] [REMOTE    ] AHH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:49.934231] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 8 features, N/A% accuracy
[2025-11-25T12:32:49.934302] [INFO ] [LOCAL     ] AHH: Loaded 8 optimal features with 57.11% confidence from JSON config
[2025-11-25T12:32:49.934342] [DEBUG] [MAG       ] Building data for symbol: AHH with lookback: 0
[2025-11-25T12:32:49.935154] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:49.935233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:49.937000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:49.937556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:49.937982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:49.938920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:49.940597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:49.943567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:32:49.944335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:32:49.950424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:49.991960] [INFO ] [LOCAL     ] CDRE: Saved forecast.
[2025-11-25T12:32:49.992049] [INFO ] [main      ] CDRE: Signal=1 (Conf=80.0%), Magnitude=-1.79% (Conf=55.0302%)
[2025-11-25T12:32:49.992380] [INFO ] [main      ] Fetching symbol history for WU...
[2025-11-25T12:32:49.992436] [DEBUG] [REMOTE    ] WU: Fetching historical data.
[2025-11-25T12:32:49.992728] [INFO ] [main      ] Progress: 339/524 forecasts completed (64.7%). CDRE finished in 0.6s. ETA: 32.6s. Rate: 339.99 forecasts/min
[2025-11-25T12:32:50.005840] [DEBUG] [REMOTE    ] WU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:50.006845] [DEBUG] [LOCAL     ] Loaded configuration for WU: 3 features, N/A% accuracy
[2025-11-25T12:32:50.006914] [INFO ] [LOCAL     ] WU: Loaded 3 optimal features with 50.67% confidence from JSON config
[2025-11-25T12:32:50.006966] [DEBUG] [MAG       ] Building data for symbol: WU with lookback: 0
[2025-11-25T12:32:50.007791] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:50.007858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:50.008764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:50.010046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:50.011166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:50.226105] [DEBUG] [MAG       ] UTF: Last date is validated at 2025-11-24
[2025-11-25T12:32:50.270785] [DEBUG] [MAG       ] ODV: Last date is validated at 2025-11-24
[2025-11-25T12:32:50.305303] [DEBUG] [MAG       ] AHH: Last date is validated at 2025-11-24
[2025-11-25T12:32:50.389894] [DEBUG] [MAG       ] WU: Last date is validated at 2025-11-24
[2025-11-25T12:32:50.408875] [DEBUG] [MAG       ] UTF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:50.452006] [DEBUG] [MAG       ] ODV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:50.479507] [DEBUG] [MAG       ] AHH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:50.489501] [INFO ] [LOCAL     ] UTF: Saved forecast.
[2025-11-25T12:32:50.489600] [INFO ] [main      ] UTF: Signal=1 (Conf=80.0%), Magnitude=1.51% (Conf=56.3356%)
[2025-11-25T12:32:50.489801] [INFO ] [main      ] Fetching symbol history for CBU...
[2025-11-25T12:32:50.489863] [DEBUG] [REMOTE    ] CBU: Fetching historical data.
[2025-11-25T12:32:50.491752] [INFO ] [main      ] Progress: 340/524 forecasts completed (64.9%). UTF finished in 0.6s. ETA: 32.6s. Rate: 338.17 forecasts/min
[2025-11-25T12:32:50.503948] [DEBUG] [REMOTE    ] CBU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:50.504678] [DEBUG] [LOCAL     ] Loaded configuration for CBU: 3 features, N/A% accuracy
[2025-11-25T12:32:50.504810] [INFO ] [LOCAL     ] CBU: Loaded 3 optimal features with 67.36% confidence from JSON config
[2025-11-25T12:32:50.505580] [DEBUG] [MAG       ] Building data for symbol: CBU with lookback: 0
[2025-11-25T12:32:50.506770] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:50.506944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:50.512478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:50.520140] [INFO ] [LOCAL     ] ODV: Saved forecast.
[2025-11-25T12:32:50.520344] [INFO ] [main      ] ODV: Signal=1 (Conf=80.0%), Magnitude=5.96% (Conf=42.2678%)
[2025-11-25T12:32:50.520564] [INFO ] [main      ] Fetching symbol history for SPRU...
[2025-11-25T12:32:50.520689] [DEBUG] [REMOTE    ] SPRU: Fetching historical data.
[2025-11-25T12:32:50.520973] [INFO ] [main      ] Progress: 341/524 forecasts completed (65.1%). ODV finished in 0.6s. ETA: 32.4s. Rate: 339.00 forecasts/min
[2025-11-25T12:32:50.532509] [DEBUG] [REMOTE    ] SPRU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:50.533843] [DEBUG] [LOCAL     ] Loaded configuration for SPRU: 11 features, N/A% accuracy
[2025-11-25T12:32:50.533966] [INFO ] [LOCAL     ] SPRU: Loaded 11 optimal features with 53.29% confidence from JSON config
[2025-11-25T12:32:50.534063] [DEBUG] [MAG       ] Building data for symbol: SPRU with lookback: 0
[2025-11-25T12:32:50.534917] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:32:50.535053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:50.536843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:50.537483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:50.537988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:50.550635] [INFO ] [LOCAL     ] AHH: Saved forecast.
[2025-11-25T12:32:50.550932] [INFO ] [main      ] AHH: Signal=1 (Conf=80.0%), Magnitude=0.14% (Conf=57.1068%)
[2025-11-25T12:32:50.551181] [INFO ] [main      ] Fetching symbol history for GTY...
[2025-11-25T12:32:50.551299] [DEBUG] [REMOTE    ] GTY: Fetching historical data.
[2025-11-25T12:32:50.551917] [INFO ] [main      ] Progress: 342/524 forecasts completed (65.3%). AHH finished in 0.6s. ETA: 32.1s. Rate: 339.82 forecasts/min
[2025-11-25T12:32:50.565429] [DEBUG] [REMOTE    ] GTY: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:50.566430] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 4 features, N/A% accuracy
[2025-11-25T12:32:50.566501] [INFO ] [LOCAL     ] GTY: Loaded 4 optimal features with 59.69% confidence from JSON config
[2025-11-25T12:32:50.566540] [DEBUG] [MAG       ] Building data for symbol: GTY with lookback: 0
[2025-11-25T12:32:50.567418] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:50.567494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:50.572475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:50.574344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:50.574527] [DEBUG] [MAG       ] WU: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:50.574853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:50.575261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:50.575476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:32:50.581567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:50.584180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:50.585537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:50.586059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:50.587253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:50.589016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:50.590149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:32:50.590939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:50.593810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:50.641540] [INFO ] [LOCAL     ] WU: Saved forecast.
[2025-11-25T12:32:50.641818] [INFO ] [main      ] WU: Signal=1 (Conf=80.0%), Magnitude=0.17% (Conf=50.6681%)
[2025-11-25T12:32:50.642233] [INFO ] [main      ] Fetching symbol history for PEG...
[2025-11-25T12:32:50.642353] [DEBUG] [REMOTE    ] PEG: Fetching historical data.
[2025-11-25T12:32:50.642732] [INFO ] [main      ] Progress: 343/524 forecasts completed (65.5%). WU finished in 0.6s. ETA: 31.9s. Rate: 340.30 forecasts/min
[2025-11-25T12:32:50.656463] [DEBUG] [REMOTE    ] PEG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:50.657884] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, N/A% accuracy
[2025-11-25T12:32:50.658012] [INFO ] [LOCAL     ] PEG: Loaded 4 optimal features with 58.50% confidence from JSON config
[2025-11-25T12:32:50.658114] [DEBUG] [MAG       ] Building data for symbol: PEG with lookback: 0
[2025-11-25T12:32:50.658994] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:50.659128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:50.664168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:50.666843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:50.667721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:50.670696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:50.920093] [DEBUG] [MAG       ] GTY: Last date is validated at 2025-11-24
[2025-11-25T12:32:50.937585] [DEBUG] [MAG       ] SPRU: Last date is validated at 2025-11-24
[2025-11-25T12:32:50.984073] [DEBUG] [MAG       ] CBU: Last date is validated at 2025-11-24
[2025-11-25T12:32:51.014272] [DEBUG] [MAG       ] PEG: Last date is validated at 2025-11-24
[2025-11-25T12:32:51.092060] [DEBUG] [MAG       ] GTY: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:51.108469] [DEBUG] [MAG       ] SPRU: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:51.155576] [DEBUG] [MAG       ] CBU: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:51.172495] [INFO ] [LOCAL     ] GTY: Saved forecast.
[2025-11-25T12:32:51.172761] [INFO ] [main      ] GTY: Signal=1 (Conf=80.0%), Magnitude=0.93% (Conf=59.6899%)
[2025-11-25T12:32:51.172982] [INFO ] [main      ] Fetching symbol history for DCI...
[2025-11-25T12:32:51.173099] [DEBUG] [REMOTE    ] DCI: Fetching historical data.
[2025-11-25T12:32:51.174522] [INFO ] [main      ] Progress: 344/524 forecasts completed (65.6%). GTY finished in 0.6s. ETA: 31.9s. Rate: 338.32 forecasts/min
[2025-11-25T12:32:51.185445] [DEBUG] [REMOTE    ] DCI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:51.186770] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, N/A% accuracy
[2025-11-25T12:32:51.186893] [INFO ] [LOCAL     ] DCI: Loaded 1 optimal features with 62.73% confidence from JSON config
[2025-11-25T12:32:51.186989] [DEBUG] [MAG       ] Building data for symbol: DCI with lookback: 0
[2025-11-25T12:32:51.187882] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:51.188012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:51.188154] [INFO ] [LOCAL     ] SPRU: Saved forecast.
[2025-11-25T12:32:51.188393] [INFO ] [main      ] SPRU: Signal=1 (Conf=80.0%), Magnitude=1.85% (Conf=53.2856%)
[2025-11-25T12:32:51.188622] [INFO ] [main      ] Fetching symbol history for OIA...
[2025-11-25T12:32:51.188754] [DEBUG] [REMOTE    ] OIA: Fetching historical data.
[2025-11-25T12:32:51.189718] [INFO ] [main      ] Progress: 345/524 forecasts completed (65.8%). SPRU finished in 0.7s. ETA: 31.7s. Rate: 339.22 forecasts/min
[2025-11-25T12:32:51.189997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:51.192711] [DEBUG] [MAG       ] PEG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:51.199985] [DEBUG] [REMOTE    ] OIA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:51.200993] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, N/A% accuracy
[2025-11-25T12:32:51.201119] [INFO ] [LOCAL     ] OIA: Loaded 2 optimal features with 46.25% confidence from JSON config
[2025-11-25T12:32:51.201217] [DEBUG] [MAG       ] Building data for symbol: OIA with lookback: 0
[2025-11-25T12:32:51.202073] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:51.202203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:51.207166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:51.224117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:51.269048] [INFO ] [LOCAL     ] CBU: Saved forecast.
[2025-11-25T12:32:51.269291] [INFO ] [main      ] CBU: Signal=1 (Conf=80.0%), Magnitude=0.96% (Conf=67.3606%)
[2025-11-25T12:32:51.269523] [INFO ] [main      ] Fetching symbol history for EHC...
[2025-11-25T12:32:51.269662] [DEBUG] [REMOTE    ] EHC: Fetching historical data.
[2025-11-25T12:32:51.270735] [INFO ] [main      ] Progress: 346/524 forecasts completed (66.0%). CBU finished in 0.8s. ETA: 31.4s. Rate: 339.75 forecasts/min
[2025-11-25T12:32:51.283426] [DEBUG] [REMOTE    ] EHC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:51.284468] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 6 features, N/A% accuracy
[2025-11-25T12:32:51.284600] [INFO ] [LOCAL     ] EHC: Loaded 6 optimal features with 46.79% confidence from JSON config
[2025-11-25T12:32:51.284741] [DEBUG] [MAG       ] Building data for symbol: EHC with lookback: 0
[2025-11-25T12:32:51.285667] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:51.285809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:51.310056] [INFO ] [LOCAL     ] PEG: Saved forecast.
[2025-11-25T12:32:51.310175] [INFO ] [main      ] PEG: Signal=1 (Conf=80.0%), Magnitude=1.81% (Conf=58.5019%)
[2025-11-25T12:32:51.310347] [INFO ] [main      ] Fetching symbol history for BDX...
[2025-11-25T12:32:51.310595] [DEBUG] [REMOTE    ] BDX: Fetching historical data.
[2025-11-25T12:32:51.311720] [INFO ] [main      ] Progress: 347/524 forecasts completed (66.2%). PEG finished in 0.7s. ETA: 31.2s. Rate: 340.51 forecasts/min
[2025-11-25T12:32:51.324722] [DEBUG] [REMOTE    ] BDX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:51.325737] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 2 features, N/A% accuracy
[2025-11-25T12:32:51.325862] [INFO ] [LOCAL     ] BDX: Loaded 2 optimal features with 60.60% confidence from JSON config
[2025-11-25T12:32:51.325962] [DEBUG] [MAG       ] Building data for symbol: BDX with lookback: 0
[2025-11-25T12:32:51.326815] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:51.326944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:51.327971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:51.330711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:51.410468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:51.463603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:51.465616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:51.466206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:51.467429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:32:51.469669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:51.534013] [DEBUG] [MAG       ] DCI: Last date is validated at 2025-11-24
[2025-11-25T12:32:51.567537] [DEBUG] [MAG       ] OIA: Last date is validated at 2025-11-24
[2025-11-25T12:32:51.687963] [DEBUG] [MAG       ] BDX: Last date is validated at 2025-11-24
[2025-11-25T12:32:51.705696] [DEBUG] [MAG       ] DCI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:51.739932] [DEBUG] [MAG       ] OIA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:51.804474] [INFO ] [LOCAL     ] OIA: Saved forecast.
[2025-11-25T12:32:51.804728] [INFO ] [main      ] OIA: Signal=1 (Conf=80.0%), Magnitude=0.44% (Conf=46.2485%)
[2025-11-25T12:32:51.805139] [INFO ] [main      ] Fetching symbol history for HBB...
[2025-11-25T12:32:51.805269] [DEBUG] [REMOTE    ] HBB: Fetching historical data.
[2025-11-25T12:32:51.805318] [INFO ] [main      ] Progress: 348/524 forecasts completed (66.4%). OIA finished in 0.6s. ETA: 31.2s. Rate: 338.75 forecasts/min
[2025-11-25T12:32:51.808438] [INFO ] [LOCAL     ] DCI: Saved forecast.
[2025-11-25T12:32:51.808691] [INFO ] [main      ] DCI: Signal=1 (Conf=80.0%), Magnitude=0.10% (Conf=62.726%)
[2025-11-25T12:32:51.809112] [INFO ] [main      ] Progress: 349/524 forecasts completed (66.6%). DCI finished in 0.6s. ETA: 30.9s. Rate: 339.71 forecasts/min
[2025-11-25T12:32:51.809312] [INFO ] [main      ] Fetching symbol history for EL...
[2025-11-25T12:32:51.809414] [DEBUG] [REMOTE    ] EL: Fetching historical data.
[2025-11-25T12:32:51.815240] [DEBUG] [MAG       ] EHC: Last date is validated at 2025-11-24
[2025-11-25T12:32:51.818275] [DEBUG] [REMOTE    ] HBB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:51.819616] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 4 features, N/A% accuracy
[2025-11-25T12:32:51.819792] [INFO ] [LOCAL     ] HBB: Loaded 4 optimal features with 46.67% confidence from JSON config
[2025-11-25T12:32:51.819913] [DEBUG] [MAG       ] Building data for symbol: HBB with lookback: 0
[2025-11-25T12:32:51.820803] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:51.820936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:51.822743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:51.822720] [DEBUG] [REMOTE    ] EL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:51.823330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:51.823847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:51.823985] [DEBUG] [LOCAL     ] Loaded configuration for EL: 6 features, N/A% accuracy
[2025-11-25T12:32:51.824052] [INFO ] [LOCAL     ] EL: Loaded 6 optimal features with 56.13% confidence from JSON config
[2025-11-25T12:32:51.824091] [DEBUG] [MAG       ] Building data for symbol: EL with lookback: 0
[2025-11-25T12:32:51.824755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:51.824924] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:51.824997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:51.830031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:51.865669] [DEBUG] [MAG       ] BDX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:51.888314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:51.890639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:51.891971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:51.892872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:32:51.896953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:51.985969] [DEBUG] [MAG       ] EHC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:52.012576] [INFO ] [LOCAL     ] BDX: Saved forecast.
[2025-11-25T12:32:52.012853] [INFO ] [main      ] BDX: Signal=1 (Conf=80.0%), Magnitude=-2.14% (Conf=60.5975%)
[2025-11-25T12:32:52.013278] [INFO ] [main      ] Fetching symbol history for SFB...
[2025-11-25T12:32:52.013399] [DEBUG] [REMOTE    ] SFB: Fetching historical data.
[2025-11-25T12:32:52.013767] [INFO ] [main      ] Progress: 350/524 forecasts completed (66.8%). BDX finished in 0.7s. ETA: 30.7s. Rate: 339.55 forecasts/min
[2025-11-25T12:32:52.027235] [DEBUG] [REMOTE    ] SFB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:52.028449] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 5 features, N/A% accuracy
[2025-11-25T12:32:52.028518] [INFO ] [LOCAL     ] SFB: Loaded 5 optimal features with 60.73% confidence from JSON config
[2025-11-25T12:32:52.028557] [DEBUG] [MAG       ] Building data for symbol: SFB with lookback: 0
[2025-11-25T12:32:52.029389] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:52.029467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:52.034603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:52.036515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:52.037096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:52.083467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:32:52.084915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:52.110971] [INFO ] [LOCAL     ] EHC: Saved forecast.
[2025-11-25T12:32:52.111066] [INFO ] [main      ] EHC: Signal=1 (Conf=80.0%), Magnitude=-2.58% (Conf=46.791%)
[2025-11-25T12:32:52.111232] [INFO ] [main      ] Fetching symbol history for FAF...
[2025-11-25T12:32:52.111286] [DEBUG] [REMOTE    ] FAF: Fetching historical data.
[2025-11-25T12:32:52.112735] [INFO ] [main      ] Progress: 351/524 forecasts completed (67.0%). EHC finished in 0.8s. ETA: 30.5s. Rate: 339.98 forecasts/min
[2025-11-25T12:32:52.125373] [DEBUG] [REMOTE    ] FAF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:52.126923] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 6 features, N/A% accuracy
[2025-11-25T12:32:52.126992] [INFO ] [LOCAL     ] FAF: Loaded 6 optimal features with 57.98% confidence from JSON config
[2025-11-25T12:32:52.127069] [DEBUG] [MAG       ] Building data for symbol: FAF with lookback: 0
[2025-11-25T12:32:52.127910] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:52.127986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:52.129801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:52.130329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:52.130828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:52.131281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:52.134185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:52.135256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:52.169842] [DEBUG] [MAG       ] HBB: Last date is validated at 2025-11-24
[2025-11-25T12:32:52.266932] [DEBUG] [MAG       ] EL: Last date is validated at 2025-11-24
[2025-11-25T12:32:52.340966] [DEBUG] [MAG       ] HBB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:52.440396] [DEBUG] [MAG       ] EL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:52.442716] [DEBUG] [MAG       ] SFB: Last date is validated at 2025-11-24
[2025-11-25T12:32:52.443284] [INFO ] [LOCAL     ] HBB: Saved forecast.
[2025-11-25T12:32:52.443528] [INFO ] [main      ] HBB: Signal=1 (Conf=80.0%), Magnitude=2.57% (Conf=46.6703%)
[2025-11-25T12:32:52.443951] [INFO ] [main      ] Fetching symbol history for NDMO...
[2025-11-25T12:32:52.444068] [DEBUG] [REMOTE    ] NDMO: Fetching historical data.
[2025-11-25T12:32:52.444102] [INFO ] [main      ] Progress: 352/524 forecasts completed (67.2%). HBB finished in 0.6s. ETA: 30.4s. Rate: 339.13 forecasts/min
[2025-11-25T12:32:52.457781] [DEBUG] [REMOTE    ] NDMO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:52.459096] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 10 features, N/A% accuracy
[2025-11-25T12:32:52.459243] [INFO ] [LOCAL     ] NDMO: Loaded 10 optimal features with 40.85% confidence from JSON config
[2025-11-25T12:32:52.459340] [DEBUG] [MAG       ] Building data for symbol: NDMO with lookback: 0
[2025-11-25T12:32:52.460205] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:32:52.460345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:52.465447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:52.467426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:52.468032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:52.468671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:52.477357] [DEBUG] [MAG       ] FAF: Last date is validated at 2025-11-24
[2025-11-25T12:32:52.513581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:52.572437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:52.575831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:52.576432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:52.577635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:32:52.579840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:52.594438] [INFO ] [LOCAL     ] EL: Saved forecast.
[2025-11-25T12:32:52.594624] [INFO ] [main      ] EL: Signal=1 (Conf=80.0%), Magnitude=4.89% (Conf=56.1343%)
[2025-11-25T12:32:52.594856] [INFO ] [main      ] Fetching symbol history for DEO...
[2025-11-25T12:32:52.595252] [INFO ] [main      ] Progress: 353/524 forecasts completed (67.4%). EL finished in 0.8s. ETA: 30.2s. Rate: 339.27 forecasts/min
[2025-11-25T12:32:52.595180] [DEBUG] [REMOTE    ] DEO: Fetching historical data.
[2025-11-25T12:32:52.608369] [DEBUG] [REMOTE    ] DEO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:52.609451] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 4 features, N/A% accuracy
[2025-11-25T12:32:52.609530] [INFO ] [LOCAL     ] DEO: Loaded 4 optimal features with 51.82% confidence from JSON config
[2025-11-25T12:32:52.609614] [DEBUG] [MAG       ] Building data for symbol: DEO with lookback: 0
[2025-11-25T12:32:52.610635] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:52.610785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:52.616414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:52.618393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:52.618966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:52.620136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:52.625243] [DEBUG] [MAG       ] SFB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:52.651666] [DEBUG] [MAG       ] FAF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:52.702885] [INFO ] [LOCAL     ] SFB: Saved forecast.
[2025-11-25T12:32:52.702985] [INFO ] [main      ] SFB: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=60.7329%)
[2025-11-25T12:32:52.703358] [INFO ] [main      ] Fetching symbol history for IFS...
[2025-11-25T12:32:52.703417] [DEBUG] [REMOTE    ] IFS: Fetching historical data.
[2025-11-25T12:32:52.703747] [INFO ] [main      ] Progress: 354/524 forecasts completed (67.6%). SFB finished in 0.7s. ETA: 30.0s. Rate: 339.64 forecasts/min
[2025-11-25T12:32:52.719055] [DEBUG] [REMOTE    ] IFS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:52.720829] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 2 features, N/A% accuracy
[2025-11-25T12:32:52.720972] [INFO ] [LOCAL     ] IFS: Loaded 2 optimal features with 62.40% confidence from JSON config
[2025-11-25T12:32:52.721075] [DEBUG] [MAG       ] Building data for symbol: IFS with lookback: 0
[2025-11-25T12:32:52.722045] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:52.722159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:52.727633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:52.729747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:52.757393] [INFO ] [LOCAL     ] FAF: Saved forecast.
[2025-11-25T12:32:52.757669] [INFO ] [main      ] FAF: Signal=1 (Conf=80.0%), Magnitude=-0.71% (Conf=57.9757%)
[2025-11-25T12:32:52.757913] [INFO ] [main      ] Fetching symbol history for TWI...
[2025-11-25T12:32:52.758033] [DEBUG] [REMOTE    ] TWI: Fetching historical data.
[2025-11-25T12:32:52.759742] [INFO ] [main      ] Progress: 355/524 forecasts completed (67.7%). FAF finished in 0.6s. ETA: 29.8s. Rate: 340.30 forecasts/min
[2025-11-25T12:32:52.772940] [DEBUG] [REMOTE    ] TWI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:52.773979] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 5 features, N/A% accuracy
[2025-11-25T12:32:52.774106] [INFO ] [LOCAL     ] TWI: Loaded 5 optimal features with 50.26% confidence from JSON config
[2025-11-25T12:32:52.774219] [DEBUG] [MAG       ] Building data for symbol: TWI with lookback: 0
[2025-11-25T12:32:52.775096] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:52.775243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:52.777192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:52.777831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:52.778333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:52.779177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:52.783737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:52.932830] [DEBUG] [MAG       ] NDMO: Last date is validated at 2025-11-24
[2025-11-25T12:32:52.981403] [DEBUG] [MAG       ] DEO: Last date is validated at 2025-11-24
[2025-11-25T12:32:53.089616] [DEBUG] [MAG       ] IFS: Last date is validated at 2025-11-24
[2025-11-25T12:32:53.106813] [DEBUG] [MAG       ] NDMO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:53.127678] [DEBUG] [MAG       ] TWI: Last date is validated at 2025-11-24
[2025-11-25T12:32:53.151061] [DEBUG] [MAG       ] DEO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:53.180250] [INFO ] [LOCAL     ] NDMO: Saved forecast.
[2025-11-25T12:32:53.180503] [INFO ] [main      ] NDMO: Signal=1 (Conf=80.0%), Magnitude=0.35% (Conf=40.8462%)
[2025-11-25T12:32:53.180751] [INFO ] [main      ] Fetching symbol history for ALLY...
[2025-11-25T12:32:53.181053] [DEBUG] [REMOTE    ] ALLY: Fetching historical data.
[2025-11-25T12:32:53.181167] [INFO ] [main      ] Progress: 356/524 forecasts completed (67.9%). NDMO finished in 0.7s. ETA: 29.7s. Rate: 338.97 forecasts/min
[2025-11-25T12:32:53.193815] [DEBUG] [REMOTE    ] ALLY: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:53.195096] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 5 features, N/A% accuracy
[2025-11-25T12:32:53.195173] [INFO ] [LOCAL     ] ALLY: Loaded 5 optimal features with 61.71% confidence from JSON config
[2025-11-25T12:32:53.195250] [DEBUG] [MAG       ] Building data for symbol: ALLY with lookback: 0
[2025-11-25T12:32:53.196125] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:53.196215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:53.201335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:53.203323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:53.203883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:53.204317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:53.261680] [DEBUG] [MAG       ] IFS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:53.265530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:53.268976] [INFO ] [LOCAL     ] DEO: Saved forecast.
[2025-11-25T12:32:53.269222] [INFO ] [main      ] DEO: Signal=1 (Conf=80.0%), Magnitude=-3.04% (Conf=51.8245%)
[2025-11-25T12:32:53.269444] [INFO ] [main      ] Fetching symbol history for TWO...
[2025-11-25T12:32:53.269724] [DEBUG] [REMOTE    ] TWO: Fetching historical data.
[2025-11-25T12:32:53.270621] [INFO ] [main      ] Progress: 357/524 forecasts completed (68.1%). DEO finished in 0.7s. ETA: 29.5s. Rate: 339.44 forecasts/min
[2025-11-25T12:32:53.282527] [DEBUG] [REMOTE    ] TWO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:53.283431] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 5 features, N/A% accuracy
[2025-11-25T12:32:53.283502] [INFO ] [LOCAL     ] TWO: Loaded 5 optimal features with 61.60% confidence from JSON config
[2025-11-25T12:32:53.283539] [DEBUG] [MAG       ] Building data for symbol: TWO with lookback: 0
[2025-11-25T12:32:53.284341] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:53.284417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:53.289333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:53.291910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:53.292723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:53.293428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:53.296352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:53.299839] [DEBUG] [MAG       ] TWI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:53.345119] [INFO ] [LOCAL     ] IFS: Saved forecast.
[2025-11-25T12:32:53.345215] [INFO ] [main      ] IFS: Signal=1 (Conf=80.0%), Magnitude=0.68% (Conf=62.4004%)
[2025-11-25T12:32:53.345410] [INFO ] [main      ] Fetching symbol history for FIS...
[2025-11-25T12:32:53.345609] [DEBUG] [REMOTE    ] FIS: Fetching historical data.
[2025-11-25T12:32:53.345916] [INFO ] [main      ] Progress: 358/524 forecasts completed (68.3%). IFS finished in 0.6s. ETA: 29.3s. Rate: 339.99 forecasts/min
[2025-11-25T12:32:53.359417] [DEBUG] [REMOTE    ] FIS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:53.360484] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 4 features, N/A% accuracy
[2025-11-25T12:32:53.360606] [INFO ] [LOCAL     ] FIS: Loaded 4 optimal features with 50.30% confidence from JSON config
[2025-11-25T12:32:53.360729] [DEBUG] [MAG       ] Building data for symbol: FIS with lookback: 0
[2025-11-25T12:32:53.361542] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:53.361691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:53.366710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:53.367672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:53.379064] [INFO ] [LOCAL     ] TWI: Saved forecast.
[2025-11-25T12:32:53.379335] [INFO ] [main      ] TWI: Signal=1 (Conf=80.0%), Magnitude=3.57% (Conf=50.2561%)
[2025-11-25T12:32:53.379570] [INFO ] [main      ] Fetching symbol history for SFBS...
[2025-11-25T12:32:53.379704] [DEBUG] [REMOTE    ] SFBS: Fetching historical data.
[2025-11-25T12:32:53.379906] [INFO ] [main      ] Progress: 359/524 forecasts completed (68.5%). TWI finished in 0.6s. ETA: 29.1s. Rate: 340.76 forecasts/min
[2025-11-25T12:32:53.393447] [DEBUG] [REMOTE    ] SFBS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:53.394422] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 6 features, N/A% accuracy
[2025-11-25T12:32:53.394555] [INFO ] [LOCAL     ] SFBS: Loaded 6 optimal features with 40.01% confidence from JSON config
[2025-11-25T12:32:53.394683] [DEBUG] [MAG       ] Building data for symbol: SFBS with lookback: 0
[2025-11-25T12:32:53.395554] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:53.395712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:53.400785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:53.402766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:53.403356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:53.405825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:53.424199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:53.425689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:53.534617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:53.536117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:53.625310] [DEBUG] [MAG       ] ALLY: Last date is validated at 2025-11-24
[2025-11-25T12:32:53.674964] [DEBUG] [MAG       ] TWO: Last date is validated at 2025-11-24
[2025-11-25T12:32:53.771292] [DEBUG] [MAG       ] FIS: Last date is validated at 2025-11-24
[2025-11-25T12:32:53.799615] [DEBUG] [MAG       ] ALLY: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:53.858192] [DEBUG] [MAG       ] TWO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:53.885022] [DEBUG] [MAG       ] SFBS: Last date is validated at 2025-11-24
[2025-11-25T12:32:53.904929] [INFO ] [LOCAL     ] ALLY: Saved forecast.
[2025-11-25T12:32:53.905212] [INFO ] [main      ] ALLY: Signal=1 (Conf=80.0%), Magnitude=-0.10% (Conf=61.7072%)
[2025-11-25T12:32:53.905619] [INFO ] [main      ] Fetching symbol history for LC...
[2025-11-25T12:32:53.905789] [DEBUG] [REMOTE    ] LC: Fetching historical data.
[2025-11-25T12:32:53.905686] [INFO ] [main      ] Progress: 360/524 forecasts completed (68.7%). ALLY finished in 0.7s. ETA: 29.0s. Rate: 338.89 forecasts/min
[2025-11-25T12:32:53.917437] [DEBUG] [REMOTE    ] LC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:53.918598] [DEBUG] [LOCAL     ] Loaded configuration for LC: 5 features, N/A% accuracy
[2025-11-25T12:32:53.918750] [INFO ] [LOCAL     ] LC: Loaded 5 optimal features with 58.50% confidence from JSON config
[2025-11-25T12:32:53.918807] [DEBUG] [MAG       ] Building data for symbol: LC with lookback: 0
[2025-11-25T12:32:53.919633] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:53.919785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:53.921574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:53.922157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:53.922592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:53.923465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:53.924089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:53.933294] [INFO ] [LOCAL     ] TWO: Saved forecast.
[2025-11-25T12:32:53.933417] [INFO ] [main      ] TWO: Signal=1 (Conf=80.0%), Magnitude=0.41% (Conf=61.5979%)
[2025-11-25T12:32:53.933796] [INFO ] [main      ] Progress: 361/524 forecasts completed (68.9%). TWO finished in 0.7s. ETA: 28.8s. Rate: 339.68 forecasts/min
[2025-11-25T12:32:53.934070] [INFO ] [main      ] Fetching symbol history for SB...
[2025-11-25T12:32:53.934179] [DEBUG] [REMOTE    ] SB: Fetching historical data.
[2025-11-25T12:32:53.941924] [DEBUG] [MAG       ] FIS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:53.947029] [DEBUG] [REMOTE    ] SB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:53.948432] [DEBUG] [LOCAL     ] Loaded configuration for SB: 4 features, N/A% accuracy
[2025-11-25T12:32:53.948558] [INFO ] [LOCAL     ] SB: Loaded 4 optimal features with 54.07% confidence from JSON config
[2025-11-25T12:32:53.948675] [DEBUG] [MAG       ] Building data for symbol: SB with lookback: 0
[2025-11-25T12:32:53.949590] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:53.949745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:53.994979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:54.053698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:32:54.056190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:54.057497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:54.057733] [INFO ] [LOCAL     ] FIS: Saved forecast.
[2025-11-25T12:32:54.058012] [INFO ] [main      ] FIS: Signal=1 (Conf=80.0%), Magnitude=0.60% (Conf=50.2973%)
[2025-11-25T12:32:54.058253] [INFO ] [main      ] Fetching symbol history for LVS...
[2025-11-25T12:32:54.058265] [DEBUG] [MAG       ] SFBS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:54.058418] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T12:32:54.058920] [INFO ] [main      ] Progress: 362/524 forecasts completed (69.1%). FIS finished in 0.7s. ETA: 28.6s. Rate: 339.95 forecasts/min
[2025-11-25T12:32:54.072744] [DEBUG] [REMOTE    ] LVS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:54.073591] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 4 features, N/A% accuracy
[2025-11-25T12:32:54.073736] [INFO ] [LOCAL     ] LVS: Loaded 4 optimal features with 52.17% confidence from JSON config
[2025-11-25T12:32:54.073838] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 0
[2025-11-25T12:32:54.074729] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:54.074905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:54.080112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:54.181509] [INFO ] [LOCAL     ] SFBS: Saved forecast.
[2025-11-25T12:32:54.181794] [INFO ] [main      ] SFBS: Signal=1 (Conf=80.0%), Magnitude=1.46% (Conf=40.0065%)
[2025-11-25T12:32:54.182027] [INFO ] [main      ] Fetching symbol history for BGH...
[2025-11-25T12:32:54.182151] [DEBUG] [REMOTE    ] BGH: Fetching historical data.
[2025-11-25T12:32:54.183000] [INFO ] [main      ] Progress: 363/524 forecasts completed (69.3%). SFBS finished in 0.8s. ETA: 28.4s. Rate: 340.23 forecasts/min
[2025-11-25T12:32:54.196531] [DEBUG] [REMOTE    ] BGH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:54.197549] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, N/A% accuracy
[2025-11-25T12:32:54.197699] [INFO ] [LOCAL     ] BGH: Loaded 2 optimal features with 51.18% confidence from JSON config
[2025-11-25T12:32:54.197808] [DEBUG] [MAG       ] Building data for symbol: BGH with lookback: 0
[2025-11-25T12:32:54.198702] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:54.198840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:54.211530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:54.213540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:54.214384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:54.243028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:54.244238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:54.279938] [DEBUG] [MAG       ] LC: Last date is validated at 2025-11-24
[2025-11-25T12:32:54.408855] [DEBUG] [MAG       ] SB: Last date is validated at 2025-11-24
[2025-11-25T12:32:54.452064] [DEBUG] [MAG       ] LC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:54.534782] [INFO ] [LOCAL     ] LC: Saved forecast.
[2025-11-25T12:32:54.534888] [INFO ] [main      ] LC: Signal=1 (Conf=80.0%), Magnitude=5.13% (Conf=58.5039%)
[2025-11-25T12:32:54.535350] [INFO ] [main      ] Fetching symbol history for OMC...
[2025-11-25T12:32:54.535420] [DEBUG] [REMOTE    ] OMC: Fetching historical data.
[2025-11-25T12:32:54.535569] [INFO ] [main      ] Progress: 364/524 forecasts completed (69.5%). LC finished in 0.6s. ETA: 28.3s. Rate: 339.30 forecasts/min
[2025-11-25T12:32:54.547521] [DEBUG] [REMOTE    ] OMC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:54.548572] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 6 features, N/A% accuracy
[2025-11-25T12:32:54.548717] [INFO ] [LOCAL     ] OMC: Loaded 6 optimal features with 53.21% confidence from JSON config
[2025-11-25T12:32:54.548816] [DEBUG] [MAG       ] Building data for symbol: OMC with lookback: 0
[2025-11-25T12:32:54.549637] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:54.549787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:54.554663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:54.555485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:54.557919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:54.560452] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-24
[2025-11-25T12:32:54.579388] [DEBUG] [MAG       ] SB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:54.590820] [DEBUG] [MAG       ] BGH: Last date is validated at 2025-11-24
[2025-11-25T12:32:54.614616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:54.615489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:54.619905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:54.645495] [INFO ] [LOCAL     ] SB: Saved forecast.
[2025-11-25T12:32:54.645754] [INFO ] [main      ] SB: Signal=1 (Conf=80.0%), Magnitude=3.91% (Conf=54.0689%)
[2025-11-25T12:32:54.646153] [INFO ] [main      ] Progress: 365/524 forecasts completed (69.7%). SB finished in 0.7s. ETA: 28.1s. Rate: 339.65 forecasts/min
[2025-11-25T12:32:54.646337] [INFO ] [main      ] Fetching symbol history for NMR...
[2025-11-25T12:32:54.646439] [DEBUG] [REMOTE    ] NMR: Fetching historical data.
[2025-11-25T12:32:54.658685] [DEBUG] [REMOTE    ] NMR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:54.659890] [DEBUG] [LOCAL     ] Loaded configuration for NMR: 2 features, N/A% accuracy
[2025-11-25T12:32:54.659964] [INFO ] [LOCAL     ] NMR: Loaded 2 optimal features with 48.29% confidence from JSON config
[2025-11-25T12:32:54.660069] [DEBUG] [MAG       ] Building data for symbol: NMR with lookback: 0
[2025-11-25T12:32:54.660981] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:32:54.661063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:54.662864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:54.663462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:54.733544] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:54.763321] [DEBUG] [MAG       ] BGH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:54.826592] [INFO ] [LOCAL     ] BGH: Saved forecast.
[2025-11-25T12:32:54.826852] [INFO ] [main      ] BGH: Signal=1 (Conf=80.0%), Magnitude=0.35% (Conf=51.1837%)
[2025-11-25T12:32:54.827114] [INFO ] [main      ] Fetching symbol history for RVTY...
[2025-11-25T12:32:54.827237] [DEBUG] [REMOTE    ] RVTY: Fetching historical data.
[2025-11-25T12:32:54.827944] [INFO ] [main      ] Progress: 366/524 forecasts completed (69.8%). BGH finished in 0.6s. ETA: 27.9s. Rate: 339.62 forecasts/min
[2025-11-25T12:32:54.841340] [DEBUG] [REMOTE    ] RVTY: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:54.841929] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 3 features, N/A% accuracy
[2025-11-25T12:32:54.842057] [INFO ] [LOCAL     ] RVTY: Loaded 3 optimal features with 63.12% confidence from JSON config
[2025-11-25T12:32:54.842166] [DEBUG] [MAG       ] Building data for symbol: RVTY with lookback: 0
[2025-11-25T12:32:54.843007] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:54.843146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:54.844350] [INFO ] [LOCAL     ] LVS: Saved forecast.
[2025-11-25T12:32:54.844596] [INFO ] [main      ] LVS: Signal=1 (Conf=80.0%), Magnitude=1.11% (Conf=52.1725%)
[2025-11-25T12:32:54.845017] [INFO ] [main      ] Progress: 367/524 forecasts completed (70.0%). LVS finished in 0.8s. ETA: 27.7s. Rate: 340.46 forecasts/min
[2025-11-25T12:32:54.845211] [INFO ] [main      ] Fetching symbol history for BRO...
[2025-11-25T12:32:54.845317] [DEBUG] [REMOTE    ] BRO: Fetching historical data.
[2025-11-25T12:32:54.859740] [DEBUG] [REMOTE    ] BRO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:54.861052] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 10 features, N/A% accuracy
[2025-11-25T12:32:54.861184] [INFO ] [LOCAL     ] BRO: Loaded 10 optimal features with 63.64% confidence from JSON config
[2025-11-25T12:32:54.861284] [DEBUG] [MAG       ] Building data for symbol: BRO with lookback: 0
[2025-11-25T12:32:54.862314] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:32:54.862471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:54.864452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:54.865227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:54.865768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:54.866620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:54.867610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:54.869485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:54.870862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:54.872974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:54.874286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:54.876634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:54.959941] [DEBUG] [MAG       ] OMC: Last date is validated at 2025-11-24
[2025-11-25T12:32:54.967320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:54.968692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:54.984810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:55.016661] [DEBUG] [MAG       ] NMR: Last date is validated at 2025-11-24
[2025-11-25T12:32:55.131637] [DEBUG] [MAG       ] OMC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:55.190238] [DEBUG] [MAG       ] NMR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:55.226475] [DEBUG] [MAG       ] BRO: Last date is validated at 2025-11-24
[2025-11-25T12:32:55.253546] [INFO ] [LOCAL     ] OMC: Saved forecast.
[2025-11-25T12:32:55.253802] [INFO ] [main      ] OMC: Signal=1 (Conf=80.0%), Magnitude=-2.25% (Conf=53.2058%)
[2025-11-25T12:32:55.254206] [INFO ] [main      ] Fetching symbol history for DMB...
[2025-11-25T12:32:55.254318] [DEBUG] [REMOTE    ] DMB: Fetching historical data.
[2025-11-25T12:32:55.254839] [INFO ] [main      ] Progress: 368/524 forecasts completed (70.2%). OMC finished in 0.7s. ETA: 27.6s. Rate: 339.24 forecasts/min
[2025-11-25T12:32:55.259383] [INFO ] [LOCAL     ] NMR: Saved forecast.
[2025-11-25T12:32:55.259614] [INFO ] [main      ] NMR: Signal=1 (Conf=80.0%), Magnitude=3.46% (Conf=48.2856%)
[2025-11-25T12:32:55.259859] [INFO ] [main      ] Fetching symbol history for ETB...
[2025-11-25T12:32:55.259970] [DEBUG] [REMOTE    ] ETB: Fetching historical data.
[2025-11-25T12:32:55.261943] [INFO ] [main      ] Progress: 369/524 forecasts completed (70.4%). NMR finished in 0.6s. ETA: 27.3s. Rate: 340.12 forecasts/min
[2025-11-25T12:32:55.266336] [DEBUG] [REMOTE    ] DMB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:55.267372] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 5 features, N/A% accuracy
[2025-11-25T12:32:55.267455] [INFO ] [LOCAL     ] DMB: Loaded 5 optimal features with 46.64% confidence from JSON config
[2025-11-25T12:32:55.267504] [DEBUG] [MAG       ] Building data for symbol: DMB with lookback: 0
[2025-11-25T12:32:55.268311] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:55.268401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:55.273239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:55.273408] [DEBUG] [REMOTE    ] ETB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:55.274406] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 1 features, N/A% accuracy
[2025-11-25T12:32:55.274537] [INFO ] [LOCAL     ] ETB: Loaded 1 optimal features with 48.48% confidence from JSON config
[2025-11-25T12:32:55.274635] [DEBUG] [MAG       ] Building data for symbol: ETB with lookback: 0
[2025-11-25T12:32:55.275534] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:55.275689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:55.276524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:55.277768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:32:55.279844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:55.281038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:32:55.282686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:55.322796] [DEBUG] [MAG       ] RVTY: Last date is validated at 2025-11-24
[2025-11-25T12:32:55.403752] [DEBUG] [MAG       ] BRO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:55.494346] [DEBUG] [MAG       ] RVTY: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:55.532849] [INFO ] [LOCAL     ] BRO: Saved forecast.
[2025-11-25T12:32:55.533093] [INFO ] [main      ] BRO: Signal=1 (Conf=80.0%), Magnitude=0.88% (Conf=63.6377%)
[2025-11-25T12:32:55.533319] [INFO ] [main      ] Fetching symbol history for FPI...
[2025-11-25T12:32:55.533432] [DEBUG] [REMOTE    ] FPI: Fetching historical data.
[2025-11-25T12:32:55.533937] [INFO ] [main      ] Progress: 370/524 forecasts completed (70.6%). BRO finished in 0.7s. ETA: 27.2s. Rate: 339.62 forecasts/min
[2025-11-25T12:32:55.546621] [DEBUG] [REMOTE    ] FPI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:55.547861] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 3 features, N/A% accuracy
[2025-11-25T12:32:55.547988] [INFO ] [LOCAL     ] FPI: Loaded 3 optimal features with 56.29% confidence from JSON config
[2025-11-25T12:32:55.548090] [DEBUG] [MAG       ] Building data for symbol: FPI with lookback: 0
[2025-11-25T12:32:55.549001] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:55.549136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:55.554265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:55.555693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:32:55.557668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:55.614585] [INFO ] [LOCAL     ] RVTY: Saved forecast.
[2025-11-25T12:32:55.614708] [INFO ] [main      ] RVTY: Signal=1 (Conf=80.0%), Magnitude=3.32% (Conf=63.1233%)
[2025-11-25T12:32:55.614911] [INFO ] [main      ] Fetching symbol history for SDHY...
[2025-11-25T12:32:55.615116] [DEBUG] [REMOTE    ] SDHY: Fetching historical data.
[2025-11-25T12:32:55.615953] [INFO ] [main      ] Progress: 371/524 forecasts completed (70.8%). RVTY finished in 0.8s. ETA: 27.0s. Rate: 340.11 forecasts/min
[2025-11-25T12:32:55.623245] [DEBUG] [MAG       ] ETB: Last date is validated at 2025-11-24
[2025-11-25T12:32:55.627269] [DEBUG] [MAG       ] DMB: Last date is validated at 2025-11-24
[2025-11-25T12:32:55.630878] [DEBUG] [REMOTE    ] SDHY: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:55.631635] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 5 features, N/A% accuracy
[2025-11-25T12:32:55.631717] [INFO ] [LOCAL     ] SDHY: Loaded 5 optimal features with 49.99% confidence from JSON config
[2025-11-25T12:32:55.631755] [DEBUG] [MAG       ] Building data for symbol: SDHY with lookback: 0
[2025-11-25T12:32:55.632521] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:55.632590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:55.634500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:55.635129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:55.635631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:55.636477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:55.638934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:55.794535] [DEBUG] [MAG       ] ETB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:55.798637] [DEBUG] [MAG       ] DMB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:55.853760] [INFO ] [LOCAL     ] ETB: Saved forecast.
[2025-11-25T12:32:55.854009] [INFO ] [main      ] ETB: Signal=1 (Conf=80.0%), Magnitude=0.55% (Conf=48.4816%)
[2025-11-25T12:32:55.854393] [INFO ] [main      ] Progress: 372/524 forecasts completed (71.0%). ETB finished in 0.6s. ETA: 26.8s. Rate: 339.79 forecasts/min
[2025-11-25T12:32:55.854572] [INFO ] [main      ] Fetching symbol history for NCA...
[2025-11-25T12:32:55.854691] [DEBUG] [REMOTE    ] NCA: Fetching historical data.
[2025-11-25T12:32:55.867570] [DEBUG] [REMOTE    ] NCA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:55.868680] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 9 features, N/A% accuracy
[2025-11-25T12:32:55.868804] [INFO ] [LOCAL     ] NCA: Loaded 9 optimal features with 26.18% confidence from JSON config
[2025-11-25T12:32:55.868861] [DEBUG] [MAG       ] Building data for symbol: NCA with lookback: 0
[2025-11-25T12:32:55.868750] [INFO ] [LOCAL     ] DMB: Saved forecast.
[2025-11-25T12:32:55.868977] [INFO ] [main      ] DMB: Signal=1 (Conf=80.0%), Magnitude=-0.03% (Conf=46.6403%)
[2025-11-25T12:32:55.869393] [INFO ] [main      ] Fetching symbol history for FMC...
[2025-11-25T12:32:55.869507] [DEBUG] [REMOTE    ] FMC: Fetching historical data.
[2025-11-25T12:32:55.869679] [INFO ] [main      ] Progress: 373/524 forecasts completed (71.2%). DMB finished in 0.6s. ETA: 26.6s. Rate: 340.63 forecasts/min
[2025-11-25T12:32:55.870027] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:32:55.870166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:55.875059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:55.876928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:55.877554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:55.878579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:55.880637] [DEBUG] [REMOTE    ] FMC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:55.881665] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 1 features, N/A% accuracy
[2025-11-25T12:32:55.881786] [INFO ] [LOCAL     ] FMC: Loaded 1 optimal features with 39.48% confidence from JSON config
[2025-11-25T12:32:55.881882] [DEBUG] [MAG       ] Building data for symbol: FMC with lookback: 0
[2025-11-25T12:32:55.882705] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:55.882838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:55.888155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:55.901757] [DEBUG] [MAG       ] FPI: Last date is validated at 2025-11-24
[2025-11-25T12:32:55.977350] [DEBUG] [MAG       ] SDHY: Last date is validated at 2025-11-24
[2025-11-25T12:32:56.004676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:56.007770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:56.027632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:56.028978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:32:56.030248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:56.072266] [DEBUG] [MAG       ] FPI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:56.141554] [INFO ] [LOCAL     ] FPI: Saved forecast.
[2025-11-25T12:32:56.141815] [INFO ] [main      ] FPI: Signal=1 (Conf=80.0%), Magnitude=0.43% (Conf=56.2921%)
[2025-11-25T12:32:56.142063] [INFO ] [main      ] Fetching symbol history for VKQ...
[2025-11-25T12:32:56.142380] [DEBUG] [REMOTE    ] VKQ: Fetching historical data.
[2025-11-25T12:32:56.142883] [INFO ] [main      ] Progress: 374/524 forecasts completed (71.4%). FPI finished in 0.6s. ETA: 26.5s. Rate: 340.13 forecasts/min
[2025-11-25T12:32:56.146973] [DEBUG] [MAG       ] SDHY: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:56.156931] [DEBUG] [REMOTE    ] VKQ: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:56.158197] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 4 features, N/A% accuracy
[2025-11-25T12:32:56.158330] [INFO ] [LOCAL     ] VKQ: Loaded 4 optimal features with 56.71% confidence from JSON config
[2025-11-25T12:32:56.158430] [DEBUG] [MAG       ] Building data for symbol: VKQ with lookback: 0
[2025-11-25T12:32:56.159302] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:56.159438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:56.160430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:56.163104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:56.209542] [INFO ] [LOCAL     ] SDHY: Saved forecast.
[2025-11-25T12:32:56.209653] [INFO ] [main      ] SDHY: Signal=1 (Conf=80.0%), Magnitude=-0.23% (Conf=49.9891%)
[2025-11-25T12:32:56.209847] [INFO ] [main      ] Fetching symbol history for AMP...
[2025-11-25T12:32:56.210062] [DEBUG] [REMOTE    ] AMP: Fetching historical data.
[2025-11-25T12:32:56.211855] [INFO ] [main      ] Progress: 375/524 forecasts completed (71.6%). SDHY finished in 0.6s. ETA: 26.2s. Rate: 340.68 forecasts/min
[2025-11-25T12:32:56.224237] [DEBUG] [REMOTE    ] AMP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:56.225278] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 4 features, N/A% accuracy
[2025-11-25T12:32:56.225347] [INFO ] [LOCAL     ] AMP: Loaded 4 optimal features with 49.34% confidence from JSON config
[2025-11-25T12:32:56.225386] [DEBUG] [MAG       ] Building data for symbol: AMP with lookback: 0
[2025-11-25T12:32:56.226169] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:56.226244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:56.228058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:56.228573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:56.231059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:56.232218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:56.247462] [DEBUG] [MAG       ] FMC: Last date is validated at 2025-11-24
[2025-11-25T12:32:56.295167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:56.354111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:56.372781] [DEBUG] [MAG       ] NCA: Last date is validated at 2025-11-24
[2025-11-25T12:32:56.426469] [DEBUG] [MAG       ] FMC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:56.546446] [DEBUG] [MAG       ] NCA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:56.557143] [INFO ] [LOCAL     ] FMC: Saved forecast.
[2025-11-25T12:32:56.557397] [INFO ] [main      ] FMC: Signal=1 (Conf=80.0%), Magnitude=-15.87% (Conf=39.4849%)
[2025-11-25T12:32:56.557809] [INFO ] [main      ] Fetching symbol history for CBL...
[2025-11-25T12:32:56.557928] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T12:32:56.557967] [INFO ] [main      ] Progress: 376/524 forecasts completed (71.8%). FMC finished in 0.7s. ETA: 26.1s. Rate: 339.81 forecasts/min
[2025-11-25T12:32:56.569830] [DEBUG] [MAG       ] AMP: Last date is validated at 2025-11-24
[2025-11-25T12:32:56.571215] [DEBUG] [REMOTE    ] CBL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:56.572022] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, N/A% accuracy
[2025-11-25T12:32:56.572143] [INFO ] [LOCAL     ] CBL: Loaded 3 optimal features with 62.93% confidence from JSON config
[2025-11-25T12:32:56.572240] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 0
[2025-11-25T12:32:56.573105] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:56.573242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:56.574342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:56.575284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:56.576602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:56.620480] [INFO ] [LOCAL     ] NCA: Saved forecast.
[2025-11-25T12:32:56.620572] [INFO ] [main      ] NCA: Signal=1 (Conf=80.0%), Magnitude=0.22% (Conf=26.1771%)
[2025-11-25T12:32:56.620991] [INFO ] [main      ] Progress: 377/524 forecasts completed (71.9%). NCA finished in 0.8s. ETA: 25.9s. Rate: 340.39 forecasts/min
[2025-11-25T12:32:56.621201] [INFO ] [main      ] Fetching symbol history for MSM...
[2025-11-25T12:32:56.621255] [DEBUG] [REMOTE    ] MSM: Fetching historical data.
[2025-11-25T12:32:56.634188] [DEBUG] [REMOTE    ] MSM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:56.635688] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 5 features, N/A% accuracy
[2025-11-25T12:32:56.635819] [INFO ] [LOCAL     ] MSM: Loaded 5 optimal features with 61.32% confidence from JSON config
[2025-11-25T12:32:56.635921] [DEBUG] [MAG       ] Building data for symbol: MSM with lookback: 0
[2025-11-25T12:32:56.637058] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:56.637197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:56.639211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:56.639849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:56.640331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:56.643284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:56.644526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:56.716420] [DEBUG] [MAG       ] VKQ: Last date is validated at 2025-11-24
[2025-11-25T12:32:56.738967] [DEBUG] [MAG       ] AMP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:56.889599] [DEBUG] [MAG       ] VKQ: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:56.906903] [INFO ] [LOCAL     ] AMP: Saved forecast.
[2025-11-25T12:32:56.906995] [INFO ] [main      ] AMP: Signal=1 (Conf=80.0%), Magnitude=-3.12% (Conf=49.343%)
[2025-11-25T12:32:56.907175] [INFO ] [main      ] Fetching symbol history for GNT...
[2025-11-25T12:32:56.907231] [DEBUG] [REMOTE    ] GNT: Fetching historical data.
[2025-11-25T12:32:56.908599] [INFO ] [main      ] Progress: 378/524 forecasts completed (72.1%). AMP finished in 0.7s. ETA: 25.8s. Rate: 339.82 forecasts/min
[2025-11-25T12:32:56.920347] [DEBUG] [REMOTE    ] GNT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:56.921483] [DEBUG] [LOCAL     ] Loaded configuration for GNT: 5 features, N/A% accuracy
[2025-11-25T12:32:56.921547] [INFO ] [LOCAL     ] GNT: Loaded 5 optimal features with 41.88% confidence from JSON config
[2025-11-25T12:32:56.921605] [DEBUG] [MAG       ] Building data for symbol: GNT with lookback: 0
[2025-11-25T12:32:56.922423] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:56.922499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:56.924237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:56.924787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:56.925210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:56.927631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:32:56.930379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:56.937529] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-24
[2025-11-25T12:32:56.955380] [INFO ] [LOCAL     ] VKQ: Saved forecast.
[2025-11-25T12:32:56.955682] [INFO ] [main      ] VKQ: Signal=1 (Conf=80.0%), Magnitude=0.57% (Conf=56.7137%)
[2025-11-25T12:32:56.956200] [INFO ] [main      ] Fetching symbol history for AORT...
[2025-11-25T12:32:56.956363] [DEBUG] [REMOTE    ] AORT: Fetching historical data.
[2025-11-25T12:32:56.956768] [INFO ] [main      ] Progress: 379/524 forecasts completed (72.3%). VKQ finished in 0.8s. ETA: 25.6s. Rate: 340.47 forecasts/min
[2025-11-25T12:32:56.973213] [DEBUG] [REMOTE    ] AORT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:56.974222] [DEBUG] [LOCAL     ] Loaded configuration for AORT: 4 features, N/A% accuracy
[2025-11-25T12:32:56.974344] [INFO ] [LOCAL     ] AORT: Loaded 4 optimal features with 56.23% confidence from JSON config
[2025-11-25T12:32:56.974440] [DEBUG] [MAG       ] Building data for symbol: AORT with lookback: 0
[2025-11-25T12:32:56.975278] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:56.975410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:56.977261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:56.978088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:56.979552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:32:56.980829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:57.010931] [DEBUG] [MAG       ] MSM: Last date is validated at 2025-11-24
[2025-11-25T12:32:57.116688] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:57.190034] [DEBUG] [MAG       ] MSM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:57.200303] [INFO ] [LOCAL     ] CBL: Saved forecast.
[2025-11-25T12:32:57.200396] [INFO ] [main      ] CBL: Signal=1 (Conf=80.0%), Magnitude=-1.78% (Conf=62.9331%)
[2025-11-25T12:32:57.200843] [INFO ] [main      ] Fetching symbol history for SSTK...
[2025-11-25T12:32:57.200907] [DEBUG] [REMOTE    ] SSTK: Fetching historical data.
[2025-11-25T12:32:57.201704] [INFO ] [main      ] Progress: 380/524 forecasts completed (72.5%). CBL finished in 0.6s. ETA: 25.4s. Rate: 340.12 forecasts/min
[2025-11-25T12:32:57.212338] [DEBUG] [REMOTE    ] SSTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:57.213560] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 4 features, N/A% accuracy
[2025-11-25T12:32:57.213628] [INFO ] [LOCAL     ] SSTK: Loaded 4 optimal features with 54.66% confidence from JSON config
[2025-11-25T12:32:57.213691] [DEBUG] [MAG       ] Building data for symbol: SSTK with lookback: 0
[2025-11-25T12:32:57.214512] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:57.214597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:57.216332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:57.216917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:57.217757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:57.222507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:57.269985] [DEBUG] [MAG       ] GNT: Last date is validated at 2025-11-24
[2025-11-25T12:32:57.309793] [INFO ] [LOCAL     ] MSM: Saved forecast.
[2025-11-25T12:32:57.310039] [INFO ] [main      ] MSM: Signal=1 (Conf=80.0%), Magnitude=2.07% (Conf=61.3249%)
[2025-11-25T12:32:57.310451] [INFO ] [main      ] Fetching symbol history for BA...
[2025-11-25T12:32:57.310567] [DEBUG] [REMOTE    ] BA: Fetching historical data.
[2025-11-25T12:32:57.311733] [INFO ] [main      ] Progress: 381/524 forecasts completed (72.7%). MSM finished in 0.7s. ETA: 25.2s. Rate: 340.46 forecasts/min
[2025-11-25T12:32:57.323951] [DEBUG] [REMOTE    ] BA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:57.325322] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, N/A% accuracy
[2025-11-25T12:32:57.325400] [INFO ] [LOCAL     ] BA: Loaded 1 optimal features with 47.49% confidence from JSON config
[2025-11-25T12:32:57.325450] [DEBUG] [MAG       ] Building data for symbol: BA with lookback: 0
[2025-11-25T12:32:57.326340] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:32:57.326447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:32:57.328386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:57.329097] [DEBUG] [MAG       ] AORT: Last date is validated at 2025-11-24
[2025-11-25T12:32:57.440798] [DEBUG] [MAG       ] GNT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:57.503788] [DEBUG] [MAG       ] AORT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:57.505098] [INFO ] [LOCAL     ] GNT: Saved forecast.
[2025-11-25T12:32:57.505364] [INFO ] [main      ] GNT: Signal=1 (Conf=80.0%), Magnitude=0.44% (Conf=41.8827%)
[2025-11-25T12:32:57.505803] [INFO ] [main      ] Fetching symbol history for KNSL...
[2025-11-25T12:32:57.505929] [DEBUG] [REMOTE    ] KNSL: Fetching historical data.
[2025-11-25T12:32:57.506739] [INFO ] [main      ] Progress: 382/524 forecasts completed (72.9%). GNT finished in 0.6s. ETA: 25.0s. Rate: 340.37 forecasts/min
[2025-11-25T12:32:57.520402] [DEBUG] [REMOTE    ] KNSL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:57.521487] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, N/A% accuracy
[2025-11-25T12:32:57.521622] [INFO ] [LOCAL     ] KNSL: Loaded 3 optimal features with 51.82% confidence from JSON config
[2025-11-25T12:32:57.521793] [DEBUG] [MAG       ] Building data for symbol: KNSL with lookback: 0
[2025-11-25T12:32:57.522618] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:57.522815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:57.527704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:57.571425] [DEBUG] [MAG       ] SSTK: Last date is validated at 2025-11-24
[2025-11-25T12:32:57.574878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:57.575791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:57.595994] [INFO ] [LOCAL     ] AORT: Saved forecast.
[2025-11-25T12:32:57.596088] [INFO ] [main      ] AORT: Signal=1 (Conf=80.0%), Magnitude=1.58% (Conf=56.231%)
[2025-11-25T12:32:57.596261] [INFO ] [main      ] Fetching symbol history for KOF...
[2025-11-25T12:32:57.596312] [DEBUG] [REMOTE    ] KOF: Fetching historical data.
[2025-11-25T12:32:57.597197] [INFO ] [main      ] Progress: 383/524 forecasts completed (73.1%). AORT finished in 0.6s. ETA: 24.8s. Rate: 340.80 forecasts/min
[2025-11-25T12:32:57.610096] [DEBUG] [REMOTE    ] KOF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:57.610746] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 8 features, N/A% accuracy
[2025-11-25T12:32:57.610864] [INFO ] [LOCAL     ] KOF: Loaded 8 optimal features with 55.21% confidence from JSON config
[2025-11-25T12:32:57.610962] [DEBUG] [MAG       ] Building data for symbol: KOF with lookback: 0
[2025-11-25T12:32:57.611796] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:57.611929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:57.613723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:57.614301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:57.614785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:32:57.675959] [DEBUG] [MAG       ] BA: Last date is validated at 2025-11-24
[2025-11-25T12:32:57.747342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:57.748783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:57.800901] [DEBUG] [MAG       ] SSTK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:57.802718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:57.803719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:57.806592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:57.846692] [DEBUG] [MAG       ] BA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:57.894688] [INFO ] [LOCAL     ] SSTK: Saved forecast.
[2025-11-25T12:32:57.894914] [INFO ] [main      ] SSTK: Signal=1 (Conf=80.0%), Magnitude=3.75% (Conf=54.6645%)
[2025-11-25T12:32:57.895145] [INFO ] [main      ] Fetching symbol history for STLA...
[2025-11-25T12:32:57.895278] [DEBUG] [REMOTE    ] STLA: Fetching historical data.
[2025-11-25T12:32:57.896757] [INFO ] [main      ] Progress: 384/524 forecasts completed (73.3%). SSTK finished in 0.7s. ETA: 24.7s. Rate: 340.18 forecasts/min
[2025-11-25T12:32:57.907488] [DEBUG] [REMOTE    ] STLA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:57.908784] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 5 features, N/A% accuracy
[2025-11-25T12:32:57.908906] [INFO ] [LOCAL     ] STLA: Loaded 5 optimal features with 50.34% confidence from JSON config
[2025-11-25T12:32:57.909004] [DEBUG] [MAG       ] Building data for symbol: STLA with lookback: 0
[2025-11-25T12:32:57.909838] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:57.909968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:57.914966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:57.915482] [DEBUG] [MAG       ] KNSL: Last date is validated at 2025-11-24
[2025-11-25T12:32:57.916987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:57.917580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:57.918862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:57.938531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:57.996659] [INFO ] [LOCAL     ] BA: Saved forecast.
[2025-11-25T12:32:57.996899] [INFO ] [main      ] BA: Signal=1 (Conf=80.0%), Magnitude=-5.67% (Conf=47.4883%)
[2025-11-25T12:32:57.997322] [INFO ] [main      ] Fetching symbol history for SCHW...
[2025-11-25T12:32:57.997441] [DEBUG] [REMOTE    ] SCHW: Fetching historical data.
[2025-11-25T12:32:57.997493] [INFO ] [main      ] Progress: 385/524 forecasts completed (73.5%). BA finished in 0.7s. ETA: 24.5s. Rate: 340.56 forecasts/min
[2025-11-25T12:32:58.009617] [DEBUG] [REMOTE    ] SCHW: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:58.010935] [DEBUG] [LOCAL     ] Loaded configuration for SCHW: 6 features, N/A% accuracy
[2025-11-25T12:32:58.011002] [INFO ] [LOCAL     ] SCHW: Loaded 6 optimal features with 62.07% confidence from JSON config
[2025-11-25T12:32:58.011040] [DEBUG] [MAG       ] Building data for symbol: SCHW with lookback: 0
[2025-11-25T12:32:58.011829] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:58.011899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:58.013635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:58.014297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:58.014845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:58.015322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:58.016107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:32:58.017426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:58.087825] [DEBUG] [MAG       ] KNSL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:58.148061] [DEBUG] [MAG       ] KOF: Last date is validated at 2025-11-24
[2025-11-25T12:32:58.268490] [INFO ] [LOCAL     ] KNSL: Saved forecast.
[2025-11-25T12:32:58.268776] [INFO ] [main      ] KNSL: Signal=1 (Conf=80.0%), Magnitude=5.04% (Conf=51.8231%)
[2025-11-25T12:32:58.269052] [INFO ] [main      ] Fetching symbol history for U...
[2025-11-25T12:32:58.269182] [DEBUG] [REMOTE    ] U: Fetching historical data.
[2025-11-25T12:32:58.270737] [INFO ] [main      ] Progress: 386/524 forecasts completed (73.7%). KNSL finished in 0.8s. ETA: 24.3s. Rate: 340.07 forecasts/min
[2025-11-25T12:32:58.284604] [DEBUG] [REMOTE    ] U: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:58.285503] [DEBUG] [LOCAL     ] Loaded configuration for U: 0 features, N/A% accuracy
[2025-11-25T12:32:58.285669] [INFO ] [LOCAL     ] U: Loaded 0 optimal features with 40.08% confidence from JSON config
[2025-11-25T12:32:58.285797] [DEBUG] [MAG       ] Building data for symbol: U with lookback: 0
[2025-11-25T12:32:58.286727] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:32:58.290027] [DEBUG] [MAG       ] STLA: Last date is validated at 2025-11-24
[2025-11-25T12:32:58.319072] [DEBUG] [MAG       ] KOF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:58.367505] [DEBUG] [MAG       ] SCHW: Last date is validated at 2025-11-24
[2025-11-25T12:32:58.433208] [INFO ] [LOCAL     ] KOF: Saved forecast.
[2025-11-25T12:32:58.433460] [INFO ] [main      ] KOF: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=55.2143%)
[2025-11-25T12:32:58.433704] [INFO ] [main      ] Fetching symbol history for RTO...
[2025-11-25T12:32:58.433815] [DEBUG] [REMOTE    ] RTO: Fetching historical data.
[2025-11-25T12:32:58.433969] [INFO ] [main      ] Progress: 387/524 forecasts completed (73.9%). KOF finished in 0.8s. ETA: 24.2s. Rate: 340.14 forecasts/min
[2025-11-25T12:32:58.447447] [DEBUG] [REMOTE    ] RTO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:58.448871] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 6 features, N/A% accuracy
[2025-11-25T12:32:58.448997] [INFO ] [LOCAL     ] RTO: Loaded 6 optimal features with 53.54% confidence from JSON config
[2025-11-25T12:32:58.449096] [DEBUG] [MAG       ] Building data for symbol: RTO with lookback: 0
[2025-11-25T12:32:58.449946] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:32:58.450077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:58.455006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:58.456940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:58.457512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:58.458047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:58.458520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:58.464554] [DEBUG] [MAG       ] STLA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:58.517158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:58.540215] [DEBUG] [MAG       ] SCHW: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:58.552723] [INFO ] [LOCAL     ] STLA: Saved forecast.
[2025-11-25T12:32:58.553034] [INFO ] [main      ] STLA: Signal=1 (Conf=80.0%), Magnitude=0.46% (Conf=50.3377%)
[2025-11-25T12:32:58.553545] [INFO ] [main      ] Fetching symbol history for PSF...
[2025-11-25T12:32:58.553707] [DEBUG] [REMOTE    ] PSF: Fetching historical data.
[2025-11-25T12:32:58.553757] [INFO ] [main      ] Progress: 388/524 forecasts completed (74.0%). STLA finished in 0.7s. ETA: 24.0s. Rate: 340.42 forecasts/min
[2025-11-25T12:32:58.566154] [DEBUG] [REMOTE    ] PSF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:58.567296] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 4 features, N/A% accuracy
[2025-11-25T12:32:58.567429] [INFO ] [LOCAL     ] PSF: Loaded 4 optimal features with 61.99% confidence from JSON config
[2025-11-25T12:32:58.567529] [DEBUG] [MAG       ] Building data for symbol: PSF with lookback: 0
[2025-11-25T12:32:58.568458] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:32:58.568606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:58.569609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:58.571036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:58.573976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:58.575332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:58.650023] [DEBUG] [MAG       ] U: Last date is validated at 2025-11-24
[2025-11-25T12:32:58.665052] [INFO ] [LOCAL     ] SCHW: Saved forecast.
[2025-11-25T12:32:58.665312] [INFO ] [main      ] SCHW: Signal=1 (Conf=80.0%), Magnitude=1.08% (Conf=62.0723%)
[2025-11-25T12:32:58.665776] [INFO ] [main      ] Fetching symbol history for LNG...
[2025-11-25T12:32:58.665894] [DEBUG] [REMOTE    ] LNG: Fetching historical data.
[2025-11-25T12:32:58.667754] [INFO ] [main      ] Progress: 389/524 forecasts completed (74.2%). SCHW finished in 0.7s. ETA: 23.8s. Rate: 340.73 forecasts/min
[2025-11-25T12:32:58.678487] [DEBUG] [REMOTE    ] LNG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:58.679340] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 8 features, N/A% accuracy
[2025-11-25T12:32:58.679469] [INFO ] [LOCAL     ] LNG: Loaded 8 optimal features with 61.19% confidence from JSON config
[2025-11-25T12:32:58.679568] [DEBUG] [MAG       ] Building data for symbol: LNG with lookback: 0
[2025-11-25T12:32:58.680441] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:32:58.680580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:58.685880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:58.687881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:58.688406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:58.688909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:58.689767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:32:58.690703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:58.692577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:58.695371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:58.842510] [DEBUG] [MAG       ] U: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:58.854754] [DEBUG] [MAG       ] RTO: Last date is validated at 2025-11-24
[2025-11-25T12:32:58.918471] [DEBUG] [MAG       ] PSF: Last date is validated at 2025-11-24
[2025-11-25T12:32:58.953493] [INFO ] [LOCAL     ] U: Saved forecast.
[2025-11-25T12:32:58.953637] [INFO ] [main      ] U: Signal=1 (Conf=80.0%), Magnitude=5.48% (Conf=40.0781%)
[2025-11-25T12:32:58.954005] [INFO ] [main      ] Fetching symbol history for BWG...
[2025-11-25T12:32:58.954073] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-25T12:32:58.955023] [INFO ] [main      ] Progress: 390/524 forecasts completed (74.4%). U finished in 0.7s. ETA: 23.6s. Rate: 340.18 forecasts/min
[2025-11-25T12:32:58.969574] [DEBUG] [REMOTE    ] BWG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:58.970229] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 15 features, N/A% accuracy
[2025-11-25T12:32:58.970365] [INFO ] [LOCAL     ] BWG: Loaded 15 optimal features with 47.27% confidence from JSON config
[2025-11-25T12:32:58.970474] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 0
[2025-11-25T12:32:58.971369] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-25T12:32:58.971547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:32:58.972473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:58.973957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:32:58.974767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:32:58.977895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:32:58.978740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:58.983453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:58.984798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:32:58.986249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:32:58.987038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:58.989035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:58.989701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:58.990937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:32:58.992835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:32:58.994081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:32:58.994982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:59.023161] [DEBUG] [MAG       ] RTO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:59.058368] [DEBUG] [MAG       ] LNG: Last date is validated at 2025-11-24
[2025-11-25T12:32:59.093495] [DEBUG] [MAG       ] PSF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:59.125103] [INFO ] [LOCAL     ] RTO: Saved forecast.
[2025-11-25T12:32:59.125354] [INFO ] [main      ] RTO: Signal=1 (Conf=80.0%), Magnitude=-1.11% (Conf=53.5394%)
[2025-11-25T12:32:59.125534] [INFO ] [main      ] Fetching symbol history for SNX...
[2025-11-25T12:32:59.125658] [DEBUG] [REMOTE    ] SNX: Fetching historical data.
[2025-11-25T12:32:59.126626] [INFO ] [main      ] Progress: 391/524 forecasts completed (74.6%). RTO finished in 0.7s. ETA: 23.5s. Rate: 340.20 forecasts/min
[2025-11-25T12:32:59.140181] [DEBUG] [REMOTE    ] SNX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:59.141174] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, N/A% accuracy
[2025-11-25T12:32:59.141257] [INFO ] [LOCAL     ] SNX: Loaded 3 optimal features with 50.74% confidence from JSON config
[2025-11-25T12:32:59.141383] [DEBUG] [MAG       ] Building data for symbol: SNX with lookback: 0
[2025-11-25T12:32:59.142234] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:59.142318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:59.147284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:32:59.160012] [INFO ] [LOCAL     ] PSF: Saved forecast.
[2025-11-25T12:32:59.160127] [INFO ] [main      ] PSF: Signal=1 (Conf=80.0%), Magnitude=0.77% (Conf=61.9887%)
[2025-11-25T12:32:59.160615] [INFO ] [main      ] Fetching symbol history for AIG...
[2025-11-25T12:32:59.160704] [DEBUG] [REMOTE    ] AIG: Fetching historical data.
[2025-11-25T12:32:59.160723] [INFO ] [main      ] Progress: 392/524 forecasts completed (74.8%). PSF finished in 0.6s. ETA: 23.2s. Rate: 340.90 forecasts/min
[2025-11-25T12:32:59.172724] [DEBUG] [REMOTE    ] AIG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:59.173850] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 10 features, N/A% accuracy
[2025-11-25T12:32:59.173921] [INFO ] [LOCAL     ] AIG: Loaded 10 optimal features with 58.64% confidence from JSON config
[2025-11-25T12:32:59.173964] [DEBUG] [MAG       ] Building data for symbol: AIG with lookback: 0
[2025-11-25T12:32:59.174833] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:32:59.174946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:32:59.177719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:32:59.178976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:32:59.204048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:32:59.204914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:59.232464] [DEBUG] [MAG       ] LNG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:59.267687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:32:59.272303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:32:59.273464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:32:59.275495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:59.277170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:59.277691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:32:59.278792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:32:59.280787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:59.354889] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-24
[2025-11-25T12:32:59.406241] [INFO ] [LOCAL     ] LNG: Saved forecast.
[2025-11-25T12:32:59.406332] [INFO ] [main      ] LNG: Signal=1 (Conf=80.0%), Magnitude=-0.87% (Conf=61.1863%)
[2025-11-25T12:32:59.406709] [INFO ] [main      ] Fetching symbol history for DINO...
[2025-11-25T12:32:59.406833] [DEBUG] [REMOTE    ] DINO: Fetching historical data.
[2025-11-25T12:32:59.406836] [INFO ] [main      ] Progress: 393/524 forecasts completed (75.0%). LNG finished in 0.7s. ETA: 23.1s. Rate: 340.56 forecasts/min
[2025-11-25T12:32:59.420020] [DEBUG] [REMOTE    ] DINO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:59.421010] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 7 features, N/A% accuracy
[2025-11-25T12:32:59.421133] [INFO ] [LOCAL     ] DINO: Loaded 7 optimal features with 58.97% confidence from JSON config
[2025-11-25T12:32:59.421230] [DEBUG] [MAG       ] Building data for symbol: DINO with lookback: 0
[2025-11-25T12:32:59.422078] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:32:59.422209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:59.427105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:32:59.428996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:32:59.429554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:32:59.430083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:32:59.430550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:32:59.432244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:32:59.435014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:59.533533] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:59.544457] [DEBUG] [MAG       ] SNX: Last date is validated at 2025-11-24
[2025-11-25T12:32:59.614316] [INFO ] [LOCAL     ] BWG: Saved forecast.
[2025-11-25T12:32:59.614570] [INFO ] [main      ] BWG: Signal=1 (Conf=80.0%), Magnitude=1.60% (Conf=47.2717%)
[2025-11-25T12:32:59.614814] [INFO ] [main      ] Fetching symbol history for UVE...
[2025-11-25T12:32:59.614936] [DEBUG] [REMOTE    ] UVE: Fetching historical data.
[2025-11-25T12:32:59.616848] [INFO ] [main      ] Progress: 394/524 forecasts completed (75.2%). BWG finished in 0.7s. ETA: 22.9s. Rate: 340.39 forecasts/min
[2025-11-25T12:32:59.624043] [DEBUG] [MAG       ] AIG: Last date is validated at 2025-11-24
[2025-11-25T12:32:59.630782] [DEBUG] [REMOTE    ] UVE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:59.631691] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 5 features, N/A% accuracy
[2025-11-25T12:32:59.631776] [INFO ] [LOCAL     ] UVE: Loaded 5 optimal features with 60.41% confidence from JSON config
[2025-11-25T12:32:59.631827] [DEBUG] [MAG       ] Building data for symbol: UVE with lookback: 0
[2025-11-25T12:32:59.632615] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:32:59.632721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:32:59.637917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:32:59.638820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:32:59.685072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:32:59.686561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:32:59.689794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:59.716668] [DEBUG] [MAG       ] SNX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:59.780404] [DEBUG] [MAG       ] DINO: Last date is validated at 2025-11-24
[2025-11-25T12:32:59.799006] [DEBUG] [MAG       ] AIG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:32:59.852882] [INFO ] [LOCAL     ] SNX: Saved forecast.
[2025-11-25T12:32:59.853127] [INFO ] [main      ] SNX: Signal=1 (Conf=80.0%), Magnitude=4.82% (Conf=50.7378%)
[2025-11-25T12:32:59.853553] [INFO ] [main      ] Fetching symbol history for MPA...
[2025-11-25T12:32:59.853683] [DEBUG] [REMOTE    ] MPA: Fetching historical data.
[2025-11-25T12:32:59.853725] [INFO ] [main      ] Progress: 395/524 forecasts completed (75.4%). SNX finished in 0.7s. ETA: 22.8s. Rate: 340.10 forecasts/min
[2025-11-25T12:32:59.867209] [DEBUG] [REMOTE    ] MPA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:59.868291] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 0 features, N/A% accuracy
[2025-11-25T12:32:59.868436] [INFO ] [LOCAL     ] MPA: Loaded 0 optimal features with 51.43% confidence from JSON config
[2025-11-25T12:32:59.868535] [DEBUG] [MAG       ] Building data for symbol: MPA with lookback: 0
[2025-11-25T12:32:59.869374] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:32:59.911949] [INFO ] [LOCAL     ] AIG: Saved forecast.
[2025-11-25T12:32:59.912190] [INFO ] [main      ] AIG: Signal=1 (Conf=80.0%), Magnitude=-1.22% (Conf=58.6358%)
[2025-11-25T12:32:59.912440] [INFO ] [main      ] Fetching symbol history for IHD...
[2025-11-25T12:32:59.912551] [DEBUG] [REMOTE    ] IHD: Fetching historical data.
[2025-11-25T12:32:59.913328] [INFO ] [main      ] Progress: 396/524 forecasts completed (75.6%). AIG finished in 0.8s. ETA: 22.5s. Rate: 340.67 forecasts/min
[2025-11-25T12:32:59.923635] [DEBUG] [REMOTE    ] IHD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:32:59.924614] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 3 features, N/A% accuracy
[2025-11-25T12:32:59.924759] [INFO ] [LOCAL     ] IHD: Loaded 3 optimal features with 25.63% confidence from JSON config
[2025-11-25T12:32:59.924857] [DEBUG] [MAG       ] Building data for symbol: IHD with lookback: 0
[2025-11-25T12:32:59.925725] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:32:59.925855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:32:59.942051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:32:59.943201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:32:59.944710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:32:59.958529] [DEBUG] [MAG       ] DINO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:00.046203] [DEBUG] [MAG       ] UVE: Last date is validated at 2025-11-24
[2025-11-25T12:33:00.078030] [INFO ] [LOCAL     ] DINO: Saved forecast.
[2025-11-25T12:33:00.078122] [INFO ] [main      ] DINO: Signal=1 (Conf=80.0%), Magnitude=-0.30% (Conf=58.9684%)
[2025-11-25T12:33:00.078298] [INFO ] [main      ] Fetching symbol history for NCV...
[2025-11-25T12:33:00.078360] [DEBUG] [REMOTE    ] NCV: Fetching historical data.
[2025-11-25T12:33:00.078981] [INFO ] [main      ] Progress: 397/524 forecasts completed (75.8%). DINO finished in 0.7s. ETA: 22.4s. Rate: 340.72 forecasts/min
[2025-11-25T12:33:00.101912] [DEBUG] [REMOTE    ] NCV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:00.102877] [DEBUG] [LOCAL     ] Loaded configuration for NCV: 5 features, N/A% accuracy
[2025-11-25T12:33:00.102946] [INFO ] [LOCAL     ] NCV: Loaded 5 optimal features with 51.21% confidence from JSON config
[2025-11-25T12:33:00.102984] [DEBUG] [MAG       ] Building data for symbol: NCV with lookback: 0
[2025-11-25T12:33:00.103782] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:00.103858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:00.114663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:00.115662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:00.117324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:00.241009] [DEBUG] [MAG       ] MPA: Last date is validated at 2025-11-24
[2025-11-25T12:33:00.243740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:00.244863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:00.268083] [DEBUG] [MAG       ] UVE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:00.395910] [INFO ] [LOCAL     ] UVE: Saved forecast.
[2025-11-25T12:33:00.395992] [INFO ] [main      ] UVE: Signal=1 (Conf=80.0%), Magnitude=-3.07% (Conf=60.4054%)
[2025-11-25T12:33:00.396151] [INFO ] [main      ] Fetching symbol history for SGU...
[2025-11-25T12:33:00.396201] [DEBUG] [REMOTE    ] SGU: Fetching historical data.
[2025-11-25T12:33:00.396995] [INFO ] [main      ] Progress: 398/524 forecasts completed (76.0%). UVE finished in 0.8s. ETA: 22.2s. Rate: 340.03 forecasts/min
[2025-11-25T12:33:00.419733] [DEBUG] [REMOTE    ] SGU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:00.424220] [DEBUG] [LOCAL     ] Loaded configuration for SGU: 5 features, N/A% accuracy
[2025-11-25T12:33:00.424284] [INFO ] [LOCAL     ] SGU: Loaded 5 optimal features with 56.42% confidence from JSON config
[2025-11-25T12:33:00.424322] [DEBUG] [MAG       ] Building data for symbol: SGU with lookback: 0
[2025-11-25T12:33:00.425314] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:00.425394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:00.425767] [DEBUG] [MAG       ] IHD: Last date is validated at 2025-11-24
[2025-11-25T12:33:00.426270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:00.429600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:33:00.434737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:33:00.435482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:33:00.436618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:00.457947] [DEBUG] [MAG       ] MPA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:00.515126] [INFO ] [LOCAL     ] MPA: Saved forecast.
[2025-11-25T12:33:00.515350] [INFO ] [main      ] MPA: Signal=1 (Conf=80.0%), Magnitude=0.30% (Conf=51.4319%)
[2025-11-25T12:33:00.515890] [INFO ] [main      ] Progress: 399/524 forecasts completed (76.1%). MPA finished in 0.7s. ETA: 22.0s. Rate: 340.31 forecasts/min
[2025-11-25T12:33:00.515783] [INFO ] [main      ] Fetching symbol history for SVV...
[2025-11-25T12:33:00.516888] [DEBUG] [REMOTE    ] SVV: Fetching historical data.
[2025-11-25T12:33:00.551700] [DEBUG] [REMOTE    ] SVV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:00.554990] [DEBUG] [LOCAL     ] Loaded configuration for SVV: 5 features, N/A% accuracy
[2025-11-25T12:33:00.555066] [INFO ] [LOCAL     ] SVV: Loaded 5 optimal features with 45.83% confidence from JSON config
[2025-11-25T12:33:00.555106] [DEBUG] [MAG       ] Building data for symbol: SVV with lookback: 0
[2025-11-25T12:33:00.558307] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:00.558400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:00.559344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:00.568327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:33:00.574943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:00.582138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:33:00.583460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:00.658359] [DEBUG] [MAG       ] NCV: Last date is validated at 2025-11-24
[2025-11-25T12:33:00.667255] [DEBUG] [MAG       ] IHD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:00.832759] [DEBUG] [MAG       ] SGU: Last date is validated at 2025-11-24
[2025-11-25T12:33:00.841994] [INFO ] [LOCAL     ] IHD: Saved forecast.
[2025-11-25T12:33:00.842093] [INFO ] [main      ] IHD: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=25.6287%)
[2025-11-25T12:33:00.842264] [INFO ] [main      ] Fetching symbol history for GWH...
[2025-11-25T12:33:00.842317] [DEBUG] [REMOTE    ] GWH: Fetching historical data.
[2025-11-25T12:33:00.843083] [INFO ] [main      ] Progress: 400/524 forecasts completed (76.3%). IHD finished in 0.9s. ETA: 21.9s. Rate: 339.58 forecasts/min
[2025-11-25T12:33:00.864452] [DEBUG] [REMOTE    ] GWH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:00.865770] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 5 features, N/A% accuracy
[2025-11-25T12:33:00.865839] [INFO ] [LOCAL     ] GWH: Loaded 5 optimal features with 55.73% confidence from JSON config
[2025-11-25T12:33:00.865908] [DEBUG] [MAG       ] Building data for symbol: GWH with lookback: 0
[2025-11-25T12:33:00.866806] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:00.866881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:00.868458] [DEBUG] [MAG       ] NCV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:00.872439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:00.873396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:33:00.877687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:33:00.881247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:33:00.887830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:00.935617] [INFO ] [LOCAL     ] NCV: Saved forecast.
[2025-11-25T12:33:00.935726] [INFO ] [main      ] NCV: Signal=1 (Conf=80.0%), Magnitude=1.07% (Conf=51.2072%)
[2025-11-25T12:33:00.936068] [INFO ] [main      ] Fetching symbol history for GENI...
[2025-11-25T12:33:00.936123] [DEBUG] [REMOTE    ] GENI: Fetching historical data.
[2025-11-25T12:33:00.936814] [INFO ] [main      ] Progress: 401/524 forecasts completed (76.5%). NCV finished in 0.9s. ETA: 21.7s. Rate: 339.98 forecasts/min
[2025-11-25T12:33:00.948659] [DEBUG] [REMOTE    ] GENI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:00.949756] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 4 features, N/A% accuracy
[2025-11-25T12:33:00.949823] [INFO ] [LOCAL     ] GENI: Loaded 4 optimal features with 54.24% confidence from JSON config
[2025-11-25T12:33:00.949862] [DEBUG] [MAG       ] Building data for symbol: GENI with lookback: 0
[2025-11-25T12:33:00.950698] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:00.950786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:00.953195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:01.031299] [DEBUG] [MAG       ] SVV: Last date is validated at 2025-11-24
[2025-11-25T12:33:01.034445] [DEBUG] [MAG       ] SGU: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:01.141171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:01.142428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:01.157216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:01.190075] [INFO ] [LOCAL     ] SGU: Saved forecast.
[2025-11-25T12:33:01.190174] [INFO ] [main      ] SGU: Signal=1 (Conf=80.0%), Magnitude=0.94% (Conf=56.425%)
[2025-11-25T12:33:01.190344] [INFO ] [main      ] Fetching symbol history for NEE...
[2025-11-25T12:33:01.190397] [DEBUG] [REMOTE    ] NEE: Fetching historical data.
[2025-11-25T12:33:01.200865] [INFO ] [main      ] Progress: 402/524 forecasts completed (76.7%). SGU finished in 0.8s. ETA: 21.6s. Rate: 339.56 forecasts/min
[2025-11-25T12:33:01.204306] [DEBUG] [REMOTE    ] NEE: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:01.205352] [DEBUG] [MAG       ] SVV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:01.205521] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 6 features, N/A% accuracy
[2025-11-25T12:33:01.205589] [INFO ] [LOCAL     ] NEE: Loaded 6 optimal features with 52.20% confidence from JSON config
[2025-11-25T12:33:01.205628] [DEBUG] [MAG       ] Building data for symbol: NEE with lookback: 0
[2025-11-25T12:33:01.206478] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:01.206558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:01.211964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:01.213945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:01.214475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:01.215493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:33:01.216257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:01.217331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:01.260878] [DEBUG] [MAG       ] GWH: Last date is validated at 2025-11-24
[2025-11-25T12:33:01.403213] [INFO ] [LOCAL     ] SVV: Saved forecast.
[2025-11-25T12:33:01.403302] [INFO ] [main      ] SVV: Signal=1 (Conf=80.0%), Magnitude=3.21% (Conf=45.8327%)
[2025-11-25T12:33:01.403465] [INFO ] [main      ] Fetching symbol history for CAL...
[2025-11-25T12:33:01.403515] [DEBUG] [REMOTE    ] CAL: Fetching historical data.
[2025-11-25T12:33:01.404856] [INFO ] [main      ] Progress: 403/524 forecasts completed (76.9%). SVV finished in 0.9s. ETA: 21.4s. Rate: 339.43 forecasts/min
[2025-11-25T12:33:01.418068] [DEBUG] [REMOTE    ] CAL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:01.419292] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 1 features, N/A% accuracy
[2025-11-25T12:33:01.419360] [INFO ] [LOCAL     ] CAL: Loaded 1 optimal features with 58.46% confidence from JSON config
[2025-11-25T12:33:01.419397] [DEBUG] [MAG       ] Building data for symbol: CAL with lookback: 0
[2025-11-25T12:33:01.420192] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:33:01.420264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:01.421007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:01.433313] [DEBUG] [MAG       ] GWH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:01.528220] [INFO ] [LOCAL     ] GWH: Saved forecast.
[2025-11-25T12:33:01.528466] [INFO ] [main      ] GWH: Signal=1 (Conf=80.0%), Magnitude=-24.14% (Conf=55.7286%)
[2025-11-25T12:33:01.528711] [INFO ] [main      ] Fetching symbol history for DELL...
[2025-11-25T12:33:01.528829] [DEBUG] [REMOTE    ] DELL: Fetching historical data.
[2025-11-25T12:33:01.530016] [INFO ] [main      ] Progress: 404/524 forecasts completed (77.1%). GWH finished in 0.7s. ETA: 21.2s. Rate: 339.67 forecasts/min
[2025-11-25T12:33:01.541072] [DEBUG] [REMOTE    ] DELL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:01.542087] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 3 features, N/A% accuracy
[2025-11-25T12:33:01.542215] [INFO ] [LOCAL     ] DELL: Loaded 3 optimal features with 63.60% confidence from JSON config
[2025-11-25T12:33:01.542317] [DEBUG] [MAG       ] Building data for symbol: DELL with lookback: 0
[2025-11-25T12:33:01.543205] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:01.543344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:01.548399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:01.549303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:01.581171] [DEBUG] [MAG       ] NEE: Last date is validated at 2025-11-24
[2025-11-25T12:33:01.585160] [DEBUG] [MAG       ] GENI: Last date is validated at 2025-11-24
[2025-11-25T12:33:01.681251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:01.751945] [DEBUG] [MAG       ] NEE: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:01.759082] [DEBUG] [MAG       ] GENI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:01.764878] [DEBUG] [MAG       ] CAL: Last date is validated at 2025-11-24
[2025-11-25T12:33:01.840967] [INFO ] [LOCAL     ] GENI: Saved forecast.
[2025-11-25T12:33:01.841062] [INFO ] [main      ] GENI: Signal=1 (Conf=80.0%), Magnitude=-0.48% (Conf=54.2407%)
[2025-11-25T12:33:01.841442] [INFO ] [main      ] Fetching symbol history for BXP...
[2025-11-25T12:33:01.841501] [DEBUG] [REMOTE    ] BXP: Fetching historical data.
[2025-11-25T12:33:01.841751] [INFO ] [main      ] Progress: 405/524 forecasts completed (77.3%). GENI finished in 0.9s. ETA: 21.1s. Rate: 339.03 forecasts/min
[2025-11-25T12:33:01.854412] [DEBUG] [REMOTE    ] BXP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:01.855583] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 6 features, N/A% accuracy
[2025-11-25T12:33:01.855685] [INFO ] [LOCAL     ] BXP: Loaded 6 optimal features with 40.09% confidence from JSON config
[2025-11-25T12:33:01.855733] [DEBUG] [MAG       ] Building data for symbol: BXP with lookback: 0
[2025-11-25T12:33:01.856557] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:01.856630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:01.861755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:01.863631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:01.864165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:01.864579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:01.864971] [INFO ] [LOCAL     ] NEE: Saved forecast.
[2025-11-25T12:33:01.865061] [INFO ] [main      ] NEE: Signal=1 (Conf=80.0%), Magnitude=1.28% (Conf=52.197%)
[2025-11-25T12:33:01.865222] [INFO ] [main      ] Fetching symbol history for AI...
[2025-11-25T12:33:01.865271] [DEBUG] [REMOTE    ] AI: Fetching historical data.
[2025-11-25T12:33:01.865931] [INFO ] [main      ] Progress: 406/524 forecasts completed (77.5%). NEE finished in 0.7s. ETA: 20.8s. Rate: 339.76 forecasts/min
[2025-11-25T12:33:01.879518] [DEBUG] [REMOTE    ] AI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:01.880432] [DEBUG] [LOCAL     ] Loaded configuration for AI: 2 features, N/A% accuracy
[2025-11-25T12:33:01.880503] [INFO ] [LOCAL     ] AI: Loaded 2 optimal features with 46.26% confidence from JSON config
[2025-11-25T12:33:01.880542] [DEBUG] [MAG       ] Building data for symbol: AI with lookback: 0
[2025-11-25T12:33:01.881397] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:33:01.881474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:01.886566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:01.887460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:01.912534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:01.913943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:01.952509] [DEBUG] [MAG       ] CAL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:02.047104] [DEBUG] [MAG       ] DELL: Last date is validated at 2025-11-24
[2025-11-25T12:33:02.059542] [INFO ] [LOCAL     ] CAL: Saved forecast.
[2025-11-25T12:33:02.059794] [INFO ] [main      ] CAL: Signal=1 (Conf=80.0%), Magnitude=-2.92% (Conf=58.4557%)
[2025-11-25T12:33:02.060032] [INFO ] [main      ] Fetching symbol history for OUT...
[2025-11-25T12:33:02.060099] [DEBUG] [REMOTE    ] OUT: Fetching historical data.
[2025-11-25T12:33:02.060960] [INFO ] [main      ] Progress: 407/524 forecasts completed (77.7%). CAL finished in 0.7s. ETA: 20.7s. Rate: 339.67 forecasts/min
[2025-11-25T12:33:02.076072] [DEBUG] [REMOTE    ] OUT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:02.077080] [DEBUG] [LOCAL     ] Loaded configuration for OUT: 10 features, N/A% accuracy
[2025-11-25T12:33:02.077206] [INFO ] [LOCAL     ] OUT: Loaded 10 optimal features with 45.58% confidence from JSON config
[2025-11-25T12:33:02.077309] [DEBUG] [MAG       ] Building data for symbol: OUT with lookback: 0
[2025-11-25T12:33:02.078218] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:33:02.078366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:02.083475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:33:02.084493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:33:02.085390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:02.087306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:02.087899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:02.089065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:33:02.090871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:02.092015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:33:02.092841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:33:02.093634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:02.219348] [DEBUG] [MAG       ] DELL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:02.232528] [DEBUG] [MAG       ] AI: Last date is validated at 2025-11-24
[2025-11-25T12:33:02.262206] [DEBUG] [MAG       ] BXP: Last date is validated at 2025-11-24
[2025-11-25T12:33:02.363460] [INFO ] [LOCAL     ] DELL: Saved forecast.
[2025-11-25T12:33:02.363558] [INFO ] [main      ] DELL: Signal=1 (Conf=80.0%), Magnitude=5.12% (Conf=63.5955%)
[2025-11-25T12:33:02.363751] [INFO ] [main      ] Fetching symbol history for GSK...
[2025-11-25T12:33:02.363811] [DEBUG] [REMOTE    ] GSK: Fetching historical data.
[2025-11-25T12:33:02.364993] [INFO ] [main      ] Progress: 408/524 forecasts completed (77.9%). DELL finished in 0.8s. ETA: 20.5s. Rate: 339.07 forecasts/min
[2025-11-25T12:33:02.375461] [DEBUG] [REMOTE    ] GSK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:02.376320] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 4 features, N/A% accuracy
[2025-11-25T12:33:02.376389] [INFO ] [LOCAL     ] GSK: Loaded 4 optimal features with 61.58% confidence from JSON config
[2025-11-25T12:33:02.376429] [DEBUG] [MAG       ] Building data for symbol: GSK with lookback: 0
[2025-11-25T12:33:02.377256] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:02.377337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:02.379068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:02.379605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:02.380126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:02.403766] [DEBUG] [MAG       ] AI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:02.425529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:02.443189] [DEBUG] [MAG       ] BXP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:02.451472] [DEBUG] [MAG       ] OUT: Last date is validated at 2025-11-24
[2025-11-25T12:33:02.519845] [INFO ] [LOCAL     ] AI: Saved forecast.
[2025-11-25T12:33:02.519941] [INFO ] [main      ] AI: Signal=1 (Conf=80.0%), Magnitude=10.26% (Conf=46.2614%)
[2025-11-25T12:33:02.520104] [INFO ] [main      ] Fetching symbol history for VICI...
[2025-11-25T12:33:02.520157] [DEBUG] [REMOTE    ] VICI: Fetching historical data.
[2025-11-25T12:33:02.522077] [INFO ] [main      ] Progress: 409/524 forecasts completed (78.1%). AI finished in 0.7s. ETA: 20.3s. Rate: 339.16 forecasts/min
[2025-11-25T12:33:02.536720] [DEBUG] [REMOTE    ] VICI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:02.537627] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 6 features, N/A% accuracy
[2025-11-25T12:33:02.537718] [INFO ] [LOCAL     ] VICI: Loaded 6 optimal features with 47.95% confidence from JSON config
[2025-11-25T12:33:02.537766] [DEBUG] [MAG       ] Building data for symbol: VICI with lookback: 0
[2025-11-25T12:33:02.538636] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:02.538742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:02.544479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:02.546804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:02.547361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:02.572736] [INFO ] [LOCAL     ] BXP: Saved forecast.
[2025-11-25T12:33:02.572832] [INFO ] [main      ] BXP: Signal=1 (Conf=80.0%), Magnitude=-1.08% (Conf=40.0929%)
[2025-11-25T12:33:02.573126] [INFO ] [main      ] Progress: 410/524 forecasts completed (78.2%). BXP finished in 0.7s. ETA: 20.1s. Rate: 339.75 forecasts/min
[2025-11-25T12:33:02.573249] [INFO ] [main      ] Fetching symbol history for PBH...
[2025-11-25T12:33:02.573298] [DEBUG] [REMOTE    ] PBH: Fetching historical data.
[2025-11-25T12:33:02.585047] [DEBUG] [REMOTE    ] PBH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:02.586103] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 7 features, N/A% accuracy
[2025-11-25T12:33:02.586169] [INFO ] [LOCAL     ] PBH: Loaded 7 optimal features with 58.56% confidence from JSON config
[2025-11-25T12:33:02.586207] [DEBUG] [MAG       ] Building data for symbol: PBH with lookback: 0
[2025-11-25T12:33:02.587027] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:33:02.587108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:02.588916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:02.589443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:02.589878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:02.590798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:02.593605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:02.595284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:33:02.596874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:02.607103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:33:02.608715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:33:02.610537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:02.636582] [DEBUG] [MAG       ] OUT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:02.733853] [INFO ] [LOCAL     ] OUT: Saved forecast.
[2025-11-25T12:33:02.734126] [INFO ] [main      ] OUT: Signal=1 (Conf=80.0%), Magnitude=1.36% (Conf=45.5806%)
[2025-11-25T12:33:02.734388] [INFO ] [main      ] Fetching symbol history for GAM...
[2025-11-25T12:33:02.734502] [DEBUG] [REMOTE    ] GAM: Fetching historical data.
[2025-11-25T12:33:02.735040] [INFO ] [main      ] Progress: 411/524 forecasts completed (78.4%). OUT finished in 0.7s. ETA: 20.0s. Rate: 339.82 forecasts/min
[2025-11-25T12:33:02.750166] [DEBUG] [REMOTE    ] GAM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:02.751497] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 5 features, N/A% accuracy
[2025-11-25T12:33:02.751663] [INFO ] [LOCAL     ] GAM: Loaded 5 optimal features with 55.66% confidence from JSON config
[2025-11-25T12:33:02.751799] [DEBUG] [MAG       ] Building data for symbol: GAM with lookback: 0
[2025-11-25T12:33:02.752936] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:02.753098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:02.758947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:02.760071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:02.762869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:02.764313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:33:02.766510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:02.801094] [DEBUG] [MAG       ] GSK: Last date is validated at 2025-11-24
[2025-11-25T12:33:02.938177] [DEBUG] [MAG       ] PBH: Last date is validated at 2025-11-24
[2025-11-25T12:33:02.964506] [DEBUG] [MAG       ] VICI: Last date is validated at 2025-11-24
[2025-11-25T12:33:02.986001] [DEBUG] [MAG       ] GSK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:03.080846] [INFO ] [LOCAL     ] GSK: Saved forecast.
[2025-11-25T12:33:03.081096] [INFO ] [main      ] GSK: Signal=1 (Conf=80.0%), Magnitude=-1.26% (Conf=61.5832%)
[2025-11-25T12:33:03.081309] [INFO ] [main      ] Fetching symbol history for GFL...
[2025-11-25T12:33:03.081430] [DEBUG] [REMOTE    ] GFL: Fetching historical data.
[2025-11-25T12:33:03.081773] [INFO ] [main      ] Progress: 412/524 forecasts completed (78.6%). GSK finished in 0.7s. ETA: 19.8s. Rate: 339.03 forecasts/min
[2025-11-25T12:33:03.093531] [DEBUG] [REMOTE    ] GFL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:03.094633] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 6 features, N/A% accuracy
[2025-11-25T12:33:03.094737] [INFO ] [LOCAL     ] GFL: Loaded 6 optimal features with 59.06% confidence from JSON config
[2025-11-25T12:33:03.094858] [DEBUG] [MAG       ] Building data for symbol: GFL with lookback: 0
[2025-11-25T12:33:03.095762] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:03.095849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:03.100945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:03.102911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:03.103446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:03.103956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:33:03.104691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:33:03.106604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:03.107047] [DEBUG] [MAG       ] PBH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:03.129385] [DEBUG] [MAG       ] GAM: Last date is validated at 2025-11-24
[2025-11-25T12:33:03.137216] [DEBUG] [MAG       ] VICI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:03.218821] [INFO ] [LOCAL     ] PBH: Saved forecast.
[2025-11-25T12:33:03.218949] [INFO ] [main      ] PBH: Signal=1 (Conf=80.0%), Magnitude=0.93% (Conf=58.5627%)
[2025-11-25T12:33:03.219295] [INFO ] [main      ] Fetching symbol history for CMU...
[2025-11-25T12:33:03.219370] [DEBUG] [REMOTE    ] CMU: Fetching historical data.
[2025-11-25T12:33:03.220243] [INFO ] [main      ] Progress: 413/524 forecasts completed (78.8%). PBH finished in 0.6s. ETA: 19.6s. Rate: 339.21 forecasts/min
[2025-11-25T12:33:03.221960] [INFO ] [LOCAL     ] VICI: Saved forecast.
[2025-11-25T12:33:03.222068] [INFO ] [main      ] VICI: Signal=1 (Conf=80.0%), Magnitude=-1.63% (Conf=47.9537%)
[2025-11-25T12:33:03.222308] [INFO ] [main      ] Fetching symbol history for BLDR...
[2025-11-25T12:33:03.222426] [DEBUG] [REMOTE    ] BLDR: Fetching historical data.
[2025-11-25T12:33:03.222919] [INFO ] [main      ] Progress: 414/524 forecasts completed (79.0%). VICI finished in 0.7s. ETA: 19.4s. Rate: 340.02 forecasts/min
[2025-11-25T12:33:03.232267] [DEBUG] [REMOTE    ] CMU: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:03.233001] [DEBUG] [LOCAL     ] Loaded configuration for CMU: 42 features, N/A% accuracy
[2025-11-25T12:33:03.233076] [INFO ] [LOCAL     ] CMU: Loaded 42 optimal features with 25.29% confidence from JSON config
[2025-11-25T12:33:03.233127] [DEBUG] [MAG       ] Building data for symbol: CMU with lookback: 0
[2025-11-25T12:33:03.233944] [DEBUG] [FEATURES  ] DataBuilder: Executing 42 feature methods.
[2025-11-25T12:33:03.234147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:03.236371] [DEBUG] [REMOTE    ] BLDR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:03.237357] [DEBUG] [LOCAL     ] Loaded configuration for BLDR: 7 features, N/A% accuracy
[2025-11-25T12:33:03.237488] [INFO ] [LOCAL     ] BLDR: Loaded 7 optimal features with 47.59% confidence from JSON config
[2025-11-25T12:33:03.237597] [DEBUG] [MAG       ] Building data for symbol: BLDR with lookback: 0
[2025-11-25T12:33:03.238483] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:33:03.238631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:03.239445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:03.240545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:03.241174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:03.241321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:03.241855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:03.241823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:03.242340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:03.242362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:03.242806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:03.243292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:03.243744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:03.244632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:03.244570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:33:03.245905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:03.247202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:03.309700] [DEBUG] [MAG       ] GAM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:03.372363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:03.374270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:03.398934] [INFO ] [LOCAL     ] GAM: Saved forecast.
[2025-11-25T12:33:03.399185] [INFO ] [main      ] GAM: Signal=1 (Conf=80.0%), Magnitude=0.66% (Conf=55.6636%)
[2025-11-25T12:33:03.399413] [INFO ] [main      ] Fetching symbol history for DECK...
[2025-11-25T12:33:03.399532] [DEBUG] [REMOTE    ] DECK: Fetching historical data.
[2025-11-25T12:33:03.399920] [INFO ] [main      ] Progress: 415/524 forecasts completed (79.2%). GAM finished in 0.7s. ETA: 19.2s. Rate: 340.01 forecasts/min
[2025-11-25T12:33:03.413287] [DEBUG] [REMOTE    ] DECK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:03.414600] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 3 features, N/A% accuracy
[2025-11-25T12:33:03.414752] [INFO ] [LOCAL     ] DECK: Loaded 3 optimal features with 42.34% confidence from JSON config
[2025-11-25T12:33:03.414852] [DEBUG] [MAG       ] Building data for symbol: DECK with lookback: 0
[2025-11-25T12:33:03.415743] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:03.415877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:03.420707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:03.421836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:03.452262] [DEBUG] [MAG       ] GFL: Last date is validated at 2025-11-24
[2025-11-25T12:33:03.462280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:03.463597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:33:03.464843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:03.477938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:03.478862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:03.480168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:33:03.566161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:33:03.567270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:33:03.569230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:33:03.572022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:33:03.573214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:03.575308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:33:03.576140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:33:03.580524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:33:03.581775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:33:03.583155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:33:03.584763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:33:03.587728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:33:03.588452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:33:03.589243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:33:03.591353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:03.592501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:33:03.593305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:33:03.594097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:33:03.594892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:33:03.597717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:33:03.599400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:33:03.601980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:33:03.602869] [DEBUG] [MAG       ] BLDR: Last date is validated at 2025-11-24
[2025-11-25T12:33:03.604260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:33:03.608182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:33:03.627217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:03.628452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:33:03.629952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:03.632951] [DEBUG] [MAG       ] GFL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:03.728275] [INFO ] [LOCAL     ] GFL: Saved forecast.
[2025-11-25T12:33:03.728393] [INFO ] [main      ] GFL: Signal=1 (Conf=80.0%), Magnitude=2.64% (Conf=59.0552%)
[2025-11-25T12:33:03.728720] [INFO ] [main      ] Fetching symbol history for TDW...
[2025-11-25T12:33:03.729024] [DEBUG] [REMOTE    ] TDW: Fetching historical data.
[2025-11-25T12:33:03.729070] [INFO ] [main      ] Progress: 416/524 forecasts completed (79.4%). GFL finished in 0.6s. ETA: 19.1s. Rate: 339.31 forecasts/min
[2025-11-25T12:33:03.741557] [DEBUG] [REMOTE    ] TDW: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:03.742704] [DEBUG] [LOCAL     ] Loaded configuration for TDW: 1 features, N/A% accuracy
[2025-11-25T12:33:03.742781] [INFO ] [LOCAL     ] TDW: Loaded 1 optimal features with 62.74% confidence from JSON config
[2025-11-25T12:33:03.742887] [DEBUG] [MAG       ] Building data for symbol: TDW with lookback: 0
[2025-11-25T12:33:03.743747] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:33:03.743834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:03.745693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:03.794577] [DEBUG] [MAG       ] BLDR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:03.818970] [DEBUG] [MAG       ] DECK: Last date is validated at 2025-11-24
[2025-11-25T12:33:03.972740] [DEBUG] [MAG       ] CMU: Last date is validated at 2025-11-24
[2025-11-25T12:33:04.001974] [DEBUG] [MAG       ] DECK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:04.093958] [INFO ] [LOCAL     ] BLDR: Saved forecast.
[2025-11-25T12:33:04.094207] [INFO ] [main      ] BLDR: Signal=1 (Conf=80.0%), Magnitude=2.28% (Conf=47.5865%)
[2025-11-25T12:33:04.094454] [INFO ] [main      ] Fetching symbol history for SPGI...
[2025-11-25T12:33:04.094576] [DEBUG] [REMOTE    ] SPGI: Fetching historical data.
[2025-11-25T12:33:04.095744] [INFO ] [main      ] Progress: 417/524 forecasts completed (79.6%). BLDR finished in 0.9s. ETA: 19.0s. Rate: 338.44 forecasts/min
[2025-11-25T12:33:04.103563] [DEBUG] [MAG       ] TDW: Last date is validated at 2025-11-24
[2025-11-25T12:33:04.110221] [DEBUG] [REMOTE    ] SPGI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:04.111037] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 5 features, N/A% accuracy
[2025-11-25T12:33:04.111112] [INFO ] [LOCAL     ] SPGI: Loaded 5 optimal features with 39.92% confidence from JSON config
[2025-11-25T12:33:04.111161] [DEBUG] [MAG       ] Building data for symbol: SPGI with lookback: 0
[2025-11-25T12:33:04.112206] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:04.112294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:04.114057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:04.114601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:04.115100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:04.115528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:04.116336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:04.149176] [DEBUG] [MAG       ] CMU: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:04.165964] [INFO ] [LOCAL     ] DECK: Saved forecast.
[2025-11-25T12:33:04.166084] [INFO ] [main      ] DECK: Signal=1 (Conf=80.0%), Magnitude=9.02% (Conf=42.3391%)
[2025-11-25T12:33:04.166287] [INFO ] [main      ] Fetching symbol history for EOI...
[2025-11-25T12:33:04.166369] [DEBUG] [REMOTE    ] EOI: Fetching historical data.
[2025-11-25T12:33:04.166915] [INFO ] [main      ] Progress: 418/524 forecasts completed (79.8%). DECK finished in 0.8s. ETA: 18.8s. Rate: 338.92 forecasts/min
[2025-11-25T12:33:04.181044] [DEBUG] [REMOTE    ] EOI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:04.182296] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 7 features, N/A% accuracy
[2025-11-25T12:33:04.182422] [INFO ] [LOCAL     ] EOI: Loaded 7 optimal features with 50.65% confidence from JSON config
[2025-11-25T12:33:04.182537] [DEBUG] [MAG       ] Building data for symbol: EOI with lookback: 0
[2025-11-25T12:33:04.183470] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:33:04.183615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:04.188751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:04.190801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:04.191419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:04.191991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:04.192902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:04.195767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:33:04.199093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:04.269758] [INFO ] [LOCAL     ] CMU: Saved forecast.
[2025-11-25T12:33:04.269998] [INFO ] [main      ] CMU: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=25.2923%)
[2025-11-25T12:33:04.270403] [INFO ] [main      ] Fetching symbol history for NCZ...
[2025-11-25T12:33:04.270524] [DEBUG] [REMOTE    ] NCZ: Fetching historical data.
[2025-11-25T12:33:04.270729] [INFO ] [main      ] Progress: 419/524 forecasts completed (80.0%). CMU finished in 1.1s. ETA: 18.6s. Rate: 339.26 forecasts/min
[2025-11-25T12:33:04.279135] [DEBUG] [MAG       ] TDW: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:04.283045] [DEBUG] [REMOTE    ] NCZ: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:04.284232] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 8 features, N/A% accuracy
[2025-11-25T12:33:04.284358] [INFO ] [LOCAL     ] NCZ: Loaded 8 optimal features with 40.71% confidence from JSON config
[2025-11-25T12:33:04.284458] [DEBUG] [MAG       ] Building data for symbol: NCZ with lookback: 0
[2025-11-25T12:33:04.285319] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:33:04.285456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:04.290549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:04.292464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:04.293054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:33:04.294663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:33:04.296319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:33:04.297620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:33:04.298944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:33:04.301138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:04.416859] [INFO ] [LOCAL     ] TDW: Saved forecast.
[2025-11-25T12:33:04.416953] [INFO ] [main      ] TDW: Signal=1 (Conf=80.0%), Magnitude=-4.50% (Conf=62.7358%)
[2025-11-25T12:33:04.417152] [INFO ] [main      ] Fetching symbol history for TRAK...
[2025-11-25T12:33:04.417206] [DEBUG] [REMOTE    ] TRAK: Fetching historical data.
[2025-11-25T12:33:04.418716] [INFO ] [main      ] Progress: 420/524 forecasts completed (80.2%). TDW finished in 0.7s. ETA: 18.4s. Rate: 339.39 forecasts/min
[2025-11-25T12:33:04.430404] [DEBUG] [REMOTE    ] TRAK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:04.431331] [DEBUG] [LOCAL     ] Loaded configuration for TRAK: 5 features, N/A% accuracy
[2025-11-25T12:33:04.431408] [INFO ] [LOCAL     ] TRAK: Loaded 5 optimal features with 59.81% confidence from JSON config
[2025-11-25T12:33:04.431447] [DEBUG] [MAG       ] Building data for symbol: TRAK with lookback: 0
[2025-11-25T12:33:04.432392] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:04.432476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:04.437696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:33:04.440299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:33:04.441752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:33:04.443089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T12:33:04.444754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:04.472813] [DEBUG] [MAG       ] SPGI: Last date is validated at 2025-11-24
[2025-11-25T12:33:04.556431] [DEBUG] [MAG       ] EOI: Last date is validated at 2025-11-24
[2025-11-25T12:33:04.642093] [DEBUG] [MAG       ] NCZ: Last date is validated at 2025-11-24
[2025-11-25T12:33:04.644668] [DEBUG] [MAG       ] SPGI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:04.735530] [DEBUG] [MAG       ] EOI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:04.798503] [DEBUG] [MAG       ] TRAK: Last date is validated at 2025-11-24
[2025-11-25T12:33:04.814797] [DEBUG] [MAG       ] NCZ: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:04.815236] [INFO ] [LOCAL     ] EOI: Saved forecast.
[2025-11-25T12:33:04.815517] [INFO ] [main      ] EOI: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=50.6491%)
[2025-11-25T12:33:04.815999] [INFO ] [main      ] Fetching symbol history for UL...
[2025-11-25T12:33:04.816121] [DEBUG] [REMOTE    ] UL: Fetching historical data.
[2025-11-25T12:33:04.816098] [INFO ] [main      ] Progress: 421/524 forecasts completed (80.3%). EOI finished in 0.6s. ETA: 18.3s. Rate: 338.39 forecasts/min
[2025-11-25T12:33:04.830875] [DEBUG] [REMOTE    ] UL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:04.831931] [DEBUG] [LOCAL     ] Loaded configuration for UL: 1 features, N/A% accuracy
[2025-11-25T12:33:04.832059] [INFO ] [LOCAL     ] UL: Loaded 1 optimal features with 54.95% confidence from JSON config
[2025-11-25T12:33:04.832160] [DEBUG] [MAG       ] Building data for symbol: UL with lookback: 0
[2025-11-25T12:33:04.833196] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:33:04.833331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:33:04.836159] [INFO ] [LOCAL     ] SPGI: Saved forecast.
[2025-11-25T12:33:04.836394] [INFO ] [main      ] SPGI: Signal=1 (Conf=80.0%), Magnitude=-1.62% (Conf=39.9188%)
[2025-11-25T12:33:04.836630] [INFO ] [main      ] Fetching symbol history for VVR...
[2025-11-25T12:33:04.836764] [DEBUG] [REMOTE    ] VVR: Fetching historical data.
[2025-11-25T12:33:04.837804] [INFO ] [main      ] Progress: 422/524 forecasts completed (80.5%). SPGI finished in 0.7s. ETA: 18.0s. Rate: 339.09 forecasts/min
[2025-11-25T12:33:04.850674] [DEBUG] [REMOTE    ] VVR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:04.851570] [DEBUG] [LOCAL     ] Loaded configuration for VVR: 6 features, N/A% accuracy
[2025-11-25T12:33:04.851721] [INFO ] [LOCAL     ] VVR: Loaded 6 optimal features with 39.24% confidence from JSON config
[2025-11-25T12:33:04.851832] [DEBUG] [MAG       ] Building data for symbol: VVR with lookback: 0
[2025-11-25T12:33:04.851799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:04.852622] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:04.852739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:04.857688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:04.859774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:33:04.860526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:04.861582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:33:04.862776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:33:04.864289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:04.963484] [INFO ] [LOCAL     ] NCZ: Saved forecast.
[2025-11-25T12:33:04.963591] [INFO ] [main      ] NCZ: Signal=1 (Conf=80.0%), Magnitude=0.73% (Conf=40.7088%)
[2025-11-25T12:33:04.963783] [INFO ] [main      ] Fetching symbol history for DOCS...
[2025-11-25T12:33:04.964028] [DEBUG] [REMOTE    ] DOCS: Fetching historical data.
[2025-11-25T12:33:04.965724] [INFO ] [main      ] Progress: 423/524 forecasts completed (80.7%). NCZ finished in 0.7s. ETA: 17.9s. Rate: 339.31 forecasts/min
[2025-11-25T12:33:04.974860] [DEBUG] [MAG       ] TRAK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:04.976601] [DEBUG] [REMOTE    ] DOCS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:04.977848] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 3 features, N/A% accuracy
[2025-11-25T12:33:04.977971] [INFO ] [LOCAL     ] DOCS: Loaded 3 optimal features with 41.83% confidence from JSON config
[2025-11-25T12:33:04.978068] [DEBUG] [MAG       ] Building data for symbol: DOCS with lookback: 0
[2025-11-25T12:33:04.978910] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:04.979045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:04.983924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:04.984826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:33:04.986927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:05.058818] [INFO ] [LOCAL     ] TRAK: Saved forecast.
[2025-11-25T12:33:05.058938] [INFO ] [main      ] TRAK: Signal=1 (Conf=80.0%), Magnitude=-1.11% (Conf=59.8119%)
[2025-11-25T12:33:05.059293] [INFO ] [main      ] Fetching symbol history for LDP...
[2025-11-25T12:33:05.059359] [DEBUG] [REMOTE    ] LDP: Fetching historical data.
[2025-11-25T12:33:05.059722] [INFO ] [main      ] Progress: 424/524 forecasts completed (80.9%). TRAK finished in 0.6s. ETA: 17.7s. Rate: 339.69 forecasts/min
[2025-11-25T12:33:05.071226] [DEBUG] [REMOTE    ] LDP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:05.072494] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 4 features, N/A% accuracy
[2025-11-25T12:33:05.072618] [INFO ] [LOCAL     ] LDP: Loaded 4 optimal features with 52.53% confidence from JSON config
[2025-11-25T12:33:05.072850] [DEBUG] [MAG       ] Building data for symbol: LDP with lookback: 0
[2025-11-25T12:33:05.073730] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:05.073861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:05.075673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:05.076304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:05.121056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:05.175937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:05.204147] [DEBUG] [MAG       ] VVR: Last date is validated at 2025-11-24
[2025-11-25T12:33:05.208267] [DEBUG] [MAG       ] UL: Last date is validated at 2025-11-24
[2025-11-25T12:33:05.344638] [DEBUG] [MAG       ] DOCS: Last date is validated at 2025-11-24
[2025-11-25T12:33:05.374359] [DEBUG] [MAG       ] VVR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:05.386313] [DEBUG] [MAG       ] UL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:05.494987] [INFO ] [LOCAL     ] UL: Saved forecast.
[2025-11-25T12:33:05.495782] [INFO ] [main      ] UL: Signal=1 (Conf=80.0%), Magnitude=-0.31% (Conf=54.9547%)
[2025-11-25T12:33:05.495970] [INFO ] [main      ] Fetching symbol history for NMT...
[2025-11-25T12:33:05.496023] [DEBUG] [REMOTE    ] NMT: Fetching historical data.
[2025-11-25T12:33:05.497539] [INFO ] [main      ] Progress: 425/524 forecasts completed (81.1%). UL finished in 0.7s. ETA: 17.5s. Rate: 338.51 forecasts/min
[2025-11-25T12:33:05.509847] [DEBUG] [REMOTE    ] NMT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:05.510865] [DEBUG] [LOCAL     ] Loaded configuration for NMT: 6 features, N/A% accuracy
[2025-11-25T12:33:05.510954] [INFO ] [LOCAL     ] NMT: Loaded 6 optimal features with 41.08% confidence from JSON config
[2025-11-25T12:33:05.511063] [DEBUG] [MAG       ] Building data for symbol: NMT with lookback: 0
[2025-11-25T12:33:05.512042] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:05.512284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:05.514139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:05.514746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:05.515219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:33:05.516894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:33:05.519273] [DEBUG] [MAG       ] LDP: Last date is validated at 2025-11-24
[2025-11-25T12:33:05.520012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:33:05.521928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:05.525767] [INFO ] [LOCAL     ] VVR: Saved forecast.
[2025-11-25T12:33:05.525978] [INFO ] [main      ] VVR: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=39.2357%)
[2025-11-25T12:33:05.526216] [INFO ] [main      ] Fetching symbol history for CINT...
[2025-11-25T12:33:05.526334] [DEBUG] [REMOTE    ] CINT: Fetching historical data.
[2025-11-25T12:33:05.526831] [DEBUG] [MAG       ] DOCS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:05.527115] [INFO ] [main      ] Progress: 426/524 forecasts completed (81.3%). VVR finished in 0.7s. ETA: 17.3s. Rate: 339.17 forecasts/min
[2025-11-25T12:33:05.540431] [DEBUG] [REMOTE    ] CINT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:05.541462] [DEBUG] [LOCAL     ] Loaded configuration for CINT: 8 features, N/A% accuracy
[2025-11-25T12:33:05.541592] [INFO ] [LOCAL     ] CINT: Loaded 8 optimal features with 58.35% confidence from JSON config
[2025-11-25T12:33:05.541724] [DEBUG] [MAG       ] Building data for symbol: CINT with lookback: 0
[2025-11-25T12:33:05.542562] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:33:05.542728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:05.547746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:05.549565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:05.550114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:05.550523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:05.551296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:05.552147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:05.552983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:33:05.553704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:05.672791] [INFO ] [LOCAL     ] DOCS: Saved forecast.
[2025-11-25T12:33:05.672922] [INFO ] [main      ] DOCS: Signal=1 (Conf=80.0%), Magnitude=2.55% (Conf=41.8275%)
[2025-11-25T12:33:05.673273] [INFO ] [main      ] Fetching symbol history for PCM...
[2025-11-25T12:33:05.673350] [DEBUG] [REMOTE    ] PCM: Fetching historical data.
[2025-11-25T12:33:05.673716] [INFO ] [main      ] Progress: 427/524 forecasts completed (81.5%). DOCS finished in 0.7s. ETA: 17.2s. Rate: 339.31 forecasts/min
[2025-11-25T12:33:05.685540] [DEBUG] [REMOTE    ] PCM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:05.686793] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 12 features, N/A% accuracy
[2025-11-25T12:33:05.686921] [INFO ] [LOCAL     ] PCM: Loaded 12 optimal features with 45.84% confidence from JSON config
[2025-11-25T12:33:05.687047] [DEBUG] [MAG       ] Building data for symbol: PCM with lookback: 0
[2025-11-25T12:33:05.687971] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T12:33:05.688132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:05.689967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:05.690576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:05.691077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:05.692070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:05.694610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:33:05.697303] [DEBUG] [MAG       ] LDP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:05.715186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:05.715749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:05.716863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:33:05.718607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:05.719789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:33:05.720570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:33:05.721352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:05.766399] [INFO ] [LOCAL     ] LDP: Saved forecast.
[2025-11-25T12:33:05.766676] [INFO ] [main      ] LDP: Signal=1 (Conf=80.0%), Magnitude=0.28% (Conf=52.5301%)
[2025-11-25T12:33:05.767123] [INFO ] [main      ] Fetching symbol history for CMSA...
[2025-11-25T12:33:05.767246] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T12:33:05.767713] [INFO ] [main      ] Progress: 428/524 forecasts completed (81.7%). LDP finished in 0.7s. ETA: 17.0s. Rate: 339.68 forecasts/min
[2025-11-25T12:33:05.778513] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:05.779268] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 7 features, N/A% accuracy
[2025-11-25T12:33:05.779391] [INFO ] [LOCAL     ] CMSA: Loaded 7 optimal features with 53.63% confidence from JSON config
[2025-11-25T12:33:05.779492] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 0
[2025-11-25T12:33:05.780365] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:33:05.780501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:05.785623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:05.787732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:05.788340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:05.788906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:05.789393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:05.792185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:05.838742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:05.876805] [DEBUG] [MAG       ] NMT: Last date is validated at 2025-11-24
[2025-11-25T12:33:05.893751] [DEBUG] [MAG       ] CINT: Last date is validated at 2025-11-24
[2025-11-25T12:33:06.055354] [DEBUG] [MAG       ] NMT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:06.064478] [DEBUG] [MAG       ] CINT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:06.065935] [DEBUG] [MAG       ] PCM: Last date is validated at 2025-11-24
[2025-11-25T12:33:06.134672] [INFO ] [LOCAL     ] CINT: Saved forecast.
[2025-11-25T12:33:06.134908] [INFO ] [main      ] CINT: Signal=1 (Conf=80.0%), Magnitude=5.26% (Conf=58.3518%)
[2025-11-25T12:33:06.135138] [INFO ] [main      ] Fetching symbol history for TRTX...
[2025-11-25T12:33:06.135256] [DEBUG] [REMOTE    ] TRTX: Fetching historical data.
[2025-11-25T12:33:06.135995] [INFO ] [main      ] Progress: 429/524 forecasts completed (81.9%). CINT finished in 0.6s. ETA: 16.8s. Rate: 338.82 forecasts/min
[2025-11-25T12:33:06.151144] [DEBUG] [REMOTE    ] TRTX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:06.152019] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 5 features, N/A% accuracy
[2025-11-25T12:33:06.152148] [INFO ] [LOCAL     ] TRTX: Loaded 5 optimal features with 59.52% confidence from JSON config
[2025-11-25T12:33:06.152256] [DEBUG] [MAG       ] Building data for symbol: TRTX with lookback: 0
[2025-11-25T12:33:06.153097] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:06.153239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:06.158178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:06.159541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:33:06.162486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:33:06.166482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:33:06.167983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:06.184599] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-24
[2025-11-25T12:33:06.191752] [INFO ] [LOCAL     ] NMT: Saved forecast.
[2025-11-25T12:33:06.192007] [INFO ] [main      ] NMT: Signal=1 (Conf=80.0%), Magnitude=0.14% (Conf=41.0831%)
[2025-11-25T12:33:06.192258] [INFO ] [main      ] Fetching symbol history for MAS...
[2025-11-25T12:33:06.192375] [DEBUG] [REMOTE    ] MAS: Fetching historical data.
[2025-11-25T12:33:06.193723] [INFO ] [main      ] Progress: 430/524 forecasts completed (82.1%). NMT finished in 0.7s. ETA: 16.6s. Rate: 339.36 forecasts/min
[2025-11-25T12:33:06.208002] [DEBUG] [REMOTE    ] MAS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:06.209493] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 2 features, N/A% accuracy
[2025-11-25T12:33:06.209670] [INFO ] [LOCAL     ] MAS: Loaded 2 optimal features with 60.71% confidence from JSON config
[2025-11-25T12:33:06.209799] [DEBUG] [MAG       ] Building data for symbol: MAS with lookback: 0
[2025-11-25T12:33:06.210924] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:33:06.211059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:06.212085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:33:06.213223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:06.238046] [DEBUG] [MAG       ] PCM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:06.310914] [INFO ] [LOCAL     ] PCM: Saved forecast.
[2025-11-25T12:33:06.311005] [INFO ] [main      ] PCM: Signal=1 (Conf=80.0%), Magnitude=-0.64% (Conf=45.835%)
[2025-11-25T12:33:06.311369] [INFO ] [main      ] Fetching symbol history for WLKP...
[2025-11-25T12:33:06.311425] [DEBUG] [REMOTE    ] WLKP: Fetching historical data.
[2025-11-25T12:33:06.311739] [INFO ] [main      ] Progress: 431/524 forecasts completed (82.3%). PCM finished in 0.6s. ETA: 16.4s. Rate: 339.62 forecasts/min
[2025-11-25T12:33:06.327110] [DEBUG] [REMOTE    ] WLKP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:06.328046] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 2 features, N/A% accuracy
[2025-11-25T12:33:06.328123] [INFO ] [LOCAL     ] WLKP: Loaded 2 optimal features with 60.75% confidence from JSON config
[2025-11-25T12:33:06.328163] [DEBUG] [MAG       ] Building data for symbol: WLKP with lookback: 0
[2025-11-25T12:33:06.328987] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:33:06.329062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:06.331168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:33:06.334254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:06.362844] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:06.441086] [INFO ] [LOCAL     ] CMSA: Saved forecast.
[2025-11-25T12:33:06.441178] [INFO ] [main      ] CMSA: Signal=1 (Conf=80.0%), Magnitude=0.85% (Conf=53.6327%)
[2025-11-25T12:33:06.441619] [INFO ] [main      ] Fetching symbol history for PERF...
[2025-11-25T12:33:06.441694] [DEBUG] [REMOTE    ] PERF: Fetching historical data.
[2025-11-25T12:33:06.441729] [INFO ] [main      ] Progress: 432/524 forecasts completed (82.4%). CMSA finished in 0.7s. ETA: 16.2s. Rate: 339.83 forecasts/min
[2025-11-25T12:33:06.453131] [DEBUG] [REMOTE    ] PERF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:06.454274] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 13 features, N/A% accuracy
[2025-11-25T12:33:06.454394] [INFO ] [LOCAL     ] PERF: Loaded 13 optimal features with 45.44% confidence from JSON config
[2025-11-25T12:33:06.454492] [DEBUG] [MAG       ] Building data for symbol: PERF with lookback: 0
[2025-11-25T12:33:06.455329] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:33:06.455466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:06.460429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:06.462284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:06.462815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:06.463339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:06.463833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:06.464666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:06.467098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:06.468163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:06.469469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:06.470593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:33:06.472291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:06.473404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:33:06.474180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:06.511351] [DEBUG] [MAG       ] TRTX: Last date is validated at 2025-11-24
[2025-11-25T12:33:06.572575] [DEBUG] [MAG       ] MAS: Last date is validated at 2025-11-24
[2025-11-25T12:33:06.676926] [DEBUG] [MAG       ] WLKP: Last date is validated at 2025-11-24
[2025-11-25T12:33:06.681668] [DEBUG] [MAG       ] TRTX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:06.748457] [DEBUG] [MAG       ] MAS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:06.753122] [INFO ] [LOCAL     ] TRTX: Saved forecast.
[2025-11-25T12:33:06.753355] [INFO ] [main      ] TRTX: Signal=1 (Conf=80.0%), Magnitude=0.76% (Conf=59.5208%)
[2025-11-25T12:33:06.753832] [INFO ] [main      ] Progress: 433/524 forecasts completed (82.6%). TRTX finished in 0.6s. ETA: 16.1s. Rate: 339.22 forecasts/min
[2025-11-25T12:33:06.754028] [INFO ] [main      ] Fetching symbol history for SPIR...
[2025-11-25T12:33:06.754150] [DEBUG] [REMOTE    ] SPIR: Fetching historical data.
[2025-11-25T12:33:06.768573] [DEBUG] [REMOTE    ] SPIR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:06.769731] [DEBUG] [LOCAL     ] Loaded configuration for SPIR: 7 features, N/A% accuracy
[2025-11-25T12:33:06.769867] [INFO ] [LOCAL     ] SPIR: Loaded 7 optimal features with 44.66% confidence from JSON config
[2025-11-25T12:33:06.769974] [DEBUG] [MAG       ] Building data for symbol: SPIR with lookback: 0
[2025-11-25T12:33:06.770827] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:33:06.770971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:06.772787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:06.773384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:06.773895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:06.818041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:06.819427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:33:06.823742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:33:06.826672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:06.837509] [DEBUG] [MAG       ] PERF: Last date is validated at 2025-11-24
[2025-11-25T12:33:06.850206] [DEBUG] [MAG       ] WLKP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:06.853983] [INFO ] [LOCAL     ] MAS: Saved forecast.
[2025-11-25T12:33:06.854241] [INFO ] [main      ] MAS: Signal=1 (Conf=80.0%), Magnitude=-0.88% (Conf=60.7078%)
[2025-11-25T12:33:06.854498] [INFO ] [main      ] Fetching symbol history for MPV...
[2025-11-25T12:33:06.854614] [DEBUG] [REMOTE    ] MPV: Fetching historical data.
[2025-11-25T12:33:06.854861] [INFO ] [main      ] Progress: 434/524 forecasts completed (82.8%). MAS finished in 0.7s. ETA: 15.9s. Rate: 339.56 forecasts/min
[2025-11-25T12:33:06.869010] [DEBUG] [REMOTE    ] MPV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:06.869969] [DEBUG] [LOCAL     ] Loaded configuration for MPV: 5 features, N/A% accuracy
[2025-11-25T12:33:06.870038] [INFO ] [LOCAL     ] MPV: Loaded 5 optimal features with 55.47% confidence from JSON config
[2025-11-25T12:33:06.870078] [DEBUG] [MAG       ] Building data for symbol: MPV with lookback: 0
[2025-11-25T12:33:06.870900] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:06.870995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:06.872765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:06.873310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:06.873775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:06.874689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:33:06.877624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:06.920257] [INFO ] [LOCAL     ] WLKP: Saved forecast.
[2025-11-25T12:33:06.920374] [INFO ] [main      ] WLKP: Signal=1 (Conf=80.0%), Magnitude=0.49% (Conf=60.7508%)
[2025-11-25T12:33:06.920807] [INFO ] [main      ] Progress: 435/524 forecasts completed (83.0%). WLKP finished in 0.6s. ETA: 15.7s. Rate: 340.05 forecasts/min
[2025-11-25T12:33:06.920752] [INFO ] [main      ] Fetching symbol history for SRG...
[2025-11-25T12:33:06.920970] [DEBUG] [REMOTE    ] SRG: Fetching historical data.
[2025-11-25T12:33:06.932708] [DEBUG] [REMOTE    ] SRG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:06.933972] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 3 features, N/A% accuracy
[2025-11-25T12:33:06.934094] [INFO ] [LOCAL     ] SRG: Loaded 3 optimal features with 64.58% confidence from JSON config
[2025-11-25T12:33:06.934191] [DEBUG] [MAG       ] Building data for symbol: SRG with lookback: 0
[2025-11-25T12:33:06.935048] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:06.935180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:06.935985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:33:06.938020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:33:06.942153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:07.012535] [DEBUG] [MAG       ] PERF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:07.089012] [INFO ] [LOCAL     ] PERF: Saved forecast.
[2025-11-25T12:33:07.089244] [INFO ] [main      ] PERF: Signal=1 (Conf=80.0%), Magnitude=1.66% (Conf=45.4365%)
[2025-11-25T12:33:07.089691] [INFO ] [main      ] Fetching symbol history for UI...
[2025-11-25T12:33:07.089813] [DEBUG] [REMOTE    ] UI: Fetching historical data.
[2025-11-25T12:33:07.090526] [INFO ] [main      ] Progress: 436/524 forecasts completed (83.2%). PERF finished in 0.6s. ETA: 15.5s. Rate: 340.08 forecasts/min
[2025-11-25T12:33:07.102022] [DEBUG] [REMOTE    ] UI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:07.103298] [DEBUG] [LOCAL     ] Loaded configuration for UI: 11 features, N/A% accuracy
[2025-11-25T12:33:07.103431] [INFO ] [LOCAL     ] UI: Loaded 11 optimal features with 50.09% confidence from JSON config
[2025-11-25T12:33:07.103539] [DEBUG] [MAG       ] Building data for symbol: UI with lookback: 0
[2025-11-25T12:33:07.104464] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:33:07.104610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:07.110009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:07.112177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:07.112840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:07.113337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:33:07.168032] [DEBUG] [MAG       ] SPIR: Last date is validated at 2025-11-24
[2025-11-25T12:33:07.204108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:33:07.209148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:07.209935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:07.211109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:33:07.212961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:07.214151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:33:07.214965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:07.226882] [DEBUG] [MAG       ] MPV: Last date is validated at 2025-11-24
[2025-11-25T12:33:07.285268] [DEBUG] [MAG       ] SRG: Last date is validated at 2025-11-24
[2025-11-25T12:33:07.337450] [DEBUG] [MAG       ] SPIR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:07.396843] [DEBUG] [MAG       ] MPV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:07.454199] [INFO ] [LOCAL     ] SPIR: Saved forecast.
[2025-11-25T12:33:07.454460] [INFO ] [main      ] SPIR: Signal=1 (Conf=80.0%), Magnitude=-3.35% (Conf=44.6554%)
[2025-11-25T12:33:07.454662] [INFO ] [main      ] Fetching symbol history for JBGS...
[2025-11-25T12:33:07.454784] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T12:33:07.455758] [INFO ] [main      ] Progress: 437/524 forecasts completed (83.4%). SPIR finished in 0.7s. ETA: 15.4s. Rate: 339.25 forecasts/min
[2025-11-25T12:33:07.458275] [DEBUG] [MAG       ] SRG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:07.465383] [INFO ] [LOCAL     ] MPV: Saved forecast.
[2025-11-25T12:33:07.465629] [INFO ] [main      ] MPV: Signal=1 (Conf=80.0%), Magnitude=-0.88% (Conf=55.4725%)
[2025-11-25T12:33:07.465871] [INFO ] [main      ] Fetching symbol history for GBCI...
[2025-11-25T12:33:07.465992] [DEBUG] [REMOTE    ] GBCI: Fetching historical data.
[2025-11-25T12:33:07.468700] [INFO ] [main      ] Progress: 438/524 forecasts completed (83.6%). MPV finished in 0.6s. ETA: 15.2s. Rate: 339.97 forecasts/min
[2025-11-25T12:33:07.468985] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:07.469344] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 7 features, N/A% accuracy
[2025-11-25T12:33:07.469400] [INFO ] [LOCAL     ] JBGS: Loaded 7 optimal features with 57.70% confidence from JSON config
[2025-11-25T12:33:07.469438] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 0
[2025-11-25T12:33:07.470219] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:33:07.470289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:07.475239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:07.477290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:07.477842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:07.478311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:07.478769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:33:07.480556] [DEBUG] [REMOTE    ] GBCI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:07.481551] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 10 features, N/A% accuracy
[2025-11-25T12:33:07.481692] [INFO ] [LOCAL     ] GBCI: Loaded 10 optimal features with 57.21% confidence from JSON config
[2025-11-25T12:33:07.481789] [DEBUG] [MAG       ] Building data for symbol: GBCI with lookback: 0
[2025-11-25T12:33:07.482596] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:33:07.482750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:07.487613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:07.489473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:07.490046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:07.490568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:07.491052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:07.492021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:07.494536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:07.529543] [INFO ] [LOCAL     ] SRG: Saved forecast.
[2025-11-25T12:33:07.529675] [INFO ] [main      ] SRG: Signal=1 (Conf=80.0%), Magnitude=-1.04% (Conf=64.5774%)
[2025-11-25T12:33:07.530057] [INFO ] [main      ] Fetching symbol history for FSM...
[2025-11-25T12:33:07.530132] [DEBUG] [REMOTE    ] FSM: Fetching historical data.
[2025-11-25T12:33:07.530732] [INFO ] [main      ] Progress: 439/524 forecasts completed (83.8%). SRG finished in 0.6s. ETA: 15.0s. Rate: 340.47 forecasts/min
[2025-11-25T12:33:07.543666] [DEBUG] [REMOTE    ] FSM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:07.544671] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 5 features, N/A% accuracy
[2025-11-25T12:33:07.544742] [INFO ] [LOCAL     ] FSM: Loaded 5 optimal features with 60.57% confidence from JSON config
[2025-11-25T12:33:07.544781] [DEBUG] [MAG       ] Building data for symbol: FSM with lookback: 0
[2025-11-25T12:33:07.545560] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:07.545630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:07.550760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:07.552698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:07.553275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:07.553780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:07.555105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:07.567505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:33:07.568488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:07.573006] [DEBUG] [MAG       ] UI: Last date is validated at 2025-11-24
[2025-11-25T12:33:07.620928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:07.666048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:07.668559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:07.759831] [DEBUG] [MAG       ] UI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:07.894538] [DEBUG] [MAG       ] FSM: Last date is validated at 2025-11-24
[2025-11-25T12:33:07.909126] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-24
[2025-11-25T12:33:07.999756] [INFO ] [LOCAL     ] UI: Saved forecast.
[2025-11-25T12:33:07.999874] [INFO ] [main      ] UI: Signal=1 (Conf=80.0%), Magnitude=5.39% (Conf=50.0863%)
[2025-11-25T12:33:08.000048] [INFO ] [main      ] Fetching symbol history for BK...
[2025-11-25T12:33:08.000268] [DEBUG] [REMOTE    ] BK: Fetching historical data.
[2025-11-25T12:33:08.001165] [INFO ] [main      ] Progress: 440/524 forecasts completed (84.0%). UI finished in 0.9s. ETA: 14.9s. Rate: 339.18 forecasts/min
[2025-11-25T12:33:08.008002] [DEBUG] [MAG       ] GBCI: Last date is validated at 2025-11-24
[2025-11-25T12:33:08.012331] [DEBUG] [REMOTE    ] BK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:08.013364] [DEBUG] [LOCAL     ] Loaded configuration for BK: 5 features, N/A% accuracy
[2025-11-25T12:33:08.013448] [INFO ] [LOCAL     ] BK: Loaded 5 optimal features with 54.82% confidence from JSON config
[2025-11-25T12:33:08.013499] [DEBUG] [MAG       ] Building data for symbol: BK with lookback: 0
[2025-11-25T12:33:08.014343] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:08.014432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:08.016225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:08.017043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:08.017477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:08.019569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:33:08.020757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:08.067679] [DEBUG] [MAG       ] FSM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:08.081563] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:08.138984] [INFO ] [LOCAL     ] FSM: Saved forecast.
[2025-11-25T12:33:08.139076] [INFO ] [main      ] FSM: Signal=1 (Conf=80.0%), Magnitude=6.12% (Conf=60.5689%)
[2025-11-25T12:33:08.139434] [INFO ] [main      ] Fetching symbol history for LTC...
[2025-11-25T12:33:08.139621] [DEBUG] [REMOTE    ] LTC: Fetching historical data.
[2025-11-25T12:33:08.139898] [INFO ] [main      ] Progress: 441/524 forecasts completed (84.2%). FSM finished in 0.6s. ETA: 14.7s. Rate: 339.35 forecasts/min
[2025-11-25T12:33:08.153547] [DEBUG] [REMOTE    ] LTC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:08.154545] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 6 features, N/A% accuracy
[2025-11-25T12:33:08.154610] [INFO ] [LOCAL     ] LTC: Loaded 6 optimal features with 50.72% confidence from JSON config
[2025-11-25T12:33:08.154676] [DEBUG] [MAG       ] Building data for symbol: LTC with lookback: 0
[2025-11-25T12:33:08.155431] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:08.155508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:08.160341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:08.162151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:08.162656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:08.163117] [INFO ] [LOCAL     ] JBGS: Saved forecast.
[2025-11-25T12:33:08.163273] [INFO ] [main      ] JBGS: Signal=1 (Conf=80.0%), Magnitude=2.22% (Conf=57.7%)
[2025-11-25T12:33:08.163499] [INFO ] [main      ] Fetching symbol history for ARW...
[2025-11-25T12:33:08.163618] [DEBUG] [REMOTE    ] ARW: Fetching historical data.
[2025-11-25T12:33:08.165722] [INFO ] [main      ] Progress: 442/524 forecasts completed (84.4%). JBGS finished in 0.7s. ETA: 14.5s. Rate: 340.01 forecasts/min
[2025-11-25T12:33:08.166468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:08.177854] [DEBUG] [REMOTE    ] ARW: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:08.178946] [DEBUG] [LOCAL     ] Loaded configuration for ARW: 4 features, N/A% accuracy
[2025-11-25T12:33:08.179024] [INFO ] [LOCAL     ] ARW: Loaded 4 optimal features with 56.90% confidence from JSON config
[2025-11-25T12:33:08.179139] [DEBUG] [MAG       ] Building data for symbol: ARW with lookback: 0
[2025-11-25T12:33:08.179997] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:08.180082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:08.180971] [DEBUG] [MAG       ] GBCI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:08.185356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:33:08.186191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:33:08.190594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:08.191765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:08.299488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:33:08.302135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:08.306309] [INFO ] [LOCAL     ] GBCI: Saved forecast.
[2025-11-25T12:33:08.306514] [INFO ] [main      ] GBCI: Signal=1 (Conf=80.0%), Magnitude=-1.29% (Conf=57.2065%)
[2025-11-25T12:33:08.306759] [INFO ] [main      ] Fetching symbol history for ABBV...
[2025-11-25T12:33:08.306869] [DEBUG] [REMOTE    ] ABBV: Fetching historical data.
[2025-11-25T12:33:08.308752] [INFO ] [main      ] Progress: 443/524 forecasts completed (84.5%). GBCI finished in 0.8s. ETA: 14.3s. Rate: 340.15 forecasts/min
[2025-11-25T12:33:08.319773] [DEBUG] [REMOTE    ] ABBV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:08.320680] [DEBUG] [LOCAL     ] Loaded configuration for ABBV: 4 features, N/A% accuracy
[2025-11-25T12:33:08.320811] [INFO ] [LOCAL     ] ABBV: Loaded 4 optimal features with 53.72% confidence from JSON config
[2025-11-25T12:33:08.320907] [DEBUG] [MAG       ] Building data for symbol: ABBV with lookback: 0
[2025-11-25T12:33:08.321767] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:08.321898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:08.326819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:08.328155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:33:08.329840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:33:08.332311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:08.395609] [DEBUG] [MAG       ] BK: Last date is validated at 2025-11-24
[2025-11-25T12:33:08.538035] [DEBUG] [MAG       ] ARW: Last date is validated at 2025-11-24
[2025-11-25T12:33:08.570407] [DEBUG] [MAG       ] BK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:08.668417] [DEBUG] [MAG       ] ABBV: Last date is validated at 2025-11-24
[2025-11-25T12:33:08.675067] [INFO ] [LOCAL     ] BK: Saved forecast.
[2025-11-25T12:33:08.675319] [INFO ] [main      ] BK: Signal=1 (Conf=80.0%), Magnitude=-0.25% (Conf=54.8158%)
[2025-11-25T12:33:08.675745] [INFO ] [main      ] Progress: 444/524 forecasts completed (84.7%). BK finished in 0.7s. ETA: 14.1s. Rate: 339.33 forecasts/min
[2025-11-25T12:33:08.675935] [INFO ] [main      ] Fetching symbol history for GIB...
[2025-11-25T12:33:08.676039] [DEBUG] [REMOTE    ] GIB: Fetching historical data.
[2025-11-25T12:33:08.679967] [DEBUG] [MAG       ] LTC: Last date is validated at 2025-11-24
[2025-11-25T12:33:08.687533] [DEBUG] [REMOTE    ] GIB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:08.688830] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 6 features, N/A% accuracy
[2025-11-25T12:33:08.688902] [INFO ] [LOCAL     ] GIB: Loaded 6 optimal features with 57.79% confidence from JSON config
[2025-11-25T12:33:08.688941] [DEBUG] [MAG       ] Building data for symbol: GIB with lookback: 0
[2025-11-25T12:33:08.689781] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:08.689860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:08.694744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:08.695603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:08.708674] [DEBUG] [MAG       ] ARW: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:08.739629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:33:08.827825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:33:08.830936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:33:08.831793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:08.839408] [INFO ] [LOCAL     ] ARW: Saved forecast.
[2025-11-25T12:33:08.839387] [DEBUG] [MAG       ] ABBV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:08.839483] [INFO ] [main      ] ARW: Signal=1 (Conf=80.0%), Magnitude=1.72% (Conf=56.8953%)
[2025-11-25T12:33:08.839664] [INFO ] [main      ] Fetching symbol history for DUK...
[2025-11-25T12:33:08.839721] [DEBUG] [REMOTE    ] DUK: Fetching historical data.
[2025-11-25T12:33:08.840028] [INFO ] [main      ] Progress: 445/524 forecasts completed (84.9%). ARW finished in 0.7s. ETA: 14.0s. Rate: 339.38 forecasts/min
[2025-11-25T12:33:08.853754] [DEBUG] [REMOTE    ] DUK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:08.854676] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, N/A% accuracy
[2025-11-25T12:33:08.854748] [INFO ] [LOCAL     ] DUK: Loaded 3 optimal features with 63.52% confidence from JSON config
[2025-11-25T12:33:08.854815] [DEBUG] [MAG       ] Building data for symbol: DUK with lookback: 0
[2025-11-25T12:33:08.855583] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:08.855682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:08.860669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:33:08.860847] [DEBUG] [MAG       ] LTC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:08.861371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:33:08.862095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:08.942984] [INFO ] [LOCAL     ] LTC: Saved forecast.
[2025-11-25T12:33:08.943077] [INFO ] [main      ] LTC: Signal=1 (Conf=80.0%), Magnitude=-0.15% (Conf=50.7224%)
[2025-11-25T12:33:08.943417] [INFO ] [main      ] Fetching symbol history for HLX...
[2025-11-25T12:33:08.943474] [DEBUG] [REMOTE    ] HLX: Fetching historical data.
[2025-11-25T12:33:08.943734] [INFO ] [main      ] Progress: 446/524 forecasts completed (85.1%). LTC finished in 0.8s. ETA: 13.8s. Rate: 339.70 forecasts/min
[2025-11-25T12:33:08.956871] [DEBUG] [REMOTE    ] HLX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:08.957823] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 8 features, N/A% accuracy
[2025-11-25T12:33:08.957890] [INFO ] [LOCAL     ] HLX: Loaded 8 optimal features with 59.11% confidence from JSON config
[2025-11-25T12:33:08.957929] [DEBUG] [MAG       ] Building data for symbol: HLX with lookback: 0
[2025-11-25T12:33:08.958731] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:33:08.958802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:08.963719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:08.965593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:08.966167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:08.966661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:08.967489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:33:08.970130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T12:33:08.970953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:33:08.971740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:08.989457] [INFO ] [LOCAL     ] ABBV: Saved forecast.
[2025-11-25T12:33:08.989704] [INFO ] [main      ] ABBV: Signal=1 (Conf=80.0%), Magnitude=0.53% (Conf=53.717%)
[2025-11-25T12:33:08.990200] [INFO ] [main      ] Fetching symbol history for EXR...
[2025-11-25T12:33:08.990318] [DEBUG] [REMOTE    ] EXR: Fetching historical data.
[2025-11-25T12:33:08.990735] [INFO ] [main      ] Progress: 447/524 forecasts completed (85.3%). ABBV finished in 0.7s. ETA: 13.6s. Rate: 340.25 forecasts/min
[2025-11-25T12:33:09.004616] [DEBUG] [REMOTE    ] EXR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:09.005920] [DEBUG] [LOCAL     ] Loaded configuration for EXR: 4 features, N/A% accuracy
[2025-11-25T12:33:09.006045] [INFO ] [LOCAL     ] EXR: Loaded 4 optimal features with 51.59% confidence from JSON config
[2025-11-25T12:33:09.006141] [DEBUG] [MAG       ] Building data for symbol: EXR with lookback: 0
[2025-11-25T12:33:09.007033] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:09.007165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:09.009030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:09.009632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:09.010091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:09.010959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:09.193209] [DEBUG] [MAG       ] GIB: Last date is validated at 2025-11-24
[2025-11-25T12:33:09.265034] [DEBUG] [MAG       ] DUK: Last date is validated at 2025-11-24
[2025-11-25T12:33:09.318133] [DEBUG] [MAG       ] HLX: Last date is validated at 2025-11-24
[2025-11-25T12:33:09.352599] [DEBUG] [MAG       ] EXR: Last date is validated at 2025-11-24
[2025-11-25T12:33:09.381559] [DEBUG] [MAG       ] GIB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:09.436706] [DEBUG] [MAG       ] DUK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:09.491882] [DEBUG] [MAG       ] HLX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:09.497134] [INFO ] [LOCAL     ] GIB: Saved forecast.
[2025-11-25T12:33:09.497263] [INFO ] [main      ] GIB: Signal=1 (Conf=80.0%), Magnitude=0.59% (Conf=57.7936%)
[2025-11-25T12:33:09.497801] [INFO ] [main      ] Progress: 448/524 forecasts completed (85.5%). GIB finished in 0.8s. ETA: 13.5s. Rate: 338.84 forecasts/min
[2025-11-25T12:33:09.497988] [INFO ] [main      ] Fetching symbol history for MHF...
[2025-11-25T12:33:09.498095] [DEBUG] [REMOTE    ] MHF: Fetching historical data.
[2025-11-25T12:33:09.509924] [DEBUG] [REMOTE    ] MHF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:09.511270] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 8 features, N/A% accuracy
[2025-11-25T12:33:09.511403] [INFO ] [LOCAL     ] MHF: Loaded 8 optimal features with 44.56% confidence from JSON config
[2025-11-25T12:33:09.511507] [DEBUG] [MAG       ] Building data for symbol: MHF with lookback: 0
[2025-11-25T12:33:09.512536] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:33:09.512703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:09.514570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:09.515157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:09.515666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:09.516668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:09.525949] [DEBUG] [MAG       ] EXR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:09.545910] [INFO ] [LOCAL     ] DUK: Saved forecast.
[2025-11-25T12:33:09.546120] [INFO ] [main      ] DUK: Signal=1 (Conf=80.0%), Magnitude=-0.99% (Conf=63.5238%)
[2025-11-25T12:33:09.546353] [INFO ] [main      ] Fetching symbol history for ADX...
[2025-11-25T12:33:09.546474] [DEBUG] [REMOTE    ] ADX: Fetching historical data.
[2025-11-25T12:33:09.546940] [INFO ] [main      ] Progress: 449/524 forecasts completed (85.7%). DUK finished in 0.7s. ETA: 13.3s. Rate: 339.38 forecasts/min
[2025-11-25T12:33:09.560616] [DEBUG] [REMOTE    ] ADX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:09.561754] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, N/A% accuracy
[2025-11-25T12:33:09.561829] [INFO ] [LOCAL     ] ADX: Loaded 2 optimal features with 41.78% confidence from JSON config
[2025-11-25T12:33:09.561940] [DEBUG] [MAG       ] Building data for symbol: ADX with lookback: 0
[2025-11-25T12:33:09.562576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:09.562837] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:33:09.562912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:09.563625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:09.564958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:33:09.567997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T12:33:09.570639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:09.587914] [INFO ] [LOCAL     ] HLX: Saved forecast.
[2025-11-25T12:33:09.588157] [INFO ] [main      ] HLX: Signal=1 (Conf=80.0%), Magnitude=2.50% (Conf=59.1141%)
[2025-11-25T12:33:09.588570] [INFO ] [main      ] Fetching symbol history for CRL...
[2025-11-25T12:33:09.588713] [DEBUG] [REMOTE    ] CRL: Fetching historical data.
[2025-11-25T12:33:09.588742] [INFO ] [main      ] Progress: 450/524 forecasts completed (85.9%). HLX finished in 0.6s. ETA: 13.1s. Rate: 339.96 forecasts/min
[2025-11-25T12:33:09.602519] [DEBUG] [REMOTE    ] CRL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:09.603757] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 5 features, N/A% accuracy
[2025-11-25T12:33:09.603831] [INFO ] [LOCAL     ] CRL: Loaded 5 optimal features with 49.76% confidence from JSON config
[2025-11-25T12:33:09.603938] [DEBUG] [MAG       ] Building data for symbol: CRL with lookback: 0
[2025-11-25T12:33:09.604817] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:09.604900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:09.609834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:09.611745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:09.612243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:09.612785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:33:09.614516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:09.651782] [INFO ] [LOCAL     ] EXR: Saved forecast.
[2025-11-25T12:33:09.652001] [INFO ] [main      ] EXR: Signal=1 (Conf=80.0%), Magnitude=0.70% (Conf=51.5858%)
[2025-11-25T12:33:09.652220] [INFO ] [main      ] Fetching symbol history for AGL...
[2025-11-25T12:33:09.652331] [DEBUG] [REMOTE    ] AGL: Fetching historical data.
[2025-11-25T12:33:09.653738] [INFO ] [main      ] Progress: 451/524 forecasts completed (86.1%). EXR finished in 0.7s. ETA: 12.9s. Rate: 340.44 forecasts/min
[2025-11-25T12:33:09.668260] [DEBUG] [REMOTE    ] AGL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:09.669291] [DEBUG] [LOCAL     ] Loaded configuration for AGL: 5 features, N/A% accuracy
[2025-11-25T12:33:09.669406] [INFO ] [LOCAL     ] AGL: Loaded 5 optimal features with 70.08% confidence from JSON config
[2025-11-25T12:33:09.669505] [DEBUG] [MAG       ] Building data for symbol: AGL with lookback: 0
[2025-11-25T12:33:09.670337] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:09.670469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:09.671401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:09.690886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:09.716682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:33:09.720403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:09.721774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:33:09.722606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:09.917881] [DEBUG] [MAG       ] MHF: Last date is validated at 2025-11-24
[2025-11-25T12:33:09.958209] [DEBUG] [MAG       ] CRL: Last date is validated at 2025-11-24
[2025-11-25T12:33:10.029741] [DEBUG] [MAG       ] ADX: Last date is validated at 2025-11-24
[2025-11-25T12:33:10.068474] [DEBUG] [MAG       ] AGL: Last date is validated at 2025-11-24
[2025-11-25T12:33:10.091140] [DEBUG] [MAG       ] MHF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:10.132767] [DEBUG] [MAG       ] CRL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:10.162792] [INFO ] [LOCAL     ] MHF: Saved forecast.
[2025-11-25T12:33:10.163045] [INFO ] [main      ] MHF: Signal=1 (Conf=80.0%), Magnitude=0.14% (Conf=44.5634%)
[2025-11-25T12:33:10.163441] [INFO ] [main      ] Progress: 452/524 forecasts completed (86.3%). MHF finished in 0.7s. ETA: 12.7s. Rate: 339.02 forecasts/min
[2025-11-25T12:33:10.163633] [INFO ] [main      ] Fetching symbol history for EOT...
[2025-11-25T12:33:10.163740] [DEBUG] [REMOTE    ] EOT: Fetching historical data.
[2025-11-25T12:33:10.174599] [DEBUG] [REMOTE    ] EOT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:10.175725] [DEBUG] [LOCAL     ] Loaded configuration for EOT: 6 features, N/A% accuracy
[2025-11-25T12:33:10.175825] [INFO ] [LOCAL     ] EOT: Loaded 6 optimal features with 52.61% confidence from JSON config
[2025-11-25T12:33:10.175902] [DEBUG] [MAG       ] Building data for symbol: EOT with lookback: 0
[2025-11-25T12:33:10.176715] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:10.176827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:10.178604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:10.179190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:10.180175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:10.201059] [DEBUG] [MAG       ] ADX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:10.246371] [DEBUG] [MAG       ] AGL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:10.265816] [INFO ] [LOCAL     ] ADX: Saved forecast.
[2025-11-25T12:33:10.266066] [INFO ] [main      ] ADX: Signal=1 (Conf=80.0%), Magnitude=-0.48% (Conf=41.7757%)
[2025-11-25T12:33:10.266306] [INFO ] [main      ] Fetching symbol history for KNTK...
[2025-11-25T12:33:10.266425] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T12:33:10.266957] [INFO ] [main      ] Progress: 453/524 forecasts completed (86.5%). ADX finished in 0.7s. ETA: 12.6s. Rate: 339.33 forecasts/min
[2025-11-25T12:33:10.280231] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:10.280842] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, N/A% accuracy
[2025-11-25T12:33:10.280969] [INFO ] [LOCAL     ] KNTK: Loaded 5 optimal features with 58.08% confidence from JSON config
[2025-11-25T12:33:10.281072] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 0
[2025-11-25T12:33:10.281938] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:10.282076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:10.282875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:33:10.309175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:33:10.310566] [INFO ] [LOCAL     ] CRL: Saved forecast.
[2025-11-25T12:33:10.310677] [INFO ] [main      ] CRL: Signal=1 (Conf=80.0%), Magnitude=7.92% (Conf=49.7551%)
[2025-11-25T12:33:10.310608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:33:10.311123] [INFO ] [main      ] Fetching symbol history for G...
[2025-11-25T12:33:10.311275] [DEBUG] [REMOTE    ] G: Fetching historical data.
[2025-11-25T12:33:10.311315] [INFO ] [main      ] Progress: 454/524 forecasts completed (86.6%). CRL finished in 0.7s. ETA: 12.4s. Rate: 339.89 forecasts/min
[2025-11-25T12:33:10.313211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:10.322968] [INFO ] [LOCAL     ] AGL: Saved forecast.
[2025-11-25T12:33:10.323086] [INFO ] [main      ] AGL: Signal=1 (Conf=80.0%), Magnitude=-8.56% (Conf=70.0805%)
[2025-11-25T12:33:10.323399] [INFO ] [main      ] Fetching symbol history for BWA...
[2025-11-25T12:33:10.323776] [DEBUG] [REMOTE    ] BWA: Fetching historical data.
[2025-11-25T12:33:10.324707] [INFO ] [main      ] Progress: 455/524 forecasts completed (86.8%). AGL finished in 0.7s. ETA: 12.2s. Rate: 340.58 forecasts/min
[2025-11-25T12:33:10.324618] [DEBUG] [REMOTE    ] G: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:10.326054] [DEBUG] [LOCAL     ] Loaded configuration for G: 9 features, N/A% accuracy
[2025-11-25T12:33:10.326119] [INFO ] [LOCAL     ] G: Loaded 9 optimal features with 49.51% confidence from JSON config
[2025-11-25T12:33:10.326157] [DEBUG] [MAG       ] Building data for symbol: G with lookback: 0
[2025-11-25T12:33:10.326975] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:33:10.327074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:10.332126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:10.334195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:10.334777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:10.337210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:10.338304] [DEBUG] [REMOTE    ] BWA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:10.339175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:10.339130] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 5 features, N/A% accuracy
[2025-11-25T12:33:10.339284] [INFO ] [LOCAL     ] BWA: Loaded 5 optimal features with 57.86% confidence from JSON config
[2025-11-25T12:33:10.339384] [DEBUG] [MAG       ] Building data for symbol: BWA with lookback: 0
[2025-11-25T12:33:10.340228] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:10.340376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:10.345317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:10.346231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:10.369405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:33:10.371188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:10.372280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T12:33:10.378145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:10.383443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:10.384593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:33:10.385728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:33:10.387787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:10.404309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:33:10.406537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:33:10.408770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:10.669708] [DEBUG] [MAG       ] EOT: Last date is validated at 2025-11-24
[2025-11-25T12:33:10.728587] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-24
[2025-11-25T12:33:10.754516] [DEBUG] [MAG       ] G: Last date is validated at 2025-11-24
[2025-11-25T12:33:10.771821] [DEBUG] [MAG       ] BWA: Last date is validated at 2025-11-24
[2025-11-25T12:33:10.844063] [DEBUG] [MAG       ] EOT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:10.900109] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:10.908852] [INFO ] [LOCAL     ] EOT: Saved forecast.
[2025-11-25T12:33:10.909083] [INFO ] [main      ] EOT: Signal=1 (Conf=80.0%), Magnitude=0.14% (Conf=52.6056%)
[2025-11-25T12:33:10.909475] [INFO ] [main      ] Fetching symbol history for APD...
[2025-11-25T12:33:10.909596] [DEBUG] [REMOTE    ] APD: Fetching historical data.
[2025-11-25T12:33:10.910549] [INFO ] [main      ] Progress: 456/524 forecasts completed (87.0%). EOT finished in 0.7s. ETA: 12.0s. Rate: 338.85 forecasts/min
[2025-11-25T12:33:10.921354] [DEBUG] [REMOTE    ] APD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:10.922052] [DEBUG] [LOCAL     ] Loaded configuration for APD: 6 features, N/A% accuracy
[2025-11-25T12:33:10.922173] [INFO ] [LOCAL     ] APD: Loaded 6 optimal features with 57.05% confidence from JSON config
[2025-11-25T12:33:10.922268] [DEBUG] [MAG       ] Building data for symbol: APD with lookback: 0
[2025-11-25T12:33:10.923103] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:10.923235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:10.928127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:10.928663] [DEBUG] [MAG       ] G: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:10.952326] [DEBUG] [MAG       ] BWA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:11.005977] [INFO ] [LOCAL     ] KNTK: Saved forecast.
[2025-11-25T12:33:11.006235] [INFO ] [main      ] KNTK: Signal=1 (Conf=80.0%), Magnitude=0.40% (Conf=58.0805%)
[2025-11-25T12:33:11.006468] [INFO ] [main      ] Fetching symbol history for BEN...
[2025-11-25T12:33:11.006587] [DEBUG] [REMOTE    ] BEN: Fetching historical data.
[2025-11-25T12:33:11.007704] [INFO ] [main      ] Progress: 457/524 forecasts completed (87.2%). KNTK finished in 0.7s. ETA: 11.9s. Rate: 339.19 forecasts/min
[2025-11-25T12:33:11.020260] [DEBUG] [REMOTE    ] BEN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:11.021477] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 5 features, N/A% accuracy
[2025-11-25T12:33:11.021564] [INFO ] [LOCAL     ] BEN: Loaded 5 optimal features with 60.74% confidence from JSON config
[2025-11-25T12:33:11.021700] [DEBUG] [MAG       ] Building data for symbol: BEN with lookback: 0
[2025-11-25T12:33:11.022526] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:11.022682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:11.024399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:11.025021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:11.025503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:11.026537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:11.042678] [INFO ] [LOCAL     ] G: Saved forecast.
[2025-11-25T12:33:11.042781] [INFO ] [main      ] G: Signal=1 (Conf=80.0%), Magnitude=-1.33% (Conf=49.5133%)
[2025-11-25T12:33:11.043143] [INFO ] [main      ] Fetching symbol history for CNF...
[2025-11-25T12:33:11.043198] [DEBUG] [REMOTE    ] CNF: Fetching historical data.
[2025-11-25T12:33:11.043692] [INFO ] [main      ] Progress: 458/524 forecasts completed (87.4%). G finished in 0.7s. ETA: 11.7s. Rate: 339.78 forecasts/min
[2025-11-25T12:33:11.052697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:11.053767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:11.054909] [INFO ] [LOCAL     ] BWA: Saved forecast.
[2025-11-25T12:33:11.055033] [INFO ] [main      ] BWA: Signal=1 (Conf=80.0%), Magnitude=0.67% (Conf=57.8566%)
[2025-11-25T12:33:11.055222] [INFO ] [main      ] Fetching symbol history for PFO...
[2025-11-25T12:33:11.055292] [DEBUG] [REMOTE    ] PFO: Fetching historical data.
[2025-11-25T12:33:11.056121] [DEBUG] [REMOTE    ] CNF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:11.056690] [INFO ] [main      ] Progress: 459/524 forecasts completed (87.6%). BWA finished in 0.7s. ETA: 11.5s. Rate: 340.47 forecasts/min
[2025-11-25T12:33:11.057708] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 6 features, N/A% accuracy
[2025-11-25T12:33:11.057781] [INFO ] [LOCAL     ] CNF: Loaded 6 optimal features with 50.06% confidence from JSON config
[2025-11-25T12:33:11.057821] [DEBUG] [MAG       ] Building data for symbol: CNF with lookback: 0
[2025-11-25T12:33:11.058606] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:11.058700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:11.060925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:11.061467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:11.061953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:11.062386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:11.064926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:11.066664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:11.071506] [DEBUG] [REMOTE    ] PFO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:11.072369] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, N/A% accuracy
[2025-11-25T12:33:11.072439] [INFO ] [LOCAL     ] PFO: Loaded 4 optimal features with 23.24% confidence from JSON config
[2025-11-25T12:33:11.072479] [DEBUG] [MAG       ] Building data for symbol: PFO with lookback: 0
[2025-11-25T12:33:11.073291] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:11.073367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:11.085185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:11.110131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:33:11.114361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:33:11.119983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:11.122422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:33:11.123212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:33:11.124475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:11.130025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:11.420294] [DEBUG] [MAG       ] CNF: Last date is validated at 2025-11-24
[2025-11-25T12:33:11.421583] [DEBUG] [MAG       ] BEN: Last date is validated at 2025-11-24
[2025-11-25T12:33:11.467829] [DEBUG] [MAG       ] APD: Last date is validated at 2025-11-24
[2025-11-25T12:33:11.478795] [DEBUG] [MAG       ] PFO: Last date is validated at 2025-11-24
[2025-11-25T12:33:11.591164] [DEBUG] [MAG       ] BEN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:11.593114] [DEBUG] [MAG       ] CNF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:11.637850] [DEBUG] [MAG       ] APD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:11.658497] [DEBUG] [MAG       ] PFO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:11.669512] [INFO ] [LOCAL     ] BEN: Saved forecast.
[2025-11-25T12:33:11.669780] [INFO ] [main      ] BEN: Signal=1 (Conf=80.0%), Magnitude=1.21% (Conf=60.7351%)
[2025-11-25T12:33:11.670019] [INFO ] [main      ] Fetching symbol history for GCO...
[2025-11-25T12:33:11.670138] [DEBUG] [REMOTE    ] GCO: Fetching historical data.
[2025-11-25T12:33:11.670367] [INFO ] [main      ] Progress: 460/524 forecasts completed (87.8%). BEN finished in 0.7s. ETA: 11.3s. Rate: 338.64 forecasts/min
[2025-11-25T12:33:11.683824] [DEBUG] [REMOTE    ] GCO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:11.684966] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 1 features, N/A% accuracy
[2025-11-25T12:33:11.685107] [INFO ] [LOCAL     ] GCO: Loaded 1 optimal features with 51.67% confidence from JSON config
[2025-11-25T12:33:11.685211] [DEBUG] [MAG       ] Building data for symbol: GCO with lookback: 0
[2025-11-25T12:33:11.686079] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:33:11.686215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:11.705399] [INFO ] [LOCAL     ] CNF: Saved forecast.
[2025-11-25T12:33:11.705494] [INFO ] [main      ] CNF: Signal=1 (Conf=80.0%), Magnitude=-1.43% (Conf=50.0559%)
[2025-11-25T12:33:11.705862] [INFO ] [main      ] Fetching symbol history for AGM...
[2025-11-25T12:33:11.705924] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-25T12:33:11.705895] [INFO ] [main      ] Progress: 461/524 forecasts completed (88.0%). CNF finished in 0.7s. ETA: 11.1s. Rate: 339.23 forecasts/min
[2025-11-25T12:33:11.719766] [DEBUG] [REMOTE    ] AGM: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:11.720604] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 6 features, N/A% accuracy
[2025-11-25T12:33:11.720745] [INFO ] [LOCAL     ] AGM: Loaded 6 optimal features with 51.54% confidence from JSON config
[2025-11-25T12:33:11.720859] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 0
[2025-11-25T12:33:11.721726] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:11.721858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:11.726749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:11.728715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:11.729466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:11.730103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:11.730588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:11.731149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:33:11.804741] [INFO ] [LOCAL     ] PFO: Saved forecast.
[2025-11-25T12:33:11.804831] [INFO ] [main      ] PFO: Signal=1 (Conf=80.0%), Magnitude=0.79% (Conf=23.2381%)
[2025-11-25T12:33:11.805279] [INFO ] [main      ] Fetching symbol history for RBC...
[2025-11-25T12:33:11.805340] [DEBUG] [REMOTE    ] RBC: Fetching historical data.
[2025-11-25T12:33:11.805628] [INFO ] [main      ] Progress: 462/524 forecasts completed (88.2%). PFO finished in 0.7s. ETA: 11.0s. Rate: 339.55 forecasts/min
[2025-11-25T12:33:11.812209] [INFO ] [LOCAL     ] APD: Saved forecast.
[2025-11-25T12:33:11.812440] [INFO ] [main      ] APD: Signal=1 (Conf=80.0%), Magnitude=0.46% (Conf=57.0522%)
[2025-11-25T12:33:11.813039] [INFO ] [main      ] Fetching symbol history for PML...
[2025-11-25T12:33:11.813155] [DEBUG] [REMOTE    ] PML: Fetching historical data.
[2025-11-25T12:33:11.813761] [INFO ] [main      ] Progress: 463/524 forecasts completed (88.4%). APD finished in 0.9s. ETA: 10.8s. Rate: 340.25 forecasts/min
[2025-11-25T12:33:11.819685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:11.821353] [DEBUG] [REMOTE    ] RBC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:11.822608] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 2 features, N/A% accuracy
[2025-11-25T12:33:11.822755] [INFO ] [LOCAL     ] RBC: Loaded 2 optimal features with 53.68% confidence from JSON config
[2025-11-25T12:33:11.822856] [DEBUG] [MAG       ] Building data for symbol: RBC with lookback: 0
[2025-11-25T12:33:11.823807] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:33:11.823942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:11.824746] [DEBUG] [REMOTE    ] PML: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:11.825571] [DEBUG] [LOCAL     ] Loaded configuration for PML: 2 features, N/A% accuracy
[2025-11-25T12:33:11.825712] [INFO ] [LOCAL     ] PML: Loaded 2 optimal features with 53.19% confidence from JSON config
[2025-11-25T12:33:11.825814] [DEBUG] [MAG       ] Building data for symbol: PML with lookback: 0
[2025-11-25T12:33:11.826689] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:33:11.826817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:11.829454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T12:33:11.832031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:33:11.832956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:11.847044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:12.081726] [DEBUG] [MAG       ] GCO: Last date is validated at 2025-11-24
[2025-11-25T12:33:12.182821] [DEBUG] [MAG       ] PML: Last date is validated at 2025-11-24
[2025-11-25T12:33:12.190164] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-24
[2025-11-25T12:33:12.201819] [DEBUG] [MAG       ] RBC: Last date is validated at 2025-11-24
[2025-11-25T12:33:12.256251] [DEBUG] [MAG       ] GCO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:12.355091] [DEBUG] [MAG       ] PML: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:12.362694] [INFO ] [LOCAL     ] GCO: Saved forecast.
[2025-11-25T12:33:12.362817] [INFO ] [main      ] GCO: Signal=1 (Conf=80.0%), Magnitude=2.64% (Conf=51.6691%)
[2025-11-25T12:33:12.363134] [INFO ] [main      ] Fetching symbol history for MFC...
[2025-11-25T12:33:12.363199] [DEBUG] [REMOTE    ] MFC: Fetching historical data.
[2025-11-25T12:33:12.363909] [INFO ] [main      ] Progress: 464/524 forecasts completed (88.5%). GCO finished in 0.7s. ETA: 10.6s. Rate: 338.70 forecasts/min
[2025-11-25T12:33:12.366706] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:12.377749] [DEBUG] [REMOTE    ] MFC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:12.378887] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 1 features, N/A% accuracy
[2025-11-25T12:33:12.379043] [INFO ] [LOCAL     ] MFC: Loaded 1 optimal features with 66.66% confidence from JSON config
[2025-11-25T12:33:12.379153] [DEBUG] [MAG       ] Building data for symbol: MFC with lookback: 0
[2025-11-25T12:33:12.379738] [DEBUG] [MAG       ] RBC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:12.380093] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:33:12.380187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:12.385101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:12.417878] [INFO ] [LOCAL     ] PML: Saved forecast.
[2025-11-25T12:33:12.417982] [INFO ] [main      ] PML: Signal=1 (Conf=80.0%), Magnitude=-0.47% (Conf=53.1879%)
[2025-11-25T12:33:12.418342] [INFO ] [main      ] Progress: 465/524 forecasts completed (88.7%). PML finished in 0.6s. ETA: 10.4s. Rate: 339.21 forecasts/min
[2025-11-25T12:33:12.418486] [INFO ] [main      ] Fetching symbol history for AMTB...
[2025-11-25T12:33:12.418552] [DEBUG] [REMOTE    ] AMTB: Fetching historical data.
[2025-11-25T12:33:12.429908] [DEBUG] [REMOTE    ] AMTB: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:12.431195] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 7 features, N/A% accuracy
[2025-11-25T12:33:12.431271] [INFO ] [LOCAL     ] AMTB: Loaded 7 optimal features with 60.06% confidence from JSON config
[2025-11-25T12:33:12.431320] [DEBUG] [MAG       ] Building data for symbol: AMTB with lookback: 0
[2025-11-25T12:33:12.432152] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:33:12.432245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:12.437124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:12.439004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:12.439514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:12.439966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:12.441196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:33:12.442246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:12.444260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:12.501552] [INFO ] [LOCAL     ] AGM: Saved forecast.
[2025-11-25T12:33:12.501825] [INFO ] [main      ] AGM: Signal=1 (Conf=80.0%), Magnitude=1.44% (Conf=51.5393%)
[2025-11-25T12:33:12.502255] [INFO ] [main      ] Fetching symbol history for L...
[2025-11-25T12:33:12.502373] [DEBUG] [REMOTE    ] L: Fetching historical data.
[2025-11-25T12:33:12.502534] [INFO ] [main      ] Progress: 466/524 forecasts completed (88.9%). AGM finished in 0.8s. ETA: 10.2s. Rate: 339.59 forecasts/min
[2025-11-25T12:33:12.517676] [DEBUG] [REMOTE    ] L: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:12.519383] [DEBUG] [LOCAL     ] Loaded configuration for L: 5 features, N/A% accuracy
[2025-11-25T12:33:12.519567] [INFO ] [LOCAL     ] L: Loaded 5 optimal features with 67.19% confidence from JSON config
[2025-11-25T12:33:12.519688] [DEBUG] [MAG       ] Building data for symbol: L with lookback: 0
[2025-11-25T12:33:12.520846] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:12.521010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:12.523060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:12.523915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:12.524475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:12.526464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:12.543067] [INFO ] [LOCAL     ] RBC: Saved forecast.
[2025-11-25T12:33:12.543303] [INFO ] [main      ] RBC: Signal=1 (Conf=80.0%), Magnitude=0.96% (Conf=53.6849%)
[2025-11-25T12:33:12.543541] [INFO ] [main      ] Fetching symbol history for E...
[2025-11-25T12:33:12.543671] [DEBUG] [REMOTE    ] E: Fetching historical data.
[2025-11-25T12:33:12.545057] [INFO ] [main      ] Progress: 467/524 forecasts completed (89.1%). RBC finished in 0.7s. ETA: 10.1s. Rate: 340.14 forecasts/min
[2025-11-25T12:33:12.558236] [DEBUG] [REMOTE    ] E: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:12.559360] [DEBUG] [LOCAL     ] Loaded configuration for E: 3 features, N/A% accuracy
[2025-11-25T12:33:12.559494] [INFO ] [LOCAL     ] E: Loaded 3 optimal features with 49.90% confidence from JSON config
[2025-11-25T12:33:12.559618] [DEBUG] [MAG       ] Building data for symbol: E with lookback: 0
[2025-11-25T12:33:12.560756] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:12.560913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:12.566302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:12.569282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:33:12.570119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:12.592285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:12.728994] [DEBUG] [MAG       ] MFC: Last date is validated at 2025-11-24
[2025-11-25T12:33:12.798881] [DEBUG] [MAG       ] AMTB: Last date is validated at 2025-11-24
[2025-11-25T12:33:12.907553] [DEBUG] [MAG       ] MFC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:12.935667] [DEBUG] [MAG       ] E: Last date is validated at 2025-11-24
[2025-11-25T12:33:12.948174] [DEBUG] [MAG       ] L: Last date is validated at 2025-11-24
[2025-11-25T12:33:12.972393] [DEBUG] [MAG       ] AMTB: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:13.002469] [INFO ] [LOCAL     ] MFC: Saved forecast.
[2025-11-25T12:33:13.002793] [INFO ] [main      ] MFC: Signal=1 (Conf=80.0%), Magnitude=-0.55% (Conf=66.6621%)
[2025-11-25T12:33:13.003113] [INFO ] [main      ] Fetching symbol history for RCUS...
[2025-11-25T12:33:13.003262] [DEBUG] [REMOTE    ] RCUS: Fetching historical data.
[2025-11-25T12:33:13.004775] [INFO ] [main      ] Progress: 468/524 forecasts completed (89.3%). MFC finished in 0.6s. ETA: 9.9s. Rate: 338.98 forecasts/min
[2025-11-25T12:33:13.018276] [DEBUG] [REMOTE    ] RCUS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:13.019413] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 8 features, N/A% accuracy
[2025-11-25T12:33:13.019550] [INFO ] [LOCAL     ] RCUS: Loaded 8 optimal features with 50.29% confidence from JSON config
[2025-11-25T12:33:13.019684] [DEBUG] [MAG       ] Building data for symbol: RCUS with lookback: 0
[2025-11-25T12:33:13.020592] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:33:13.020762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:13.026140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:13.027320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:13.030111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:13.031196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T12:33:13.034279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:33:13.036378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:33:13.038859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:33:13.043105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:13.071165] [INFO ] [LOCAL     ] AMTB: Saved forecast.
[2025-11-25T12:33:13.071286] [INFO ] [main      ] AMTB: Signal=1 (Conf=80.0%), Magnitude=2.01% (Conf=60.0557%)
[2025-11-25T12:33:13.071629] [INFO ] [main      ] Progress: 469/524 forecasts completed (89.5%). AMTB finished in 0.7s. ETA: 9.7s. Rate: 339.43 forecasts/min
[2025-11-25T12:33:13.071797] [INFO ] [main      ] Fetching symbol history for NAZ...
[2025-11-25T12:33:13.071961] [DEBUG] [REMOTE    ] NAZ: Fetching historical data.
[2025-11-25T12:33:13.083884] [DEBUG] [REMOTE    ] NAZ: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:13.085018] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 11 features, N/A% accuracy
[2025-11-25T12:33:13.085142] [INFO ] [LOCAL     ] NAZ: Loaded 11 optimal features with 46.24% confidence from JSON config
[2025-11-25T12:33:13.085242] [DEBUG] [MAG       ] Building data for symbol: NAZ with lookback: 0
[2025-11-25T12:33:13.086134] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:33:13.086279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:13.091615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:13.092617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:13.116014] [DEBUG] [MAG       ] E: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:13.184882] [DEBUG] [MAG       ] L: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:13.206343] [INFO ] [LOCAL     ] E: Saved forecast.
[2025-11-25T12:33:13.206603] [INFO ] [main      ] E: Signal=1 (Conf=80.0%), Magnitude=-0.33% (Conf=49.9049%)
[2025-11-25T12:33:13.207082] [INFO ] [main      ] Fetching symbol history for MSD...
[2025-11-25T12:33:13.207204] [DEBUG] [REMOTE    ] MSD: Fetching historical data.
[2025-11-25T12:33:13.208741] [INFO ] [main      ] Progress: 470/524 forecasts completed (89.7%). E finished in 0.7s. ETA: 9.5s. Rate: 339.59 forecasts/min
[2025-11-25T12:33:13.221017] [DEBUG] [REMOTE    ] MSD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:13.222423] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 6 features, N/A% accuracy
[2025-11-25T12:33:13.222589] [INFO ] [LOCAL     ] MSD: Loaded 6 optimal features with 46.31% confidence from JSON config
[2025-11-25T12:33:13.222750] [DEBUG] [MAG       ] Building data for symbol: MSD with lookback: 0
[2025-11-25T12:33:13.222873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:33:13.223943] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:13.224113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:33:13.225309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:33:13.229952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:13.232069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:13.232828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:33:13.234045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:33:13.236246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:13.290631] [INFO ] [LOCAL     ] L: Saved forecast.
[2025-11-25T12:33:13.290766] [INFO ] [main      ] L: Signal=1 (Conf=80.0%), Magnitude=0.63% (Conf=67.1894%)
[2025-11-25T12:33:13.291056] [INFO ] [main      ] Fetching symbol history for UNH...
[2025-11-25T12:33:13.291464] [DEBUG] [REMOTE    ] UNH: Fetching historical data.
[2025-11-25T12:33:13.291636] [INFO ] [main      ] Progress: 471/524 forecasts completed (89.9%). L finished in 0.8s. ETA: 9.4s. Rate: 339.97 forecasts/min
[2025-11-25T12:33:13.305372] [DEBUG] [REMOTE    ] UNH: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:13.306232] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, N/A% accuracy
[2025-11-25T12:33:13.306303] [INFO ] [LOCAL     ] UNH: Loaded 1 optimal features with 53.45% confidence from JSON config
[2025-11-25T12:33:13.306343] [DEBUG] [MAG       ] Building data for symbol: UNH with lookback: 0
[2025-11-25T12:33:13.307200] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:33:13.307289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:13.314227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:13.316717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:13.317978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:33:13.318884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:13.320876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:13.321449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:33:13.322590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:33:13.324763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:13.352233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:13.413044] [DEBUG] [MAG       ] RCUS: Last date is validated at 2025-11-24
[2025-11-25T12:33:13.591309] [DEBUG] [MAG       ] RCUS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:13.595870] [DEBUG] [MAG       ] MSD: Last date is validated at 2025-11-24
[2025-11-25T12:33:13.682153] [DEBUG] [MAG       ] NAZ: Last date is validated at 2025-11-24
[2025-11-25T12:33:13.696153] [INFO ] [LOCAL     ] RCUS: Saved forecast.
[2025-11-25T12:33:13.696244] [INFO ] [main      ] RCUS: Signal=1 (Conf=80.0%), Magnitude=0.52% (Conf=50.2936%)
[2025-11-25T12:33:13.696410] [INFO ] [main      ] Fetching symbol history for TGT...
[2025-11-25T12:33:13.696480] [DEBUG] [REMOTE    ] TGT: Fetching historical data.
[2025-11-25T12:33:13.697256] [DEBUG] [MAG       ] UNH: Last date is validated at 2025-11-24
[2025-11-25T12:33:13.697820] [INFO ] [main      ] Progress: 472/524 forecasts completed (90.1%). RCUS finished in 0.7s. ETA: 9.2s. Rate: 339.04 forecasts/min
[2025-11-25T12:33:13.712458] [DEBUG] [REMOTE    ] TGT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:13.713456] [DEBUG] [LOCAL     ] Loaded configuration for TGT: 3 features, N/A% accuracy
[2025-11-25T12:33:13.713549] [INFO ] [LOCAL     ] TGT: Loaded 3 optimal features with 48.97% confidence from JSON config
[2025-11-25T12:33:13.713611] [DEBUG] [MAG       ] Building data for symbol: TGT with lookback: 0
[2025-11-25T12:33:13.714574] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:13.714799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:13.717386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:13.718364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:13.720770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:13.776578] [DEBUG] [MAG       ] MSD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:13.845000] [INFO ] [LOCAL     ] MSD: Saved forecast.
[2025-11-25T12:33:13.845099] [INFO ] [main      ] MSD: Signal=1 (Conf=80.0%), Magnitude=-0.17% (Conf=46.3095%)
[2025-11-25T12:33:13.845264] [INFO ] [main      ] Fetching symbol history for EMR...
[2025-11-25T12:33:13.845316] [DEBUG] [REMOTE    ] EMR: Fetching historical data.
[2025-11-25T12:33:13.846731] [INFO ] [main      ] Progress: 473/524 forecasts completed (90.3%). MSD finished in 0.6s. ETA: 9.0s. Rate: 339.15 forecasts/min
[2025-11-25T12:33:13.855812] [DEBUG] [MAG       ] NAZ: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:13.860514] [DEBUG] [REMOTE    ] EMR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:13.861617] [DEBUG] [LOCAL     ] Loaded configuration for EMR: 5 features, N/A% accuracy
[2025-11-25T12:33:13.861727] [INFO ] [LOCAL     ] EMR: Loaded 5 optimal features with 63.97% confidence from JSON config
[2025-11-25T12:33:13.861773] [DEBUG] [MAG       ] Building data for symbol: EMR with lookback: 0
[2025-11-25T12:33:13.862697] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:13.862788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:13.864713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:13.865290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:33:13.867853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:13.869026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:33:13.871874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:13.873096] [DEBUG] [MAG       ] UNH: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:13.928007] [INFO ] [LOCAL     ] NAZ: Saved forecast.
[2025-11-25T12:33:13.928106] [INFO ] [main      ] NAZ: Signal=1 (Conf=80.0%), Magnitude=-0.05% (Conf=46.2429%)
[2025-11-25T12:33:13.928481] [INFO ] [main      ] Progress: 474/524 forecasts completed (90.5%). NAZ finished in 0.9s. ETA: 8.8s. Rate: 339.54 forecasts/min
[2025-11-25T12:33:13.928622] [INFO ] [main      ] Fetching symbol history for ACHR...
[2025-11-25T12:33:13.928703] [DEBUG] [REMOTE    ] ACHR: Fetching historical data.
[2025-11-25T12:33:13.939989] [DEBUG] [REMOTE    ] ACHR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:13.941284] [DEBUG] [LOCAL     ] Loaded configuration for ACHR: 7 features, N/A% accuracy
[2025-11-25T12:33:13.941362] [INFO ] [LOCAL     ] ACHR: Loaded 7 optimal features with 54.92% confidence from JSON config
[2025-11-25T12:33:13.941412] [DEBUG] [MAG       ] Building data for symbol: ACHR with lookback: 0
[2025-11-25T12:33:13.942218] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:33:13.942392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:13.944211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:13.944831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:13.945309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:13.947834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:13.992534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:13.994195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:33:13.994980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:14.080530] [DEBUG] [MAG       ] TGT: Last date is validated at 2025-11-24
[2025-11-25T12:33:14.093620] [INFO ] [LOCAL     ] UNH: Saved forecast.
[2025-11-25T12:33:14.093879] [INFO ] [main      ] UNH: Signal=1 (Conf=80.0%), Magnitude=-5.10% (Conf=53.4519%)
[2025-11-25T12:33:14.094293] [INFO ] [main      ] Fetching symbol history for NUS...
[2025-11-25T12:33:14.094411] [DEBUG] [REMOTE    ] NUS: Fetching historical data.
[2025-11-25T12:33:14.094451] [INFO ] [main      ] Progress: 475/524 forecasts completed (90.6%). UNH finished in 0.8s. ETA: 8.7s. Rate: 339.58 forecasts/min
[2025-11-25T12:33:14.108732] [DEBUG] [REMOTE    ] NUS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:14.109991] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 4 features, N/A% accuracy
[2025-11-25T12:33:14.110067] [INFO ] [LOCAL     ] NUS: Loaded 4 optimal features with 53.83% confidence from JSON config
[2025-11-25T12:33:14.110173] [DEBUG] [MAG       ] Building data for symbol: NUS with lookback: 0
[2025-11-25T12:33:14.111102] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:14.111190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:14.113120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:14.113743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:14.114170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:14.160366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:14.236074] [DEBUG] [MAG       ] EMR: Last date is validated at 2025-11-24
[2025-11-25T12:33:14.262466] [DEBUG] [MAG       ] TGT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:14.333227] [DEBUG] [MAG       ] ACHR: Last date is validated at 2025-11-24
[2025-11-25T12:33:14.417808] [DEBUG] [MAG       ] EMR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:14.436234] [INFO ] [LOCAL     ] TGT: Saved forecast.
[2025-11-25T12:33:14.436494] [INFO ] [main      ] TGT: Signal=1 (Conf=80.0%), Magnitude=1.42% (Conf=48.9683%)
[2025-11-25T12:33:14.436754] [INFO ] [main      ] Fetching symbol history for FPF...
[2025-11-25T12:33:14.436878] [DEBUG] [REMOTE    ] FPF: Fetching historical data.
[2025-11-25T12:33:14.438744] [INFO ] [main      ] Progress: 476/524 forecasts completed (90.8%). TGT finished in 0.7s. ETA: 8.5s. Rate: 338.91 forecasts/min
[2025-11-25T12:33:14.452427] [DEBUG] [REMOTE    ] FPF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:14.453619] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 13 features, N/A% accuracy
[2025-11-25T12:33:14.453791] [INFO ] [LOCAL     ] FPF: Loaded 13 optimal features with 40.59% confidence from JSON config
[2025-11-25T12:33:14.453903] [DEBUG] [MAG       ] Building data for symbol: FPF with lookback: 0
[2025-11-25T12:33:14.454857] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T12:33:14.455006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:14.456948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:14.457593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:14.458136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:14.459175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:14.460072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:33:14.464549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:33:14.465904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:33:14.466745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:14.467955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:33:14.468741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:14.469290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:33:14.470543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:33:14.472866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:14.502630] [DEBUG] [MAG       ] NUS: Last date is validated at 2025-11-24
[2025-11-25T12:33:14.505203] [DEBUG] [MAG       ] ACHR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:14.564620] [INFO ] [LOCAL     ] EMR: Saved forecast.
[2025-11-25T12:33:14.564727] [INFO ] [main      ] EMR: Signal=1 (Conf=80.0%), Magnitude=0.02% (Conf=63.9663%)
[2025-11-25T12:33:14.564890] [INFO ] [main      ] Fetching symbol history for SNDR...
[2025-11-25T12:33:14.564940] [DEBUG] [REMOTE    ] SNDR: Fetching historical data.
[2025-11-25T12:33:14.567544] [INFO ] [main      ] Progress: 477/524 forecasts completed (91.0%). EMR finished in 0.7s. ETA: 8.3s. Rate: 339.10 forecasts/min
[2025-11-25T12:33:14.579788] [DEBUG] [REMOTE    ] SNDR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:14.580633] [DEBUG] [LOCAL     ] Loaded configuration for SNDR: 2 features, N/A% accuracy
[2025-11-25T12:33:14.580734] [INFO ] [LOCAL     ] SNDR: Loaded 2 optimal features with 58.02% confidence from JSON config
[2025-11-25T12:33:14.580794] [DEBUG] [MAG       ] Building data for symbol: SNDR with lookback: 0
[2025-11-25T12:33:14.581590] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:33:14.581700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:14.583508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:14.584239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:14.599777] [INFO ] [LOCAL     ] ACHR: Saved forecast.
[2025-11-25T12:33:14.599880] [INFO ] [main      ] ACHR: Signal=1 (Conf=80.0%), Magnitude=17.70% (Conf=54.922%)
[2025-11-25T12:33:14.600255] [INFO ] [main      ] Fetching symbol history for NSC...
[2025-11-25T12:33:14.600311] [DEBUG] [REMOTE    ] NSC: Fetching historical data.
[2025-11-25T12:33:14.600273] [INFO ] [main      ] Progress: 478/524 forecasts completed (91.2%). ACHR finished in 0.7s. ETA: 8.1s. Rate: 339.68 forecasts/min
[2025-11-25T12:33:14.611680] [DEBUG] [REMOTE    ] NSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:14.612818] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 9 features, N/A% accuracy
[2025-11-25T12:33:14.612886] [INFO ] [LOCAL     ] NSC: Loaded 9 optimal features with 65.97% confidence from JSON config
[2025-11-25T12:33:14.612926] [DEBUG] [MAG       ] Building data for symbol: NSC with lookback: 0
[2025-11-25T12:33:14.613822] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:33:14.613896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:14.619028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:14.621033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:14.621681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:14.622174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:14.674831] [DEBUG] [MAG       ] NUS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:14.752860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:14.755859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:33:14.757160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:33:14.757515] [INFO ] [LOCAL     ] NUS: Saved forecast.
[2025-11-25T12:33:14.757785] [INFO ] [main      ] NUS: Signal=1 (Conf=80.0%), Magnitude=1.50% (Conf=53.8267%)
[2025-11-25T12:33:14.758276] [INFO ] [main      ] Fetching symbol history for THW...
[2025-11-25T12:33:14.758395] [DEBUG] [REMOTE    ] THW: Fetching historical data.
[2025-11-25T12:33:14.758739] [INFO ] [main      ] Progress: 479/524 forecasts completed (91.4%). NUS finished in 0.7s. ETA: 7.9s. Rate: 339.75 forecasts/min
[2025-11-25T12:33:14.760923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T12:33:14.766204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:14.772996] [DEBUG] [REMOTE    ] THW: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:14.773937] [DEBUG] [LOCAL     ] Loaded configuration for THW: 5 features, N/A% accuracy
[2025-11-25T12:33:14.774060] [INFO ] [LOCAL     ] THW: Loaded 5 optimal features with 44.72% confidence from JSON config
[2025-11-25T12:33:14.774157] [DEBUG] [MAG       ] Building data for symbol: THW with lookback: 0
[2025-11-25T12:33:14.774997] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:14.775130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:14.776890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:14.777507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:14.778005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:33:14.779438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:33:14.780173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:14.838461] [DEBUG] [MAG       ] FPF: Last date is validated at 2025-11-24
[2025-11-25T12:33:14.941148] [DEBUG] [MAG       ] SNDR: Last date is validated at 2025-11-24
[2025-11-25T12:33:15.020551] [DEBUG] [MAG       ] FPF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:15.099437] [INFO ] [LOCAL     ] FPF: Saved forecast.
[2025-11-25T12:33:15.099751] [INFO ] [main      ] FPF: Signal=1 (Conf=80.0%), Magnitude=0.43% (Conf=40.5882%)
[2025-11-25T12:33:15.099997] [INFO ] [main      ] Fetching symbol history for CVNA...
[2025-11-25T12:33:15.100119] [DEBUG] [REMOTE    ] CVNA: Fetching historical data.
[2025-11-25T12:33:15.101057] [INFO ] [main      ] Progress: 480/524 forecasts completed (91.6%). FPF finished in 0.7s. ETA: 7.8s. Rate: 339.09 forecasts/min
[2025-11-25T12:33:15.108974] [DEBUG] [MAG       ] NSC: Last date is validated at 2025-11-24
[2025-11-25T12:33:15.115173] [DEBUG] [REMOTE    ] CVNA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:15.116367] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 3 features, N/A% accuracy
[2025-11-25T12:33:15.116453] [INFO ] [LOCAL     ] CVNA: Loaded 3 optimal features with 54.80% confidence from JSON config
[2025-11-25T12:33:15.116504] [DEBUG] [MAG       ] Building data for symbol: CVNA with lookback: 0
[2025-11-25T12:33:15.117463] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:15.117560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:15.119706] [DEBUG] [MAG       ] SNDR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:15.122811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:15.123967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:33:15.125416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:15.127359] [DEBUG] [MAG       ] THW: Last date is validated at 2025-11-24
[2025-11-25T12:33:15.205995] [INFO ] [LOCAL     ] SNDR: Saved forecast.
[2025-11-25T12:33:15.206112] [INFO ] [main      ] SNDR: Signal=1 (Conf=80.0%), Magnitude=2.25% (Conf=58.0229%)
[2025-11-25T12:33:15.206293] [INFO ] [main      ] Fetching symbol history for WF...
[2025-11-25T12:33:15.206359] [DEBUG] [REMOTE    ] WF: Fetching historical data.
[2025-11-25T12:33:15.207735] [INFO ] [main      ] Progress: 481/524 forecasts completed (91.8%). SNDR finished in 0.6s. ETA: 7.6s. Rate: 339.37 forecasts/min
[2025-11-25T12:33:15.221565] [DEBUG] [REMOTE    ] WF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:15.222778] [DEBUG] [LOCAL     ] Loaded configuration for WF: 8 features, N/A% accuracy
[2025-11-25T12:33:15.222848] [INFO ] [LOCAL     ] WF: Loaded 8 optimal features with 61.68% confidence from JSON config
[2025-11-25T12:33:15.222888] [DEBUG] [MAG       ] Building data for symbol: WF with lookback: 0
[2025-11-25T12:33:15.223738] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:33:15.223817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:15.225607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:15.226289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:15.226821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:15.229412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:33:15.230197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:33:15.231395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:33:15.232124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:33:15.232879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:15.301597] [DEBUG] [MAG       ] THW: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:15.302059] [DEBUG] [MAG       ] NSC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:15.367476] [INFO ] [LOCAL     ] THW: Saved forecast.
[2025-11-25T12:33:15.367568] [INFO ] [main      ] THW: Signal=1 (Conf=80.0%), Magnitude=1.19% (Conf=44.7169%)
[2025-11-25T12:33:15.367948] [INFO ] [main      ] Fetching symbol history for ETN...
[2025-11-25T12:33:15.368138] [DEBUG] [REMOTE    ] ETN: Fetching historical data.
[2025-11-25T12:33:15.368667] [INFO ] [main      ] Progress: 482/524 forecasts completed (92.0%). THW finished in 0.6s. ETA: 7.4s. Rate: 339.43 forecasts/min
[2025-11-25T12:33:15.381675] [DEBUG] [REMOTE    ] ETN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:15.382962] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 2 features, N/A% accuracy
[2025-11-25T12:33:15.383090] [INFO ] [LOCAL     ] ETN: Loaded 2 optimal features with 65.66% confidence from JSON config
[2025-11-25T12:33:15.383148] [DEBUG] [MAG       ] Building data for symbol: ETN with lookback: 0
[2025-11-25T12:33:15.384076] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:33:15.384212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:15.389289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:33:15.392361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:15.484095] [INFO ] [LOCAL     ] NSC: Saved forecast.
[2025-11-25T12:33:15.484313] [INFO ] [main      ] NSC: Signal=1 (Conf=80.0%), Magnitude=1.62% (Conf=65.9702%)
[2025-11-25T12:33:15.484828] [INFO ] [main      ] Fetching symbol history for QGEN...
[2025-11-25T12:33:15.484973] [DEBUG] [REMOTE    ] QGEN: Fetching historical data.
[2025-11-25T12:33:15.485736] [INFO ] [main      ] Progress: 483/524 forecasts completed (92.2%). NSC finished in 0.9s. ETA: 7.2s. Rate: 339.67 forecasts/min
[2025-11-25T12:33:15.496234] [DEBUG] [MAG       ] CVNA: Last date is validated at 2025-11-24
[2025-11-25T12:33:15.498403] [DEBUG] [REMOTE    ] QGEN: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:15.499680] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 7 features, N/A% accuracy
[2025-11-25T12:33:15.499808] [INFO ] [LOCAL     ] QGEN: Loaded 7 optimal features with 53.32% confidence from JSON config
[2025-11-25T12:33:15.499908] [DEBUG] [MAG       ] Building data for symbol: QGEN with lookback: 0
[2025-11-25T12:33:15.500846] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:33:15.500982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:15.503130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:15.503937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:15.504439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:15.506629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:15.507274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:33:15.508504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:33:15.510753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:15.576904] [DEBUG] [MAG       ] WF: Last date is validated at 2025-11-24
[2025-11-25T12:33:15.670342] [DEBUG] [MAG       ] CVNA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:15.748230] [DEBUG] [MAG       ] ETN: Last date is validated at 2025-11-24
[2025-11-25T12:33:15.758793] [DEBUG] [MAG       ] WF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:15.842680] [INFO ] [LOCAL     ] CVNA: Saved forecast.
[2025-11-25T12:33:15.842810] [INFO ] [main      ] CVNA: Signal=1 (Conf=80.0%), Magnitude=7.36% (Conf=54.7966%)
[2025-11-25T12:33:15.843117] [INFO ] [main      ] Fetching symbol history for UWMC...
[2025-11-25T12:33:15.843181] [DEBUG] [REMOTE    ] UWMC: Fetching historical data.
[2025-11-25T12:33:15.843991] [INFO ] [main      ] Progress: 484/524 forecasts completed (92.4%). CVNA finished in 0.7s. ETA: 7.1s. Rate: 338.95 forecasts/min
[2025-11-25T12:33:15.857670] [DEBUG] [REMOTE    ] UWMC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:15.858020] [INFO ] [LOCAL     ] WF: Saved forecast.
[2025-11-25T12:33:15.858133] [INFO ] [main      ] WF: Signal=1 (Conf=80.0%), Magnitude=0.80% (Conf=61.6801%)
[2025-11-25T12:33:15.858306] [INFO ] [main      ] Fetching symbol history for PRA...
[2025-11-25T12:33:15.858381] [DEBUG] [REMOTE    ] PRA: Fetching historical data.
[2025-11-25T12:33:15.858797] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 2 features, N/A% accuracy
[2025-11-25T12:33:15.859041] [INFO ] [main      ] Progress: 485/524 forecasts completed (92.6%). WF finished in 0.7s. ETA: 6.9s. Rate: 339.59 forecasts/min
[2025-11-25T12:33:15.858959] [INFO ] [LOCAL     ] UWMC: Loaded 2 optimal features with 50.78% confidence from JSON config
[2025-11-25T12:33:15.859226] [DEBUG] [MAG       ] Building data for symbol: UWMC with lookback: 0
[2025-11-25T12:33:15.860330] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:33:15.860500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:15.865572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:15.872799] [DEBUG] [REMOTE    ] PRA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:15.873716] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 5 features, N/A% accuracy
[2025-11-25T12:33:15.873784] [INFO ] [LOCAL     ] PRA: Loaded 5 optimal features with 35.58% confidence from JSON config
[2025-11-25T12:33:15.873823] [DEBUG] [MAG       ] Building data for symbol: PRA with lookback: 0
[2025-11-25T12:33:15.874583] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:15.874770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:15.879758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:15.881599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:15.882127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:15.882602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:33:15.883385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:15.905533] [DEBUG] [MAG       ] QGEN: Last date is validated at 2025-11-24
[2025-11-25T12:33:15.919830] [DEBUG] [MAG       ] ETN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:15.992752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:16.079323] [DEBUG] [MAG       ] QGEN: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:16.112127] [INFO ] [LOCAL     ] ETN: Saved forecast.
[2025-11-25T12:33:16.112253] [INFO ] [main      ] ETN: Signal=1 (Conf=80.0%), Magnitude=2.07% (Conf=65.6567%)
[2025-11-25T12:33:16.112562] [INFO ] [main      ] Fetching symbol history for PWR...
[2025-11-25T12:33:16.112626] [DEBUG] [REMOTE    ] PWR: Fetching historical data.
[2025-11-25T12:33:16.113738] [INFO ] [main      ] Progress: 486/524 forecasts completed (92.7%). ETN finished in 0.7s. ETA: 6.7s. Rate: 339.28 forecasts/min
[2025-11-25T12:33:16.126330] [DEBUG] [REMOTE    ] PWR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:16.127833] [DEBUG] [LOCAL     ] Loaded configuration for PWR: 1 features, N/A% accuracy
[2025-11-25T12:33:16.127952] [INFO ] [LOCAL     ] PWR: Loaded 1 optimal features with 62.34% confidence from JSON config
[2025-11-25T12:33:16.128047] [DEBUG] [MAG       ] Building data for symbol: PWR with lookback: 0
[2025-11-25T12:33:16.128888] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:33:16.129024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:16.133874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:16.181413] [INFO ] [LOCAL     ] QGEN: Saved forecast.
[2025-11-25T12:33:16.181529] [INFO ] [main      ] QGEN: Signal=1 (Conf=80.0%), Magnitude=-0.71% (Conf=53.3178%)
[2025-11-25T12:33:16.181928] [INFO ] [main      ] Fetching symbol history for ELP...
[2025-11-25T12:33:16.182114] [DEBUG] [REMOTE    ] ELP: Fetching historical data.
[2025-11-25T12:33:16.182730] [INFO ] [main      ] Progress: 487/524 forecasts completed (92.9%). QGEN finished in 0.7s. ETA: 6.5s. Rate: 339.71 forecasts/min
[2025-11-25T12:33:16.193320] [DEBUG] [REMOTE    ] ELP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:16.194584] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 6 features, N/A% accuracy
[2025-11-25T12:33:16.194731] [INFO ] [LOCAL     ] ELP: Loaded 6 optimal features with 59.78% confidence from JSON config
[2025-11-25T12:33:16.194829] [DEBUG] [MAG       ] Building data for symbol: ELP with lookback: 0
[2025-11-25T12:33:16.195690] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:16.195822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:16.200747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:16.202619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:16.203250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:16.203742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:16.204554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:33:16.280947] [DEBUG] [MAG       ] PRA: Last date is validated at 2025-11-24
[2025-11-25T12:33:16.290984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:16.335839] [DEBUG] [MAG       ] UWMC: Last date is validated at 2025-11-24
[2025-11-25T12:33:16.453550] [DEBUG] [MAG       ] PRA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:16.486306] [DEBUG] [MAG       ] PWR: Last date is validated at 2025-11-24
[2025-11-25T12:33:16.505099] [DEBUG] [MAG       ] UWMC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:16.540296] [INFO ] [LOCAL     ] PRA: Saved forecast.
[2025-11-25T12:33:16.540543] [INFO ] [main      ] PRA: Signal=1 (Conf=80.0%), Magnitude=0.37% (Conf=35.5821%)
[2025-11-25T12:33:16.540746] [INFO ] [main      ] Fetching symbol history for NUV...
[2025-11-25T12:33:16.540857] [DEBUG] [REMOTE    ] NUV: Fetching historical data.
[2025-11-25T12:33:16.541930] [INFO ] [main      ] Progress: 488/524 forecasts completed (93.1%). PRA finished in 0.7s. ETA: 6.4s. Rate: 338.99 forecasts/min
[2025-11-25T12:33:16.554020] [DEBUG] [REMOTE    ] NUV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:16.555345] [DEBUG] [LOCAL     ] Loaded configuration for NUV: 22 features, N/A% accuracy
[2025-11-25T12:33:16.555466] [INFO ] [LOCAL     ] NUV: Loaded 22 optimal features with 21.07% confidence from JSON config
[2025-11-25T12:33:16.555565] [DEBUG] [MAG       ] Building data for symbol: NUV with lookback: 0
[2025-11-25T12:33:16.556408] [DEBUG] [FEATURES  ] DataBuilder: Executing 22 feature methods.
[2025-11-25T12:33:16.556549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:16.561422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:16.563407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:16.564009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:16.564551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:16.565056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:16.565928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:16.566849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:16.569525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:16.570740] [INFO ] [LOCAL     ] UWMC: Saved forecast.
[2025-11-25T12:33:16.570991] [INFO ] [main      ] UWMC: Signal=1 (Conf=80.0%), Magnitude=5.31% (Conf=50.7824%)
[2025-11-25T12:33:16.571221] [INFO ] [main      ] Fetching symbol history for BNL...
[2025-11-25T12:33:16.571339] [DEBUG] [REMOTE    ] BNL: Fetching historical data.
[2025-11-25T12:33:16.571927] [INFO ] [main      ] Progress: 489/524 forecasts completed (93.3%). UWMC finished in 0.7s. ETA: 6.2s. Rate: 339.57 forecasts/min
[2025-11-25T12:33:16.585605] [DEBUG] [REMOTE    ] BNL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:16.587053] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 11 features, N/A% accuracy
[2025-11-25T12:33:16.587192] [INFO ] [LOCAL     ] BNL: Loaded 11 optimal features with 42.76% confidence from JSON config
[2025-11-25T12:33:16.587299] [DEBUG] [MAG       ] Building data for symbol: BNL with lookback: 0
[2025-11-25T12:33:16.588154] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T12:33:16.588301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:16.593186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:16.595059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:16.595625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:16.596118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:16.597241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T12:33:16.599404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:16.600519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:33:16.601747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:16.602355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:33:16.603635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:33:16.605797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:16.658031] [DEBUG] [MAG       ] PWR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:16.681891] [DEBUG] [MAG       ] ELP: Last date is validated at 2025-11-24
[2025-11-25T12:33:16.695037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:16.697290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:16.741902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:16.743423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:16.798345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:16.799563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:16.800908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:33:16.825124] [INFO ] [LOCAL     ] PWR: Saved forecast.
[2025-11-25T12:33:16.825372] [INFO ] [main      ] PWR: Signal=1 (Conf=80.0%), Magnitude=2.46% (Conf=62.3431%)
[2025-11-25T12:33:16.825778] [INFO ] [main      ] Fetching symbol history for RA...
[2025-11-25T12:33:16.825893] [DEBUG] [REMOTE    ] RA: Fetching historical data.
[2025-11-25T12:33:16.826742] [INFO ] [main      ] Progress: 490/524 forecasts completed (93.5%). PWR finished in 0.7s. ETA: 6.0s. Rate: 339.26 forecasts/min
[2025-11-25T12:33:16.840415] [DEBUG] [REMOTE    ] RA: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:16.841695] [DEBUG] [LOCAL     ] Loaded configuration for RA: 9 features, N/A% accuracy
[2025-11-25T12:33:16.841822] [INFO ] [LOCAL     ] RA: Loaded 9 optimal features with 45.17% confidence from JSON config
[2025-11-25T12:33:16.841921] [DEBUG] [MAG       ] Building data for symbol: RA with lookback: 0
[2025-11-25T12:33:16.842814] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:33:16.842956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:16.848009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:16.849900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:16.850415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:16.850987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:16.851487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:16.852877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:16.854676] [DEBUG] [MAG       ] ELP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:16.855018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:33:16.856491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:33:16.858221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:16.895396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:33:16.896326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:33:16.898312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:33:16.901191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:33:16.902359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:33:16.903152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:33:16.904363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:16.925790] [INFO ] [LOCAL     ] ELP: Saved forecast.
[2025-11-25T12:33:16.925980] [INFO ] [main      ] ELP: Signal=1 (Conf=80.0%), Magnitude=1.31% (Conf=59.7808%)
[2025-11-25T12:33:16.926474] [INFO ] [main      ] Fetching symbol history for KAR...
[2025-11-25T12:33:16.926593] [DEBUG] [REMOTE    ] KAR: Fetching historical data.
[2025-11-25T12:33:16.926996] [INFO ] [main      ] Progress: 491/524 forecasts completed (93.7%). ELP finished in 0.7s. ETA: 5.8s. Rate: 339.56 forecasts/min
[2025-11-25T12:33:16.938319] [DEBUG] [REMOTE    ] KAR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:16.939365] [DEBUG] [LOCAL     ] Loaded configuration for KAR: 9 features, N/A% accuracy
[2025-11-25T12:33:16.939442] [INFO ] [LOCAL     ] KAR: Loaded 9 optimal features with 56.44% confidence from JSON config
[2025-11-25T12:33:16.939546] [DEBUG] [MAG       ] Building data for symbol: KAR with lookback: 0
[2025-11-25T12:33:16.940409] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:33:16.940496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:16.945393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:16.947331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:16.947880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:16.948414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:16.948917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:16.949803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:16.950707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:16.953183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:33:16.954845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:16.985360] [DEBUG] [MAG       ] BNL: Last date is validated at 2025-11-24
[2025-11-25T12:33:17.157811] [DEBUG] [MAG       ] BNL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:17.256584] [DEBUG] [MAG       ] NUV: Last date is validated at 2025-11-24
[2025-11-25T12:33:17.258113] [DEBUG] [MAG       ] RA: Last date is validated at 2025-11-24
[2025-11-25T12:33:17.298341] [DEBUG] [MAG       ] KAR: Last date is validated at 2025-11-24
[2025-11-25T12:33:17.322731] [INFO ] [LOCAL     ] BNL: Saved forecast.
[2025-11-25T12:33:17.322823] [INFO ] [main      ] BNL: Signal=1 (Conf=80.0%), Magnitude=1.09% (Conf=42.7561%)
[2025-11-25T12:33:17.322989] [INFO ] [main      ] Fetching symbol history for MGY...
[2025-11-25T12:33:17.323040] [DEBUG] [REMOTE    ] MGY: Fetching historical data.
[2025-11-25T12:33:17.324036] [INFO ] [main      ] Progress: 492/524 forecasts completed (93.9%). BNL finished in 0.8s. ETA: 5.7s. Rate: 338.70 forecasts/min
[2025-11-25T12:33:17.338379] [DEBUG] [REMOTE    ] MGY: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:17.339474] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 5 features, N/A% accuracy
[2025-11-25T12:33:17.339546] [INFO ] [LOCAL     ] MGY: Loaded 5 optimal features with 52.96% confidence from JSON config
[2025-11-25T12:33:17.339586] [DEBUG] [MAG       ] Building data for symbol: MGY with lookback: 0
[2025-11-25T12:33:17.340415] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:17.340493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:17.345672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:17.347697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:17.348266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:17.348738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:17.429988] [DEBUG] [MAG       ] RA: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:17.470716] [DEBUG] [MAG       ] KAR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:17.482001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:17.507047] [INFO ] [LOCAL     ] RA: Saved forecast.
[2025-11-25T12:33:17.507137] [INFO ] [main      ] RA: Signal=1 (Conf=80.0%), Magnitude=1.11% (Conf=45.1684%)
[2025-11-25T12:33:17.507489] [INFO ] [main      ] Fetching symbol history for MPW...
[2025-11-25T12:33:17.507545] [DEBUG] [REMOTE    ] MPW: Fetching historical data.
[2025-11-25T12:33:17.507515] [INFO ] [main      ] Progress: 493/524 forecasts completed (94.1%). RA finished in 0.7s. ETA: 5.5s. Rate: 338.68 forecasts/min
[2025-11-25T12:33:17.509783] [DEBUG] [MAG       ] NUV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:17.521003] [DEBUG] [REMOTE    ] MPW: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:17.522156] [DEBUG] [LOCAL     ] Loaded configuration for MPW: 4 features, N/A% accuracy
[2025-11-25T12:33:17.522221] [INFO ] [LOCAL     ] MPW: Loaded 4 optimal features with 54.06% confidence from JSON config
[2025-11-25T12:33:17.522259] [DEBUG] [MAG       ] Building data for symbol: MPW with lookback: 0
[2025-11-25T12:33:17.523052] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:17.523127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:17.524846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:17.525382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:17.525819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:33:17.526444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:17.561916] [INFO ] [LOCAL     ] KAR: Saved forecast.
[2025-11-25T12:33:17.562009] [INFO ] [main      ] KAR: Signal=1 (Conf=80.0%), Magnitude=-0.08% (Conf=56.4432%)
[2025-11-25T12:33:17.562400] [INFO ] [main      ] Progress: 494/524 forecasts completed (94.3%). KAR finished in 0.6s. ETA: 5.3s. Rate: 339.15 forecasts/min
[2025-11-25T12:33:17.562604] [INFO ] [main      ] Fetching symbol history for TEO...
[2025-11-25T12:33:17.562684] [DEBUG] [REMOTE    ] TEO: Fetching historical data.
[2025-11-25T12:33:17.574771] [DEBUG] [REMOTE    ] TEO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:17.575704] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 6 features, N/A% accuracy
[2025-11-25T12:33:17.575776] [INFO ] [LOCAL     ] TEO: Loaded 6 optimal features with 48.28% confidence from JSON config
[2025-11-25T12:33:17.575820] [DEBUG] [MAG       ] Building data for symbol: TEO with lookback: 0
[2025-11-25T12:33:17.576691] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:17.576770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:17.581818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:17.583716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:17.584231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:17.584663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:17.585587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:33:17.586333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:17.606271] [INFO ] [LOCAL     ] NUV: Saved forecast.
[2025-11-25T12:33:17.606499] [INFO ] [main      ] NUV: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=21.0697%)
[2025-11-25T12:33:17.606739] [INFO ] [main      ] Fetching symbol history for ACI...
[2025-11-25T12:33:17.606804] [DEBUG] [REMOTE    ] ACI: Fetching historical data.
[2025-11-25T12:33:17.608030] [INFO ] [main      ] Progress: 495/524 forecasts completed (94.5%). NUV finished in 1.1s. ETA: 5.1s. Rate: 339.66 forecasts/min
[2025-11-25T12:33:17.621799] [DEBUG] [REMOTE    ] ACI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:17.622743] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 10 features, N/A% accuracy
[2025-11-25T12:33:17.622906] [INFO ] [LOCAL     ] ACI: Loaded 10 optimal features with 61.77% confidence from JSON config
[2025-11-25T12:33:17.623008] [DEBUG] [MAG       ] Building data for symbol: ACI with lookback: 0
[2025-11-25T12:33:17.623864] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T12:33:17.624002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:33:17.710554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:33:17.712052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:33:17.714190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T12:33:17.715040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:17.716922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:17.717507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:17.718609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:33:17.720349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:17.721450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:33:17.722214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:17.839837] [DEBUG] [MAG       ] MGY: Last date is validated at 2025-11-24
[2025-11-25T12:33:17.867837] [DEBUG] [MAG       ] MPW: Last date is validated at 2025-11-24
[2025-11-25T12:33:17.933928] [DEBUG] [MAG       ] TEO: Last date is validated at 2025-11-24
[2025-11-25T12:33:18.022697] [DEBUG] [MAG       ] MGY: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:18.036581] [DEBUG] [MAG       ] MPW: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:18.064604] [DEBUG] [MAG       ] ACI: Last date is validated at 2025-11-24
[2025-11-25T12:33:18.099015] [INFO ] [LOCAL     ] MPW: Saved forecast.
[2025-11-25T12:33:18.099104] [INFO ] [main      ] MPW: Signal=1 (Conf=80.0%), Magnitude=1.06% (Conf=54.0583%)
[2025-11-25T12:33:18.099440] [INFO ] [main      ] Fetching symbol history for BUXX...
[2025-11-25T12:33:18.099496] [DEBUG] [REMOTE    ] BUXX: Fetching historical data.
[2025-11-25T12:33:18.099740] [INFO ] [main      ] Progress: 496/524 forecasts completed (94.7%). MPW finished in 0.6s. ETA: 5.0s. Rate: 338.44 forecasts/min
[2025-11-25T12:33:18.108151] [DEBUG] [MAG       ] TEO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:18.113141] [DEBUG] [REMOTE    ] BUXX: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:18.114281] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 29 features, N/A% accuracy
[2025-11-25T12:33:18.114353] [INFO ] [LOCAL     ] BUXX: Loaded 29 optimal features with 15.70% confidence from JSON config
[2025-11-25T12:33:18.114404] [DEBUG] [MAG       ] Building data for symbol: BUXX with lookback: 0
[2025-11-25T12:33:18.115209] [DEBUG] [FEATURES  ] DataBuilder: Executing 29 feature methods.
[2025-11-25T12:33:18.115301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:18.116305] [INFO ] [LOCAL     ] MGY: Saved forecast.
[2025-11-25T12:33:18.116394] [INFO ] [main      ] MGY: Signal=1 (Conf=80.0%), Magnitude=-0.43% (Conf=52.9587%)
[2025-11-25T12:33:18.116561] [INFO ] [main      ] Fetching symbol history for GSL...
[2025-11-25T12:33:18.116613] [DEBUG] [REMOTE    ] GSL: Fetching historical data.
[2025-11-25T12:33:18.117734] [INFO ] [main      ] Progress: 497/524 forecasts completed (94.8%). MGY finished in 0.8s. ETA: 4.8s. Rate: 339.06 forecasts/min
[2025-11-25T12:33:18.121330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:18.123485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:18.124029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:18.124497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:18.124956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:18.125950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:18.126811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:18.129527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:18.131772] [DEBUG] [REMOTE    ] GSL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:18.132839] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 2 features, N/A% accuracy
[2025-11-25T12:33:18.132910] [INFO ] [LOCAL     ] GSL: Loaded 2 optimal features with 49.41% confidence from JSON config
[2025-11-25T12:33:18.132950] [DEBUG] [MAG       ] Building data for symbol: GSL with lookback: 0
[2025-11-25T12:33:18.133800] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:33:18.133869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:18.139265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:18.141563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:18.191806] [INFO ] [LOCAL     ] TEO: Saved forecast.
[2025-11-25T12:33:18.191897] [INFO ] [main      ] TEO: Signal=1 (Conf=80.0%), Magnitude=-7.81% (Conf=48.2847%)
[2025-11-25T12:33:18.192061] [INFO ] [main      ] Fetching symbol history for STXG...
[2025-11-25T12:33:18.192111] [DEBUG] [REMOTE    ] STXG: Fetching historical data.
[2025-11-25T12:33:18.193414] [INFO ] [main      ] Progress: 498/524 forecasts completed (95.0%). TEO finished in 0.6s. ETA: 4.6s. Rate: 339.45 forecasts/min
[2025-11-25T12:33:18.203297] [DEBUG] [REMOTE    ] STXG: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:18.204447] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 9 features, N/A% accuracy
[2025-11-25T12:33:18.204516] [INFO ] [LOCAL     ] STXG: Loaded 9 optimal features with 42.66% confidence from JSON config
[2025-11-25T12:33:18.204553] [DEBUG] [MAG       ] Building data for symbol: STXG with lookback: 0
[2025-11-25T12:33:18.205407] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:33:18.205491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:18.210535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:18.212494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:18.213030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:18.240192] [DEBUG] [MAG       ] ACI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:18.256701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:18.258782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:18.303465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:18.304566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:18.337839] [INFO ] [LOCAL     ] ACI: Saved forecast.
[2025-11-25T12:33:18.337951] [INFO ] [main      ] ACI: Signal=1 (Conf=80.0%), Magnitude=2.24% (Conf=61.7741%)
[2025-11-25T12:33:18.338158] [INFO ] [main      ] Fetching symbol history for TDS...
[2025-11-25T12:33:18.338225] [DEBUG] [REMOTE    ] TDS: Fetching historical data.
[2025-11-25T12:33:18.339150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:33:18.339248] [INFO ] [main      ] Progress: 499/524 forecasts completed (95.2%). ACI finished in 0.7s. ETA: 4.4s. Rate: 339.56 forecasts/min
[2025-11-25T12:33:18.341312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:18.342436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T12:33:18.344231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:18.345302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T12:33:18.346029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:18.352437] [DEBUG] [REMOTE    ] TDS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:18.353278] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, N/A% accuracy
[2025-11-25T12:33:18.353350] [INFO ] [LOCAL     ] TDS: Loaded 2 optimal features with 61.27% confidence from JSON config
[2025-11-25T12:33:18.353389] [DEBUG] [MAG       ] Building data for symbol: TDS with lookback: 0
[2025-11-25T12:33:18.353804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:18.354267] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:33:18.354342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T12:33:18.354771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:18.355427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T12:33:18.356062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:33:18.358453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:18.439881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:33:18.440738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:33:18.442682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:33:18.445570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:33:18.446756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T12:33:18.448831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:33:18.449607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:33:18.454144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:33:18.455377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:33:18.456745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T12:33:18.458352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T12:33:18.461367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:33:18.462084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T12:33:18.462859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:18.507368] [DEBUG] [MAG       ] GSL: Last date is validated at 2025-11-24
[2025-11-25T12:33:18.686086] [DEBUG] [MAG       ] STXG: Last date is validated at 2025-11-24
[2025-11-25T12:33:18.694263] [DEBUG] [MAG       ] GSL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:18.706162] [DEBUG] [MAG       ] TDS: Last date is validated at 2025-11-24
[2025-11-25T12:33:18.784603] [INFO ] [LOCAL     ] GSL: Saved forecast.
[2025-11-25T12:33:18.784949] [INFO ] [main      ] GSL: Signal=1 (Conf=80.0%), Magnitude=4.32% (Conf=49.4084%)
[2025-11-25T12:33:18.785117] [INFO ] [main      ] Fetching symbol history for RSF...
[2025-11-25T12:33:18.785168] [DEBUG] [REMOTE    ] RSF: Fetching historical data.
[2025-11-25T12:33:18.786857] [INFO ] [main      ] Progress: 500/524 forecasts completed (95.4%). GSL finished in 0.7s. ETA: 4.3s. Rate: 338.53 forecasts/min
[2025-11-25T12:33:18.800519] [DEBUG] [REMOTE    ] RSF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:18.801671] [DEBUG] [LOCAL     ] Loaded configuration for RSF: 1 features, N/A% accuracy
[2025-11-25T12:33:18.801824] [INFO ] [LOCAL     ] RSF: Loaded 1 optimal features with 20.23% confidence from JSON config
[2025-11-25T12:33:18.801952] [DEBUG] [MAG       ] Building data for symbol: RSF with lookback: 0
[2025-11-25T12:33:18.802640] [DEBUG] [MAG       ] BUXX: Last date is validated at 2025-11-24
[2025-11-25T12:33:18.803098] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T12:33:18.803245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:33:18.805467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:18.859118] [DEBUG] [MAG       ] STXG: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:18.880636] [DEBUG] [MAG       ] TDS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:18.947503] [INFO ] [LOCAL     ] STXG: Saved forecast.
[2025-11-25T12:33:18.947594] [INFO ] [main      ] STXG: Signal=1 (Conf=80.0%), Magnitude=2.06% (Conf=42.6567%)
[2025-11-25T12:33:18.947983] [INFO ] [main      ] Fetching symbol history for DMO...
[2025-11-25T12:33:18.948044] [DEBUG] [REMOTE    ] DMO: Fetching historical data.
[2025-11-25T12:33:18.948814] [INFO ] [main      ] Progress: 501/524 forecasts completed (95.6%). STXG finished in 0.8s. ETA: 4.1s. Rate: 338.58 forecasts/min
[2025-11-25T12:33:18.959188] [DEBUG] [REMOTE    ] DMO: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:18.960253] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 6 features, N/A% accuracy
[2025-11-25T12:33:18.960317] [INFO ] [LOCAL     ] DMO: Loaded 6 optimal features with 35.11% confidence from JSON config
[2025-11-25T12:33:18.960355] [DEBUG] [MAG       ] Building data for symbol: DMO with lookback: 0
[2025-11-25T12:33:18.961151] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:18.961349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:18.963134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:18.963638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:18.964104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:18.965016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:18.972521] [DEBUG] [MAG       ] BUXX: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:18.976408] [INFO ] [LOCAL     ] TDS: Saved forecast.
[2025-11-25T12:33:18.976505] [INFO ] [main      ] TDS: Signal=1 (Conf=80.0%), Magnitude=0.30% (Conf=61.2686%)
[2025-11-25T12:33:18.976904] [INFO ] [main      ] Progress: 502/524 forecasts completed (95.8%). TDS finished in 0.6s. ETA: 3.9s. Rate: 339.15 forecasts/min
[2025-11-25T12:33:18.977086] [INFO ] [main      ] Fetching symbol history for CMSC...
[2025-11-25T12:33:18.977140] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T12:33:18.989078] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:18.989860] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, N/A% accuracy
[2025-11-25T12:33:18.989925] [INFO ] [LOCAL     ] CMSC: Loaded 3 optimal features with 53.29% confidence from JSON config
[2025-11-25T12:33:18.989981] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 0
[2025-11-25T12:33:18.990897] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:18.990975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:18.996419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:18.997707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:18.998859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:19.075017] [INFO ] [LOCAL     ] BUXX: Saved forecast.
[2025-11-25T12:33:19.075107] [INFO ] [main      ] BUXX: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=15.6976%)
[2025-11-25T12:33:19.075475] [INFO ] [main      ] Fetching symbol history for HPS...
[2025-11-25T12:33:19.075534] [DEBUG] [REMOTE    ] HPS: Fetching historical data.
[2025-11-25T12:33:19.075738] [INFO ] [main      ] Progress: 503/524 forecasts completed (96.0%). BUXX finished in 1.0s. ETA: 3.7s. Rate: 339.45 forecasts/min
[2025-11-25T12:33:19.090565] [DEBUG] [REMOTE    ] HPS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:19.091690] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, N/A% accuracy
[2025-11-25T12:33:19.091759] [INFO ] [LOCAL     ] HPS: Loaded 2 optimal features with 52.40% confidence from JSON config
[2025-11-25T12:33:19.091798] [DEBUG] [MAG       ] Building data for symbol: HPS with lookback: 0
[2025-11-25T12:33:19.092559] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T12:33:19.092626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:19.093708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:19.094996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:19.097509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:19.099338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:19.178601] [DEBUG] [MAG       ] RSF: Last date is validated at 2025-11-24
[2025-11-25T12:33:19.357680] [DEBUG] [MAG       ] RSF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:19.361214] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-24
[2025-11-25T12:33:19.419978] [INFO ] [LOCAL     ] RSF: Saved forecast.
[2025-11-25T12:33:19.420243] [INFO ] [main      ] RSF: Signal=1 (Conf=80.0%), Magnitude=0.86% (Conf=20.2301%)
[2025-11-25T12:33:19.420479] [INFO ] [main      ] Fetching symbol history for ARMK...
[2025-11-25T12:33:19.420599] [DEBUG] [REMOTE    ] ARMK: Fetching historical data.
[2025-11-25T12:33:19.421768] [INFO ] [main      ] Progress: 504/524 forecasts completed (96.2%). RSF finished in 0.6s. ETA: 3.5s. Rate: 338.81 forecasts/min
[2025-11-25T12:33:19.434572] [DEBUG] [REMOTE    ] ARMK: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:19.435600] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 5 features, N/A% accuracy
[2025-11-25T12:33:19.435746] [INFO ] [LOCAL     ] ARMK: Loaded 5 optimal features with 51.73% confidence from JSON config
[2025-11-25T12:33:19.435858] [DEBUG] [MAG       ] Building data for symbol: ARMK with lookback: 0
[2025-11-25T12:33:19.436719] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:19.436857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:19.438671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:19.439317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:19.439834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:19.442112] [DEBUG] [MAG       ] HPS: Last date is validated at 2025-11-24
[2025-11-25T12:33:19.442366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T12:33:19.444182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:19.446267] [DEBUG] [MAG       ] DMO: Last date is validated at 2025-11-24
[2025-11-25T12:33:19.542119] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:19.610824] [INFO ] [LOCAL     ] CMSC: Saved forecast.
[2025-11-25T12:33:19.611063] [INFO ] [main      ] CMSC: Signal=1 (Conf=80.0%), Magnitude=-0.15% (Conf=53.2862%)
[2025-11-25T12:33:19.611299] [INFO ] [main      ] Fetching symbol history for UZD...
[2025-11-25T12:33:19.611410] [DEBUG] [REMOTE    ] UZD: Fetching historical data.
[2025-11-25T12:33:19.612170] [DEBUG] [MAG       ] HPS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:19.612731] [INFO ] [main      ] Progress: 505/524 forecasts completed (96.4%). CMSC finished in 0.6s. ETA: 3.4s. Rate: 338.75 forecasts/min
[2025-11-25T12:33:19.618955] [DEBUG] [MAG       ] DMO: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:19.624400] [DEBUG] [REMOTE    ] UZD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:19.625206] [DEBUG] [LOCAL     ] Loaded configuration for UZD: 5 features, N/A% accuracy
[2025-11-25T12:33:19.625292] [INFO ] [LOCAL     ] UZD: Loaded 5 optimal features with 54.32% confidence from JSON config
[2025-11-25T12:33:19.625343] [DEBUG] [MAG       ] Building data for symbol: UZD with lookback: 0
[2025-11-25T12:33:19.626216] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:19.626429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T12:33:19.629036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:19.631853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:19.632632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T12:33:19.634182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T12:33:19.636444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:19.674734] [INFO ] [LOCAL     ] HPS: Saved forecast.
[2025-11-25T12:33:19.674853] [INFO ] [main      ] HPS: Signal=1 (Conf=80.0%), Magnitude=-0.15% (Conf=52.3953%)
[2025-11-25T12:33:19.675206] [INFO ] [main      ] Fetching symbol history for HUBS...
[2025-11-25T12:33:19.675276] [DEBUG] [REMOTE    ] HUBS: Fetching historical data.
[2025-11-25T12:33:19.675731] [INFO ] [main      ] Progress: 506/524 forecasts completed (96.6%). HPS finished in 0.6s. ETA: 3.2s. Rate: 339.19 forecasts/min
[2025-11-25T12:33:19.681377] [INFO ] [LOCAL     ] DMO: Saved forecast.
[2025-11-25T12:33:19.681497] [INFO ] [main      ] DMO: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=35.1091%)
[2025-11-25T12:33:19.681829] [INFO ] [main      ] Fetching symbol history for RNGR...
[2025-11-25T12:33:19.681894] [DEBUG] [REMOTE    ] RNGR: Fetching historical data.
[2025-11-25T12:33:19.682723] [INFO ] [main      ] Progress: 507/524 forecasts completed (96.8%). DMO finished in 0.7s. ETA: 3.0s. Rate: 339.83 forecasts/min
[2025-11-25T12:33:19.690327] [DEBUG] [REMOTE    ] HUBS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:19.691461] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 0 features, N/A% accuracy
[2025-11-25T12:33:19.691527] [INFO ] [LOCAL     ] HUBS: Loaded 0 optimal features with 57.25% confidence from JSON config
[2025-11-25T12:33:19.691565] [DEBUG] [MAG       ] Building data for symbol: HUBS with lookback: 0
[2025-11-25T12:33:19.692368] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T12:33:19.694523] [DEBUG] [REMOTE    ] RNGR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:19.695513] [DEBUG] [LOCAL     ] Loaded configuration for RNGR: 7 features, N/A% accuracy
[2025-11-25T12:33:19.695579] [INFO ] [LOCAL     ] RNGR: Loaded 7 optimal features with 60.89% confidence from JSON config
[2025-11-25T12:33:19.695617] [DEBUG] [MAG       ] Building data for symbol: RNGR with lookback: 0
[2025-11-25T12:33:19.696440] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T12:33:19.696529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:19.701525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:19.703390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:19.703924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:19.704341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:33:19.704983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:19.706084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T12:33:19.707304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:19.787629] [DEBUG] [MAG       ] ARMK: Last date is validated at 2025-11-24
[2025-11-25T12:33:19.958785] [DEBUG] [MAG       ] ARMK: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:19.981407] [DEBUG] [MAG       ] UZD: Last date is validated at 2025-11-24
[2025-11-25T12:33:20.044469] [DEBUG] [MAG       ] HUBS: Last date is validated at 2025-11-24
[2025-11-25T12:33:20.050675] [DEBUG] [MAG       ] RNGR: Last date is validated at 2025-11-24
[2025-11-25T12:33:20.055095] [INFO ] [LOCAL     ] ARMK: Saved forecast.
[2025-11-25T12:33:20.055219] [INFO ] [main      ] ARMK: Signal=1 (Conf=80.0%), Magnitude=-0.02% (Conf=51.7312%)
[2025-11-25T12:33:20.055398] [INFO ] [main      ] Fetching symbol history for CTDD...
[2025-11-25T12:33:20.055463] [DEBUG] [REMOTE    ] CTDD: Fetching historical data.
[2025-11-25T12:33:20.056196] [INFO ] [main      ] Progress: 508/524 forecasts completed (96.9%). ARMK finished in 0.6s. ETA: 2.8s. Rate: 339.09 forecasts/min
[2025-11-25T12:33:20.072074] [DEBUG] [REMOTE    ] CTDD: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:20.073112] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 9 features, N/A% accuracy
[2025-11-25T12:33:20.073209] [INFO ] [LOCAL     ] CTDD: Loaded 9 optimal features with 52.87% confidence from JSON config
[2025-11-25T12:33:20.073267] [DEBUG] [MAG       ] Building data for symbol: CTDD with lookback: 0
[2025-11-25T12:33:20.074149] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T12:33:20.074250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:20.079696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:20.081452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T12:33:20.082824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T12:33:20.083591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:33:20.089397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T12:33:20.090962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T12:33:20.093488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T12:33:20.094561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:33:20.096612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:20.155301] [DEBUG] [MAG       ] UZD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:20.225977] [INFO ] [LOCAL     ] UZD: Saved forecast.
[2025-11-25T12:33:20.226221] [INFO ] [main      ] UZD: Signal=1 (Conf=80.0%), Magnitude=0.14% (Conf=54.3159%)
[2025-11-25T12:33:20.226293] [DEBUG] [MAG       ] HUBS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:20.226609] [INFO ] [main      ] Fetching symbol history for ESI...
[2025-11-25T12:33:20.226752] [DEBUG] [REMOTE    ] ESI: Fetching historical data.
[2025-11-25T12:33:20.226734] [INFO ] [main      ] Progress: 509/524 forecasts completed (97.1%). UZD finished in 0.6s. ETA: 2.7s. Rate: 339.11 forecasts/min
[2025-11-25T12:33:20.227084] [DEBUG] [MAG       ] RNGR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:20.239143] [DEBUG] [REMOTE    ] ESI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:20.240110] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 4 features, N/A% accuracy
[2025-11-25T12:33:20.240174] [INFO ] [LOCAL     ] ESI: Loaded 4 optimal features with 60.85% confidence from JSON config
[2025-11-25T12:33:20.240212] [DEBUG] [MAG       ] Building data for symbol: ESI with lookback: 0
[2025-11-25T12:33:20.241013] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:20.241090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:20.243550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:20.245274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:20.302961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T12:33:20.303870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:20.310385] [INFO ] [LOCAL     ] RNGR: Saved forecast.
[2025-11-25T12:33:20.310602] [INFO ] [main      ] RNGR: Signal=1 (Conf=80.0%), Magnitude=2.66% (Conf=60.8918%)
[2025-11-25T12:33:20.311039] [INFO ] [main      ] Fetching symbol history for HQL...
[2025-11-25T12:33:20.311154] [DEBUG] [REMOTE    ] HQL: Fetching historical data.
[2025-11-25T12:33:20.311704] [INFO ] [main      ] Progress: 510/524 forecasts completed (97.3%). RNGR finished in 0.6s. ETA: 2.5s. Rate: 339.46 forecasts/min
[2025-11-25T12:33:20.323148] [DEBUG] [REMOTE    ] HQL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:20.325048] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 5 features, N/A% accuracy
[2025-11-25T12:33:20.325117] [INFO ] [LOCAL     ] HQL: Loaded 5 optimal features with 56.44% confidence from JSON config
[2025-11-25T12:33:20.325156] [DEBUG] [MAG       ] Building data for symbol: HQL with lookback: 0
[2025-11-25T12:33:20.326002] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T12:33:20.326174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:20.331069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:20.377119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:20.378505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T12:33:20.380225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T12:33:20.381098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:20.448201] [DEBUG] [MAG       ] CTDD: Last date is validated at 2025-11-24
[2025-11-25T12:33:20.453130] [INFO ] [LOCAL     ] HUBS: Saved forecast.
[2025-11-25T12:33:20.453374] [INFO ] [main      ] HUBS: Signal=1 (Conf=80.0%), Magnitude=5.93% (Conf=57.247%)
[2025-11-25T12:33:20.453997] [INFO ] [main      ] Fetching symbol history for ALL...
[2025-11-25T12:33:20.454144] [DEBUG] [REMOTE    ] ALL: Fetching historical data.
[2025-11-25T12:33:20.454728] [INFO ] [main      ] Progress: 511/524 forecasts completed (97.5%). HUBS finished in 0.8s. ETA: 2.3s. Rate: 339.58 forecasts/min
[2025-11-25T12:33:20.469700] [DEBUG] [REMOTE    ] ALL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:20.470314] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 6 features, N/A% accuracy
[2025-11-25T12:33:20.470439] [INFO ] [LOCAL     ] ALL: Loaded 6 optimal features with 63.34% confidence from JSON config
[2025-11-25T12:33:20.470539] [DEBUG] [MAG       ] Building data for symbol: ALL with lookback: 0
[2025-11-25T12:33:20.471392] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:20.471548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:20.478523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:20.480603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:20.481219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:20.481808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:20.482849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T12:33:20.620928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:20.631468] [DEBUG] [MAG       ] CTDD: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:20.670408] [DEBUG] [MAG       ] ESI: Last date is validated at 2025-11-24
[2025-11-25T12:33:20.729128] [INFO ] [LOCAL     ] CTDD: Saved forecast.
[2025-11-25T12:33:20.729380] [INFO ] [main      ] CTDD: Signal=1 (Conf=80.0%), Magnitude=0.48% (Conf=52.8689%)
[2025-11-25T12:33:20.729655] [INFO ] [main      ] Fetching symbol history for LMT...
[2025-11-25T12:33:20.729777] [DEBUG] [REMOTE    ] LMT: Fetching historical data.
[2025-11-25T12:33:20.730832] [INFO ] [main      ] Progress: 512/524 forecasts completed (97.7%). CTDD finished in 0.7s. ETA: 2.1s. Rate: 339.21 forecasts/min
[2025-11-25T12:33:20.744134] [DEBUG] [REMOTE    ] LMT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:20.745432] [DEBUG] [LOCAL     ] Loaded configuration for LMT: 8 features, N/A% accuracy
[2025-11-25T12:33:20.745568] [INFO ] [LOCAL     ] LMT: Loaded 8 optimal features with 55.46% confidence from JSON config
[2025-11-25T12:33:20.745693] [DEBUG] [MAG       ] Building data for symbol: LMT with lookback: 0
[2025-11-25T12:33:20.746569] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T12:33:20.746721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:20.750218] [DEBUG] [MAG       ] HQL: Last date is validated at 2025-11-24
[2025-11-25T12:33:20.751630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:20.753461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T12:33:20.753980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T12:33:20.754388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:20.755147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:20.757478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T12:33:20.759178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T12:33:20.759866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:20.845159] [DEBUG] [MAG       ] ESI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:20.935961] [DEBUG] [MAG       ] HQL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:20.938999] [INFO ] [LOCAL     ] ESI: Saved forecast.
[2025-11-25T12:33:20.939244] [INFO ] [main      ] ESI: Signal=1 (Conf=80.0%), Magnitude=3.03% (Conf=60.8539%)
[2025-11-25T12:33:20.939470] [INFO ] [main      ] Fetching symbol history for SYF...
[2025-11-25T12:33:20.939809] [DEBUG] [REMOTE    ] SYF: Fetching historical data.
[2025-11-25T12:33:20.940086] [INFO ] [main      ] Progress: 513/524 forecasts completed (97.9%). ESI finished in 0.7s. ETA: 1.9s. Rate: 339.09 forecasts/min
[2025-11-25T12:33:20.952387] [DEBUG] [REMOTE    ] SYF: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:20.953270] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 3 features, N/A% accuracy
[2025-11-25T12:33:20.953456] [INFO ] [LOCAL     ] SYF: Loaded 3 optimal features with 65.27% confidence from JSON config
[2025-11-25T12:33:20.953557] [DEBUG] [MAG       ] Building data for symbol: SYF with lookback: 0
[2025-11-25T12:33:20.954495] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:20.954631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:20.955619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T12:33:20.958366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T12:33:20.959698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:20.987331] [DEBUG] [MAG       ] ALL: Last date is validated at 2025-11-24
[2025-11-25T12:33:21.015865] [INFO ] [LOCAL     ] HQL: Saved forecast.
[2025-11-25T12:33:21.016106] [INFO ] [main      ] HQL: Signal=1 (Conf=80.0%), Magnitude=0.70% (Conf=56.4431%)
[2025-11-25T12:33:21.016335] [INFO ] [main      ] Fetching symbol history for CULP...
[2025-11-25T12:33:21.016654] [DEBUG] [REMOTE    ] CULP: Fetching historical data.
[2025-11-25T12:33:21.016762] [INFO ] [main      ] Progress: 514/524 forecasts completed (98.1%). HQL finished in 0.7s. ETA: 1.8s. Rate: 339.46 forecasts/min
[2025-11-25T12:33:21.027264] [DEBUG] [REMOTE    ] CULP: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:21.028398] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 4 features, N/A% accuracy
[2025-11-25T12:33:21.028464] [INFO ] [LOCAL     ] CULP: Loaded 4 optimal features with 64.36% confidence from JSON config
[2025-11-25T12:33:21.028503] [DEBUG] [MAG       ] Building data for symbol: CULP with lookback: 0
[2025-11-25T12:33:21.029348] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:21.029423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:21.031254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:21.031811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:21.032671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T12:33:21.034128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:21.111103] [DEBUG] [MAG       ] LMT: Last date is validated at 2025-11-24
[2025-11-25T12:33:21.169912] [DEBUG] [MAG       ] ALL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:21.285372] [DEBUG] [MAG       ] LMT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:21.305358] [DEBUG] [MAG       ] SYF: Last date is validated at 2025-11-24
[2025-11-25T12:33:21.328745] [INFO ] [LOCAL     ] ALL: Saved forecast.
[2025-11-25T12:33:21.329006] [INFO ] [main      ] ALL: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=63.3364%)
[2025-11-25T12:33:21.329246] [INFO ] [main      ] Fetching symbol history for TT...
[2025-11-25T12:33:21.329567] [DEBUG] [REMOTE    ] TT: Fetching historical data.
[2025-11-25T12:33:21.330606] [INFO ] [main      ] Progress: 515/524 forecasts completed (98.3%). ALL finished in 0.9s. ETA: 1.6s. Rate: 338.95 forecasts/min
[2025-11-25T12:33:21.344410] [DEBUG] [REMOTE    ] TT: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:21.345492] [DEBUG] [LOCAL     ] Loaded configuration for TT: 3 features, N/A% accuracy
[2025-11-25T12:33:21.345621] [INFO ] [LOCAL     ] TT: Loaded 3 optimal features with 49.40% confidence from JSON config
[2025-11-25T12:33:21.345756] [DEBUG] [MAG       ] Building data for symbol: TT with lookback: 0
[2025-11-25T12:33:21.346665] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:21.346743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:21.348613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:21.349198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:21.350204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:21.388771] [DEBUG] [MAG       ] CULP: Last date is validated at 2025-11-24
[2025-11-25T12:33:21.454567] [INFO ] [LOCAL     ] LMT: Saved forecast.
[2025-11-25T12:33:21.454848] [INFO ] [main      ] LMT: Signal=1 (Conf=80.0%), Magnitude=-1.82% (Conf=55.4625%)
[2025-11-25T12:33:21.455096] [INFO ] [main      ] Fetching symbol history for XHR...
[2025-11-25T12:33:21.455217] [DEBUG] [REMOTE    ] XHR: Fetching historical data.
[2025-11-25T12:33:21.455970] [INFO ] [main      ] Progress: 516/524 forecasts completed (98.5%). LMT finished in 0.7s. ETA: 1.4s. Rate: 339.14 forecasts/min
[2025-11-25T12:33:21.469268] [DEBUG] [REMOTE    ] XHR: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:21.470395] [DEBUG] [LOCAL     ] Loaded configuration for XHR: 4 features, N/A% accuracy
[2025-11-25T12:33:21.470529] [INFO ] [LOCAL     ] XHR: Loaded 4 optimal features with 45.09% confidence from JSON config
[2025-11-25T12:33:21.470655] [DEBUG] [MAG       ] Building data for symbol: XHR with lookback: 0
[2025-11-25T12:33:21.471539] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:21.471696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:21.475754] [DEBUG] [MAG       ] SYF: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:21.476980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:21.478886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:21.479475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:21.525934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:21.566131] [DEBUG] [MAG       ] CULP: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:21.631731] [INFO ] [LOCAL     ] CULP: Saved forecast.
[2025-11-25T12:33:21.631827] [INFO ] [main      ] CULP: Signal=1 (Conf=80.0%), Magnitude=4.13% (Conf=64.3582%)
[2025-11-25T12:33:21.631996] [INFO ] [main      ] Fetching symbol history for VAL...
[2025-11-25T12:33:21.632056] [DEBUG] [REMOTE    ] VAL: Fetching historical data.
[2025-11-25T12:33:21.632914] [INFO ] [main      ] Progress: 517/524 forecasts completed (98.7%). CULP finished in 0.6s. ETA: 1.2s. Rate: 339.14 forecasts/min
[2025-11-25T12:33:21.643852] [DEBUG] [REMOTE    ] VAL: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:21.644707] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 6 features, N/A% accuracy
[2025-11-25T12:33:21.644787] [INFO ] [LOCAL     ] VAL: Loaded 6 optimal features with 75.79% confidence from JSON config
[2025-11-25T12:33:21.644831] [DEBUG] [MAG       ] Building data for symbol: VAL with lookback: 0
[2025-11-25T12:33:21.645732] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T12:33:21.645842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T12:33:21.647780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T12:33:21.648360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T12:33:21.649337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T12:33:21.650436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:21.709545] [DEBUG] [MAG       ] TT: Last date is validated at 2025-11-24
[2025-11-25T12:33:21.710863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T12:33:21.712411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:21.736552] [INFO ] [LOCAL     ] SYF: Saved forecast.
[2025-11-25T12:33:21.736663] [INFO ] [main      ] SYF: Signal=1 (Conf=80.0%), Magnitude=0.30% (Conf=65.269%)
[2025-11-25T12:33:21.736836] [INFO ] [main      ] Fetching symbol history for NMI...
[2025-11-25T12:33:21.736886] [DEBUG] [REMOTE    ] NMI: Fetching historical data.
[2025-11-25T12:33:21.737925] [INFO ] [main      ] Progress: 518/524 forecasts completed (98.9%). SYF finished in 0.8s. ETA: 1.1s. Rate: 339.41 forecasts/min
[2025-11-25T12:33:21.749998] [DEBUG] [REMOTE    ] NMI: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:21.751122] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, N/A% accuracy
[2025-11-25T12:33:21.751209] [INFO ] [LOCAL     ] NMI: Loaded 3 optimal features with 42.44% confidence from JSON config
[2025-11-25T12:33:21.751260] [DEBUG] [MAG       ] Building data for symbol: NMI with lookback: 0
[2025-11-25T12:33:21.752386] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:21.752483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T12:33:21.759835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T12:33:21.817332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T12:33:21.822223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:21.871318] [DEBUG] [MAG       ] XHR: Last date is validated at 2025-11-24
[2025-11-25T12:33:21.879584] [DEBUG] [MAG       ] TT: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:22.033575] [INFO ] [LOCAL     ] TT: Saved forecast.
[2025-11-25T12:33:22.033838] [INFO ] [main      ] TT: Signal=1 (Conf=80.0%), Magnitude=0.64% (Conf=49.395%)
[2025-11-25T12:33:22.034354] [INFO ] [main      ] Progress: 519/524 forecasts completed (99.0%). TT finished in 0.7s. ETA: 0.9s. Rate: 338.97 forecasts/min
[2025-11-25T12:33:22.034250] [INFO ] [main      ] Fetching symbol history for APTV...
[2025-11-25T12:33:22.034524] [DEBUG] [REMOTE    ] APTV: Fetching historical data.
[2025-11-25T12:33:22.040239] [DEBUG] [MAG       ] XHR: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:22.048020] [DEBUG] [REMOTE    ] APTV: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:22.049164] [DEBUG] [LOCAL     ] Loaded configuration for APTV: 4 features, N/A% accuracy
[2025-11-25T12:33:22.049264] [INFO ] [LOCAL     ] APTV: Loaded 4 optimal features with 51.06% confidence from JSON config
[2025-11-25T12:33:22.049340] [DEBUG] [MAG       ] Building data for symbol: APTV with lookback: 0
[2025-11-25T12:33:22.050155] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T12:33:22.050266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T12:33:22.060879] [DEBUG] [MAG       ] VAL: Last date is validated at 2025-11-24
[2025-11-25T12:33:22.107408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T12:33:22.108861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T12:33:22.116310] [INFO ] [LOCAL     ] XHR: Saved forecast.
[2025-11-25T12:33:22.116580] [INFO ] [main      ] XHR: Signal=1 (Conf=80.0%), Magnitude=-0.74% (Conf=45.0898%)
[2025-11-25T12:33:22.116838] [INFO ] [main      ] Fetching symbol history for CRS...
[2025-11-25T12:33:22.116959] [DEBUG] [REMOTE    ] CRS: Fetching historical data.
[2025-11-25T12:33:22.117892] [INFO ] [main      ] Progress: 520/524 forecasts completed (99.2%). XHR finished in 0.7s. ETA: 0.7s. Rate: 339.31 forecasts/min
[2025-11-25T12:33:22.130747] [DEBUG] [REMOTE    ] CRS: Successfully parsed 345 rows of historical data.
[2025-11-25T12:33:22.131807] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 3 features, N/A% accuracy
[2025-11-25T12:33:22.131941] [INFO ] [LOCAL     ] CRS: Loaded 3 optimal features with 63.62% confidence from JSON config
[2025-11-25T12:33:22.132047] [DEBUG] [MAG       ] Building data for symbol: CRS with lookback: 0
[2025-11-25T12:33:22.132948] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T12:33:22.133087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T12:33:22.133910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T12:33:22.134753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T12:33:22.135984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:22.173188] [DEBUG] [MAG       ] NMI: Last date is validated at 2025-11-24
[2025-11-25T12:33:22.194534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T12:33:22.197488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T12:33:22.234472] [DEBUG] [MAG       ] VAL: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:22.343576] [DEBUG] [MAG       ] NMI: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:22.361545] [INFO ] [LOCAL     ] VAL: Saved forecast.
[2025-11-25T12:33:22.361820] [INFO ] [main      ] VAL: Signal=1 (Conf=80.0%), Magnitude=1.26% (Conf=75.7878%)
[2025-11-25T12:33:22.362932] [INFO ] [main      ] Progress: 521/524 forecasts completed (99.4%). VAL finished in 0.7s. ETA: 0.5s. Rate: 339.06 forecasts/min
[2025-11-25T12:33:22.406826] [INFO ] [LOCAL     ] NMI: Saved forecast.
[2025-11-25T12:33:22.406919] [INFO ] [main      ] NMI: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=42.435%)
[2025-11-25T12:33:22.407942] [INFO ] [main      ] Progress: 522/524 forecasts completed (99.6%). NMI finished in 0.7s. ETA: 0.4s. Rate: 339.55 forecasts/min
[2025-11-25T12:33:22.477473] [DEBUG] [MAG       ] CRS: Last date is validated at 2025-11-24
[2025-11-25T12:33:22.540205] [DEBUG] [MAG       ] APTV: Last date is validated at 2025-11-24
[2025-11-25T12:33:22.648337] [DEBUG] [MAG       ] CRS: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:22.717891] [DEBUG] [MAG       ] APTV: Forecast date (T1) determined as 2025-11-25
[2025-11-25T12:33:22.835673] [INFO ] [LOCAL     ] CRS: Saved forecast.
[2025-11-25T12:33:22.835768] [INFO ] [main      ] CRS: Signal=1 (Conf=80.0%), Magnitude=2.41% (Conf=63.6151%)
[2025-11-25T12:33:22.836199] [INFO ] [main      ] Progress: 523/524 forecasts completed (99.8%). CRS finished in 0.7s. ETA: 0.2s. Rate: 338.63 forecasts/min
[2025-11-25T12:33:22.849393] [INFO ] [LOCAL     ] APTV: Saved forecast.
[2025-11-25T12:33:22.849491] [INFO ] [main      ] APTV: Signal=1 (Conf=80.0%), Magnitude=3.15% (Conf=51.0598%)
[2025-11-25T12:33:22.849956] [INFO ] [main      ] Progress: 524/524 forecasts completed (100.0%). APTV finished in 0.8s. ETA: 0.0s. Rate: 339.22 forecasts/min
[2025-11-25T12:33:22.878126] [INFO ] [main      ] Parallel forecast generation completed in 1m 33s. Processed 524 forecasts.
[2025-11-25T12:33:22.878321] [INFO ] [main      ] Generated and saved 524 forecast pairs.
[2025-11-25T12:33:23.546154] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Generation Completed (524/524 @ 100.00%)'
[2025-11-25T12:33:23.547356] [INFO ] [MODE      ] Ignoring multithreaded flag for report generation
[2025-11-25T12:33:23.547430] [INFO ] [main      ] Fetching available MAG forecast dates...
[2025-11-25T12:33:23.547620] [INFO ] [main      ] Found 7 forecast dates
[2025-11-25T12:33:23.547687] [INFO ] [main      ] Processing forecast date: 2025-11-17
[2025-11-25T12:33:23.557252] [INFO ] [main      ] Overwriting existing report for 2025-11-17
[2025-11-25T12:33:23.559094] [INFO ] [main      ] Generated forecast report for 2025-11-17: 472 forecasts
[2025-11-25T12:33:23.559209] [INFO ] [main      ] Processing forecast date: 2025-11-18
[2025-11-25T12:33:23.567548] [INFO ] [main      ] Overwriting existing report for 2025-11-18
[2025-11-25T12:33:23.569180] [INFO ] [main      ] Generated forecast report for 2025-11-18: 421 forecasts
[2025-11-25T12:33:23.569286] [INFO ] [main      ] Processing forecast date: 2025-11-19
[2025-11-25T12:33:23.578772] [INFO ] [main      ] Overwriting existing report for 2025-11-19
[2025-11-25T12:33:23.580572] [INFO ] [main      ] Generated forecast report for 2025-11-19: 480 forecasts
[2025-11-25T12:33:23.580696] [INFO ] [main      ] Processing forecast date: 2025-11-20
[2025-11-25T12:33:23.589327] [INFO ] [main      ] Overwriting existing report for 2025-11-20
[2025-11-25T12:33:23.590924] [INFO ] [main      ] Generated forecast report for 2025-11-20: 423 forecasts
[2025-11-25T12:33:23.591027] [INFO ] [main      ] Processing forecast date: 2025-11-21
[2025-11-25T12:33:23.598485] [INFO ] [main      ] Overwriting existing report for 2025-11-21
[2025-11-25T12:33:23.599901] [INFO ] [main      ] Generated forecast report for 2025-11-21: 368 forecasts
[2025-11-25T12:33:23.599997] [INFO ] [main      ] Processing forecast date: 2025-11-24
[2025-11-25T12:33:23.610172] [INFO ] [main      ] Overwriting existing report for 2025-11-24
[2025-11-25T12:33:23.612072] [INFO ] [main      ] Generated forecast report for 2025-11-24: 527 forecasts
[2025-11-25T12:33:23.612188] [INFO ] [main      ] Processing forecast date: 2025-11-25
[2025-11-25T12:33:23.624026] [INFO ] [main      ] Generated forecast report for 2025-11-25: 524 forecasts
[2025-11-25T12:33:23.624166] [INFO ] [main      ] Generated 7/7 forecast reports
[2025-11-25T12:33:23.624231] [INFO ] [main      ] Reading forecast report for email: ./output/forecasts/full/2025-11-25.txt
[2025-11-25T12:33:24.173916] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Report - 2025-11-25'
[2025-11-25T12:33:24.174153] [INFO ] [main      ] Forecast report email sent for 2025-11-25
[2025-11-25T12:33:24.174228] [INFO ] [MAG       ] MAG operation completed successfully
[2025-11-25T12:33:24.174453] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-11-25T12:33:24.174631] [INFO ] [STATE     ] Last completion updated: 2025-11-25T12:33:24.174513
[2025-11-25T17:06:01.866337] [INFO ] [MAG       ] Starting MAG operation...
[2025-11-25T17:06:02.037895] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-25T17:06:02.206761] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-25T17:06:02.374008] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-25T17:06:02.542637] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-25T17:06:02.543066] [WARN ] [STATE     ] State set to: WAITING
[2025-11-25T17:06:02.543132] [INFO ] [STATE     ] Checking service statuses...
[2025-11-25T17:06:02.551291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:02.555777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:02.560142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:02.564310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:02.568252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:02.568339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:05.573078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:05.576442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:05.579791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:05.583177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:05.586391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:05.586462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:08.592813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:08.597627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:08.602271] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:08.607090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:08.611499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:08.611592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:11.617114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:11.620917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:11.624340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:11.627862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:11.631374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:11.631461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:14.636275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:14.640083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:14.643590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:14.647084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:14.652220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:14.652321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:17.657938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:17.661915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:17.666125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:17.670059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:17.673745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:17.673851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:20.680371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:20.685571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:20.689887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:20.693757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:20.697636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:20.697754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:23.702254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:23.706027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:23.709845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:23.713461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:23.717126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:23.717211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:26.722799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:26.727289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:26.731407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:26.734990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:26.738414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:26.738486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:29.744484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:29.749024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:29.752736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:29.756428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:29.761202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:29.761334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:32.765962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:32.769697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:32.772992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:32.776237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:32.779667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:32.779740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:35.785426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:35.789057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:35.792457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:35.795810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:35.799836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:35.799948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:38.805110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:38.809205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:38.812681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:38.816377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:38.819891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:38.819966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:41.825189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:41.829286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:41.832816] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:41.836780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:41.840638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:41.840742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:44.845469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:44.848980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:44.852334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:44.855611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:44.858909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:44.858978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:47.864444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:47.870082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:47.874696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:47.879764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:47.884099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:47.884190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:50.889301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:50.893821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:50.898278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:50.903157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:50.908668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:50.908814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:53.914751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:53.918955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:53.922486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:53.926107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:53.929853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:53.929934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:56.934815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:56.938596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:56.942827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:56.947512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:56.952027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:56.952161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:59.957103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:59.961459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:59.966776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:06:59.971679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:59.975483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:59.975554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:02.981516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:02.985877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:02.990025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:02.994294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:02.998442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:02.998544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:06.003032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:06.007068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:06.010841] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:06.014420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:06.018396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:06.018510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:09.026381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:09.031316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:09.036465] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:09.041874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:09.046562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:09.046695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:12.052479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:12.056895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:12.061471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:12.066527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:12.071919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:12.072113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:15.077125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:15.081315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:15.085302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:15.089379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:15.092980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:15.093063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:18.097629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:18.101389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:18.104815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:18.108280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:18.111891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:18.111970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:21.117883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:21.122116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:21.127015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:21.131221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:21.134635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:21.134729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:24.140488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:24.145585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:24.150740] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:24.155001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:24.161501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:24.161869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:27.167856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:27.171525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:27.174860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:27.178119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:27.181390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:27.181463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:30.186247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:30.189743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:30.193035] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:30.196255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:30.199486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:30.199557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:33.204411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:33.207834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:33.211106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:33.214453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:33.217744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:33.217829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:36.222445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:36.226483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:36.230536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:36.235107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:36.239204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:36.239307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:39.243994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:39.247522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:39.250992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:39.254556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:39.258224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:39.258326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:42.264716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:42.270246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:42.274814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:42.278581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:42.283530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:42.283696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:45.288203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:45.291615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:45.294820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:45.298035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:45.301212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:45.301284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:48.306466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:48.310557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:48.314119] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:48.317635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:48.321226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:48.321321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:51.326696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:51.330741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:51.334515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:51.338082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:51.341636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:51.341736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:54.347707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:54.353205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:54.358635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:54.363989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:54.370170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:54.370298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:57.376791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:57.382052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:57.386235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:07:57.390022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:57.395016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:57.395214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:00.400484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:00.405512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:00.410507] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:00.415407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:00.420475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:00.420985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:03.425997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:03.430248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:03.434415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:03.439587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:03.443962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:03.444060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:06.449182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:06.453230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:06.458003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:06.462698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:06.466433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:06.466532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:09.471922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:09.476164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:09.479749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:09.483211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:09.487017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:09.487104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:12.493204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:12.499479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:12.505780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:12.512035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:12.518489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:12.518697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:15.523989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:15.528424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:15.532565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:15.536780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:15.542265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:15.542466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:18.547220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:18.551047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:18.555213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:18.560138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:18.563879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:18.563977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:21.570325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:21.574583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:21.578076] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:21.581505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:21.584925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:21.584999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:24.589974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:24.593698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:24.596974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:24.600285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:24.603721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:24.603790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:27.609850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:27.614739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:27.619766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:27.624808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:27.630874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:27.631013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:30.636290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:30.641085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:30.645898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:30.650589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:30.655018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:30.655139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:33.659609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:33.663049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:33.666660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:33.670393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:33.673627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:33.673713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:36.678240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:36.682246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:36.686266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:36.689912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:36.693428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:36.693499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:39.698324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:39.702115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:39.705896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:39.709596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:39.713345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:39.713439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:42.720922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:42.726902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:42.732969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:42.739566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:42.744667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:42.744755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:45.749515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:45.753433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:45.756884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:45.760271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:45.763668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:45.763751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:48.769747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:48.775210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:48.780703] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:48.785793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:48.790332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:48.790436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:51.796286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:51.801383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:51.806155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:51.810073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:51.813844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:51.813951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:54.819506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:54.823321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:54.828190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:54.832219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:54.835619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:54.835732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:57.840771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:57.845520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:57.849755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:08:57.854625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:57.859594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:57.859720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:00.864074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:00.867436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:00.870765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:00.874040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:00.877243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:00.877312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:03.882609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:03.886777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:03.891139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:03.895219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:03.898864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:03.898947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:06.903695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:06.907320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:06.910983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:06.914680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:06.918324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:06.918412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:09.923567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:09.927712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:09.931267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:09.934876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:09.938657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:09.938741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:12.944199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:12.947970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:12.951405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:12.955344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:12.959467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:12.959604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:15.965045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:15.969412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:15.973265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:15.977584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:15.981577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:15.981685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:18.987007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:18.991343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:18.995787] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:19.000950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:19.005594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:19.005776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:22.010374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:22.014330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:22.018334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:22.021911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:22.025478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:22.025579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:25.030301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:25.033784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:25.037145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:25.040535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:25.044542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:25.044612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:28.049273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:28.052822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:28.056103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:28.059464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:28.062740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:28.062813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:31.067924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:31.071508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:31.075441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:31.078889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:31.082857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:31.082931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:34.087604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:34.091095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:34.094539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:34.097926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:34.101452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:34.101531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:37.106476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:37.110418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:37.114140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:37.117509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:37.120869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:37.120941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:40.125871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:40.129457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:40.132840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:40.136134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:40.139483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:40.139556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:43.145303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:43.149719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:43.153406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:43.156789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:43.160736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:43.160866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:46.165637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:46.169603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:46.174028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:46.178029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:46.181671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:46.181754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:49.188098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:49.192118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:49.195828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:49.199128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:49.203116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:49.203223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:52.209427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:52.213235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:52.217155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:52.221878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:52.226124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:52.226205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:55.231084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:55.235256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:55.239971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:55.244106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:55.248404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:55.248514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:58.255217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:58.260079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:58.265181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:09:58.270853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:58.275886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:58.276029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:01.282575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:01.288353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:01.293014] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:01.297118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:01.301221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:01.301295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:04.307853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:04.313139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:04.317205] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:04.321069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:04.324504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:04.324588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:07.329619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:07.333925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:07.338469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:07.342408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:07.345775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:07.345846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:10.350870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:10.354530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:10.358234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:10.361837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:10.365322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:10.365398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:13.370712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:13.374162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:13.377543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:13.380967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:13.384375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:13.384451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:16.390298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:16.395305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:16.400232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:16.405052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:16.409763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:16.409873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:19.415089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:19.419082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:19.422347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:19.426475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:19.430175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:19.430249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:22.434908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:22.439884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:22.444580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:22.449333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:22.453192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:22.453293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:25.458757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:25.462347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:25.466598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:25.470112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:25.473484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:25.473559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:28.478461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:28.482616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:28.485998] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:28.489406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:28.493001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:28.493088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:31.498163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:31.502581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:31.506265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:31.509867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:31.513194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:31.513266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:34.521328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:34.525751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:34.530238] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:34.534319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:34.538466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:34.538582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:37.544672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:37.549567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:37.555137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:37.560830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:37.564833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:37.564944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:40.571109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:40.575048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:40.579586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:40.584228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:40.588143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:40.588250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:43.593162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:43.596928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:43.600691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:43.604256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:43.607910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:43.607999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:46.615093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:46.620291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:46.625361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:46.630162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:46.634090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:46.634188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:49.638758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:49.643023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:49.647518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:49.651697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:49.655435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:49.655538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:52.660878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:52.665012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:52.669721] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:52.673823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:52.677341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:52.677433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:55.682011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:55.685493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:55.689129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:55.692474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:55.695972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:55.696043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:58.700983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:58.705106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:58.709311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:10:58.713540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:58.717718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:58.717837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:01.722405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:01.725986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:01.729370] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:01.732792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:01.736204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:01.736289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:04.741936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:04.745868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:04.749495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:04.754154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:04.759154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:04.759261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:07.763887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:07.767987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:07.771700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:07.775208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:07.779383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:07.779470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:10.783905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:10.787414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:10.790759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:10.794167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:10.797694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:10.797775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:13.803635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:13.807594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:13.811532] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:13.814882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:13.818382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:13.818451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:16.823257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:16.826995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:16.830382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:16.833779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:16.837063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:16.837138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:19.843339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:19.847959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:19.852375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:19.856528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:19.860482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:19.860566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:22.865454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:22.869200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:22.872712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:22.876118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:22.879547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:22.879625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:25.884472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:25.888103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:25.892102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:25.895699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:25.899329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:25.899415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:28.906198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:28.910368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:28.914318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:28.918188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:28.922867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:28.922997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:31.927763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:31.931226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:31.934522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:31.937832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:31.941101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:31.941174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:34.945688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:34.949536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:34.953080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:34.956563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:34.959875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:34.959946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:37.966856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:37.972735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:37.978216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:37.983620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:37.989374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:37.989525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:40.994989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:40.998782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:41.002213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:41.005551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:41.009181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:41.009252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:44.015231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:44.019932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:44.023754] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:44.027376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:44.030750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:44.030824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:47.036328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:47.040596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:47.044363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:47.048085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:47.052048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:47.052152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:50.057676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:50.061521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:50.065346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:50.070034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:50.074290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:50.074427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:53.080862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:53.085476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:53.089746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:53.093859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:53.097548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:53.097669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:56.102856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:56.106586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:56.110215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:56.113625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:56.117149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:56.117248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:59.123407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:59.127934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:59.132432] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:11:59.136671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:59.142457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:59.142597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:02.148547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:02.152736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:02.157528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:02.162010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:02.166489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:02.166613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:05.173772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:05.179105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:05.184111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:05.188081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:05.191583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:05.191676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:08.196518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:08.200519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:08.204887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:08.208697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:08.212468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:08.212561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:11.217177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:11.220871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:11.224416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:11.228455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:11.232114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:11.232201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:14.239300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:14.244445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:14.249268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:14.253999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:14.258742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:14.258909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:17.265910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:17.270620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:17.274161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:17.278041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:17.282358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:17.282437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:20.288976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:20.293839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:20.298714] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:20.303606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:20.307734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:20.307846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:23.312782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:23.316394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:23.320043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:23.323459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:23.326730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:23.326804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:26.332913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:26.338076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:26.343821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:26.349625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:26.355185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:26.355349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:29.361371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:29.365555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:29.369492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:29.373962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:29.377867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:29.377946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:32.382592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:32.386535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:32.390547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:32.394430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:32.398121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:32.398245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:35.404084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:35.409132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:35.414043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:35.418960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:35.424001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:35.424144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:38.429311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:38.433861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:38.437684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:38.441837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:38.445731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:38.445816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:41.450703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:41.454209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:41.457552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:41.460846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:41.464173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:41.464247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:44.469591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:44.473421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:44.477117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:44.480589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:44.485153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:44.485303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:47.490727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:47.494972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:47.499715] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:47.504365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:47.508515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:47.508632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:50.514028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:50.518363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:50.522082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:50.525460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:50.529169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:50.529277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:53.534249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:53.540255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:53.544374] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:53.548007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:53.551985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:53.552103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:56.556732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:56.560483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:56.564226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:56.568574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:56.572768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:56.572903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:59.577815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:59.581475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:59.585133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:12:59.588882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:59.592731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:59.592825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:02.628231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:02.632315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:02.636179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:02.639757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:02.643268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:02.643353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:05.648561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:05.652484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:05.656522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:05.660163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:05.664596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:05.664732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:08.670717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:08.674593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:08.678191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:08.681664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:08.684966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:08.685056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:11.690399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:11.694127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:11.697469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:11.700765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:11.704416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:11.704489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:14.709623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:14.713542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:14.717466] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:14.720981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:14.724399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:14.724472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:17.729999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:17.734481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:17.738089] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:17.742095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:17.746360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:17.746444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:20.751210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:20.754988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:20.758681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:20.762230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:20.765630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:20.765722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:23.772190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:23.776570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:23.780227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:23.783728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:23.787349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:23.787471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:26.793323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:26.797901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:26.801947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:26.806192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:26.809897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:26.809984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:29.814930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:29.819775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:29.824968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:29.828993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:29.832476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:29.832545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:32.838689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:32.843107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:32.847893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:32.852717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:32.857439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:32.857541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:35.862324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:35.866265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:35.870127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:35.873857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:35.877583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:35.877710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:38.883500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:38.888741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:38.894031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:38.899372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:38.904322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:38.904451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:41.910713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:41.915605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:41.920325] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:41.925019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:41.929695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:41.929807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:44.936059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:44.940493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:44.944347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:44.948221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:44.951862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:44.951972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:47.956696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:47.960338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:47.963835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:47.967163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:47.970697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:47.970788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:50.976608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:50.981681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:50.986446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:50.991139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:50.994895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:50.994987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:54.000802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:54.005832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:54.009965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:54.013964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:54.017832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:54.017951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:57.023744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:57.029013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:57.035107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:13:57.039429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:57.043844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:57.043993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:00.049386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:00.053046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:00.057222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:00.061017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:00.064396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:00.064467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:03.070575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:03.075282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:03.079347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:03.114409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:03.118770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:03.118885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:06.125337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:06.130595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:06.135555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:06.140785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:06.145669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:06.145835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:09.150699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:09.154564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:09.158316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:09.161962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:09.165685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:09.165776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:12.170484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:12.174418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:12.177999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:12.181606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:12.185387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:12.185527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:15.190012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:15.193596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:15.197512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:15.201418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:15.205028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:15.205112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:18.210581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:18.214293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:18.217788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:18.221125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:18.224438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:18.224512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:21.230892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:21.236035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:21.241149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:21.246830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:21.251412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:21.251576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:24.256969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:24.260558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:24.264554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:24.268752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:24.272685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:24.272808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:27.277819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:27.281454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:27.284981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:27.288448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:27.291862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:27.291933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:30.296378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:30.300182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:30.303916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:30.308082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:30.311424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:30.311498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:33.316352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:33.320513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:33.324486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:33.328364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:33.332349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:33.332457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:36.337741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:36.341986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:36.345941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:36.349839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:36.353476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:36.353580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:39.358723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:39.362577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:39.366228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:39.370697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:39.374488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:39.374581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:42.379550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:42.384204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:42.388942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:42.393806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:42.398606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:42.398730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:45.404508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:45.410007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:45.415492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:45.420450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:45.425214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:45.425364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:48.430160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:48.434057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:48.438010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:48.441898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:48.445731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:48.445838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:51.450502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:51.454367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:51.457784] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:51.461538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:51.465203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:51.465276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:54.469891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:54.473786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:54.477474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:54.481364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:54.485113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:54.485208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:57.491186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:57.495511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:57.499602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:14:57.504145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:57.507857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:57.507937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:00.513896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:00.519118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:00.524191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:00.528840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:00.534128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:00.534347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:03.543974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:03.549956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:03.555483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:03.561150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:03.566179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:03.566321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:06.571731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:06.575936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:06.579780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:06.583310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:06.586622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:06.586710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:09.591686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:09.595538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:09.599444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:09.603304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:09.607015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:09.607104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:12.611970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:12.615704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:12.619495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:12.623221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:12.627212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:12.627309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:15.634207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:15.639953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:15.646772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:15.652772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:15.658606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:15.658802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:18.664373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:18.669221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:18.674277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:18.678821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:18.683391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:18.683523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:21.688466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:21.692428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:21.695943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:21.699770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:21.703602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:21.703730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:24.708857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:24.712470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:24.716043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:24.719581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:24.723566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:24.723710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:27.729058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:27.732866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:27.736489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:27.740070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:27.743681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:27.743775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:30.748701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:30.752151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:30.755367] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:30.758604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:30.761888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:30.761958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:33.766883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:33.772099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:33.777424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:33.781167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:33.784592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:33.784684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:36.790235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:36.794570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:36.798678] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:36.802746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:36.806714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:36.806817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:39.811809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:39.815986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:39.819698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:39.823324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:39.826802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:39.826878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:42.831553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:42.835613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:42.839241] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:42.842824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:42.846396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:42.846492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:45.851612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:45.855989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:45.860347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:45.865014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:45.869515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:45.869662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:48.874787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:48.878338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:48.882352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:48.887002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:48.891849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:48.891966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:51.896851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:51.900557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:51.905004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:51.909383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:51.913709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:51.913833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:54.918928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:54.923118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:54.927376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:54.931073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:54.934702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:54.934804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:57.939438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:57.943762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:57.948666] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:15:57.953373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:57.958193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:57.958309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:00.963246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:00.967099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:00.972395] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:00.976489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:00.980154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:00.980338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:03.985255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:03.989700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:03.994074] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:03.998424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:04.002764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:04.002898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:07.008298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:07.012603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:07.016477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:07.020403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:07.024270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:07.024369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:10.029303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:10.033207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:10.036921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:10.040622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:10.044323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:10.044434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:13.049272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:13.053239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:13.056920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:13.060957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:13.064970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:13.065089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:16.070998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:16.075459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:16.079482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:16.084401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:16.088844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:16.088947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:19.094046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:19.098194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:19.102086] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:19.105361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:19.108722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:19.108792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:22.113831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:22.118296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:22.122051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:22.125710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:22.129235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:22.129324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:25.134469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:25.138501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:25.142108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:25.145555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:25.149031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:25.149108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:28.154407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:28.158122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:28.161554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:28.165260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:28.168739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:28.168817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:31.173465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:31.177357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:31.180960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:31.184659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:31.188963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:31.189074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:34.195316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:34.201754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:34.207678] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:34.212816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:34.218269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:34.218476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:37.223362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:37.226895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:37.230342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:37.233682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:37.237160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:37.237233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:40.242210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:40.246377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:40.250105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:40.253781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:40.258385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:40.258536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:43.264424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:43.269988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:43.273800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:43.277123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:43.280552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:43.280667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:46.285237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:46.288823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:46.292418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:46.295969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:46.299445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:46.299527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:49.306073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:49.311097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:49.315038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:49.318827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:49.322993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:49.323094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:52.331123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:52.334868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:52.338891] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:52.342628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:52.346118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:52.346191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:55.352876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:55.357918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:55.362436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:55.367289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:55.371436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:55.371544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:58.376416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:58.380366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:58.384065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:16:58.387764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:58.391367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:58.391449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:01.396466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:01.400946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:01.404906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:01.408882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:01.412797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:01.412908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:04.418146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:04.421902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:04.425321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:04.428753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:04.432161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:04.432239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:07.439339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:07.444462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:07.448928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:07.452877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:07.456810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:07.456902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:10.462468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:10.466803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:10.470384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:10.473974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:10.477313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:10.477384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:13.482111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:13.486175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:13.489727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:13.493127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:13.496763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:13.496836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:16.502001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:16.507257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:16.512497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:16.517881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:16.523996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:16.524141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:19.528833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:19.532663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:19.536041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:19.539463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:19.542950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:19.543029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:22.548056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:22.551662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:22.554936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:22.558207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:22.561485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:22.561557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:25.566215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:25.570521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:25.575626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:25.579532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:25.583320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:25.583422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:28.588962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:28.592985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:28.596671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:28.600193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:28.603544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:28.603620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:31.610110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:31.615451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:31.619613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:31.623137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:31.626628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:31.626717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:34.631481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:34.634970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:34.638627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:34.642434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:34.645904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:34.645980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:37.651471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:37.655045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:37.658572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:37.662099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:37.665782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:37.665871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:40.671914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:40.676886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:40.681662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:40.686359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:40.690872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:40.690981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:43.695552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:43.699749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:43.703867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:43.708281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:43.713223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:43.713372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:46.718055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:46.721614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:46.725479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:46.729503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:46.733430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:46.733518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:49.738832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:49.743445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:49.747779] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:49.752661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:49.757309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:49.757471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:52.763547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:52.767961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:52.772766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:52.777495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:52.781478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:52.781600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:55.786768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:55.790413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:55.793845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:55.797130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:55.801224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:55.801342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:58.807295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:58.811960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:58.815889] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:17:58.819459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:58.823001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:58.823111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:01.829212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:01.834242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:01.838565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:01.843183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:01.847955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:01.848077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:04.852739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:04.856660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:04.860380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:04.863916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:04.867286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:04.867368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:07.872930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:07.876757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:07.880422] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:07.883826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:07.887107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:07.887180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:10.891913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:10.895613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:10.899579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:10.903180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:10.906737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:10.906842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:13.911369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:13.914969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:13.918426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:13.921842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:13.925213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:13.925293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:16.930047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:16.933737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:16.937101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:16.940495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:16.943932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:16.944009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:19.949631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:19.953374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:19.957371] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:19.961023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:19.964700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:19.964772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:22.970723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:22.975412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:22.980293] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:22.983977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:22.988454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:22.988616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:25.996073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:25.999870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:26.003558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:26.006940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:26.010592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:26.010685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:29.016420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:29.021504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:29.026043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:29.030356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:29.034813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:29.034952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:32.040718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:32.044966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:32.049148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:32.052962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:32.056530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:32.056603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:35.061384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:35.065512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:35.069287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:35.072933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:35.076275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:35.076349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:38.080824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:38.084401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:38.087821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:38.091568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:38.095431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:38.095548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:41.100006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:41.103600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:41.107117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:41.110565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:41.113936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:41.114010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:44.118713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:44.124138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:44.128477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:44.132409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:44.135991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:44.136076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:47.142800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:47.147316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:47.150973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:47.155903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:47.160236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:47.160355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:50.165174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:50.168995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:50.172784] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:50.176322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:50.179813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:50.179886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:53.184390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:53.188287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:53.191881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:53.195446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:53.198970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:53.199048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:56.204819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:56.209556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:56.214244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:56.219094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:56.223815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:56.223938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:59.228854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:59.232634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:59.236315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:18:59.240143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:59.243901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:59.244002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:02.248686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:02.252425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:02.255914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:02.259431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:02.262972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:02.263055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:05.268410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:05.272235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:05.276137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:05.280433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:05.283922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:05.284004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:08.289140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:08.293737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:08.298280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:08.302036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:08.305670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:08.305741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:11.311512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:11.315720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:11.319486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:11.323782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:11.327572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:11.327689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:14.332765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:14.337122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:14.340795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:14.345291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:14.349851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:14.349936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:17.354518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:17.358259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:17.361800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:17.365292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:17.368865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:17.368963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:20.374167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:20.377800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:20.381362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:20.384830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:20.388165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:20.388248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:23.393905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:23.398964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:23.403788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:23.409107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:23.414131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:23.414241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:26.419166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:26.422464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:26.425672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:26.428957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:26.432149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:26.432220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:29.437039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:29.440843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:29.444339] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:29.447880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:29.451107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:29.451177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:32.456575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:32.461518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:32.465412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:32.468992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:32.472327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:32.472400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:35.477765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:35.483179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:35.487738] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:35.492192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:35.496581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:35.496692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:38.502704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:38.506813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:38.510607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:38.515527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:38.519581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:38.519689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:41.525678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:41.530576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:41.535263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:41.539701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:41.543896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:41.544009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:44.548513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:44.552224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:44.555833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:44.559395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:44.564474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:44.564593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:47.569496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:47.574611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:47.579120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:47.583754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:47.588815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:47.588912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:50.595419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:50.601007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:50.605961] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:50.610556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:50.615129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:50.615218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:53.621340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:53.626541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:53.631585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:53.636580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:53.641782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:53.641905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:56.646452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:56.649886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:56.653108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:56.656299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:56.660234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:56.660331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:59.666334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:59.671238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:59.675827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:19:59.680444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:59.685221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:59.685336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:02.690069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:02.693563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:02.697297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:02.701369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:02.705116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:02.705206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:05.709793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:05.713352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:05.717216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:05.721199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:05.725891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:05.726076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:08.730980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:08.734496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:08.737935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:08.741308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:08.744780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:08.744866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:11.749696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:11.753200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:11.756432] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:11.759819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:11.763173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:11.763247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:14.768368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:14.772615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:14.777130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:14.781391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:14.784817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:14.784888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:17.791851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:17.796578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:17.801001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:17.805306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:17.809502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:17.809600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:20.815530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:20.821856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:20.826800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:20.831569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:20.836621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:20.836743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:23.842677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:23.847020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:23.851215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:23.855823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:23.859555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:23.859682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:26.865911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:26.870954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:26.874727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:26.878200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:26.881524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:26.881598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:29.887310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:29.891541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:29.895243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:29.900124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:29.905004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:29.905145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:32.910035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:32.914154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:32.918130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:32.922165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:32.926363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:32.926479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:35.931493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:35.935010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:35.938716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:35.942419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:35.946280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:35.946371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:38.951216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:38.954879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:38.958486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:38.961793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:38.965098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:38.965173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:41.969909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:41.973819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:41.977120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:41.980417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:41.983732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:41.983805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:44.989565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:44.993369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:44.997264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:45.001580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:45.005478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:45.005612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:48.010380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:48.014039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:48.017539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:48.021023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:48.024555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:48.024672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:51.030226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:51.035398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:51.039346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:51.043427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:51.047826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:51.048396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:54.054287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:54.059036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:54.063353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:54.067525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:54.071527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:54.071628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:57.077783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:57.082899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:57.086946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:20:57.094047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:57.100136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:57.100460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:00.105503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:00.110066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:00.114262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:00.118335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:00.122701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:00.122948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:03.128355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:03.132368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:03.136189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:03.139808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:03.143234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:03.143308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:06.149248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:06.154240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:06.159275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:06.164783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:06.170045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:06.170174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:09.176560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:09.180373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:09.183795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:09.187166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:09.190411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:09.190490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:12.195445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:12.199013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:12.202327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:12.205620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:12.209259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:12.209332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:15.214133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:15.218085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:15.222727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:15.226533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:15.229924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:15.229997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:18.235771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:18.239580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:18.242882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:18.247376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:18.251467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:18.251592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:21.256996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:21.261835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:21.266273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:21.270227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:21.274508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:21.274597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:24.279330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:24.283413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:24.287217] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:24.291074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:24.294613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:24.294726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:27.300286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:27.304726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:27.308503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:27.311987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:27.316012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:27.316088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:30.321170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:30.325699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:30.330379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:30.335120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:30.339961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:30.340081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:33.344405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:33.348389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:33.353219] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:33.357134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:33.360795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:33.360865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:36.366758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:36.372756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:36.378371] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:36.383982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:36.389623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:36.389795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:39.395048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:39.399161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:39.403508] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:39.408742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:39.413860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:39.413962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:42.419087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:42.423140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:42.427118] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:42.430933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:42.434412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:42.434512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:45.439070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:45.442850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:45.446573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:45.450015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:45.453536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:45.453662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:48.458220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:48.461774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:48.465152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:48.468548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:48.472000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:48.472078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:51.476841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:51.480785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:51.485756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:51.490134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:51.494268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:51.494355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:54.499526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:54.503776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:54.508427] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:54.513443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:54.517715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:54.517845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:57.527374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:57.531136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:57.535054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:21:57.538395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:57.541825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:57.541903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:00.546675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:00.550691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:00.554513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:00.558323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:00.561621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:00.561788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:03.567890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:03.573593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:03.579031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:03.584456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:03.589692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:03.589808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:06.594190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:06.597756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:06.601142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:06.604519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:06.608519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:06.608603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:09.614471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:09.618859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:09.623187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:09.627692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:09.631213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:09.631294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:12.636856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:12.641378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:12.645152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:12.648703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:12.652098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:12.652191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:15.657345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:15.661203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:15.665190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:15.669032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:15.672443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:15.672521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:18.678272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:18.682418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:18.686188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:18.689817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:18.693621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:18.693731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:21.698406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:21.701741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:21.704918] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:21.708167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:21.711323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:21.711393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:24.716541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:24.720132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:24.724452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:24.728583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:24.732124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:24.732192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:27.737421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:27.741629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:27.745343] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:27.749347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:27.753095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:27.753170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:30.758096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:30.762511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:30.766213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:30.769944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:30.773925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:30.774024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:33.779858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:33.784489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:33.790770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:33.796532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:33.801590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:33.801721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:36.806422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:36.813803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:36.817513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:36.821040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:36.824585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:36.824691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:39.829808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:39.833201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:39.836691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:39.840904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:39.844507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:39.844582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:42.850328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:42.854227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:42.857813] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:42.861154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:42.864415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:42.864487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:45.869615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:45.873256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:45.876748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:45.880215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:45.883895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:45.883989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:48.889657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:48.895692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:48.900348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:48.904893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:48.910205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:48.910303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:51.915150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:51.919111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:51.922843] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:51.926523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:51.929988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:51.930068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:54.935059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:54.938839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:54.942598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:54.946938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:54.951742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:54.951888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:57.957957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:57.963202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:57.968100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:22:57.972474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:57.976531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:57.976681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:00.982933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:00.987322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:00.991983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:00.996079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:01.000374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:01.000569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:04.005161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:04.009020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:04.012708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:04.016290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:04.020042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:04.020148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:07.026954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:07.032252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:07.036987] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:07.042169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:07.047500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:07.047618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:10.052577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:10.056260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:10.059734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:10.063212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:10.066634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:10.066733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:13.072466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:13.077097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:13.080994] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:13.084837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:13.088788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:13.088875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:16.095793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:16.101326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:16.105905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:16.110430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:16.114399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:16.114483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:19.120823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:19.126244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:19.131193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:19.136626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:19.141028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:19.141135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:22.145952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:22.149560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:22.152979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:22.156331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:22.159704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:22.159778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:25.165263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:25.170001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:25.174621] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:25.178451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:25.182002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:25.182104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:28.187569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:28.192259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:28.197022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:28.201790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:28.206335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:28.206486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:31.211808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:31.217095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:31.221912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:31.228528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:31.233766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:31.233913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:34.240318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:34.243896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:34.247361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:34.250837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:34.254288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:34.254372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:37.259200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:37.263206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:37.267590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:37.272505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:37.276554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:37.276708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:40.281217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:40.285262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:40.288832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:40.292058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:40.295340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:40.295415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:43.301350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:43.304953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:43.308300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:43.312906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:43.316989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:43.317061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:46.322005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:46.326861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:46.331457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:46.336122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:46.340094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:46.340198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:49.346619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:49.350579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:49.354233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:49.357815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:49.361621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:49.361751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:52.366999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:52.372291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:52.376620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:52.380526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:52.384256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:52.384350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:55.389528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:55.393179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:55.396755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:55.401323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:55.405360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:55.405443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:58.411996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:58.416238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:58.421005] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:23:58.425069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:58.428889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:58.428983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:01.433545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:01.437334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:01.441280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:01.444708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:01.448017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:01.448088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:04.453767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:04.458662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:04.463725] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:04.468723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:04.473208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:04.473309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:07.478022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:07.481850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:07.485194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:07.488507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:07.492998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:07.493171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:10.497984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:10.501696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:10.505614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:10.509398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:10.513046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:10.513128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:13.518402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:13.522893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:13.527197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:13.531534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:13.535099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:13.535174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:16.539959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:16.543906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:16.547802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:16.551445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:16.555263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:16.555384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:19.561486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:19.567156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:19.572808] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:19.577697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:19.581598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:19.581685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:22.587274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:22.591963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:22.596144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:22.600005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:22.603638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:22.603743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:25.609723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:25.615126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:25.621412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:25.628078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:25.633063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:25.633191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:28.638460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:28.642991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:28.646551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:28.650127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:28.653753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:28.653867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:31.659072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:31.662508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:31.666323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:31.669631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:31.672882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:31.672951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:34.677405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:34.681724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:34.685434] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:34.689477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:34.693329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:34.693419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:37.698309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:37.701624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:37.704856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:37.708724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:37.712682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:37.712754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:40.717601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:40.721315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:40.724892] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:40.728436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:40.731809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:40.731881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:43.737958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:43.742532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:43.747733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:43.752816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:43.757775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:43.757863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:46.762530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:46.766203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:46.769633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:46.773105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:46.776614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:46.776738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:49.781563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:49.785605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:49.789902] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:49.794132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:49.798210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:49.798329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:52.803004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:52.806423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:52.810445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:52.814296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:52.817783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:52.817861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:55.822946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:55.828113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:55.833049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:55.838060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:55.843078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:55.843182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:58.848690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:58.853058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:58.857593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:24:58.862246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:58.866546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:58.866718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:01.872258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:01.877608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:01.882424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:01.891205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:01.896277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:01.896395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:04.902131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:04.906282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:04.910390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:04.914721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:04.918598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:04.918694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:07.923582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:07.927438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:07.931019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:07.934440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:07.938342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:07.938472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:10.943435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:10.948300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:10.952220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:10.955830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:10.959411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:10.959506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:13.965988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:13.971025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:13.975263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:13.980185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:13.985829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:13.986006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:16.990877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:16.994663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:16.998554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:17.003282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:17.007430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:17.007590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:20.012475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:20.017058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:20.021323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:20.025218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:20.029027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:20.029139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:23.034482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:23.037963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:23.041852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:23.045513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:23.048915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:23.048990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:26.054878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:26.059141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:26.062988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:26.067348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:26.071154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:26.071264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:29.076380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:29.080003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:29.083360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:29.086887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:29.090552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:29.090662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:32.096021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:32.101947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:32.107400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:32.112594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:32.117123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:32.117238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:35.122914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:35.127953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:35.131891] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:35.136054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:35.140073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:35.140163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:38.146619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:38.151237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:38.155560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:38.160239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:38.165030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:38.165140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:41.170242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:41.174063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:41.177903] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:41.181472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:41.185127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:41.185197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:44.190512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:44.194670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:44.198973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:44.203136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:44.207546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:44.207695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:47.212468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:47.216914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:47.220377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:47.224112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:47.227514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:47.227585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:50.233451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:50.238219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:50.242476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:50.246401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:50.250617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:50.250747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:53.255914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:53.261002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:53.265268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:53.269157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:53.273257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:53.273435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:56.278609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:56.282475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:56.286419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:56.290838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:56.294518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:56.294590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:59.299043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:59.303669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:59.307490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:25:59.310967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:59.314264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:59.314335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:02.318970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:02.322334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:02.325571] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:02.328833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:02.332034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:02.332108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:05.336926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:05.340882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:05.344787] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:05.348779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:05.352530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:05.352663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:08.358773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:08.363675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:08.368140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:08.372424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:08.376788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:08.376912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:11.381693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:11.386572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:11.390811] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:11.394284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:11.398940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:11.399125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:14.404686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:14.409761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:14.414581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:14.419264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:14.423753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:14.423842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:17.428583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:17.431988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:17.435177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:17.438386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:17.441582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:17.441674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:20.447132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:20.451285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:20.455367] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:20.459616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:20.463672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:20.463749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:23.468685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:23.472866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:23.476587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:23.480235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:23.483780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:23.483862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:26.488760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:26.493117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:26.498282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:26.503549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:26.508366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:26.508491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:29.514135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:29.518322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:29.522242] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:29.526170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:29.530766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:29.530897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:32.535747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:32.539280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:32.542894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:32.546273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:32.549533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:32.549608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:35.554783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:35.558607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:35.562374] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:35.565679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:35.568977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:35.569050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:38.575367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:38.579844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:38.583227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:38.586549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:38.589867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:38.589937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:41.595077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:41.598826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:41.602347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:41.607205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:41.611940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:41.612056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:44.617849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:44.622546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:44.626671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:44.630359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:44.633726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:44.633795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:47.639628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:47.643666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:47.647748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:47.652079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:47.656377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:47.656539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:50.661784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:50.665660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:50.669233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:50.672596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:50.676138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:50.676213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:53.682624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:53.687947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:53.692792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:53.698293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:53.704111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:53.704256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:56.709094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:56.712632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:56.716069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:56.719399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:56.722803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:56.722880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:59.727891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:59.731707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:59.735079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:26:59.738621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:59.741987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:59.742058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:02.748585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:02.756019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:02.761887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:02.766071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:02.770165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:02.770342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:05.775040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:05.778921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:05.782634] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:05.786271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:05.789915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:05.790022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:08.794951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:08.798985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:08.802795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:08.806719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:08.810666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:08.810774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:11.815907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:11.820080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:11.824178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:11.828010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:11.831557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:11.831632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:14.836162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:14.840483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:14.843921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:14.847929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:14.851952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:14.852044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:17.856680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:17.860380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:17.863953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:17.867442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:17.871195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:17.871282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:20.877235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:20.881269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:20.884721] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:20.888024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:20.891333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:20.891418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:23.897629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:23.902350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:23.907142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:23.911815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:23.917043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:23.917172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:26.922634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:26.928029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:26.932417] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:26.936168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:26.941137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:26.941218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:29.946134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:29.950489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:29.954679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:29.958285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:29.962171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:29.962302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:32.967133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:32.973702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:32.977607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:32.981192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:32.984627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:32.984716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:35.990373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:35.994334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:35.997725] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:36.001080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:36.004564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:36.004665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:39.009744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:39.013456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:39.017098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:39.020733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:39.024245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:39.024322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:42.029444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:42.033270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:42.036965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:42.040443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:42.043838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:42.043928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:45.048734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:45.052618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:45.055883] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:45.088995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:45.123229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:45.123308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:48.130184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:48.135971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:48.140761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:48.144523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:48.149006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:48.149143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:51.155381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:51.160248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:51.164545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:51.168294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:51.171991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:51.172073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:54.176937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:54.181277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:54.185793] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:54.190288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:54.194840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:54.194959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:57.200770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:57.204588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:57.207933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:27:57.211300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:57.215236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:57.215354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:00.220906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:00.225690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:00.229966] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:00.233935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:00.237410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:00.237596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:03.244026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:03.249021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:03.253759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:03.258912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:03.267941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:03.268090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:06.274255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:06.278890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:06.283248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:06.287673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:06.291544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:06.291632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:09.296271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:09.300006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:09.306751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:09.313455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:09.318665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:09.318760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:12.323722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:12.327703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:12.332267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:12.336713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:12.340350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:12.340431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:15.347278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:15.352424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:15.356210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:15.360544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:15.364603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:15.364704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:18.370187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:18.374052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:18.377767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:18.381203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:18.386309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:18.386501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:21.391176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:21.394486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:21.397728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:21.400938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:21.404842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:21.404921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:24.410958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:24.416023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:24.421130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:24.425685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:24.429225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:24.429295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:27.435206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:27.438793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:27.443186] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:27.447596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:27.452171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:27.452346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:30.456824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:30.465590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:30.470771] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:30.475017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:30.479611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:30.479868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:33.485227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:33.489665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:33.494862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:33.498990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:33.503611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:33.503771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:36.509034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:36.514663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:36.519906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:36.525052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:36.529222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:36.529323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:39.534708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:39.544213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:39.550637] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:39.555932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:39.561243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:39.561381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:42.566449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:42.571247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:42.575624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:42.579876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:42.583931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:42.584041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:45.588988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:45.593218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:45.598406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:45.603939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:45.607914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:45.608036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:48.612170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:48.615716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:48.619232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:48.622887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:48.626547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:48.626656] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:51.630683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:51.634183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:51.637619] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:51.641195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:51.644626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:51.644719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:54.649325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:54.653015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:54.656784] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:54.660698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:54.664815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:54.664904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:57.670515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:57.675198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:57.681054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:28:57.685355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:57.689557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:57.689635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:00.694249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:00.697960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:00.702485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:00.705873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:00.709281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:00.709376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:03.714013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:03.717895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:03.721519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:03.725365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:03.729079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:03.729162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:06.734493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:06.738254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:06.741811] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:06.745303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:06.749081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:06.749164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:09.754252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:09.760752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:09.765067] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:09.768674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:09.772181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:09.772254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:12.776755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:12.780120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:12.783513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:12.786885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:12.790413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:12.790487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:15.795150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:15.799401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:15.803803] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:15.807269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:15.811312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:15.811421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:18.816257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:18.819770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:18.823031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:18.826245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:18.829784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:18.829858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:21.834557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:21.838986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:21.842954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:21.846811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:21.850586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:21.850713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:24.854994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:24.858508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:24.861957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:24.865498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:24.869079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:24.869152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:27.875308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:27.881040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:27.886172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:27.890513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:27.894805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:27.894897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:30.899780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:30.903252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:30.907010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:30.911247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:30.916071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:30.916242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:33.920713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:33.924465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:33.927972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:33.931487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:33.935110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:33.935234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:36.939764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:36.943316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:36.946814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:36.950177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:36.953580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:36.953680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:39.958246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:39.961846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:39.965181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:39.968670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:39.972090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:39.972168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:42.980082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:42.989900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:42.996316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:43.002384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:43.008363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:43.008507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:46.013210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:46.017251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:46.020984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:46.024677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:46.028421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:46.028496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:49.035212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:49.041096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:49.045930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:49.050044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:49.054424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:49.054519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:52.058929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:52.062322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:52.065620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:52.068903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:52.072864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:52.072982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:55.078694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:55.084196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:55.087968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:55.091347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:55.094618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:55.094711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:58.099734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:58.103407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:58.106858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:29:58.110301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:58.113712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:58.113785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:01.120485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:01.127513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:01.133762] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:01.142185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:01.148371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:01.148818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:04.153601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:04.157246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:04.161013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:04.166005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:04.171843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:04.171975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:07.178870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:07.183899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:07.189755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:07.195290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:07.200409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:07.200551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:10.205197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:10.209563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:10.213707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:10.218030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:10.222127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:10.222233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:13.226814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:13.230630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:13.234317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:13.238319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:13.242925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:13.243026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:16.247716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:16.251656] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:16.255467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:16.259504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:16.263348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:16.263453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:19.268248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:19.272493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:19.277186] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:19.280738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:19.284252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:19.284350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:22.289449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:22.293301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:22.296733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:22.300511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:22.305152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:22.305315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:25.311705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:25.316608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:25.321378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:25.326679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:25.331456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:25.331581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:28.337556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:28.343007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:28.347202] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:28.350811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:28.354387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:28.354469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:31.360116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:31.363798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:31.367333] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:31.370883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:31.374459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:31.374760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:34.379538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:34.383633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:34.387832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:34.391938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:34.395840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:34.395933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:37.401048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:37.405168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:37.409425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:37.413734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:37.417851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:37.417952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:40.422510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:40.426545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:40.430778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:40.435707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:40.441167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:40.441305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:43.445980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:43.449581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:43.453742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:43.457987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:43.461527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:43.461599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:46.466076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:46.469787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:46.473247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:46.477063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:46.481253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:46.481345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:49.486287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:49.491199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:49.496009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:49.500598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:49.505454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:49.505557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:52.511500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:52.516366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:52.521739] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:52.527141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:52.532673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:52.532847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:55.538349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:55.542161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:55.545596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:55.550364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:55.554715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:55.554792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:58.560096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:58.563729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:58.567019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:30:58.570922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:58.574704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:58.574776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:01.580409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:01.584415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:01.589184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:01.593524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:01.596970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:01.597043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:04.602546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:04.606471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:04.612502] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:04.618500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:04.623668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:04.623833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:07.630907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:07.636572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:07.641213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:07.645330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:07.651027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:07.651157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:10.657249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:10.662084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:10.666575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:10.672008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:10.678188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:10.678330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:13.684248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:13.688485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:13.693101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:13.697794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:13.702086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:13.702208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:16.708462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:16.712596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:16.717086] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:16.721213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:16.724787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:16.724863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:19.730814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:19.735061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:19.738686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:19.742055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:19.746811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:19.747054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:22.752210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:22.756772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:22.760780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:22.764585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:22.768541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:22.768683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:25.773636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:25.777556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:25.780870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:25.784143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:25.787995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:25.788065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:28.792508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:28.796073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:28.799326] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:28.802601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:28.805833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:28.805907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:31.810925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:31.815441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:31.820024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:31.824405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:31.828935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:31.829073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:34.834002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:34.837698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:34.841137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:34.844456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:34.848817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:34.848935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:37.854002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:37.860097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:37.865546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:37.871952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:37.877372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:37.877520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:40.882266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:40.886208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:40.890164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:40.893910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:40.897567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:40.897671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:43.902109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:43.906115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:43.910077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:43.913349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:43.916566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:43.916637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:46.921346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:46.925430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:46.929524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:46.933490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:46.937804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:46.937935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:49.942858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:49.946948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:49.950746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:49.954454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:49.958059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:49.958152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:52.963440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:52.968235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:52.972729] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:52.976387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:52.979968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:52.980051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:55.984967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:55.989186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:55.993611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:55.997865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:56.001601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:56.001750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:59.006610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:59.011045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:59.015309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:31:59.019128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:59.022914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:59.023021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:02.029604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:02.035257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:02.040235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:02.045110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:02.050311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:02.050489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:05.055611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:05.059699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:05.063601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:05.067371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:05.071480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:05.071590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:08.076548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:08.080855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:08.085898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:08.091147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:08.096093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:08.096223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:11.103714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:11.109458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:11.115549] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:11.121333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:11.126694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:11.126842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:14.131505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:14.135233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:14.140351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:14.145512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:14.150862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:14.151002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:17.155884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:17.160133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:17.164320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:17.168230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:17.171936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:17.172019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:20.177435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:20.182414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:20.187518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:20.192921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:20.197574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:20.197704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:23.204452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:23.208054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:23.211744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:23.215033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:23.218943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:23.219020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:26.225286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:26.230804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:26.236208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:26.241782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:26.247553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:26.247733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:29.252306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:29.256136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:29.261480] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:29.266494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:29.271398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:29.271518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:32.276720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:32.280551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:32.284005] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:32.289253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:32.293438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:32.293556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:35.298690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:35.302372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:35.305966] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:35.309335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:35.312534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:35.312606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:38.317192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:38.320685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:38.325228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:38.328905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:38.332196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:38.332267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:41.337086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:41.341241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:41.345081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:41.349916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:41.354506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:41.354631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:44.360509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:44.364532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:44.369360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:44.373695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:44.377347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:44.377422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:47.383559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:47.388599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:47.392614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:47.396689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:47.401317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:47.401446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:50.406831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:50.410700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:50.414623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:50.419218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:50.423171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:50.423248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:53.428665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:53.433454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:53.438780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:53.443436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:53.448560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:53.448686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:56.453446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:56.459069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:56.463187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:56.467118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:56.470523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:56.470598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:59.475184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:59.479010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:59.482605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:32:59.486143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:59.489618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:59.489722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:02.494408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:02.499242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:02.504005] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:02.508842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:02.513515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:02.513627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:05.518890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:05.522945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:05.526922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:05.530744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:05.534313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:05.534405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:08.538979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:08.542705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:08.546884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:08.550774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:08.554603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:08.554723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:11.559806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:11.565562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:11.571396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:11.576091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:11.579952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:11.580024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:14.585113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:14.588948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:14.592543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:14.596141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:14.599790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:14.599880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:17.604435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:17.608113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:17.611524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:17.615139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:17.619213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:17.619324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:20.625121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:20.630231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:20.635461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:20.640942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:20.645904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:20.646034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:23.651837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:23.655887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:23.659790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:23.663464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:23.667361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:23.667509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:26.673279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:26.677408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:26.682005] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:26.686703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:26.691748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:26.691846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:29.696811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:29.701778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:29.706616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:29.712258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:29.716694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:29.716809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:32.721458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:32.725482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:32.729292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:32.732883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:32.736731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:32.736816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:35.744569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:35.751848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:35.757627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:35.763157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:35.769695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:35.769884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:38.775214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:38.779212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:38.782846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:38.786538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:38.791180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:38.791294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:41.797177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:41.802963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:41.810086] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:41.816209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:41.821133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:41.821314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:44.826210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:44.830071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:44.833553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:44.837879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:44.842389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:44.842490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:47.848487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:47.853393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:47.857731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:47.861974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:47.866155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:47.866282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:50.870800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:50.874832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:50.878297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:50.882184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:50.885585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:50.885683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:53.890272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:53.894117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:53.897746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:53.901144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:53.904554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:53.904637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:56.910005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:56.914027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:56.917728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:56.921401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:56.925047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:56.925127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:59.930251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:59.933936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:59.937897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:33:59.941729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:59.945142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:59.945212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:02.950035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:02.954193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:02.958774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:02.962480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:02.965792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:02.965863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:05.970488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:05.974050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:05.977348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:05.980766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:05.984191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:05.984268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:08.989157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:08.993631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:08.997417] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:09.001005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:09.005144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:09.005251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:12.011562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:12.016161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:12.019995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:12.023515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:12.027264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:12.027345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:15.032634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:15.036837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:15.042089] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:15.047878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:15.052808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:15.052921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:18.057342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:18.061278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:18.065018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:18.068296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:18.071762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:18.071831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:21.076738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:21.080798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:21.084684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:21.088434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:21.092144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:21.092245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:24.097222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:24.101024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:24.104461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:24.108319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:24.113330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:24.113426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:27.118324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:27.122548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:27.126675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:27.130886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:27.135275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:27.135374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:30.140206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:30.144820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:30.150038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:30.155286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:30.160337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:30.160518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:33.165109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:33.168813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:33.172169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:33.175422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:33.178721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:33.178796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:36.184548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:36.188783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:36.192483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:36.196498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:36.200385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:36.200468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:39.206709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:39.212494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:39.216396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:39.221106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:39.225971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:39.226094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:42.232068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:42.236841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:42.240502] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:42.243949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:42.248589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:42.248757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:45.253600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:45.257459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:45.260899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:45.264378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:45.267715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:45.267786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:48.274128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:48.278588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:48.283828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:48.288420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:48.292976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:48.293049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:51.298951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:51.302972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:51.306675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:51.310861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:51.314392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:51.314476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:54.319468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:54.323436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:54.327980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:54.332027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:54.336276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:54.336431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:57.342454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:57.347196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:57.350800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:34:57.354098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:57.357966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:57.358061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:00.362856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:00.366271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:00.372800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:00.376073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:00.379402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:00.379485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:03.383728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:03.387016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:03.390347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:03.393595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:03.396808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:03.396876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:06.403055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:06.408494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:06.413677] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:06.419505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:06.424814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:06.424950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:09.431153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:09.435550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:09.439425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:09.443381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:09.447193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:09.447289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:12.453028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:12.457566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:12.461970] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:12.466066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:12.469962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:12.470035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:15.474572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:15.478244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:15.482099] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:15.485401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:15.488970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:15.489048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:18.495018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:18.500304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:18.505450] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:18.510695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:18.515771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:18.515914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:21.520616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:21.525104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:21.530376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:21.535348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:21.539434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:21.539537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:24.546965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:24.553934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:24.559180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:24.563533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:24.568807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:24.568984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:27.575131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:27.580061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:27.584467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:27.589427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:27.595017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:27.595203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:30.601780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:30.606786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:30.611307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:30.615072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:30.618558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:30.618635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:33.625091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:33.629250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:33.632943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:33.636187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:33.639516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:33.639588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:36.644381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:36.648675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:36.652670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:36.657265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:36.660981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:36.661069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:39.667139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:39.671462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:39.675527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:39.679904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:39.684475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:39.684614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:42.689564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:42.694137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:42.698788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:42.702944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:42.707201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:42.707290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:45.713754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:45.719519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:45.725369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:45.730803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:45.735916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:45.736041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:48.740914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:48.744499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:48.748040] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:48.752114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:48.756550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:48.756665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:51.761952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:51.765609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:51.769731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:51.773611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:51.777152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:51.777231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:54.782580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:54.786675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:54.790118] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:54.793700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:54.797811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:54.797941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:57.802957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:57.807329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:57.811384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:35:57.814891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:57.818309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:57.818381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:00.824676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:00.829483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:00.836046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:00.842719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:00.849029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:00.849406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:03.856252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:03.862340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:03.867027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:03.871013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:03.874743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:03.874828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:06.880464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:06.886131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:06.891512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:06.896593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:06.901758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:06.901877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:09.906501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:09.910179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:09.913679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:09.917768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:09.921235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:09.921306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:12.927208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:12.932505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:12.938548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:12.944042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:12.950846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:12.951023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:15.957065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:15.961280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:15.965670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:15.969687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:15.973429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:15.973518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:18.978690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:18.983188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:18.988150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:18.992931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:18.997935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:18.998069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:22.004345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:22.009865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:22.015359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:22.020459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:22.025288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:22.025408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:25.030860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:25.036753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:25.041726] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:25.046526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:25.051527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:25.051708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:28.057056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:28.061259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:28.065054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:28.068415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:28.072008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:28.072096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:31.077877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:31.082213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:31.085746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:31.089068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:31.092531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:31.092606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:34.097417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:34.101131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:34.105671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:34.110085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:34.114112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:34.114202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:37.118689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:37.122058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:37.125340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:37.128559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:37.131790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:37.131860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:40.137581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:40.142226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:40.146717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:40.151010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:40.155436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:40.155554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:43.161132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:43.166208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:43.171342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:43.176228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:43.180206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:43.180295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:46.185205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:46.189027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:46.192309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:46.195660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:46.199016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:46.199086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:49.204061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:49.208424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:49.212372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:49.216103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:49.219846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:49.219948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:52.224794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:52.228861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:52.232778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:52.236998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:52.240967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:52.241061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:55.245976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:55.249467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:55.252839] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:55.256173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:55.259509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:55.259584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:58.265219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:58.270551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:58.275225] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:36:58.279527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:58.284581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:58.284719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:01.289454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:01.293687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:01.301796] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:01.307304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:01.312259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:01.312376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:04.318146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:04.321904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:04.325182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:04.328520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:04.332690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:04.332775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:07.337235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:07.341486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:07.345137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:07.348879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:07.352329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:07.352411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:10.356955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:10.360730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:10.364257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:10.368015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:10.371961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:10.372056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:13.377022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:13.381414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:13.386020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:13.389744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:13.393360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:13.393436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:16.399085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:16.403679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:16.408372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:16.412980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:16.417292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:16.417413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:19.423625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:19.428182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:19.431920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:19.435420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:19.438986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:19.439059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:22.443994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:22.448286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:22.452387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:22.456305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:22.460250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:22.460357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:25.466924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:25.471802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:25.475146] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:25.478447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:25.481782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:25.481852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:28.487133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:28.491089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:28.494485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:28.498751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:28.502850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:28.502948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:31.508221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:31.512282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:31.515897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:31.519620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:31.523186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:31.523283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:34.528771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:34.533375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:34.537667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:34.541665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:34.545761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:34.545859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:37.552009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:37.557574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:37.562420] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:37.567482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:37.572592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:37.572746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:40.578836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:40.583394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:40.587385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:40.592845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:40.596999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:40.597086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:43.602147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:43.606219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:43.610007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:43.613771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:43.617954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:43.618064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:46.622699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:46.626870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:46.630583] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:46.634567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:46.638475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:46.638559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:49.643866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:49.647842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:49.651582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:49.655414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:49.659740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:49.659860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:52.666799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:52.671201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:52.675856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:52.680374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:52.684495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:52.684631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:55.691027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:55.696055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:55.700471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:55.704249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:55.709463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:55.709600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:58.714504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:58.719269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:58.724992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:37:58.730461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:58.734912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:58.735016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:01.741473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:01.746457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:01.751464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:01.756213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:01.761110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:01.761232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:04.765937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:04.769781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:04.773499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:04.776945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:04.781546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:04.781757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:07.787121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:07.791565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:07.795875] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:07.800025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:07.804115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:07.804202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:10.809295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:10.815881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:10.822013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:10.826513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:10.830548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:10.830672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:13.835314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:13.839232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:13.842803] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:13.846745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:13.850799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:13.850910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:16.856191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:16.860075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:16.863751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:16.867450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:16.871126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:16.871198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:19.877075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:19.881899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:19.886032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:19.890001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:19.893939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:19.894059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:22.899144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:22.903389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:22.907250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:22.910945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:22.914801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:22.914930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:25.919936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:25.923872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:25.927335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:25.932067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:25.936018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:25.936111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:28.941241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:28.946497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:28.951063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:28.955125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:28.961262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:28.961424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:31.968602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:31.973549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:31.977210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:31.981359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:31.985828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:31.985922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:34.991932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:34.998123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:35.004076] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:35.009789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:35.014188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:35.014329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:38.022286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:38.027519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:38.031497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:38.035116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:38.039234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:38.039402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:41.045011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:41.049533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:41.053420] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:41.057540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:41.061507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:41.061600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:44.066219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:44.069956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:44.073308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:44.077089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:44.080766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:44.080855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:47.088273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:47.092518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:47.096532] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:47.100097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:47.104052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:47.104200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:50.109784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:50.113769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:50.117951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:50.121828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:50.125237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:50.125322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:53.133186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:53.139517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:53.146692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:53.153839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:53.160633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:53.160863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:56.165612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:56.169127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:56.172468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:56.175841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:56.179143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:56.179226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:59.184059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:59.188189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:59.192912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:38:59.196743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:59.200417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:59.200508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:02.206816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:02.213157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:02.219160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:02.224624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:02.228860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:02.228963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:05.233829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:05.237503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:05.241463] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:05.245687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:05.250398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:05.250550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:08.255235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:08.258980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:08.262469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:08.266026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:08.269962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:08.270049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:11.275067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:11.278579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:11.281833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:11.285055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:11.288372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:11.288444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:14.293179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:14.297211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:14.301957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:14.306806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:14.310697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:14.310779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:17.318029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:17.323850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:17.329048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:17.335210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:17.340461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:17.340617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:20.345471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:20.349733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:20.353759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:20.357654] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:20.361533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:20.361616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:23.367388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:23.371040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:23.374576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:23.378105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:23.381478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:23.381581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:26.387049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:26.391095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:26.394955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:26.400977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:26.405203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:26.405365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:29.410344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:29.414415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:29.418586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:29.422332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:29.426021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:29.426120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:32.431664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:32.435514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:32.439674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:32.443763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:32.448054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:32.448178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:35.452759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:35.456721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:35.460255] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:35.465128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:35.470780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:35.470966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:38.475967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:38.480329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:38.484241] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:38.488147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:38.491737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:38.491819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:41.499390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:41.505924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:41.511867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:41.517602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:41.523421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:41.523590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:44.528360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:44.532369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:44.536058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:44.539828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:44.543397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:44.543480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:47.548205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:47.552028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:47.555701] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:47.559194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:47.562679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:47.562756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:50.568095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:50.571920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:50.575311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:50.578977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:50.582696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:50.582778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:53.588822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:53.593799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:53.598602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:53.603370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:53.608525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:53.608666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:56.615378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:56.619734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:56.623710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:56.627565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:56.631310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:56.631401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:59.635796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:59.639340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:59.643631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:39:59.646985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:59.650359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:59.650446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:02.655978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:02.665206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:02.670564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:02.674699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:02.678830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:02.678942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:05.684271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:05.688514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:05.692150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:05.695862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:05.699795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:05.699908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:08.704821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:08.708218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:08.711481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:08.715088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:08.718462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:08.718534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:11.723478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:11.727126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:11.731490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:11.735398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:11.738949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:11.739020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:14.744112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:14.748579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:14.752848] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:14.756793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:14.760999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:14.761096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:17.768944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:17.774122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:17.778874] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:17.784724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:17.790762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:17.790950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:20.795497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:20.799075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:20.802784] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:20.806162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:20.809511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:20.809581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:23.814310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:23.818477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:23.822522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:23.826181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:23.829555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:23.829629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:26.834565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:26.839451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:26.843415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:26.846810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:26.850144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:26.850215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:29.854758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:29.858405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:29.862037] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:29.865744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:29.869307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:29.869400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:32.873900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:32.877625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:32.881208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:32.884459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:32.887825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:32.887900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:35.892592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:35.896136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:35.900380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:35.903843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:35.907294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:35.907385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:38.912269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:38.915743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:38.919060] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:38.922801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:38.926410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:38.926481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:41.932321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:41.936445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:41.940488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:41.944285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:41.948440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:41.948567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:44.953503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:44.957499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:44.961307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:44.965051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:44.968726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:44.968827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:47.974299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:47.979481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:47.985495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:47.991240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:47.995391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:47.995487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:51.000312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:51.004076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:51.007408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:51.010732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:51.014079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:51.014154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:54.019241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:54.024527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:54.029028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:54.033185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:54.038035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:54.038152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:57.042677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:57.046373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:57.049942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:40:57.053375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:57.056830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:57.056909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:00.062014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:00.067021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:00.071057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:00.074632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:00.078355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:00.078451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:03.083410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:03.086956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:03.090911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:03.095547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:03.099236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:03.099324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:06.106054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:06.111687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:06.117352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:06.123075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:06.128285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:06.128442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:09.133776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:09.137537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:09.141107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:09.144824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:09.148435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:09.148522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:12.153406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:12.157125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:12.160694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:12.164249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:12.168247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:12.168345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:15.173428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:15.179141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:15.184146] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:15.190961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:15.195167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:15.195279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:18.199865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:18.203362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:18.206862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:18.210381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:18.213869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:18.213957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:21.221171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:21.228089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:21.235730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:21.242183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:21.248824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:21.248996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:24.253585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:24.257155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:24.260509] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:24.264025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:24.267719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:24.267793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:27.272440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:27.276047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:27.279518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:27.283037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:27.286405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:27.286479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:30.293475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:30.298963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:30.304115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:30.309680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:30.315012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:30.315140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:33.319947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:33.323878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:33.327569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:33.331351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:33.335299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:33.335399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:36.340131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:36.343576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:36.346846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:36.350430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:36.353690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:36.353773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:39.359414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:39.363556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:39.367411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:39.373155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:39.376941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:39.377015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:42.381956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:42.385859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:42.389542] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:42.393432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:42.397424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:42.397551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:45.402461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:45.405966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:45.409326] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:45.412732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:45.416007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:45.416077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:48.421114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:48.425363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:48.429747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:48.433190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:48.437039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:48.437116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:51.442202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:51.446311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:51.450166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:51.453769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:51.457372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:51.457573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:54.462625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:54.466539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:54.470689] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:54.474605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:54.478146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:54.478230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:57.483197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:57.486908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:57.490677] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:41:57.494228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:57.497900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:57.497989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:00.503825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:00.507909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:00.511436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:00.514967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:00.518391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:00.518469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:03.525625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:03.531488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:03.535694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:03.541418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:03.546350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:03.546465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:06.552062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:06.556278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:06.560138] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:06.565437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:06.569855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:06.569949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:09.576738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:09.583634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:09.588630] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:09.595457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:09.602087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:09.602269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:12.608352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:12.614850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:12.620314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:12.625490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:12.629516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:12.629599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:15.635697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:15.640995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:15.645564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:15.650102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:15.655378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:15.655523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:18.660502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:18.664949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:18.670025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:18.674401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:18.678084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:18.678249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:21.684213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:21.689232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:21.695266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:21.699792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:21.703412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:21.703501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:24.708467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:24.712298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:24.715773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:24.719238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:24.722543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:24.722617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:27.727787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:27.731481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:27.735226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:27.738830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:27.742332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:27.742404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:30.748921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:30.753184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:30.757247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:30.761667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:30.765218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:30.765291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:33.770659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:33.774558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:33.777907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:33.781487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:33.785713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:33.785832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:36.790362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:36.794381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:36.798175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:36.801545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:36.804918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:36.804999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:39.809778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:39.813361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:39.816785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:39.820504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:39.824116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:39.824199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:42.829313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:42.833672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:42.837194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:42.840626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:42.844404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:42.844517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:45.849232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:45.853229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:45.857669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:45.862020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:45.866774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:45.866890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:48.872295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:48.875934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:48.879405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:48.882823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:48.886307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:48.886398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:51.891305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:51.894930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:51.898253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:51.901772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:51.905974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:51.906123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:54.911397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:54.915238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:54.918894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:54.922466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:54.926018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:54.926094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:57.930576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:57.933905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:57.937163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:42:57.940424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:57.943612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:57.943699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:00.948586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:00.953054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:00.956931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:00.961007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:00.964757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:00.964922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:03.970062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:03.975279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:03.979852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:03.983752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:03.987682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:03.987784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:06.992295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:06.996747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:07.000568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:07.004111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:07.008378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:07.008485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:10.013825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:10.018100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:10.022149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:10.026784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:10.031116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:10.031216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:13.038061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:13.042178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:13.046171] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:13.050184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:13.053722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:13.053800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:16.059942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:16.064697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:16.069376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:16.074121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:16.078888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:16.078994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:19.083748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:19.088162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:19.093773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:19.098783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:19.102548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:19.102695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:22.107548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:22.111474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:22.115469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:22.119874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:22.123611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:22.123727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:25.128853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:25.133162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:25.137253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:25.141296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:25.145006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:25.145097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:28.151065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:28.155806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:28.159862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:28.163789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:28.167497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:28.167601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:31.172137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:31.175602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:31.179585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:31.183127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:31.186941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:31.187068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:34.191876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:34.195691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:34.199690] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:34.203992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:34.208322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:34.208441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:37.213121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:37.216966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:37.220442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:37.224890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:37.229527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:37.229726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:40.235073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:40.239448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:40.242995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:40.246262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:40.249532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:40.249604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:43.254402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:43.258671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:43.262659] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:43.266277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:43.270149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:43.270267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:46.275027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:46.279307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:46.283789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:46.287485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:46.291117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:46.291266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:49.296774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:49.301696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:49.306265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:49.310833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:49.314658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:49.314748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:52.319416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:52.322817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:52.326272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:52.329786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:52.333294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:52.333368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:55.338052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:55.341773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:55.345877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:55.349456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:55.352872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:55.352943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:58.357604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:58.361178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:58.364851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:43:58.368476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:58.372100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:58.372177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:01.378818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:01.383045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:01.386779] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:01.390601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:01.394356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:01.394432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:04.402630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:04.409415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:04.414097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:04.421345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:04.426745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:04.426899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:07.432518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:07.437141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:07.441811] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:07.445559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:07.449403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:07.449519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:10.455199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:10.461876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:10.468692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:10.474960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:10.481250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:10.481437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:13.486679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:13.491314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:13.495246] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:13.499305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:13.503378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:13.503501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:16.508599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:16.512591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:16.516965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:16.521354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:16.525061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:16.525135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:19.529798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:19.533244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:19.536580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:19.539940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:19.543262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:19.543332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:22.548998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:22.553290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:22.557313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:22.561422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:22.565319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:22.565435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:25.570217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:25.573763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:25.577885] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:25.581585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:25.584908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:25.584995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:28.591278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:28.595371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:28.598778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:28.602047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:28.605548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:28.605623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:31.610134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:31.613711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:31.617470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:31.621364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:31.625296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:31.625386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:34.630482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:34.634058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:34.638000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:34.641915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:34.645826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:34.645967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:37.650786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:37.654243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:37.657619] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:37.661016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:37.664318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:37.664388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:40.670390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:40.674827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:40.678851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:40.683280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:40.687221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:40.687325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:43.692227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:43.695899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:43.699420] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:43.703034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:43.707189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:43.707271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:46.712083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:46.716032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:46.719437] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:46.722837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:46.726553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:46.726724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:49.731916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:49.735806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:49.739511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:49.742915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:49.746781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:49.746911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:52.752007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:52.757862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:52.762967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:52.768235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:52.772738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:52.772867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:55.778843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:55.782683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:55.786213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:55.789834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:55.793219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:55.793291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:58.798194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:58.801904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:58.805407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:44:58.809144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:58.812462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:58.812534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:01.819122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:01.824759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:01.830913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:01.837161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:01.843375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:01.843522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:04.848342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:04.852293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:04.856723] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:04.860916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:04.864511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:04.864591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:07.869584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:07.874592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:07.879981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:07.884505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:07.888947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:07.889021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:10.896354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:10.901358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:10.906476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:10.912349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:10.917432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:10.917683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:13.922364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:13.926585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:13.930112] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:13.933578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:13.936936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:13.937045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:16.941661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:16.945324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:16.948879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:16.952419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:16.956121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:16.956210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:19.961929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:19.966453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:19.970913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:19.975020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:19.979228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:19.979345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:22.987365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:22.994036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:23.000177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:23.006388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:23.018416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:23.018662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:26.023260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:26.026901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:26.030965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:26.035297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:26.039543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:26.039633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:29.045595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:29.049386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:29.053209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:29.056784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:29.060486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:29.060561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:32.065504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:32.069763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:32.073377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:32.076918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:32.080846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:32.080929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:35.085602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:35.088962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:35.092276] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:35.095582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:35.099762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:35.099831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:38.104797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:38.109101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:38.112983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:38.116323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:38.119709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:38.119781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:41.126105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:41.130563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:41.134048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:41.137361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:41.141083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:41.141189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:44.147233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:44.151521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:44.156223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:44.160957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:44.165408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:44.165530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:47.170834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:47.175299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:47.178906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:47.182362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:47.186267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:47.186362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:50.191853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:50.195996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:50.199901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:50.203606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:50.207449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:50.207535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:53.212227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:53.215823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:53.219267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:53.222731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:53.226305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:53.226375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:56.231185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:56.234657] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:56.238123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:56.241435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:56.244722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:56.244795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:59.250059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:59.253905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:59.257345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:45:59.260852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:59.264298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:59.264373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:02.269940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:02.274112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:02.278161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:02.281839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:02.285324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:02.285402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:05.291881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:05.297086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:05.301088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:05.304425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:05.307699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:05.307773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:08.312756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:08.316471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:08.319982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:08.323292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:08.326673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:08.326751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:11.332124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:11.336447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:11.340085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:11.343704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:11.348381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:11.348562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:14.357000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:14.364019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:14.369114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:14.373597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:14.379527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:14.379753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:17.386149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:17.390917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:17.395053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:17.399256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:17.403450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:17.403596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:20.409087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:20.413534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:20.417278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:20.420727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:20.424047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:20.424117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:23.429405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:23.433600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:23.437120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:23.440894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:23.444732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:23.444844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:26.449402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:26.453397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:26.457385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:26.461360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:26.465732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:26.465905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:29.471116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:29.476637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:29.480949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:29.484721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:29.489095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:29.489176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:32.493992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:32.497986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:32.502084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:32.505851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:32.510406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:32.510504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:35.516237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:35.520972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:35.524916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:35.528453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:35.531915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:35.531987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:38.536976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:38.540469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:38.543881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:38.547979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:38.551759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:38.551830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:41.558582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:41.563323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:41.567453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:41.574376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:41.579245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:41.579375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:44.586086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:44.591118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:44.596937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:44.602565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:44.608449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:44.608606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:47.613764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:47.617234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:47.620902] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:47.624300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:47.627601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:47.627693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:50.633462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:50.638670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:50.643048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:50.646954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:50.650327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:50.650397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:53.656361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:53.661098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:53.665695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:53.670590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:53.674542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:53.674629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:56.679312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:56.683944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:56.688786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:56.693531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:56.698353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:56.698465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:59.702705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:59.706041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:59.709258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:46:59.712490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:59.715775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:59.715845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:02.721173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:02.725305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:02.728914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:02.732428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:02.735968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:02.736059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:05.740582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:05.744462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:05.748022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:05.751279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:05.754548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:05.754624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:08.759429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:08.763104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:08.766447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:08.770155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:08.773440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:08.773514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:11.778766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:11.782831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:11.786631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:11.790392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:11.795307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:11.795495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:14.801515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:14.805557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:14.809034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:14.812464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:14.816244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:14.816330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:17.821488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:17.825333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:17.828866] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:17.832280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:17.836428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:17.836546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:20.841917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:20.846493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:20.850881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:20.854795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:20.858491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:20.858594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:23.863774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:23.867717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:23.871303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:23.875152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:23.878710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:23.878792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:26.883745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:26.888118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:26.893454] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:26.898195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:26.902250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:26.902358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:29.906870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:29.910558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:29.914236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:29.917834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:29.921150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:29.921219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:32.926903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:32.931921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:32.936520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:32.941455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:32.946589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:32.946785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:35.951437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:35.955571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:35.959542] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:35.963255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:35.966969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:35.967066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:38.972527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:38.976837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:38.980811] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:38.985262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:38.989847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:38.989994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:41.994533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:41.998303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:42.002052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:42.005936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:42.010352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:42.010464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:45.014979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:45.019162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:45.022692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:45.025950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:45.029191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:45.029262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:48.034628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:48.039678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:48.044230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:48.048706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:48.053122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:48.053235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:51.058465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:51.062042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:51.065623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:51.069371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:51.073191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:51.073278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:54.078781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:54.082488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:54.085921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:54.089180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:54.092703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:54.092841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:57.097548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:57.101090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:57.104307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:47:57.107580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:57.110852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:57.110921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:00.116117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:00.121287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:00.124810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:00.128196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:00.131846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:00.131955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:03.138439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:03.142340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:03.146233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:03.149926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:03.153604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:03.153722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:06.160246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:06.164804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:06.169828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:06.174557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:06.179306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:06.179435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:09.187158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:09.193120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:09.198697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:09.202918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:09.206721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:09.206812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:12.212453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:12.216210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:12.219740] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:12.223396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:12.227254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:12.227372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:15.233315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:15.237554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:15.242289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:15.246215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:15.249867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:15.249955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:18.256315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:18.260598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:18.264771] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:18.268970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:18.273027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:18.273105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:21.278779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:21.284395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:21.288516] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:21.292716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:21.296388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:21.296469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:24.301811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:24.305867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:24.309635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:24.313689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:24.318278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:24.318383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:27.324980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:27.329411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:27.333735] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:27.338282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:27.341864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:27.341932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:30.347297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:30.351297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:30.355187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:30.359048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:30.363281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:30.363376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:33.368594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:33.372725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:33.377380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:33.382182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:33.386878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:33.386984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:36.392405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:36.397108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:36.401811] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:36.406790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:36.411378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:36.411474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:39.416918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:39.421580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:39.425070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:39.428765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:39.432181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:39.432276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:42.437273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:42.441071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:42.444758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:42.448236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:42.451699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:42.451791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:45.457972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:45.463872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:45.469031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:45.473758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:45.478414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:45.478512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:48.483002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:48.486520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:48.489939] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:48.493324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:48.496705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:48.496788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:51.501933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:51.506538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:51.510761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:51.515446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:51.521027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:51.521185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:54.525962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:54.529727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:54.533228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:54.537317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:54.541379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:54.541483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:57.546270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:57.550832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:57.555355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:48:57.559153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:57.563401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:57.563494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:00.569366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:00.573375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:00.577990] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:00.582365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:00.585771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:00.585840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:03.591361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:03.596766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:03.601624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:03.606630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:03.611570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:03.611710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:06.617032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:06.622243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:06.626786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:06.630430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:06.634215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:06.634295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:09.639361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:09.643839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:09.647747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:09.651761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:09.655571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:09.655696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:12.660859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:12.664730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:12.668376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:12.671969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:12.675423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:12.675516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:15.680834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:15.685938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:15.690840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:15.695918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:15.701013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:15.701171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:18.705831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:18.709236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:18.712665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:18.716299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:18.720120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:18.720212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:21.726130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:21.730521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:21.734759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:21.738658] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:21.742595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:21.742738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:24.747434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:24.751059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:24.754540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:24.757936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:24.761275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:24.761356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:27.766547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:27.770999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:27.774626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:27.777967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:27.781262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:27.781333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:30.787006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:30.791101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:30.794719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:30.798429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:30.801935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:30.802027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:33.806940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:33.810447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:33.814014] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:33.817423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:33.820823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:33.820893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:36.825769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:36.831501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:36.835633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:36.843929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:36.848518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:36.848668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:39.854514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:39.859492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:39.864972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:39.870951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:39.877739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:39.877925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:42.882956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:42.887606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:42.891993] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:42.896298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:42.900443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:42.900545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:45.906782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:45.911239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:45.915225] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:45.920139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:45.924490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:45.924580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:48.930317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:48.934444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:48.938460] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:48.942362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:48.946021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:48.946116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:51.952707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:51.957302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:51.961371] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:51.966909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:51.972235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:51.972407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:54.978469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:54.984096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:54.989203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:54.994490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:54.999718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:54.999867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:58.005254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:58.008831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:58.012291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:49:58.016313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:58.020134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:58.020208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:01.025510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:01.030285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:01.033709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:01.037217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:01.042394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:01.042519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:04.048763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:04.053183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:04.058453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:04.065051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:04.070359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:04.070547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:07.075499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:07.079669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:07.084014] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:07.087966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:07.091890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:07.091977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:10.099348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:10.106488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:10.112684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:10.118517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:10.124116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:10.124333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:13.128997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:13.132350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:13.135538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:13.138763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:13.143937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:13.144101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:16.149201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:16.154040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:16.158766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:16.162694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:16.166600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:16.166707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:19.172601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:19.177174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:19.181227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:19.184867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:19.188501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:19.188592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:22.193731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:22.199817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:22.205484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:22.210434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:22.215853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:22.216030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:25.222680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:25.227220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:25.232249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:25.236603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:25.240275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:25.240400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:28.247526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:28.252320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:28.257350] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:28.261899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:28.266445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:28.266528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:31.271869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:31.276135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:31.279879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:31.284590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:31.289214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:31.289341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:34.296564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:34.301877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:34.305700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:34.312881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:34.319131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:34.319242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:37.323765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:37.327198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:37.330630] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:37.333994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:37.337378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:37.337452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:40.343001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:40.346995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:40.351181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:40.355148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:40.359312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:40.359422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:43.364329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:43.367751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:43.371159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:43.374416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:43.377692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:43.377766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:46.382438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:46.386034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:46.389469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:46.392926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:46.396273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:46.396355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:49.401539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:49.405183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:49.408723] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:49.412149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:49.415699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:49.415875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:52.420943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:52.424745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:52.429194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:52.433447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:52.437172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:52.437262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:55.442333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:55.446095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:55.449993] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:55.453765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:55.457721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:55.457821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:58.462836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:58.467032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:58.470971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:50:58.475012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:58.478393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:58.478466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:01.483137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:01.486539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:01.489851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:01.493138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:01.496472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:01.496546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:04.501400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:04.505398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:04.509570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:04.513551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:04.517384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:04.517481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:07.522363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:07.526131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:07.530087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:07.534199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:07.538900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:07.539048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:10.545173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:10.551039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:10.556680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:10.561407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:10.566094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:10.566254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:13.571988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:13.575768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:13.579837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:13.583694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:13.587752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:13.587840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:16.593635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:16.598350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:16.603787] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:16.607996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:16.611567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:16.611678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:19.616631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:19.621192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:19.625195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:19.628951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:19.632335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:19.632407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:22.639300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:22.644562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:22.649786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:22.655148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:22.660601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:22.660825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:25.666049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:25.671156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:25.677038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:25.682671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:25.686976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:25.687106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:28.692048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:28.696072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:28.699620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:28.702939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:28.707008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:28.707090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:31.713668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:31.719077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:31.722955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:31.727056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:31.730760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:31.730846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:34.736971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:34.740720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:34.744730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:34.749092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:34.753180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:34.753258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:37.757892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:37.761718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:37.765579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:37.769353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:37.772904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:37.772982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:40.777764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:40.781219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:40.785236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:40.788852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:40.792053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:40.792122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:43.797059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:43.801016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:43.804954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:43.808991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:43.812901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:43.812994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:46.817695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:46.822209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:46.826046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:46.829901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:46.833525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:46.833616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:49.841896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:49.846263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:49.850283] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:49.854029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:49.857531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:49.857616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:52.862997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:52.866628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:52.869982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:52.873296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:52.876545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:52.876615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:55.881232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:55.884904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:55.889329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:55.893518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:55.897950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:55.898064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:58.903396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:58.908136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:58.913057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:51:58.917699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:58.922207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:58.922336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:01.927294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:01.931823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:01.937436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:01.942408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:01.947130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:01.947397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:04.953734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:04.959245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:04.964160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:04.968840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:04.973423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:04.973580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:07.978683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:07.982497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:07.986496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:07.990111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:07.994013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:07.994097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:11.002695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:11.008324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:11.013952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:11.020393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:11.026841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:11.026981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:14.032270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:14.036548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:14.040427] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:14.044075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:14.047534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:14.047624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:17.052150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:17.055688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:17.059019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:17.062484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:17.066137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:17.066241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:20.071308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:20.076125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:20.080736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:20.086230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:20.092240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:20.092399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:23.097379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:23.101832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:23.106090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:23.110470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:23.114766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:23.114916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:26.120812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:26.124584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:26.128091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:26.132504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:26.136579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:26.136672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:29.141882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:29.147377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:29.153175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:29.158872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:29.164848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:29.164997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:32.169477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:32.173203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:32.176551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:32.180364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:32.183997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:32.184077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:35.189865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:35.196024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:35.201941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:35.207121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:35.212717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:35.212889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:38.217539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:38.221131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:38.224617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:38.227989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:38.231636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:38.231767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:41.239967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:41.246944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:41.253671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:41.259312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:41.263751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:41.263840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:44.268566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:44.273011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:44.277817] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:44.282490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:44.286284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:44.286356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:47.292493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:47.296982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:47.300554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:47.303866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:47.308205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:47.308348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:50.314271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:50.319244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:50.323434] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:50.328227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:50.332353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:50.332464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:53.337882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:53.341479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:53.344797] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:53.348288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:53.351481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:53.351548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:56.357435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:56.363423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:56.368458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:56.373315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:56.377905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:56.378083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:59.382752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:59.386663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:59.390031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:52:59.393661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:59.398326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:59.398467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:02.404958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:02.409977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:02.414547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:02.419210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:02.423717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:02.423796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:05.429469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:05.433287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:05.436631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:05.440087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:05.443590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:05.443693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:08.450103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:08.454767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:08.458809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:08.462421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:08.465841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:08.465913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:11.470506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:11.473859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:11.477223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:11.480450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:11.483994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:11.484071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:14.489348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:14.492744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:14.496636] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:14.500262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:14.503945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:14.504020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:17.509560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:17.514315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:17.518454] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:17.522061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:17.525347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:17.525421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:20.532367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:20.537708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:20.542613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:20.548542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:20.553661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:20.553796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:23.560114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:23.564300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:23.568957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:23.573568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:23.577951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:23.578082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:26.582735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:26.586572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:26.590198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:26.594032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:26.597997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:26.598072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:29.602915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:29.606503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:29.610533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:29.614376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:29.618841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:29.618966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:32.624338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:32.628310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:32.632326] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:32.636180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:32.639934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:32.640027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:35.646188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:35.650980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:35.654794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:35.659760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:35.664698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:35.664831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:38.671112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:38.675234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:38.678832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:38.682060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:38.685441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:38.685512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:41.690346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:41.694092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:41.697369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:41.700730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:41.703956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:41.704027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:44.708856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:44.712782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:44.716460] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:44.721356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:44.726674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:44.726808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:47.732675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:47.736436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:47.740897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:47.744716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:47.748357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:47.748434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:50.753136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:50.756480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:50.759754] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:50.763331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:50.767464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:50.767599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:53.772383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:53.776587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:53.780894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:53.784988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:53.788500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:53.788576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:56.796368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:56.801973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:56.807088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:56.812087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:56.816233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:56.816319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:59.821014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:59.824916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:59.828925] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:53:59.832688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:59.836615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:59.836751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:02.842087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:02.846250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:02.851381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:02.855486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:02.860177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:02.860280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:05.865173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:05.869936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:05.873430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:05.877084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:05.880753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:05.880827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:08.885437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:08.889570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:08.893488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:08.897240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:08.901223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:08.901337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:11.906005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:11.909932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:11.913371] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:11.916690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:11.920037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:11.920111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:14.926023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:14.930439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:14.935022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:14.940083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:14.945034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:14.945211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:17.951175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:17.955091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:17.958635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:17.961997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:17.965245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:17.965319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:20.970284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:20.974762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:20.978873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:20.982776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:20.987099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:20.987216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:23.991827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:23.995292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:23.998565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:24.001987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:24.005219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:24.005292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:27.010932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:27.015105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:27.018615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:27.022271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:27.025707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:27.025786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:30.032991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:30.038086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:30.042281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:30.046929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:30.051142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:30.051246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:33.056601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:33.060314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:33.063865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:33.067299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:33.070837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:33.070914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:36.075309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:36.078904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:36.082198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:36.085533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:36.089058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:36.089141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:39.094272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:39.098163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:39.102830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:39.106956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:39.110599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:39.110714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:42.115851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:42.119920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:42.123728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:42.127127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:42.130397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:42.130468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:45.135136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:45.140123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:45.144079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:45.147910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:45.151448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:45.151554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:48.156346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:48.159892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:48.163322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:48.167253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:48.170965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:48.171045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:51.176050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:51.180240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:51.183813] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:51.187695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:51.192930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:51.193018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:54.200342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:54.205369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:54.210769] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:54.217425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:54.223538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:54.223830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:57.229043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:57.233321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:57.237004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:54:57.240393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:57.243794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:57.243869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:00.250862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:00.256502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:00.262444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:00.267557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:00.272477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:00.272593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:03.278674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:03.284405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:03.289313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:03.293583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:03.298074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:03.298195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:06.302849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:06.306240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:06.310415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:06.314712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:06.318814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:06.318904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:09.324549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:09.329600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:09.334941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:09.340051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:09.344121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:09.344243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:12.349025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:12.352441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:12.355840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:12.359266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:12.362798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:12.362870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:15.368449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:15.372514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:15.376392] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:15.381473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:15.386625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:15.386747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:18.391672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:18.395574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:18.399834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:18.403965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:18.408011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:18.408086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:21.414587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:21.419789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:21.424771] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:21.429977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:21.433600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:21.433708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:24.438181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:24.441859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:24.445698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:24.449140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:24.452419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:24.452491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:27.457211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:27.460890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:27.464162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:27.467463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:27.470744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:27.470814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:30.476704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:30.482028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:30.487329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:30.491436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:30.495340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:30.495475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:33.501535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:33.505805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:33.509379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:33.512687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:33.516098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:33.516169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:36.521746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:36.525562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:36.529743] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:36.533803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:36.538051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:36.538124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:39.542731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:39.546758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:39.550462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:39.554318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:39.558239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:39.558358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:42.564976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:42.570108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:42.574015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:42.577383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:42.580786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:42.580861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:45.588008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:45.595395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:45.601998] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:45.608154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:45.613909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:45.614130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:48.620461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:48.626072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:48.632120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:48.637706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:48.643276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:48.643437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:51.648102] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-25T17:55:51.651844] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:51.655409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:51.659066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:51.662929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:51.666800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:51.667075] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-25T17:55:51.667145] [INFO ] [MODE      ] Using multithreaded
[2025-11-25T17:55:51.667188] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-11-25T17:55:51.672427] [DEBUG] [REMOTE    ] Found 31 available forecast dates.
[2025-11-25T17:55:51.672696] [DEBUG] [REMOTE    ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-11-25.txt'.
[2025-11-25T17:55:51.678280] [DEBUG] [REMOTE    ] Fetched 2057 signal forecasts for 2025-11-25.
[2025-11-25T17:55:51.698609] [INFO ] [main      ] Starting parallel forecast configuration with 4 worker processes for 0 symbols
[2025-11-25T17:55:51.700068] [INFO ] [main      ] Parallel configuration completed in 0.0s. Processed 0 symbols.
[2025-11-25T17:55:51.700141] [INFO ] [main      ] Configuration success rate: 0.0% (0/0 symbols)
[2025-11-25T17:55:52.238292] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: MAG Forecast Configuration Completed (0/0 @ 0.00%)'
[2025-11-25T17:55:52.246813] [INFO ] [MODE      ] Using multithreaded
[2025-11-25T17:55:52.246945] [INFO ] [main      ] Fetching signal forecasts...
[2025-11-25T17:55:52.247007] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-11-25T17:55:52.253533] [DEBUG] [REMOTE    ] Found 31 available forecast dates.
[2025-11-25T17:55:52.253816] [FATAL] [main      ] Latest available forecast date (2025-11-25) does not match DEFAULT_T1_DATE (2025-11-26). Aborting.
[2025-11-25T17:55:52.253915] [INFO ] [MODE      ] Ignoring multithreaded flag for report generation
[2025-11-25T17:55:52.253957] [INFO ] [main      ] Fetching available MAG forecast dates...
[2025-11-25T17:55:52.254093] [INFO ] [main      ] Found 7 forecast dates
[2025-11-25T17:55:52.254132] [INFO ] [main      ] Processing forecast date: 2025-11-17
[2025-11-25T17:55:52.264987] [INFO ] [main      ] Overwriting existing report for 2025-11-17
[2025-11-25T17:55:52.266877] [INFO ] [main      ] Generated forecast report for 2025-11-17: 472 forecasts
[2025-11-25T17:55:52.267024] [INFO ] [main      ] Processing forecast date: 2025-11-18
[2025-11-25T17:55:52.276432] [INFO ] [main      ] Overwriting existing report for 2025-11-18
[2025-11-25T17:55:52.282369] [INFO ] [main      ] Generated forecast report for 2025-11-18: 421 forecasts
[2025-11-25T17:55:52.282629] [INFO ] [main      ] Processing forecast date: 2025-11-19
[2025-11-25T17:55:52.292768] [INFO ] [main      ] Overwriting existing report for 2025-11-19
[2025-11-25T17:55:52.294875] [INFO ] [main      ] Generated forecast report for 2025-11-19: 480 forecasts
[2025-11-25T17:55:52.294989] [INFO ] [main      ] Processing forecast date: 2025-11-20
[2025-11-25T17:55:52.304308] [INFO ] [main      ] Overwriting existing report for 2025-11-20
[2025-11-25T17:55:52.305857] [INFO ] [main      ] Generated forecast report for 2025-11-20: 423 forecasts
[2025-11-25T17:55:52.305953] [INFO ] [main      ] Processing forecast date: 2025-11-21
[2025-11-25T17:55:52.313610] [INFO ] [main      ] Overwriting existing report for 2025-11-21
[2025-11-25T17:55:52.314998] [INFO ] [main      ] Generated forecast report for 2025-11-21: 368 forecasts
[2025-11-25T17:55:52.315084] [INFO ] [main      ] Processing forecast date: 2025-11-24
[2025-11-25T17:55:52.327743] [INFO ] [main      ] Overwriting existing report for 2025-11-24
[2025-11-25T17:55:52.329954] [INFO ] [main      ] Generated forecast report for 2025-11-24: 527 forecasts
[2025-11-25T17:55:52.330070] [INFO ] [main      ] Processing forecast date: 2025-11-25
[2025-11-25T17:55:52.340559] [INFO ] [main      ] Overwriting existing report for 2025-11-25
[2025-11-25T17:55:52.342431] [INFO ] [main      ] Generated forecast report for 2025-11-25: 524 forecasts
[2025-11-25T17:55:52.342538] [INFO ] [main      ] Generated 7/7 forecast reports
[2025-11-25T17:55:52.342585] [INFO ] [main      ] Reading forecast report for email: ./output/forecasts/full/2025-11-25.txt
[2025-11-25T17:55:52.798316] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Report - 2025-11-25'
[2025-11-25T17:55:52.798505] [INFO ] [main      ] Forecast report email sent for 2025-11-25
[2025-11-25T17:55:52.798567] [INFO ] [MAG       ] MAG operation completed successfully
[2025-11-25T17:55:52.798945] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-11-25T17:55:52.799159] [INFO ] [STATE     ] Last completion updated: 2025-11-25T17:55:52.799026
[2025-11-25T23:56:21.053810] [INFO ] [MAG       ] Starting MAG operation...
[2025-11-25T23:56:21.226306] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-25T23:56:21.399203] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-25T23:56:21.566779] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-25T23:56:21.739033] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-25T23:56:21.739598] [WARN ] [STATE     ] State set to: WAITING
[2025-11-25T23:56:21.739690] [INFO ] [STATE     ] Checking service statuses...
[2025-11-25T23:56:21.778794] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-25T23:56:21.782473] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T23:56:21.816623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T23:56:21.820526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T23:56:21.854814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T23:56:21.890233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T23:56:21.890574] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-25T23:56:21.890682] [INFO ] [MODE      ] Using multithreaded
[2025-11-25T23:56:21.890776] [INFO ] [main      ] Fetching signal forecasts...
[2025-11-25T23:56:21.890874] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-11-25T23:56:21.897556] [DEBUG] [REMOTE    ] Found 32 available forecast dates.
[2025-11-25T23:56:21.897857] [INFO ] [main      ] Found available forecast date (2025-11-26).
[2025-11-25T23:56:21.897949] [DEBUG] [REMOTE    ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-11-26.txt'.
[2025-11-25T23:56:21.904993] [DEBUG] [REMOTE    ] Fetched 3639 signal forecasts for 2025-11-26.
[2025-11-25T23:56:21.905204] [INFO ] [main      ] Fetched 3639 forecasts.
[2025-11-25T23:56:21.905497] [INFO ] [main      ] Found 452 high-confidence bullish forecasts (>= 80.0%).
[2025-11-25T23:56:21.905591] [INFO ] [main      ] Starting parallel forecast generation with 4 worker processes for 452 symbols
[2025-11-25T23:56:21.939296] [INFO ] [main      ] Fetching symbol history for PCN...
[2025-11-25T23:56:21.939691] [DEBUG] [REMOTE    ] PCN: Fetching historical data.
[2025-11-25T23:56:21.939589] [INFO ] [main      ] Fetching symbol history for UBS...
[2025-11-25T23:56:21.939920] [DEBUG] [REMOTE    ] UBS: Fetching historical data.
[2025-11-25T23:56:21.939834] [INFO ] [main      ] Fetching symbol history for RLX...
[2025-11-25T23:56:21.940545] [DEBUG] [REMOTE    ] RLX: Fetching historical data.
[2025-11-25T23:56:21.941914] [INFO ] [main      ] Fetching symbol history for TSQ...
[2025-11-25T23:56:21.942233] [DEBUG] [REMOTE    ] TSQ: Fetching historical data.
[2025-11-25T23:56:21.966119] [DEBUG] [REMOTE    ] UBS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:21.966833] [DEBUG] [LOCAL     ] No configuration file found for UBS
[2025-11-25T23:56:21.966913] [DEBUG] [MAG       ] Building data for symbol: UBS with lookback: 0
[2025-11-25T23:56:21.969011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:21.969606] [DEBUG] [REMOTE    ] PCN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:21.970484] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 4 features, N/A% accuracy
[2025-11-25T23:56:21.970583] [INFO ] [LOCAL     ] PCN: Loaded 4 optimal features with 56.27% confidence from JSON config
[2025-11-25T23:56:21.970668] [DEBUG] [MAG       ] Building data for symbol: PCN with lookback: 0
[2025-11-25T23:56:21.970815] [DEBUG] [REMOTE    ] TSQ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:21.971587] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 4 features, N/A% accuracy
[2025-11-25T23:56:21.971686] [INFO ] [LOCAL     ] TSQ: Loaded 4 optimal features with 55.88% confidence from JSON config
[2025-11-25T23:56:21.971751] [DEBUG] [MAG       ] Building data for symbol: TSQ with lookback: 0
[2025-11-25T23:56:21.972941] [DEBUG] [REMOTE    ] RLX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:21.973135] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:21.973251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:21.973797] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:21.973902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:21.974228] [DEBUG] [LOCAL     ] No configuration file found for RLX
[2025-11-25T23:56:21.974421] [DEBUG] [MAG       ] Building data for symbol: RLX with lookback: 0
[2025-11-25T23:56:21.977183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:21.980454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:21.980914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:21.983740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:21.984272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:21.984805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:21.985972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:56:21.986019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:21.986666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:22.317492] [DEBUG] [MAG       ] UBS: Last date is validated at 2025-11-25
[2025-11-25T23:56:22.327427] [DEBUG] [MAG       ] TSQ: Last date is validated at 2025-11-25
[2025-11-25T23:56:22.337999] [DEBUG] [MAG       ] PCN: Last date is validated at 2025-11-25
[2025-11-25T23:56:22.339120] [DEBUG] [MAG       ] RLX: Last date is validated at 2025-11-25
[2025-11-25T23:56:22.487011] [DEBUG] [MAG       ] UBS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:22.500364] [DEBUG] [MAG       ] TSQ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:22.510015] [DEBUG] [MAG       ] PCN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:22.520757] [DEBUG] [MAG       ] RLX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:22.570793] [INFO ] [LOCAL     ] UBS: Saved forecast.
[2025-11-25T23:56:22.571048] [INFO ] [main      ] UBS: Signal=1 (Conf=100.0%), Magnitude=0.78% (Conf=0%)
[2025-11-25T23:56:22.571700] [INFO ] [main      ] Fetching symbol history for STEM...
[2025-11-25T23:56:22.571825] [DEBUG] [REMOTE    ] STEM: Fetching historical data.
[2025-11-25T23:56:22.571823] [INFO ] [main      ] Progress: 1/452 forecasts completed (0.2%). UBS finished in 0.6s. ETA: 5m 0s. Rate: 90.08 forecasts/min
[2025-11-25T23:56:22.578017] [INFO ] [LOCAL     ] PCN: Saved forecast.
[2025-11-25T23:56:22.578279] [INFO ] [main      ] PCN: Signal=1 (Conf=100.0%), Magnitude=1.83% (Conf=56.2675%)
[2025-11-25T23:56:22.578370] [INFO ] [LOCAL     ] TSQ: Saved forecast.
[2025-11-25T23:56:22.578688] [INFO ] [main      ] TSQ: Signal=1 (Conf=100.0%), Magnitude=-1.60% (Conf=55.8827%)
[2025-11-25T23:56:22.578915] [INFO ] [main      ] Progress: 2/452 forecasts completed (0.4%). PCN finished in 0.6s. ETA: 2m 31s. Rate: 178.24 forecasts/min
[2025-11-25T23:56:22.578907] [INFO ] [main      ] Fetching symbol history for NVO...
[2025-11-25T23:56:22.579062] [DEBUG] [REMOTE    ] NVO: Fetching historical data.
[2025-11-25T23:56:22.579555] [INFO ] [main      ] Progress: 3/452 forecasts completed (0.7%). TSQ finished in 0.6s. ETA: 1m 41s. Rate: 267.11 forecasts/min
[2025-11-25T23:56:22.579710] [INFO ] [main      ] Fetching symbol history for PVL...
[2025-11-25T23:56:22.579776] [DEBUG] [REMOTE    ] PVL: Fetching historical data.
[2025-11-25T23:56:22.582994] [DEBUG] [REMOTE    ] STEM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:22.583443] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 5 features, N/A% accuracy
[2025-11-25T23:56:22.583572] [INFO ] [LOCAL     ] STEM: Loaded 5 optimal features with 59.84% confidence from JSON config
[2025-11-25T23:56:22.583693] [DEBUG] [MAG       ] Building data for symbol: STEM with lookback: 0
[2025-11-25T23:56:22.584529] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:22.584698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:22.590185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:22.590930] [INFO ] [LOCAL     ] RLX: Saved forecast.
[2025-11-25T23:56:22.591102] [INFO ] [main      ] RLX: Signal=1 (Conf=100.0%), Magnitude=1.41% (Conf=0%)
[2025-11-25T23:56:22.591239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:22.591104] [DEBUG] [REMOTE    ] PVL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:22.591427] [INFO ] [main      ] Fetching symbol history for CMSD...
[2025-11-25T23:56:22.591682] [DEBUG] [REMOTE    ] CMSD: Fetching historical data.
[2025-11-25T23:56:22.592068] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 7 features, N/A% accuracy
[2025-11-25T23:56:22.592190] [INFO ] [LOCAL     ] PVL: Loaded 7 optimal features with 40.39% confidence from JSON config
[2025-11-25T23:56:22.592290] [DEBUG] [MAG       ] Building data for symbol: PVL with lookback: 0
[2025-11-25T23:56:22.592670] [INFO ] [main      ] Progress: 4/452 forecasts completed (0.9%). RLX finished in 0.7s. ETA: 1m 17s. Rate: 349.36 forecasts/min
[2025-11-25T23:56:22.592455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:22.593182] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:22.593611] [DEBUG] [REMOTE    ] NVO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:22.593852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:22.594579] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 6 features, N/A% accuracy
[2025-11-25T23:56:22.594686] [INFO ] [LOCAL     ] NVO: Loaded 6 optimal features with 56.02% confidence from JSON config
[2025-11-25T23:56:22.594748] [DEBUG] [MAG       ] Building data for symbol: NVO with lookback: 0
[2025-11-25T23:56:22.594830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:56:22.595593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:22.595709] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:22.595814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:22.597770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:22.598608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:22.599129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:22.599182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:22.600678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:22.601683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:56:22.602393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:56:22.602698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:22.603156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:22.603113] [DEBUG] [REMOTE    ] CMSD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:22.603499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:22.603618] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 4 features, N/A% accuracy
[2025-11-25T23:56:22.603776] [INFO ] [LOCAL     ] CMSD: Loaded 4 optimal features with 47.02% confidence from JSON config
[2025-11-25T23:56:22.603829] [DEBUG] [MAG       ] Building data for symbol: CMSD with lookback: 0
[2025-11-25T23:56:22.604668] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:22.604768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:22.605153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:56:22.607294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T23:56:22.610291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:22.610254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:22.611257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:22.614573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:22.619319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:22.945349] [DEBUG] [MAG       ] PVL: Last date is validated at 2025-11-25
[2025-11-25T23:56:22.956156] [DEBUG] [MAG       ] STEM: Last date is validated at 2025-11-25
[2025-11-25T23:56:22.960554] [DEBUG] [MAG       ] NVO: Last date is validated at 2025-11-25
[2025-11-25T23:56:22.990979] [DEBUG] [MAG       ] CMSD: Last date is validated at 2025-11-25
[2025-11-25T23:56:23.110847] [DEBUG] [MAG       ] PVL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:23.129852] [DEBUG] [MAG       ] STEM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:23.139204] [DEBUG] [MAG       ] NVO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:23.159029] [DEBUG] [MAG       ] CMSD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:23.219438] [INFO ] [LOCAL     ] CMSD: Saved forecast.
[2025-11-25T23:56:23.219714] [INFO ] [main      ] CMSD: Signal=1 (Conf=100.0%), Magnitude=0.15% (Conf=47.0164%)
[2025-11-25T23:56:23.220140] [INFO ] [main      ] Fetching symbol history for VALE...
[2025-11-25T23:56:23.220260] [DEBUG] [REMOTE    ] VALE: Fetching historical data.
[2025-11-25T23:56:23.220246] [INFO ] [main      ] Progress: 5/452 forecasts completed (1.1%). CMSD finished in 0.6s. ETA: 1m 58s. Rate: 228.21 forecasts/min
[2025-11-25T23:56:23.227313] [INFO ] [LOCAL     ] PVL: Saved forecast.
[2025-11-25T23:56:23.227549] [INFO ] [main      ] PVL: Signal=1 (Conf=100.0%), Magnitude=-0.86% (Conf=40.3916%)
[2025-11-25T23:56:23.228061] [INFO ] [main      ] Progress: 6/452 forecasts completed (1.3%). PVL finished in 0.6s. ETA: 1m 38s. Rate: 272.23 forecasts/min
[2025-11-25T23:56:23.228249] [INFO ] [main      ] Fetching symbol history for COP...
[2025-11-25T23:56:23.228356] [DEBUG] [REMOTE    ] COP: Fetching historical data.
[2025-11-25T23:56:23.230903] [DEBUG] [REMOTE    ] VALE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:23.231081] [INFO ] [LOCAL     ] STEM: Saved forecast.
[2025-11-25T23:56:23.231326] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 5 features, N/A% accuracy
[2025-11-25T23:56:23.231309] [INFO ] [main      ] STEM: Signal=1 (Conf=100.0%), Magnitude=-1.73% (Conf=59.8362%)
[2025-11-25T23:56:23.231406] [INFO ] [LOCAL     ] VALE: Loaded 5 optimal features with 53.62% confidence from JSON config
[2025-11-25T23:56:23.231463] [DEBUG] [MAG       ] Building data for symbol: VALE with lookback: 0
[2025-11-25T23:56:23.231892] [INFO ] [main      ] Fetching symbol history for XYL...
[2025-11-25T23:56:23.231959] [DEBUG] [REMOTE    ] XYL: Fetching historical data.
[2025-11-25T23:56:23.232274] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:23.232419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:23.232983] [INFO ] [main      ] Progress: 7/452 forecasts completed (1.5%). STEM finished in 0.7s. ETA: 1m 24s. Rate: 316.43 forecasts/min
[2025-11-25T23:56:23.237307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:23.239232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:23.239820] [DEBUG] [REMOTE    ] COP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:23.239930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:23.240466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:23.240896] [DEBUG] [LOCAL     ] Loaded configuration for COP: 5 features, N/A% accuracy
[2025-11-25T23:56:23.240962] [INFO ] [LOCAL     ] COP: Loaded 5 optimal features with 63.30% confidence from JSON config
[2025-11-25T23:56:23.241000] [DEBUG] [MAG       ] Building data for symbol: COP with lookback: 0
[2025-11-25T23:56:23.241303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:23.241772] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:23.241846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:23.243056] [DEBUG] [REMOTE    ] XYL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:23.243797] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 6 features, N/A% accuracy
[2025-11-25T23:56:23.243863] [INFO ] [LOCAL     ] XYL: Loaded 6 optimal features with 66.98% confidence from JSON config
[2025-11-25T23:56:23.243901] [DEBUG] [MAG       ] Building data for symbol: XYL with lookback: 0
[2025-11-25T23:56:23.244678] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:23.244754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:23.246837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:23.248612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:23.249156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:23.249561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:23.249612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:23.250370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:23.250496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:23.252766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:23.268682] [INFO ] [LOCAL     ] NVO: Saved forecast.
[2025-11-25T23:56:23.268809] [INFO ] [main      ] NVO: Signal=1 (Conf=100.0%), Magnitude=-1.86% (Conf=56.0234%)
[2025-11-25T23:56:23.269338] [INFO ] [main      ] Fetching symbol history for EHAB...
[2025-11-25T23:56:23.269400] [DEBUG] [REMOTE    ] EHAB: Fetching historical data.
[2025-11-25T23:56:23.269738] [INFO ] [main      ] Progress: 8/452 forecasts completed (1.8%). NVO finished in 0.7s. ETA: 1m 16s. Rate: 351.89 forecasts/min
[2025-11-25T23:56:23.282565] [DEBUG] [REMOTE    ] EHAB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:23.283661] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 5 features, N/A% accuracy
[2025-11-25T23:56:23.283730] [INFO ] [LOCAL     ] EHAB: Loaded 5 optimal features with 60.26% confidence from JSON config
[2025-11-25T23:56:23.283767] [DEBUG] [MAG       ] Building data for symbol: EHAB with lookback: 0
[2025-11-25T23:56:23.284739] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:23.284819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:23.285633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:23.287625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:23.289092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:23.290329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:23.291508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:23.292248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:23.292531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:23.293602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:23.582174] [DEBUG] [MAG       ] VALE: Last date is validated at 2025-11-25
[2025-11-25T23:56:23.590724] [DEBUG] [MAG       ] COP: Last date is validated at 2025-11-25
[2025-11-25T23:56:23.633720] [DEBUG] [MAG       ] XYL: Last date is validated at 2025-11-25
[2025-11-25T23:56:23.663005] [DEBUG] [MAG       ] EHAB: Last date is validated at 2025-11-25
[2025-11-25T23:56:23.752163] [DEBUG] [MAG       ] VALE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:23.758966] [DEBUG] [MAG       ] COP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:23.803660] [DEBUG] [MAG       ] XYL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:23.816031] [INFO ] [LOCAL     ] VALE: Saved forecast.
[2025-11-25T23:56:23.816296] [INFO ] [main      ] VALE: Signal=1 (Conf=100.0%), Magnitude=0.15% (Conf=53.6249%)
[2025-11-25T23:56:23.816795] [INFO ] [main      ] Fetching symbol history for SO...
[2025-11-25T23:56:23.816912] [DEBUG] [REMOTE    ] SO: Fetching historical data.
[2025-11-25T23:56:23.817712] [INFO ] [main      ] Progress: 9/452 forecasts completed (2.0%). VALE finished in 0.6s. ETA: 1m 34s. Rate: 282.42 forecasts/min
[2025-11-25T23:56:23.828204] [DEBUG] [REMOTE    ] SO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:23.828758] [DEBUG] [LOCAL     ] Loaded configuration for SO: 2 features, N/A% accuracy
[2025-11-25T23:56:23.828935] [INFO ] [LOCAL     ] SO: Loaded 2 optimal features with 46.66% confidence from JSON config
[2025-11-25T23:56:23.829035] [DEBUG] [MAG       ] Building data for symbol: SO with lookback: 0
[2025-11-25T23:56:23.829952] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:23.830082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:23.831856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:56:23.832806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:23.846949] [DEBUG] [MAG       ] EHAB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:23.869811] [INFO ] [LOCAL     ] COP: Saved forecast.
[2025-11-25T23:56:23.869931] [INFO ] [main      ] COP: Signal=1 (Conf=100.0%), Magnitude=-0.02% (Conf=63.2958%)
[2025-11-25T23:56:23.870119] [INFO ] [main      ] Fetching symbol history for ESAB...
[2025-11-25T23:56:23.870400] [DEBUG] [REMOTE    ] ESAB: Fetching historical data.
[2025-11-25T23:56:23.871267] [INFO ] [main      ] Progress: 10/452 forecasts completed (2.2%). COP finished in 0.6s. ETA: 1m 27s. Rate: 305.25 forecasts/min
[2025-11-25T23:56:23.881525] [DEBUG] [REMOTE    ] ESAB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:23.882494] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 7 features, N/A% accuracy
[2025-11-25T23:56:23.882578] [INFO ] [LOCAL     ] ESAB: Loaded 7 optimal features with 36.72% confidence from JSON config
[2025-11-25T23:56:23.882627] [DEBUG] [MAG       ] Building data for symbol: ESAB with lookback: 0
[2025-11-25T23:56:23.883465] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:23.883576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:23.885281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:23.885857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:23.886336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:23.886810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:56:23.888857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:23.893164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:56:23.894882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:23.916446] [INFO ] [LOCAL     ] XYL: Saved forecast.
[2025-11-25T23:56:23.916719] [INFO ] [main      ] XYL: Signal=1 (Conf=100.0%), Magnitude=1.30% (Conf=66.98%)
[2025-11-25T23:56:23.917134] [INFO ] [main      ] Fetching symbol history for CAH...
[2025-11-25T23:56:23.917253] [DEBUG] [REMOTE    ] CAH: Fetching historical data.
[2025-11-25T23:56:23.917287] [INFO ] [main      ] Progress: 11/452 forecasts completed (2.4%). XYL finished in 0.7s. ETA: 1m 21s. Rate: 328.10 forecasts/min
[2025-11-25T23:56:23.928910] [DEBUG] [REMOTE    ] CAH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:23.929990] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 10 features, N/A% accuracy
[2025-11-25T23:56:23.930111] [INFO ] [LOCAL     ] CAH: Loaded 10 optimal features with 41.88% confidence from JSON config
[2025-11-25T23:56:23.930208] [DEBUG] [MAG       ] Building data for symbol: CAH with lookback: 0
[2025-11-25T23:56:23.931060] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T23:56:23.931217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:23.936076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:23.937613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:23.939466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:23.940180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:23.941332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:23.943113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:23.944208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:56:23.944967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:23.946289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:56:23.948071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:23.987867] [INFO ] [LOCAL     ] EHAB: Saved forecast.
[2025-11-25T23:56:23.988183] [INFO ] [main      ] EHAB: Signal=1 (Conf=100.0%), Magnitude=2.95% (Conf=60.2595%)
[2025-11-25T23:56:23.988790] [INFO ] [main      ] Fetching symbol history for VTMX...
[2025-11-25T23:56:23.988911] [DEBUG] [REMOTE    ] VTMX: Fetching historical data.
[2025-11-25T23:56:23.989704] [INFO ] [main      ] Progress: 12/452 forecasts completed (2.7%). EHAB finished in 0.7s. ETA: 1m 16s. Rate: 345.48 forecasts/min
[2025-11-25T23:56:24.001890] [DEBUG] [REMOTE    ] VTMX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:24.003498] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, N/A% accuracy
[2025-11-25T23:56:24.003624] [INFO ] [LOCAL     ] VTMX: Loaded 2 optimal features with 55.13% confidence from JSON config
[2025-11-25T23:56:24.003746] [DEBUG] [MAG       ] Building data for symbol: VTMX with lookback: 0
[2025-11-25T23:56:24.004805] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:24.004940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:24.010247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:24.052894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:24.178994] [DEBUG] [MAG       ] SO: Last date is validated at 2025-11-25
[2025-11-25T23:56:24.233606] [DEBUG] [MAG       ] ESAB: Last date is validated at 2025-11-25
[2025-11-25T23:56:24.290815] [DEBUG] [MAG       ] CAH: Last date is validated at 2025-11-25
[2025-11-25T23:56:24.354315] [DEBUG] [MAG       ] SO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:24.403587] [DEBUG] [MAG       ] ESAB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:24.431342] [DEBUG] [MAG       ] VTMX: Last date is validated at 2025-11-25
[2025-11-25T23:56:24.438596] [INFO ] [LOCAL     ] SO: Saved forecast.
[2025-11-25T23:56:24.438735] [INFO ] [main      ] SO: Signal=1 (Conf=100.0%), Magnitude=0.65% (Conf=46.663%)
[2025-11-25T23:56:24.439111] [INFO ] [main      ] Fetching symbol history for ARI...
[2025-11-25T23:56:24.439176] [DEBUG] [REMOTE    ] ARI: Fetching historical data.
[2025-11-25T23:56:24.440447] [INFO ] [main      ] Progress: 13/452 forecasts completed (2.9%). SO finished in 0.6s. ETA: 1m 26s. Rate: 307.72 forecasts/min
[2025-11-25T23:56:24.450543] [DEBUG] [REMOTE    ] ARI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:24.451594] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 4 features, N/A% accuracy
[2025-11-25T23:56:24.451680] [INFO ] [LOCAL     ] ARI: Loaded 4 optimal features with 61.19% confidence from JSON config
[2025-11-25T23:56:24.451728] [DEBUG] [MAG       ] Building data for symbol: ARI with lookback: 0
[2025-11-25T23:56:24.452502] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:24.452577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:24.457435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:24.459243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:24.459766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:24.460185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:24.462932] [DEBUG] [MAG       ] CAH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:24.515243] [INFO ] [LOCAL     ] ESAB: Saved forecast.
[2025-11-25T23:56:24.515330] [INFO ] [main      ] ESAB: Signal=1 (Conf=100.0%), Magnitude=8.72% (Conf=36.7208%)
[2025-11-25T23:56:24.515676] [INFO ] [main      ] Progress: 14/452 forecasts completed (3.1%). ESAB finished in 0.6s. ETA: 1m 22s. Rate: 321.84 forecasts/min
[2025-11-25T23:56:24.515818] [INFO ] [main      ] Fetching symbol history for QBTS...
[2025-11-25T23:56:24.515875] [DEBUG] [REMOTE    ] QBTS: Fetching historical data.
[2025-11-25T23:56:24.526715] [DEBUG] [REMOTE    ] QBTS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:24.527591] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 8 features, N/A% accuracy
[2025-11-25T23:56:24.527688] [INFO ] [LOCAL     ] QBTS: Loaded 8 optimal features with 61.34% confidence from JSON config
[2025-11-25T23:56:24.527729] [DEBUG] [MAG       ] Building data for symbol: QBTS with lookback: 0
[2025-11-25T23:56:24.528496] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:24.528574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:24.529502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:56:24.533582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:24.535369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:24.535943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:24.537035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:24.538757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:24.539877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:56:24.540630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:24.624350] [DEBUG] [MAG       ] VTMX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:24.704033] [INFO ] [LOCAL     ] VTMX: Saved forecast.
[2025-11-25T23:56:24.704355] [INFO ] [main      ] VTMX: Signal=1 (Conf=100.0%), Magnitude=1.63% (Conf=55.1319%)
[2025-11-25T23:56:24.704659] [INFO ] [main      ] Fetching symbol history for WEX...
[2025-11-25T23:56:24.705067] [DEBUG] [REMOTE    ] WEX: Fetching historical data.
[2025-11-25T23:56:24.705524] [INFO ] [main      ] Progress: 15/452 forecasts completed (3.3%). VTMX finished in 0.7s. ETA: 1m 22s. Rate: 321.45 forecasts/min
[2025-11-25T23:56:24.719333] [DEBUG] [REMOTE    ] WEX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:24.720529] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 3 features, N/A% accuracy
[2025-11-25T23:56:24.720689] [INFO ] [LOCAL     ] WEX: Loaded 3 optimal features with 53.29% confidence from JSON config
[2025-11-25T23:56:24.720792] [DEBUG] [MAG       ] Building data for symbol: WEX with lookback: 0
[2025-11-25T23:56:24.721754] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:24.721885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:24.727007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:56:24.727913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:24.730020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:24.731484] [INFO ] [LOCAL     ] CAH: Saved forecast.
[2025-11-25T23:56:24.731764] [INFO ] [main      ] CAH: Signal=1 (Conf=100.0%), Magnitude=-0.03% (Conf=41.8755%)
[2025-11-25T23:56:24.731992] [INFO ] [main      ] Fetching symbol history for DKL...
[2025-11-25T23:56:24.732333] [DEBUG] [REMOTE    ] DKL: Fetching historical data.
[2025-11-25T23:56:24.733743] [INFO ] [main      ] Progress: 16/452 forecasts completed (3.5%). CAH finished in 0.8s. ETA: 1m 17s. Rate: 339.46 forecasts/min
[2025-11-25T23:56:24.743958] [DEBUG] [REMOTE    ] DKL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:24.744432] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 4 features, N/A% accuracy
[2025-11-25T23:56:24.744583] [INFO ] [LOCAL     ] DKL: Loaded 4 optimal features with 50.10% confidence from JSON config
[2025-11-25T23:56:24.744703] [DEBUG] [MAG       ] Building data for symbol: DKL with lookback: 0
[2025-11-25T23:56:24.745577] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:24.745754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:24.750626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:56:24.752513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:24.753599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:24.754868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:24.802719] [DEBUG] [MAG       ] ARI: Last date is validated at 2025-11-25
[2025-11-25T23:56:24.885117] [DEBUG] [MAG       ] QBTS: Last date is validated at 2025-11-25
[2025-11-25T23:56:24.980321] [DEBUG] [MAG       ] ARI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:25.040267] [INFO ] [LOCAL     ] ARI: Saved forecast.
[2025-11-25T23:56:25.040398] [INFO ] [main      ] ARI: Signal=1 (Conf=100.0%), Magnitude=1.72% (Conf=61.1927%)
[2025-11-25T23:56:25.040746] [INFO ] [main      ] Fetching symbol history for HUM...
[2025-11-25T23:56:25.041026] [DEBUG] [REMOTE    ] HUM: Fetching historical data.
[2025-11-25T23:56:25.042750] [INFO ] [main      ] Progress: 17/452 forecasts completed (3.8%). ARI finished in 0.6s. ETA: 1m 20s. Rate: 325.15 forecasts/min
[2025-11-25T23:56:25.053587] [DEBUG] [MAG       ] QBTS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:25.054031] [DEBUG] [REMOTE    ] HUM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:25.055177] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 1 features, N/A% accuracy
[2025-11-25T23:56:25.055295] [INFO ] [LOCAL     ] HUM: Loaded 1 optimal features with 52.75% confidence from JSON config
[2025-11-25T23:56:25.055431] [DEBUG] [MAG       ] Building data for symbol: HUM with lookback: 0
[2025-11-25T23:56:25.056685] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:56:25.056850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:25.060122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:25.093488] [DEBUG] [MAG       ] DKL: Last date is validated at 2025-11-25
[2025-11-25T23:56:25.108155] [DEBUG] [MAG       ] WEX: Last date is validated at 2025-11-25
[2025-11-25T23:56:25.154170] [INFO ] [LOCAL     ] QBTS: Saved forecast.
[2025-11-25T23:56:25.154400] [INFO ] [main      ] QBTS: Signal=1 (Conf=100.0%), Magnitude=-11.64% (Conf=61.3435%)
[2025-11-25T23:56:25.154632] [INFO ] [main      ] Fetching symbol history for TEL...
[2025-11-25T23:56:25.154766] [DEBUG] [REMOTE    ] TEL: Fetching historical data.
[2025-11-25T23:56:25.155781] [INFO ] [main      ] Progress: 18/452 forecasts completed (4.0%). QBTS finished in 0.6s. ETA: 1m 18s. Rate: 332.30 forecasts/min
[2025-11-25T23:56:25.165574] [DEBUG] [REMOTE    ] TEL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:25.166226] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 3 features, N/A% accuracy
[2025-11-25T23:56:25.166343] [INFO ] [LOCAL     ] TEL: Loaded 3 optimal features with 62.06% confidence from JSON config
[2025-11-25T23:56:25.166422] [DEBUG] [MAG       ] Building data for symbol: TEL with lookback: 0
[2025-11-25T23:56:25.167284] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:25.167556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:25.172514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:25.173583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:56:25.175231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:25.263032] [DEBUG] [MAG       ] DKL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:25.288690] [DEBUG] [MAG       ] WEX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:25.406194] [DEBUG] [MAG       ] HUM: Last date is validated at 2025-11-25
[2025-11-25T23:56:25.413467] [INFO ] [LOCAL     ] DKL: Saved forecast.
[2025-11-25T23:56:25.413570] [INFO ] [main      ] DKL: Signal=1 (Conf=100.0%), Magnitude=0.09% (Conf=50.0999%)
[2025-11-25T23:56:25.413966] [INFO ] [main      ] Fetching symbol history for FTHY...
[2025-11-25T23:56:25.414030] [DEBUG] [REMOTE    ] FTHY: Fetching historical data.
[2025-11-25T23:56:25.414664] [INFO ] [main      ] Progress: 19/452 forecasts completed (4.2%). DKL finished in 0.7s. ETA: 1m 20s. Rate: 324.88 forecasts/min
[2025-11-25T23:56:25.422594] [INFO ] [LOCAL     ] WEX: Saved forecast.
[2025-11-25T23:56:25.422794] [INFO ] [main      ] WEX: Signal=1 (Conf=100.0%), Magnitude=0.61% (Conf=53.2942%)
[2025-11-25T23:56:25.423353] [INFO ] [main      ] Progress: 20/452 forecasts completed (4.4%). WEX finished in 0.7s. ETA: 1m 16s. Rate: 341.13 forecasts/min
[2025-11-25T23:56:25.423568] [INFO ] [main      ] Fetching symbol history for BFLY...
[2025-11-25T23:56:25.423697] [DEBUG] [REMOTE    ] BFLY: Fetching historical data.
[2025-11-25T23:56:25.427230] [DEBUG] [REMOTE    ] FTHY: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:25.427708] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, N/A% accuracy
[2025-11-25T23:56:25.427770] [INFO ] [LOCAL     ] FTHY: Loaded 3 optimal features with 48.12% confidence from JSON config
[2025-11-25T23:56:25.427807] [DEBUG] [MAG       ] Building data for symbol: FTHY with lookback: 0
[2025-11-25T23:56:25.428562] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:25.428691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:25.430467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:25.431059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:25.431504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:25.438018] [DEBUG] [REMOTE    ] BFLY: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:25.439507] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 4 features, N/A% accuracy
[2025-11-25T23:56:25.439665] [INFO ] [LOCAL     ] BFLY: Loaded 4 optimal features with 51.48% confidence from JSON config
[2025-11-25T23:56:25.439770] [DEBUG] [MAG       ] Building data for symbol: BFLY with lookback: 0
[2025-11-25T23:56:25.440789] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:25.440922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:25.442870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:25.443508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:25.444430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T23:56:25.445213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:25.518680] [DEBUG] [MAG       ] TEL: Last date is validated at 2025-11-25
[2025-11-25T23:56:25.576198] [DEBUG] [MAG       ] HUM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:25.687423] [DEBUG] [MAG       ] TEL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:25.735270] [INFO ] [LOCAL     ] HUM: Saved forecast.
[2025-11-25T23:56:25.735522] [INFO ] [main      ] HUM: Signal=1 (Conf=100.0%), Magnitude=5.01% (Conf=52.7504%)
[2025-11-25T23:56:25.735968] [INFO ] [main      ] Fetching symbol history for BROS...
[2025-11-25T23:56:25.736123] [DEBUG] [REMOTE    ] BROS: Fetching historical data.
[2025-11-25T23:56:25.736433] [INFO ] [main      ] Progress: 21/452 forecasts completed (4.6%). HUM finished in 0.7s. ETA: 1m 19s. Rate: 328.92 forecasts/min
[2025-11-25T23:56:25.747862] [DEBUG] [REMOTE    ] BROS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:25.749227] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 10 features, N/A% accuracy
[2025-11-25T23:56:25.749353] [INFO ] [LOCAL     ] BROS: Loaded 10 optimal features with 51.07% confidence from JSON config
[2025-11-25T23:56:25.749452] [DEBUG] [MAG       ] Building data for symbol: BROS with lookback: 0
[2025-11-25T23:56:25.750380] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T23:56:25.750519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:25.755425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:25.756564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:25.758390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:25.758982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:25.760106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:25.761828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:56:25.762584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:56:25.763384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:25.764739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:56:25.770413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:25.770200] [DEBUG] [MAG       ] FTHY: Last date is validated at 2025-11-25
[2025-11-25T23:56:25.798842] [INFO ] [LOCAL     ] TEL: Saved forecast.
[2025-11-25T23:56:25.798975] [INFO ] [main      ] TEL: Signal=1 (Conf=100.0%), Magnitude=-1.40% (Conf=62.0592%)
[2025-11-25T23:56:25.799266] [INFO ] [main      ] Fetching symbol history for CRBG...
[2025-11-25T23:56:25.799604] [DEBUG] [REMOTE    ] CRBG: Fetching historical data.
[2025-11-25T23:56:25.799962] [INFO ] [main      ] Progress: 22/452 forecasts completed (4.9%). TEL finished in 0.6s. ETA: 1m 16s. Rate: 338.96 forecasts/min
[2025-11-25T23:56:25.799789] [DEBUG] [MAG       ] BFLY: Last date is validated at 2025-11-25
[2025-11-25T23:56:25.810662] [DEBUG] [REMOTE    ] CRBG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:25.811675] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 2 features, N/A% accuracy
[2025-11-25T23:56:25.811741] [INFO ] [LOCAL     ] CRBG: Loaded 2 optimal features with 60.57% confidence from JSON config
[2025-11-25T23:56:25.811781] [DEBUG] [MAG       ] Building data for symbol: CRBG with lookback: 0
[2025-11-25T23:56:25.812575] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:25.812660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:25.817512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:56:25.819329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:25.938449] [DEBUG] [MAG       ] FTHY: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:25.974977] [DEBUG] [MAG       ] BFLY: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:25.990718] [INFO ] [LOCAL     ] FTHY: Saved forecast.
[2025-11-25T23:56:25.990959] [INFO ] [main      ] FTHY: Signal=1 (Conf=100.0%), Magnitude=1.37% (Conf=48.1242%)
[2025-11-25T23:56:25.991185] [INFO ] [main      ] Fetching symbol history for AMRC...
[2025-11-25T23:56:25.991507] [DEBUG] [REMOTE    ] AMRC: Fetching historical data.
[2025-11-25T23:56:25.991762] [INFO ] [main      ] Progress: 23/452 forecasts completed (5.1%). FTHY finished in 0.6s. ETA: 1m 16s. Rate: 337.73 forecasts/min
[2025-11-25T23:56:26.002592] [DEBUG] [REMOTE    ] AMRC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:26.003190] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 5 features, N/A% accuracy
[2025-11-25T23:56:26.003254] [INFO ] [LOCAL     ] AMRC: Loaded 5 optimal features with 55.30% confidence from JSON config
[2025-11-25T23:56:26.003293] [DEBUG] [MAG       ] Building data for symbol: AMRC with lookback: 0
[2025-11-25T23:56:26.004276] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:26.004353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:26.044763] [INFO ] [LOCAL     ] BFLY: Saved forecast.
[2025-11-25T23:56:26.045119] [INFO ] [main      ] BFLY: Signal=1 (Conf=100.0%), Magnitude=6.20% (Conf=51.4805%)
[2025-11-25T23:56:26.045426] [INFO ] [main      ] Fetching symbol history for DHI...
[2025-11-25T23:56:26.045829] [DEBUG] [REMOTE    ] DHI: Fetching historical data.
[2025-11-25T23:56:26.046794] [INFO ] [main      ] Progress: 24/452 forecasts completed (5.3%). BFLY finished in 0.6s. ETA: 1m 14s. Rate: 347.73 forecasts/min
[2025-11-25T23:56:26.046834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:56:26.050202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:26.054692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:26.057175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:56:26.058001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:26.060336] [DEBUG] [REMOTE    ] DHI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:26.061690] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 5 features, N/A% accuracy
[2025-11-25T23:56:26.061762] [INFO ] [LOCAL     ] DHI: Loaded 5 optimal features with 50.77% confidence from JSON config
[2025-11-25T23:56:26.061991] [DEBUG] [MAG       ] Building data for symbol: DHI with lookback: 0
[2025-11-25T23:56:26.063132] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:26.063278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:26.068495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:26.070565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:26.071214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:26.118406] [DEBUG] [MAG       ] BROS: Last date is validated at 2025-11-25
[2025-11-25T23:56:26.165158] [DEBUG] [MAG       ] CRBG: Last date is validated at 2025-11-25
[2025-11-25T23:56:26.190926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:26.194535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:26.287471] [DEBUG] [MAG       ] BROS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:26.338161] [DEBUG] [MAG       ] CRBG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:26.396822] [DEBUG] [MAG       ] AMRC: Last date is validated at 2025-11-25
[2025-11-25T23:56:26.409682] [INFO ] [LOCAL     ] BROS: Saved forecast.
[2025-11-25T23:56:26.409955] [INFO ] [main      ] BROS: Signal=1 (Conf=100.0%), Magnitude=-1.03% (Conf=51.0686%)
[2025-11-25T23:56:26.410381] [INFO ] [main      ] Fetching symbol history for SITE...
[2025-11-25T23:56:26.410503] [DEBUG] [REMOTE    ] SITE: Fetching historical data.
[2025-11-25T23:56:26.410590] [INFO ] [main      ] Progress: 25/452 forecasts completed (5.5%). BROS finished in 0.7s. ETA: 1m 17s. Rate: 332.97 forecasts/min
[2025-11-25T23:56:26.418855] [INFO ] [LOCAL     ] CRBG: Saved forecast.
[2025-11-25T23:56:26.419117] [INFO ] [main      ] CRBG: Signal=1 (Conf=100.0%), Magnitude=4.99% (Conf=60.5689%)
[2025-11-25T23:56:26.419385] [INFO ] [main      ] Fetching symbol history for EDF...
[2025-11-25T23:56:26.419792] [DEBUG] [REMOTE    ] EDF: Fetching historical data.
[2025-11-25T23:56:26.420765] [INFO ] [main      ] Progress: 26/452 forecasts completed (5.8%). CRBG finished in 0.6s. ETA: 1m 14s. Rate: 345.51 forecasts/min
[2025-11-25T23:56:26.423911] [DEBUG] [REMOTE    ] SITE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:26.424782] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 3 features, N/A% accuracy
[2025-11-25T23:56:26.424920] [INFO ] [LOCAL     ] SITE: Loaded 3 optimal features with 42.13% confidence from JSON config
[2025-11-25T23:56:26.425057] [DEBUG] [MAG       ] Building data for symbol: SITE with lookback: 0
[2025-11-25T23:56:26.426060] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:26.426196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:26.429423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:26.430630] [DEBUG] [REMOTE    ] EDF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:26.431327] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 7 features, N/A% accuracy
[2025-11-25T23:56:26.431382] [INFO ] [LOCAL     ] EDF: Loaded 7 optimal features with 20.09% confidence from JSON config
[2025-11-25T23:56:26.431420] [DEBUG] [MAG       ] Building data for symbol: EDF with lookback: 0
[2025-11-25T23:56:26.432232] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:26.432310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:26.437132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:26.439621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:26.440983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:26.442878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:26.443474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:26.444765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:56:26.446890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:26.549691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:26.553112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:26.553905] [DEBUG] [MAG       ] DHI: Last date is validated at 2025-11-25
[2025-11-25T23:56:26.587859] [DEBUG] [MAG       ] AMRC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:26.684661] [INFO ] [LOCAL     ] AMRC: Saved forecast.
[2025-11-25T23:56:26.684907] [INFO ] [main      ] AMRC: Signal=1 (Conf=100.0%), Magnitude=6.81% (Conf=55.3045%)
[2025-11-25T23:56:26.685305] [INFO ] [main      ] Fetching symbol history for CCL...
[2025-11-25T23:56:26.685421] [DEBUG] [REMOTE    ] CCL: Fetching historical data.
[2025-11-25T23:56:26.685473] [INFO ] [main      ] Progress: 27/452 forecasts completed (6.0%). AMRC finished in 0.7s. ETA: 1m 15s. Rate: 338.93 forecasts/min
[2025-11-25T23:56:26.697125] [DEBUG] [REMOTE    ] CCL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:26.698014] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 4 features, N/A% accuracy
[2025-11-25T23:56:26.698138] [INFO ] [LOCAL     ] CCL: Loaded 4 optimal features with 46.09% confidence from JSON config
[2025-11-25T23:56:26.698237] [DEBUG] [MAG       ] Building data for symbol: CCL with lookback: 0
[2025-11-25T23:56:26.699143] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:26.699275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:26.701074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:26.701714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:26.702216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:56:26.703918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:26.727234] [DEBUG] [MAG       ] DHI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:26.790125] [DEBUG] [MAG       ] EDF: Last date is validated at 2025-11-25
[2025-11-25T23:56:26.846189] [INFO ] [LOCAL     ] DHI: Saved forecast.
[2025-11-25T23:56:26.846526] [INFO ] [main      ] DHI: Signal=1 (Conf=100.0%), Magnitude=5.04% (Conf=50.7726%)
[2025-11-25T23:56:26.846840] [INFO ] [main      ] Fetching symbol history for NMAI...
[2025-11-25T23:56:26.847369] [DEBUG] [REMOTE    ] NMAI: Fetching historical data.
[2025-11-25T23:56:26.847757] [INFO ] [main      ] Progress: 28/452 forecasts completed (6.2%). DHI finished in 0.8s. ETA: 1m 15s. Rate: 339.94 forecasts/min
[2025-11-25T23:56:26.861577] [DEBUG] [REMOTE    ] NMAI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:26.863039] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 8 features, N/A% accuracy
[2025-11-25T23:56:26.863167] [INFO ] [LOCAL     ] NMAI: Loaded 8 optimal features with 45.97% confidence from JSON config
[2025-11-25T23:56:26.863267] [DEBUG] [MAG       ] Building data for symbol: NMAI with lookback: 0
[2025-11-25T23:56:26.864496] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:26.864632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:26.870217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:26.872336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:26.872948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:26.873476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:26.875955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:26.900779] [DEBUG] [MAG       ] SITE: Last date is validated at 2025-11-25
[2025-11-25T23:56:26.915178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:26.916972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:56:26.919152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:26.964077] [DEBUG] [MAG       ] EDF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:27.059253] [DEBUG] [MAG       ] CCL: Last date is validated at 2025-11-25
[2025-11-25T23:56:27.075588] [DEBUG] [MAG       ] SITE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:27.079384] [INFO ] [LOCAL     ] EDF: Saved forecast.
[2025-11-25T23:56:27.079672] [INFO ] [main      ] EDF: Signal=1 (Conf=100.0%), Magnitude=1.08% (Conf=20.0937%)
[2025-11-25T23:56:27.079866] [INFO ] [main      ] Fetching symbol history for GL...
[2025-11-25T23:56:27.079977] [DEBUG] [REMOTE    ] GL: Fetching historical data.
[2025-11-25T23:56:27.081830] [INFO ] [main      ] Progress: 29/452 forecasts completed (6.4%). EDF finished in 0.7s. ETA: 1m 16s. Rate: 336.16 forecasts/min
[2025-11-25T23:56:27.091742] [DEBUG] [REMOTE    ] GL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:27.092887] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, N/A% accuracy
[2025-11-25T23:56:27.093007] [INFO ] [LOCAL     ] GL: Loaded 2 optimal features with 50.10% confidence from JSON config
[2025-11-25T23:56:27.093062] [DEBUG] [MAG       ] Building data for symbol: GL with lookback: 0
[2025-11-25T23:56:27.093926] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:27.094055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:27.098998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:27.100901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:27.185111] [INFO ] [LOCAL     ] SITE: Saved forecast.
[2025-11-25T23:56:27.185381] [INFO ] [main      ] SITE: Signal=1 (Conf=100.0%), Magnitude=4.57% (Conf=42.1265%)
[2025-11-25T23:56:27.185661] [INFO ] [main      ] Fetching symbol history for BRX...
[2025-11-25T23:56:27.185787] [DEBUG] [REMOTE    ] BRX: Fetching historical data.
[2025-11-25T23:56:27.186932] [INFO ] [main      ] Progress: 30/452 forecasts completed (6.6%). SITE finished in 0.8s. ETA: 1m 14s. Rate: 340.83 forecasts/min
[2025-11-25T23:56:27.198431] [DEBUG] [REMOTE    ] BRX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:27.199250] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 7 features, N/A% accuracy
[2025-11-25T23:56:27.199378] [INFO ] [LOCAL     ] BRX: Loaded 7 optimal features with 47.30% confidence from JSON config
[2025-11-25T23:56:27.199491] [DEBUG] [MAG       ] Building data for symbol: BRX with lookback: 0
[2025-11-25T23:56:27.200364] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:27.200505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:27.202314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:27.202940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:56:27.204892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:27.206951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:56:27.208277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:56:27.209029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:56:27.209825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:27.234188] [DEBUG] [MAG       ] CCL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:27.277799] [DEBUG] [MAG       ] NMAI: Last date is validated at 2025-11-25
[2025-11-25T23:56:27.311089] [INFO ] [LOCAL     ] CCL: Saved forecast.
[2025-11-25T23:56:27.311339] [INFO ] [main      ] CCL: Signal=1 (Conf=100.0%), Magnitude=-0.33% (Conf=46.0898%)
[2025-11-25T23:56:27.311754] [INFO ] [main      ] Fetching symbol history for CARS...
[2025-11-25T23:56:27.311874] [DEBUG] [REMOTE    ] CARS: Fetching historical data.
[2025-11-25T23:56:27.312727] [INFO ] [main      ] Progress: 31/452 forecasts completed (6.9%). CCL finished in 0.6s. ETA: 1m 13s. Rate: 344.00 forecasts/min
[2025-11-25T23:56:27.324036] [DEBUG] [REMOTE    ] CARS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:27.324858] [DEBUG] [LOCAL     ] No configuration file found for CARS
[2025-11-25T23:56:27.324974] [DEBUG] [MAG       ] Building data for symbol: CARS with lookback: 0
[2025-11-25T23:56:27.325903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:27.435065] [DEBUG] [MAG       ] GL: Last date is validated at 2025-11-25
[2025-11-25T23:56:27.475734] [DEBUG] [MAG       ] NMAI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:27.550043] [INFO ] [LOCAL     ] NMAI: Saved forecast.
[2025-11-25T23:56:27.550299] [INFO ] [main      ] NMAI: Signal=1 (Conf=90.0%), Magnitude=0.38% (Conf=45.9679%)
[2025-11-25T23:56:27.550533] [INFO ] [main      ] Fetching symbol history for KNF...
[2025-11-25T23:56:27.550895] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-11-25T23:56:27.551293] [INFO ] [main      ] Progress: 32/452 forecasts completed (7.1%). NMAI finished in 0.7s. ETA: 1m 14s. Rate: 340.09 forecasts/min
[2025-11-25T23:56:27.551039] [DEBUG] [MAG       ] BRX: Last date is validated at 2025-11-25
[2025-11-25T23:56:27.563136] [DEBUG] [REMOTE    ] KNF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:27.563945] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 7 features, N/A% accuracy
[2025-11-25T23:56:27.564006] [INFO ] [LOCAL     ] KNF: Loaded 7 optimal features with 57.67% confidence from JSON config
[2025-11-25T23:56:27.564044] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 0
[2025-11-25T23:56:27.564925] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:27.565025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:27.570101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:27.572070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:27.572587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:27.573522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:27.605699] [DEBUG] [MAG       ] GL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:27.612740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:27.661830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:27.679232] [DEBUG] [MAG       ] CARS: Last date is validated at 2025-11-25
[2025-11-25T23:56:27.702495] [INFO ] [LOCAL     ] GL: Saved forecast.
[2025-11-25T23:56:27.702584] [INFO ] [main      ] GL: Signal=1 (Conf=90.0%), Magnitude=2.71% (Conf=50.0981%)
[2025-11-25T23:56:27.702777] [INFO ] [main      ] Fetching symbol history for CTRA...
[2025-11-25T23:56:27.702838] [DEBUG] [REMOTE    ] CTRA: Fetching historical data.
[2025-11-25T23:56:27.704743] [INFO ] [main      ] Progress: 33/452 forecasts completed (7.3%). GL finished in 0.6s. ETA: 1m 14s. Rate: 341.43 forecasts/min
[2025-11-25T23:56:27.713717] [DEBUG] [REMOTE    ] CTRA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:27.714331] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 9 features, N/A% accuracy
[2025-11-25T23:56:27.714386] [INFO ] [LOCAL     ] CTRA: Loaded 9 optimal features with 46.89% confidence from JSON config
[2025-11-25T23:56:27.714425] [DEBUG] [MAG       ] Building data for symbol: CTRA with lookback: 0
[2025-11-25T23:56:27.715260] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:56:27.715338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:27.720101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:27.721875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:27.722367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:27.722819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:27.723763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:56:27.723953] [DEBUG] [MAG       ] BRX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:27.724461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:27.728666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:27.730026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:56:27.730760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:27.737232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:27.797282] [INFO ] [LOCAL     ] BRX: Saved forecast.
[2025-11-25T23:56:27.797568] [INFO ] [main      ] BRX: Signal=1 (Conf=90.0%), Magnitude=0.22% (Conf=47.3005%)
[2025-11-25T23:56:27.797997] [INFO ] [main      ] Fetching symbol history for WHD...
[2025-11-25T23:56:27.798122] [DEBUG] [REMOTE    ] WHD: Fetching historical data.
[2025-11-25T23:56:27.799096] [INFO ] [main      ] Progress: 34/452 forecasts completed (7.5%). BRX finished in 0.6s. ETA: 1m 12s. Rate: 346.15 forecasts/min
[2025-11-25T23:56:27.810811] [DEBUG] [REMOTE    ] WHD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:27.811400] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 9 features, N/A% accuracy
[2025-11-25T23:56:27.811530] [INFO ] [LOCAL     ] WHD: Loaded 9 optimal features with 56.35% confidence from JSON config
[2025-11-25T23:56:27.811661] [DEBUG] [MAG       ] Building data for symbol: WHD with lookback: 0
[2025-11-25T23:56:27.812560] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:56:27.812737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:27.818169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:27.820851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:27.823813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:27.825666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:27.826235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:27.827374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:27.829130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:27.830311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:56:27.831112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:27.856772] [DEBUG] [MAG       ] CARS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:27.924202] [INFO ] [LOCAL     ] CARS: Saved forecast.
[2025-11-25T23:56:27.924451] [INFO ] [main      ] CARS: Signal=1 (Conf=90.0%), Magnitude=7.03% (Conf=0%)
[2025-11-25T23:56:27.924879] [INFO ] [main      ] Fetching symbol history for NXE...
[2025-11-25T23:56:27.924997] [DEBUG] [REMOTE    ] NXE: Fetching historical data.
[2025-11-25T23:56:27.925730] [INFO ] [main      ] Progress: 35/452 forecasts completed (7.7%). CARS finished in 0.6s. ETA: 1m 12s. Rate: 348.83 forecasts/min
[2025-11-25T23:56:27.936326] [DEBUG] [REMOTE    ] NXE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:27.937131] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 2 features, N/A% accuracy
[2025-11-25T23:56:27.937256] [INFO ] [LOCAL     ] NXE: Loaded 2 optimal features with 53.33% confidence from JSON config
[2025-11-25T23:56:27.937378] [DEBUG] [MAG       ] Building data for symbol: NXE with lookback: 0
[2025-11-25T23:56:27.938360] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:27.938501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:27.943770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:27.986081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:28.066219] [DEBUG] [MAG       ] CTRA: Last date is validated at 2025-11-25
[2025-11-25T23:56:28.079691] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-11-25
[2025-11-25T23:56:28.177765] [DEBUG] [MAG       ] WHD: Last date is validated at 2025-11-25
[2025-11-25T23:56:28.232552] [DEBUG] [MAG       ] CTRA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:28.251124] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:28.311664] [INFO ] [LOCAL     ] CTRA: Saved forecast.
[2025-11-25T23:56:28.311899] [INFO ] [main      ] CTRA: Signal=1 (Conf=90.0%), Magnitude=0.24% (Conf=46.8873%)
[2025-11-25T23:56:28.312121] [INFO ] [main      ] Fetching symbol history for VTEX...
[2025-11-25T23:56:28.312229] [DEBUG] [REMOTE    ] VTEX: Fetching historical data.
[2025-11-25T23:56:28.314723] [INFO ] [main      ] Progress: 36/452 forecasts completed (8.0%). CTRA finished in 0.6s. ETA: 1m 14s. Rate: 337.02 forecasts/min
[2025-11-25T23:56:28.323670] [DEBUG] [REMOTE    ] VTEX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:28.324727] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 4 features, N/A% accuracy
[2025-11-25T23:56:28.324847] [INFO ] [LOCAL     ] VTEX: Loaded 4 optimal features with 62.99% confidence from JSON config
[2025-11-25T23:56:28.324945] [DEBUG] [MAG       ] Building data for symbol: VTEX with lookback: 0
[2025-11-25T23:56:28.325781] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:28.325909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:28.330756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:28.332553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:28.333074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:28.333473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:28.336596] [DEBUG] [MAG       ] NXE: Last date is validated at 2025-11-25
[2025-11-25T23:56:28.350184] [DEBUG] [MAG       ] WHD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:28.363817] [INFO ] [LOCAL     ] KNF: Saved forecast.
[2025-11-25T23:56:28.364057] [INFO ] [main      ] KNF: Signal=1 (Conf=90.0%), Magnitude=1.63% (Conf=57.6717%)
[2025-11-25T23:56:28.364285] [INFO ] [main      ] Fetching symbol history for HPE...
[2025-11-25T23:56:28.364396] [DEBUG] [REMOTE    ] HPE: Fetching historical data.
[2025-11-25T23:56:28.365323] [INFO ] [main      ] Progress: 37/452 forecasts completed (8.2%). KNF finished in 0.8s. ETA: 1m 12s. Rate: 343.67 forecasts/min
[2025-11-25T23:56:28.375965] [DEBUG] [REMOTE    ] HPE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:28.376627] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 2 features, N/A% accuracy
[2025-11-25T23:56:28.376772] [INFO ] [LOCAL     ] HPE: Loaded 2 optimal features with 58.69% confidence from JSON config
[2025-11-25T23:56:28.376870] [DEBUG] [MAG       ] Building data for symbol: HPE with lookback: 0
[2025-11-25T23:56:28.377765] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:28.377897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:28.450787] [INFO ] [LOCAL     ] WHD: Saved forecast.
[2025-11-25T23:56:28.451017] [INFO ] [main      ] WHD: Signal=1 (Conf=90.0%), Magnitude=0.38% (Conf=56.3482%)
[2025-11-25T23:56:28.451245] [INFO ] [main      ] Fetching symbol history for BIPH...
[2025-11-25T23:56:28.451354] [DEBUG] [REMOTE    ] BIPH: Fetching historical data.
[2025-11-25T23:56:28.452744] [INFO ] [main      ] Progress: 38/452 forecasts completed (8.4%). WHD finished in 0.7s. ETA: 1m 11s. Rate: 348.25 forecasts/min
[2025-11-25T23:56:28.463176] [DEBUG] [REMOTE    ] BIPH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:28.463661] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 8 features, N/A% accuracy
[2025-11-25T23:56:28.463828] [INFO ] [LOCAL     ] BIPH: Loaded 8 optimal features with 51.65% confidence from JSON config
[2025-11-25T23:56:28.463925] [DEBUG] [MAG       ] Building data for symbol: BIPH with lookback: 0
[2025-11-25T23:56:28.464799] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:28.464932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:28.469808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:28.471668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:28.472224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:28.472714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:28.476878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:28.477444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:28.478582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:56:28.480611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:28.486387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:28.487735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:28.507485] [DEBUG] [MAG       ] NXE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:28.570953] [INFO ] [LOCAL     ] NXE: Saved forecast.
[2025-11-25T23:56:28.571210] [INFO ] [main      ] NXE: Signal=1 (Conf=90.0%), Magnitude=5.02% (Conf=53.3323%)
[2025-11-25T23:56:28.571612] [INFO ] [main      ] Fetching symbol history for CNK...
[2025-11-25T23:56:28.571763] [DEBUG] [REMOTE    ] CNK: Fetching historical data.
[2025-11-25T23:56:28.571728] [INFO ] [main      ] Progress: 39/452 forecasts completed (8.6%). NXE finished in 0.6s. ETA: 1m 11s. Rate: 351.03 forecasts/min
[2025-11-25T23:56:28.582789] [DEBUG] [REMOTE    ] CNK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:28.583823] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 6 features, N/A% accuracy
[2025-11-25T23:56:28.583947] [INFO ] [LOCAL     ] CNK: Loaded 6 optimal features with 53.39% confidence from JSON config
[2025-11-25T23:56:28.584045] [DEBUG] [MAG       ] Building data for symbol: CNK with lookback: 0
[2025-11-25T23:56:28.584909] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:28.585042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:28.586862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:28.587493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:28.588054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:28.588529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:28.638058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:28.639545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:28.668612] [DEBUG] [MAG       ] VTEX: Last date is validated at 2025-11-25
[2025-11-25T23:56:28.818275] [DEBUG] [MAG       ] BIPH: Last date is validated at 2025-11-25
[2025-11-25T23:56:28.830691] [DEBUG] [MAG       ] HPE: Last date is validated at 2025-11-25
[2025-11-25T23:56:28.837046] [DEBUG] [MAG       ] VTEX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:28.900764] [INFO ] [LOCAL     ] VTEX: Saved forecast.
[2025-11-25T23:56:28.900911] [INFO ] [main      ] VTEX: Signal=1 (Conf=90.0%), Magnitude=3.12% (Conf=62.9904%)
[2025-11-25T23:56:28.901109] [INFO ] [main      ] Fetching symbol history for VOC...
[2025-11-25T23:56:28.901171] [DEBUG] [REMOTE    ] VOC: Fetching historical data.
[2025-11-25T23:56:28.902740] [INFO ] [main      ] Progress: 40/452 forecasts completed (8.8%). VTEX finished in 0.6s. ETA: 1m 12s. Rate: 343.00 forecasts/min
[2025-11-25T23:56:28.912697] [DEBUG] [REMOTE    ] VOC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:28.914269] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 1 features, N/A% accuracy
[2025-11-25T23:56:28.914345] [INFO ] [LOCAL     ] VOC: Loaded 1 optimal features with 43.92% confidence from JSON config
[2025-11-25T23:56:28.914457] [DEBUG] [MAG       ] Building data for symbol: VOC with lookback: 0
[2025-11-25T23:56:28.915316] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:56:28.915397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:28.920312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:28.987945] [DEBUG] [MAG       ] BIPH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:28.989006] [DEBUG] [MAG       ] CNK: Last date is validated at 2025-11-25
[2025-11-25T23:56:29.001624] [DEBUG] [MAG       ] HPE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:29.052924] [INFO ] [LOCAL     ] BIPH: Saved forecast.
[2025-11-25T23:56:29.053176] [INFO ] [main      ] BIPH: Signal=1 (Conf=90.0%), Magnitude=0.68% (Conf=51.646%)
[2025-11-25T23:56:29.053426] [INFO ] [main      ] Fetching symbol history for EDN...
[2025-11-25T23:56:29.053538] [DEBUG] [REMOTE    ] EDN: Fetching historical data.
[2025-11-25T23:56:29.054033] [INFO ] [main      ] Progress: 41/452 forecasts completed (9.1%). BIPH finished in 0.6s. ETA: 1m 12s. Rate: 344.14 forecasts/min
[2025-11-25T23:56:29.065702] [DEBUG] [REMOTE    ] EDN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:29.066725] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, N/A% accuracy
[2025-11-25T23:56:29.066800] [INFO ] [LOCAL     ] EDN: Loaded 5 optimal features with 62.21% confidence from JSON config
[2025-11-25T23:56:29.066923] [DEBUG] [MAG       ] Building data for symbol: EDN with lookback: 0
[2025-11-25T23:56:29.067809] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:29.067893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:29.069664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:29.070251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:29.071930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:56:29.072876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:56:29.074222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:29.081314] [INFO ] [LOCAL     ] HPE: Saved forecast.
[2025-11-25T23:56:29.081439] [INFO ] [main      ] HPE: Signal=1 (Conf=90.0%), Magnitude=3.11% (Conf=58.6856%)
[2025-11-25T23:56:29.081624] [INFO ] [main      ] Fetching symbol history for ICE...
[2025-11-25T23:56:29.081706] [DEBUG] [REMOTE    ] ICE: Fetching historical data.
[2025-11-25T23:56:29.081967] [INFO ] [main      ] Progress: 42/452 forecasts completed (9.3%). HPE finished in 0.7s. ETA: 1m 10s. Rate: 351.16 forecasts/min
[2025-11-25T23:56:29.095005] [DEBUG] [REMOTE    ] ICE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:29.095481] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 8 features, N/A% accuracy
[2025-11-25T23:56:29.095548] [INFO ] [LOCAL     ] ICE: Loaded 8 optimal features with 68.43% confidence from JSON config
[2025-11-25T23:56:29.095596] [DEBUG] [MAG       ] Building data for symbol: ICE with lookback: 0
[2025-11-25T23:56:29.096515] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:29.096607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:29.098431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:29.099000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:29.099463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:29.099955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:56:29.102919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:29.104007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T23:56:29.104731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:56:29.105493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:29.163100] [DEBUG] [MAG       ] CNK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:29.245603] [INFO ] [LOCAL     ] CNK: Saved forecast.
[2025-11-25T23:56:29.245912] [INFO ] [main      ] CNK: Signal=1 (Conf=90.0%), Magnitude=3.36% (Conf=53.3928%)
[2025-11-25T23:56:29.246335] [INFO ] [main      ] Fetching symbol history for IHS...
[2025-11-25T23:56:29.246457] [DEBUG] [REMOTE    ] IHS: Fetching historical data.
[2025-11-25T23:56:29.246744] [INFO ] [main      ] Progress: 43/452 forecasts completed (9.5%). CNK finished in 0.7s. ETA: 1m 10s. Rate: 351.45 forecasts/min
[2025-11-25T23:56:29.257297] [DEBUG] [MAG       ] VOC: Last date is validated at 2025-11-25
[2025-11-25T23:56:29.257964] [DEBUG] [REMOTE    ] IHS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:29.258582] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 5 features, N/A% accuracy
[2025-11-25T23:56:29.258666] [INFO ] [LOCAL     ] IHS: Loaded 5 optimal features with 39.05% confidence from JSON config
[2025-11-25T23:56:29.258734] [DEBUG] [MAG       ] Building data for symbol: IHS with lookback: 0
[2025-11-25T23:56:29.259546] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:29.259631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:29.261445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:29.262050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:29.262510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:29.377656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:29.379297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:29.419338] [DEBUG] [MAG       ] EDN: Last date is validated at 2025-11-25
[2025-11-25T23:56:29.424886] [DEBUG] [MAG       ] VOC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:29.464366] [DEBUG] [MAG       ] ICE: Last date is validated at 2025-11-25
[2025-11-25T23:56:29.477754] [INFO ] [LOCAL     ] VOC: Saved forecast.
[2025-11-25T23:56:29.477918] [INFO ] [main      ] VOC: Signal=1 (Conf=90.0%), Magnitude=-1.12% (Conf=43.918%)
[2025-11-25T23:56:29.478418] [INFO ] [main      ] Fetching symbol history for ZETA...
[2025-11-25T23:56:29.478535] [DEBUG] [REMOTE    ] ZETA: Fetching historical data.
[2025-11-25T23:56:29.478734] [INFO ] [main      ] Progress: 44/452 forecasts completed (9.7%). VOC finished in 0.6s. ETA: 1m 10s. Rate: 348.60 forecasts/min
[2025-11-25T23:56:29.490325] [DEBUG] [REMOTE    ] ZETA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:29.491010] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 5 features, N/A% accuracy
[2025-11-25T23:56:29.491130] [INFO ] [LOCAL     ] ZETA: Loaded 5 optimal features with 46.00% confidence from JSON config
[2025-11-25T23:56:29.491228] [DEBUG] [MAG       ] Building data for symbol: ZETA with lookback: 0
[2025-11-25T23:56:29.492124] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:29.492254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:29.493203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:29.588371] [DEBUG] [MAG       ] EDN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:29.602199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:29.643567] [DEBUG] [MAG       ] ICE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:29.644550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:56:29.645485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:29.682062] [INFO ] [LOCAL     ] EDN: Saved forecast.
[2025-11-25T23:56:29.682272] [INFO ] [main      ] EDN: Signal=1 (Conf=90.0%), Magnitude=7.25% (Conf=62.2149%)
[2025-11-25T23:56:29.682510] [INFO ] [main      ] Fetching symbol history for LII...
[2025-11-25T23:56:29.682629] [DEBUG] [REMOTE    ] LII: Fetching historical data.
[2025-11-25T23:56:29.683041] [INFO ] [main      ] Progress: 45/452 forecasts completed (10.0%). EDN finished in 0.6s. ETA: 1m 10s. Rate: 347.16 forecasts/min
[2025-11-25T23:56:29.696516] [DEBUG] [REMOTE    ] LII: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:29.697416] [DEBUG] [LOCAL     ] Loaded configuration for LII: 1 features, N/A% accuracy
[2025-11-25T23:56:29.697552] [INFO ] [LOCAL     ] LII: Loaded 1 optimal features with 52.72% confidence from JSON config
[2025-11-25T23:56:29.697668] [DEBUG] [MAG       ] Building data for symbol: LII with lookback: 0
[2025-11-25T23:56:29.698633] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:56:29.698790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:29.721946] [DEBUG] [MAG       ] IHS: Last date is validated at 2025-11-25
[2025-11-25T23:56:29.724665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:29.738366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:29.757626] [INFO ] [LOCAL     ] ICE: Saved forecast.
[2025-11-25T23:56:29.757909] [INFO ] [main      ] ICE: Signal=1 (Conf=90.0%), Magnitude=0.99% (Conf=68.4337%)
[2025-11-25T23:56:29.758147] [INFO ] [main      ] Fetching symbol history for CTRE...
[2025-11-25T23:56:29.758262] [DEBUG] [REMOTE    ] CTRE: Fetching historical data.
[2025-11-25T23:56:29.759854] [INFO ] [main      ] Progress: 46/452 forecasts completed (10.2%). ICE finished in 0.7s. ETA: 1m 9s. Rate: 351.41 forecasts/min
[2025-11-25T23:56:29.770148] [DEBUG] [REMOTE    ] CTRE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:29.771356] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 5 features, N/A% accuracy
[2025-11-25T23:56:29.771478] [INFO ] [LOCAL     ] CTRE: Loaded 5 optimal features with 54.19% confidence from JSON config
[2025-11-25T23:56:29.771575] [DEBUG] [MAG       ] Building data for symbol: CTRE with lookback: 0
[2025-11-25T23:56:29.772439] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:29.772568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:29.774333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:29.774932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:29.775442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:29.775937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:29.778465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:29.892163] [DEBUG] [MAG       ] IHS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:29.949444] [INFO ] [LOCAL     ] IHS: Saved forecast.
[2025-11-25T23:56:29.949701] [INFO ] [main      ] IHS: Signal=1 (Conf=90.0%), Magnitude=2.81% (Conf=39.0465%)
[2025-11-25T23:56:29.950102] [INFO ] [main      ] Fetching symbol history for ABCL...
[2025-11-25T23:56:29.950216] [DEBUG] [REMOTE    ] ABCL: Fetching historical data.
[2025-11-25T23:56:29.950739] [INFO ] [main      ] Progress: 47/452 forecasts completed (10.4%). IHS finished in 0.7s. ETA: 1m 9s. Rate: 350.53 forecasts/min
[2025-11-25T23:56:29.961235] [DEBUG] [REMOTE    ] ABCL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:29.961821] [DEBUG] [LOCAL     ] No configuration file found for ABCL
[2025-11-25T23:56:29.961940] [DEBUG] [MAG       ] Building data for symbol: ABCL with lookback: 0
[2025-11-25T23:56:29.962802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:30.074023] [DEBUG] [MAG       ] ZETA: Last date is validated at 2025-11-25
[2025-11-25T23:56:30.075848] [DEBUG] [MAG       ] LII: Last date is validated at 2025-11-25
[2025-11-25T23:56:30.119103] [DEBUG] [MAG       ] CTRE: Last date is validated at 2025-11-25
[2025-11-25T23:56:30.241723] [DEBUG] [MAG       ] LII: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:30.245251] [DEBUG] [MAG       ] ZETA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:30.285820] [DEBUG] [MAG       ] CTRE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:30.308348] [DEBUG] [MAG       ] ABCL: Last date is validated at 2025-11-25
[2025-11-25T23:56:30.350088] [INFO ] [LOCAL     ] ZETA: Saved forecast.
[2025-11-25T23:56:30.350320] [INFO ] [main      ] ZETA: Signal=1 (Conf=90.0%), Magnitude=-3.40% (Conf=46.0024%)
[2025-11-25T23:56:30.350583] [INFO ] [main      ] Fetching symbol history for GRX...
[2025-11-25T23:56:30.350719] [DEBUG] [REMOTE    ] GRX: Fetching historical data.
[2025-11-25T23:56:30.351144] [INFO ] [main      ] Progress: 48/452 forecasts completed (10.6%). ZETA finished in 0.9s. ETA: 1m 11s. Rate: 341.01 forecasts/min
[2025-11-25T23:56:30.360633] [INFO ] [LOCAL     ] CTRE: Saved forecast.
[2025-11-25T23:56:30.360881] [INFO ] [main      ] CTRE: Signal=1 (Conf=90.0%), Magnitude=0.63% (Conf=54.1858%)
[2025-11-25T23:56:30.361105] [INFO ] [main      ] Fetching symbol history for OBDC...
[2025-11-25T23:56:30.361220] [DEBUG] [REMOTE    ] OBDC: Fetching historical data.
[2025-11-25T23:56:30.361744] [DEBUG] [REMOTE    ] GRX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:30.361963] [INFO ] [main      ] Progress: 49/452 forecasts completed (10.8%). CTRE finished in 0.6s. ETA: 1m 10s. Rate: 347.67 forecasts/min
[2025-11-25T23:56:30.362836] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 9 features, N/A% accuracy
[2025-11-25T23:56:30.362977] [INFO ] [LOCAL     ] GRX: Loaded 9 optimal features with 67.36% confidence from JSON config
[2025-11-25T23:56:30.363673] [DEBUG] [MAG       ] Building data for symbol: GRX with lookback: 0
[2025-11-25T23:56:30.364660] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:56:30.364798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:30.370274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:30.372223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:30.372601] [DEBUG] [REMOTE    ] OBDC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:30.372869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:30.373594] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 4 features, N/A% accuracy
[2025-11-25T23:56:30.373747] [INFO ] [LOCAL     ] OBDC: Loaded 4 optimal features with 48.76% confidence from JSON config
[2025-11-25T23:56:30.373845] [DEBUG] [MAG       ] Building data for symbol: OBDC with lookback: 0
[2025-11-25T23:56:30.374068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:30.374702] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:30.374841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:30.375849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:56:30.376007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:30.376767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:30.377197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:56:30.378034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:56:30.379093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:56:30.379170] [INFO ] [LOCAL     ] LII: Saved forecast.
[2025-11-25T23:56:30.379385] [INFO ] [main      ] LII: Signal=1 (Conf=90.0%), Magnitude=-0.87% (Conf=52.7203%)
[2025-11-25T23:56:30.379540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:56:30.379683] [INFO ] [main      ] Fetching symbol history for SUZ...
[2025-11-25T23:56:30.379814] [DEBUG] [REMOTE    ] SUZ: Fetching historical data.
[2025-11-25T23:56:30.380062] [INFO ] [main      ] Progress: 50/452 forecasts completed (11.1%). LII finished in 0.7s. ETA: 1m 8s. Rate: 354.01 forecasts/min
[2025-11-25T23:56:30.379971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:30.380822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:30.391087] [DEBUG] [REMOTE    ] SUZ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:30.391597] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 2 features, N/A% accuracy
[2025-11-25T23:56:30.391673] [INFO ] [LOCAL     ] SUZ: Loaded 2 optimal features with 61.98% confidence from JSON config
[2025-11-25T23:56:30.391714] [DEBUG] [MAG       ] Building data for symbol: SUZ with lookback: 0
[2025-11-25T23:56:30.392481] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:30.392554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:30.430849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:56:30.432464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:30.482540] [DEBUG] [MAG       ] ABCL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:30.536899] [INFO ] [LOCAL     ] ABCL: Saved forecast.
[2025-11-25T23:56:30.537116] [INFO ] [main      ] ABCL: Signal=1 (Conf=90.0%), Magnitude=-3.20% (Conf=0%)
[2025-11-25T23:56:30.537521] [INFO ] [main      ] Fetching symbol history for YUMC...
[2025-11-25T23:56:30.537654] [DEBUG] [REMOTE    ] YUMC: Fetching historical data.
[2025-11-25T23:56:30.537726] [INFO ] [main      ] Progress: 51/452 forecasts completed (11.3%). ABCL finished in 0.6s. ETA: 1m 8s. Rate: 354.49 forecasts/min
[2025-11-25T23:56:30.548734] [DEBUG] [REMOTE    ] YUMC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:30.549360] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 3 features, N/A% accuracy
[2025-11-25T23:56:30.549416] [INFO ] [LOCAL     ] YUMC: Loaded 3 optimal features with 49.37% confidence from JSON config
[2025-11-25T23:56:30.549454] [DEBUG] [MAG       ] Building data for symbol: YUMC with lookback: 0
[2025-11-25T23:56:30.550239] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:30.550312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:30.551206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:30.553672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:56:30.554379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:30.714075] [DEBUG] [MAG       ] OBDC: Last date is validated at 2025-11-25
[2025-11-25T23:56:30.747534] [DEBUG] [MAG       ] GRX: Last date is validated at 2025-11-25
[2025-11-25T23:56:30.769762] [DEBUG] [MAG       ] SUZ: Last date is validated at 2025-11-25
[2025-11-25T23:56:30.882963] [DEBUG] [MAG       ] OBDC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:30.887889] [DEBUG] [MAG       ] YUMC: Last date is validated at 2025-11-25
[2025-11-25T23:56:30.926391] [DEBUG] [MAG       ] GRX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:30.938638] [DEBUG] [MAG       ] SUZ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:30.947158] [INFO ] [LOCAL     ] OBDC: Saved forecast.
[2025-11-25T23:56:30.947400] [INFO ] [main      ] OBDC: Signal=1 (Conf=90.0%), Magnitude=-0.23% (Conf=48.7647%)
[2025-11-25T23:56:30.947633] [INFO ] [main      ] Fetching symbol history for TEX...
[2025-11-25T23:56:30.947764] [DEBUG] [REMOTE    ] TEX: Fetching historical data.
[2025-11-25T23:56:30.948835] [INFO ] [main      ] Progress: 52/452 forecasts completed (11.5%). OBDC finished in 0.6s. ETA: 1m 10s. Rate: 345.01 forecasts/min
[2025-11-25T23:56:30.959174] [DEBUG] [REMOTE    ] TEX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:30.960292] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 5 features, N/A% accuracy
[2025-11-25T23:56:30.960366] [INFO ] [LOCAL     ] TEX: Loaded 5 optimal features with 38.05% confidence from JSON config
[2025-11-25T23:56:30.960473] [DEBUG] [MAG       ] Building data for symbol: TEX with lookback: 0
[2025-11-25T23:56:30.961358] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:30.961442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:30.966363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:30.968232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:30.968758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:30.969277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:56:30.970517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:30.991234] [INFO ] [LOCAL     ] GRX: Saved forecast.
[2025-11-25T23:56:30.991359] [INFO ] [main      ] GRX: Signal=1 (Conf=90.0%), Magnitude=0.51% (Conf=67.3628%)
[2025-11-25T23:56:30.991537] [INFO ] [main      ] Fetching symbol history for EVN...
[2025-11-25T23:56:30.991602] [DEBUG] [REMOTE    ] EVN: Fetching historical data.
[2025-11-25T23:56:30.991979] [INFO ] [main      ] Progress: 53/452 forecasts completed (11.7%). GRX finished in 0.6s. ETA: 1m 8s. Rate: 349.98 forecasts/min
[2025-11-25T23:56:30.996868] [INFO ] [LOCAL     ] SUZ: Saved forecast.
[2025-11-25T23:56:30.996963] [INFO ] [main      ] SUZ: Signal=1 (Conf=90.0%), Magnitude=-0.31% (Conf=61.9798%)
[2025-11-25T23:56:30.997147] [INFO ] [main      ] Fetching symbol history for VSTS...
[2025-11-25T23:56:30.997216] [DEBUG] [REMOTE    ] VSTS: Fetching historical data.
[2025-11-25T23:56:30.997799] [INFO ] [main      ] Progress: 54/452 forecasts completed (11.9%). SUZ finished in 0.6s. ETA: 1m 7s. Rate: 356.35 forecasts/min
[2025-11-25T23:56:31.003726] [DEBUG] [REMOTE    ] EVN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:31.004825] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 8 features, N/A% accuracy
[2025-11-25T23:56:31.004963] [INFO ] [LOCAL     ] EVN: Loaded 8 optimal features with 58.91% confidence from JSON config
[2025-11-25T23:56:31.005075] [DEBUG] [MAG       ] Building data for symbol: EVN with lookback: 0
[2025-11-25T23:56:31.006036] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:31.006184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:31.008882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:31.009833] [DEBUG] [REMOTE    ] VSTS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:31.010859] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 7 features, N/A% accuracy
[2025-11-25T23:56:31.010925] [INFO ] [LOCAL     ] VSTS: Loaded 7 optimal features with 54.97% confidence from JSON config
[2025-11-25T23:56:31.010964] [DEBUG] [MAG       ] Building data for symbol: VSTS with lookback: 0
[2025-11-25T23:56:31.011799] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:31.011875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:31.016607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:56:31.017406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:31.019185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:31.019709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:31.020816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:56:31.022810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T23:56:31.025524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:31.061555] [DEBUG] [MAG       ] YUMC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:31.127430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:31.129793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:31.155361] [INFO ] [LOCAL     ] YUMC: Saved forecast.
[2025-11-25T23:56:31.155457] [INFO ] [main      ] YUMC: Signal=1 (Conf=90.0%), Magnitude=-0.19% (Conf=49.3652%)
[2025-11-25T23:56:31.155847] [INFO ] [main      ] Fetching symbol history for GNRC...
[2025-11-25T23:56:31.155911] [DEBUG] [REMOTE    ] GNRC: Fetching historical data.
[2025-11-25T23:56:31.156717] [INFO ] [main      ] Progress: 55/452 forecasts completed (12.2%). YUMC finished in 0.6s. ETA: 1m 7s. Rate: 356.72 forecasts/min
[2025-11-25T23:56:31.167226] [DEBUG] [REMOTE    ] GNRC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:31.167848] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, N/A% accuracy
[2025-11-25T23:56:31.167964] [INFO ] [LOCAL     ] GNRC: Loaded 3 optimal features with 61.92% confidence from JSON config
[2025-11-25T23:56:31.168059] [DEBUG] [MAG       ] Building data for symbol: GNRC with lookback: 0
[2025-11-25T23:56:31.168922] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:31.169051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:31.173891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:56:31.174734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:31.176761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:31.211081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:31.213319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:31.213972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:31.215217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:56:31.217310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:31.307349] [DEBUG] [MAG       ] TEX: Last date is validated at 2025-11-25
[2025-11-25T23:56:31.362715] [DEBUG] [MAG       ] VSTS: Last date is validated at 2025-11-25
[2025-11-25T23:56:31.474589] [DEBUG] [MAG       ] TEX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:31.513569] [DEBUG] [MAG       ] GNRC: Last date is validated at 2025-11-25
[2025-11-25T23:56:31.529697] [DEBUG] [MAG       ] VSTS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:31.567884] [DEBUG] [MAG       ] EVN: Last date is validated at 2025-11-25
[2025-11-25T23:56:31.569835] [INFO ] [LOCAL     ] TEX: Saved forecast.
[2025-11-25T23:56:31.569930] [INFO ] [main      ] TEX: Signal=1 (Conf=90.0%), Magnitude=0.07% (Conf=38.0518%)
[2025-11-25T23:56:31.570104] [INFO ] [main      ] Fetching symbol history for OHI...
[2025-11-25T23:56:31.570156] [DEBUG] [REMOTE    ] OHI: Fetching historical data.
[2025-11-25T23:56:31.571022] [INFO ] [main      ] Progress: 56/452 forecasts completed (12.4%). TEX finished in 0.6s. ETA: 1m 8s. Rate: 347.63 forecasts/min
[2025-11-25T23:56:31.582959] [DEBUG] [REMOTE    ] OHI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:31.583723] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 6 features, N/A% accuracy
[2025-11-25T23:56:31.583805] [INFO ] [LOCAL     ] OHI: Loaded 6 optimal features with 57.69% confidence from JSON config
[2025-11-25T23:56:31.583910] [DEBUG] [MAG       ] Building data for symbol: OHI with lookback: 0
[2025-11-25T23:56:31.584812] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:31.584900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:31.589948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:31.591851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:31.592352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:31.592864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:31.606215] [INFO ] [LOCAL     ] VSTS: Saved forecast.
[2025-11-25T23:56:31.606442] [INFO ] [main      ] VSTS: Signal=1 (Conf=90.0%), Magnitude=1.47% (Conf=54.9689%)
[2025-11-25T23:56:31.606684] [INFO ] [main      ] Fetching symbol history for OXM...
[2025-11-25T23:56:31.606799] [DEBUG] [REMOTE    ] OXM: Fetching historical data.
[2025-11-25T23:56:31.606903] [INFO ] [main      ] Progress: 57/452 forecasts completed (12.6%). VSTS finished in 0.6s. ETA: 1m 7s. Rate: 352.53 forecasts/min
[2025-11-25T23:56:31.618144] [DEBUG] [REMOTE    ] OXM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:31.618776] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 4 features, N/A% accuracy
[2025-11-25T23:56:31.618893] [INFO ] [LOCAL     ] OXM: Loaded 4 optimal features with 49.10% confidence from JSON config
[2025-11-25T23:56:31.618990] [DEBUG] [MAG       ] Building data for symbol: OXM with lookback: 0
[2025-11-25T23:56:31.619809] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:31.619935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:31.624769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:56:31.625692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:56:31.626466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:31.627686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:31.632093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:56:31.633055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:31.683778] [DEBUG] [MAG       ] GNRC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:31.737538] [DEBUG] [MAG       ] EVN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:31.802126] [INFO ] [LOCAL     ] EVN: Saved forecast.
[2025-11-25T23:56:31.802344] [INFO ] [main      ] EVN: Signal=1 (Conf=90.0%), Magnitude=-0.37% (Conf=58.914%)
[2025-11-25T23:56:31.802571] [INFO ] [main      ] Fetching symbol history for SE...
[2025-11-25T23:56:31.802697] [DEBUG] [REMOTE    ] SE: Fetching historical data.
[2025-11-25T23:56:31.802918] [INFO ] [main      ] Progress: 58/452 forecasts completed (12.8%). EVN finished in 0.8s. ETA: 1m 7s. Rate: 351.61 forecasts/min
[2025-11-25T23:56:31.814191] [DEBUG] [REMOTE    ] SE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:31.814798] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, N/A% accuracy
[2025-11-25T23:56:31.814866] [INFO ] [LOCAL     ] SE: Loaded 4 optimal features with 70.88% confidence from JSON config
[2025-11-25T23:56:31.814969] [DEBUG] [MAG       ] Building data for symbol: SE with lookback: 0
[2025-11-25T23:56:31.816215] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:31.816299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:31.821221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:31.823071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:31.823621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:31.825708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:31.839285] [INFO ] [LOCAL     ] GNRC: Saved forecast.
[2025-11-25T23:56:31.839370] [INFO ] [main      ] GNRC: Signal=1 (Conf=90.0%), Magnitude=1.73% (Conf=61.9159%)
[2025-11-25T23:56:31.839669] [INFO ] [main      ] Fetching symbol history for JHX...
[2025-11-25T23:56:31.839733] [DEBUG] [REMOTE    ] JHX: Fetching historical data.
[2025-11-25T23:56:31.840540] [INFO ] [main      ] Progress: 59/452 forecasts completed (13.1%). GNRC finished in 0.7s. ETA: 1m 6s. Rate: 356.32 forecasts/min
[2025-11-25T23:56:31.850541] [DEBUG] [REMOTE    ] JHX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:31.851192] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, N/A% accuracy
[2025-11-25T23:56:31.851254] [INFO ] [LOCAL     ] JHX: Loaded 2 optimal features with 49.40% confidence from JSON config
[2025-11-25T23:56:31.851292] [DEBUG] [MAG       ] Building data for symbol: JHX with lookback: 0
[2025-11-25T23:56:31.852096] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:31.852168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:31.853060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:31.854090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:31.964208] [DEBUG] [MAG       ] OXM: Last date is validated at 2025-11-25
[2025-11-25T23:56:31.968442] [DEBUG] [MAG       ] OHI: Last date is validated at 2025-11-25
[2025-11-25T23:56:32.131349] [DEBUG] [MAG       ] OXM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:32.136055] [DEBUG] [MAG       ] OHI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:32.161133] [DEBUG] [MAG       ] SE: Last date is validated at 2025-11-25
[2025-11-25T23:56:32.186881] [DEBUG] [MAG       ] JHX: Last date is validated at 2025-11-25
[2025-11-25T23:56:32.214442] [INFO ] [LOCAL     ] OHI: Saved forecast.
[2025-11-25T23:56:32.214533] [INFO ] [main      ] OHI: Signal=1 (Conf=90.0%), Magnitude=0.21% (Conf=57.6911%)
[2025-11-25T23:56:32.214715] [INFO ] [main      ] Fetching symbol history for BEPI...
[2025-11-25T23:56:32.214776] [DEBUG] [REMOTE    ] BEPI: Fetching historical data.
[2025-11-25T23:56:32.215836] [INFO ] [main      ] Progress: 60/452 forecasts completed (13.3%). OHI finished in 0.6s. ETA: 1m 7s. Rate: 349.17 forecasts/min
[2025-11-25T23:56:32.225102] [DEBUG] [REMOTE    ] BEPI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:32.225959] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 6 features, N/A% accuracy
[2025-11-25T23:56:32.226024] [INFO ] [LOCAL     ] BEPI: Loaded 6 optimal features with 69.71% confidence from JSON config
[2025-11-25T23:56:32.226064] [DEBUG] [MAG       ] Building data for symbol: BEPI with lookback: 0
[2025-11-25T23:56:32.226853] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:32.226921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:32.237241] [INFO ] [LOCAL     ] OXM: Saved forecast.
[2025-11-25T23:56:32.237328] [INFO ] [main      ] OXM: Signal=1 (Conf=90.0%), Magnitude=3.08% (Conf=49.0998%)
[2025-11-25T23:56:32.237499] [INFO ] [main      ] Fetching symbol history for JKS...
[2025-11-25T23:56:32.237550] [DEBUG] [REMOTE    ] JKS: Fetching historical data.
[2025-11-25T23:56:32.237958] [INFO ] [main      ] Progress: 61/452 forecasts completed (13.5%). OXM finished in 0.6s. ETA: 1m 6s. Rate: 354.23 forecasts/min
[2025-11-25T23:56:32.248728] [DEBUG] [REMOTE    ] JKS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:32.249753] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 6 features, N/A% accuracy
[2025-11-25T23:56:32.249819] [INFO ] [LOCAL     ] JKS: Loaded 6 optimal features with 57.11% confidence from JSON config
[2025-11-25T23:56:32.249859] [DEBUG] [MAG       ] Building data for symbol: JKS with lookback: 0
[2025-11-25T23:56:32.250629] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:32.250724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:32.255570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:32.256621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:32.259357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:32.262141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:56:32.263807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:56:32.265461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:32.302446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:32.303592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:56:32.306508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T23:56:32.308943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:56:32.312886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:56:32.313630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:32.332181] [DEBUG] [MAG       ] SE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:32.353905] [DEBUG] [MAG       ] JHX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:32.441969] [INFO ] [LOCAL     ] JHX: Saved forecast.
[2025-11-25T23:56:32.442061] [INFO ] [main      ] JHX: Signal=1 (Conf=90.0%), Magnitude=13.64% (Conf=49.3991%)
[2025-11-25T23:56:32.442398] [INFO ] [main      ] Fetching symbol history for ETO...
[2025-11-25T23:56:32.442455] [DEBUG] [REMOTE    ] ETO: Fetching historical data.
[2025-11-25T23:56:32.442733] [INFO ] [main      ] Progress: 62/452 forecasts completed (13.7%). JHX finished in 0.6s. ETA: 1m 6s. Rate: 353.04 forecasts/min
[2025-11-25T23:56:32.453609] [DEBUG] [REMOTE    ] ETO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:32.454583] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 3 features, N/A% accuracy
[2025-11-25T23:56:32.454674] [INFO ] [LOCAL     ] ETO: Loaded 3 optimal features with 55.91% confidence from JSON config
[2025-11-25T23:56:32.454733] [DEBUG] [MAG       ] Building data for symbol: ETO with lookback: 0
[2025-11-25T23:56:32.455497] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:32.455563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:32.459384] [INFO ] [LOCAL     ] SE: Saved forecast.
[2025-11-25T23:56:32.459484] [INFO ] [main      ] SE: Signal=1 (Conf=90.0%), Magnitude=-3.85% (Conf=70.8826%)
[2025-11-25T23:56:32.459906] [INFO ] [main      ] Fetching symbol history for RMI...
[2025-11-25T23:56:32.459985] [DEBUG] [REMOTE    ] RMI: Fetching historical data.
[2025-11-25T23:56:32.460492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:32.461701] [INFO ] [main      ] Progress: 63/452 forecasts completed (13.9%). SE finished in 0.7s. ETA: 1m 5s. Rate: 358.09 forecasts/min
[2025-11-25T23:56:32.462329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:32.462912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:32.472357] [DEBUG] [REMOTE    ] RMI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:32.473059] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 6 features, N/A% accuracy
[2025-11-25T23:56:32.473122] [INFO ] [LOCAL     ] RMI: Loaded 6 optimal features with 51.96% confidence from JSON config
[2025-11-25T23:56:32.473161] [DEBUG] [MAG       ] Building data for symbol: RMI with lookback: 0
[2025-11-25T23:56:32.474015] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:32.474092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:32.475053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:32.476375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:32.478361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:32.478964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:32.480165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:56:32.482265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:32.618762] [DEBUG] [MAG       ] JKS: Last date is validated at 2025-11-25
[2025-11-25T23:56:32.650842] [DEBUG] [MAG       ] BEPI: Last date is validated at 2025-11-25
[2025-11-25T23:56:32.790164] [DEBUG] [MAG       ] JKS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:32.800546] [DEBUG] [MAG       ] ETO: Last date is validated at 2025-11-25
[2025-11-25T23:56:32.818284] [DEBUG] [MAG       ] BEPI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:32.832484] [DEBUG] [MAG       ] RMI: Last date is validated at 2025-11-25
[2025-11-25T23:56:32.877631] [INFO ] [LOCAL     ] BEPI: Saved forecast.
[2025-11-25T23:56:32.877882] [INFO ] [main      ] BEPI: Signal=1 (Conf=90.0%), Magnitude=0.19% (Conf=69.7114%)
[2025-11-25T23:56:32.878287] [INFO ] [main      ] Progress: 64/452 forecasts completed (14.2%). BEPI finished in 0.7s. ETA: 1m 7s. Rate: 349.96 forecasts/min
[2025-11-25T23:56:32.878474] [INFO ] [main      ] Fetching symbol history for AMN...
[2025-11-25T23:56:32.878577] [DEBUG] [REMOTE    ] AMN: Fetching historical data.
[2025-11-25T23:56:32.884118] [INFO ] [LOCAL     ] JKS: Saved forecast.
[2025-11-25T23:56:32.884351] [INFO ] [main      ] JKS: Signal=1 (Conf=90.0%), Magnitude=-1.65% (Conf=57.1141%)
[2025-11-25T23:56:32.884572] [INFO ] [main      ] Fetching symbol history for BILL...
[2025-11-25T23:56:32.884712] [DEBUG] [REMOTE    ] BILL: Fetching historical data.
[2025-11-25T23:56:32.886024] [INFO ] [main      ] Progress: 65/452 forecasts completed (14.4%). JKS finished in 0.6s. ETA: 1m 5s. Rate: 355.18 forecasts/min
[2025-11-25T23:56:32.889937] [DEBUG] [REMOTE    ] AMN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:32.890324] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 4 features, N/A% accuracy
[2025-11-25T23:56:32.890420] [INFO ] [LOCAL     ] AMN: Loaded 4 optimal features with 46.50% confidence from JSON config
[2025-11-25T23:56:32.890476] [DEBUG] [MAG       ] Building data for symbol: AMN with lookback: 0
[2025-11-25T23:56:32.891284] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:32.891463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:32.892273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:32.896596] [DEBUG] [REMOTE    ] BILL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:32.897301] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 3 features, N/A% accuracy
[2025-11-25T23:56:32.897471] [INFO ] [LOCAL     ] BILL: Loaded 3 optimal features with 57.35% confidence from JSON config
[2025-11-25T23:56:32.897568] [DEBUG] [MAG       ] Building data for symbol: BILL with lookback: 0
[2025-11-25T23:56:32.898413] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:32.898544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:32.903443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:32.904965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T23:56:32.907446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:32.965842] [DEBUG] [MAG       ] ETO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:32.966056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:32.968482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:32.970018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:33.008019] [DEBUG] [MAG       ] RMI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:33.028349] [INFO ] [LOCAL     ] ETO: Saved forecast.
[2025-11-25T23:56:33.028573] [INFO ] [main      ] ETO: Signal=1 (Conf=90.0%), Magnitude=-0.90% (Conf=55.911%)
[2025-11-25T23:56:33.028988] [INFO ] [main      ] Fetching symbol history for INVH...
[2025-11-25T23:56:33.029104] [DEBUG] [REMOTE    ] INVH: Fetching historical data.
[2025-11-25T23:56:33.029721] [INFO ] [main      ] Progress: 66/452 forecasts completed (14.6%). ETO finished in 0.6s. ETA: 1m 5s. Rate: 355.99 forecasts/min
[2025-11-25T23:56:33.040754] [DEBUG] [REMOTE    ] INVH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:33.041464] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 5 features, N/A% accuracy
[2025-11-25T23:56:33.041582] [INFO ] [LOCAL     ] INVH: Loaded 5 optimal features with 49.45% confidence from JSON config
[2025-11-25T23:56:33.041697] [DEBUG] [MAG       ] Building data for symbol: INVH with lookback: 0
[2025-11-25T23:56:33.042520] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:33.042665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:33.044415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:33.045027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:33.045505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:33.047964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:33.086010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:33.115909] [INFO ] [LOCAL     ] RMI: Saved forecast.
[2025-11-25T23:56:33.116148] [INFO ] [main      ] RMI: Signal=1 (Conf=90.0%), Magnitude=0.65% (Conf=51.9606%)
[2025-11-25T23:56:33.116374] [INFO ] [main      ] Fetching symbol history for GPI...
[2025-11-25T23:56:33.116488] [DEBUG] [REMOTE    ] GPI: Fetching historical data.
[2025-11-25T23:56:33.117751] [INFO ] [main      ] Progress: 67/452 forecasts completed (14.8%). RMI finished in 0.7s. ETA: 1m 4s. Rate: 358.54 forecasts/min
[2025-11-25T23:56:33.128090] [DEBUG] [REMOTE    ] GPI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:33.128693] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 6 features, N/A% accuracy
[2025-11-25T23:56:33.128812] [INFO ] [LOCAL     ] GPI: Loaded 6 optimal features with 60.62% confidence from JSON config
[2025-11-25T23:56:33.128910] [DEBUG] [MAG       ] Building data for symbol: GPI with lookback: 0
[2025-11-25T23:56:33.129796] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:33.129935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:33.135700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:33.137767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:33.138448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:33.138967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:33.250317] [DEBUG] [MAG       ] BILL: Last date is validated at 2025-11-25
[2025-11-25T23:56:33.259133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:33.261736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:33.307109] [DEBUG] [MAG       ] AMN: Last date is validated at 2025-11-25
[2025-11-25T23:56:33.419243] [DEBUG] [MAG       ] BILL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:33.424338] [DEBUG] [MAG       ] INVH: Last date is validated at 2025-11-25
[2025-11-25T23:56:33.475270] [DEBUG] [MAG       ] AMN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:33.540310] [INFO ] [LOCAL     ] BILL: Saved forecast.
[2025-11-25T23:56:33.540550] [INFO ] [main      ] BILL: Signal=1 (Conf=90.0%), Magnitude=-1.37% (Conf=57.352%)
[2025-11-25T23:56:33.540973] [INFO ] [main      ] Fetching symbol history for GGB...
[2025-11-25T23:56:33.541090] [DEBUG] [REMOTE    ] GGB: Fetching historical data.
[2025-11-25T23:56:33.541729] [INFO ] [main      ] Progress: 68/452 forecasts completed (15.0%). BILL finished in 0.7s. ETA: 1m 6s. Rate: 350.63 forecasts/min
[2025-11-25T23:56:33.553690] [DEBUG] [REMOTE    ] GGB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:33.554335] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 5 features, N/A% accuracy
[2025-11-25T23:56:33.554405] [INFO ] [LOCAL     ] GGB: Loaded 5 optimal features with 34.19% confidence from JSON config
[2025-11-25T23:56:33.554511] [DEBUG] [MAG       ] Building data for symbol: GGB with lookback: 0
[2025-11-25T23:56:33.555437] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:33.555523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:33.560514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:33.562389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:33.562928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:33.563401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:33.564224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:33.579131] [INFO ] [LOCAL     ] AMN: Saved forecast.
[2025-11-25T23:56:33.579367] [INFO ] [main      ] AMN: Signal=1 (Conf=90.0%), Magnitude=2.16% (Conf=46.496%)
[2025-11-25T23:56:33.579821] [INFO ] [main      ] Fetching symbol history for CIF...
[2025-11-25T23:56:33.579935] [DEBUG] [REMOTE    ] CIF: Fetching historical data.
[2025-11-25T23:56:33.580834] [INFO ] [main      ] Progress: 69/452 forecasts completed (15.3%). AMN finished in 0.7s. ETA: 1m 5s. Rate: 354.60 forecasts/min
[2025-11-25T23:56:33.590158] [DEBUG] [REMOTE    ] CIF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:33.590387] [DEBUG] [MAG       ] INVH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:33.591191] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 0 features, N/A% accuracy
[2025-11-25T23:56:33.591270] [INFO ] [LOCAL     ] CIF: Loaded 0 optimal features with 16.43% confidence from JSON config
[2025-11-25T23:56:33.591309] [DEBUG] [MAG       ] Building data for symbol: CIF with lookback: 0
[2025-11-25T23:56:33.592097] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T23:56:33.618070] [DEBUG] [MAG       ] GPI: Last date is validated at 2025-11-25
[2025-11-25T23:56:33.661049] [INFO ] [LOCAL     ] INVH: Saved forecast.
[2025-11-25T23:56:33.661288] [INFO ] [main      ] INVH: Signal=1 (Conf=90.0%), Magnitude=0.34% (Conf=49.4506%)
[2025-11-25T23:56:33.661514] [INFO ] [main      ] Fetching symbol history for FMN...
[2025-11-25T23:56:33.661627] [DEBUG] [REMOTE    ] FMN: Fetching historical data.
[2025-11-25T23:56:33.662518] [INFO ] [main      ] Progress: 70/452 forecasts completed (15.5%). INVH finished in 0.6s. ETA: 1m 4s. Rate: 357.24 forecasts/min
[2025-11-25T23:56:33.672954] [DEBUG] [REMOTE    ] FMN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:33.673500] [DEBUG] [LOCAL     ] No configuration file found for FMN
[2025-11-25T23:56:33.673620] [DEBUG] [MAG       ] Building data for symbol: FMN with lookback: 0
[2025-11-25T23:56:33.674458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:33.795592] [DEBUG] [MAG       ] GPI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:33.910636] [DEBUG] [MAG       ] GGB: Last date is validated at 2025-11-25
[2025-11-25T23:56:33.925174] [DEBUG] [MAG       ] CIF: Last date is validated at 2025-11-25
[2025-11-25T23:56:33.925858] [INFO ] [LOCAL     ] GPI: Saved forecast.
[2025-11-25T23:56:33.926063] [INFO ] [main      ] GPI: Signal=1 (Conf=90.0%), Magnitude=-1.77% (Conf=60.6211%)
[2025-11-25T23:56:33.926476] [INFO ] [main      ] Fetching symbol history for EAF...
[2025-11-25T23:56:33.926591] [DEBUG] [REMOTE    ] EAF: Fetching historical data.
[2025-11-25T23:56:33.926722] [INFO ] [main      ] Progress: 71/452 forecasts completed (15.7%). GPI finished in 0.8s. ETA: 1m 5s. Rate: 354.38 forecasts/min
[2025-11-25T23:56:33.942406] [DEBUG] [REMOTE    ] EAF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:33.943666] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 5 features, N/A% accuracy
[2025-11-25T23:56:33.943750] [INFO ] [LOCAL     ] EAF: Loaded 5 optimal features with 49.83% confidence from JSON config
[2025-11-25T23:56:33.943862] [DEBUG] [MAG       ] Building data for symbol: EAF with lookback: 0
[2025-11-25T23:56:33.944779] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:33.944897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:33.946718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:33.947266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:33.948269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:33.950390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:56:33.951939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:34.012073] [DEBUG] [MAG       ] FMN: Last date is validated at 2025-11-25
[2025-11-25T23:56:34.085261] [DEBUG] [MAG       ] GGB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:34.141113] [INFO ] [LOCAL     ] GGB: Saved forecast.
[2025-11-25T23:56:34.141368] [INFO ] [main      ] GGB: Signal=1 (Conf=90.0%), Magnitude=0.27% (Conf=34.1898%)
[2025-11-25T23:56:34.141614] [INFO ] [main      ] Fetching symbol history for KFY...
[2025-11-25T23:56:34.141758] [DEBUG] [REMOTE    ] KFY: Fetching historical data.
[2025-11-25T23:56:34.142870] [INFO ] [main      ] Progress: 72/452 forecasts completed (15.9%). GGB finished in 0.6s. ETA: 1m 5s. Rate: 353.02 forecasts/min
[2025-11-25T23:56:34.154356] [DEBUG] [REMOTE    ] KFY: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:34.155552] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 5 features, N/A% accuracy
[2025-11-25T23:56:34.155637] [INFO ] [LOCAL     ] KFY: Loaded 5 optimal features with 55.48% confidence from JSON config
[2025-11-25T23:56:34.155715] [DEBUG] [MAG       ] Building data for symbol: KFY with lookback: 0
[2025-11-25T23:56:34.156519] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:34.156601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:34.158527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:34.159315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:34.159764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:56:34.162696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:56:34.164894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:34.180843] [DEBUG] [MAG       ] FMN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:34.183505] [DEBUG] [MAG       ] CIF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:34.229977] [INFO ] [LOCAL     ] CIF: Saved forecast.
[2025-11-25T23:56:34.230098] [INFO ] [main      ] CIF: Signal=1 (Conf=90.0%), Magnitude=-0.27% (Conf=16.4296%)
[2025-11-25T23:56:34.230278] [INFO ] [main      ] Fetching symbol history for GPJA...
[2025-11-25T23:56:34.230340] [DEBUG] [REMOTE    ] GPJA: Fetching historical data.
[2025-11-25T23:56:34.230800] [INFO ] [LOCAL     ] FMN: Saved forecast.
[2025-11-25T23:56:34.230885] [INFO ] [main      ] FMN: Signal=1 (Conf=90.0%), Magnitude=0.06% (Conf=0%)
[2025-11-25T23:56:34.231039] [INFO ] [main      ] Fetching symbol history for CTBB...
[2025-11-25T23:56:34.231115] [DEBUG] [REMOTE    ] CTBB: Fetching historical data.
[2025-11-25T23:56:34.231892] [INFO ] [main      ] Progress: 73/452 forecasts completed (16.2%). CIF finished in 0.6s. ETA: 1m 4s. Rate: 355.34 forecasts/min
[2025-11-25T23:56:34.232439] [INFO ] [main      ] Progress: 74/452 forecasts completed (16.4%). FMN finished in 0.6s. ETA: 1m 3s. Rate: 360.19 forecasts/min
[2025-11-25T23:56:34.242013] [DEBUG] [REMOTE    ] CTBB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:34.242760] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, N/A% accuracy
[2025-11-25T23:56:34.242879] [INFO ] [LOCAL     ] CTBB: Loaded 4 optimal features with 65.02% confidence from JSON config
[2025-11-25T23:56:34.242976] [DEBUG] [MAG       ] Building data for symbol: CTBB with lookback: 0
[2025-11-25T23:56:34.243816] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:34.243945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:34.245190] [DEBUG] [REMOTE    ] GPJA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:34.245808] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 3 features, N/A% accuracy
[2025-11-25T23:56:34.245920] [INFO ] [LOCAL     ] GPJA: Loaded 3 optimal features with 53.36% confidence from JSON config
[2025-11-25T23:56:34.245997] [DEBUG] [MAG       ] Building data for symbol: GPJA with lookback: 0
[2025-11-25T23:56:34.247140] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:34.247251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:34.249155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:34.250502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:56:34.252090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T23:56:34.254038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:34.254495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:34.255011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:34.256054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:34.298106] [DEBUG] [MAG       ] EAF: Last date is validated at 2025-11-25
[2025-11-25T23:56:34.473035] [DEBUG] [MAG       ] EAF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:34.513519] [DEBUG] [MAG       ] KFY: Last date is validated at 2025-11-25
[2025-11-25T23:56:34.561603] [INFO ] [LOCAL     ] EAF: Saved forecast.
[2025-11-25T23:56:34.561864] [INFO ] [main      ] EAF: Signal=1 (Conf=90.0%), Magnitude=1.02% (Conf=49.8336%)
[2025-11-25T23:56:34.562121] [INFO ] [main      ] Fetching symbol history for EVTC...
[2025-11-25T23:56:34.562235] [DEBUG] [REMOTE    ] EVTC: Fetching historical data.
[2025-11-25T23:56:34.563943] [INFO ] [main      ] Progress: 75/452 forecasts completed (16.6%). EAF finished in 0.6s. ETA: 1m 4s. Rate: 355.50 forecasts/min
[2025-11-25T23:56:34.574059] [DEBUG] [REMOTE    ] EVTC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:34.575053] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 2 features, N/A% accuracy
[2025-11-25T23:56:34.575119] [INFO ] [LOCAL     ] EVTC: Loaded 2 optimal features with 59.91% confidence from JSON config
[2025-11-25T23:56:34.575158] [DEBUG] [MAG       ] Building data for symbol: EVTC with lookback: 0
[2025-11-25T23:56:34.575967] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:34.576066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:34.580896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:34.581787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:34.591066] [DEBUG] [MAG       ] CTBB: Last date is validated at 2025-11-25
[2025-11-25T23:56:34.593854] [DEBUG] [MAG       ] GPJA: Last date is validated at 2025-11-25
[2025-11-25T23:56:34.760469] [DEBUG] [MAG       ] GPJA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:34.771279] [DEBUG] [MAG       ] KFY: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:34.821718] [INFO ] [LOCAL     ] GPJA: Saved forecast.
[2025-11-25T23:56:34.821947] [INFO ] [main      ] GPJA: Signal=1 (Conf=90.0%), Magnitude=1.04% (Conf=53.3616%)
[2025-11-25T23:56:34.822171] [INFO ] [main      ] Fetching symbol history for GSBD...
[2025-11-25T23:56:34.822283] [DEBUG] [REMOTE    ] GSBD: Fetching historical data.
[2025-11-25T23:56:34.823035] [INFO ] [main      ] Progress: 76/452 forecasts completed (16.8%). GPJA finished in 0.6s. ETA: 1m 4s. Rate: 353.01 forecasts/min
[2025-11-25T23:56:34.833173] [DEBUG] [REMOTE    ] GSBD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:34.833739] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 6 features, N/A% accuracy
[2025-11-25T23:56:34.833857] [INFO ] [LOCAL     ] GSBD: Loaded 6 optimal features with 62.10% confidence from JSON config
[2025-11-25T23:56:34.833954] [DEBUG] [MAG       ] Building data for symbol: GSBD with lookback: 0
[2025-11-25T23:56:34.834805] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:34.834936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:34.839844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:34.840732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:34.843111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:34.844099] [DEBUG] [MAG       ] CTBB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:34.861779] [INFO ] [LOCAL     ] KFY: Saved forecast.
[2025-11-25T23:56:34.862027] [INFO ] [main      ] KFY: Signal=1 (Conf=90.0%), Magnitude=3.27% (Conf=55.4778%)
[2025-11-25T23:56:34.862263] [INFO ] [main      ] Fetching symbol history for HEI...
[2025-11-25T23:56:34.862377] [DEBUG] [REMOTE    ] HEI: Fetching historical data.
[2025-11-25T23:56:34.862925] [INFO ] [main      ] Progress: 77/452 forecasts completed (17.0%). KFY finished in 0.7s. ETA: 1m 3s. Rate: 356.56 forecasts/min
[2025-11-25T23:56:34.874149] [DEBUG] [REMOTE    ] HEI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:34.874969] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, N/A% accuracy
[2025-11-25T23:56:34.875095] [INFO ] [LOCAL     ] HEI: Loaded 2 optimal features with 46.45% confidence from JSON config
[2025-11-25T23:56:34.875197] [DEBUG] [MAG       ] Building data for symbol: HEI with lookback: 0
[2025-11-25T23:56:34.876098] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:34.876234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:34.879132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T23:56:34.881752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:34.892977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:56:34.894212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:56:34.896131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:34.909463] [INFO ] [LOCAL     ] CTBB: Saved forecast.
[2025-11-25T23:56:34.909558] [INFO ] [main      ] CTBB: Signal=1 (Conf=90.0%), Magnitude=1.36% (Conf=65.0245%)
[2025-11-25T23:56:34.909933] [INFO ] [main      ] Fetching symbol history for DBI...
[2025-11-25T23:56:34.909997] [DEBUG] [REMOTE    ] DBI: Fetching historical data.
[2025-11-25T23:56:34.910738] [INFO ] [main      ] Progress: 78/452 forecasts completed (17.3%). CTBB finished in 0.7s. ETA: 1m 2s. Rate: 359.86 forecasts/min
[2025-11-25T23:56:34.920822] [DEBUG] [REMOTE    ] DBI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:34.922036] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 3 features, N/A% accuracy
[2025-11-25T23:56:34.922102] [INFO ] [LOCAL     ] DBI: Loaded 3 optimal features with 64.42% confidence from JSON config
[2025-11-25T23:56:34.922141] [DEBUG] [MAG       ] Building data for symbol: DBI with lookback: 0
[2025-11-25T23:56:34.922925] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:34.922992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:34.927880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:34.928781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:34.929696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:34.931353] [DEBUG] [MAG       ] EVTC: Last date is validated at 2025-11-25
[2025-11-25T23:56:35.188484] [DEBUG] [MAG       ] EVTC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:35.221382] [DEBUG] [MAG       ] HEI: Last date is validated at 2025-11-25
[2025-11-25T23:56:35.241164] [DEBUG] [MAG       ] GSBD: Last date is validated at 2025-11-25
[2025-11-25T23:56:35.264024] [INFO ] [LOCAL     ] EVTC: Saved forecast.
[2025-11-25T23:56:35.264275] [INFO ] [main      ] EVTC: Signal=1 (Conf=90.0%), Magnitude=4.58% (Conf=59.9078%)
[2025-11-25T23:56:35.264506] [INFO ] [main      ] Fetching symbol history for MHK...
[2025-11-25T23:56:35.264623] [DEBUG] [REMOTE    ] MHK: Fetching historical data.
[2025-11-25T23:56:35.264926] [INFO ] [main      ] Progress: 79/452 forecasts completed (17.5%). EVTC finished in 0.7s. ETA: 1m 3s. Rate: 354.81 forecasts/min
[2025-11-25T23:56:35.264973] [DEBUG] [MAG       ] DBI: Last date is validated at 2025-11-25
[2025-11-25T23:56:35.276808] [DEBUG] [REMOTE    ] MHK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:35.277511] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 4 features, N/A% accuracy
[2025-11-25T23:56:35.277639] [INFO ] [LOCAL     ] MHK: Loaded 4 optimal features with 52.60% confidence from JSON config
[2025-11-25T23:56:35.277767] [DEBUG] [MAG       ] Building data for symbol: MHK with lookback: 0
[2025-11-25T23:56:35.278616] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:35.278768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:35.280520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:56:35.281305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:35.282567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T23:56:35.285553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:35.397829] [DEBUG] [MAG       ] HEI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:35.410125] [DEBUG] [MAG       ] GSBD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:35.432447] [DEBUG] [MAG       ] DBI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:35.471924] [INFO ] [LOCAL     ] GSBD: Saved forecast.
[2025-11-25T23:56:35.472176] [INFO ] [main      ] GSBD: Signal=1 (Conf=90.0%), Magnitude=-0.30% (Conf=62.1026%)
[2025-11-25T23:56:35.472399] [INFO ] [main      ] Fetching symbol history for MRK...
[2025-11-25T23:56:35.472512] [DEBUG] [REMOTE    ] MRK: Fetching historical data.
[2025-11-25T23:56:35.473413] [INFO ] [main      ] Progress: 80/452 forecasts completed (17.7%). GSBD finished in 0.6s. ETA: 1m 3s. Rate: 353.78 forecasts/min
[2025-11-25T23:56:35.482977] [DEBUG] [REMOTE    ] MRK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:35.483947] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 6 features, N/A% accuracy
[2025-11-25T23:56:35.484021] [INFO ] [LOCAL     ] MRK: Loaded 6 optimal features with 53.48% confidence from JSON config
[2025-11-25T23:56:35.484125] [DEBUG] [MAG       ] Building data for symbol: MRK with lookback: 0
[2025-11-25T23:56:35.484975] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:35.485059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:35.486816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:35.487399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:35.487883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:35.488347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:35.489606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:35.492321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:35.494290] [INFO ] [LOCAL     ] DBI: Saved forecast.
[2025-11-25T23:56:35.494507] [INFO ] [main      ] DBI: Signal=1 (Conf=90.0%), Magnitude=4.00% (Conf=64.4225%)
[2025-11-25T23:56:35.494865] [INFO ] [main      ] Fetching symbol history for SDRL...
[2025-11-25T23:56:35.494980] [DEBUG] [REMOTE    ] SDRL: Fetching historical data.
[2025-11-25T23:56:35.495715] [INFO ] [main      ] Progress: 81/452 forecasts completed (17.9%). DBI finished in 0.6s. ETA: 1m 2s. Rate: 357.61 forecasts/min
[2025-11-25T23:56:35.505913] [DEBUG] [REMOTE    ] SDRL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:35.507607] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 5 features, N/A% accuracy
[2025-11-25T23:56:35.507703] [INFO ] [LOCAL     ] SDRL: Loaded 5 optimal features with 60.53% confidence from JSON config
[2025-11-25T23:56:35.507808] [DEBUG] [MAG       ] Building data for symbol: SDRL with lookback: 0
[2025-11-25T23:56:35.508658] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:35.508788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:35.513577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:35.515405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:35.515991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:35.516459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:35.520966] [INFO ] [LOCAL     ] HEI: Saved forecast.
[2025-11-25T23:56:35.521204] [INFO ] [main      ] HEI: Signal=1 (Conf=90.0%), Magnitude=1.64% (Conf=46.4542%)
[2025-11-25T23:56:35.521449] [INFO ] [main      ] Fetching symbol history for TAP...
[2025-11-25T23:56:35.521779] [DEBUG] [REMOTE    ] TAP: Fetching historical data.
[2025-11-25T23:56:35.523406] [INFO ] [main      ] Progress: 82/452 forecasts completed (18.1%). HEI finished in 0.7s. ETA: 1m 1s. Rate: 361.29 forecasts/min
[2025-11-25T23:56:35.534435] [DEBUG] [REMOTE    ] TAP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:35.535610] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 7 features, N/A% accuracy
[2025-11-25T23:56:35.535697] [INFO ] [LOCAL     ] TAP: Loaded 7 optimal features with 63.72% confidence from JSON config
[2025-11-25T23:56:35.535769] [DEBUG] [MAG       ] Building data for symbol: TAP with lookback: 0
[2025-11-25T23:56:35.536587] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:35.536695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:35.541639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:35.542661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:35.545073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:35.555778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:35.584875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:56:35.586452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:56:35.587278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:56:35.589006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:35.629681] [DEBUG] [MAG       ] MHK: Last date is validated at 2025-11-25
[2025-11-25T23:56:35.799991] [DEBUG] [MAG       ] MHK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:35.828598] [DEBUG] [MAG       ] MRK: Last date is validated at 2025-11-25
[2025-11-25T23:56:35.889215] [DEBUG] [MAG       ] SDRL: Last date is validated at 2025-11-25
[2025-11-25T23:56:35.932252] [DEBUG] [MAG       ] TAP: Last date is validated at 2025-11-25
[2025-11-25T23:56:35.998861] [INFO ] [LOCAL     ] MHK: Saved forecast.
[2025-11-25T23:56:35.999104] [INFO ] [main      ] MHK: Signal=1 (Conf=90.0%), Magnitude=6.83% (Conf=52.596%)
[2025-11-25T23:56:35.999019] [DEBUG] [MAG       ] MRK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:35.999284] [INFO ] [main      ] Fetching symbol history for PEB...
[2025-11-25T23:56:35.999406] [DEBUG] [REMOTE    ] PEB: Fetching historical data.
[2025-11-25T23:56:36.000356] [INFO ] [main      ] Progress: 83/452 forecasts completed (18.4%). MHK finished in 0.7s. ETA: 1m 3s. Rate: 353.32 forecasts/min
[2025-11-25T23:56:36.011097] [DEBUG] [REMOTE    ] PEB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:36.011602] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 5 features, N/A% accuracy
[2025-11-25T23:56:36.011740] [INFO ] [LOCAL     ] PEB: Loaded 5 optimal features with 47.69% confidence from JSON config
[2025-11-25T23:56:36.011840] [DEBUG] [MAG       ] Building data for symbol: PEB with lookback: 0
[2025-11-25T23:56:36.012693] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:36.012823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:36.013783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:56:36.015725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:36.018499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:36.020537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T23:56:36.021353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:36.056359] [DEBUG] [MAG       ] SDRL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:36.098059] [INFO ] [LOCAL     ] MRK: Saved forecast.
[2025-11-25T23:56:36.098325] [INFO ] [main      ] MRK: Signal=1 (Conf=90.0%), Magnitude=5.36% (Conf=53.4824%)
[2025-11-25T23:56:36.098554] [INFO ] [main      ] Fetching symbol history for ARCO...
[2025-11-25T23:56:36.098683] [DEBUG] [REMOTE    ] ARCO: Fetching historical data.
[2025-11-25T23:56:36.099722] [INFO ] [main      ] Progress: 84/452 forecasts completed (18.6%). MRK finished in 0.6s. ETA: 1m 2s. Rate: 355.08 forecasts/min
[2025-11-25T23:56:36.101178] [DEBUG] [MAG       ] TAP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:36.109374] [DEBUG] [REMOTE    ] ARCO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:36.109860] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 7 features, N/A% accuracy
[2025-11-25T23:56:36.109979] [INFO ] [LOCAL     ] ARCO: Loaded 7 optimal features with 55.72% confidence from JSON config
[2025-11-25T23:56:36.110076] [DEBUG] [MAG       ] Building data for symbol: ARCO with lookback: 0
[2025-11-25T23:56:36.110923] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:36.111055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:36.115853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:36.117622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:36.143912] [INFO ] [LOCAL     ] SDRL: Saved forecast.
[2025-11-25T23:56:36.144003] [INFO ] [main      ] SDRL: Signal=1 (Conf=90.0%), Magnitude=-4.95% (Conf=60.5327%)
[2025-11-25T23:56:36.144341] [INFO ] [main      ] Fetching symbol history for BGB...
[2025-11-25T23:56:36.144398] [DEBUG] [REMOTE    ] BGB: Fetching historical data.
[2025-11-25T23:56:36.144683] [INFO ] [main      ] Progress: 85/452 forecasts completed (18.8%). SDRL finished in 0.6s. ETA: 1m 1s. Rate: 358.17 forecasts/min
[2025-11-25T23:56:36.155987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:36.156430] [DEBUG] [REMOTE    ] BGB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:36.156918] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 8 features, N/A% accuracy
[2025-11-25T23:56:36.156979] [INFO ] [LOCAL     ] BGB: Loaded 8 optimal features with 49.03% confidence from JSON config
[2025-11-25T23:56:36.157017] [DEBUG] [MAG       ] Building data for symbol: BGB with lookback: 0
[2025-11-25T23:56:36.157381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:36.157868] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:36.157951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:36.160164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:36.162268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:36.162881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:36.163793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:36.164682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:36.165192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:36.165591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:36.193077] [INFO ] [LOCAL     ] TAP: Saved forecast.
[2025-11-25T23:56:36.193158] [INFO ] [main      ] TAP: Signal=1 (Conf=90.0%), Magnitude=0.84% (Conf=63.7226%)
[2025-11-25T23:56:36.193313] [INFO ] [main      ] Fetching symbol history for PHIN...
[2025-11-25T23:56:36.193365] [DEBUG] [REMOTE    ] PHIN: Fetching historical data.
[2025-11-25T23:56:36.194703] [INFO ] [main      ] Progress: 86/452 forecasts completed (19.0%). TAP finished in 0.7s. ETA: 1m 1s. Rate: 361.12 forecasts/min
[2025-11-25T23:56:36.203946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:36.204709] [DEBUG] [REMOTE    ] PHIN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:36.205006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:56:36.205728] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 5 features, N/A% accuracy
[2025-11-25T23:56:36.205792] [INFO ] [LOCAL     ] PHIN: Loaded 5 optimal features with 72.32% confidence from JSON config
[2025-11-25T23:56:36.205831] [DEBUG] [MAG       ] Building data for symbol: PHIN with lookback: 0
[2025-11-25T23:56:36.205929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:56:36.206603] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:36.206613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:36.206692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:36.211556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:36.214060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:36.215099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:36.217836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:56:36.223490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:36.356012] [DEBUG] [MAG       ] PEB: Last date is validated at 2025-11-25
[2025-11-25T23:56:36.499860] [DEBUG] [MAG       ] ARCO: Last date is validated at 2025-11-25
[2025-11-25T23:56:36.521613] [DEBUG] [MAG       ] PEB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:36.554495] [DEBUG] [MAG       ] BGB: Last date is validated at 2025-11-25
[2025-11-25T23:56:36.557597] [DEBUG] [MAG       ] PHIN: Last date is validated at 2025-11-25
[2025-11-25T23:56:36.592536] [INFO ] [LOCAL     ] PEB: Saved forecast.
[2025-11-25T23:56:36.592769] [INFO ] [main      ] PEB: Signal=1 (Conf=90.0%), Magnitude=4.12% (Conf=47.6917%)
[2025-11-25T23:56:36.593177] [INFO ] [main      ] Progress: 87/452 forecasts completed (19.2%). PEB finished in 0.6s. ETA: 1m 2s. Rate: 355.40 forecasts/min
[2025-11-25T23:56:36.593372] [INFO ] [main      ] Fetching symbol history for DKS...
[2025-11-25T23:56:36.593476] [DEBUG] [REMOTE    ] DKS: Fetching historical data.
[2025-11-25T23:56:36.604920] [DEBUG] [REMOTE    ] DKS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:36.606105] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 4 features, N/A% accuracy
[2025-11-25T23:56:36.606227] [INFO ] [LOCAL     ] DKS: Loaded 4 optimal features with 59.49% confidence from JSON config
[2025-11-25T23:56:36.606322] [DEBUG] [MAG       ] Building data for symbol: DKS with lookback: 0
[2025-11-25T23:56:36.607176] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:36.607306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:56:36.608168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:36.609327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:36.611143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:36.612875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:36.666748] [DEBUG] [MAG       ] ARCO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:36.725159] [DEBUG] [MAG       ] PHIN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:36.736149] [INFO ] [LOCAL     ] ARCO: Saved forecast.
[2025-11-25T23:56:36.736385] [INFO ] [main      ] ARCO: Signal=1 (Conf=90.0%), Magnitude=1.44% (Conf=55.7169%)
[2025-11-25T23:56:36.736608] [INFO ] [main      ] Fetching symbol history for EOD...
[2025-11-25T23:56:36.736739] [DEBUG] [REMOTE    ] EOD: Fetching historical data.
[2025-11-25T23:56:36.737868] [INFO ] [main      ] Progress: 88/452 forecasts completed (19.5%). ARCO finished in 0.6s. ETA: 1m 1s. Rate: 355.98 forecasts/min
[2025-11-25T23:56:36.742720] [DEBUG] [MAG       ] BGB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:36.747305] [DEBUG] [REMOTE    ] EOD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:36.747844] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 11 features, N/A% accuracy
[2025-11-25T23:56:36.747968] [INFO ] [LOCAL     ] EOD: Loaded 11 optimal features with 25.30% confidence from JSON config
[2025-11-25T23:56:36.748064] [DEBUG] [MAG       ] Building data for symbol: EOD with lookback: 0
[2025-11-25T23:56:36.748917] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T23:56:36.749052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:36.750801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:36.751377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:36.751869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:36.753533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:36.792245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:36.793344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:56:36.794538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:36.796579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:56:36.803183] [INFO ] [LOCAL     ] BGB: Saved forecast.
[2025-11-25T23:56:36.803293] [INFO ] [main      ] BGB: Signal=1 (Conf=90.0%), Magnitude=0.93% (Conf=49.0296%)
[2025-11-25T23:56:36.803462] [INFO ] [main      ] Fetching symbol history for STE...
[2025-11-25T23:56:36.803701] [DEBUG] [REMOTE    ] STE: Fetching historical data.
[2025-11-25T23:56:36.804558] [INFO ] [main      ] Progress: 89/452 forecasts completed (19.7%). BGB finished in 0.7s. ETA: 1m 1s. Rate: 358.42 forecasts/min
[2025-11-25T23:56:36.814109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:36.815600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:56:36.815451] [DEBUG] [REMOTE    ] STE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:36.816517] [DEBUG] [LOCAL     ] Loaded configuration for STE: 5 features, N/A% accuracy
[2025-11-25T23:56:36.816675] [INFO ] [LOCAL     ] STE: Loaded 5 optimal features with 48.81% confidence from JSON config
[2025-11-25T23:56:36.816781] [DEBUG] [MAG       ] Building data for symbol: STE with lookback: 0
[2025-11-25T23:56:36.817197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:36.817670] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:36.817812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:36.819549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:36.819920] [INFO ] [LOCAL     ] PHIN: Saved forecast.
[2025-11-25T23:56:36.820152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:36.820147] [INFO ] [main      ] PHIN: Signal=1 (Conf=90.0%), Magnitude=-0.76% (Conf=72.3159%)
[2025-11-25T23:56:36.820380] [INFO ] [main      ] Fetching symbol history for CIG...
[2025-11-25T23:56:36.820492] [DEBUG] [REMOTE    ] CIG: Fetching historical data.
[2025-11-25T23:56:36.820868] [INFO ] [main      ] Progress: 90/452 forecasts completed (19.9%). PHIN finished in 0.6s. ETA: 60.0s. Rate: 362.05 forecasts/min
[2025-11-25T23:56:36.820559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:36.821985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:36.824734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:36.832869] [DEBUG] [REMOTE    ] CIG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:36.833599] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 11 features, N/A% accuracy
[2025-11-25T23:56:36.833745] [INFO ] [LOCAL     ] CIG: Loaded 11 optimal features with 14.51% confidence from JSON config
[2025-11-25T23:56:36.833844] [DEBUG] [MAG       ] Building data for symbol: CIG with lookback: 0
[2025-11-25T23:56:36.834712] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T23:56:36.834847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:36.839744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:36.841557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:36.842145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:36.842693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:36.843169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:36.844000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:36.844885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:36.847302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:36.948192] [DEBUG] [MAG       ] DKS: Last date is validated at 2025-11-25
[2025-11-25T23:56:36.955952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:36.957764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:36.958959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:37.116021] [DEBUG] [MAG       ] DKS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:37.157213] [DEBUG] [MAG       ] EOD: Last date is validated at 2025-11-25
[2025-11-25T23:56:37.165753] [DEBUG] [MAG       ] STE: Last date is validated at 2025-11-25
[2025-11-25T23:56:37.238626] [INFO ] [LOCAL     ] DKS: Saved forecast.
[2025-11-25T23:56:37.238862] [INFO ] [main      ] DKS: Signal=1 (Conf=90.0%), Magnitude=0.96% (Conf=59.4912%)
[2025-11-25T23:56:37.239088] [INFO ] [main      ] Fetching symbol history for GBX...
[2025-11-25T23:56:37.239201] [DEBUG] [REMOTE    ] GBX: Fetching historical data.
[2025-11-25T23:56:37.239995] [INFO ] [main      ] Progress: 91/452 forecasts completed (20.1%). DKS finished in 0.6s. ETA: 1m 1s. Rate: 356.06 forecasts/min
[2025-11-25T23:56:37.252122] [DEBUG] [REMOTE    ] GBX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:37.252550] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 6 features, N/A% accuracy
[2025-11-25T23:56:37.252728] [INFO ] [LOCAL     ] GBX: Loaded 6 optimal features with 41.18% confidence from JSON config
[2025-11-25T23:56:37.252836] [DEBUG] [MAG       ] Building data for symbol: GBX with lookback: 0
[2025-11-25T23:56:37.253698] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:37.253829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:37.255561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:37.256169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:37.256665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:37.257520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:37.258430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:56:37.260546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:37.301827] [DEBUG] [MAG       ] CIG: Last date is validated at 2025-11-25
[2025-11-25T23:56:37.326169] [DEBUG] [MAG       ] EOD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:37.334340] [DEBUG] [MAG       ] STE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:37.448380] [INFO ] [LOCAL     ] STE: Saved forecast.
[2025-11-25T23:56:37.448674] [INFO ] [main      ] STE: Signal=1 (Conf=90.0%), Magnitude=-0.27% (Conf=48.8129%)
[2025-11-25T23:56:37.449104] [INFO ] [main      ] Progress: 92/452 forecasts completed (20.4%). STE finished in 0.6s. ETA: 1m 1s. Rate: 355.13 forecasts/min
[2025-11-25T23:56:37.449300] [INFO ] [main      ] Fetching symbol history for AIZN...
[2025-11-25T23:56:37.449425] [DEBUG] [REMOTE    ] AIZN: Fetching historical data.
[2025-11-25T23:56:37.460032] [DEBUG] [REMOTE    ] AIZN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:37.461884] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 6 features, N/A% accuracy
[2025-11-25T23:56:37.462020] [INFO ] [LOCAL     ] AIZN: Loaded 6 optimal features with 54.07% confidence from JSON config
[2025-11-25T23:56:37.462126] [DEBUG] [MAG       ] Building data for symbol: AIZN with lookback: 0
[2025-11-25T23:56:37.462491] [INFO ] [LOCAL     ] EOD: Saved forecast.
[2025-11-25T23:56:37.462747] [INFO ] [main      ] EOD: Signal=1 (Conf=90.0%), Magnitude=0.11% (Conf=25.2952%)
[2025-11-25T23:56:37.463026] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:37.463171] [INFO ] [main      ] Fetching symbol history for VLRS...
[2025-11-25T23:56:37.463235] [DEBUG] [REMOTE    ] VLRS: Fetching historical data.
[2025-11-25T23:56:37.463259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:37.464823] [INFO ] [main      ] Progress: 93/452 forecasts completed (20.6%). EOD finished in 0.7s. ETA: 1m 0s. Rate: 358.63 forecasts/min
[2025-11-25T23:56:37.464242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:37.467622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:56:37.468963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:37.471811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T23:56:37.474323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:37.474379] [DEBUG] [REMOTE    ] VLRS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:37.475368] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 9 features, N/A% accuracy
[2025-11-25T23:56:37.475490] [INFO ] [LOCAL     ] VLRS: Loaded 9 optimal features with 55.02% confidence from JSON config
[2025-11-25T23:56:37.475588] [DEBUG] [MAG       ] Building data for symbol: VLRS with lookback: 0
[2025-11-25T23:56:37.476185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:37.476460] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:56:37.476538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:37.480454] [DEBUG] [MAG       ] CIG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:37.481313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:37.483105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:37.483691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:37.484157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:37.485114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:37.486149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:37.543542] [INFO ] [LOCAL     ] CIG: Saved forecast.
[2025-11-25T23:56:37.543822] [INFO ] [main      ] CIG: Signal=1 (Conf=90.0%), Magnitude=0.88% (Conf=14.5147%)
[2025-11-25T23:56:37.544242] [INFO ] [main      ] Fetching symbol history for CWAN...
[2025-11-25T23:56:37.544356] [DEBUG] [REMOTE    ] CWAN: Fetching historical data.
[2025-11-25T23:56:37.544703] [INFO ] [main      ] Progress: 94/452 forecasts completed (20.8%). CIG finished in 0.7s. ETA: 59.6s. Rate: 360.64 forecasts/min
[2025-11-25T23:56:37.556181] [DEBUG] [REMOTE    ] CWAN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:37.556827] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 4 features, N/A% accuracy
[2025-11-25T23:56:37.556942] [INFO ] [LOCAL     ] CWAN: Loaded 4 optimal features with 46.73% confidence from JSON config
[2025-11-25T23:56:37.557040] [DEBUG] [MAG       ] Building data for symbol: CWAN with lookback: 0
[2025-11-25T23:56:37.557954] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:37.558106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:37.560490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:37.561887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T23:56:37.563179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:37.564309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:37.565332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:37.565898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:37.568719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:37.595076] [DEBUG] [MAG       ] GBX: Last date is validated at 2025-11-25
[2025-11-25T23:56:37.761405] [DEBUG] [MAG       ] GBX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:37.812936] [DEBUG] [MAG       ] AIZN: Last date is validated at 2025-11-25
[2025-11-25T23:56:37.851500] [INFO ] [LOCAL     ] GBX: Saved forecast.
[2025-11-25T23:56:37.851754] [INFO ] [main      ] GBX: Signal=1 (Conf=90.0%), Magnitude=4.97% (Conf=41.182%)
[2025-11-25T23:56:37.852178] [INFO ] [main      ] Fetching symbol history for CAE...
[2025-11-25T23:56:37.852296] [DEBUG] [REMOTE    ] CAE: Fetching historical data.
[2025-11-25T23:56:37.853721] [INFO ] [main      ] Progress: 95/452 forecasts completed (21.0%). GBX finished in 0.6s. ETA: 59.9s. Rate: 357.41 forecasts/min
[2025-11-25T23:56:37.864082] [DEBUG] [REMOTE    ] CAE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:37.865013] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 6 features, N/A% accuracy
[2025-11-25T23:56:37.865136] [INFO ] [LOCAL     ] CAE: Loaded 6 optimal features with 55.46% confidence from JSON config
[2025-11-25T23:56:37.865234] [DEBUG] [MAG       ] Building data for symbol: CAE with lookback: 0
[2025-11-25T23:56:37.866083] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:37.866215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:37.871091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:37.871988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:37.872901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:37.899977] [DEBUG] [MAG       ] VLRS: Last date is validated at 2025-11-25
[2025-11-25T23:56:37.911586] [DEBUG] [MAG       ] CWAN: Last date is validated at 2025-11-25
[2025-11-25T23:56:37.981432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:37.986770] [DEBUG] [MAG       ] AIZN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:38.052329] [INFO ] [LOCAL     ] AIZN: Saved forecast.
[2025-11-25T23:56:38.052583] [INFO ] [main      ] AIZN: Signal=1 (Conf=90.0%), Magnitude=0.86% (Conf=54.0706%)
[2025-11-25T23:56:38.052826] [INFO ] [main      ] Fetching symbol history for MGA...
[2025-11-25T23:56:38.052942] [DEBUG] [REMOTE    ] MGA: Fetching historical data.
[2025-11-25T23:56:38.053951] [INFO ] [main      ] Progress: 96/452 forecasts completed (21.2%). AIZN finished in 0.6s. ETA: 59.9s. Rate: 356.69 forecasts/min
[2025-11-25T23:56:38.057229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T23:56:38.058852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:38.065081] [DEBUG] [REMOTE    ] MGA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:38.065856] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 4 features, N/A% accuracy
[2025-11-25T23:56:38.065936] [INFO ] [LOCAL     ] MGA: Loaded 4 optimal features with 64.55% confidence from JSON config
[2025-11-25T23:56:38.065985] [DEBUG] [MAG       ] Building data for symbol: MGA with lookback: 0
[2025-11-25T23:56:38.066806] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:38.066987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:38.069886] [DEBUG] [MAG       ] VLRS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:38.085012] [DEBUG] [MAG       ] CWAN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:38.116929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:56:38.120386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:56:38.121895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:56:38.123097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:38.135286] [INFO ] [LOCAL     ] VLRS: Saved forecast.
[2025-11-25T23:56:38.135548] [INFO ] [main      ] VLRS: Signal=1 (Conf=90.0%), Magnitude=6.27% (Conf=55.0169%)
[2025-11-25T23:56:38.135795] [INFO ] [main      ] Fetching symbol history for NXC...
[2025-11-25T23:56:38.135909] [DEBUG] [REMOTE    ] NXC: Fetching historical data.
[2025-11-25T23:56:38.137851] [INFO ] [main      ] Progress: 97/452 forecasts completed (21.5%). VLRS finished in 0.7s. ETA: 59.4s. Rate: 358.55 forecasts/min
[2025-11-25T23:56:38.147216] [DEBUG] [REMOTE    ] NXC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:38.147629] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 9 features, N/A% accuracy
[2025-11-25T23:56:38.147723] [INFO ] [LOCAL     ] NXC: Loaded 9 optimal features with 38.27% confidence from JSON config
[2025-11-25T23:56:38.147773] [DEBUG] [MAG       ] Building data for symbol: NXC with lookback: 0
[2025-11-25T23:56:38.148545] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:56:38.148631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:38.153380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:38.154221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:56:38.154823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:38.156546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:38.157070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:38.158175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:38.159886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:38.160973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:56:38.161706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:38.175847] [INFO ] [LOCAL     ] CWAN: Saved forecast.
[2025-11-25T23:56:38.176062] [INFO ] [main      ] CWAN: Signal=1 (Conf=90.0%), Magnitude=1.73% (Conf=46.7338%)
[2025-11-25T23:56:38.176295] [INFO ] [main      ] Fetching symbol history for HOMB...
[2025-11-25T23:56:38.176421] [DEBUG] [REMOTE    ] HOMB: Fetching historical data.
[2025-11-25T23:56:38.176837] [INFO ] [main      ] Progress: 98/452 forecasts completed (21.7%). CWAN finished in 0.6s. ETA: 58.8s. Rate: 361.38 forecasts/min
[2025-11-25T23:56:38.188491] [DEBUG] [REMOTE    ] HOMB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:38.189842] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 10 features, N/A% accuracy
[2025-11-25T23:56:38.189975] [INFO ] [LOCAL     ] HOMB: Loaded 10 optimal features with 56.09% confidence from JSON config
[2025-11-25T23:56:38.190079] [DEBUG] [MAG       ] Building data for symbol: HOMB with lookback: 0
[2025-11-25T23:56:38.191009] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T23:56:38.191159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:38.192080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:38.311077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:38.313230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:38.314723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:56:38.316022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:38.317899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:38.318473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:38.319670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:56:38.321879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:56:38.323667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:38.393590] [DEBUG] [MAG       ] CAE: Last date is validated at 2025-11-25
[2025-11-25T23:56:38.465957] [DEBUG] [MAG       ] MGA: Last date is validated at 2025-11-25
[2025-11-25T23:56:38.499012] [DEBUG] [MAG       ] NXC: Last date is validated at 2025-11-25
[2025-11-25T23:56:38.559576] [DEBUG] [MAG       ] CAE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:38.634715] [DEBUG] [MAG       ] MGA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:38.635047] [INFO ] [LOCAL     ] CAE: Saved forecast.
[2025-11-25T23:56:38.635299] [INFO ] [main      ] CAE: Signal=1 (Conf=90.0%), Magnitude=-0.94% (Conf=55.4624%)
[2025-11-25T23:56:38.635794] [INFO ] [main      ] Fetching symbol history for GE...
[2025-11-25T23:56:38.635937] [DEBUG] [REMOTE    ] GE: Fetching historical data.
[2025-11-25T23:56:38.636724] [INFO ] [main      ] Progress: 99/452 forecasts completed (21.9%). CAE finished in 0.8s. ETA: 59.7s. Rate: 355.03 forecasts/min
[2025-11-25T23:56:38.651476] [DEBUG] [REMOTE    ] GE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:38.652734] [DEBUG] [LOCAL     ] Loaded configuration for GE: 9 features, N/A% accuracy
[2025-11-25T23:56:38.652829] [INFO ] [LOCAL     ] GE: Loaded 9 optimal features with 53.70% confidence from JSON config
[2025-11-25T23:56:38.652961] [DEBUG] [MAG       ] Building data for symbol: GE with lookback: 0
[2025-11-25T23:56:38.654087] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:56:38.654193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:38.660758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:38.662676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:38.663186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:38.663731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:38.664208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:38.665975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:38.667371] [DEBUG] [MAG       ] NXC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:38.668158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T23:56:38.668986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:38.670216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:38.676839] [DEBUG] [MAG       ] HOMB: Last date is validated at 2025-11-25
[2025-11-25T23:56:38.717978] [INFO ] [LOCAL     ] MGA: Saved forecast.
[2025-11-25T23:56:38.718206] [INFO ] [main      ] MGA: Signal=1 (Conf=90.0%), Magnitude=-1.31% (Conf=64.553%)
[2025-11-25T23:56:38.718383] [INFO ] [main      ] Fetching symbol history for MCI...
[2025-11-25T23:56:38.718493] [DEBUG] [REMOTE    ] MCI: Fetching historical data.
[2025-11-25T23:56:38.719910] [INFO ] [main      ] Progress: 100/452 forecasts completed (22.1%). MGA finished in 0.7s. ETA: 59.2s. Rate: 356.84 forecasts/min
[2025-11-25T23:56:38.726251] [INFO ] [LOCAL     ] NXC: Saved forecast.
[2025-11-25T23:56:38.726477] [INFO ] [main      ] NXC: Signal=1 (Conf=90.0%), Magnitude=-0.08% (Conf=38.2694%)
[2025-11-25T23:56:38.726732] [INFO ] [main      ] Fetching symbol history for WBX...
[2025-11-25T23:56:38.727041] [DEBUG] [REMOTE    ] WBX: Fetching historical data.
[2025-11-25T23:56:38.729337] [INFO ] [main      ] Progress: 101/452 forecasts completed (22.3%). NXC finished in 0.6s. ETA: 58.5s. Rate: 360.21 forecasts/min
[2025-11-25T23:56:38.731407] [DEBUG] [REMOTE    ] MCI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:38.731984] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, N/A% accuracy
[2025-11-25T23:56:38.732102] [INFO ] [LOCAL     ] MCI: Loaded 5 optimal features with 52.41% confidence from JSON config
[2025-11-25T23:56:38.732198] [DEBUG] [MAG       ] Building data for symbol: MCI with lookback: 0
[2025-11-25T23:56:38.733074] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:38.733206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:38.738067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:38.738658] [DEBUG] [REMOTE    ] WBX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:38.739037] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 2 features, N/A% accuracy
[2025-11-25T23:56:38.739090] [INFO ] [LOCAL     ] WBX: Loaded 2 optimal features with 65.89% confidence from JSON config
[2025-11-25T23:56:38.739128] [DEBUG] [MAG       ] Building data for symbol: WBX with lookback: 0
[2025-11-25T23:56:38.739108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:38.739895] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:38.739984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:38.742105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:38.744167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:38.744796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:56:38.745324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:38.745476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:38.849483] [DEBUG] [MAG       ] HOMB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:38.927299] [INFO ] [LOCAL     ] HOMB: Saved forecast.
[2025-11-25T23:56:38.927582] [INFO ] [main      ] HOMB: Signal=1 (Conf=90.0%), Magnitude=3.94% (Conf=56.0922%)
[2025-11-25T23:56:38.928001] [INFO ] [main      ] Fetching symbol history for GPC...
[2025-11-25T23:56:38.928119] [DEBUG] [REMOTE    ] GPC: Fetching historical data.
[2025-11-25T23:56:38.928170] [INFO ] [main      ] Progress: 102/452 forecasts completed (22.6%). HOMB finished in 0.8s. ETA: 58.4s. Rate: 359.52 forecasts/min
[2025-11-25T23:56:38.940742] [DEBUG] [REMOTE    ] GPC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:38.941902] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, N/A% accuracy
[2025-11-25T23:56:38.942034] [INFO ] [LOCAL     ] GPC: Loaded 4 optimal features with 52.92% confidence from JSON config
[2025-11-25T23:56:38.942133] [DEBUG] [MAG       ] Building data for symbol: GPC with lookback: 0
[2025-11-25T23:56:38.943004] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:38.943146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:38.948135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:38.950008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:38.950565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:38.951584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:39.008611] [DEBUG] [MAG       ] GE: Last date is validated at 2025-11-25
[2025-11-25T23:56:39.081098] [DEBUG] [MAG       ] WBX: Last date is validated at 2025-11-25
[2025-11-25T23:56:39.086152] [DEBUG] [MAG       ] MCI: Last date is validated at 2025-11-25
[2025-11-25T23:56:39.177051] [DEBUG] [MAG       ] GE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:39.250340] [DEBUG] [MAG       ] WBX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:39.256318] [DEBUG] [MAG       ] MCI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:39.292808] [DEBUG] [MAG       ] GPC: Last date is validated at 2025-11-25
[2025-11-25T23:56:39.323473] [INFO ] [LOCAL     ] WBX: Saved forecast.
[2025-11-25T23:56:39.323737] [INFO ] [main      ] WBX: Signal=1 (Conf=90.0%), Magnitude=-0.55% (Conf=65.8947%)
[2025-11-25T23:56:39.323962] [INFO ] [main      ] Fetching symbol history for AWI...
[2025-11-25T23:56:39.324075] [DEBUG] [REMOTE    ] AWI: Fetching historical data.
[2025-11-25T23:56:39.324738] [INFO ] [main      ] Progress: 103/452 forecasts completed (22.8%). WBX finished in 0.6s. ETA: 59.0s. Rate: 354.78 forecasts/min
[2025-11-25T23:56:39.329540] [INFO ] [LOCAL     ] MCI: Saved forecast.
[2025-11-25T23:56:39.329626] [INFO ] [main      ] MCI: Signal=1 (Conf=90.0%), Magnitude=1.96% (Conf=52.4144%)
[2025-11-25T23:56:39.329839] [INFO ] [main      ] Fetching symbol history for KMX...
[2025-11-25T23:56:39.329911] [DEBUG] [REMOTE    ] KMX: Fetching historical data.
[2025-11-25T23:56:39.330198] [INFO ] [main      ] Progress: 104/452 forecasts completed (23.0%). MCI finished in 0.6s. ETA: 58.3s. Rate: 358.12 forecasts/min
[2025-11-25T23:56:39.336573] [DEBUG] [REMOTE    ] AWI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:39.337212] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 3 features, N/A% accuracy
[2025-11-25T23:56:39.337330] [INFO ] [LOCAL     ] AWI: Loaded 3 optimal features with 54.22% confidence from JSON config
[2025-11-25T23:56:39.337447] [DEBUG] [MAG       ] Building data for symbol: AWI with lookback: 0
[2025-11-25T23:56:39.338328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:39.338661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:39.341120] [DEBUG] [REMOTE    ] KMX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:39.342114] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 6 features, N/A% accuracy
[2025-11-25T23:56:39.342180] [INFO ] [LOCAL     ] KMX: Loaded 6 optimal features with 43.53% confidence from JSON config
[2025-11-25T23:56:39.342218] [DEBUG] [MAG       ] Building data for symbol: KMX with lookback: 0
[2025-11-25T23:56:39.343020] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:39.343095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:39.343837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:39.345737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:39.346292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:39.347909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:39.349716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:39.350223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:39.350623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:39.351522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:39.390626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:39.443566] [INFO ] [LOCAL     ] GE: Saved forecast.
[2025-11-25T23:56:39.443675] [INFO ] [main      ] GE: Signal=1 (Conf=90.0%), Magnitude=0.67% (Conf=53.7006%)
[2025-11-25T23:56:39.444038] [INFO ] [main      ] Fetching symbol history for TM...
[2025-11-25T23:56:39.444227] [DEBUG] [REMOTE    ] TM: Fetching historical data.
[2025-11-25T23:56:39.444718] [INFO ] [main      ] Progress: 105/452 forecasts completed (23.2%). GE finished in 0.8s. ETA: 58.0s. Rate: 359.20 forecasts/min
[2025-11-25T23:56:39.455323] [DEBUG] [REMOTE    ] TM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:39.455902] [DEBUG] [LOCAL     ] Loaded configuration for TM: 3 features, N/A% accuracy
[2025-11-25T23:56:39.456023] [INFO ] [LOCAL     ] TM: Loaded 3 optimal features with 57.20% confidence from JSON config
[2025-11-25T23:56:39.456120] [DEBUG] [MAG       ] Building data for symbol: TM with lookback: 0
[2025-11-25T23:56:39.456968] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:39.457043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:39.461841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:39.462841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:39.470037] [DEBUG] [MAG       ] GPC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:39.572378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:39.598452] [INFO ] [LOCAL     ] GPC: Saved forecast.
[2025-11-25T23:56:39.598708] [INFO ] [main      ] GPC: Signal=1 (Conf=90.0%), Magnitude=0.87% (Conf=52.9167%)
[2025-11-25T23:56:39.599135] [INFO ] [main      ] Fetching symbol history for STK...
[2025-11-25T23:56:39.599254] [DEBUG] [REMOTE    ] STK: Fetching historical data.
[2025-11-25T23:56:39.599301] [INFO ] [main      ] Progress: 106/452 forecasts completed (23.5%). GPC finished in 0.7s. ETA: 57.8s. Rate: 359.45 forecasts/min
[2025-11-25T23:56:39.610794] [DEBUG] [REMOTE    ] STK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:39.611276] [DEBUG] [LOCAL     ] Loaded configuration for STK: 5 features, N/A% accuracy
[2025-11-25T23:56:39.611332] [INFO ] [LOCAL     ] STK: Loaded 5 optimal features with 54.49% confidence from JSON config
[2025-11-25T23:56:39.611369] [DEBUG] [MAG       ] Building data for symbol: STK with lookback: 0
[2025-11-25T23:56:39.612179] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:39.612254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:39.617297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:39.619193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:39.619763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:39.661147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:39.662469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:39.685255] [DEBUG] [MAG       ] AWI: Last date is validated at 2025-11-25
[2025-11-25T23:56:39.735735] [DEBUG] [MAG       ] KMX: Last date is validated at 2025-11-25
[2025-11-25T23:56:39.853229] [DEBUG] [MAG       ] AWI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:39.908623] [DEBUG] [MAG       ] KMX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:39.916457] [DEBUG] [MAG       ] TM: Last date is validated at 2025-11-25
[2025-11-25T23:56:39.953102] [INFO ] [LOCAL     ] AWI: Saved forecast.
[2025-11-25T23:56:39.953347] [INFO ] [main      ] AWI: Signal=1 (Conf=90.0%), Magnitude=3.02% (Conf=54.2185%)
[2025-11-25T23:56:39.953583] [INFO ] [main      ] Fetching symbol history for UMC...
[2025-11-25T23:56:39.953904] [DEBUG] [REMOTE    ] UMC: Fetching historical data.
[2025-11-25T23:56:39.954975] [INFO ] [main      ] Progress: 107/452 forecasts completed (23.7%). AWI finished in 0.6s. ETA: 58.2s. Rate: 355.69 forecasts/min
[2025-11-25T23:56:39.965394] [DEBUG] [REMOTE    ] UMC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:39.966382] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 8 features, N/A% accuracy
[2025-11-25T23:56:39.966495] [INFO ] [LOCAL     ] UMC: Loaded 8 optimal features with 62.62% confidence from JSON config
[2025-11-25T23:56:39.966593] [DEBUG] [MAG       ] Building data for symbol: UMC with lookback: 0
[2025-11-25T23:56:39.967497] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:39.967630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:39.969344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:39.969932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:39.972405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:39.973445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:39.977720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:39.979176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:56:39.980869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:56:39.986811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:40.005812] [DEBUG] [MAG       ] STK: Last date is validated at 2025-11-25
[2025-11-25T23:56:40.013428] [INFO ] [LOCAL     ] KMX: Saved forecast.
[2025-11-25T23:56:40.013697] [INFO ] [main      ] KMX: Signal=1 (Conf=90.0%), Magnitude=0.71% (Conf=43.5309%)
[2025-11-25T23:56:40.013922] [INFO ] [main      ] Fetching symbol history for TDOC...
[2025-11-25T23:56:40.014033] [DEBUG] [REMOTE    ] TDOC: Fetching historical data.
[2025-11-25T23:56:40.014965] [INFO ] [main      ] Progress: 108/452 forecasts completed (23.9%). KMX finished in 0.7s. ETA: 57.7s. Rate: 357.83 forecasts/min
[2025-11-25T23:56:40.025436] [DEBUG] [REMOTE    ] TDOC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:40.026807] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 6 features, N/A% accuracy
[2025-11-25T23:56:40.026947] [INFO ] [LOCAL     ] TDOC: Loaded 6 optimal features with 53.40% confidence from JSON config
[2025-11-25T23:56:40.027063] [DEBUG] [MAG       ] Building data for symbol: TDOC with lookback: 0
[2025-11-25T23:56:40.028040] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:40.028193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:40.033271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:40.035336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:40.035957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:40.036434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:40.037260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:40.040017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:40.088861] [DEBUG] [MAG       ] TM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:40.178622] [DEBUG] [MAG       ] STK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:40.197088] [INFO ] [LOCAL     ] TM: Saved forecast.
[2025-11-25T23:56:40.197308] [INFO ] [main      ] TM: Signal=1 (Conf=90.0%), Magnitude=0.41% (Conf=57.2026%)
[2025-11-25T23:56:40.197549] [INFO ] [main      ] Fetching symbol history for AAON...
[2025-11-25T23:56:40.197677] [DEBUG] [REMOTE    ] AAON: Fetching historical data.
[2025-11-25T23:56:40.198533] [INFO ] [main      ] Progress: 109/452 forecasts completed (24.1%). TM finished in 0.8s. ETA: 57.6s. Rate: 357.52 forecasts/min
[2025-11-25T23:56:40.208879] [DEBUG] [REMOTE    ] AAON: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:40.209550] [DEBUG] [LOCAL     ] No configuration file found for AAON
[2025-11-25T23:56:40.209686] [DEBUG] [MAG       ] Building data for symbol: AAON with lookback: 0
[2025-11-25T23:56:40.210535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:40.253435] [INFO ] [LOCAL     ] STK: Saved forecast.
[2025-11-25T23:56:40.253708] [INFO ] [main      ] STK: Signal=1 (Conf=90.0%), Magnitude=1.80% (Conf=54.489%)
[2025-11-25T23:56:40.253896] [INFO ] [main      ] Fetching symbol history for EOG...
[2025-11-25T23:56:40.254021] [DEBUG] [REMOTE    ] EOG: Fetching historical data.
[2025-11-25T23:56:40.255720] [INFO ] [main      ] Progress: 110/452 forecasts completed (24.3%). STK finished in 0.7s. ETA: 57.1s. Rate: 359.67 forecasts/min
[2025-11-25T23:56:40.265788] [DEBUG] [REMOTE    ] EOG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:40.266392] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 4 features, N/A% accuracy
[2025-11-25T23:56:40.266461] [INFO ] [LOCAL     ] EOG: Loaded 4 optimal features with 55.70% confidence from JSON config
[2025-11-25T23:56:40.266564] [DEBUG] [MAG       ] Building data for symbol: EOG with lookback: 0
[2025-11-25T23:56:40.267437] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:40.267524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:40.272631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:40.275260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:40.325927] [DEBUG] [MAG       ] UMC: Last date is validated at 2025-11-25
[2025-11-25T23:56:40.352964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:56:40.355209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:40.386098] [DEBUG] [MAG       ] TDOC: Last date is validated at 2025-11-25
[2025-11-25T23:56:40.496188] [DEBUG] [MAG       ] UMC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:40.548714] [DEBUG] [MAG       ] AAON: Last date is validated at 2025-11-25
[2025-11-25T23:56:40.559167] [DEBUG] [MAG       ] TDOC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:40.561298] [INFO ] [LOCAL     ] UMC: Saved forecast.
[2025-11-25T23:56:40.561556] [INFO ] [main      ] UMC: Signal=1 (Conf=90.0%), Magnitude=-1.04% (Conf=62.6217%)
[2025-11-25T23:56:40.561966] [INFO ] [main      ] Fetching symbol history for VAC...
[2025-11-25T23:56:40.562086] [DEBUG] [REMOTE    ] VAC: Fetching historical data.
[2025-11-25T23:56:40.562718] [INFO ] [main      ] Progress: 111/452 forecasts completed (24.6%). UMC finished in 0.6s. ETA: 57.3s. Rate: 356.97 forecasts/min
[2025-11-25T23:56:40.572757] [DEBUG] [REMOTE    ] VAC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:40.573553] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 4 features, N/A% accuracy
[2025-11-25T23:56:40.573694] [INFO ] [LOCAL     ] VAC: Loaded 4 optimal features with 49.65% confidence from JSON config
[2025-11-25T23:56:40.573792] [DEBUG] [MAG       ] Building data for symbol: VAC with lookback: 0
[2025-11-25T23:56:40.574636] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:40.574784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:40.575751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:56:40.576584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:56:40.577388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:56:40.579086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:40.633081] [INFO ] [LOCAL     ] TDOC: Saved forecast.
[2025-11-25T23:56:40.633202] [INFO ] [main      ] TDOC: Signal=1 (Conf=90.0%), Magnitude=5.80% (Conf=53.3964%)
[2025-11-25T23:56:40.633371] [INFO ] [main      ] Fetching symbol history for GD...
[2025-11-25T23:56:40.633433] [DEBUG] [REMOTE    ] GD: Fetching historical data.
[2025-11-25T23:56:40.634695] [INFO ] [main      ] Progress: 112/452 forecasts completed (24.8%). TDOC finished in 0.6s. ETA: 56.9s. Rate: 358.80 forecasts/min
[2025-11-25T23:56:40.645107] [DEBUG] [REMOTE    ] GD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:40.645800] [DEBUG] [LOCAL     ] Loaded configuration for GD: 1 features, N/A% accuracy
[2025-11-25T23:56:40.645919] [INFO ] [LOCAL     ] GD: Loaded 1 optimal features with 61.78% confidence from JSON config
[2025-11-25T23:56:40.646039] [DEBUG] [MAG       ] Building data for symbol: GD with lookback: 0
[2025-11-25T23:56:40.646926] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:56:40.647054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:40.648079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:40.696545] [DEBUG] [MAG       ] EOG: Last date is validated at 2025-11-25
[2025-11-25T23:56:40.718082] [DEBUG] [MAG       ] AAON: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:40.839831] [INFO ] [LOCAL     ] AAON: Saved forecast.
[2025-11-25T23:56:40.840054] [INFO ] [main      ] AAON: Signal=1 (Conf=90.0%), Magnitude=4.70% (Conf=0%)
[2025-11-25T23:56:40.840466] [INFO ] [main      ] Progress: 113/452 forecasts completed (25.0%). AAON finished in 0.6s. ETA: 56.8s. Rate: 358.07 forecasts/min
[2025-11-25T23:56:40.840674] [INFO ] [main      ] Fetching symbol history for BKH...
[2025-11-25T23:56:40.840785] [DEBUG] [REMOTE    ] BKH: Fetching historical data.
[2025-11-25T23:56:40.851664] [DEBUG] [REMOTE    ] BKH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:40.852212] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 9 features, N/A% accuracy
[2025-11-25T23:56:40.852328] [INFO ] [LOCAL     ] BKH: Loaded 9 optimal features with 55.05% confidence from JSON config
[2025-11-25T23:56:40.852426] [DEBUG] [MAG       ] Building data for symbol: BKH with lookback: 0
[2025-11-25T23:56:40.853271] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:56:40.853407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:40.858237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:40.860118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:40.860688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:40.861153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:40.867393] [DEBUG] [MAG       ] EOG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:40.899513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:56:40.900278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:40.900826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:40.901969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:56:40.904011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:40.916521] [DEBUG] [MAG       ] VAC: Last date is validated at 2025-11-25
[2025-11-25T23:56:40.984486] [INFO ] [LOCAL     ] EOG: Saved forecast.
[2025-11-25T23:56:40.984750] [INFO ] [main      ] EOG: Signal=1 (Conf=90.0%), Magnitude=-2.09% (Conf=55.6969%)
[2025-11-25T23:56:40.985169] [INFO ] [main      ] Fetching symbol history for BXSL...
[2025-11-25T23:56:40.985283] [DEBUG] [REMOTE    ] BXSL: Fetching historical data.
[2025-11-25T23:56:40.986716] [INFO ] [main      ] Progress: 114/452 forecasts completed (25.2%). EOG finished in 0.7s. ETA: 56.6s. Rate: 358.47 forecasts/min
[2025-11-25T23:56:40.994734] [DEBUG] [MAG       ] GD: Last date is validated at 2025-11-25
[2025-11-25T23:56:40.996828] [DEBUG] [REMOTE    ] BXSL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:40.998140] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 6 features, N/A% accuracy
[2025-11-25T23:56:40.998266] [INFO ] [LOCAL     ] BXSL: Loaded 6 optimal features with 57.43% confidence from JSON config
[2025-11-25T23:56:40.998363] [DEBUG] [MAG       ] Building data for symbol: BXSL with lookback: 0
[2025-11-25T23:56:40.999234] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:40.999367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:41.004302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:41.006199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:41.006787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:41.007260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:41.008253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:41.084806] [DEBUG] [MAG       ] VAC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:41.118773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:41.173273] [DEBUG] [MAG       ] GD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:41.199311] [INFO ] [LOCAL     ] VAC: Saved forecast.
[2025-11-25T23:56:41.199562] [INFO ] [main      ] VAC: Signal=1 (Conf=90.0%), Magnitude=17.29% (Conf=49.6509%)
[2025-11-25T23:56:41.199763] [INFO ] [main      ] Fetching symbol history for MODG...
[2025-11-25T23:56:41.199875] [DEBUG] [REMOTE    ] MODG: Fetching historical data.
[2025-11-25T23:56:41.201709] [INFO ] [main      ] Progress: 115/452 forecasts completed (25.4%). VAC finished in 0.6s. ETA: 56.5s. Rate: 357.59 forecasts/min
[2025-11-25T23:56:41.210744] [DEBUG] [REMOTE    ] MODG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:41.211763] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 5 features, N/A% accuracy
[2025-11-25T23:56:41.211836] [INFO ] [LOCAL     ] MODG: Loaded 5 optimal features with 62.54% confidence from JSON config
[2025-11-25T23:56:41.211940] [DEBUG] [MAG       ] Building data for symbol: MODG with lookback: 0
[2025-11-25T23:56:41.212795] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:41.212879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:41.214624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:41.215211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:41.215621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:41.241625] [DEBUG] [MAG       ] BKH: Last date is validated at 2025-11-25
[2025-11-25T23:56:41.263934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:41.266763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:41.290688] [INFO ] [LOCAL     ] GD: Saved forecast.
[2025-11-25T23:56:41.290950] [INFO ] [main      ] GD: Signal=1 (Conf=90.0%), Magnitude=-0.32% (Conf=61.7785%)
[2025-11-25T23:56:41.291134] [INFO ] [main      ] Fetching symbol history for LND...
[2025-11-25T23:56:41.291250] [DEBUG] [REMOTE    ] LND: Fetching historical data.
[2025-11-25T23:56:41.291706] [INFO ] [main      ] Progress: 116/452 forecasts completed (25.7%). GD finished in 0.7s. ETA: 56.2s. Rate: 359.02 forecasts/min
[2025-11-25T23:56:41.302949] [DEBUG] [REMOTE    ] LND: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:41.304081] [DEBUG] [LOCAL     ] Loaded configuration for LND: 4 features, N/A% accuracy
[2025-11-25T23:56:41.304160] [INFO ] [LOCAL     ] LND: Loaded 4 optimal features with 48.59% confidence from JSON config
[2025-11-25T23:56:41.304270] [DEBUG] [MAG       ] Building data for symbol: LND with lookback: 0
[2025-11-25T23:56:41.305224] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:41.305314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:41.310574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:41.312133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:41.315135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:41.316345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:41.409552] [DEBUG] [MAG       ] BKH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:41.461953] [DEBUG] [MAG       ] BXSL: Last date is validated at 2025-11-25
[2025-11-25T23:56:41.500127] [INFO ] [LOCAL     ] BKH: Saved forecast.
[2025-11-25T23:56:41.500375] [INFO ] [main      ] BKH: Signal=1 (Conf=90.0%), Magnitude=-1.06% (Conf=55.0549%)
[2025-11-25T23:56:41.500791] [INFO ] [main      ] Progress: 117/452 forecasts completed (25.9%). BKH finished in 0.7s. ETA: 56.1s. Rate: 358.25 forecasts/min
[2025-11-25T23:56:41.500979] [INFO ] [main      ] Fetching symbol history for BSAC...
[2025-11-25T23:56:41.501081] [DEBUG] [REMOTE    ] BSAC: Fetching historical data.
[2025-11-25T23:56:41.512065] [DEBUG] [REMOTE    ] BSAC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:41.513226] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 3 features, N/A% accuracy
[2025-11-25T23:56:41.513349] [INFO ] [LOCAL     ] BSAC: Loaded 3 optimal features with 50.65% confidence from JSON config
[2025-11-25T23:56:41.513447] [DEBUG] [MAG       ] Building data for symbol: BSAC with lookback: 0
[2025-11-25T23:56:41.514313] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:41.514443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:41.519372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:41.521250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:41.521825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:41.602958] [DEBUG] [MAG       ] MODG: Last date is validated at 2025-11-25
[2025-11-25T23:56:41.632140] [DEBUG] [MAG       ] BXSL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:41.672138] [DEBUG] [MAG       ] LND: Last date is validated at 2025-11-25
[2025-11-25T23:56:41.701602] [INFO ] [LOCAL     ] BXSL: Saved forecast.
[2025-11-25T23:56:41.701879] [INFO ] [main      ] BXSL: Signal=1 (Conf=90.0%), Magnitude=1.52% (Conf=57.4301%)
[2025-11-25T23:56:41.702388] [INFO ] [main      ] Fetching symbol history for OPAD...
[2025-11-25T23:56:41.702510] [DEBUG] [REMOTE    ] OPAD: Fetching historical data.
[2025-11-25T23:56:41.702729] [INFO ] [main      ] Progress: 118/452 forecasts completed (26.1%). BXSL finished in 0.7s. ETA: 56.0s. Rate: 357.63 forecasts/min
[2025-11-25T23:56:41.713926] [DEBUG] [REMOTE    ] OPAD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:41.714958] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 5 features, N/A% accuracy
[2025-11-25T23:56:41.715082] [INFO ] [LOCAL     ] OPAD: Loaded 5 optimal features with 48.73% confidence from JSON config
[2025-11-25T23:56:41.715177] [DEBUG] [MAG       ] Building data for symbol: OPAD with lookback: 0
[2025-11-25T23:56:41.716033] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:41.716164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:41.721056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:41.722928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:41.723496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:41.723987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:41.771973] [DEBUG] [MAG       ] MODG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:41.772203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:41.839689] [INFO ] [LOCAL     ] MODG: Saved forecast.
[2025-11-25T23:56:41.839932] [INFO ] [main      ] MODG: Signal=1 (Conf=90.0%), Magnitude=-1.11% (Conf=62.5386%)
[2025-11-25T23:56:41.840351] [INFO ] [main      ] Fetching symbol history for UNMA...
[2025-11-25T23:56:41.840467] [DEBUG] [REMOTE    ] UNMA: Fetching historical data.
[2025-11-25T23:56:41.840729] [INFO ] [main      ] Progress: 119/452 forecasts completed (26.3%). MODG finished in 0.6s. ETA: 55.8s. Rate: 358.16 forecasts/min
[2025-11-25T23:56:41.847731] [DEBUG] [MAG       ] LND: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:41.851178] [DEBUG] [REMOTE    ] UNMA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:41.852320] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 6 features, N/A% accuracy
[2025-11-25T23:56:41.852444] [INFO ] [LOCAL     ] UNMA: Loaded 6 optimal features with 64.70% confidence from JSON config
[2025-11-25T23:56:41.852541] [DEBUG] [MAG       ] Building data for symbol: UNMA with lookback: 0
[2025-11-25T23:56:41.853395] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:41.853526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:41.855329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:41.855919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:41.856382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:41.857852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:41.859880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:56:41.860179] [DEBUG] [MAG       ] BSAC: Last date is validated at 2025-11-25
[2025-11-25T23:56:41.862223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:41.906328] [INFO ] [LOCAL     ] LND: Saved forecast.
[2025-11-25T23:56:41.906425] [INFO ] [main      ] LND: Signal=1 (Conf=90.0%), Magnitude=0.15% (Conf=48.5875%)
[2025-11-25T23:56:41.906837] [INFO ] [main      ] Fetching symbol history for SWZ...
[2025-11-25T23:56:41.906901] [DEBUG] [REMOTE    ] SWZ: Fetching historical data.
[2025-11-25T23:56:41.907138] [INFO ] [main      ] Progress: 120/452 forecasts completed (26.5%). LND finished in 0.6s. ETA: 55.3s. Rate: 359.97 forecasts/min
[2025-11-25T23:56:41.918188] [DEBUG] [REMOTE    ] SWZ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:41.919363] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 13 features, N/A% accuracy
[2025-11-25T23:56:41.919431] [INFO ] [LOCAL     ] SWZ: Loaded 13 optimal features with 44.54% confidence from JSON config
[2025-11-25T23:56:41.919469] [DEBUG] [MAG       ] Building data for symbol: SWZ with lookback: 0
[2025-11-25T23:56:41.920312] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T23:56:41.920412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:41.925343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:41.927561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:41.928194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:41.928711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:56:41.948858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:41.950343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:41.950965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:41.952816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:41.953964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:56:41.954835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:41.956409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:41.957905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:56:41.960143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:42.030561] [DEBUG] [MAG       ] BSAC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:42.098441] [INFO ] [LOCAL     ] BSAC: Saved forecast.
[2025-11-25T23:56:42.098708] [INFO ] [main      ] BSAC: Signal=1 (Conf=90.0%), Magnitude=0.39% (Conf=50.652%)
[2025-11-25T23:56:42.098939] [INFO ] [main      ] Fetching symbol history for DBRG...
[2025-11-25T23:56:42.099054] [DEBUG] [REMOTE    ] DBRG: Fetching historical data.
[2025-11-25T23:56:42.100020] [INFO ] [main      ] Progress: 121/452 forecasts completed (26.8%). BSAC finished in 0.6s. ETA: 55.2s. Rate: 359.51 forecasts/min
[2025-11-25T23:56:42.112848] [DEBUG] [MAG       ] OPAD: Last date is validated at 2025-11-25
[2025-11-25T23:56:42.112748] [DEBUG] [REMOTE    ] DBRG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:42.113339] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 4 features, N/A% accuracy
[2025-11-25T23:56:42.113463] [INFO ] [LOCAL     ] DBRG: Loaded 4 optimal features with 56.62% confidence from JSON config
[2025-11-25T23:56:42.113558] [DEBUG] [MAG       ] Building data for symbol: DBRG with lookback: 0
[2025-11-25T23:56:42.114414] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:42.114548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:42.153296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:42.197752] [DEBUG] [MAG       ] UNMA: Last date is validated at 2025-11-25
[2025-11-25T23:56:42.230522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:56:42.232963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:56:42.238941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:42.282200] [DEBUG] [MAG       ] OPAD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:42.309729] [DEBUG] [MAG       ] SWZ: Last date is validated at 2025-11-25
[2025-11-25T23:56:42.345404] [INFO ] [LOCAL     ] OPAD: Saved forecast.
[2025-11-25T23:56:42.345669] [INFO ] [main      ] OPAD: Signal=1 (Conf=90.0%), Magnitude=3.93% (Conf=48.7343%)
[2025-11-25T23:56:42.345897] [INFO ] [main      ] Fetching symbol history for VTS...
[2025-11-25T23:56:42.346010] [DEBUG] [REMOTE    ] VTS: Fetching historical data.
[2025-11-25T23:56:42.346720] [INFO ] [main      ] Progress: 122/452 forecasts completed (27.0%). OPAD finished in 0.6s. ETA: 55.3s. Rate: 358.10 forecasts/min
[2025-11-25T23:56:42.357451] [DEBUG] [REMOTE    ] VTS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:42.358249] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, N/A% accuracy
[2025-11-25T23:56:42.358369] [INFO ] [LOCAL     ] VTS: Loaded 4 optimal features with 64.63% confidence from JSON config
[2025-11-25T23:56:42.358467] [DEBUG] [MAG       ] Building data for symbol: VTS with lookback: 0
[2025-11-25T23:56:42.359323] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:42.359457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:42.364354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:42.366259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:42.366843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:42.367315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:42.371153] [DEBUG] [MAG       ] UNMA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:42.433001] [INFO ] [LOCAL     ] UNMA: Saved forecast.
[2025-11-25T23:56:42.433259] [INFO ] [main      ] UNMA: Signal=1 (Conf=90.0%), Magnitude=-0.36% (Conf=64.7029%)
[2025-11-25T23:56:42.433698] [INFO ] [main      ] Fetching symbol history for AIO...
[2025-11-25T23:56:42.433705] [INFO ] [main      ] Progress: 123/452 forecasts completed (27.2%). UNMA finished in 0.6s. ETA: 54.9s. Rate: 359.51 forecasts/min
[2025-11-25T23:56:42.433836] [DEBUG] [REMOTE    ] AIO: Fetching historical data.
[2025-11-25T23:56:42.444673] [DEBUG] [REMOTE    ] AIO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:42.445539] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 3 features, N/A% accuracy
[2025-11-25T23:56:42.445720] [INFO ] [LOCAL     ] AIO: Loaded 3 optimal features with 49.78% confidence from JSON config
[2025-11-25T23:56:42.445851] [DEBUG] [MAG       ] Building data for symbol: AIO with lookback: 0
[2025-11-25T23:56:42.447062] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:42.447250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:42.451318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:56:42.457044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:42.458909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:42.484899] [DEBUG] [MAG       ] SWZ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:42.576384] [DEBUG] [MAG       ] DBRG: Last date is validated at 2025-11-25
[2025-11-25T23:56:42.615265] [INFO ] [LOCAL     ] SWZ: Saved forecast.
[2025-11-25T23:56:42.615517] [INFO ] [main      ] SWZ: Signal=1 (Conf=90.0%), Magnitude=-0.06% (Conf=44.5386%)
[2025-11-25T23:56:42.615754] [INFO ] [main      ] Fetching symbol history for DEI...
[2025-11-25T23:56:42.615870] [DEBUG] [REMOTE    ] DEI: Fetching historical data.
[2025-11-25T23:56:42.617718] [INFO ] [main      ] Progress: 124/452 forecasts completed (27.4%). SWZ finished in 0.7s. ETA: 54.8s. Rate: 359.21 forecasts/min
[2025-11-25T23:56:42.627097] [DEBUG] [REMOTE    ] DEI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:42.628215] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, N/A% accuracy
[2025-11-25T23:56:42.628331] [INFO ] [LOCAL     ] DEI: Loaded 4 optimal features with 59.20% confidence from JSON config
[2025-11-25T23:56:42.628429] [DEBUG] [MAG       ] Building data for symbol: DEI with lookback: 0
[2025-11-25T23:56:42.629290] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:42.629423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:42.630369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:42.708049] [DEBUG] [MAG       ] VTS: Last date is validated at 2025-11-25
[2025-11-25T23:56:42.741590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:56:42.742785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:42.743953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:42.754276] [DEBUG] [MAG       ] DBRG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:42.812094] [DEBUG] [MAG       ] AIO: Last date is validated at 2025-11-25
[2025-11-25T23:56:42.828707] [INFO ] [LOCAL     ] DBRG: Saved forecast.
[2025-11-25T23:56:42.828961] [INFO ] [main      ] DBRG: Signal=1 (Conf=90.0%), Magnitude=6.43% (Conf=56.6191%)
[2025-11-25T23:56:42.829217] [INFO ] [main      ] Fetching symbol history for ZBH...
[2025-11-25T23:56:42.829331] [DEBUG] [REMOTE    ] ZBH: Fetching historical data.
[2025-11-25T23:56:42.829590] [INFO ] [main      ] Progress: 125/452 forecasts completed (27.7%). DBRG finished in 0.7s. ETA: 54.7s. Rate: 358.44 forecasts/min
[2025-11-25T23:56:42.841490] [DEBUG] [REMOTE    ] ZBH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:42.842336] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 7 features, N/A% accuracy
[2025-11-25T23:56:42.842461] [INFO ] [LOCAL     ] ZBH: Loaded 7 optimal features with 50.26% confidence from JSON config
[2025-11-25T23:56:42.842563] [DEBUG] [MAG       ] Building data for symbol: ZBH with lookback: 0
[2025-11-25T23:56:42.843527] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:42.843688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:42.845527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:42.846174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:42.846746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:42.847233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:42.879626] [DEBUG] [MAG       ] VTS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:42.955610] [INFO ] [LOCAL     ] VTS: Saved forecast.
[2025-11-25T23:56:42.955903] [INFO ] [main      ] VTS: Signal=1 (Conf=90.0%), Magnitude=-1.32% (Conf=64.626%)
[2025-11-25T23:56:42.956331] [INFO ] [main      ] Fetching symbol history for PFN...
[2025-11-25T23:56:42.956448] [DEBUG] [REMOTE    ] PFN: Fetching historical data.
[2025-11-25T23:56:42.956497] [INFO ] [main      ] Progress: 126/452 forecasts completed (27.9%). VTS finished in 0.6s. ETA: 54.5s. Rate: 359.13 forecasts/min
[2025-11-25T23:56:42.964660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:42.966094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:56:42.967881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:42.968446] [DEBUG] [REMOTE    ] PFN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:42.969194] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 5 features, N/A% accuracy
[2025-11-25T23:56:42.969359] [INFO ] [LOCAL     ] PFN: Loaded 5 optimal features with 24.05% confidence from JSON config
[2025-11-25T23:56:42.969458] [DEBUG] [MAG       ] Building data for symbol: PFN with lookback: 0
[2025-11-25T23:56:42.970318] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:42.970449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:42.975306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:42.976364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:42.978118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:56:42.978973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:42.979974] [DEBUG] [MAG       ] AIO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:42.981631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:43.097040] [DEBUG] [MAG       ] DEI: Last date is validated at 2025-11-25
[2025-11-25T23:56:43.109317] [INFO ] [LOCAL     ] AIO: Saved forecast.
[2025-11-25T23:56:43.109530] [INFO ] [main      ] AIO: Signal=1 (Conf=90.0%), Magnitude=0.79% (Conf=49.776%)
[2025-11-25T23:56:43.110025] [INFO ] [main      ] Fetching symbol history for HYI...
[2025-11-25T23:56:43.110143] [DEBUG] [REMOTE    ] HYI: Fetching historical data.
[2025-11-25T23:56:43.110721] [INFO ] [main      ] Progress: 127/452 forecasts completed (28.1%). AIO finished in 0.7s. ETA: 54.3s. Rate: 359.35 forecasts/min
[2025-11-25T23:56:43.122012] [DEBUG] [REMOTE    ] HYI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:43.123034] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 6 features, N/A% accuracy
[2025-11-25T23:56:43.123159] [INFO ] [LOCAL     ] HYI: Loaded 6 optimal features with 44.18% confidence from JSON config
[2025-11-25T23:56:43.123256] [DEBUG] [MAG       ] Building data for symbol: HYI with lookback: 0
[2025-11-25T23:56:43.124116] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:43.124246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:43.129157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:43.131009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:43.131558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:43.132041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:43.170692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:43.172007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:43.270395] [DEBUG] [MAG       ] DEI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:43.314146] [DEBUG] [MAG       ] ZBH: Last date is validated at 2025-11-25
[2025-11-25T23:56:43.319576] [DEBUG] [MAG       ] PFN: Last date is validated at 2025-11-25
[2025-11-25T23:56:43.339011] [INFO ] [LOCAL     ] DEI: Saved forecast.
[2025-11-25T23:56:43.339287] [INFO ] [main      ] DEI: Signal=1 (Conf=90.0%), Magnitude=-0.18% (Conf=59.2048%)
[2025-11-25T23:56:43.339524] [INFO ] [main      ] Fetching symbol history for PSN...
[2025-11-25T23:56:43.339653] [DEBUG] [REMOTE    ] PSN: Fetching historical data.
[2025-11-25T23:56:43.340430] [INFO ] [main      ] Progress: 128/452 forecasts completed (28.3%). DEI finished in 0.7s. ETA: 54.3s. Rate: 358.30 forecasts/min
[2025-11-25T23:56:43.352289] [DEBUG] [REMOTE    ] PSN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:43.352963] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 4 features, N/A% accuracy
[2025-11-25T23:56:43.353082] [INFO ] [LOCAL     ] PSN: Loaded 4 optimal features with 61.67% confidence from JSON config
[2025-11-25T23:56:43.353178] [DEBUG] [MAG       ] Building data for symbol: PSN with lookback: 0
[2025-11-25T23:56:43.354063] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:43.354198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:43.355204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:56:43.356154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:43.357290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:43.359443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:43.486849] [DEBUG] [MAG       ] ZBH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:43.488278] [DEBUG] [MAG       ] PFN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:43.510895] [DEBUG] [MAG       ] HYI: Last date is validated at 2025-11-25
[2025-11-25T23:56:43.546226] [INFO ] [LOCAL     ] PFN: Saved forecast.
[2025-11-25T23:56:43.546472] [INFO ] [main      ] PFN: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=24.0497%)
[2025-11-25T23:56:43.546898] [INFO ] [main      ] Fetching symbol history for CNS...
[2025-11-25T23:56:43.547011] [DEBUG] [REMOTE    ] CNS: Fetching historical data.
[2025-11-25T23:56:43.546965] [INFO ] [main      ] Progress: 129/452 forecasts completed (28.5%). PFN finished in 0.6s. ETA: 54.2s. Rate: 357.65 forecasts/min
[2025-11-25T23:56:43.560224] [DEBUG] [REMOTE    ] CNS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:43.560874] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 6 features, N/A% accuracy
[2025-11-25T23:56:43.561173] [INFO ] [LOCAL     ] CNS: Loaded 6 optimal features with 55.48% confidence from JSON config
[2025-11-25T23:56:43.561234] [DEBUG] [MAG       ] Building data for symbol: CNS with lookback: 0
[2025-11-25T23:56:43.562092] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:43.562224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:43.567110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:43.569095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:43.569725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:43.570206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:56:43.570929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:56:43.571709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:43.593043] [INFO ] [LOCAL     ] ZBH: Saved forecast.
[2025-11-25T23:56:43.593310] [INFO ] [main      ] ZBH: Signal=1 (Conf=90.0%), Magnitude=7.05% (Conf=50.2566%)
[2025-11-25T23:56:43.593492] [INFO ] [main      ] Fetching symbol history for ABM...
[2025-11-25T23:56:43.593606] [DEBUG] [REMOTE    ] ABM: Fetching historical data.
[2025-11-25T23:56:43.594888] [INFO ] [main      ] Progress: 130/452 forecasts completed (28.8%). ZBH finished in 0.8s. ETA: 53.7s. Rate: 359.63 forecasts/min
[2025-11-25T23:56:43.606602] [DEBUG] [REMOTE    ] ABM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:43.607186] [DEBUG] [LOCAL     ] No configuration file found for ABM
[2025-11-25T23:56:43.607271] [DEBUG] [MAG       ] Building data for symbol: ABM with lookback: 0
[2025-11-25T23:56:43.608378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:43.689561] [DEBUG] [MAG       ] HYI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:43.720867] [DEBUG] [MAG       ] PSN: Last date is validated at 2025-11-25
[2025-11-25T23:56:43.752868] [INFO ] [LOCAL     ] HYI: Saved forecast.
[2025-11-25T23:56:43.753823] [INFO ] [main      ] HYI: Signal=1 (Conf=90.0%), Magnitude=1.40% (Conf=44.1829%)
[2025-11-25T23:56:43.754073] [INFO ] [main      ] Fetching symbol history for MEI...
[2025-11-25T23:56:43.754189] [DEBUG] [REMOTE    ] MEI: Fetching historical data.
[2025-11-25T23:56:43.755963] [INFO ] [main      ] Progress: 131/452 forecasts completed (29.0%). HYI finished in 0.6s. ETA: 53.5s. Rate: 359.72 forecasts/min
[2025-11-25T23:56:43.767930] [DEBUG] [REMOTE    ] MEI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:43.769259] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 5 features, N/A% accuracy
[2025-11-25T23:56:43.769588] [INFO ] [LOCAL     ] MEI: Loaded 5 optimal features with 64.79% confidence from JSON config
[2025-11-25T23:56:43.769710] [DEBUG] [MAG       ] Building data for symbol: MEI with lookback: 0
[2025-11-25T23:56:43.770576] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:43.770722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:43.772850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:43.774989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:43.775869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:56:43.777317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:56:43.779867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:43.950176] [DEBUG] [MAG       ] PSN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:43.987249] [DEBUG] [MAG       ] ABM: Last date is validated at 2025-11-25
[2025-11-25T23:56:44.002738] [DEBUG] [MAG       ] CNS: Last date is validated at 2025-11-25
[2025-11-25T23:56:44.093591] [INFO ] [LOCAL     ] PSN: Saved forecast.
[2025-11-25T23:56:44.093936] [INFO ] [main      ] PSN: Signal=1 (Conf=90.0%), Magnitude=-2.62% (Conf=61.672%)
[2025-11-25T23:56:44.094232] [INFO ] [main      ] Fetching symbol history for CLCO...
[2025-11-25T23:56:44.094595] [DEBUG] [REMOTE    ] CLCO: Fetching historical data.
[2025-11-25T23:56:44.096719] [INFO ] [main      ] Progress: 132/452 forecasts completed (29.2%). PSN finished in 0.8s. ETA: 53.8s. Rate: 356.90 forecasts/min
[2025-11-25T23:56:44.113020] [DEBUG] [REMOTE    ] CLCO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:44.113892] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 1 features, N/A% accuracy
[2025-11-25T23:56:44.114052] [INFO ] [LOCAL     ] CLCO: Loaded 1 optimal features with 22.57% confidence from JSON config
[2025-11-25T23:56:44.114184] [DEBUG] [MAG       ] Building data for symbol: CLCO with lookback: 0
[2025-11-25T23:56:44.115545] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:56:44.115743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:56:44.116871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:44.216619] [DEBUG] [MAG       ] ABM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:44.236302] [DEBUG] [MAG       ] CNS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:44.242787] [DEBUG] [MAG       ] MEI: Last date is validated at 2025-11-25
[2025-11-25T23:56:44.329679] [INFO ] [LOCAL     ] ABM: Saved forecast.
[2025-11-25T23:56:44.329822] [INFO ] [main      ] ABM: Signal=1 (Conf=90.0%), Magnitude=2.22% (Conf=0%)
[2025-11-25T23:56:44.330008] [INFO ] [main      ] Fetching symbol history for TDF...
[2025-11-25T23:56:44.330073] [DEBUG] [REMOTE    ] TDF: Fetching historical data.
[2025-11-25T23:56:44.331087] [INFO ] [main      ] Progress: 133/452 forecasts completed (29.4%). ABM finished in 0.7s. ETA: 53.8s. Rate: 355.85 forecasts/min
[2025-11-25T23:56:44.341455] [INFO ] [LOCAL     ] CNS: Saved forecast.
[2025-11-25T23:56:44.341729] [INFO ] [main      ] CNS: Signal=1 (Conf=90.0%), Magnitude=3.18% (Conf=55.4765%)
[2025-11-25T23:56:44.341973] [INFO ] [main      ] Fetching symbol history for FBIN...
[2025-11-25T23:56:44.341982] [DEBUG] [REMOTE    ] TDF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:44.342128] [DEBUG] [REMOTE    ] FBIN: Fetching historical data.
[2025-11-25T23:56:44.342681] [INFO ] [main      ] Progress: 134/452 forecasts completed (29.6%). CNS finished in 0.8s. ETA: 53.2s. Rate: 358.34 forecasts/min
[2025-11-25T23:56:44.342960] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, N/A% accuracy
[2025-11-25T23:56:44.343024] [INFO ] [LOCAL     ] TDF: Loaded 6 optimal features with 67.98% confidence from JSON config
[2025-11-25T23:56:44.343098] [DEBUG] [MAG       ] Building data for symbol: TDF with lookback: 0
[2025-11-25T23:56:44.344113] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:44.344331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:44.349517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:44.351576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:44.352247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:44.352770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:44.355918] [DEBUG] [REMOTE    ] FBIN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:44.357108] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 4 features, N/A% accuracy
[2025-11-25T23:56:44.357282] [INFO ] [LOCAL     ] FBIN: Loaded 4 optimal features with 58.57% confidence from JSON config
[2025-11-25T23:56:44.357730] [DEBUG] [MAG       ] Building data for symbol: FBIN with lookback: 0
[2025-11-25T23:56:44.357417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T23:56:44.358998] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:44.359119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:44.360387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:44.361683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:44.362538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:44.363184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:44.364402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:44.484271] [DEBUG] [MAG       ] MEI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:44.561330] [INFO ] [LOCAL     ] MEI: Saved forecast.
[2025-11-25T23:56:44.561581] [INFO ] [main      ] MEI: Signal=1 (Conf=90.0%), Magnitude=-0.65% (Conf=64.7936%)
[2025-11-25T23:56:44.562036] [INFO ] [main      ] Fetching symbol history for AMG...
[2025-11-25T23:56:44.562183] [DEBUG] [REMOTE    ] AMG: Fetching historical data.
[2025-11-25T23:56:44.562732] [INFO ] [main      ] Progress: 135/452 forecasts completed (29.9%). MEI finished in 0.8s. ETA: 53.2s. Rate: 357.50 forecasts/min
[2025-11-25T23:56:44.574052] [DEBUG] [REMOTE    ] AMG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:44.574712] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 5 features, N/A% accuracy
[2025-11-25T23:56:44.574834] [INFO ] [LOCAL     ] AMG: Loaded 5 optimal features with 52.99% confidence from JSON config
[2025-11-25T23:56:44.574935] [DEBUG] [MAG       ] Building data for symbol: AMG with lookback: 0
[2025-11-25T23:56:44.575855] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:44.575998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:44.577262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:44.578698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:44.580087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:56:44.580916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:56:44.581778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:44.588416] [DEBUG] [MAG       ] CLCO: Last date is validated at 2025-11-25
[2025-11-25T23:56:44.770434] [DEBUG] [MAG       ] TDF: Last date is validated at 2025-11-25
[2025-11-25T23:56:44.772982] [DEBUG] [MAG       ] CLCO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:44.834587] [DEBUG] [MAG       ] FBIN: Last date is validated at 2025-11-25
[2025-11-25T23:56:44.835661] [INFO ] [LOCAL     ] CLCO: Saved forecast.
[2025-11-25T23:56:44.835887] [INFO ] [main      ] CLCO: Signal=1 (Conf=90.0%), Magnitude=-0.96% (Conf=22.5727%)
[2025-11-25T23:56:44.836128] [INFO ] [main      ] Fetching symbol history for JCI...
[2025-11-25T23:56:44.836242] [DEBUG] [REMOTE    ] JCI: Fetching historical data.
[2025-11-25T23:56:44.837405] [INFO ] [main      ] Progress: 136/452 forecasts completed (30.1%). CLCO finished in 0.7s. ETA: 53.3s. Rate: 355.84 forecasts/min
[2025-11-25T23:56:44.848511] [DEBUG] [REMOTE    ] JCI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:44.849683] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 6 features, N/A% accuracy
[2025-11-25T23:56:44.849816] [INFO ] [LOCAL     ] JCI: Loaded 6 optimal features with 57.44% confidence from JSON config
[2025-11-25T23:56:44.849954] [DEBUG] [MAG       ] Building data for symbol: JCI with lookback: 0
[2025-11-25T23:56:44.850864] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:44.851014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:44.856453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:44.858479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:44.859083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:44.862088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:44.903871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:44.905736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:44.928111] [DEBUG] [MAG       ] AMG: Last date is validated at 2025-11-25
[2025-11-25T23:56:44.943410] [DEBUG] [MAG       ] TDF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:45.007514] [INFO ] [LOCAL     ] TDF: Saved forecast.
[2025-11-25T23:56:45.007773] [INFO ] [main      ] TDF: Signal=1 (Conf=90.0%), Magnitude=0.87% (Conf=67.98%)
[2025-11-25T23:56:45.008007] [INFO ] [main      ] Fetching symbol history for BTE...
[2025-11-25T23:56:45.008126] [DEBUG] [REMOTE    ] BTE: Fetching historical data.
[2025-11-25T23:56:45.008372] [INFO ] [main      ] Progress: 137/452 forecasts completed (30.3%). TDF finished in 0.7s. ETA: 53.1s. Rate: 355.80 forecasts/min
[2025-11-25T23:56:45.020259] [DEBUG] [REMOTE    ] BTE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:45.021469] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 1 features, N/A% accuracy
[2025-11-25T23:56:45.021592] [INFO ] [LOCAL     ] BTE: Loaded 1 optimal features with 58.45% confidence from JSON config
[2025-11-25T23:56:45.021711] [DEBUG] [MAG       ] Building data for symbol: BTE with lookback: 0
[2025-11-25T23:56:45.022563] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:56:45.022713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:45.023501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:45.025516] [DEBUG] [MAG       ] FBIN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:45.099632] [DEBUG] [MAG       ] AMG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:45.126356] [INFO ] [LOCAL     ] FBIN: Saved forecast.
[2025-11-25T23:56:45.126631] [INFO ] [main      ] FBIN: Signal=1 (Conf=90.0%), Magnitude=1.00% (Conf=58.5696%)
[2025-11-25T23:56:45.127117] [INFO ] [main      ] Fetching symbol history for TRC...
[2025-11-25T23:56:45.127088] [INFO ] [main      ] Progress: 138/452 forecasts completed (30.5%). FBIN finished in 0.8s. ETA: 52.8s. Rate: 356.57 forecasts/min
[2025-11-25T23:56:45.127218] [DEBUG] [REMOTE    ] TRC: Fetching historical data.
[2025-11-25T23:56:45.141071] [DEBUG] [REMOTE    ] TRC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:45.142300] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 7 features, N/A% accuracy
[2025-11-25T23:56:45.142407] [INFO ] [LOCAL     ] TRC: Loaded 7 optimal features with 64.29% confidence from JSON config
[2025-11-25T23:56:45.142484] [DEBUG] [MAG       ] Building data for symbol: TRC with lookback: 0
[2025-11-25T23:56:45.143496] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:45.143603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:45.145456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:45.146088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:45.146562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:45.147632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:56:45.148370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:45.150753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T23:56:45.153841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:45.207701] [INFO ] [LOCAL     ] AMG: Saved forecast.
[2025-11-25T23:56:45.207817] [INFO ] [main      ] AMG: Signal=1 (Conf=90.0%), Magnitude=0.12% (Conf=52.9908%)
[2025-11-25T23:56:45.207995] [INFO ] [main      ] Fetching symbol history for FCN...
[2025-11-25T23:56:45.208060] [DEBUG] [REMOTE    ] FCN: Fetching historical data.
[2025-11-25T23:56:45.209168] [INFO ] [main      ] Progress: 139/452 forecasts completed (30.8%). AMG finished in 0.6s. ETA: 52.5s. Rate: 357.89 forecasts/min
[2025-11-25T23:56:45.218963] [DEBUG] [REMOTE    ] FCN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:45.219624] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 5 features, N/A% accuracy
[2025-11-25T23:56:45.219769] [INFO ] [LOCAL     ] FCN: Loaded 5 optimal features with 58.86% confidence from JSON config
[2025-11-25T23:56:45.219872] [DEBUG] [MAG       ] Building data for symbol: FCN with lookback: 0
[2025-11-25T23:56:45.220720] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:45.220855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:45.222706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:45.223294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:45.223860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:45.224868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:45.227438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:45.261734] [DEBUG] [MAG       ] JCI: Last date is validated at 2025-11-25
[2025-11-25T23:56:45.372983] [DEBUG] [MAG       ] BTE: Last date is validated at 2025-11-25
[2025-11-25T23:56:45.433685] [DEBUG] [MAG       ] JCI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:45.508238] [DEBUG] [MAG       ] TRC: Last date is validated at 2025-11-25
[2025-11-25T23:56:45.538389] [INFO ] [LOCAL     ] JCI: Saved forecast.
[2025-11-25T23:56:45.538635] [INFO ] [main      ] JCI: Signal=1 (Conf=90.0%), Magnitude=-1.01% (Conf=57.4358%)
[2025-11-25T23:56:45.538892] [INFO ] [main      ] Fetching symbol history for NTB...
[2025-11-25T23:56:45.539026] [DEBUG] [REMOTE    ] NTB: Fetching historical data.
[2025-11-25T23:56:45.539722] [INFO ] [main      ] Progress: 140/452 forecasts completed (31.0%). JCI finished in 0.7s. ETA: 52.7s. Rate: 355.42 forecasts/min
[2025-11-25T23:56:45.551217] [DEBUG] [REMOTE    ] NTB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:45.552317] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, N/A% accuracy
[2025-11-25T23:56:45.552443] [INFO ] [LOCAL     ] NTB: Loaded 2 optimal features with 47.83% confidence from JSON config
[2025-11-25T23:56:45.552608] [DEBUG] [MAG       ] Building data for symbol: NTB with lookback: 0
[2025-11-25T23:56:45.553539] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:45.553689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:45.560325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:45.562413] [DEBUG] [MAG       ] BTE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:45.563449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:45.566589] [DEBUG] [MAG       ] FCN: Last date is validated at 2025-11-25
[2025-11-25T23:56:45.614396] [INFO ] [LOCAL     ] BTE: Saved forecast.
[2025-11-25T23:56:45.614491] [INFO ] [main      ] BTE: Signal=1 (Conf=90.0%), Magnitude=-0.56% (Conf=58.4512%)
[2025-11-25T23:56:45.614669] [INFO ] [main      ] Fetching symbol history for JLL...
[2025-11-25T23:56:45.614749] [DEBUG] [REMOTE    ] JLL: Fetching historical data.
[2025-11-25T23:56:45.614966] [INFO ] [main      ] Progress: 141/452 forecasts completed (31.2%). BTE finished in 0.6s. ETA: 52.3s. Rate: 356.82 forecasts/min
[2025-11-25T23:56:45.626121] [DEBUG] [REMOTE    ] JLL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:45.627277] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 3 features, N/A% accuracy
[2025-11-25T23:56:45.627417] [INFO ] [LOCAL     ] JLL: Loaded 3 optimal features with 45.30% confidence from JSON config
[2025-11-25T23:56:45.627519] [DEBUG] [MAG       ] Building data for symbol: JLL with lookback: 0
[2025-11-25T23:56:45.628422] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:45.628557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:45.633538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:45.634413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:45.637157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:45.681585] [DEBUG] [MAG       ] TRC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:45.735739] [DEBUG] [MAG       ] FCN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:45.753463] [INFO ] [LOCAL     ] TRC: Saved forecast.
[2025-11-25T23:56:45.753556] [INFO ] [main      ] TRC: Signal=1 (Conf=90.0%), Magnitude=1.80% (Conf=64.291%)
[2025-11-25T23:56:45.753898] [INFO ] [main      ] Progress: 142/452 forecasts completed (31.4%). TRC finished in 0.6s. ETA: 52.1s. Rate: 357.26 forecasts/min
[2025-11-25T23:56:45.754036] [INFO ] [main      ] Fetching symbol history for HPQ...
[2025-11-25T23:56:45.754086] [DEBUG] [REMOTE    ] HPQ: Fetching historical data.
[2025-11-25T23:56:45.765786] [DEBUG] [REMOTE    ] HPQ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:45.766338] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 1 features, N/A% accuracy
[2025-11-25T23:56:45.766393] [INFO ] [LOCAL     ] HPQ: Loaded 1 optimal features with 48.77% confidence from JSON config
[2025-11-25T23:56:45.766432] [DEBUG] [MAG       ] Building data for symbol: HPQ with lookback: 0
[2025-11-25T23:56:45.767278] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:56:45.767379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:45.806706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:45.863418] [INFO ] [LOCAL     ] FCN: Saved forecast.
[2025-11-25T23:56:45.863510] [INFO ] [main      ] FCN: Signal=1 (Conf=90.0%), Magnitude=4.53% (Conf=58.8601%)
[2025-11-25T23:56:45.863690] [INFO ] [main      ] Fetching symbol history for DEA...
[2025-11-25T23:56:45.863837] [DEBUG] [REMOTE    ] DEA: Fetching historical data.
[2025-11-25T23:56:45.863964] [INFO ] [main      ] Progress: 143/452 forecasts completed (31.6%). FCN finished in 0.7s. ETA: 51.8s. Rate: 358.12 forecasts/min
[2025-11-25T23:56:45.875742] [DEBUG] [REMOTE    ] DEA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:45.876270] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, N/A% accuracy
[2025-11-25T23:56:45.876337] [INFO ] [LOCAL     ] DEA: Loaded 3 optimal features with 47.78% confidence from JSON config
[2025-11-25T23:56:45.876438] [DEBUG] [MAG       ] Building data for symbol: DEA with lookback: 0
[2025-11-25T23:56:45.877282] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:45.877390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:45.879166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:45.879769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:45.880250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:45.906964] [DEBUG] [MAG       ] NTB: Last date is validated at 2025-11-25
[2025-11-25T23:56:45.976319] [DEBUG] [MAG       ] JLL: Last date is validated at 2025-11-25
[2025-11-25T23:56:46.076784] [DEBUG] [MAG       ] NTB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:46.144095] [DEBUG] [MAG       ] JLL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:46.146917] [DEBUG] [MAG       ] HPQ: Last date is validated at 2025-11-25
[2025-11-25T23:56:46.158001] [INFO ] [LOCAL     ] NTB: Saved forecast.
[2025-11-25T23:56:46.158243] [INFO ] [main      ] NTB: Signal=1 (Conf=90.0%), Magnitude=0.67% (Conf=47.8289%)
[2025-11-25T23:56:46.158476] [INFO ] [main      ] Fetching symbol history for HSBC...
[2025-11-25T23:56:46.158587] [DEBUG] [REMOTE    ] HSBC: Fetching historical data.
[2025-11-25T23:56:46.158913] [INFO ] [main      ] Progress: 144/452 forecasts completed (31.9%). NTB finished in 0.6s. ETA: 51.9s. Rate: 356.24 forecasts/min
[2025-11-25T23:56:46.169800] [DEBUG] [REMOTE    ] HSBC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:46.170455] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, N/A% accuracy
[2025-11-25T23:56:46.170571] [INFO ] [LOCAL     ] HSBC: Loaded 2 optimal features with 66.30% confidence from JSON config
[2025-11-25T23:56:46.170690] [DEBUG] [MAG       ] Building data for symbol: HSBC with lookback: 0
[2025-11-25T23:56:46.171523] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:46.171672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:46.176485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:46.218718] [DEBUG] [MAG       ] DEA: Last date is validated at 2025-11-25
[2025-11-25T23:56:46.227995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:46.262886] [INFO ] [LOCAL     ] JLL: Saved forecast.
[2025-11-25T23:56:46.263000] [INFO ] [main      ] JLL: Signal=1 (Conf=90.0%), Magnitude=0.46% (Conf=45.2981%)
[2025-11-25T23:56:46.263171] [INFO ] [main      ] Fetching symbol history for VFC...
[2025-11-25T23:56:46.263232] [DEBUG] [REMOTE    ] VFC: Fetching historical data.
[2025-11-25T23:56:46.263969] [INFO ] [main      ] Progress: 145/452 forecasts completed (32.1%). JLL finished in 0.6s. ETA: 51.6s. Rate: 357.17 forecasts/min
[2025-11-25T23:56:46.274423] [DEBUG] [REMOTE    ] VFC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:46.275473] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 3 features, N/A% accuracy
[2025-11-25T23:56:46.275607] [INFO ] [LOCAL     ] VFC: Loaded 3 optimal features with 42.54% confidence from JSON config
[2025-11-25T23:56:46.275730] [DEBUG] [MAG       ] Building data for symbol: VFC with lookback: 0
[2025-11-25T23:56:46.276566] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:46.276715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:46.281606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:46.282679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:46.284404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:46.329841] [DEBUG] [MAG       ] HPQ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:46.393343] [DEBUG] [MAG       ] DEA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:46.410668] [INFO ] [LOCAL     ] HPQ: Saved forecast.
[2025-11-25T23:56:46.410924] [INFO ] [main      ] HPQ: Signal=1 (Conf=90.0%), Magnitude=-1.26% (Conf=48.7735%)
[2025-11-25T23:56:46.411372] [INFO ] [main      ] Progress: 146/452 forecasts completed (32.3%). HPQ finished in 0.7s. ETA: 51.4s. Rate: 357.47 forecasts/min
[2025-11-25T23:56:46.411591] [INFO ] [main      ] Fetching symbol history for MNSO...
[2025-11-25T23:56:46.411721] [DEBUG] [REMOTE    ] MNSO: Fetching historical data.
[2025-11-25T23:56:46.427167] [DEBUG] [REMOTE    ] MNSO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:46.427772] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 4 features, N/A% accuracy
[2025-11-25T23:56:46.427838] [INFO ] [LOCAL     ] MNSO: Loaded 4 optimal features with 48.48% confidence from JSON config
[2025-11-25T23:56:46.427877] [DEBUG] [MAG       ] Building data for symbol: MNSO with lookback: 0
[2025-11-25T23:56:46.428807] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:46.428882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:46.433899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:56:46.435390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T23:56:46.438470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:56:46.444388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:46.464505] [INFO ] [LOCAL     ] DEA: Saved forecast.
[2025-11-25T23:56:46.464599] [INFO ] [main      ] DEA: Signal=1 (Conf=90.0%), Magnitude=1.85% (Conf=47.7839%)
[2025-11-25T23:56:46.464972] [INFO ] [main      ] Fetching symbol history for ASIX...
[2025-11-25T23:56:46.465037] [DEBUG] [REMOTE    ] ASIX: Fetching historical data.
[2025-11-25T23:56:46.466734] [INFO ] [main      ] Progress: 147/452 forecasts completed (32.5%). DEA finished in 0.6s. ETA: 51.0s. Rate: 359.11 forecasts/min
[2025-11-25T23:56:46.476799] [DEBUG] [REMOTE    ] ASIX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:46.477811] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 4 features, N/A% accuracy
[2025-11-25T23:56:46.477881] [INFO ] [LOCAL     ] ASIX: Loaded 4 optimal features with 39.06% confidence from JSON config
[2025-11-25T23:56:46.477921] [DEBUG] [MAG       ] Building data for symbol: ASIX with lookback: 0
[2025-11-25T23:56:46.478761] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:46.478837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:46.483779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:46.485659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:46.486171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:46.486998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:46.563977] [DEBUG] [MAG       ] HSBC: Last date is validated at 2025-11-25
[2025-11-25T23:56:46.625455] [DEBUG] [MAG       ] VFC: Last date is validated at 2025-11-25
[2025-11-25T23:56:46.732484] [DEBUG] [MAG       ] HSBC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:46.780759] [DEBUG] [MAG       ] MNSO: Last date is validated at 2025-11-25
[2025-11-25T23:56:46.796259] [DEBUG] [MAG       ] VFC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:46.821603] [INFO ] [LOCAL     ] HSBC: Saved forecast.
[2025-11-25T23:56:46.821900] [INFO ] [main      ] HSBC: Signal=1 (Conf=90.0%), Magnitude=0.12% (Conf=66.3005%)
[2025-11-25T23:56:46.822164] [INFO ] [main      ] Fetching symbol history for TPL...
[2025-11-25T23:56:46.822276] [DEBUG] [REMOTE    ] TPL: Fetching historical data.
[2025-11-25T23:56:46.823019] [INFO ] [main      ] Progress: 148/452 forecasts completed (32.7%). HSBC finished in 0.7s. ETA: 51.2s. Rate: 356.38 forecasts/min
[2025-11-25T23:56:46.824029] [DEBUG] [MAG       ] ASIX: Last date is validated at 2025-11-25
[2025-11-25T23:56:46.834271] [DEBUG] [REMOTE    ] TPL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:46.834816] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 4 features, N/A% accuracy
[2025-11-25T23:56:46.834995] [INFO ] [LOCAL     ] TPL: Loaded 4 optimal features with 56.96% confidence from JSON config
[2025-11-25T23:56:46.835100] [DEBUG] [MAG       ] Building data for symbol: TPL with lookback: 0
[2025-11-25T23:56:46.836041] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:46.836180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:46.837997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:46.838597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:46.839144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:46.840007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:46.873542] [INFO ] [LOCAL     ] VFC: Saved forecast.
[2025-11-25T23:56:46.873787] [INFO ] [main      ] VFC: Signal=1 (Conf=90.0%), Magnitude=11.87% (Conf=42.5431%)
[2025-11-25T23:56:46.873967] [INFO ] [main      ] Fetching symbol history for RBLX...
[2025-11-25T23:56:46.874076] [DEBUG] [REMOTE    ] RBLX: Fetching historical data.
[2025-11-25T23:56:46.875942] [INFO ] [main      ] Progress: 149/452 forecasts completed (33.0%). VFC finished in 0.6s. ETA: 50.8s. Rate: 358.03 forecasts/min
[2025-11-25T23:56:46.886664] [DEBUG] [REMOTE    ] RBLX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:46.887552] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, N/A% accuracy
[2025-11-25T23:56:46.887689] [INFO ] [LOCAL     ] RBLX: Loaded 2 optimal features with 63.92% confidence from JSON config
[2025-11-25T23:56:46.887745] [DEBUG] [MAG       ] Building data for symbol: RBLX with lookback: 0
[2025-11-25T23:56:46.888630] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:46.888777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:46.893766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:56:46.908400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:46.950434] [DEBUG] [MAG       ] MNSO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:46.995325] [DEBUG] [MAG       ] ASIX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:47.042235] [INFO ] [LOCAL     ] MNSO: Saved forecast.
[2025-11-25T23:56:47.042450] [INFO ] [main      ] MNSO: Signal=1 (Conf=90.0%), Magnitude=-4.74% (Conf=48.4808%)
[2025-11-25T23:56:47.042850] [INFO ] [main      ] Progress: 150/452 forecasts completed (33.2%). MNSO finished in 0.6s. ETA: 50.6s. Rate: 358.04 forecasts/min
[2025-11-25T23:56:47.043035] [INFO ] [main      ] Fetching symbol history for JPM...
[2025-11-25T23:56:47.043146] [DEBUG] [REMOTE    ] JPM: Fetching historical data.
[2025-11-25T23:56:47.054692] [DEBUG] [REMOTE    ] JPM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:47.055390] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 5 features, N/A% accuracy
[2025-11-25T23:56:47.055445] [INFO ] [LOCAL     ] JPM: Loaded 5 optimal features with 53.99% confidence from JSON config
[2025-11-25T23:56:47.055482] [DEBUG] [MAG       ] Building data for symbol: JPM with lookback: 0
[2025-11-25T23:56:47.056277] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:47.056352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:47.058093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:47.058670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:47.059097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:47.059923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:47.060890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:47.071360] [INFO ] [LOCAL     ] ASIX: Saved forecast.
[2025-11-25T23:56:47.071456] [INFO ] [main      ] ASIX: Signal=1 (Conf=90.0%), Magnitude=3.07% (Conf=39.0635%)
[2025-11-25T23:56:47.071619] [INFO ] [main      ] Fetching symbol history for FC...
[2025-11-25T23:56:47.071690] [DEBUG] [REMOTE    ] FC: Fetching historical data.
[2025-11-25T23:56:47.071921] [INFO ] [main      ] Progress: 151/452 forecasts completed (33.4%). ASIX finished in 0.6s. ETA: 50.2s. Rate: 360.01 forecasts/min
[2025-11-25T23:56:47.082832] [DEBUG] [REMOTE    ] FC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:47.083927] [DEBUG] [LOCAL     ] Loaded configuration for FC: 3 features, N/A% accuracy
[2025-11-25T23:56:47.084009] [INFO ] [LOCAL     ] FC: Loaded 3 optimal features with 61.96% confidence from JSON config
[2025-11-25T23:56:47.084058] [DEBUG] [MAG       ] Building data for symbol: FC with lookback: 0
[2025-11-25T23:56:47.084860] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:47.084946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:47.086675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:47.087209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:47.088639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:47.182235] [DEBUG] [MAG       ] TPL: Last date is validated at 2025-11-25
[2025-11-25T23:56:47.248011] [DEBUG] [MAG       ] RBLX: Last date is validated at 2025-11-25
[2025-11-25T23:56:47.351732] [DEBUG] [MAG       ] TPL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:47.401376] [DEBUG] [MAG       ] JPM: Last date is validated at 2025-11-25
[2025-11-25T23:56:47.416819] [DEBUG] [MAG       ] RBLX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:47.424741] [DEBUG] [MAG       ] FC: Last date is validated at 2025-11-25
[2025-11-25T23:56:47.526944] [INFO ] [LOCAL     ] RBLX: Saved forecast.
[2025-11-25T23:56:47.527161] [INFO ] [main      ] RBLX: Signal=1 (Conf=90.0%), Magnitude=2.73% (Conf=63.9205%)
[2025-11-25T23:56:47.527577] [INFO ] [main      ] Fetching symbol history for TD...
[2025-11-25T23:56:47.527715] [DEBUG] [REMOTE    ] TD: Fetching historical data.
[2025-11-25T23:56:47.527720] [INFO ] [main      ] Progress: 152/452 forecasts completed (33.6%). RBLX finished in 0.7s. ETA: 50.6s. Rate: 355.94 forecasts/min
[2025-11-25T23:56:47.538806] [DEBUG] [REMOTE    ] TD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:47.539452] [DEBUG] [LOCAL     ] Loaded configuration for TD: 5 features, N/A% accuracy
[2025-11-25T23:56:47.539514] [INFO ] [LOCAL     ] TD: Loaded 5 optimal features with 45.19% confidence from JSON config
[2025-11-25T23:56:47.539551] [DEBUG] [MAG       ] Building data for symbol: TD with lookback: 0
[2025-11-25T23:56:47.540390] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:47.540467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:47.545434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:47.564740] [INFO ] [LOCAL     ] TPL: Saved forecast.
[2025-11-25T23:56:47.564960] [INFO ] [main      ] TPL: Signal=1 (Conf=90.0%), Magnitude=-1.01% (Conf=56.96%)
[2025-11-25T23:56:47.565215] [INFO ] [main      ] Fetching symbol history for TFIN...
[2025-11-25T23:56:47.565326] [DEBUG] [REMOTE    ] TFIN: Fetching historical data.
[2025-11-25T23:56:47.566853] [INFO ] [main      ] Progress: 153/452 forecasts completed (33.8%). TPL finished in 0.7s. ETA: 50.1s. Rate: 357.74 forecasts/min
[2025-11-25T23:56:47.573209] [DEBUG] [MAG       ] JPM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:47.576912] [DEBUG] [REMOTE    ] TFIN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:47.577506] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 5 features, N/A% accuracy
[2025-11-25T23:56:47.577631] [INFO ] [LOCAL     ] TFIN: Loaded 5 optimal features with 48.68% confidence from JSON config
[2025-11-25T23:56:47.577759] [DEBUG] [MAG       ] Building data for symbol: TFIN with lookback: 0
[2025-11-25T23:56:47.578593] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:47.578745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:47.580522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:47.581141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:47.581618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:47.584467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:47.586529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:47.588617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:56:47.589823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:47.596290] [DEBUG] [MAG       ] FC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:47.620910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:47.669784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:47.677518] [INFO ] [LOCAL     ] FC: Saved forecast.
[2025-11-25T23:56:47.677777] [INFO ] [main      ] FC: Signal=1 (Conf=90.0%), Magnitude=4.43% (Conf=61.961%)
[2025-11-25T23:56:47.678167] [INFO ] [main      ] Fetching symbol history for BBY...
[2025-11-25T23:56:47.678283] [DEBUG] [REMOTE    ] BBY: Fetching historical data.
[2025-11-25T23:56:47.678722] [INFO ] [main      ] Progress: 154/452 forecasts completed (34.1%). FC finished in 0.6s. ETA: 49.9s. Rate: 358.51 forecasts/min
[2025-11-25T23:56:47.689588] [DEBUG] [REMOTE    ] BBY: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:47.690115] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 5 features, N/A% accuracy
[2025-11-25T23:56:47.690237] [INFO ] [LOCAL     ] BBY: Loaded 5 optimal features with 52.72% confidence from JSON config
[2025-11-25T23:56:47.690333] [DEBUG] [MAG       ] Building data for symbol: BBY with lookback: 0
[2025-11-25T23:56:47.691184] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:47.691315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:47.696147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:47.696411] [INFO ] [LOCAL     ] JPM: Saved forecast.
[2025-11-25T23:56:47.696613] [INFO ] [main      ] JPM: Signal=1 (Conf=90.0%), Magnitude=-0.09% (Conf=53.9853%)
[2025-11-25T23:56:47.697119] [INFO ] [main      ] Fetching symbol history for APO...
[2025-11-25T23:56:47.697235] [DEBUG] [REMOTE    ] APO: Fetching historical data.
[2025-11-25T23:56:47.697729] [INFO ] [main      ] Progress: 155/452 forecasts completed (34.3%). JPM finished in 0.7s. ETA: 49.4s. Rate: 360.58 forecasts/min
[2025-11-25T23:56:47.698008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:47.698584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:47.699089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:47.709024] [DEBUG] [REMOTE    ] APO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:47.709521] [DEBUG] [LOCAL     ] Loaded configuration for APO: 3 features, N/A% accuracy
[2025-11-25T23:56:47.709576] [INFO ] [LOCAL     ] APO: Loaded 3 optimal features with 57.05% confidence from JSON config
[2025-11-25T23:56:47.709613] [DEBUG] [MAG       ] Building data for symbol: APO with lookback: 0
[2025-11-25T23:56:47.710407] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:47.710481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:47.715262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:47.717774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:47.792198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:47.813324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:47.928490] [DEBUG] [MAG       ] TD: Last date is validated at 2025-11-25
[2025-11-25T23:56:48.013582] [DEBUG] [MAG       ] TFIN: Last date is validated at 2025-11-25
[2025-11-25T23:56:48.098122] [DEBUG] [MAG       ] TD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:48.127217] [DEBUG] [MAG       ] APO: Last date is validated at 2025-11-25
[2025-11-25T23:56:48.151620] [DEBUG] [MAG       ] BBY: Last date is validated at 2025-11-25
[2025-11-25T23:56:48.187344] [DEBUG] [MAG       ] TFIN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:48.188088] [INFO ] [LOCAL     ] TD: Saved forecast.
[2025-11-25T23:56:48.188335] [INFO ] [main      ] TD: Signal=1 (Conf=90.0%), Magnitude=-0.14% (Conf=45.1902%)
[2025-11-25T23:56:48.188772] [INFO ] [main      ] Fetching symbol history for QVCC...
[2025-11-25T23:56:48.188890] [DEBUG] [REMOTE    ] QVCC: Fetching historical data.
[2025-11-25T23:56:48.189727] [INFO ] [main      ] Progress: 156/452 forecasts completed (34.5%). TD finished in 0.7s. ETA: 49.9s. Rate: 356.11 forecasts/min
[2025-11-25T23:56:48.200271] [DEBUG] [REMOTE    ] QVCC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:48.200907] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 6 features, N/A% accuracy
[2025-11-25T23:56:48.201025] [INFO ] [LOCAL     ] QVCC: Loaded 6 optimal features with 55.81% confidence from JSON config
[2025-11-25T23:56:48.201125] [DEBUG] [MAG       ] Building data for symbol: QVCC with lookback: 0
[2025-11-25T23:56:48.201977] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:48.202109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:48.203069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:48.204372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:56:48.205607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:56:48.208539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T23:56:48.211002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:48.212741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:48.295277] [DEBUG] [MAG       ] APO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:48.296720] [INFO ] [LOCAL     ] TFIN: Saved forecast.
[2025-11-25T23:56:48.296969] [INFO ] [main      ] TFIN: Signal=1 (Conf=90.0%), Magnitude=8.71% (Conf=48.6796%)
[2025-11-25T23:56:48.297217] [INFO ] [main      ] Fetching symbol history for DUKB...
[2025-11-25T23:56:48.297333] [DEBUG] [REMOTE    ] DUKB: Fetching historical data.
[2025-11-25T23:56:48.297929] [INFO ] [main      ] Progress: 157/452 forecasts completed (34.7%). TFIN finished in 0.7s. ETA: 49.6s. Rate: 356.92 forecasts/min
[2025-11-25T23:56:48.308824] [DEBUG] [REMOTE    ] DUKB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:48.310063] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, N/A% accuracy
[2025-11-25T23:56:48.310194] [INFO ] [LOCAL     ] DUKB: Loaded 2 optimal features with 44.28% confidence from JSON config
[2025-11-25T23:56:48.310294] [DEBUG] [MAG       ] Building data for symbol: DUKB with lookback: 0
[2025-11-25T23:56:48.311156] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:48.311291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:48.313380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:56:48.320718] [DEBUG] [MAG       ] BBY: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:48.328175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:48.419388] [INFO ] [LOCAL     ] APO: Saved forecast.
[2025-11-25T23:56:48.419502] [INFO ] [main      ] APO: Signal=1 (Conf=90.0%), Magnitude=0.29% (Conf=57.0547%)
[2025-11-25T23:56:48.419692] [INFO ] [main      ] Fetching symbol history for JELD...
[2025-11-25T23:56:48.419758] [DEBUG] [REMOTE    ] JELD: Fetching historical data.
[2025-11-25T23:56:48.419943] [INFO ] [main      ] Progress: 158/452 forecasts completed (35.0%). APO finished in 0.7s. ETA: 49.3s. Rate: 357.54 forecasts/min
[2025-11-25T23:56:48.430963] [INFO ] [LOCAL     ] BBY: Saved forecast.
[2025-11-25T23:56:48.431195] [INFO ] [main      ] BBY: Signal=1 (Conf=90.0%), Magnitude=4.34% (Conf=52.7236%)
[2025-11-25T23:56:48.431580] [INFO ] [main      ] Fetching symbol history for PFD...
[2025-11-25T23:56:48.431670] [DEBUG] [REMOTE    ] PFD: Fetching historical data.
[2025-11-25T23:56:48.431690] [INFO ] [main      ] Progress: 159/452 forecasts completed (35.2%). BBY finished in 0.8s. ETA: 48.9s. Rate: 359.65 forecasts/min
[2025-11-25T23:56:48.431506] [DEBUG] [REMOTE    ] JELD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:48.432906] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 7 features, N/A% accuracy
[2025-11-25T23:56:48.433020] [INFO ] [LOCAL     ] JELD: Loaded 7 optimal features with 56.55% confidence from JSON config
[2025-11-25T23:56:48.433098] [DEBUG] [MAG       ] Building data for symbol: JELD with lookback: 0
[2025-11-25T23:56:48.434018] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:48.434135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:48.435904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:48.436474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:48.436952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:48.441202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:56:48.442397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:48.442475] [DEBUG] [REMOTE    ] PFD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:48.442888] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 3 features, N/A% accuracy
[2025-11-25T23:56:48.442948] [INFO ] [LOCAL     ] PFD: Loaded 3 optimal features with 37.59% confidence from JSON config
[2025-11-25T23:56:48.442986] [DEBUG] [MAG       ] Building data for symbol: PFD with lookback: 0
[2025-11-25T23:56:48.443782] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:48.443853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:48.444527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:48.445526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:48.446062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:48.447387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:48.448525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:48.550171] [DEBUG] [MAG       ] QVCC: Last date is validated at 2025-11-25
[2025-11-25T23:56:48.672540] [DEBUG] [MAG       ] DUKB: Last date is validated at 2025-11-25
[2025-11-25T23:56:48.720942] [DEBUG] [MAG       ] QVCC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:48.785322] [DEBUG] [MAG       ] JELD: Last date is validated at 2025-11-25
[2025-11-25T23:56:48.785603] [INFO ] [LOCAL     ] QVCC: Saved forecast.
[2025-11-25T23:56:48.785711] [INFO ] [main      ] QVCC: Signal=1 (Conf=90.0%), Magnitude=-3.64% (Conf=55.8061%)
[2025-11-25T23:56:48.785920] [INFO ] [main      ] Fetching symbol history for SKLZ...
[2025-11-25T23:56:48.786164] [DEBUG] [REMOTE    ] SKLZ: Fetching historical data.
[2025-11-25T23:56:48.787023] [INFO ] [main      ] Progress: 160/452 forecasts completed (35.4%). QVCC finished in 0.6s. ETA: 49.1s. Rate: 357.12 forecasts/min
[2025-11-25T23:56:48.788204] [DEBUG] [MAG       ] PFD: Last date is validated at 2025-11-25
[2025-11-25T23:56:48.797771] [DEBUG] [REMOTE    ] SKLZ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:48.798434] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 2 features, N/A% accuracy
[2025-11-25T23:56:48.798502] [INFO ] [LOCAL     ] SKLZ: Loaded 2 optimal features with 44.88% confidence from JSON config
[2025-11-25T23:56:48.798551] [DEBUG] [MAG       ] Building data for symbol: SKLZ with lookback: 0
[2025-11-25T23:56:48.799371] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:48.799544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:48.804394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:48.805464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:48.842311] [DEBUG] [MAG       ] DUKB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:48.902259] [INFO ] [LOCAL     ] DUKB: Saved forecast.
[2025-11-25T23:56:48.902520] [INFO ] [main      ] DUKB: Signal=1 (Conf=90.0%), Magnitude=-0.00% (Conf=44.2832%)
[2025-11-25T23:56:48.902758] [INFO ] [main      ] Fetching symbol history for ED...
[2025-11-25T23:56:48.902870] [DEBUG] [REMOTE    ] ED: Fetching historical data.
[2025-11-25T23:56:48.903929] [INFO ] [main      ] Progress: 161/452 forecasts completed (35.6%). DUKB finished in 0.6s. ETA: 48.8s. Rate: 357.80 forecasts/min
[2025-11-25T23:56:48.914184] [DEBUG] [REMOTE    ] ED: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:48.914768] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, N/A% accuracy
[2025-11-25T23:56:48.914887] [INFO ] [LOCAL     ] ED: Loaded 3 optimal features with 64.92% confidence from JSON config
[2025-11-25T23:56:48.914985] [DEBUG] [MAG       ] Building data for symbol: ED with lookback: 0
[2025-11-25T23:56:48.915829] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:48.915958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:48.920918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:56:48.922832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:56:48.924038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:48.954208] [DEBUG] [MAG       ] JELD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:48.958601] [DEBUG] [MAG       ] PFD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:49.013482] [INFO ] [LOCAL     ] PFD: Saved forecast.
[2025-11-25T23:56:49.013572] [INFO ] [main      ] PFD: Signal=1 (Conf=90.0%), Magnitude=0.95% (Conf=37.5869%)
[2025-11-25T23:56:49.013947] [INFO ] [main      ] Fetching symbol history for HPI...
[2025-11-25T23:56:49.014143] [DEBUG] [REMOTE    ] HPI: Fetching historical data.
[2025-11-25T23:56:49.014232] [INFO ] [main      ] Progress: 162/452 forecasts completed (35.8%). PFD finished in 0.6s. ETA: 48.5s. Rate: 358.56 forecasts/min
[2025-11-25T23:56:49.025192] [DEBUG] [REMOTE    ] HPI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:49.026498] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 3 features, N/A% accuracy
[2025-11-25T23:56:49.026617] [INFO ] [LOCAL     ] HPI: Loaded 3 optimal features with 47.14% confidence from JSON config
[2025-11-25T23:56:49.026737] [DEBUG] [MAG       ] Building data for symbol: HPI with lookback: 0
[2025-11-25T23:56:49.027577] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:49.027721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:49.032633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:49.033283] [INFO ] [LOCAL     ] JELD: Saved forecast.
[2025-11-25T23:56:49.033474] [INFO ] [main      ] JELD: Signal=1 (Conf=90.0%), Magnitude=28.81% (Conf=56.5528%)
[2025-11-25T23:56:49.033903] [INFO ] [main      ] Fetching symbol history for PX...
[2025-11-25T23:56:49.034029] [INFO ] [main      ] Progress: 163/452 forecasts completed (36.1%). JELD finished in 0.6s. ETA: 48.1s. Rate: 360.51 forecasts/min
[2025-11-25T23:56:49.034020] [DEBUG] [REMOTE    ] PX: Fetching historical data.
[2025-11-25T23:56:49.034115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:49.035519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:49.045563] [DEBUG] [REMOTE    ] PX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:49.046062] [DEBUG] [LOCAL     ] Loaded configuration for PX: 5 features, N/A% accuracy
[2025-11-25T23:56:49.046122] [INFO ] [LOCAL     ] PX: Loaded 5 optimal features with 54.06% confidence from JSON config
[2025-11-25T23:56:49.046161] [DEBUG] [MAG       ] Building data for symbol: PX with lookback: 0
[2025-11-25T23:56:49.046951] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:49.047027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:49.051880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:56:49.052726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:49.055450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:56:49.059496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T23:56:49.062243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:49.151682] [DEBUG] [MAG       ] SKLZ: Last date is validated at 2025-11-25
[2025-11-25T23:56:49.271578] [DEBUG] [MAG       ] ED: Last date is validated at 2025-11-25
[2025-11-25T23:56:49.326606] [DEBUG] [MAG       ] SKLZ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:49.374478] [DEBUG] [MAG       ] HPI: Last date is validated at 2025-11-25
[2025-11-25T23:56:49.390576] [INFO ] [LOCAL     ] SKLZ: Saved forecast.
[2025-11-25T23:56:49.390842] [INFO ] [main      ] SKLZ: Signal=1 (Conf=90.0%), Magnitude=1.40% (Conf=44.8838%)
[2025-11-25T23:56:49.391204] [INFO ] [main      ] Fetching symbol history for SCM...
[2025-11-25T23:56:49.391323] [DEBUG] [REMOTE    ] SCM: Fetching historical data.
[2025-11-25T23:56:49.392270] [INFO ] [main      ] Progress: 164/452 forecasts completed (36.3%). SKLZ finished in 0.6s. ETA: 48.3s. Rate: 357.99 forecasts/min
[2025-11-25T23:56:49.399458] [DEBUG] [MAG       ] PX: Last date is validated at 2025-11-25
[2025-11-25T23:56:49.404013] [DEBUG] [REMOTE    ] SCM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:49.405102] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 7 features, N/A% accuracy
[2025-11-25T23:56:49.405170] [INFO ] [LOCAL     ] SCM: Loaded 7 optimal features with 59.74% confidence from JSON config
[2025-11-25T23:56:49.405210] [DEBUG] [MAG       ] Building data for symbol: SCM with lookback: 0
[2025-11-25T23:56:49.406127] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:49.406238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:49.408121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:49.408824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:49.409356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:49.442675] [DEBUG] [MAG       ] ED: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:49.491260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:49.496372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:56:49.498768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:49.499921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:49.532775] [INFO ] [LOCAL     ] ED: Saved forecast.
[2025-11-25T23:56:49.533015] [INFO ] [main      ] ED: Signal=1 (Conf=90.0%), Magnitude=-0.87% (Conf=64.9168%)
[2025-11-25T23:56:49.533250] [INFO ] [main      ] Fetching symbol history for HPF...
[2025-11-25T23:56:49.533361] [DEBUG] [REMOTE    ] HPF: Fetching historical data.
[2025-11-25T23:56:49.533914] [INFO ] [main      ] Progress: 165/452 forecasts completed (36.5%). ED finished in 0.6s. ETA: 48.1s. Rate: 358.33 forecasts/min
[2025-11-25T23:56:49.544821] [DEBUG] [REMOTE    ] HPF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:49.545613] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 8 features, N/A% accuracy
[2025-11-25T23:56:49.545757] [INFO ] [LOCAL     ] HPF: Loaded 8 optimal features with 56.59% confidence from JSON config
[2025-11-25T23:56:49.545854] [DEBUG] [MAG       ] Building data for symbol: HPF with lookback: 0
[2025-11-25T23:56:49.546693] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:49.546823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:49.551685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:49.552573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:49.555001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:56:49.555890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:49.557980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:56:49.558794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:56:49.561756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:56:49.562622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:49.573063] [DEBUG] [MAG       ] PX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:49.604329] [DEBUG] [MAG       ] HPI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:49.644116] [INFO ] [LOCAL     ] PX: Saved forecast.
[2025-11-25T23:56:49.644307] [INFO ] [main      ] PX: Signal=1 (Conf=90.0%), Magnitude=-0.07% (Conf=54.0617%)
[2025-11-25T23:56:49.644528] [INFO ] [main      ] Fetching symbol history for CIVI...
[2025-11-25T23:56:49.644657] [DEBUG] [REMOTE    ] CIVI: Fetching historical data.
[2025-11-25T23:56:49.645772] [INFO ] [main      ] Progress: 166/452 forecasts completed (36.7%). PX finished in 0.6s. ETA: 47.8s. Rate: 359.05 forecasts/min
[2025-11-25T23:56:49.656146] [DEBUG] [REMOTE    ] CIVI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:49.657179] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 4 features, N/A% accuracy
[2025-11-25T23:56:49.657259] [INFO ] [LOCAL     ] CIVI: Loaded 4 optimal features with 59.25% confidence from JSON config
[2025-11-25T23:56:49.657309] [DEBUG] [MAG       ] Building data for symbol: CIVI with lookback: 0
[2025-11-25T23:56:49.658180] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:49.658287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:49.660046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:49.660580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:49.661023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:49.662812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:49.662970] [INFO ] [LOCAL     ] HPI: Saved forecast.
[2025-11-25T23:56:49.663182] [INFO ] [main      ] HPI: Signal=1 (Conf=90.0%), Magnitude=-0.20% (Conf=47.1354%)
[2025-11-25T23:56:49.663597] [INFO ] [main      ] Fetching symbol history for PSQH...
[2025-11-25T23:56:49.663729] [DEBUG] [REMOTE    ] PSQH: Fetching historical data.
[2025-11-25T23:56:49.663721] [INFO ] [main      ] Progress: 167/452 forecasts completed (36.9%). HPI finished in 0.6s. ETA: 47.4s. Rate: 360.98 forecasts/min
[2025-11-25T23:56:49.674458] [DEBUG] [REMOTE    ] PSQH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:49.676097] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, N/A% accuracy
[2025-11-25T23:56:49.676164] [INFO ] [LOCAL     ] PSQH: Loaded 6 optimal features with 51.31% confidence from JSON config
[2025-11-25T23:56:49.676208] [DEBUG] [MAG       ] Building data for symbol: PSQH with lookback: 0
[2025-11-25T23:56:49.676990] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:49.677066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:49.681871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:49.683666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:49.684167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:49.688366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:56:49.689936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:49.692573] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:49.852974] [DEBUG] [MAG       ] SCM: Last date is validated at 2025-11-25
[2025-11-25T23:56:49.910811] [DEBUG] [MAG       ] HPF: Last date is validated at 2025-11-25
[2025-11-25T23:56:50.002927] [DEBUG] [MAG       ] CIVI: Last date is validated at 2025-11-25
[2025-11-25T23:56:50.034228] [DEBUG] [MAG       ] SCM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:50.035622] [DEBUG] [MAG       ] PSQH: Last date is validated at 2025-11-25
[2025-11-25T23:56:50.088070] [DEBUG] [MAG       ] HPF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:50.099462] [INFO ] [LOCAL     ] SCM: Saved forecast.
[2025-11-25T23:56:50.099718] [INFO ] [main      ] SCM: Signal=1 (Conf=90.0%), Magnitude=3.36% (Conf=59.7414%)
[2025-11-25T23:56:50.100125] [INFO ] [main      ] Fetching symbol history for PUK...
[2025-11-25T23:56:50.100465] [INFO ] [main      ] Progress: 168/452 forecasts completed (37.2%). SCM finished in 0.7s. ETA: 47.7s. Rate: 357.51 forecasts/min
[2025-11-25T23:56:50.100326] [DEBUG] [REMOTE    ] PUK: Fetching historical data.
[2025-11-25T23:56:50.113546] [DEBUG] [REMOTE    ] PUK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:50.114385] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 4 features, N/A% accuracy
[2025-11-25T23:56:50.114512] [INFO ] [LOCAL     ] PUK: Loaded 4 optimal features with 47.51% confidence from JSON config
[2025-11-25T23:56:50.114612] [DEBUG] [MAG       ] Building data for symbol: PUK with lookback: 0
[2025-11-25T23:56:50.115483] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:50.115616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:50.117558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:50.118197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:50.118703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:50.157805] [INFO ] [LOCAL     ] HPF: Saved forecast.
[2025-11-25T23:56:50.158144] [INFO ] [main      ] HPF: Signal=1 (Conf=90.0%), Magnitude=0.16% (Conf=56.5912%)
[2025-11-25T23:56:50.158552] [INFO ] [main      ] Fetching symbol history for RCS...
[2025-11-25T23:56:50.158688] [DEBUG] [REMOTE    ] RCS: Fetching historical data.
[2025-11-25T23:56:50.158739] [INFO ] [main      ] Progress: 169/452 forecasts completed (37.4%). HPF finished in 0.6s. ETA: 47.3s. Rate: 358.90 forecasts/min
[2025-11-25T23:56:50.170427] [DEBUG] [REMOTE    ] RCS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:50.170961] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 8 features, N/A% accuracy
[2025-11-25T23:56:50.171023] [INFO ] [LOCAL     ] RCS: Loaded 8 optimal features with 42.40% confidence from JSON config
[2025-11-25T23:56:50.171064] [DEBUG] [MAG       ] Building data for symbol: RCS with lookback: 0
[2025-11-25T23:56:50.171869] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:50.171946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:50.172023] [DEBUG] [MAG       ] CIVI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:50.176843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:50.178755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:50.179297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:50.179740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:50.199281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:50.205782] [DEBUG] [MAG       ] PSQH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:50.220728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:50.221845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:50.259612] [INFO ] [LOCAL     ] CIVI: Saved forecast.
[2025-11-25T23:56:50.259728] [INFO ] [main      ] CIVI: Signal=1 (Conf=90.0%), Magnitude=1.00% (Conf=59.2549%)
[2025-11-25T23:56:50.259894] [INFO ] [main      ] Fetching symbol history for MLI...
[2025-11-25T23:56:50.259946] [DEBUG] [REMOTE    ] MLI: Fetching historical data.
[2025-11-25T23:56:50.261731] [INFO ] [main      ] Progress: 170/452 forecasts completed (37.6%). CIVI finished in 0.6s. ETA: 47.0s. Rate: 359.71 forecasts/min
[2025-11-25T23:56:50.270123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:50.271623] [DEBUG] [REMOTE    ] MLI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:50.272567] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, N/A% accuracy
[2025-11-25T23:56:50.272682] [INFO ] [LOCAL     ] MLI: Loaded 4 optimal features with 56.10% confidence from JSON config
[2025-11-25T23:56:50.272725] [DEBUG] [MAG       ] Building data for symbol: MLI with lookback: 0
[2025-11-25T23:56:50.273199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:50.273483] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:50.273552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:50.275018] [INFO ] [LOCAL     ] PSQH: Saved forecast.
[2025-11-25T23:56:50.275098] [INFO ] [main      ] PSQH: Signal=1 (Conf=90.0%), Magnitude=-1.35% (Conf=51.3107%)
[2025-11-25T23:56:50.275263] [INFO ] [main      ] Fetching symbol history for ZEPP...
[2025-11-25T23:56:50.275314] [DEBUG] [REMOTE    ] ZEPP: Fetching historical data.
[2025-11-25T23:56:50.275975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:50.276124] [INFO ] [main      ] Progress: 171/452 forecasts completed (37.8%). PSQH finished in 0.6s. ETA: 46.6s. Rate: 361.64 forecasts/min
[2025-11-25T23:56:50.277891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:50.278993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:56:50.280246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:50.285519] [DEBUG] [REMOTE    ] ZEPP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:50.286095] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 6 features, N/A% accuracy
[2025-11-25T23:56:50.286157] [INFO ] [LOCAL     ] ZEPP: Loaded 6 optimal features with 52.48% confidence from JSON config
[2025-11-25T23:56:50.286196] [DEBUG] [MAG       ] Building data for symbol: ZEPP with lookback: 0
[2025-11-25T23:56:50.286984] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:50.287059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:50.288799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:50.289330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:50.289755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:50.290799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:50.295053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:56:50.295794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:50.562461] [DEBUG] [MAG       ] PUK: Last date is validated at 2025-11-25
[2025-11-25T23:56:50.618322] [DEBUG] [MAG       ] MLI: Last date is validated at 2025-11-25
[2025-11-25T23:56:50.629077] [DEBUG] [MAG       ] RCS: Last date is validated at 2025-11-25
[2025-11-25T23:56:50.637016] [DEBUG] [MAG       ] ZEPP: Last date is validated at 2025-11-25
[2025-11-25T23:56:50.735315] [DEBUG] [MAG       ] PUK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:50.803915] [INFO ] [LOCAL     ] PUK: Saved forecast.
[2025-11-25T23:56:50.804008] [INFO ] [main      ] PUK: Signal=1 (Conf=90.0%), Magnitude=1.03% (Conf=47.5106%)
[2025-11-25T23:56:50.804367] [INFO ] [main      ] Progress: 172/452 forecasts completed (38.1%). PUK finished in 0.7s. ETA: 47.0s. Rate: 357.11 forecasts/min
[2025-11-25T23:56:50.804502] [INFO ] [main      ] Fetching symbol history for KREF...
[2025-11-25T23:56:50.804552] [DEBUG] [REMOTE    ] KREF: Fetching historical data.
[2025-11-25T23:56:50.808269] [DEBUG] [MAG       ] ZEPP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:50.816387] [DEBUG] [REMOTE    ] KREF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:50.817583] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 2 features, N/A% accuracy
[2025-11-25T23:56:50.817674] [INFO ] [LOCAL     ] KREF: Loaded 2 optimal features with 53.35% confidence from JSON config
[2025-11-25T23:56:50.817720] [DEBUG] [MAG       ] Building data for symbol: KREF with lookback: 0
[2025-11-25T23:56:50.818779] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:50.818852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:50.819767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:56:50.821466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:50.856581] [DEBUG] [MAG       ] MLI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:50.869417] [DEBUG] [MAG       ] RCS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:50.902160] [INFO ] [LOCAL     ] ZEPP: Saved forecast.
[2025-11-25T23:56:50.902262] [INFO ] [main      ] ZEPP: Signal=1 (Conf=90.0%), Magnitude=-8.13% (Conf=52.4798%)
[2025-11-25T23:56:50.902439] [INFO ] [main      ] Fetching symbol history for FPH...
[2025-11-25T23:56:50.902496] [DEBUG] [REMOTE    ] FPH: Fetching historical data.
[2025-11-25T23:56:50.903889] [INFO ] [main      ] Progress: 173/452 forecasts completed (38.3%). ZEPP finished in 0.6s. ETA: 46.8s. Rate: 357.95 forecasts/min
[2025-11-25T23:56:50.913938] [DEBUG] [REMOTE    ] FPH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:50.914993] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 13 features, N/A% accuracy
[2025-11-25T23:56:50.915081] [INFO ] [LOCAL     ] FPH: Loaded 13 optimal features with 54.91% confidence from JSON config
[2025-11-25T23:56:50.915128] [DEBUG] [MAG       ] Building data for symbol: FPH with lookback: 0
[2025-11-25T23:56:50.915945] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T23:56:50.916025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:50.920917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:50.921775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:50.923345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:50.932267] [INFO ] [LOCAL     ] RCS: Saved forecast.
[2025-11-25T23:56:50.932369] [INFO ] [main      ] RCS: Signal=1 (Conf=90.0%), Magnitude=-0.95% (Conf=42.3952%)
[2025-11-25T23:56:50.932720] [INFO ] [main      ] Fetching symbol history for CMC...
[2025-11-25T23:56:50.932784] [DEBUG] [REMOTE    ] CMC: Fetching historical data.
[2025-11-25T23:56:50.933692] [INFO ] [main      ] Progress: 174/452 forecasts completed (38.5%). RCS finished in 0.8s. ETA: 46.4s. Rate: 359.65 forecasts/min
[2025-11-25T23:56:50.943993] [DEBUG] [REMOTE    ] CMC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:50.945041] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 4 features, N/A% accuracy
[2025-11-25T23:56:50.945107] [INFO ] [LOCAL     ] CMC: Loaded 4 optimal features with 49.98% confidence from JSON config
[2025-11-25T23:56:50.945151] [DEBUG] [MAG       ] Building data for symbol: CMC with lookback: 0
[2025-11-25T23:56:50.945938] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:50.946011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:50.950844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:50.951694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:50.953984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T23:56:50.954128] [INFO ] [LOCAL     ] MLI: Saved forecast.
[2025-11-25T23:56:50.954273] [INFO ] [main      ] MLI: Signal=1 (Conf=90.0%), Magnitude=0.99% (Conf=56.1028%)
[2025-11-25T23:56:50.954490] [INFO ] [main      ] Fetching symbol history for EVH...
[2025-11-25T23:56:50.954600] [DEBUG] [REMOTE    ] EVH: Fetching historical data.
[2025-11-25T23:56:50.954994] [INFO ] [main      ] Progress: 175/452 forecasts completed (38.7%). MLI finished in 0.7s. ETA: 46.0s. Rate: 361.45 forecasts/min
[2025-11-25T23:56:50.955163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:50.966570] [DEBUG] [REMOTE    ] EVH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:50.967913] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 4 features, N/A% accuracy
[2025-11-25T23:56:50.968038] [INFO ] [LOCAL     ] EVH: Loaded 4 optimal features with 59.84% confidence from JSON config
[2025-11-25T23:56:50.968135] [DEBUG] [MAG       ] Building data for symbol: EVH with lookback: 0
[2025-11-25T23:56:50.969030] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:50.969159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:56:50.969940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:50.971118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:50.971990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:56:50.973011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:50.973007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:56:50.979183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:51.051740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:51.053153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:51.055198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:51.055820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:51.056971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:51.058748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:56:51.059539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T23:56:51.061066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:51.165415] [DEBUG] [MAG       ] KREF: Last date is validated at 2025-11-25
[2025-11-25T23:56:51.292002] [DEBUG] [MAG       ] CMC: Last date is validated at 2025-11-25
[2025-11-25T23:56:51.322528] [DEBUG] [MAG       ] EVH: Last date is validated at 2025-11-25
[2025-11-25T23:56:51.394981] [DEBUG] [MAG       ] KREF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:51.398283] [DEBUG] [MAG       ] FPH: Last date is validated at 2025-11-25
[2025-11-25T23:56:51.453990] [INFO ] [LOCAL     ] KREF: Saved forecast.
[2025-11-25T23:56:51.454252] [INFO ] [main      ] KREF: Signal=1 (Conf=90.0%), Magnitude=4.57% (Conf=53.3516%)
[2025-11-25T23:56:51.454476] [INFO ] [main      ] Fetching symbol history for CHWY...
[2025-11-25T23:56:51.454587] [DEBUG] [REMOTE    ] CHWY: Fetching historical data.
[2025-11-25T23:56:51.454935] [INFO ] [main      ] Progress: 176/452 forecasts completed (38.9%). KREF finished in 0.6s. ETA: 46.3s. Rate: 357.37 forecasts/min
[2025-11-25T23:56:51.460141] [DEBUG] [MAG       ] CMC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:51.466396] [DEBUG] [REMOTE    ] CHWY: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:51.466926] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 6 features, N/A% accuracy
[2025-11-25T23:56:51.466987] [INFO ] [LOCAL     ] CHWY: Loaded 6 optimal features with 55.19% confidence from JSON config
[2025-11-25T23:56:51.467025] [DEBUG] [MAG       ] Building data for symbol: CHWY with lookback: 0
[2025-11-25T23:56:51.467863] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:51.467941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:51.468718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:51.469633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:51.472173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:51.474025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:56:51.476002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:56:51.480046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:51.494705] [DEBUG] [MAG       ] EVH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:51.551629] [INFO ] [LOCAL     ] CMC: Saved forecast.
[2025-11-25T23:56:51.551737] [INFO ] [main      ] CMC: Signal=1 (Conf=90.0%), Magnitude=2.01% (Conf=49.975%)
[2025-11-25T23:56:51.552060] [INFO ] [main      ] Fetching symbol history for ETSY...
[2025-11-25T23:56:51.552117] [DEBUG] [REMOTE    ] ETSY: Fetching historical data.
[2025-11-25T23:56:51.552887] [INFO ] [main      ] Progress: 177/452 forecasts completed (39.2%). CMC finished in 0.6s. ETA: 46.1s. Rate: 358.21 forecasts/min
[2025-11-25T23:56:51.562995] [DEBUG] [REMOTE    ] ETSY: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:51.564002] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, N/A% accuracy
[2025-11-25T23:56:51.564067] [INFO ] [LOCAL     ] ETSY: Loaded 2 optimal features with 56.70% confidence from JSON config
[2025-11-25T23:56:51.564105] [DEBUG] [MAG       ] Building data for symbol: ETSY with lookback: 0
[2025-11-25T23:56:51.564889] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:51.564997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:56:51.565595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:56:51.567253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:51.568496] [DEBUG] [MAG       ] FPH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:51.584575] [INFO ] [LOCAL     ] EVH: Saved forecast.
[2025-11-25T23:56:51.584709] [INFO ] [main      ] EVH: Signal=1 (Conf=90.0%), Magnitude=1.96% (Conf=59.8429%)
[2025-11-25T23:56:51.584887] [INFO ] [main      ] Fetching symbol history for MCO...
[2025-11-25T23:56:51.584975] [DEBUG] [REMOTE    ] MCO: Fetching historical data.
[2025-11-25T23:56:51.585928] [INFO ] [main      ] Progress: 178/452 forecasts completed (39.4%). EVH finished in 0.6s. ETA: 45.7s. Rate: 359.84 forecasts/min
[2025-11-25T23:56:51.596582] [DEBUG] [REMOTE    ] MCO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:51.597283] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 4 features, N/A% accuracy
[2025-11-25T23:56:51.597352] [INFO ] [LOCAL     ] MCO: Loaded 4 optimal features with 45.59% confidence from JSON config
[2025-11-25T23:56:51.597429] [DEBUG] [MAG       ] Building data for symbol: MCO with lookback: 0
[2025-11-25T23:56:51.598273] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:51.598379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:51.600175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:51.600756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:51.601182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:51.603231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:51.638816] [INFO ] [LOCAL     ] FPH: Saved forecast.
[2025-11-25T23:56:51.638908] [INFO ] [main      ] FPH: Signal=1 (Conf=90.0%), Magnitude=-3.18% (Conf=54.909%)
[2025-11-25T23:56:51.639260] [INFO ] [main      ] Fetching symbol history for OPP...
[2025-11-25T23:56:51.639330] [DEBUG] [REMOTE    ] OPP: Fetching historical data.
[2025-11-25T23:56:51.639731] [INFO ] [main      ] Progress: 179/452 forecasts completed (39.6%). FPH finished in 0.7s. ETA: 45.3s. Rate: 361.20 forecasts/min
[2025-11-25T23:56:51.651962] [DEBUG] [REMOTE    ] OPP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:51.652363] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 9 features, N/A% accuracy
[2025-11-25T23:56:51.652422] [INFO ] [LOCAL     ] OPP: Loaded 9 optimal features with 42.67% confidence from JSON config
[2025-11-25T23:56:51.652459] [DEBUG] [MAG       ] Building data for symbol: OPP with lookback: 0
[2025-11-25T23:56:51.653243] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:56:51.653320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:51.655028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:51.655559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:51.655988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:51.658038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:51.658532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:51.659577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:51.661207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:51.662259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:56:51.662964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:51.830749] [DEBUG] [MAG       ] CHWY: Last date is validated at 2025-11-25
[2025-11-25T23:56:51.908717] [DEBUG] [MAG       ] ETSY: Last date is validated at 2025-11-25
[2025-11-25T23:56:51.947936] [DEBUG] [MAG       ] MCO: Last date is validated at 2025-11-25
[2025-11-25T23:56:52.003008] [DEBUG] [MAG       ] OPP: Last date is validated at 2025-11-25
[2025-11-25T23:56:52.020208] [DEBUG] [MAG       ] CHWY: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:52.077343] [DEBUG] [MAG       ] ETSY: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:52.114016] [INFO ] [LOCAL     ] CHWY: Saved forecast.
[2025-11-25T23:56:52.114266] [INFO ] [main      ] CHWY: Signal=1 (Conf=90.0%), Magnitude=1.91% (Conf=55.1885%)
[2025-11-25T23:56:52.114487] [INFO ] [main      ] Fetching symbol history for NMCO...
[2025-11-25T23:56:52.114839] [DEBUG] [REMOTE    ] NMCO: Fetching historical data.
[2025-11-25T23:56:52.114854] [INFO ] [main      ] Progress: 180/452 forecasts completed (39.8%). CHWY finished in 0.7s. ETA: 45.6s. Rate: 357.51 forecasts/min
[2025-11-25T23:56:52.117876] [DEBUG] [MAG       ] MCO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:52.127068] [DEBUG] [REMOTE    ] NMCO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:52.127755] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 6 features, N/A% accuracy
[2025-11-25T23:56:52.127872] [INFO ] [LOCAL     ] NMCO: Loaded 6 optimal features with 52.20% confidence from JSON config
[2025-11-25T23:56:52.127969] [DEBUG] [MAG       ] Building data for symbol: NMCO with lookback: 0
[2025-11-25T23:56:52.128875] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:52.129009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:52.133955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:52.134903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:52.136555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:52.137699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:52.142110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:56:52.143775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:52.173353] [DEBUG] [MAG       ] OPP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:52.174609] [INFO ] [LOCAL     ] ETSY: Saved forecast.
[2025-11-25T23:56:52.174826] [INFO ] [main      ] ETSY: Signal=1 (Conf=90.0%), Magnitude=1.62% (Conf=56.7039%)
[2025-11-25T23:56:52.175048] [INFO ] [main      ] Fetching symbol history for LOMA...
[2025-11-25T23:56:52.175167] [DEBUG] [REMOTE    ] LOMA: Fetching historical data.
[2025-11-25T23:56:52.175976] [INFO ] [main      ] Progress: 181/452 forecasts completed (40.0%). ETSY finished in 0.6s. ETA: 45.3s. Rate: 358.77 forecasts/min
[2025-11-25T23:56:52.187014] [DEBUG] [REMOTE    ] LOMA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:52.187586] [DEBUG] [LOCAL     ] No configuration file found for LOMA
[2025-11-25T23:56:52.187728] [DEBUG] [MAG       ] Building data for symbol: LOMA with lookback: 0
[2025-11-25T23:56:52.188557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:52.235311] [INFO ] [LOCAL     ] OPP: Saved forecast.
[2025-11-25T23:56:52.235400] [INFO ] [main      ] OPP: Signal=1 (Conf=90.0%), Magnitude=-0.38% (Conf=42.6694%)
[2025-11-25T23:56:52.235559] [INFO ] [main      ] Fetching symbol history for AVAL...
[2025-11-25T23:56:52.235610] [DEBUG] [REMOTE    ] AVAL: Fetching historical data.
[2025-11-25T23:56:52.236518] [INFO ] [main      ] Progress: 182/452 forecasts completed (40.3%). OPP finished in 0.6s. ETA: 45.0s. Rate: 360.03 forecasts/min
[2025-11-25T23:56:52.246287] [DEBUG] [REMOTE    ] AVAL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:52.246768] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 4 features, N/A% accuracy
[2025-11-25T23:56:52.246885] [INFO ] [LOCAL     ] AVAL: Loaded 4 optimal features with 32.50% confidence from JSON config
[2025-11-25T23:56:52.246999] [DEBUG] [MAG       ] Building data for symbol: AVAL with lookback: 0
[2025-11-25T23:56:52.247851] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:52.247984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:52.248790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:56:52.249398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:56:52.250151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:52.251544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:52.276251] [INFO ] [LOCAL     ] MCO: Saved forecast.
[2025-11-25T23:56:52.276453] [INFO ] [main      ] MCO: Signal=1 (Conf=90.0%), Magnitude=2.23% (Conf=45.5943%)
[2025-11-25T23:56:52.276687] [INFO ] [main      ] Fetching symbol history for LEO...
[2025-11-25T23:56:52.276799] [DEBUG] [REMOTE    ] LEO: Fetching historical data.
[2025-11-25T23:56:52.277711] [INFO ] [main      ] Progress: 183/452 forecasts completed (40.5%). MCO finished in 0.7s. ETA: 44.6s. Rate: 361.52 forecasts/min
[2025-11-25T23:56:52.288102] [DEBUG] [REMOTE    ] LEO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:52.288700] [DEBUG] [LOCAL     ] No configuration file found for LEO
[2025-11-25T23:56:52.288820] [DEBUG] [MAG       ] Building data for symbol: LEO with lookback: 0
[2025-11-25T23:56:52.289673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:52.493159] [DEBUG] [MAG       ] NMCO: Last date is validated at 2025-11-25
[2025-11-25T23:56:52.528861] [DEBUG] [MAG       ] LOMA: Last date is validated at 2025-11-25
[2025-11-25T23:56:52.590167] [DEBUG] [MAG       ] AVAL: Last date is validated at 2025-11-25
[2025-11-25T23:56:52.626490] [DEBUG] [MAG       ] LEO: Last date is validated at 2025-11-25
[2025-11-25T23:56:52.666268] [DEBUG] [MAG       ] NMCO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:52.700793] [DEBUG] [MAG       ] LOMA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:52.725484] [INFO ] [LOCAL     ] NMCO: Saved forecast.
[2025-11-25T23:56:52.725755] [INFO ] [main      ] NMCO: Signal=1 (Conf=80.0%), Magnitude=0.67% (Conf=52.2036%)
[2025-11-25T23:56:52.726145] [INFO ] [main      ] Fetching symbol history for HCI...
[2025-11-25T23:56:52.726261] [DEBUG] [REMOTE    ] HCI: Fetching historical data.
[2025-11-25T23:56:52.726721] [INFO ] [main      ] Progress: 184/452 forecasts completed (40.7%). NMCO finished in 0.6s. ETA: 44.9s. Rate: 358.20 forecasts/min
[2025-11-25T23:56:52.738381] [DEBUG] [REMOTE    ] HCI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:52.739512] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 6 features, N/A% accuracy
[2025-11-25T23:56:52.739638] [INFO ] [LOCAL     ] HCI: Loaded 6 optimal features with 52.33% confidence from JSON config
[2025-11-25T23:56:52.739758] [DEBUG] [MAG       ] Building data for symbol: HCI with lookback: 0
[2025-11-25T23:56:52.740607] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:52.740755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:52.745558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:52.747515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:52.748143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:52.748627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:56:52.749337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T23:56:52.750116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:52.761739] [DEBUG] [MAG       ] AVAL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:52.766840] [INFO ] [LOCAL     ] LOMA: Saved forecast.
[2025-11-25T23:56:52.766961] [INFO ] [main      ] LOMA: Signal=1 (Conf=80.0%), Magnitude=5.33% (Conf=0%)
[2025-11-25T23:56:52.767146] [INFO ] [main      ] Fetching symbol history for CLX...
[2025-11-25T23:56:52.767451] [DEBUG] [REMOTE    ] CLX: Fetching historical data.
[2025-11-25T23:56:52.768697] [INFO ] [main      ] Progress: 185/452 forecasts completed (40.9%). LOMA finished in 0.6s. ETA: 44.5s. Rate: 359.65 forecasts/min
[2025-11-25T23:56:52.779372] [DEBUG] [REMOTE    ] CLX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:52.780143] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 7 features, N/A% accuracy
[2025-11-25T23:56:52.780222] [INFO ] [LOCAL     ] CLX: Loaded 7 optimal features with 56.94% confidence from JSON config
[2025-11-25T23:56:52.780272] [DEBUG] [MAG       ] Building data for symbol: CLX with lookback: 0
[2025-11-25T23:56:52.781205] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:52.781294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:52.783173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:52.783910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:52.784410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:52.785395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:56:52.786195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:52.788254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:56:52.794165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:52.796416] [DEBUG] [MAG       ] LEO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:52.846706] [INFO ] [LOCAL     ] LEO: Saved forecast.
[2025-11-25T23:56:52.846819] [INFO ] [main      ] LEO: Signal=1 (Conf=80.0%), Magnitude=0.56% (Conf=0%)
[2025-11-25T23:56:52.847193] [INFO ] [main      ] Progress: 186/452 forecasts completed (41.2%). LEO finished in 0.6s. ETA: 44.2s. Rate: 360.68 forecasts/min
[2025-11-25T23:56:52.847339] [INFO ] [main      ] Fetching symbol history for AAOI...
[2025-11-25T23:56:52.847421] [DEBUG] [REMOTE    ] AAOI: Fetching historical data.
[2025-11-25T23:56:52.858876] [DEBUG] [REMOTE    ] AAOI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:52.859515] [DEBUG] [LOCAL     ] No configuration file found for AAOI
[2025-11-25T23:56:52.859588] [DEBUG] [MAG       ] Building data for symbol: AAOI with lookback: 0
[2025-11-25T23:56:52.860400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:52.870892] [INFO ] [LOCAL     ] AVAL: Saved forecast.
[2025-11-25T23:56:52.871007] [INFO ] [main      ] AVAL: Signal=1 (Conf=80.0%), Magnitude=2.10% (Conf=32.5049%)
[2025-11-25T23:56:52.871354] [INFO ] [main      ] Fetching symbol history for PRG...
[2025-11-25T23:56:52.871558] [DEBUG] [REMOTE    ] PRG: Fetching historical data.
[2025-11-25T23:56:52.871725] [INFO ] [main      ] Progress: 187/452 forecasts completed (41.4%). AVAL finished in 0.6s. ETA: 43.9s. Rate: 362.33 forecasts/min
[2025-11-25T23:56:52.882311] [DEBUG] [REMOTE    ] PRG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:52.883497] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 3 features, N/A% accuracy
[2025-11-25T23:56:52.883621] [INFO ] [LOCAL     ] PRG: Loaded 3 optimal features with 49.83% confidence from JSON config
[2025-11-25T23:56:52.883740] [DEBUG] [MAG       ] Building data for symbol: PRG with lookback: 0
[2025-11-25T23:56:52.884552] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:52.884696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:52.886395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:52.886991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:52.887539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:53.091457] [DEBUG] [MAG       ] HCI: Last date is validated at 2025-11-25
[2025-11-25T23:56:53.140755] [DEBUG] [MAG       ] CLX: Last date is validated at 2025-11-25
[2025-11-25T23:56:53.198879] [DEBUG] [MAG       ] AAOI: Last date is validated at 2025-11-25
[2025-11-25T23:56:53.229277] [DEBUG] [MAG       ] PRG: Last date is validated at 2025-11-25
[2025-11-25T23:56:53.262156] [DEBUG] [MAG       ] HCI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:53.313410] [DEBUG] [MAG       ] CLX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:53.369611] [DEBUG] [MAG       ] AAOI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:53.375519] [INFO ] [LOCAL     ] HCI: Saved forecast.
[2025-11-25T23:56:53.375779] [INFO ] [main      ] HCI: Signal=1 (Conf=80.0%), Magnitude=1.56% (Conf=52.326%)
[2025-11-25T23:56:53.376173] [INFO ] [main      ] Fetching symbol history for AMX...
[2025-11-25T23:56:53.376291] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-11-25T23:56:53.376717] [INFO ] [main      ] Progress: 188/452 forecasts completed (41.6%). HCI finished in 0.6s. ETA: 44.2s. Rate: 358.42 forecasts/min
[2025-11-25T23:56:53.388413] [DEBUG] [REMOTE    ] AMX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:53.388969] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 7 features, N/A% accuracy
[2025-11-25T23:56:53.389088] [INFO ] [LOCAL     ] AMX: Loaded 7 optimal features with 54.86% confidence from JSON config
[2025-11-25T23:56:53.389185] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 0
[2025-11-25T23:56:53.390035] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:53.390167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:53.391948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:53.392530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:53.393022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:53.393926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:53.399220] [DEBUG] [MAG       ] PRG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:53.427658] [INFO ] [LOCAL     ] CLX: Saved forecast.
[2025-11-25T23:56:53.427758] [INFO ] [main      ] CLX: Signal=1 (Conf=80.0%), Magnitude=-0.69% (Conf=56.9373%)
[2025-11-25T23:56:53.427955] [INFO ] [main      ] Fetching symbol history for AQNB...
[2025-11-25T23:56:53.428018] [DEBUG] [REMOTE    ] AQNB: Fetching historical data.
[2025-11-25T23:56:53.429065] [INFO ] [main      ] Progress: 189/452 forecasts completed (41.8%). CLX finished in 0.7s. ETA: 43.9s. Rate: 359.73 forecasts/min
[2025-11-25T23:56:53.433272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:53.439623] [DEBUG] [REMOTE    ] AQNB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:53.440756] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, N/A% accuracy
[2025-11-25T23:56:53.440836] [INFO ] [LOCAL     ] AQNB: Loaded 0 optimal features with 36.37% confidence from JSON config
[2025-11-25T23:56:53.440941] [DEBUG] [MAG       ] Building data for symbol: AQNB with lookback: 0
[2025-11-25T23:56:53.441950] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T23:56:53.464026] [INFO ] [LOCAL     ] AAOI: Saved forecast.
[2025-11-25T23:56:53.464122] [INFO ] [main      ] AAOI: Signal=1 (Conf=80.0%), Magnitude=-3.93% (Conf=0%)
[2025-11-25T23:56:53.464287] [INFO ] [main      ] Fetching symbol history for NPFD...
[2025-11-25T23:56:53.464338] [DEBUG] [REMOTE    ] NPFD: Fetching historical data.
[2025-11-25T23:56:53.465069] [INFO ] [main      ] Progress: 190/452 forecasts completed (42.0%). AAOI finished in 0.6s. ETA: 43.5s. Rate: 361.22 forecasts/min
[2025-11-25T23:56:53.476219] [DEBUG] [REMOTE    ] NPFD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:53.476762] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 3 features, N/A% accuracy
[2025-11-25T23:56:53.476936] [INFO ] [LOCAL     ] NPFD: Loaded 3 optimal features with 56.88% confidence from JSON config
[2025-11-25T23:56:53.477051] [DEBUG] [MAG       ] Building data for symbol: NPFD with lookback: 0
[2025-11-25T23:56:53.477970] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:53.478105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:53.482878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:56:53.484738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:53.494937] [INFO ] [LOCAL     ] PRG: Saved forecast.
[2025-11-25T23:56:53.495049] [INFO ] [main      ] PRG: Signal=1 (Conf=80.0%), Magnitude=5.03% (Conf=49.834%)
[2025-11-25T23:56:53.495402] [INFO ] [main      ] Fetching symbol history for KIM...
[2025-11-25T23:56:53.495470] [DEBUG] [REMOTE    ] KIM: Fetching historical data.
[2025-11-25T23:56:53.495722] [INFO ] [main      ] Progress: 191/452 forecasts completed (42.3%). PRG finished in 0.6s. ETA: 43.2s. Rate: 362.77 forecasts/min
[2025-11-25T23:56:53.506293] [DEBUG] [REMOTE    ] KIM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:53.506965] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 5 features, N/A% accuracy
[2025-11-25T23:56:53.507082] [INFO ] [LOCAL     ] KIM: Loaded 5 optimal features with 41.42% confidence from JSON config
[2025-11-25T23:56:53.507179] [DEBUG] [MAG       ] Building data for symbol: KIM with lookback: 0
[2025-11-25T23:56:53.508055] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:53.508186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:53.513185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:53.514083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:53.515014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:53.517066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:56:53.518346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:53.526691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:53.529797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:56:53.531131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:53.814067] [DEBUG] [MAG       ] AQNB: Last date is validated at 2025-11-25
[2025-11-25T23:56:53.828375] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-11-25
[2025-11-25T23:56:53.866631] [DEBUG] [MAG       ] KIM: Last date is validated at 2025-11-25
[2025-11-25T23:56:53.878691] [DEBUG] [MAG       ] NPFD: Last date is validated at 2025-11-25
[2025-11-25T23:56:53.990768] [DEBUG] [MAG       ] AQNB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:53.999899] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:54.038400] [DEBUG] [MAG       ] KIM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:54.042623] [INFO ] [LOCAL     ] AQNB: Saved forecast.
[2025-11-25T23:56:54.042878] [INFO ] [main      ] AQNB: Signal=1 (Conf=80.0%), Magnitude=-0.00% (Conf=36.37%)
[2025-11-25T23:56:54.043301] [INFO ] [main      ] Fetching symbol history for DX...
[2025-11-25T23:56:54.043421] [DEBUG] [REMOTE    ] DX: Fetching historical data.
[2025-11-25T23:56:54.043479] [INFO ] [main      ] Progress: 192/452 forecasts completed (42.5%). AQNB finished in 0.6s. ETA: 43.5s. Rate: 358.46 forecasts/min
[2025-11-25T23:56:54.049997] [DEBUG] [MAG       ] NPFD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:54.055605] [DEBUG] [REMOTE    ] DX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:54.056414] [DEBUG] [LOCAL     ] Loaded configuration for DX: 4 features, N/A% accuracy
[2025-11-25T23:56:54.056538] [INFO ] [LOCAL     ] DX: Loaded 4 optimal features with 57.97% confidence from JSON config
[2025-11-25T23:56:54.056678] [DEBUG] [MAG       ] Building data for symbol: DX with lookback: 0
[2025-11-25T23:56:54.057554] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:54.057706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:54.059574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:54.060187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:54.062070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:54.063390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:54.066498] [INFO ] [LOCAL     ] AMX: Saved forecast.
[2025-11-25T23:56:54.066755] [INFO ] [main      ] AMX: Signal=1 (Conf=80.0%), Magnitude=-1.08% (Conf=54.857%)
[2025-11-25T23:56:54.066988] [INFO ] [main      ] Fetching symbol history for LZB...
[2025-11-25T23:56:54.067076] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-11-25T23:56:54.068739] [INFO ] [main      ] Progress: 193/452 forecasts completed (42.7%). AMX finished in 0.7s. ETA: 43.2s. Rate: 360.04 forecasts/min
[2025-11-25T23:56:54.078958] [DEBUG] [REMOTE    ] LZB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:54.079439] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 3 features, N/A% accuracy
[2025-11-25T23:56:54.079607] [INFO ] [LOCAL     ] LZB: Loaded 3 optimal features with 45.26% confidence from JSON config
[2025-11-25T23:56:54.079727] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 0
[2025-11-25T23:56:54.080562] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:54.080740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:54.085793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:54.088013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:56:54.089726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:54.106247] [INFO ] [LOCAL     ] NPFD: Saved forecast.
[2025-11-25T23:56:54.106470] [INFO ] [main      ] NPFD: Signal=1 (Conf=80.0%), Magnitude=0.62% (Conf=56.8819%)
[2025-11-25T23:56:54.106666] [INFO ] [main      ] Fetching symbol history for KTF...
[2025-11-25T23:56:54.106778] [DEBUG] [REMOTE    ] KTF: Fetching historical data.
[2025-11-25T23:56:54.107036] [INFO ] [main      ] Progress: 194/452 forecasts completed (42.9%). NPFD finished in 0.6s. ETA: 42.8s. Rate: 361.48 forecasts/min
[2025-11-25T23:56:54.113431] [INFO ] [LOCAL     ] KIM: Saved forecast.
[2025-11-25T23:56:54.113672] [INFO ] [main      ] KIM: Signal=1 (Conf=80.0%), Magnitude=-0.51% (Conf=41.4241%)
[2025-11-25T23:56:54.113902] [INFO ] [main      ] Fetching symbol history for BXMX...
[2025-11-25T23:56:54.114012] [DEBUG] [REMOTE    ] BXMX: Fetching historical data.
[2025-11-25T23:56:54.114221] [INFO ] [main      ] Progress: 195/452 forecasts completed (43.1%). KIM finished in 0.6s. ETA: 42.4s. Rate: 363.26 forecasts/min
[2025-11-25T23:56:54.119627] [DEBUG] [REMOTE    ] KTF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:54.120418] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 13 features, N/A% accuracy
[2025-11-25T23:56:54.120784] [INFO ] [LOCAL     ] KTF: Loaded 13 optimal features with 47.34% confidence from JSON config
[2025-11-25T23:56:54.120884] [DEBUG] [MAG       ] Building data for symbol: KTF with lookback: 0
[2025-11-25T23:56:54.121745] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T23:56:54.121886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:54.125278] [DEBUG] [REMOTE    ] BXMX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:54.125675] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 2 features, N/A% accuracy
[2025-11-25T23:56:54.125742] [INFO ] [LOCAL     ] BXMX: Loaded 2 optimal features with 34.56% confidence from JSON config
[2025-11-25T23:56:54.125814] [DEBUG] [MAG       ] Building data for symbol: BXMX with lookback: 0
[2025-11-25T23:56:54.126572] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:54.126676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:54.127079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:54.127618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T23:56:54.127943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:54.128664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:54.130434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:54.132710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:56:54.133528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:54.137961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:54.139775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:54.140346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:54.141439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:54.143175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:54.144433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:56:54.145258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T23:56:54.148220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:54.417478] [DEBUG] [MAG       ] DX: Last date is validated at 2025-11-25
[2025-11-25T23:56:54.435575] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-11-25
[2025-11-25T23:56:54.472063] [DEBUG] [MAG       ] BXMX: Last date is validated at 2025-11-25
[2025-11-25T23:56:54.491862] [DEBUG] [MAG       ] KTF: Last date is validated at 2025-11-25
[2025-11-25T23:56:54.592001] [DEBUG] [MAG       ] DX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:54.609701] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:54.645488] [DEBUG] [MAG       ] BXMX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:54.651830] [INFO ] [LOCAL     ] DX: Saved forecast.
[2025-11-25T23:56:54.651954] [INFO ] [main      ] DX: Signal=1 (Conf=80.0%), Magnitude=0.42% (Conf=57.9653%)
[2025-11-25T23:56:54.652329] [INFO ] [main      ] Fetching symbol history for GHM...
[2025-11-25T23:56:54.652405] [DEBUG] [REMOTE    ] GHM: Fetching historical data.
[2025-11-25T23:56:54.652739] [INFO ] [main      ] Progress: 196/452 forecasts completed (43.4%). DX finished in 0.6s. ETA: 42.8s. Rate: 359.12 forecasts/min
[2025-11-25T23:56:54.664313] [DEBUG] [REMOTE    ] GHM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:54.665584] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 2 features, N/A% accuracy
[2025-11-25T23:56:54.665731] [INFO ] [LOCAL     ] GHM: Loaded 2 optimal features with 47.03% confidence from JSON config
[2025-11-25T23:56:54.665847] [DEBUG] [MAG       ] Building data for symbol: GHM with lookback: 0
[2025-11-25T23:56:54.666706] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:54.666834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:54.668693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:54.669286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:54.674880] [DEBUG] [MAG       ] KTF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:54.697809] [INFO ] [LOCAL     ] LZB: Saved forecast.
[2025-11-25T23:56:54.698061] [INFO ] [main      ] LZB: Signal=1 (Conf=80.0%), Magnitude=0.38% (Conf=45.2562%)
[2025-11-25T23:56:54.698255] [INFO ] [main      ] Fetching symbol history for BDN...
[2025-11-25T23:56:54.698394] [DEBUG] [REMOTE    ] BDN: Fetching historical data.
[2025-11-25T23:56:54.699740] [INFO ] [main      ] Progress: 197/452 forecasts completed (43.6%). LZB finished in 0.6s. ETA: 42.4s. Rate: 360.43 forecasts/min
[2025-11-25T23:56:54.700218] [INFO ] [LOCAL     ] BXMX: Saved forecast.
[2025-11-25T23:56:54.700348] [INFO ] [main      ] BXMX: Signal=1 (Conf=80.0%), Magnitude=0.72% (Conf=34.5627%)
[2025-11-25T23:56:54.700633] [INFO ] [main      ] Fetching symbol history for UAA...
[2025-11-25T23:56:54.700720] [DEBUG] [REMOTE    ] UAA: Fetching historical data.
[2025-11-25T23:56:54.701623] [INFO ] [main      ] Progress: 198/452 forecasts completed (43.8%). BXMX finished in 0.6s. ETA: 42.1s. Rate: 362.24 forecasts/min
[2025-11-25T23:56:54.710457] [DEBUG] [REMOTE    ] BDN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:54.711422] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 4 features, N/A% accuracy
[2025-11-25T23:56:54.711503] [INFO ] [LOCAL     ] BDN: Loaded 4 optimal features with 54.69% confidence from JSON config
[2025-11-25T23:56:54.711553] [DEBUG] [MAG       ] Building data for symbol: BDN with lookback: 0
[2025-11-25T23:56:54.712402] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:54.712487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:54.713665] [DEBUG] [REMOTE    ] UAA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:54.714269] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, N/A% accuracy
[2025-11-25T23:56:54.714400] [INFO ] [LOCAL     ] UAA: Loaded 4 optimal features with 47.13% confidence from JSON config
[2025-11-25T23:56:54.714504] [DEBUG] [MAG       ] Building data for symbol: UAA with lookback: 0
[2025-11-25T23:56:54.715455] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:54.715599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:54.720879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:54.722944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:54.723564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:54.725349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:54.750757] [INFO ] [LOCAL     ] KTF: Saved forecast.
[2025-11-25T23:56:54.750990] [INFO ] [main      ] KTF: Signal=1 (Conf=80.0%), Magnitude=-0.47% (Conf=47.3365%)
[2025-11-25T23:56:54.751225] [INFO ] [main      ] Fetching symbol history for BGS...
[2025-11-25T23:56:54.751339] [DEBUG] [REMOTE    ] BGS: Fetching historical data.
[2025-11-25T23:56:54.752734] [INFO ] [main      ] Progress: 199/452 forecasts completed (44.0%). KTF finished in 0.6s. ETA: 41.8s. Rate: 363.50 forecasts/min
[2025-11-25T23:56:54.754591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:54.763718] [DEBUG] [REMOTE    ] BGS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:54.764982] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 6 features, N/A% accuracy
[2025-11-25T23:56:54.765108] [INFO ] [LOCAL     ] BGS: Loaded 6 optimal features with 41.65% confidence from JSON config
[2025-11-25T23:56:54.765206] [DEBUG] [MAG       ] Building data for symbol: BGS with lookback: 0
[2025-11-25T23:56:54.766057] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:54.766191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:54.771596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:54.773699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:54.774347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:54.774909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:54.805592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:54.807005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:56:54.807790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:54.816253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:56:54.818511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:55.015812] [DEBUG] [MAG       ] GHM: Last date is validated at 2025-11-25
[2025-11-25T23:56:55.104821] [DEBUG] [MAG       ] UAA: Last date is validated at 2025-11-25
[2025-11-25T23:56:55.154045] [DEBUG] [MAG       ] BDN: Last date is validated at 2025-11-25
[2025-11-25T23:56:55.175465] [DEBUG] [MAG       ] BGS: Last date is validated at 2025-11-25
[2025-11-25T23:56:55.189546] [DEBUG] [MAG       ] GHM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:55.281682] [DEBUG] [MAG       ] UAA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:55.282003] [INFO ] [LOCAL     ] GHM: Saved forecast.
[2025-11-25T23:56:55.282239] [INFO ] [main      ] GHM: Signal=1 (Conf=80.0%), Magnitude=3.15% (Conf=47.0283%)
[2025-11-25T23:56:55.282622] [INFO ] [main      ] Fetching symbol history for BE...
[2025-11-25T23:56:55.282759] [DEBUG] [REMOTE    ] BE: Fetching historical data.
[2025-11-25T23:56:55.282728] [INFO ] [main      ] Progress: 200/452 forecasts completed (44.2%). GHM finished in 0.6s. ETA: 42.1s. Rate: 359.53 forecasts/min
[2025-11-25T23:56:55.294044] [DEBUG] [REMOTE    ] BE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:55.295736] [DEBUG] [LOCAL     ] Loaded configuration for BE: 5 features, N/A% accuracy
[2025-11-25T23:56:55.295908] [INFO ] [LOCAL     ] BE: Loaded 5 optimal features with 63.33% confidence from JSON config
[2025-11-25T23:56:55.296009] [DEBUG] [MAG       ] Building data for symbol: BE with lookback: 0
[2025-11-25T23:56:55.296910] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:55.297043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:55.302168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:55.303091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:55.324532] [DEBUG] [MAG       ] BDN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:55.348437] [INFO ] [LOCAL     ] UAA: Saved forecast.
[2025-11-25T23:56:55.348705] [INFO ] [main      ] UAA: Signal=1 (Conf=80.0%), Magnitude=-1.62% (Conf=47.1268%)
[2025-11-25T23:56:55.348937] [INFO ] [main      ] Fetching symbol history for RSKD...
[2025-11-25T23:56:55.349047] [DEBUG] [REMOTE    ] RSKD: Fetching historical data.
[2025-11-25T23:56:55.349292] [INFO ] [main      ] Progress: 201/452 forecasts completed (44.5%). UAA finished in 0.6s. ETA: 41.8s. Rate: 360.61 forecasts/min
[2025-11-25T23:56:55.355820] [DEBUG] [MAG       ] BGS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:55.360996] [DEBUG] [REMOTE    ] RSKD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:55.362034] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 2 features, N/A% accuracy
[2025-11-25T23:56:55.362102] [INFO ] [LOCAL     ] RSKD: Loaded 2 optimal features with 50.70% confidence from JSON config
[2025-11-25T23:56:55.362140] [DEBUG] [MAG       ] Building data for symbol: RSKD with lookback: 0
[2025-11-25T23:56:55.362952] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:56:55.363020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:55.367909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:56:55.369629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:55.382772] [INFO ] [LOCAL     ] BDN: Saved forecast.
[2025-11-25T23:56:55.382886] [INFO ] [main      ] BDN: Signal=1 (Conf=80.0%), Magnitude=1.55% (Conf=54.6938%)
[2025-11-25T23:56:55.383098] [INFO ] [main      ] Fetching symbol history for WDH...
[2025-11-25T23:56:55.383164] [DEBUG] [REMOTE    ] WDH: Fetching historical data.
[2025-11-25T23:56:55.384760] [INFO ] [main      ] Progress: 202/452 forecasts completed (44.7%). BDN finished in 0.7s. ETA: 41.4s. Rate: 362.02 forecasts/min
[2025-11-25T23:56:55.395133] [DEBUG] [REMOTE    ] WDH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:55.396307] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, N/A% accuracy
[2025-11-25T23:56:55.396386] [INFO ] [LOCAL     ] WDH: Loaded 4 optimal features with 40.07% confidence from JSON config
[2025-11-25T23:56:55.396460] [DEBUG] [MAG       ] Building data for symbol: WDH with lookback: 0
[2025-11-25T23:56:55.397270] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:55.397386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:55.402411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:55.403293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:55.404183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:55.405264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:55.417157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:56:55.420433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T23:56:55.421207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:55.423738] [INFO ] [LOCAL     ] BGS: Saved forecast.
[2025-11-25T23:56:55.423826] [INFO ] [main      ] BGS: Signal=1 (Conf=80.0%), Magnitude=5.93% (Conf=41.653%)
[2025-11-25T23:56:55.423991] [INFO ] [main      ] Fetching symbol history for HIG...
[2025-11-25T23:56:55.424045] [DEBUG] [REMOTE    ] HIG: Fetching historical data.
[2025-11-25T23:56:55.425728] [INFO ] [main      ] Progress: 203/452 forecasts completed (44.9%). BGS finished in 0.7s. ETA: 41.1s. Rate: 363.36 forecasts/min
[2025-11-25T23:56:55.437278] [DEBUG] [REMOTE    ] HIG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:55.437939] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 8 features, N/A% accuracy
[2025-11-25T23:56:55.438012] [INFO ] [LOCAL     ] HIG: Loaded 8 optimal features with 49.37% confidence from JSON config
[2025-11-25T23:56:55.438052] [DEBUG] [MAG       ] Building data for symbol: HIG with lookback: 0
[2025-11-25T23:56:55.439025] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:55.439104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:55.444541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:55.445393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:55.446500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:55.449163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:55.567038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:56:55.568372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:56:55.648792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:55.650933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:55.715897] [DEBUG] [MAG       ] RSKD: Last date is validated at 2025-11-25
[2025-11-25T23:56:55.747997] [DEBUG] [MAG       ] WDH: Last date is validated at 2025-11-25
[2025-11-25T23:56:55.768711] [DEBUG] [MAG       ] BE: Last date is validated at 2025-11-25
[2025-11-25T23:56:55.907076] [DEBUG] [MAG       ] RSKD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:55.918972] [DEBUG] [MAG       ] WDH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:55.947590] [DEBUG] [MAG       ] BE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:55.963160] [INFO ] [LOCAL     ] RSKD: Saved forecast.
[2025-11-25T23:56:55.963349] [INFO ] [main      ] RSKD: Signal=1 (Conf=80.0%), Magnitude=3.35% (Conf=50.6984%)
[2025-11-25T23:56:55.963774] [INFO ] [main      ] Fetching symbol history for TPZ...
[2025-11-25T23:56:55.963890] [DEBUG] [REMOTE    ] TPZ: Fetching historical data.
[2025-11-25T23:56:55.963865] [INFO ] [main      ] Progress: 204/452 forecasts completed (45.1%). RSKD finished in 0.6s. ETA: 41.4s. Rate: 359.39 forecasts/min
[2025-11-25T23:56:55.974540] [DEBUG] [REMOTE    ] TPZ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:55.975128] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 6 features, N/A% accuracy
[2025-11-25T23:56:55.975191] [INFO ] [LOCAL     ] TPZ: Loaded 6 optimal features with 48.69% confidence from JSON config
[2025-11-25T23:56:55.975229] [DEBUG] [MAG       ] Building data for symbol: TPZ with lookback: 0
[2025-11-25T23:56:55.976034] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:55.976111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:55.977192] [INFO ] [LOCAL     ] WDH: Saved forecast.
[2025-11-25T23:56:55.977339] [INFO ] [main      ] WDH: Signal=1 (Conf=80.0%), Magnitude=-4.42% (Conf=40.067%)
[2025-11-25T23:56:55.977722] [INFO ] [main      ] Fetching symbol history for ALE...
[2025-11-25T23:56:55.977834] [DEBUG] [REMOTE    ] ALE: Fetching historical data.
[2025-11-25T23:56:55.978091] [INFO ] [main      ] Progress: 205/452 forecasts completed (45.4%). WDH finished in 0.6s. ETA: 41.1s. Rate: 361.00 forecasts/min
[2025-11-25T23:56:55.981829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:55.983678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:55.984182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:55.984666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:56:55.985302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:55.986332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:55.990525] [DEBUG] [REMOTE    ] ALE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:55.991638] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 7 features, N/A% accuracy
[2025-11-25T23:56:55.991787] [INFO ] [LOCAL     ] ALE: Loaded 7 optimal features with 49.90% confidence from JSON config
[2025-11-25T23:56:55.991884] [DEBUG] [MAG       ] Building data for symbol: ALE with lookback: 0
[2025-11-25T23:56:55.992864] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:55.992994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:55.997961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:56.001976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:56.002777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:56.003313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:56.004705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:56.006155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:56:56.007662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:56.010794] [DEBUG] [MAG       ] HIG: Last date is validated at 2025-11-25
[2025-11-25T23:56:56.096183] [INFO ] [LOCAL     ] BE: Saved forecast.
[2025-11-25T23:56:56.096284] [INFO ] [main      ] BE: Signal=1 (Conf=80.0%), Magnitude=-3.60% (Conf=63.3338%)
[2025-11-25T23:56:56.096865] [INFO ] [main      ] Progress: 206/452 forecasts completed (45.6%). BE finished in 0.8s. ETA: 40.8s. Rate: 361.50 forecasts/min
[2025-11-25T23:56:56.096795] [INFO ] [main      ] Fetching symbol history for ABG...
[2025-11-25T23:56:56.097040] [DEBUG] [REMOTE    ] ABG: Fetching historical data.
[2025-11-25T23:56:56.108056] [DEBUG] [REMOTE    ] ABG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:56.108620] [DEBUG] [LOCAL     ] No configuration file found for ABG
[2025-11-25T23:56:56.108762] [DEBUG] [MAG       ] Building data for symbol: ABG with lookback: 0
[2025-11-25T23:56:56.109582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:56.192056] [DEBUG] [MAG       ] HIG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:56.305219] [INFO ] [LOCAL     ] HIG: Saved forecast.
[2025-11-25T23:56:56.305314] [INFO ] [main      ] HIG: Signal=1 (Conf=80.0%), Magnitude=0.64% (Conf=49.3721%)
[2025-11-25T23:56:56.305500] [INFO ] [main      ] Fetching symbol history for TVC...
[2025-11-25T23:56:56.305551] [DEBUG] [REMOTE    ] TVC: Fetching historical data.
[2025-11-25T23:56:56.306443] [INFO ] [main      ] Progress: 207/452 forecasts completed (45.8%). HIG finished in 0.9s. ETA: 40.7s. Rate: 361.04 forecasts/min
[2025-11-25T23:56:56.317399] [DEBUG] [REMOTE    ] TVC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:56.318199] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 6 features, N/A% accuracy
[2025-11-25T23:56:56.318319] [INFO ] [LOCAL     ] TVC: Loaded 6 optimal features with 46.56% confidence from JSON config
[2025-11-25T23:56:56.318571] [DEBUG] [MAG       ] Building data for symbol: TVC with lookback: 0
[2025-11-25T23:56:56.319434] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:56.319566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:56.324484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:56.325612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:56:56.327495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:56.329558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:56:56.330986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:56:56.332740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:56.353277] [DEBUG] [MAG       ] TPZ: Last date is validated at 2025-11-25
[2025-11-25T23:56:56.359311] [DEBUG] [MAG       ] ALE: Last date is validated at 2025-11-25
[2025-11-25T23:56:56.462193] [DEBUG] [MAG       ] ABG: Last date is validated at 2025-11-25
[2025-11-25T23:56:56.530297] [DEBUG] [MAG       ] TPZ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:56.542264] [DEBUG] [MAG       ] ALE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:56.594355] [INFO ] [LOCAL     ] TPZ: Saved forecast.
[2025-11-25T23:56:56.594589] [INFO ] [main      ] TPZ: Signal=1 (Conf=80.0%), Magnitude=-0.52% (Conf=48.6874%)
[2025-11-25T23:56:56.595016] [INFO ] [main      ] Fetching symbol history for ASBA...
[2025-11-25T23:56:56.595131] [DEBUG] [REMOTE    ] ASBA: Fetching historical data.
[2025-11-25T23:56:56.595730] [INFO ] [main      ] Progress: 208/452 forecasts completed (46.0%). TPZ finished in 0.6s. ETA: 40.7s. Rate: 359.76 forecasts/min
[2025-11-25T23:56:56.606315] [DEBUG] [REMOTE    ] ASBA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:56.606806] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 6 features, N/A% accuracy
[2025-11-25T23:56:56.606923] [INFO ] [LOCAL     ] ASBA: Loaded 6 optimal features with 48.39% confidence from JSON config
[2025-11-25T23:56:56.607022] [DEBUG] [MAG       ] Building data for symbol: ASBA with lookback: 0
[2025-11-25T23:56:56.607886] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:56.608017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:56.612888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:56.612861] [INFO ] [LOCAL     ] ALE: Saved forecast.
[2025-11-25T23:56:56.613145] [INFO ] [main      ] ALE: Signal=1 (Conf=80.0%), Magnitude=-0.02% (Conf=49.9011%)
[2025-11-25T23:56:56.613383] [INFO ] [main      ] Fetching symbol history for ORC...
[2025-11-25T23:56:56.613457] [DEBUG] [REMOTE    ] ORC: Fetching historical data.
[2025-11-25T23:56:56.614702] [INFO ] [main      ] Progress: 209/452 forecasts completed (46.2%). ALE finished in 0.6s. ETA: 40.4s. Rate: 361.29 forecasts/min
[2025-11-25T23:56:56.615465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:56.616796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:56.617206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:56.619886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:56:56.620568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:56.625755] [DEBUG] [REMOTE    ] ORC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:56.626302] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 8 features, N/A% accuracy
[2025-11-25T23:56:56.626379] [INFO ] [LOCAL     ] ORC: Loaded 8 optimal features with 56.83% confidence from JSON config
[2025-11-25T23:56:56.626508] [DEBUG] [MAG       ] Building data for symbol: ORC with lookback: 0
[2025-11-25T23:56:56.627531] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:56.627622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:56.632951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:56.634952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:56.635486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:56.635462] [DEBUG] [MAG       ] ABG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:56.636082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:56.636512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:56.637346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:56.639993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:56:56.668848] [DEBUG] [MAG       ] TVC: Last date is validated at 2025-11-25
[2025-11-25T23:56:56.753793] [INFO ] [LOCAL     ] ABG: Saved forecast.
[2025-11-25T23:56:56.754020] [INFO ] [main      ] ABG: Signal=1 (Conf=80.0%), Magnitude=3.35% (Conf=0%)
[2025-11-25T23:56:56.754414] [INFO ] [main      ] Fetching symbol history for ABVX...
[2025-11-25T23:56:56.754529] [DEBUG] [REMOTE    ] ABVX: Fetching historical data.
[2025-11-25T23:56:56.754566] [INFO ] [main      ] Progress: 210/452 forecasts completed (46.5%). ABG finished in 0.7s. ETA: 40.2s. Rate: 361.56 forecasts/min
[2025-11-25T23:56:56.756037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:56.765378] [DEBUG] [REMOTE    ] ABVX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:56.765904] [DEBUG] [LOCAL     ] No configuration file found for ABVX
[2025-11-25T23:56:56.766027] [DEBUG] [MAG       ] Building data for symbol: ABVX with lookback: 0
[2025-11-25T23:56:56.767075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:56.836098] [DEBUG] [MAG       ] TVC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:56.897146] [INFO ] [LOCAL     ] TVC: Saved forecast.
[2025-11-25T23:56:56.897386] [INFO ] [main      ] TVC: Signal=1 (Conf=80.0%), Magnitude=-0.02% (Conf=46.5567%)
[2025-11-25T23:56:56.897769] [INFO ] [main      ] Fetching symbol history for AEFC...
[2025-11-25T23:56:56.897884] [DEBUG] [REMOTE    ] AEFC: Fetching historical data.
[2025-11-25T23:56:56.898701] [INFO ] [main      ] Progress: 211/452 forecasts completed (46.7%). TVC finished in 0.6s. ETA: 40.0s. Rate: 361.79 forecasts/min
[2025-11-25T23:56:56.911223] [DEBUG] [REMOTE    ] AEFC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:56.911774] [DEBUG] [LOCAL     ] No configuration file found for AEFC
[2025-11-25T23:56:56.911897] [DEBUG] [MAG       ] Building data for symbol: AEFC with lookback: 0
[2025-11-25T23:56:56.912751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:56:56.972990] [DEBUG] [MAG       ] ASBA: Last date is validated at 2025-11-25
[2025-11-25T23:56:57.108920] [DEBUG] [MAG       ] ORC: Last date is validated at 2025-11-25
[2025-11-25T23:56:57.116504] [DEBUG] [MAG       ] ABVX: Last date is validated at 2025-11-25
[2025-11-25T23:56:57.150808] [DEBUG] [MAG       ] ASBA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:57.212889] [INFO ] [LOCAL     ] ASBA: Saved forecast.
[2025-11-25T23:56:57.212977] [INFO ] [main      ] ASBA: Signal=1 (Conf=80.0%), Magnitude=0.79% (Conf=48.3851%)
[2025-11-25T23:56:57.213143] [INFO ] [main      ] Fetching symbol history for BEPH...
[2025-11-25T23:56:57.213205] [DEBUG] [REMOTE    ] BEPH: Fetching historical data.
[2025-11-25T23:56:57.213953] [INFO ] [main      ] Progress: 212/452 forecasts completed (46.9%). ASBA finished in 0.6s. ETA: 40.0s. Rate: 360.26 forecasts/min
[2025-11-25T23:56:57.224110] [DEBUG] [REMOTE    ] BEPH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:57.224708] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 6 features, N/A% accuracy
[2025-11-25T23:56:57.224786] [INFO ] [LOCAL     ] BEPH: Loaded 6 optimal features with 50.11% confidence from JSON config
[2025-11-25T23:56:57.224843] [DEBUG] [MAG       ] Building data for symbol: BEPH with lookback: 0
[2025-11-25T23:56:57.225670] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:57.225844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:57.231325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:57.233344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:57.233982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:57.234534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:57.235045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:57.254427] [DEBUG] [MAG       ] AEFC: Last date is validated at 2025-11-25
[2025-11-25T23:56:57.282696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:57.285826] [DEBUG] [MAG       ] ORC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:57.302924] [DEBUG] [MAG       ] ABVX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:57.349807] [INFO ] [LOCAL     ] ORC: Saved forecast.
[2025-11-25T23:56:57.349944] [INFO ] [main      ] ORC: Signal=1 (Conf=80.0%), Magnitude=0.18% (Conf=56.8255%)
[2025-11-25T23:56:57.350185] [INFO ] [main      ] Fetching symbol history for NGG...
[2025-11-25T23:56:57.350256] [DEBUG] [REMOTE    ] NGG: Fetching historical data.
[2025-11-25T23:56:57.350896] [INFO ] [main      ] Progress: 213/452 forecasts completed (47.1%). ORC finished in 0.7s. ETA: 39.8s. Rate: 360.56 forecasts/min
[2025-11-25T23:56:57.362389] [DEBUG] [REMOTE    ] NGG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:57.363011] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 7 features, N/A% accuracy
[2025-11-25T23:56:57.363140] [INFO ] [LOCAL     ] NGG: Loaded 7 optimal features with 61.74% confidence from JSON config
[2025-11-25T23:56:57.363277] [DEBUG] [MAG       ] Building data for symbol: NGG with lookback: 0
[2025-11-25T23:56:57.364195] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:56:57.364331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:57.366181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:57.366806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:57.367295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:57.368180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:56:57.368934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:56:57.370720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:56:57.373790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:57.423611] [DEBUG] [MAG       ] AEFC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:57.434881] [INFO ] [LOCAL     ] ABVX: Saved forecast.
[2025-11-25T23:56:57.435136] [INFO ] [main      ] ABVX: Signal=1 (Conf=80.0%), Magnitude=0.34% (Conf=0%)
[2025-11-25T23:56:57.435364] [INFO ] [main      ] Fetching symbol history for MPC...
[2025-11-25T23:56:57.435701] [DEBUG] [REMOTE    ] MPC: Fetching historical data.
[2025-11-25T23:56:57.435720] [INFO ] [main      ] Progress: 214/452 forecasts completed (47.3%). ABVX finished in 0.7s. ETA: 39.5s. Rate: 361.38 forecasts/min
[2025-11-25T23:56:57.447389] [DEBUG] [REMOTE    ] MPC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:57.448249] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 3 features, N/A% accuracy
[2025-11-25T23:56:57.448374] [INFO ] [LOCAL     ] MPC: Loaded 3 optimal features with 49.25% confidence from JSON config
[2025-11-25T23:56:57.448480] [DEBUG] [MAG       ] Building data for symbol: MPC with lookback: 0
[2025-11-25T23:56:57.449362] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:57.449514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:57.451968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:56:57.453215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T23:56:57.454715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:57.478328] [INFO ] [LOCAL     ] AEFC: Saved forecast.
[2025-11-25T23:56:57.478541] [INFO ] [main      ] AEFC: Signal=1 (Conf=80.0%), Magnitude=0.35% (Conf=0%)
[2025-11-25T23:56:57.478783] [INFO ] [main      ] Fetching symbol history for PINE...
[2025-11-25T23:56:57.478895] [DEBUG] [REMOTE    ] PINE: Fetching historical data.
[2025-11-25T23:56:57.479923] [INFO ] [main      ] Progress: 215/452 forecasts completed (47.6%). AEFC finished in 0.6s. ETA: 39.2s. Rate: 362.62 forecasts/min
[2025-11-25T23:56:57.490859] [DEBUG] [REMOTE    ] PINE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:57.491795] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 6 features, N/A% accuracy
[2025-11-25T23:56:57.491862] [INFO ] [LOCAL     ] PINE: Loaded 6 optimal features with 60.75% confidence from JSON config
[2025-11-25T23:56:57.491900] [DEBUG] [MAG       ] Building data for symbol: PINE with lookback: 0
[2025-11-25T23:56:57.492684] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:57.492753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:57.497690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:57.498564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:57.500219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:57.548121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:56:57.550102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:56:57.552874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:57.626666] [DEBUG] [MAG       ] BEPH: Last date is validated at 2025-11-25
[2025-11-25T23:56:57.730685] [DEBUG] [MAG       ] NGG: Last date is validated at 2025-11-25
[2025-11-25T23:56:57.795553] [DEBUG] [MAG       ] BEPH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:57.827856] [DEBUG] [MAG       ] MPC: Last date is validated at 2025-11-25
[2025-11-25T23:56:57.855155] [INFO ] [LOCAL     ] BEPH: Saved forecast.
[2025-11-25T23:56:57.855402] [INFO ] [main      ] BEPH: Signal=1 (Conf=80.0%), Magnitude=0.12% (Conf=50.1125%)
[2025-11-25T23:56:57.855853] [INFO ] [main      ] Fetching symbol history for FDS...
[2025-11-25T23:56:57.855966] [DEBUG] [REMOTE    ] FDS: Fetching historical data.
[2025-11-25T23:56:57.855917] [INFO ] [main      ] Progress: 216/452 forecasts completed (47.8%). BEPH finished in 0.6s. ETA: 39.3s. Rate: 360.50 forecasts/min
[2025-11-25T23:56:57.866786] [DEBUG] [REMOTE    ] FDS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:57.867728] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 8 features, N/A% accuracy
[2025-11-25T23:56:57.867851] [INFO ] [LOCAL     ] FDS: Loaded 8 optimal features with 55.97% confidence from JSON config
[2025-11-25T23:56:57.867906] [DEBUG] [MAG       ] Building data for symbol: FDS with lookback: 0
[2025-11-25T23:56:57.868756] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:57.868889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:57.870586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:57.871178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:57.871736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:57.872212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:57.873088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:56:57.890726] [DEBUG] [MAG       ] PINE: Last date is validated at 2025-11-25
[2025-11-25T23:56:57.907023] [DEBUG] [MAG       ] NGG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:57.923167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:56:57.927917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:56:57.929415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:57.996310] [INFO ] [LOCAL     ] NGG: Saved forecast.
[2025-11-25T23:56:57.996555] [INFO ] [main      ] NGG: Signal=1 (Conf=80.0%), Magnitude=1.55% (Conf=61.7433%)
[2025-11-25T23:56:57.996904] [INFO ] [main      ] Fetching symbol history for CBZ...
[2025-11-25T23:56:57.997023] [DEBUG] [REMOTE    ] CBZ: Fetching historical data.
[2025-11-25T23:56:57.998735] [INFO ] [main      ] Progress: 217/452 forecasts completed (48.0%). NGG finished in 0.6s. ETA: 39.1s. Rate: 360.73 forecasts/min
[2025-11-25T23:56:58.009569] [DEBUG] [REMOTE    ] CBZ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:58.010534] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 6 features, N/A% accuracy
[2025-11-25T23:56:58.010673] [INFO ] [LOCAL     ] CBZ: Loaded 6 optimal features with 60.22% confidence from JSON config
[2025-11-25T23:56:58.010778] [DEBUG] [MAG       ] Building data for symbol: CBZ with lookback: 0
[2025-11-25T23:56:58.011707] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:56:58.011867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:58.017117] [DEBUG] [MAG       ] MPC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:58.017077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:58.019103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:58.019728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:58.020714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:58.023451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:58.025598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:58.063434] [DEBUG] [MAG       ] PINE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:58.128912] [INFO ] [LOCAL     ] PINE: Saved forecast.
[2025-11-25T23:56:58.129165] [INFO ] [main      ] PINE: Signal=1 (Conf=80.0%), Magnitude=-0.30% (Conf=60.749%)
[2025-11-25T23:56:58.129385] [INFO ] [main      ] Fetching symbol history for PACK...
[2025-11-25T23:56:58.129698] [DEBUG] [REMOTE    ] PACK: Fetching historical data.
[2025-11-25T23:56:58.130578] [INFO ] [main      ] Progress: 218/452 forecasts completed (48.2%). PINE finished in 0.6s. ETA: 38.9s. Rate: 361.08 forecasts/min
[2025-11-25T23:56:58.141305] [DEBUG] [REMOTE    ] PACK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:58.142124] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 4 features, N/A% accuracy
[2025-11-25T23:56:58.142244] [INFO ] [LOCAL     ] PACK: Loaded 4 optimal features with 51.73% confidence from JSON config
[2025-11-25T23:56:58.142342] [DEBUG] [MAG       ] Building data for symbol: PACK with lookback: 0
[2025-11-25T23:56:58.143203] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:58.143341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:58.144405] [INFO ] [LOCAL     ] MPC: Saved forecast.
[2025-11-25T23:56:58.144667] [INFO ] [main      ] MPC: Signal=1 (Conf=80.0%), Magnitude=0.59% (Conf=49.2479%)
[2025-11-25T23:56:58.145084] [INFO ] [main      ] Fetching symbol history for CI...
[2025-11-25T23:56:58.145156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:58.145254] [DEBUG] [REMOTE    ] CI: Fetching historical data.
[2025-11-25T23:56:58.145729] [INFO ] [main      ] Progress: 219/452 forecasts completed (48.5%). MPC finished in 0.7s. ETA: 38.6s. Rate: 362.58 forecasts/min
[2025-11-25T23:56:58.145921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:58.146331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:56:58.147869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:58.158075] [DEBUG] [REMOTE    ] CI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:58.159062] [DEBUG] [LOCAL     ] Loaded configuration for CI: 9 features, N/A% accuracy
[2025-11-25T23:56:58.159139] [INFO ] [LOCAL     ] CI: Loaded 9 optimal features with 48.96% confidence from JSON config
[2025-11-25T23:56:58.159191] [DEBUG] [MAG       ] Building data for symbol: CI with lookback: 0
[2025-11-25T23:56:58.160077] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:56:58.160172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:58.165374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:58.167607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:58.168256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:58.169013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:58.169555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:58.170483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:56:58.171248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:56:58.172631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:58.175027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:58.271790] [DEBUG] [MAG       ] FDS: Last date is validated at 2025-11-25
[2025-11-25T23:56:58.374811] [DEBUG] [MAG       ] CBZ: Last date is validated at 2025-11-25
[2025-11-25T23:56:58.442451] [DEBUG] [MAG       ] FDS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:58.488456] [DEBUG] [MAG       ] PACK: Last date is validated at 2025-11-25
[2025-11-25T23:56:58.551165] [DEBUG] [MAG       ] CBZ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:58.567971] [DEBUG] [MAG       ] CI: Last date is validated at 2025-11-25
[2025-11-25T23:56:58.571217] [INFO ] [LOCAL     ] FDS: Saved forecast.
[2025-11-25T23:56:58.571435] [INFO ] [main      ] FDS: Signal=1 (Conf=80.0%), Magnitude=5.27% (Conf=55.9709%)
[2025-11-25T23:56:58.571923] [INFO ] [main      ] Fetching symbol history for MXF...
[2025-11-25T23:56:58.572054] [DEBUG] [REMOTE    ] MXF: Fetching historical data.
[2025-11-25T23:56:58.572727] [INFO ] [main      ] Progress: 220/452 forecasts completed (48.7%). FDS finished in 0.7s. ETA: 38.7s. Rate: 360.00 forecasts/min
[2025-11-25T23:56:58.583356] [DEBUG] [REMOTE    ] MXF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:58.583996] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 3 features, N/A% accuracy
[2025-11-25T23:56:58.584114] [INFO ] [LOCAL     ] MXF: Loaded 3 optimal features with 47.02% confidence from JSON config
[2025-11-25T23:56:58.584210] [DEBUG] [MAG       ] Building data for symbol: MXF with lookback: 0
[2025-11-25T23:56:58.585057] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:58.585190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:56:58.587244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:56:58.588839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:58.590699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:58.659032] [DEBUG] [MAG       ] PACK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:58.666753] [INFO ] [LOCAL     ] CBZ: Saved forecast.
[2025-11-25T23:56:58.666994] [INFO ] [main      ] CBZ: Signal=1 (Conf=80.0%), Magnitude=2.74% (Conf=60.2163%)
[2025-11-25T23:56:58.667199] [INFO ] [main      ] Fetching symbol history for FMX...
[2025-11-25T23:56:58.667318] [DEBUG] [REMOTE    ] FMX: Fetching historical data.
[2025-11-25T23:56:58.667711] [INFO ] [main      ] Progress: 221/452 forecasts completed (48.9%). CBZ finished in 0.7s. ETA: 38.4s. Rate: 360.70 forecasts/min
[2025-11-25T23:56:58.679315] [DEBUG] [REMOTE    ] FMX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:58.679936] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 8 features, N/A% accuracy
[2025-11-25T23:56:58.680008] [INFO ] [LOCAL     ] FMX: Loaded 8 optimal features with 56.68% confidence from JSON config
[2025-11-25T23:56:58.680114] [DEBUG] [MAG       ] Building data for symbol: FMX with lookback: 0
[2025-11-25T23:56:58.681000] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:58.681086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:58.686110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:58.688047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:58.688597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:58.689103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:56:58.691621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:56:58.693257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:58.694578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:56:58.696240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:58.721808] [INFO ] [LOCAL     ] PACK: Saved forecast.
[2025-11-25T23:56:58.721932] [INFO ] [main      ] PACK: Signal=1 (Conf=80.0%), Magnitude=-3.61% (Conf=51.7257%)
[2025-11-25T23:56:58.722270] [INFO ] [main      ] Fetching symbol history for MKC...
[2025-11-25T23:56:58.722337] [DEBUG] [REMOTE    ] MKC: Fetching historical data.
[2025-11-25T23:56:58.723265] [INFO ] [main      ] Progress: 222/452 forecasts completed (49.1%). PACK finished in 0.6s. ETA: 38.1s. Rate: 361.78 forecasts/min
[2025-11-25T23:56:58.734375] [DEBUG] [REMOTE    ] MKC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:58.734954] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 3 features, N/A% accuracy
[2025-11-25T23:56:58.735082] [INFO ] [LOCAL     ] MKC: Loaded 3 optimal features with 61.79% confidence from JSON config
[2025-11-25T23:56:58.735177] [DEBUG] [MAG       ] Building data for symbol: MKC with lookback: 0
[2025-11-25T23:56:58.736067] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:56:58.736389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:58.738177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:58.738785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:56:58.739040] [DEBUG] [MAG       ] CI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:58.778054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:58.913711] [INFO ] [LOCAL     ] CI: Saved forecast.
[2025-11-25T23:56:58.913943] [INFO ] [main      ] CI: Signal=1 (Conf=80.0%), Magnitude=2.39% (Conf=48.9604%)
[2025-11-25T23:56:58.914345] [INFO ] [main      ] Fetching symbol history for AN...
[2025-11-25T23:56:58.914465] [DEBUG] [REMOTE    ] AN: Fetching historical data.
[2025-11-25T23:56:58.914506] [INFO ] [main      ] Progress: 223/452 forecasts completed (49.3%). CI finished in 0.8s. ETA: 38.0s. Rate: 361.54 forecasts/min
[2025-11-25T23:56:58.925528] [DEBUG] [REMOTE    ] AN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:58.926149] [DEBUG] [LOCAL     ] Loaded configuration for AN: 5 features, N/A% accuracy
[2025-11-25T23:56:58.926266] [INFO ] [LOCAL     ] AN: Loaded 5 optimal features with 60.13% confidence from JSON config
[2025-11-25T23:56:58.926363] [DEBUG] [MAG       ] Building data for symbol: AN with lookback: 0
[2025-11-25T23:56:58.927198] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:58.927330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:56:58.928287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:56:58.929205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:56:58.930526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:56:58.932073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:58.932715] [DEBUG] [MAG       ] MXF: Last date is validated at 2025-11-25
[2025-11-25T23:56:58.933800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:59.049858] [DEBUG] [MAG       ] FMX: Last date is validated at 2025-11-25
[2025-11-25T23:56:59.101248] [DEBUG] [MAG       ] MXF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:59.124764] [DEBUG] [MAG       ] MKC: Last date is validated at 2025-11-25
[2025-11-25T23:56:59.164611] [INFO ] [LOCAL     ] MXF: Saved forecast.
[2025-11-25T23:56:59.164824] [INFO ] [main      ] MXF: Signal=1 (Conf=80.0%), Magnitude=0.70% (Conf=47.0154%)
[2025-11-25T23:56:59.165047] [INFO ] [main      ] Fetching symbol history for AM...
[2025-11-25T23:56:59.165157] [DEBUG] [REMOTE    ] AM: Fetching historical data.
[2025-11-25T23:56:59.165719] [INFO ] [main      ] Progress: 224/452 forecasts completed (49.6%). MXF finished in 0.6s. ETA: 37.9s. Rate: 360.71 forecasts/min
[2025-11-25T23:56:59.176070] [DEBUG] [REMOTE    ] AM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:59.177091] [DEBUG] [LOCAL     ] Loaded configuration for AM: 5 features, N/A% accuracy
[2025-11-25T23:56:59.177214] [INFO ] [LOCAL     ] AM: Loaded 5 optimal features with 44.92% confidence from JSON config
[2025-11-25T23:56:59.177313] [DEBUG] [MAG       ] Building data for symbol: AM with lookback: 0
[2025-11-25T23:56:59.178177] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:59.178307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:59.183189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:59.184968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:56:59.186868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:56:59.188087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:59.190027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:59.225256] [DEBUG] [MAG       ] FMX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:59.281950] [DEBUG] [MAG       ] AN: Last date is validated at 2025-11-25
[2025-11-25T23:56:59.293414] [DEBUG] [MAG       ] MKC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:59.381930] [INFO ] [LOCAL     ] MKC: Saved forecast.
[2025-11-25T23:56:59.382157] [INFO ] [main      ] MKC: Signal=1 (Conf=80.0%), Magnitude=-0.14% (Conf=61.792%)
[2025-11-25T23:56:59.382376] [INFO ] [main      ] Fetching symbol history for SBSI...
[2025-11-25T23:56:59.382485] [DEBUG] [REMOTE    ] SBSI: Fetching historical data.
[2025-11-25T23:56:59.383279] [INFO ] [main      ] Progress: 225/452 forecasts completed (49.8%). MKC finished in 0.7s. ETA: 37.8s. Rate: 360.22 forecasts/min
[2025-11-25T23:56:59.394151] [DEBUG] [REMOTE    ] SBSI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:59.394899] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 1 features, N/A% accuracy
[2025-11-25T23:56:59.395016] [INFO ] [LOCAL     ] SBSI: Loaded 1 optimal features with 38.01% confidence from JSON config
[2025-11-25T23:56:59.395114] [DEBUG] [MAG       ] Building data for symbol: SBSI with lookback: 0
[2025-11-25T23:56:59.396021] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:56:59.396160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:59.398247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:59.417499] [INFO ] [LOCAL     ] FMX: Saved forecast.
[2025-11-25T23:56:59.417772] [INFO ] [main      ] FMX: Signal=1 (Conf=80.0%), Magnitude=1.84% (Conf=56.6797%)
[2025-11-25T23:56:59.418057] [INFO ] [main      ] Fetching symbol history for YALA...
[2025-11-25T23:56:59.418177] [DEBUG] [REMOTE    ] YALA: Fetching historical data.
[2025-11-25T23:56:59.418607] [INFO ] [main      ] Progress: 226/452 forecasts completed (50.0%). FMX finished in 0.8s. ETA: 37.5s. Rate: 361.48 forecasts/min
[2025-11-25T23:56:59.430515] [DEBUG] [REMOTE    ] YALA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:59.431738] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 8 features, N/A% accuracy
[2025-11-25T23:56:59.431860] [INFO ] [LOCAL     ] YALA: Loaded 8 optimal features with 59.88% confidence from JSON config
[2025-11-25T23:56:59.431957] [DEBUG] [MAG       ] Building data for symbol: YALA with lookback: 0
[2025-11-25T23:56:59.432802] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:56:59.432888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:56:59.434554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:56:59.436711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:56:59.437884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:59.439744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:59.440288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:56:59.441978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:56:59.443087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:56:59.443869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:59.454046] [DEBUG] [MAG       ] AN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:59.529005] [DEBUG] [MAG       ] AM: Last date is validated at 2025-11-25
[2025-11-25T23:56:59.568030] [INFO ] [LOCAL     ] AN: Saved forecast.
[2025-11-25T23:56:59.568287] [INFO ] [main      ] AN: Signal=1 (Conf=80.0%), Magnitude=2.74% (Conf=60.1305%)
[2025-11-25T23:56:59.568682] [INFO ] [main      ] Fetching symbol history for NOA...
[2025-11-25T23:56:59.568801] [DEBUG] [REMOTE    ] NOA: Fetching historical data.
[2025-11-25T23:56:59.569760] [INFO ] [main      ] Progress: 227/452 forecasts completed (50.2%). AN finished in 0.7s. ETA: 37.3s. Rate: 361.62 forecasts/min
[2025-11-25T23:56:59.580868] [DEBUG] [REMOTE    ] NOA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:59.581955] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 5 features, N/A% accuracy
[2025-11-25T23:56:59.582082] [INFO ] [LOCAL     ] NOA: Loaded 5 optimal features with 56.64% confidence from JSON config
[2025-11-25T23:56:59.582186] [DEBUG] [MAG       ] Building data for symbol: NOA with lookback: 0
[2025-11-25T23:56:59.583068] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:56:59.583221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:56:59.588187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:59.590131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:56:59.590739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:59.591260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:56:59.592098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:59.697299] [DEBUG] [MAG       ] AM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:59.751765] [DEBUG] [MAG       ] SBSI: Last date is validated at 2025-11-25
[2025-11-25T23:56:59.786540] [DEBUG] [MAG       ] YALA: Last date is validated at 2025-11-25
[2025-11-25T23:56:59.821695] [INFO ] [LOCAL     ] AM: Saved forecast.
[2025-11-25T23:56:59.821933] [INFO ] [main      ] AM: Signal=1 (Conf=80.0%), Magnitude=2.52% (Conf=44.9206%)
[2025-11-25T23:56:59.822330] [INFO ] [main      ] Fetching symbol history for BB...
[2025-11-25T23:56:59.822452] [DEBUG] [REMOTE    ] BB: Fetching historical data.
[2025-11-25T23:56:59.822494] [INFO ] [main      ] Progress: 228/452 forecasts completed (50.4%). AM finished in 0.7s. ETA: 37.3s. Rate: 360.79 forecasts/min
[2025-11-25T23:56:59.832967] [DEBUG] [REMOTE    ] BB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:56:59.833456] [DEBUG] [LOCAL     ] Loaded configuration for BB: 4 features, N/A% accuracy
[2025-11-25T23:56:59.833571] [INFO ] [LOCAL     ] BB: Loaded 4 optimal features with 59.54% confidence from JSON config
[2025-11-25T23:56:59.833694] [DEBUG] [MAG       ] Building data for symbol: BB with lookback: 0
[2025-11-25T23:56:59.834547] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:56:59.834628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:56:59.836390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:56:59.836998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:56:59.837448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:56:59.838224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:56:59.920398] [DEBUG] [MAG       ] SBSI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:59.935174] [DEBUG] [MAG       ] NOA: Last date is validated at 2025-11-25
[2025-11-25T23:56:59.962163] [DEBUG] [MAG       ] YALA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:56:59.992613] [INFO ] [LOCAL     ] SBSI: Saved forecast.
[2025-11-25T23:56:59.992851] [INFO ] [main      ] SBSI: Signal=1 (Conf=80.0%), Magnitude=1.07% (Conf=38.0085%)
[2025-11-25T23:56:59.993029] [INFO ] [main      ] Fetching symbol history for BCS...
[2025-11-25T23:56:59.993139] [DEBUG] [REMOTE    ] BCS: Fetching historical data.
[2025-11-25T23:56:59.993892] [INFO ] [main      ] Progress: 229/452 forecasts completed (50.7%). SBSI finished in 0.6s. ETA: 37.1s. Rate: 360.74 forecasts/min
[2025-11-25T23:57:00.005460] [DEBUG] [REMOTE    ] BCS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:00.006750] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 3 features, N/A% accuracy
[2025-11-25T23:57:00.006875] [INFO ] [LOCAL     ] BCS: Loaded 3 optimal features with 61.09% confidence from JSON config
[2025-11-25T23:57:00.006988] [DEBUG] [MAG       ] Building data for symbol: BCS with lookback: 0
[2025-11-25T23:57:00.007875] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:00.008005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:00.012896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:00.013810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:00.015398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:00.032251] [INFO ] [LOCAL     ] YALA: Saved forecast.
[2025-11-25T23:57:00.032505] [INFO ] [main      ] YALA: Signal=1 (Conf=80.0%), Magnitude=3.51% (Conf=59.8824%)
[2025-11-25T23:57:00.032774] [INFO ] [main      ] Fetching symbol history for EVEX...
[2025-11-25T23:57:00.032893] [DEBUG] [REMOTE    ] EVEX: Fetching historical data.
[2025-11-25T23:57:00.033456] [INFO ] [main      ] Progress: 230/452 forecasts completed (50.9%). YALA finished in 0.6s. ETA: 36.8s. Rate: 361.94 forecasts/min
[2025-11-25T23:57:00.045618] [DEBUG] [REMOTE    ] EVEX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:00.046729] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 5 features, N/A% accuracy
[2025-11-25T23:57:00.046854] [INFO ] [LOCAL     ] EVEX: Loaded 5 optimal features with 52.12% confidence from JSON config
[2025-11-25T23:57:00.046956] [DEBUG] [MAG       ] Building data for symbol: EVEX with lookback: 0
[2025-11-25T23:57:00.047904] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:00.048042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:00.048909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:00.049908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:57:00.050834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:57:00.051548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:57:00.066061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:00.106103] [DEBUG] [MAG       ] NOA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:00.182251] [DEBUG] [MAG       ] BB: Last date is validated at 2025-11-25
[2025-11-25T23:57:00.183181] [INFO ] [LOCAL     ] NOA: Saved forecast.
[2025-11-25T23:57:00.183419] [INFO ] [main      ] NOA: Signal=1 (Conf=80.0%), Magnitude=4.84% (Conf=56.6445%)
[2025-11-25T23:57:00.183829] [INFO ] [main      ] Fetching symbol history for AAPL...
[2025-11-25T23:57:00.183946] [DEBUG] [REMOTE    ] AAPL: Fetching historical data.
[2025-11-25T23:57:00.183988] [INFO ] [main      ] Progress: 231/452 forecasts completed (51.1%). NOA finished in 0.6s. ETA: 36.6s. Rate: 362.08 forecasts/min
[2025-11-25T23:57:00.195706] [DEBUG] [REMOTE    ] AAPL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:00.196256] [DEBUG] [LOCAL     ] No configuration file found for AAPL
[2025-11-25T23:57:00.196379] [DEBUG] [MAG       ] Building data for symbol: AAPL with lookback: 0
[2025-11-25T23:57:00.197216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:57:00.350168] [DEBUG] [MAG       ] BB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:00.353504] [DEBUG] [MAG       ] BCS: Last date is validated at 2025-11-25
[2025-11-25T23:57:00.406061] [INFO ] [LOCAL     ] BB: Saved forecast.
[2025-11-25T23:57:00.406311] [INFO ] [main      ] BB: Signal=1 (Conf=80.0%), Magnitude=-2.78% (Conf=59.5356%)
[2025-11-25T23:57:00.406536] [INFO ] [main      ] Fetching symbol history for WLK...
[2025-11-25T23:57:00.406663] [DEBUG] [REMOTE    ] WLK: Fetching historical data.
[2025-11-25T23:57:00.407700] [INFO ] [main      ] Progress: 232/452 forecasts completed (51.3%). BB finished in 0.6s. ETA: 36.5s. Rate: 361.54 forecasts/min
[2025-11-25T23:57:00.417577] [DEBUG] [REMOTE    ] WLK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:00.418673] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 6 features, N/A% accuracy
[2025-11-25T23:57:00.418793] [INFO ] [LOCAL     ] WLK: Loaded 6 optimal features with 50.47% confidence from JSON config
[2025-11-25T23:57:00.418890] [DEBUG] [MAG       ] Building data for symbol: WLK with lookback: 0
[2025-11-25T23:57:00.419191] [DEBUG] [MAG       ] EVEX: Last date is validated at 2025-11-25
[2025-11-25T23:57:00.419786] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:00.419911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:00.424789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:00.426609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:00.427195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:00.427756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:00.428224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:00.430896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:00.522405] [DEBUG] [MAG       ] BCS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:00.537780] [DEBUG] [MAG       ] AAPL: Last date is validated at 2025-11-25
[2025-11-25T23:57:00.588417] [INFO ] [LOCAL     ] BCS: Saved forecast.
[2025-11-25T23:57:00.588677] [INFO ] [main      ] BCS: Signal=1 (Conf=80.0%), Magnitude=3.80% (Conf=61.0931%)
[2025-11-25T23:57:00.588915] [INFO ] [main      ] Fetching symbol history for ONON...
[2025-11-25T23:57:00.588983] [DEBUG] [REMOTE    ] ONON: Fetching historical data.
[2025-11-25T23:57:00.589971] [INFO ] [main      ] Progress: 233/452 forecasts completed (51.5%). BCS finished in 0.6s. ETA: 36.4s. Rate: 361.39 forecasts/min
[2025-11-25T23:57:00.599228] [DEBUG] [MAG       ] EVEX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:00.601824] [DEBUG] [REMOTE    ] ONON: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:00.602831] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, N/A% accuracy
[2025-11-25T23:57:00.602959] [INFO ] [LOCAL     ] ONON: Loaded 4 optimal features with 48.77% confidence from JSON config
[2025-11-25T23:57:00.603062] [DEBUG] [MAG       ] Building data for symbol: ONON with lookback: 0
[2025-11-25T23:57:00.603934] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:00.604071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:00.609154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:00.610238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:57:00.611911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:57:00.614101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:00.666619] [INFO ] [LOCAL     ] EVEX: Saved forecast.
[2025-11-25T23:57:00.666883] [INFO ] [main      ] EVEX: Signal=1 (Conf=80.0%), Magnitude=-1.14% (Conf=52.1231%)
[2025-11-25T23:57:00.667286] [INFO ] [main      ] Progress: 234/452 forecasts completed (51.8%). EVEX finished in 0.6s. ETA: 36.1s. Rate: 362.21 forecasts/min
[2025-11-25T23:57:00.667505] [INFO ] [main      ] Fetching symbol history for USA...
[2025-11-25T23:57:00.667614] [DEBUG] [REMOTE    ] USA: Fetching historical data.
[2025-11-25T23:57:00.679268] [DEBUG] [REMOTE    ] USA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:00.680302] [DEBUG] [LOCAL     ] Loaded configuration for USA: 10 features, N/A% accuracy
[2025-11-25T23:57:00.680430] [INFO ] [LOCAL     ] USA: Loaded 10 optimal features with 61.08% confidence from JSON config
[2025-11-25T23:57:00.680529] [DEBUG] [MAG       ] Building data for symbol: USA with lookback: 0
[2025-11-25T23:57:00.681369] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T23:57:00.681523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:00.686384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:00.688244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:00.688864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:00.689324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:00.690271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:00.692714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:00.694375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:00.710405] [DEBUG] [MAG       ] AAPL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:00.743337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:57:00.744282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:00.745393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:00.785161] [DEBUG] [MAG       ] WLK: Last date is validated at 2025-11-25
[2025-11-25T23:57:00.849079] [INFO ] [LOCAL     ] AAPL: Saved forecast.
[2025-11-25T23:57:00.849177] [INFO ] [main      ] AAPL: Signal=1 (Conf=80.0%), Magnitude=0.02% (Conf=0%)
[2025-11-25T23:57:00.850053] [INFO ] [main      ] Progress: 235/452 forecasts completed (52.0%). AAPL finished in 0.7s. ETA: 36.0s. Rate: 362.05 forecasts/min
[2025-11-25T23:57:00.850876] [INFO ] [main      ] Fetching symbol history for BME...
[2025-11-25T23:57:00.850950] [DEBUG] [REMOTE    ] BME: Fetching historical data.
[2025-11-25T23:57:00.878470] [DEBUG] [REMOTE    ] BME: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:00.882146] [DEBUG] [LOCAL     ] Loaded configuration for BME: 3 features, N/A% accuracy
[2025-11-25T23:57:00.882214] [INFO ] [LOCAL     ] BME: Loaded 3 optimal features with 59.45% confidence from JSON config
[2025-11-25T23:57:00.882263] [DEBUG] [MAG       ] Building data for symbol: BME with lookback: 0
[2025-11-25T23:57:00.883059] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:00.883233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:00.884978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:00.888167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:00.888659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:00.953686] [DEBUG] [MAG       ] WLK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:01.008085] [DEBUG] [MAG       ] ONON: Last date is validated at 2025-11-25
[2025-11-25T23:57:01.082353] [INFO ] [LOCAL     ] WLK: Saved forecast.
[2025-11-25T23:57:01.082456] [INFO ] [main      ] WLK: Signal=1 (Conf=80.0%), Magnitude=-0.67% (Conf=50.4667%)
[2025-11-25T23:57:01.085023] [INFO ] [main      ] Progress: 236/452 forecasts completed (52.2%). WLK finished in 0.7s. ETA: 35.9s. Rate: 361.41 forecasts/min
[2025-11-25T23:57:01.082616] [INFO ] [main      ] Fetching symbol history for OII...
[2025-11-25T23:57:01.085825] [DEBUG] [REMOTE    ] OII: Fetching historical data.
[2025-11-25T23:57:01.102548] [DEBUG] [REMOTE    ] OII: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:01.106434] [DEBUG] [LOCAL     ] Loaded configuration for OII: 5 features, N/A% accuracy
[2025-11-25T23:57:01.106592] [INFO ] [LOCAL     ] OII: Loaded 5 optimal features with 55.37% confidence from JSON config
[2025-11-25T23:57:01.106711] [DEBUG] [MAG       ] Building data for symbol: OII with lookback: 0
[2025-11-25T23:57:01.107549] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:01.107703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:01.117752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:01.119581] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:01.120171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:01.121487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:01.160222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:01.336006] [DEBUG] [MAG       ] BME: Last date is validated at 2025-11-25
[2025-11-25T23:57:01.338058] [DEBUG] [MAG       ] USA: Last date is validated at 2025-11-25
[2025-11-25T23:57:01.347951] [DEBUG] [MAG       ] ONON: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:01.446180] [INFO ] [LOCAL     ] ONON: Saved forecast.
[2025-11-25T23:57:01.446408] [INFO ] [main      ] ONON: Signal=1 (Conf=80.0%), Magnitude=8.24% (Conf=48.7701%)
[2025-11-25T23:57:01.446633] [INFO ] [main      ] Fetching symbol history for HFRO...
[2025-11-25T23:57:01.446761] [DEBUG] [REMOTE    ] HFRO: Fetching historical data.
[2025-11-25T23:57:01.447696] [INFO ] [main      ] Progress: 237/452 forecasts completed (52.4%). ONON finished in 0.9s. ETA: 35.9s. Rate: 359.62 forecasts/min
[2025-11-25T23:57:01.458872] [DEBUG] [REMOTE    ] HFRO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:01.460241] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 9 features, N/A% accuracy
[2025-11-25T23:57:01.460365] [INFO ] [LOCAL     ] HFRO: Loaded 9 optimal features with 53.71% confidence from JSON config
[2025-11-25T23:57:01.460465] [DEBUG] [MAG       ] Building data for symbol: HFRO with lookback: 0
[2025-11-25T23:57:01.461380] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:57:01.461522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:01.463336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:01.463952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:01.464370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:01.465362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:01.467921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:01.469012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:01.470335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:01.472434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:01.473592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:01.508138] [DEBUG] [MAG       ] BME: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:01.573628] [INFO ] [LOCAL     ] BME: Saved forecast.
[2025-11-25T23:57:01.573736] [INFO ] [main      ] BME: Signal=1 (Conf=80.0%), Magnitude=-0.49% (Conf=59.4481%)
[2025-11-25T23:57:01.573922] [DEBUG] [MAG       ] OII: Last date is validated at 2025-11-25
[2025-11-25T23:57:01.574103] [INFO ] [main      ] Progress: 238/452 forecasts completed (52.7%). BME finished in 0.7s. ETA: 35.7s. Rate: 359.98 forecasts/min
[2025-11-25T23:57:01.574237] [INFO ] [main      ] Fetching symbol history for GPK...
[2025-11-25T23:57:01.574286] [DEBUG] [REMOTE    ] GPK: Fetching historical data.
[2025-11-25T23:57:01.580316] [DEBUG] [MAG       ] USA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:01.585501] [DEBUG] [REMOTE    ] GPK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:01.585944] [DEBUG] [LOCAL     ] No configuration file found for GPK
[2025-11-25T23:57:01.586008] [DEBUG] [MAG       ] Building data for symbol: GPK with lookback: 0
[2025-11-25T23:57:01.586809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:57:01.642687] [INFO ] [LOCAL     ] USA: Saved forecast.
[2025-11-25T23:57:01.642776] [INFO ] [main      ] USA: Signal=1 (Conf=80.0%), Magnitude=0.31% (Conf=61.0776%)
[2025-11-25T23:57:01.643194] [INFO ] [main      ] Fetching symbol history for VGI...
[2025-11-25T23:57:01.643252] [DEBUG] [REMOTE    ] VGI: Fetching historical data.
[2025-11-25T23:57:01.643727] [INFO ] [main      ] Progress: 239/452 forecasts completed (52.9%). USA finished in 1.0s. ETA: 35.4s. Rate: 360.86 forecasts/min
[2025-11-25T23:57:01.654232] [DEBUG] [REMOTE    ] VGI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:01.654878] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 6 features, N/A% accuracy
[2025-11-25T23:57:01.654939] [INFO ] [LOCAL     ] VGI: Loaded 6 optimal features with 31.33% confidence from JSON config
[2025-11-25T23:57:01.654977] [DEBUG] [MAG       ] Building data for symbol: VGI with lookback: 0
[2025-11-25T23:57:01.655746] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:01.655820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:57:01.657817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:57:01.660636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T23:57:01.663047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:01.664101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:57:01.665518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:57:01.667024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:01.747799] [DEBUG] [MAG       ] OII: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:01.836883] [INFO ] [LOCAL     ] OII: Saved forecast.
[2025-11-25T23:57:01.836994] [INFO ] [main      ] OII: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=55.3659%)
[2025-11-25T23:57:01.837513] [INFO ] [main      ] Fetching symbol history for CVS...
[2025-11-25T23:57:01.837633] [DEBUG] [REMOTE    ] CVS: Fetching historical data.
[2025-11-25T23:57:01.837773] [INFO ] [main      ] Progress: 240/452 forecasts completed (53.1%). OII finished in 0.8s. ETA: 35.3s. Rate: 360.61 forecasts/min
[2025-11-25T23:57:01.848115] [DEBUG] [REMOTE    ] CVS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:01.849402] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 7 features, N/A% accuracy
[2025-11-25T23:57:01.849476] [INFO ] [LOCAL     ] CVS: Loaded 7 optimal features with 59.19% confidence from JSON config
[2025-11-25T23:57:01.849517] [DEBUG] [MAG       ] Building data for symbol: CVS with lookback: 0
[2025-11-25T23:57:01.850337] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:01.850413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:01.855258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:01.856250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:57:01.856937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:01.859632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:57:01.861182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:57:01.861935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:57:01.863964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:01.902535] [DEBUG] [MAG       ] HFRO: Last date is validated at 2025-11-25
[2025-11-25T23:57:01.975972] [DEBUG] [MAG       ] GPK: Last date is validated at 2025-11-25
[2025-11-25T23:57:02.019825] [DEBUG] [MAG       ] VGI: Last date is validated at 2025-11-25
[2025-11-25T23:57:02.072740] [DEBUG] [MAG       ] HFRO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:02.138290] [INFO ] [LOCAL     ] HFRO: Saved forecast.
[2025-11-25T23:57:02.138395] [INFO ] [main      ] HFRO: Signal=1 (Conf=80.0%), Magnitude=3.51% (Conf=53.7088%)
[2025-11-25T23:57:02.138573] [INFO ] [main      ] Fetching symbol history for MCY...
[2025-11-25T23:57:02.138653] [DEBUG] [REMOTE    ] MCY: Fetching historical data.
[2025-11-25T23:57:02.139693] [INFO ] [main      ] Progress: 241/452 forecasts completed (53.3%). HFRO finished in 0.7s. ETA: 35.2s. Rate: 359.40 forecasts/min
[2025-11-25T23:57:02.149880] [DEBUG] [REMOTE    ] MCY: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:02.150936] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 7 features, N/A% accuracy
[2025-11-25T23:57:02.151059] [INFO ] [LOCAL     ] MCY: Loaded 7 optimal features with 59.69% confidence from JSON config
[2025-11-25T23:57:02.151156] [DEBUG] [MAG       ] Building data for symbol: MCY with lookback: 0
[2025-11-25T23:57:02.151261] [DEBUG] [MAG       ] GPK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:02.152030] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:02.152106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:02.153833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:02.154359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:02.154847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:02.155259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:02.157728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:02.159426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:02.162106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:02.189081] [DEBUG] [MAG       ] VGI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:02.201762] [DEBUG] [MAG       ] CVS: Last date is validated at 2025-11-25
[2025-11-25T23:57:02.218057] [INFO ] [LOCAL     ] GPK: Saved forecast.
[2025-11-25T23:57:02.218258] [INFO ] [main      ] GPK: Signal=1 (Conf=80.0%), Magnitude=0.31% (Conf=0%)
[2025-11-25T23:57:02.218491] [INFO ] [main      ] Fetching symbol history for BLCO...
[2025-11-25T23:57:02.218604] [DEBUG] [REMOTE    ] BLCO: Fetching historical data.
[2025-11-25T23:57:02.220708] [INFO ] [main      ] Progress: 242/452 forecasts completed (53.5%). GPK finished in 0.6s. ETA: 35.0s. Rate: 360.16 forecasts/min
[2025-11-25T23:57:02.230286] [DEBUG] [REMOTE    ] BLCO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:02.231716] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 8 features, N/A% accuracy
[2025-11-25T23:57:02.231840] [INFO ] [LOCAL     ] BLCO: Loaded 8 optimal features with 55.37% confidence from JSON config
[2025-11-25T23:57:02.231940] [DEBUG] [MAG       ] Building data for symbol: BLCO with lookback: 0
[2025-11-25T23:57:02.232858] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:57:02.233000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:02.238202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:02.240189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:02.240819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:02.241258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:02.242203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:02.245117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:57:02.247610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T23:57:02.249199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:02.311343] [INFO ] [LOCAL     ] VGI: Saved forecast.
[2025-11-25T23:57:02.311431] [INFO ] [main      ] VGI: Signal=1 (Conf=80.0%), Magnitude=0.61% (Conf=31.3279%)
[2025-11-25T23:57:02.311589] [INFO ] [main      ] Fetching symbol history for JBI...
[2025-11-25T23:57:02.311658] [DEBUG] [REMOTE    ] JBI: Fetching historical data.
[2025-11-25T23:57:02.312899] [INFO ] [main      ] Progress: 243/452 forecasts completed (53.8%). VGI finished in 0.7s. ETA: 34.8s. Rate: 360.83 forecasts/min
[2025-11-25T23:57:02.322743] [DEBUG] [REMOTE    ] JBI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:02.323494] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 4 features, N/A% accuracy
[2025-11-25T23:57:02.323634] [INFO ] [LOCAL     ] JBI: Loaded 4 optimal features with 45.26% confidence from JSON config
[2025-11-25T23:57:02.323749] [DEBUG] [MAG       ] Building data for symbol: JBI with lookback: 0
[2025-11-25T23:57:02.324581] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:02.324728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:02.329694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:02.331817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:57:02.334625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:57:02.336875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:02.374300] [DEBUG] [MAG       ] CVS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:02.480801] [INFO ] [LOCAL     ] CVS: Saved forecast.
[2025-11-25T23:57:02.480886] [INFO ] [main      ] CVS: Signal=1 (Conf=80.0%), Magnitude=0.15% (Conf=59.1862%)
[2025-11-25T23:57:02.481052] [INFO ] [main      ] Fetching symbol history for NAD...
[2025-11-25T23:57:02.481103] [DEBUG] [REMOTE    ] NAD: Fetching historical data.
[2025-11-25T23:57:02.482005] [INFO ] [main      ] Progress: 244/452 forecasts completed (54.0%). CVS finished in 0.6s. ETA: 34.6s. Rate: 360.80 forecasts/min
[2025-11-25T23:57:02.492852] [DEBUG] [REMOTE    ] NAD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:02.494063] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 10 features, N/A% accuracy
[2025-11-25T23:57:02.494141] [INFO ] [LOCAL     ] NAD: Loaded 10 optimal features with 48.89% confidence from JSON config
[2025-11-25T23:57:02.494181] [DEBUG] [MAG       ] Building data for symbol: NAD with lookback: 0
[2025-11-25T23:57:02.494988] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T23:57:02.495060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:02.500258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:02.502221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:02.502820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:02.503343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:02.503853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:02.504813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:02.507890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:02.510722] [DEBUG] [MAG       ] MCY: Last date is validated at 2025-11-25
[2025-11-25T23:57:02.602804] [DEBUG] [MAG       ] BLCO: Last date is validated at 2025-11-25
[2025-11-25T23:57:02.624518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:02.663824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:02.666164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:02.679566] [DEBUG] [MAG       ] JBI: Last date is validated at 2025-11-25
[2025-11-25T23:57:02.683531] [DEBUG] [MAG       ] MCY: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:02.777200] [DEBUG] [MAG       ] BLCO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:02.804235] [INFO ] [LOCAL     ] MCY: Saved forecast.
[2025-11-25T23:57:02.804471] [INFO ] [main      ] MCY: Signal=1 (Conf=80.0%), Magnitude=-1.83% (Conf=59.692%)
[2025-11-25T23:57:02.804897] [INFO ] [main      ] Fetching symbol history for THC...
[2025-11-25T23:57:02.805008] [DEBUG] [REMOTE    ] THC: Fetching historical data.
[2025-11-25T23:57:02.805748] [INFO ] [main      ] Progress: 245/452 forecasts completed (54.2%). MCY finished in 0.7s. ETA: 34.6s. Rate: 359.41 forecasts/min
[2025-11-25T23:57:02.816910] [DEBUG] [REMOTE    ] THC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:02.817912] [DEBUG] [LOCAL     ] Loaded configuration for THC: 6 features, N/A% accuracy
[2025-11-25T23:57:02.818034] [INFO ] [LOCAL     ] THC: Loaded 6 optimal features with 48.58% confidence from JSON config
[2025-11-25T23:57:02.818170] [DEBUG] [MAG       ] Building data for symbol: THC with lookback: 0
[2025-11-25T23:57:02.819395] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:02.819579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:02.825857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:02.827851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:57:02.828757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:57:02.830192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:57:02.831063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:57:02.838968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:02.851248] [DEBUG] [MAG       ] JBI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:02.851747] [INFO ] [LOCAL     ] BLCO: Saved forecast.
[2025-11-25T23:57:02.851961] [INFO ] [main      ] BLCO: Signal=1 (Conf=80.0%), Magnitude=4.91% (Conf=55.371%)
[2025-11-25T23:57:02.852181] [INFO ] [main      ] Fetching symbol history for WD...
[2025-11-25T23:57:02.852302] [DEBUG] [REMOTE    ] WD: Fetching historical data.
[2025-11-25T23:57:02.853721] [INFO ] [main      ] Progress: 246/452 forecasts completed (54.4%). BLCO finished in 0.6s. ETA: 34.3s. Rate: 360.46 forecasts/min
[2025-11-25T23:57:02.863723] [DEBUG] [REMOTE    ] WD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:02.864682] [DEBUG] [LOCAL     ] Loaded configuration for WD: 7 features, N/A% accuracy
[2025-11-25T23:57:02.864803] [INFO ] [LOCAL     ] WD: Loaded 7 optimal features with 54.84% confidence from JSON config
[2025-11-25T23:57:02.864902] [DEBUG] [MAG       ] Building data for symbol: WD with lookback: 0
[2025-11-25T23:57:02.865763] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:02.865899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:02.870831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:02.925519] [INFO ] [LOCAL     ] JBI: Saved forecast.
[2025-11-25T23:57:02.925770] [INFO ] [main      ] JBI: Signal=1 (Conf=80.0%), Magnitude=1.42% (Conf=45.2565%)
[2025-11-25T23:57:02.926163] [INFO ] [main      ] Progress: 247/452 forecasts completed (54.6%). JBI finished in 0.6s. ETA: 34.0s. Rate: 361.28 forecasts/min
[2025-11-25T23:57:02.926349] [INFO ] [main      ] Fetching symbol history for TXO...
[2025-11-25T23:57:02.926455] [DEBUG] [REMOTE    ] TXO: Fetching historical data.
[2025-11-25T23:57:02.937736] [DEBUG] [REMOTE    ] TXO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:02.938331] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 1 features, N/A% accuracy
[2025-11-25T23:57:02.938450] [INFO ] [LOCAL     ] TXO: Loaded 1 optimal features with 45.99% confidence from JSON config
[2025-11-25T23:57:02.938568] [DEBUG] [MAG       ] Building data for symbol: TXO with lookback: 0
[2025-11-25T23:57:02.939406] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:57:02.939559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:02.944421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:02.982355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:02.984531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:02.985720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:03.010831] [DEBUG] [MAG       ] NAD: Last date is validated at 2025-11-25
[2025-11-25T23:57:03.034687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:03.036244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T23:57:03.037059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:03.178970] [DEBUG] [MAG       ] NAD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:03.192248] [DEBUG] [MAG       ] THC: Last date is validated at 2025-11-25
[2025-11-25T23:57:03.241520] [INFO ] [LOCAL     ] NAD: Saved forecast.
[2025-11-25T23:57:03.241789] [INFO ] [main      ] NAD: Signal=1 (Conf=80.0%), Magnitude=0.04% (Conf=48.8907%)
[2025-11-25T23:57:03.242196] [INFO ] [main      ] Fetching symbol history for DD...
[2025-11-25T23:57:03.242313] [DEBUG] [REMOTE    ] DD: Fetching historical data.
[2025-11-25T23:57:03.243717] [INFO ] [main      ] Progress: 248/452 forecasts completed (54.9%). NAD finished in 0.8s. ETA: 34.0s. Rate: 359.96 forecasts/min
[2025-11-25T23:57:03.252754] [DEBUG] [REMOTE    ] DD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:03.253227] [DEBUG] [LOCAL     ] Loaded configuration for DD: 5 features, N/A% accuracy
[2025-11-25T23:57:03.253343] [INFO ] [LOCAL     ] DD: Loaded 5 optimal features with 47.29% confidence from JSON config
[2025-11-25T23:57:03.253397] [DEBUG] [MAG       ] Building data for symbol: DD with lookback: 0
[2025-11-25T23:57:03.254227] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:03.254357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:03.256171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:03.256772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:03.257777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:03.289101] [DEBUG] [MAG       ] TXO: Last date is validated at 2025-11-25
[2025-11-25T23:57:03.296153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:03.297232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:03.362207] [DEBUG] [MAG       ] THC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:03.390129] [DEBUG] [MAG       ] WD: Last date is validated at 2025-11-25
[2025-11-25T23:57:03.460988] [DEBUG] [MAG       ] TXO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:03.479453] [INFO ] [LOCAL     ] THC: Saved forecast.
[2025-11-25T23:57:03.479720] [INFO ] [main      ] THC: Signal=1 (Conf=80.0%), Magnitude=-1.94% (Conf=48.5777%)
[2025-11-25T23:57:03.479952] [INFO ] [main      ] Fetching symbol history for ASGI...
[2025-11-25T23:57:03.480069] [DEBUG] [REMOTE    ] ASGI: Fetching historical data.
[2025-11-25T23:57:03.481715] [INFO ] [main      ] Progress: 249/452 forecasts completed (55.1%). THC finished in 0.7s. ETA: 33.9s. Rate: 359.34 forecasts/min
[2025-11-25T23:57:03.492060] [DEBUG] [REMOTE    ] ASGI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:03.493294] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 6 features, N/A% accuracy
[2025-11-25T23:57:03.493419] [INFO ] [LOCAL     ] ASGI: Loaded 6 optimal features with 55.43% confidence from JSON config
[2025-11-25T23:57:03.493518] [DEBUG] [MAG       ] Building data for symbol: ASGI with lookback: 0
[2025-11-25T23:57:03.494376] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:03.494513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:03.499633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:03.500819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:03.503408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:03.505573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:57:03.506342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:57:03.510618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:03.526690] [INFO ] [LOCAL     ] TXO: Saved forecast.
[2025-11-25T23:57:03.526995] [INFO ] [main      ] TXO: Signal=1 (Conf=80.0%), Magnitude=-0.67% (Conf=45.9855%)
[2025-11-25T23:57:03.527218] [INFO ] [main      ] Fetching symbol history for OPFI...
[2025-11-25T23:57:03.527329] [DEBUG] [REMOTE    ] OPFI: Fetching historical data.
[2025-11-25T23:57:03.527629] [INFO ] [main      ] Progress: 250/452 forecasts completed (55.3%). TXO finished in 0.6s. ETA: 33.6s. Rate: 360.39 forecasts/min
[2025-11-25T23:57:03.538710] [DEBUG] [REMOTE    ] OPFI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:03.539294] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, N/A% accuracy
[2025-11-25T23:57:03.539414] [INFO ] [LOCAL     ] OPFI: Loaded 2 optimal features with 49.26% confidence from JSON config
[2025-11-25T23:57:03.539523] [DEBUG] [MAG       ] Building data for symbol: OPFI with lookback: 0
[2025-11-25T23:57:03.540372] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:03.540503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:03.545547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:03.546439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:03.560937] [DEBUG] [MAG       ] WD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:03.639738] [DEBUG] [MAG       ] DD: Last date is validated at 2025-11-25
[2025-11-25T23:57:03.664344] [INFO ] [LOCAL     ] WD: Saved forecast.
[2025-11-25T23:57:03.664587] [INFO ] [main      ] WD: Signal=1 (Conf=80.0%), Magnitude=3.14% (Conf=54.8388%)
[2025-11-25T23:57:03.664829] [INFO ] [main      ] Fetching symbol history for FHN...
[2025-11-25T23:57:03.664955] [DEBUG] [REMOTE    ] FHN: Fetching historical data.
[2025-11-25T23:57:03.666735] [INFO ] [main      ] Progress: 251/452 forecasts completed (55.5%). WD finished in 0.8s. ETA: 33.4s. Rate: 360.62 forecasts/min
[2025-11-25T23:57:03.677318] [DEBUG] [REMOTE    ] FHN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:03.678435] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 14 features, N/A% accuracy
[2025-11-25T23:57:03.678584] [INFO ] [LOCAL     ] FHN: Loaded 14 optimal features with 39.83% confidence from JSON config
[2025-11-25T23:57:03.678720] [DEBUG] [MAG       ] Building data for symbol: FHN with lookback: 0
[2025-11-25T23:57:03.679579] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-25T23:57:03.679750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:03.685054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:03.686994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:03.687625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:03.688139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:03.730503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:03.733688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:57:03.734962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:03.735796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:57:03.754135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:03.754811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:03.755975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:03.757813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:03.758989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:57:03.759832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:03.810785] [DEBUG] [MAG       ] DD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:03.870919] [DEBUG] [MAG       ] ASGI: Last date is validated at 2025-11-25
[2025-11-25T23:57:03.891373] [DEBUG] [MAG       ] OPFI: Last date is validated at 2025-11-25
[2025-11-25T23:57:03.901851] [INFO ] [LOCAL     ] DD: Saved forecast.
[2025-11-25T23:57:03.902034] [INFO ] [main      ] DD: Signal=1 (Conf=80.0%), Magnitude=1.46% (Conf=47.2909%)
[2025-11-25T23:57:03.902425] [INFO ] [main      ] Fetching symbol history for KEP...
[2025-11-25T23:57:03.902540] [DEBUG] [REMOTE    ] KEP: Fetching historical data.
[2025-11-25T23:57:03.902728] [INFO ] [main      ] Progress: 252/452 forecasts completed (55.8%). DD finished in 0.7s. ETA: 33.3s. Rate: 360.03 forecasts/min
[2025-11-25T23:57:03.913155] [DEBUG] [REMOTE    ] KEP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:03.913819] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 5 features, N/A% accuracy
[2025-11-25T23:57:03.913937] [INFO ] [LOCAL     ] KEP: Loaded 5 optimal features with 56.32% confidence from JSON config
[2025-11-25T23:57:03.914033] [DEBUG] [MAG       ] Building data for symbol: KEP with lookback: 0
[2025-11-25T23:57:03.914863] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:03.914994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:03.916769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:03.917351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:03.917864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:03.918704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:03.971477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:04.048246] [DEBUG] [MAG       ] ASGI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:04.063266] [DEBUG] [MAG       ] OPFI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:04.110030] [DEBUG] [MAG       ] FHN: Last date is validated at 2025-11-25
[2025-11-25T23:57:04.117659] [INFO ] [LOCAL     ] ASGI: Saved forecast.
[2025-11-25T23:57:04.117895] [INFO ] [main      ] ASGI: Signal=1 (Conf=80.0%), Magnitude=-0.23% (Conf=55.4339%)
[2025-11-25T23:57:04.118120] [INFO ] [main      ] Fetching symbol history for CMPO...
[2025-11-25T23:57:04.118186] [DEBUG] [REMOTE    ] CMPO: Fetching historical data.
[2025-11-25T23:57:04.118540] [INFO ] [main      ] Progress: 253/452 forecasts completed (56.0%). ASGI finished in 0.6s. ETA: 33.2s. Rate: 359.61 forecasts/min
[2025-11-25T23:57:04.131119] [DEBUG] [REMOTE    ] CMPO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:04.131748] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, N/A% accuracy
[2025-11-25T23:57:04.131818] [INFO ] [LOCAL     ] CMPO: Loaded 3 optimal features with 40.22% confidence from JSON config
[2025-11-25T23:57:04.131928] [DEBUG] [MAG       ] Building data for symbol: CMPO with lookback: 0
[2025-11-25T23:57:04.132861] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:04.132945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:04.136144] [INFO ] [LOCAL     ] OPFI: Saved forecast.
[2025-11-25T23:57:04.136347] [INFO ] [main      ] OPFI: Signal=1 (Conf=80.0%), Magnitude=2.61% (Conf=49.2598%)
[2025-11-25T23:57:04.136779] [INFO ] [main      ] Fetching symbol history for JOF...
[2025-11-25T23:57:04.136891] [DEBUG] [REMOTE    ] JOF: Fetching historical data.
[2025-11-25T23:57:04.137720] [INFO ] [main      ] Progress: 254/452 forecasts completed (56.2%). OPFI finished in 0.6s. ETA: 32.9s. Rate: 360.86 forecasts/min
[2025-11-25T23:57:04.138574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:04.139485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:04.140459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:04.147546] [DEBUG] [REMOTE    ] JOF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:04.148173] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 6 features, N/A% accuracy
[2025-11-25T23:57:04.148235] [INFO ] [LOCAL     ] JOF: Loaded 6 optimal features with 55.74% confidence from JSON config
[2025-11-25T23:57:04.148273] [DEBUG] [MAG       ] Building data for symbol: JOF with lookback: 0
[2025-11-25T23:57:04.149087] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:04.149162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:04.149902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:04.152305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:57:04.154008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:57:04.156405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:57:04.157878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:57:04.159120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:04.290275] [DEBUG] [MAG       ] FHN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:04.317060] [DEBUG] [MAG       ] KEP: Last date is validated at 2025-11-25
[2025-11-25T23:57:04.379863] [INFO ] [LOCAL     ] FHN: Saved forecast.
[2025-11-25T23:57:04.380086] [INFO ] [main      ] FHN: Signal=1 (Conf=80.0%), Magnitude=2.09% (Conf=39.8297%)
[2025-11-25T23:57:04.380262] [INFO ] [main      ] Fetching symbol history for M...
[2025-11-25T23:57:04.380377] [DEBUG] [REMOTE    ] M: Fetching historical data.
[2025-11-25T23:57:04.381725] [INFO ] [main      ] Progress: 255/452 forecasts completed (56.4%). FHN finished in 0.7s. ETA: 32.8s. Rate: 360.20 forecasts/min
[2025-11-25T23:57:04.391999] [DEBUG] [REMOTE    ] M: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:04.392865] [DEBUG] [LOCAL     ] Loaded configuration for M: 2 features, N/A% accuracy
[2025-11-25T23:57:04.392981] [INFO ] [LOCAL     ] M: Loaded 2 optimal features with 57.10% confidence from JSON config
[2025-11-25T23:57:04.393077] [DEBUG] [MAG       ] Building data for symbol: M with lookback: 0
[2025-11-25T23:57:04.393915] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:04.394045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:04.396499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:57:04.399722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:04.491486] [DEBUG] [MAG       ] CMPO: Last date is validated at 2025-11-25
[2025-11-25T23:57:04.494488] [DEBUG] [MAG       ] KEP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:04.510584] [DEBUG] [MAG       ] JOF: Last date is validated at 2025-11-25
[2025-11-25T23:57:04.562421] [INFO ] [LOCAL     ] KEP: Saved forecast.
[2025-11-25T23:57:04.562697] [INFO ] [main      ] KEP: Signal=1 (Conf=80.0%), Magnitude=4.24% (Conf=56.3239%)
[2025-11-25T23:57:04.562920] [INFO ] [main      ] Fetching symbol history for JNJ...
[2025-11-25T23:57:04.563031] [DEBUG] [REMOTE    ] JNJ: Fetching historical data.
[2025-11-25T23:57:04.564944] [INFO ] [main      ] Progress: 256/452 forecasts completed (56.6%). KEP finished in 0.7s. ETA: 32.7s. Rate: 360.06 forecasts/min
[2025-11-25T23:57:04.577523] [DEBUG] [REMOTE    ] JNJ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:04.578011] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, N/A% accuracy
[2025-11-25T23:57:04.578125] [INFO ] [LOCAL     ] JNJ: Loaded 5 optimal features with 56.05% confidence from JSON config
[2025-11-25T23:57:04.578239] [DEBUG] [MAG       ] Building data for symbol: JNJ with lookback: 0
[2025-11-25T23:57:04.579076] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:04.579207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:04.584216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:04.585116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:04.587534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:04.673930] [DEBUG] [MAG       ] CMPO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:04.687242] [DEBUG] [MAG       ] JOF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:04.696551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:57:04.697489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:04.744117] [DEBUG] [MAG       ] M: Last date is validated at 2025-11-25
[2025-11-25T23:57:04.748328] [INFO ] [LOCAL     ] JOF: Saved forecast.
[2025-11-25T23:57:04.748582] [INFO ] [main      ] JOF: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=55.7379%)
[2025-11-25T23:57:04.748518] [INFO ] [LOCAL     ] CMPO: Saved forecast.
[2025-11-25T23:57:04.748784] [INFO ] [main      ] CMPO: Signal=1 (Conf=80.0%), Magnitude=5.64% (Conf=40.2219%)
[2025-11-25T23:57:04.749093] [INFO ] [main      ] Fetching symbol history for CE...
[2025-11-25T23:57:04.748967] [INFO ] [main      ] Fetching symbol history for PKG...
[2025-11-25T23:57:04.749230] [DEBUG] [REMOTE    ] PKG: Fetching historical data.
[2025-11-25T23:57:04.749245] [INFO ] [main      ] Progress: 257/452 forecasts completed (56.9%). JOF finished in 0.6s. ETA: 32.5s. Rate: 359.91 forecasts/min
[2025-11-25T23:57:04.749222] [DEBUG] [REMOTE    ] CE: Fetching historical data.
[2025-11-25T23:57:04.749376] [INFO ] [main      ] Progress: 258/452 forecasts completed (57.1%). CMPO finished in 0.6s. ETA: 32.2s. Rate: 361.31 forecasts/min
[2025-11-25T23:57:04.760820] [DEBUG] [REMOTE    ] PKG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:04.761108] [DEBUG] [REMOTE    ] CE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:04.761795] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 7 features, N/A% accuracy
[2025-11-25T23:57:04.761801] [DEBUG] [LOCAL     ] Loaded configuration for CE: 6 features, N/A% accuracy
[2025-11-25T23:57:04.761878] [INFO ] [LOCAL     ] PKG: Loaded 7 optimal features with 53.08% confidence from JSON config
[2025-11-25T23:57:04.761936] [DEBUG] [MAG       ] Building data for symbol: PKG with lookback: 0
[2025-11-25T23:57:04.762005] [INFO ] [LOCAL     ] CE: Loaded 6 optimal features with 45.32% confidence from JSON config
[2025-11-25T23:57:04.762110] [DEBUG] [MAG       ] Building data for symbol: CE with lookback: 0
[2025-11-25T23:57:04.762755] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:04.762831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:04.763003] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:04.763139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:04.767676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:04.768327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:04.769743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:04.770245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:04.770282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:04.770671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:04.770803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:04.771229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:04.771612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:04.772948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:04.773839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:04.775631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:04.852237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:04.915262] [DEBUG] [MAG       ] M: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:04.988350] [INFO ] [LOCAL     ] M: Saved forecast.
[2025-11-25T23:57:04.988592] [INFO ] [main      ] M: Signal=1 (Conf=80.0%), Magnitude=0.47% (Conf=57.1024%)
[2025-11-25T23:57:04.988832] [INFO ] [main      ] Fetching symbol history for BBN...
[2025-11-25T23:57:04.988943] [DEBUG] [REMOTE    ] BBN: Fetching historical data.
[2025-11-25T23:57:04.989707] [INFO ] [main      ] Progress: 259/452 forecasts completed (57.3%). M finished in 0.6s. ETA: 32.1s. Rate: 360.69 forecasts/min
[2025-11-25T23:57:05.000941] [DEBUG] [REMOTE    ] BBN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:05.001843] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 2 features, N/A% accuracy
[2025-11-25T23:57:05.001961] [INFO ] [LOCAL     ] BBN: Loaded 2 optimal features with 55.83% confidence from JSON config
[2025-11-25T23:57:05.002059] [DEBUG] [MAG       ] Building data for symbol: BBN with lookback: 0
[2025-11-25T23:57:05.002905] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:05.003035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:05.007904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:05.008854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:05.036668] [DEBUG] [MAG       ] JNJ: Last date is validated at 2025-11-25
[2025-11-25T23:57:05.126551] [DEBUG] [MAG       ] CE: Last date is validated at 2025-11-25
[2025-11-25T23:57:05.202103] [DEBUG] [MAG       ] PKG: Last date is validated at 2025-11-25
[2025-11-25T23:57:05.206221] [DEBUG] [MAG       ] JNJ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:05.300200] [DEBUG] [MAG       ] CE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:05.315391] [INFO ] [LOCAL     ] JNJ: Saved forecast.
[2025-11-25T23:57:05.315653] [INFO ] [main      ] JNJ: Signal=1 (Conf=80.0%), Magnitude=1.23% (Conf=56.0529%)
[2025-11-25T23:57:05.316025] [INFO ] [main      ] Fetching symbol history for NRP...
[2025-11-25T23:57:05.316304] [INFO ] [main      ] Progress: 260/452 forecasts completed (57.5%). JNJ finished in 0.8s. ETA: 32.1s. Rate: 359.36 forecasts/min
[2025-11-25T23:57:05.316142] [DEBUG] [REMOTE    ] NRP: Fetching historical data.
[2025-11-25T23:57:05.327089] [DEBUG] [REMOTE    ] NRP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:05.327702] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 6 features, N/A% accuracy
[2025-11-25T23:57:05.327821] [INFO ] [LOCAL     ] NRP: Loaded 6 optimal features with 60.67% confidence from JSON config
[2025-11-25T23:57:05.327875] [DEBUG] [MAG       ] Building data for symbol: NRP with lookback: 0
[2025-11-25T23:57:05.328739] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:05.328870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:05.333790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:05.335619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:05.336225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:05.336775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:05.338517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:57:05.340029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:05.349516] [DEBUG] [MAG       ] BBN: Last date is validated at 2025-11-25
[2025-11-25T23:57:05.373186] [DEBUG] [MAG       ] PKG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:05.421511] [INFO ] [LOCAL     ] CE: Saved forecast.
[2025-11-25T23:57:05.421747] [INFO ] [main      ] CE: Signal=1 (Conf=80.0%), Magnitude=1.28% (Conf=45.3206%)
[2025-11-25T23:57:05.421983] [INFO ] [main      ] Fetching symbol history for SKM...
[2025-11-25T23:57:05.422102] [DEBUG] [REMOTE    ] SKM: Fetching historical data.
[2025-11-25T23:57:05.422697] [INFO ] [main      ] Progress: 261/452 forecasts completed (57.7%). CE finished in 0.7s. ETA: 31.8s. Rate: 359.86 forecasts/min
[2025-11-25T23:57:05.434496] [DEBUG] [REMOTE    ] SKM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:05.435772] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 3 features, N/A% accuracy
[2025-11-25T23:57:05.435896] [INFO ] [LOCAL     ] SKM: Loaded 3 optimal features with 56.35% confidence from JSON config
[2025-11-25T23:57:05.435952] [DEBUG] [MAG       ] Building data for symbol: SKM with lookback: 0
[2025-11-25T23:57:05.436871] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:05.437005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:05.438050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:05.440293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:57:05.441854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:05.496829] [INFO ] [LOCAL     ] PKG: Saved forecast.
[2025-11-25T23:57:05.497055] [INFO ] [main      ] PKG: Signal=1 (Conf=80.0%), Magnitude=1.14% (Conf=53.0828%)
[2025-11-25T23:57:05.497272] [INFO ] [main      ] Fetching symbol history for BHVN...
[2025-11-25T23:57:05.497404] [DEBUG] [REMOTE    ] BHVN: Fetching historical data.
[2025-11-25T23:57:05.497563] [INFO ] [main      ] Progress: 262/452 forecasts completed (58.0%). PKG finished in 0.7s. ETA: 31.6s. Rate: 360.62 forecasts/min
[2025-11-25T23:57:05.509126] [DEBUG] [REMOTE    ] BHVN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:05.510354] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 5 features, N/A% accuracy
[2025-11-25T23:57:05.510477] [INFO ] [LOCAL     ] BHVN: Loaded 5 optimal features with 56.14% confidence from JSON config
[2025-11-25T23:57:05.510578] [DEBUG] [MAG       ] Building data for symbol: BHVN with lookback: 0
[2025-11-25T23:57:05.511415] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:05.511555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:05.516493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:05.517396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:05.518317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:05.519525] [DEBUG] [MAG       ] BBN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:05.520851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:57:05.522439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:05.574865] [INFO ] [LOCAL     ] BBN: Saved forecast.
[2025-11-25T23:57:05.574962] [INFO ] [main      ] BBN: Signal=1 (Conf=80.0%), Magnitude=-0.01% (Conf=55.8304%)
[2025-11-25T23:57:05.575128] [INFO ] [main      ] Fetching symbol history for BZH...
[2025-11-25T23:57:05.575179] [DEBUG] [REMOTE    ] BZH: Fetching historical data.
[2025-11-25T23:57:05.576762] [INFO ] [main      ] Progress: 263/452 forecasts completed (58.2%). BBN finished in 0.6s. ETA: 31.4s. Rate: 361.34 forecasts/min
[2025-11-25T23:57:05.586730] [DEBUG] [REMOTE    ] BZH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:05.587799] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 6 features, N/A% accuracy
[2025-11-25T23:57:05.587949] [INFO ] [LOCAL     ] BZH: Loaded 6 optimal features with 64.77% confidence from JSON config
[2025-11-25T23:57:05.588049] [DEBUG] [MAG       ] Building data for symbol: BZH with lookback: 0
[2025-11-25T23:57:05.588902] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:05.589034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:05.590832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:05.591424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:05.591920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:05.594613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:05.595873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:57:05.597291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:05.681939] [DEBUG] [MAG       ] NRP: Last date is validated at 2025-11-25
[2025-11-25T23:57:05.789009] [DEBUG] [MAG       ] SKM: Last date is validated at 2025-11-25
[2025-11-25T23:57:05.850782] [DEBUG] [MAG       ] NRP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:05.865317] [DEBUG] [MAG       ] BHVN: Last date is validated at 2025-11-25
[2025-11-25T23:57:05.942070] [DEBUG] [MAG       ] BZH: Last date is validated at 2025-11-25
[2025-11-25T23:57:05.952968] [INFO ] [LOCAL     ] NRP: Saved forecast.
[2025-11-25T23:57:05.953209] [INFO ] [main      ] NRP: Signal=1 (Conf=80.0%), Magnitude=1.36% (Conf=60.6707%)
[2025-11-25T23:57:05.953593] [INFO ] [main      ] Fetching symbol history for SNA...
[2025-11-25T23:57:05.953718] [INFO ] [main      ] Progress: 264/452 forecasts completed (58.4%). NRP finished in 0.6s. ETA: 31.4s. Rate: 359.61 forecasts/min
[2025-11-25T23:57:05.953727] [DEBUG] [REMOTE    ] SNA: Fetching historical data.
[2025-11-25T23:57:05.962633] [DEBUG] [MAG       ] SKM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:05.964886] [DEBUG] [REMOTE    ] SNA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:05.965614] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 6 features, N/A% accuracy
[2025-11-25T23:57:05.965780] [INFO ] [LOCAL     ] SNA: Loaded 6 optimal features with 55.38% confidence from JSON config
[2025-11-25T23:57:05.965879] [DEBUG] [MAG       ] Building data for symbol: SNA with lookback: 0
[2025-11-25T23:57:05.966751] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:05.966882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:05.971815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:05.972895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:06.030312] [INFO ] [LOCAL     ] SKM: Saved forecast.
[2025-11-25T23:57:06.030549] [INFO ] [main      ] SKM: Signal=1 (Conf=80.0%), Magnitude=1.39% (Conf=56.3521%)
[2025-11-25T23:57:06.030799] [INFO ] [main      ] Fetching symbol history for GTN...
[2025-11-25T23:57:06.030869] [DEBUG] [REMOTE    ] GTN: Fetching historical data.
[2025-11-25T23:57:06.031725] [INFO ] [main      ] Progress: 265/452 forecasts completed (58.6%). SKM finished in 0.6s. ETA: 31.1s. Rate: 360.33 forecasts/min
[2025-11-25T23:57:06.038894] [DEBUG] [MAG       ] BHVN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:06.043832] [DEBUG] [REMOTE    ] GTN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:06.044323] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, N/A% accuracy
[2025-11-25T23:57:06.044392] [INFO ] [LOCAL     ] GTN: Loaded 2 optimal features with 55.10% confidence from JSON config
[2025-11-25T23:57:06.044442] [DEBUG] [MAG       ] Building data for symbol: GTN with lookback: 0
[2025-11-25T23:57:06.045317] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:06.045408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:06.046274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:06.049123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:06.090363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:06.113844] [DEBUG] [MAG       ] BZH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:06.135196] [INFO ] [LOCAL     ] BHVN: Saved forecast.
[2025-11-25T23:57:06.135433] [INFO ] [main      ] BHVN: Signal=1 (Conf=80.0%), Magnitude=2.81% (Conf=56.1358%)
[2025-11-25T23:57:06.135884] [INFO ] [main      ] Fetching symbol history for MGM...
[2025-11-25T23:57:06.136002] [DEBUG] [REMOTE    ] MGM: Fetching historical data.
[2025-11-25T23:57:06.136689] [INFO ] [main      ] Progress: 266/452 forecasts completed (58.8%). BHVN finished in 0.6s. ETA: 30.9s. Rate: 360.83 forecasts/min
[2025-11-25T23:57:06.140202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:06.143017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:57:06.144528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:06.147826] [DEBUG] [REMOTE    ] MGM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:06.148574] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 4 features, N/A% accuracy
[2025-11-25T23:57:06.148738] [INFO ] [LOCAL     ] MGM: Loaded 4 optimal features with 43.65% confidence from JSON config
[2025-11-25T23:57:06.148836] [DEBUG] [MAG       ] Building data for symbol: MGM with lookback: 0
[2025-11-25T23:57:06.149709] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:06.149840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:06.154707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:06.155585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:06.156818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:57:06.159705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:06.194800] [INFO ] [LOCAL     ] BZH: Saved forecast.
[2025-11-25T23:57:06.195015] [INFO ] [main      ] BZH: Signal=1 (Conf=80.0%), Magnitude=7.18% (Conf=64.7703%)
[2025-11-25T23:57:06.195235] [INFO ] [main      ] Fetching symbol history for STN...
[2025-11-25T23:57:06.195345] [DEBUG] [REMOTE    ] STN: Fetching historical data.
[2025-11-25T23:57:06.196856] [INFO ] [main      ] Progress: 267/452 forecasts completed (59.1%). BZH finished in 0.6s. ETA: 30.7s. Rate: 361.70 forecasts/min
[2025-11-25T23:57:06.206421] [DEBUG] [REMOTE    ] STN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:06.206957] [DEBUG] [LOCAL     ] Loaded configuration for STN: 8 features, N/A% accuracy
[2025-11-25T23:57:06.207074] [INFO ] [LOCAL     ] STN: Loaded 8 optimal features with 61.44% confidence from JSON config
[2025-11-25T23:57:06.207170] [DEBUG] [MAG       ] Building data for symbol: STN with lookback: 0
[2025-11-25T23:57:06.208021] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:57:06.208155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:06.209938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:06.210518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:06.211003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:06.211986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:06.261278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:57:06.262156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:06.263408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:57:06.265119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:06.391773] [DEBUG] [MAG       ] GTN: Last date is validated at 2025-11-25
[2025-11-25T23:57:06.484270] [DEBUG] [MAG       ] SNA: Last date is validated at 2025-11-25
[2025-11-25T23:57:06.502134] [DEBUG] [MAG       ] MGM: Last date is validated at 2025-11-25
[2025-11-25T23:57:06.566400] [DEBUG] [MAG       ] GTN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:06.609848] [DEBUG] [MAG       ] STN: Last date is validated at 2025-11-25
[2025-11-25T23:57:06.625819] [INFO ] [LOCAL     ] GTN: Saved forecast.
[2025-11-25T23:57:06.626059] [INFO ] [main      ] GTN: Signal=1 (Conf=80.0%), Magnitude=5.16% (Conf=55.0986%)
[2025-11-25T23:57:06.626277] [INFO ] [main      ] Fetching symbol history for AOD...
[2025-11-25T23:57:06.626387] [DEBUG] [REMOTE    ] AOD: Fetching historical data.
[2025-11-25T23:57:06.626931] [INFO ] [main      ] Progress: 268/452 forecasts completed (59.3%). GTN finished in 0.6s. ETA: 30.7s. Rate: 359.56 forecasts/min
[2025-11-25T23:57:06.641822] [DEBUG] [REMOTE    ] AOD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:06.642269] [DEBUG] [LOCAL     ] No configuration file found for AOD
[2025-11-25T23:57:06.642328] [DEBUG] [MAG       ] Building data for symbol: AOD with lookback: 0
[2025-11-25T23:57:06.643160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:57:06.658458] [DEBUG] [MAG       ] SNA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:06.672592] [DEBUG] [MAG       ] MGM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:06.758749] [INFO ] [LOCAL     ] MGM: Saved forecast.
[2025-11-25T23:57:06.758985] [INFO ] [main      ] MGM: Signal=1 (Conf=80.0%), Magnitude=9.51% (Conf=43.6464%)
[2025-11-25T23:57:06.759207] [INFO ] [main      ] Fetching symbol history for ACCO...
[2025-11-25T23:57:06.759318] [DEBUG] [REMOTE    ] ACCO: Fetching historical data.
[2025-11-25T23:57:06.759927] [INFO ] [main      ] Progress: 269/452 forecasts completed (59.5%). MGM finished in 0.6s. ETA: 30.5s. Rate: 359.83 forecasts/min
[2025-11-25T23:57:06.770203] [DEBUG] [REMOTE    ] ACCO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:06.770933] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 9 features, N/A% accuracy
[2025-11-25T23:57:06.771048] [INFO ] [LOCAL     ] ACCO: Loaded 9 optimal features with 55.69% confidence from JSON config
[2025-11-25T23:57:06.771145] [DEBUG] [MAG       ] Building data for symbol: ACCO with lookback: 0
[2025-11-25T23:57:06.771978] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:57:06.772112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:06.777021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:06.778901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:06.779451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:06.779990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:06.780831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:06.783189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:06.784421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:57:06.785207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T23:57:06.785992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:06.787862] [DEBUG] [MAG       ] STN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:06.802758] [INFO ] [LOCAL     ] SNA: Saved forecast.
[2025-11-25T23:57:06.803004] [INFO ] [main      ] SNA: Signal=1 (Conf=80.0%), Magnitude=0.94% (Conf=55.3843%)
[2025-11-25T23:57:06.803233] [INFO ] [main      ] Fetching symbol history for TME...
[2025-11-25T23:57:06.803347] [DEBUG] [REMOTE    ] TME: Fetching historical data.
[2025-11-25T23:57:06.803927] [INFO ] [main      ] Progress: 270/452 forecasts completed (59.7%). SNA finished in 0.8s. ETA: 30.3s. Rate: 360.82 forecasts/min
[2025-11-25T23:57:06.814941] [DEBUG] [REMOTE    ] TME: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:06.815942] [DEBUG] [LOCAL     ] Loaded configuration for TME: 6 features, N/A% accuracy
[2025-11-25T23:57:06.816014] [INFO ] [LOCAL     ] TME: Loaded 6 optimal features with 51.16% confidence from JSON config
[2025-11-25T23:57:06.816054] [DEBUG] [MAG       ] Building data for symbol: TME with lookback: 0
[2025-11-25T23:57:06.816899] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:06.816972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:06.822243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:06.824212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:06.824828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:06.825322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:06.826187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:06.828762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:06.895729] [INFO ] [LOCAL     ] STN: Saved forecast.
[2025-11-25T23:57:06.895998] [INFO ] [main      ] STN: Signal=1 (Conf=80.0%), Magnitude=-0.45% (Conf=61.4414%)
[2025-11-25T23:57:06.896433] [INFO ] [main      ] Progress: 271/452 forecasts completed (60.0%). STN finished in 0.7s. ETA: 30.0s. Rate: 361.41 forecasts/min
[2025-11-25T23:57:06.896688] [INFO ] [main      ] Fetching symbol history for YELP...
[2025-11-25T23:57:06.896814] [DEBUG] [REMOTE    ] YELP: Fetching historical data.
[2025-11-25T23:57:06.909552] [DEBUG] [REMOTE    ] YELP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:06.910198] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 4 features, N/A% accuracy
[2025-11-25T23:57:06.910326] [INFO ] [LOCAL     ] YELP: Loaded 4 optimal features with 66.79% confidence from JSON config
[2025-11-25T23:57:06.910427] [DEBUG] [MAG       ] Building data for symbol: YELP with lookback: 0
[2025-11-25T23:57:06.911321] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:06.911454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:06.913365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:06.913968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:06.914422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:57:06.916480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:06.976339] [DEBUG] [MAG       ] AOD: Last date is validated at 2025-11-25
[2025-11-25T23:57:07.129059] [DEBUG] [MAG       ] ACCO: Last date is validated at 2025-11-25
[2025-11-25T23:57:07.143299] [DEBUG] [MAG       ] AOD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:07.172937] [DEBUG] [MAG       ] TME: Last date is validated at 2025-11-25
[2025-11-25T23:57:07.193941] [INFO ] [LOCAL     ] AOD: Saved forecast.
[2025-11-25T23:57:07.194183] [INFO ] [main      ] AOD: Signal=1 (Conf=80.0%), Magnitude=-0.07% (Conf=0%)
[2025-11-25T23:57:07.194409] [INFO ] [main      ] Fetching symbol history for BNED...
[2025-11-25T23:57:07.194520] [DEBUG] [REMOTE    ] BNED: Fetching historical data.
[2025-11-25T23:57:07.194966] [INFO ] [main      ] Progress: 272/452 forecasts completed (60.2%). AOD finished in 0.6s. ETA: 30.0s. Rate: 360.35 forecasts/min
[2025-11-25T23:57:07.206169] [DEBUG] [REMOTE    ] BNED: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:07.207541] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 6 features, N/A% accuracy
[2025-11-25T23:57:07.207685] [INFO ] [LOCAL     ] BNED: Loaded 6 optimal features with 48.93% confidence from JSON config
[2025-11-25T23:57:07.207785] [DEBUG] [MAG       ] Building data for symbol: BNED with lookback: 0
[2025-11-25T23:57:07.208685] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:07.208828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:07.213804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:07.215682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:07.216249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:07.216827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:07.217301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:07.218632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:07.271493] [DEBUG] [MAG       ] YELP: Last date is validated at 2025-11-25
[2025-11-25T23:57:07.300254] [DEBUG] [MAG       ] ACCO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:07.345521] [DEBUG] [MAG       ] TME: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:07.362892] [INFO ] [LOCAL     ] ACCO: Saved forecast.
[2025-11-25T23:57:07.363126] [INFO ] [main      ] ACCO: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=55.6902%)
[2025-11-25T23:57:07.363341] [INFO ] [main      ] Fetching symbol history for SD...
[2025-11-25T23:57:07.363683] [DEBUG] [REMOTE    ] SD: Fetching historical data.
[2025-11-25T23:57:07.364528] [INFO ] [main      ] Progress: 273/452 forecasts completed (60.4%). ACCO finished in 0.6s. ETA: 29.8s. Rate: 360.33 forecasts/min
[2025-11-25T23:57:07.375169] [DEBUG] [REMOTE    ] SD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:07.376377] [DEBUG] [LOCAL     ] Loaded configuration for SD: 7 features, N/A% accuracy
[2025-11-25T23:57:07.376500] [INFO ] [LOCAL     ] SD: Loaded 7 optimal features with 56.80% confidence from JSON config
[2025-11-25T23:57:07.376597] [DEBUG] [MAG       ] Building data for symbol: SD with lookback: 0
[2025-11-25T23:57:07.377455] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:07.377589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:07.382474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:07.383411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:07.384342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:07.386874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:07.424855] [INFO ] [LOCAL     ] TME: Saved forecast.
[2025-11-25T23:57:07.425080] [INFO ] [main      ] TME: Signal=1 (Conf=80.0%), Magnitude=2.68% (Conf=51.1596%)
[2025-11-25T23:57:07.425301] [INFO ] [main      ] Fetching symbol history for MVO...
[2025-11-25T23:57:07.425606] [DEBUG] [REMOTE    ] MVO: Fetching historical data.
[2025-11-25T23:57:07.426726] [INFO ] [main      ] Progress: 274/452 forecasts completed (60.6%). TME finished in 0.6s. ETA: 29.6s. Rate: 361.15 forecasts/min
[2025-11-25T23:57:07.440584] [DEBUG] [REMOTE    ] MVO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:07.442389] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 4 features, N/A% accuracy
[2025-11-25T23:57:07.442468] [INFO ] [LOCAL     ] MVO: Loaded 4 optimal features with 59.95% confidence from JSON config
[2025-11-25T23:57:07.442571] [DEBUG] [MAG       ] Building data for symbol: MVO with lookback: 0
[2025-11-25T23:57:07.443496] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:07.443584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:07.444605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:57:07.445779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:57:07.448899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:57:07.453002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:07.455010] [DEBUG] [MAG       ] YELP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:07.468321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:07.470521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:57:07.472034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:07.541663] [INFO ] [LOCAL     ] YELP: Saved forecast.
[2025-11-25T23:57:07.541797] [INFO ] [main      ] YELP: Signal=1 (Conf=80.0%), Magnitude=1.34% (Conf=66.7862%)
[2025-11-25T23:57:07.542034] [INFO ] [main      ] Fetching symbol history for WAB...
[2025-11-25T23:57:07.542101] [DEBUG] [REMOTE    ] WAB: Fetching historical data.
[2025-11-25T23:57:07.543728] [INFO ] [main      ] Progress: 275/452 forecasts completed (60.8%). YELP finished in 0.6s. ETA: 29.4s. Rate: 361.54 forecasts/min
[2025-11-25T23:57:07.554254] [DEBUG] [REMOTE    ] WAB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:07.555443] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 9 features, N/A% accuracy
[2025-11-25T23:57:07.555569] [INFO ] [LOCAL     ] WAB: Loaded 9 optimal features with 45.43% confidence from JSON config
[2025-11-25T23:57:07.555688] [DEBUG] [MAG       ] Building data for symbol: WAB with lookback: 0
[2025-11-25T23:57:07.556552] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:57:07.556706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:07.559576] [DEBUG] [MAG       ] BNED: Last date is validated at 2025-11-25
[2025-11-25T23:57:07.561764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:07.603253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:07.604855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:07.606878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:07.607467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:07.608784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:07.610635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:07.611841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:57:07.612815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:07.729072] [DEBUG] [MAG       ] BNED: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:07.796484] [DEBUG] [MAG       ] MVO: Last date is validated at 2025-11-25
[2025-11-25T23:57:07.802290] [INFO ] [LOCAL     ] BNED: Saved forecast.
[2025-11-25T23:57:07.802530] [INFO ] [main      ] BNED: Signal=1 (Conf=80.0%), Magnitude=19.60% (Conf=48.9284%)
[2025-11-25T23:57:07.802936] [INFO ] [main      ] Fetching symbol history for DXC...
[2025-11-25T23:57:07.803053] [DEBUG] [REMOTE    ] DXC: Fetching historical data.
[2025-11-25T23:57:07.803732] [INFO ] [main      ] Progress: 276/452 forecasts completed (61.1%). BNED finished in 0.6s. ETA: 29.3s. Rate: 360.80 forecasts/min
[2025-11-25T23:57:07.814818] [DEBUG] [REMOTE    ] DXC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:07.815956] [DEBUG] [MAG       ] SD: Last date is validated at 2025-11-25
[2025-11-25T23:57:07.816742] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 1 features, N/A% accuracy
[2025-11-25T23:57:07.816809] [INFO ] [LOCAL     ] DXC: Loaded 1 optimal features with 59.74% confidence from JSON config
[2025-11-25T23:57:07.816847] [DEBUG] [MAG       ] Building data for symbol: DXC with lookback: 0
[2025-11-25T23:57:07.817688] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:57:07.817764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:07.818472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:07.967061] [DEBUG] [MAG       ] WAB: Last date is validated at 2025-11-25
[2025-11-25T23:57:07.969617] [DEBUG] [MAG       ] MVO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:08.008157] [DEBUG] [MAG       ] SD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:08.037852] [INFO ] [LOCAL     ] MVO: Saved forecast.
[2025-11-25T23:57:08.038097] [INFO ] [main      ] MVO: Signal=1 (Conf=80.0%), Magnitude=40.02% (Conf=59.952%)
[2025-11-25T23:57:08.038511] [INFO ] [main      ] Progress: 277/452 forecasts completed (61.3%). MVO finished in 0.6s. ETA: 29.1s. Rate: 360.26 forecasts/min
[2025-11-25T23:57:08.038720] [INFO ] [main      ] Fetching symbol history for BEP...
[2025-11-25T23:57:08.038826] [DEBUG] [REMOTE    ] BEP: Fetching historical data.
[2025-11-25T23:57:08.049731] [DEBUG] [REMOTE    ] BEP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:08.050693] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 5 features, N/A% accuracy
[2025-11-25T23:57:08.050829] [INFO ] [LOCAL     ] BEP: Loaded 5 optimal features with 43.13% confidence from JSON config
[2025-11-25T23:57:08.050936] [DEBUG] [MAG       ] Building data for symbol: BEP with lookback: 0
[2025-11-25T23:57:08.051785] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:08.051916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:08.053749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:08.054334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:08.054831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:08.055671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:08.057669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:08.084818] [INFO ] [LOCAL     ] SD: Saved forecast.
[2025-11-25T23:57:08.085015] [INFO ] [main      ] SD: Signal=1 (Conf=80.0%), Magnitude=-3.27% (Conf=56.8015%)
[2025-11-25T23:57:08.085236] [INFO ] [main      ] Fetching symbol history for ALX...
[2025-11-25T23:57:08.085348] [DEBUG] [REMOTE    ] ALX: Fetching historical data.
[2025-11-25T23:57:08.085903] [INFO ] [main      ] Progress: 278/452 forecasts completed (61.5%). SD finished in 0.7s. ETA: 28.9s. Rate: 361.19 forecasts/min
[2025-11-25T23:57:08.096009] [DEBUG] [REMOTE    ] ALX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:08.097141] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 6 features, N/A% accuracy
[2025-11-25T23:57:08.097264] [INFO ] [LOCAL     ] ALX: Loaded 6 optimal features with 59.93% confidence from JSON config
[2025-11-25T23:57:08.097387] [DEBUG] [MAG       ] Building data for symbol: ALX with lookback: 0
[2025-11-25T23:57:08.098387] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:08.098522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:08.100380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:08.100980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:08.101498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:08.101991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:08.103050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:57:08.105925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:08.146331] [DEBUG] [MAG       ] WAB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:08.159535] [DEBUG] [MAG       ] DXC: Last date is validated at 2025-11-25
[2025-11-25T23:57:08.279126] [INFO ] [LOCAL     ] WAB: Saved forecast.
[2025-11-25T23:57:08.279368] [INFO ] [main      ] WAB: Signal=1 (Conf=80.0%), Magnitude=1.67% (Conf=45.4341%)
[2025-11-25T23:57:08.279597] [INFO ] [main      ] Fetching symbol history for INN...
[2025-11-25T23:57:08.279774] [DEBUG] [REMOTE    ] INN: Fetching historical data.
[2025-11-25T23:57:08.279956] [INFO ] [main      ] Progress: 279/452 forecasts completed (61.7%). WAB finished in 0.7s. ETA: 28.8s. Rate: 360.98 forecasts/min
[2025-11-25T23:57:08.291074] [DEBUG] [REMOTE    ] INN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:08.291690] [DEBUG] [LOCAL     ] Loaded configuration for INN: 4 features, N/A% accuracy
[2025-11-25T23:57:08.291810] [INFO ] [LOCAL     ] INN: Loaded 4 optimal features with 62.16% confidence from JSON config
[2025-11-25T23:57:08.291913] [DEBUG] [MAG       ] Building data for symbol: INN with lookback: 0
[2025-11-25T23:57:08.292819] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:08.292967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:08.334375] [DEBUG] [MAG       ] DXC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:08.405167] [DEBUG] [MAG       ] BEP: Last date is validated at 2025-11-25
[2025-11-25T23:57:08.407968] [INFO ] [LOCAL     ] DXC: Saved forecast.
[2025-11-25T23:57:08.408089] [INFO ] [main      ] DXC: Signal=1 (Conf=80.0%), Magnitude=-0.34% (Conf=59.7429%)
[2025-11-25T23:57:08.408397] [INFO ] [main      ] Fetching symbol history for SKIL...
[2025-11-25T23:57:08.408730] [INFO ] [main      ] Progress: 280/452 forecasts completed (61.9%). DXC finished in 0.6s. ETA: 28.6s. Rate: 361.27 forecasts/min
[2025-11-25T23:57:08.408700] [DEBUG] [REMOTE    ] SKIL: Fetching historical data.
[2025-11-25T23:57:08.411095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:08.412408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:08.413791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:57:08.420079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:08.421588] [DEBUG] [REMOTE    ] SKIL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:08.422768] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 4 features, N/A% accuracy
[2025-11-25T23:57:08.422885] [INFO ] [LOCAL     ] SKIL: Loaded 4 optimal features with 60.28% confidence from JSON config
[2025-11-25T23:57:08.423030] [DEBUG] [MAG       ] Building data for symbol: SKIL with lookback: 0
[2025-11-25T23:57:08.424171] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:08.424265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:08.429547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:08.431573] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:08.432122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:08.433705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:08.455475] [DEBUG] [MAG       ] ALX: Last date is validated at 2025-11-25
[2025-11-25T23:57:08.586173] [DEBUG] [MAG       ] BEP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:08.631592] [DEBUG] [MAG       ] ALX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:08.658088] [INFO ] [LOCAL     ] BEP: Saved forecast.
[2025-11-25T23:57:08.658324] [INFO ] [main      ] BEP: Signal=1 (Conf=80.0%), Magnitude=-3.86% (Conf=43.1255%)
[2025-11-25T23:57:08.658542] [INFO ] [main      ] Fetching symbol history for CVE...
[2025-11-25T23:57:08.658840] [DEBUG] [REMOTE    ] CVE: Fetching historical data.
[2025-11-25T23:57:08.659785] [INFO ] [main      ] Progress: 281/452 forecasts completed (62.2%). BEP finished in 0.6s. ETA: 28.5s. Rate: 360.61 forecasts/min
[2025-11-25T23:57:08.670277] [DEBUG] [REMOTE    ] CVE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:08.671089] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 6 features, N/A% accuracy
[2025-11-25T23:57:08.671208] [INFO ] [LOCAL     ] CVE: Loaded 6 optimal features with 61.49% confidence from JSON config
[2025-11-25T23:57:08.671305] [DEBUG] [MAG       ] Building data for symbol: CVE with lookback: 0
[2025-11-25T23:57:08.672174] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:08.672308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:08.677251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:08.679229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:08.679848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:08.680290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:08.682728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:08.684893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:08.750219] [INFO ] [LOCAL     ] ALX: Saved forecast.
[2025-11-25T23:57:08.750448] [INFO ] [main      ] ALX: Signal=1 (Conf=80.0%), Magnitude=2.68% (Conf=59.9288%)
[2025-11-25T23:57:08.750887] [INFO ] [main      ] Fetching symbol history for ELC...
[2025-11-25T23:57:08.751010] [DEBUG] [REMOTE    ] ELC: Fetching historical data.
[2025-11-25T23:57:08.751732] [INFO ] [main      ] Progress: 282/452 forecasts completed (62.4%). ALX finished in 0.7s. ETA: 28.2s. Rate: 361.18 forecasts/min
[2025-11-25T23:57:08.763530] [DEBUG] [REMOTE    ] ELC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:08.764743] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 7 features, N/A% accuracy
[2025-11-25T23:57:08.764874] [INFO ] [LOCAL     ] ELC: Loaded 7 optimal features with 48.27% confidence from JSON config
[2025-11-25T23:57:08.764987] [DEBUG] [MAG       ] Building data for symbol: ELC with lookback: 0
[2025-11-25T23:57:08.766233] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:08.766385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:08.773856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:08.775145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:08.778704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:08.780905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:08.786429] [DEBUG] [MAG       ] INN: Last date is validated at 2025-11-25
[2025-11-25T23:57:08.830729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:08.832891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:08.833957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:08.835434] [DEBUG] [MAG       ] SKIL: Last date is validated at 2025-11-25
[2025-11-25T23:57:08.957989] [DEBUG] [MAG       ] INN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:09.017264] [INFO ] [LOCAL     ] INN: Saved forecast.
[2025-11-25T23:57:09.017393] [INFO ] [main      ] INN: Signal=1 (Conf=80.0%), Magnitude=5.13% (Conf=62.1579%)
[2025-11-25T23:57:09.017667] [INFO ] [main      ] Fetching symbol history for K...
[2025-11-25T23:57:09.017781] [DEBUG] [REMOTE    ] K: Fetching historical data.
[2025-11-25T23:57:09.018677] [DEBUG] [MAG       ] SKIL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:09.019086] [INFO ] [main      ] Progress: 283/452 forecasts completed (62.6%). INN finished in 0.7s. ETA: 28.1s. Rate: 360.41 forecasts/min
[2025-11-25T23:57:09.029137] [DEBUG] [REMOTE    ] K: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:09.030222] [DEBUG] [LOCAL     ] Loaded configuration for K: 6 features, N/A% accuracy
[2025-11-25T23:57:09.030345] [INFO ] [LOCAL     ] K: Loaded 6 optimal features with 39.03% confidence from JSON config
[2025-11-25T23:57:09.030444] [DEBUG] [MAG       ] Building data for symbol: K with lookback: 0
[2025-11-25T23:57:09.031301] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:09.031442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:09.036347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:09.038221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:09.038836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:09.039350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:09.039851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:09.040675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:09.048115] [DEBUG] [MAG       ] CVE: Last date is validated at 2025-11-25
[2025-11-25T23:57:09.106428] [INFO ] [LOCAL     ] SKIL: Saved forecast.
[2025-11-25T23:57:09.106711] [INFO ] [main      ] SKIL: Signal=1 (Conf=80.0%), Magnitude=-7.43% (Conf=60.2772%)
[2025-11-25T23:57:09.107140] [INFO ] [main      ] Fetching symbol history for BVN...
[2025-11-25T23:57:09.107254] [DEBUG] [REMOTE    ] BVN: Fetching historical data.
[2025-11-25T23:57:09.107725] [INFO ] [main      ] Progress: 284/452 forecasts completed (62.8%). SKIL finished in 0.7s. ETA: 27.9s. Rate: 361.00 forecasts/min
[2025-11-25T23:57:09.119840] [DEBUG] [REMOTE    ] BVN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:09.121147] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 5 features, N/A% accuracy
[2025-11-25T23:57:09.121306] [INFO ] [LOCAL     ] BVN: Loaded 5 optimal features with 54.17% confidence from JSON config
[2025-11-25T23:57:09.121444] [DEBUG] [MAG       ] Building data for symbol: BVN with lookback: 0
[2025-11-25T23:57:09.122548] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:09.122706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:09.128095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:09.130440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:09.131075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:57:09.134180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:57:09.135568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:09.192950] [DEBUG] [MAG       ] ELC: Last date is validated at 2025-11-25
[2025-11-25T23:57:09.238541] [DEBUG] [MAG       ] CVE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:09.315219] [INFO ] [LOCAL     ] CVE: Saved forecast.
[2025-11-25T23:57:09.315448] [INFO ] [main      ] CVE: Signal=1 (Conf=80.0%), Magnitude=3.06% (Conf=61.491%)
[2025-11-25T23:57:09.315687] [INFO ] [main      ] Fetching symbol history for AGO...
[2025-11-25T23:57:09.315800] [DEBUG] [REMOTE    ] AGO: Fetching historical data.
[2025-11-25T23:57:09.316724] [INFO ] [main      ] Progress: 285/452 forecasts completed (63.1%). CVE finished in 0.7s. ETA: 27.8s. Rate: 360.68 forecasts/min
[2025-11-25T23:57:09.326666] [DEBUG] [REMOTE    ] AGO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:09.327808] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 2 features, N/A% accuracy
[2025-11-25T23:57:09.327933] [INFO ] [LOCAL     ] AGO: Loaded 2 optimal features with 50.44% confidence from JSON config
[2025-11-25T23:57:09.328031] [DEBUG] [MAG       ] Building data for symbol: AGO with lookback: 0
[2025-11-25T23:57:09.328958] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:09.329088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:09.363690] [DEBUG] [MAG       ] ELC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:09.368014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:09.372382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:09.378678] [DEBUG] [MAG       ] K: Last date is validated at 2025-11-25
[2025-11-25T23:57:09.425746] [INFO ] [LOCAL     ] ELC: Saved forecast.
[2025-11-25T23:57:09.425842] [INFO ] [main      ] ELC: Signal=1 (Conf=80.0%), Magnitude=0.28% (Conf=48.2696%)
[2025-11-25T23:57:09.426002] [INFO ] [main      ] Fetching symbol history for COTY...
[2025-11-25T23:57:09.426053] [DEBUG] [REMOTE    ] COTY: Fetching historical data.
[2025-11-25T23:57:09.427724] [INFO ] [main      ] Progress: 286/452 forecasts completed (63.3%). ELC finished in 0.7s. ETA: 27.6s. Rate: 361.10 forecasts/min
[2025-11-25T23:57:09.437236] [DEBUG] [REMOTE    ] COTY: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:09.438466] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 6 features, N/A% accuracy
[2025-11-25T23:57:09.438530] [INFO ] [LOCAL     ] COTY: Loaded 6 optimal features with 59.94% confidence from JSON config
[2025-11-25T23:57:09.438568] [DEBUG] [MAG       ] Building data for symbol: COTY with lookback: 0
[2025-11-25T23:57:09.439354] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:09.439429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:09.441213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:09.441750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:09.442198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:09.442594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:09.443519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:09.445939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:09.502078] [DEBUG] [MAG       ] BVN: Last date is validated at 2025-11-25
[2025-11-25T23:57:09.548585] [DEBUG] [MAG       ] K: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:09.617982] [INFO ] [LOCAL     ] K: Saved forecast.
[2025-11-25T23:57:09.618201] [INFO ] [main      ] K: Signal=1 (Conf=80.0%), Magnitude=-0.03% (Conf=39.026%)
[2025-11-25T23:57:09.618421] [INFO ] [main      ] Fetching symbol history for CII...
[2025-11-25T23:57:09.618530] [DEBUG] [REMOTE    ] CII: Fetching historical data.
[2025-11-25T23:57:09.619375] [INFO ] [main      ] Progress: 287/452 forecasts completed (63.5%). K finished in 0.6s. ETA: 27.4s. Rate: 360.90 forecasts/min
[2025-11-25T23:57:09.629457] [DEBUG] [REMOTE    ] CII: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:09.630017] [DEBUG] [LOCAL     ] Loaded configuration for CII: 0 features, N/A% accuracy
[2025-11-25T23:57:09.630134] [INFO ] [LOCAL     ] CII: Loaded 0 optimal features with 56.10% confidence from JSON config
[2025-11-25T23:57:09.630235] [DEBUG] [MAG       ] Building data for symbol: CII with lookback: 0
[2025-11-25T23:57:09.631087] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T23:57:09.678972] [DEBUG] [MAG       ] BVN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:09.715924] [DEBUG] [MAG       ] AGO: Last date is validated at 2025-11-25
[2025-11-25T23:57:09.755514] [INFO ] [LOCAL     ] BVN: Saved forecast.
[2025-11-25T23:57:09.755753] [INFO ] [main      ] BVN: Signal=1 (Conf=80.0%), Magnitude=-0.63% (Conf=54.1743%)
[2025-11-25T23:57:09.756174] [INFO ] [main      ] Fetching symbol history for PGRE...
[2025-11-25T23:57:09.756293] [DEBUG] [REMOTE    ] PGRE: Fetching historical data.
[2025-11-25T23:57:09.756726] [INFO ] [main      ] Progress: 288/452 forecasts completed (63.7%). BVN finished in 0.6s. ETA: 27.2s. Rate: 361.12 forecasts/min
[2025-11-25T23:57:09.768845] [DEBUG] [REMOTE    ] PGRE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:09.769509] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 9 features, N/A% accuracy
[2025-11-25T23:57:09.769725] [INFO ] [LOCAL     ] PGRE: Loaded 9 optimal features with 40.73% confidence from JSON config
[2025-11-25T23:57:09.769876] [DEBUG] [MAG       ] Building data for symbol: PGRE with lookback: 0
[2025-11-25T23:57:09.770813] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:57:09.770950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:09.776334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:09.778481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:09.779084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:09.779629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:09.780147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:09.796203] [DEBUG] [MAG       ] COTY: Last date is validated at 2025-11-25
[2025-11-25T23:57:09.888020] [DEBUG] [MAG       ] AGO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:09.897525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:09.899278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:09.901374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:57:09.903151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:09.970568] [DEBUG] [MAG       ] COTY: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:09.975568] [DEBUG] [MAG       ] CII: Last date is validated at 2025-11-25
[2025-11-25T23:57:09.982954] [INFO ] [LOCAL     ] AGO: Saved forecast.
[2025-11-25T23:57:09.983229] [INFO ] [main      ] AGO: Signal=1 (Conf=80.0%), Magnitude=0.79% (Conf=50.4364%)
[2025-11-25T23:57:09.983814] [INFO ] [main      ] Fetching symbol history for NUVB...
[2025-11-25T23:57:09.983957] [DEBUG] [REMOTE    ] NUVB: Fetching historical data.
[2025-11-25T23:57:09.984726] [INFO ] [main      ] Progress: 289/452 forecasts completed (63.9%). AGO finished in 0.7s. ETA: 27.1s. Rate: 360.66 forecasts/min
[2025-11-25T23:57:09.999534] [DEBUG] [REMOTE    ] NUVB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:10.001117] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 4 features, N/A% accuracy
[2025-11-25T23:57:10.001295] [INFO ] [LOCAL     ] NUVB: Loaded 4 optimal features with 57.21% confidence from JSON config
[2025-11-25T23:57:10.001415] [DEBUG] [MAG       ] Building data for symbol: NUVB with lookback: 0
[2025-11-25T23:57:10.002788] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:10.002979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:10.005373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:10.006278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:10.009757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:10.032809] [INFO ] [LOCAL     ] COTY: Saved forecast.
[2025-11-25T23:57:10.032902] [INFO ] [main      ] COTY: Signal=1 (Conf=80.0%), Magnitude=-1.27% (Conf=59.9368%)
[2025-11-25T23:57:10.033061] [INFO ] [main      ] Fetching symbol history for AP...
[2025-11-25T23:57:10.033112] [DEBUG] [REMOTE    ] AP: Fetching historical data.
[2025-11-25T23:57:10.034716] [INFO ] [main      ] Progress: 290/452 forecasts completed (64.2%). COTY finished in 0.6s. ETA: 26.9s. Rate: 361.53 forecasts/min
[2025-11-25T23:57:10.044189] [DEBUG] [REMOTE    ] AP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:10.045233] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, N/A% accuracy
[2025-11-25T23:57:10.045302] [INFO ] [LOCAL     ] AP: Loaded 4 optimal features with 54.29% confidence from JSON config
[2025-11-25T23:57:10.045340] [DEBUG] [MAG       ] Building data for symbol: AP with lookback: 0
[2025-11-25T23:57:10.046166] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:10.046240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:10.051213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:10.053842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:10.055000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:57:10.056614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:10.129032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:10.150083] [DEBUG] [MAG       ] CII: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:10.207595] [INFO ] [LOCAL     ] CII: Saved forecast.
[2025-11-25T23:57:10.207868] [INFO ] [main      ] CII: Signal=1 (Conf=80.0%), Magnitude=-1.49% (Conf=56.0999%)
[2025-11-25T23:57:10.208087] [INFO ] [main      ] Fetching symbol history for HD...
[2025-11-25T23:57:10.208197] [DEBUG] [REMOTE    ] HD: Fetching historical data.
[2025-11-25T23:57:10.208951] [INFO ] [main      ] Progress: 291/452 forecasts completed (64.4%). CII finished in 0.6s. ETA: 26.7s. Rate: 361.47 forecasts/min
[2025-11-25T23:57:10.219675] [DEBUG] [REMOTE    ] HD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:10.220396] [DEBUG] [LOCAL     ] Loaded configuration for HD: 6 features, N/A% accuracy
[2025-11-25T23:57:10.220519] [INFO ] [LOCAL     ] HD: Loaded 6 optimal features with 62.38% confidence from JSON config
[2025-11-25T23:57:10.220631] [DEBUG] [MAG       ] Building data for symbol: HD with lookback: 0
[2025-11-25T23:57:10.221479] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:10.221612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:10.226750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:10.227898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:10.230424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:10.231767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:57:10.232504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:57:10.234187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:10.255623] [DEBUG] [MAG       ] PGRE: Last date is validated at 2025-11-25
[2025-11-25T23:57:10.402889] [DEBUG] [MAG       ] AP: Last date is validated at 2025-11-25
[2025-11-25T23:57:10.430953] [DEBUG] [MAG       ] PGRE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:10.473165] [DEBUG] [MAG       ] NUVB: Last date is validated at 2025-11-25
[2025-11-25T23:57:10.493810] [INFO ] [LOCAL     ] PGRE: Saved forecast.
[2025-11-25T23:57:10.494066] [INFO ] [main      ] PGRE: Signal=1 (Conf=80.0%), Magnitude=2.33% (Conf=40.726%)
[2025-11-25T23:57:10.494467] [INFO ] [main      ] Fetching symbol history for REZI...
[2025-11-25T23:57:10.494588] [DEBUG] [REMOTE    ] REZI: Fetching historical data.
[2025-11-25T23:57:10.494721] [INFO ] [main      ] Progress: 292/452 forecasts completed (64.6%). PGRE finished in 0.7s. ETA: 26.6s. Rate: 360.58 forecasts/min
[2025-11-25T23:57:10.506737] [DEBUG] [REMOTE    ] REZI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:10.507615] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 11 features, N/A% accuracy
[2025-11-25T23:57:10.507764] [INFO ] [LOCAL     ] REZI: Loaded 11 optimal features with 41.33% confidence from JSON config
[2025-11-25T23:57:10.507865] [DEBUG] [MAG       ] Building data for symbol: REZI with lookback: 0
[2025-11-25T23:57:10.508774] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T23:57:10.508914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:10.510786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:10.511405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:10.511937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:10.512823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:10.515327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:10.574204] [DEBUG] [MAG       ] AP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:10.574951] [DEBUG] [MAG       ] HD: Last date is validated at 2025-11-25
[2025-11-25T23:57:10.629245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:10.633293] [INFO ] [LOCAL     ] AP: Saved forecast.
[2025-11-25T23:57:10.633522] [INFO ] [main      ] AP: Signal=1 (Conf=80.0%), Magnitude=-3.30% (Conf=54.2941%)
[2025-11-25T23:57:10.633756] [INFO ] [main      ] Fetching symbol history for HMY...
[2025-11-25T23:57:10.633873] [DEBUG] [REMOTE    ] HMY: Fetching historical data.
[2025-11-25T23:57:10.634722] [INFO ] [main      ] Progress: 293/452 forecasts completed (64.8%). AP finished in 0.6s. ETA: 26.4s. Rate: 360.77 forecasts/min
[2025-11-25T23:57:10.642219] [DEBUG] [MAG       ] NUVB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:10.645360] [DEBUG] [REMOTE    ] HMY: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:10.646115] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 4 features, N/A% accuracy
[2025-11-25T23:57:10.646234] [INFO ] [LOCAL     ] HMY: Loaded 4 optimal features with 57.42% confidence from JSON config
[2025-11-25T23:57:10.646328] [DEBUG] [MAG       ] Building data for symbol: HMY with lookback: 0
[2025-11-25T23:57:10.647176] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:10.647306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:10.649162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:10.649766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:10.650230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:10.652133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:10.681404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:10.683022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:10.683865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:57:10.684579] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:57:10.702763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:10.705228] [INFO ] [LOCAL     ] NUVB: Saved forecast.
[2025-11-25T23:57:10.705473] [INFO ] [main      ] NUVB: Signal=1 (Conf=80.0%), Magnitude=1.25% (Conf=57.2119%)
[2025-11-25T23:57:10.705715] [INFO ] [main      ] Fetching symbol history for AFB...
[2025-11-25T23:57:10.705829] [DEBUG] [REMOTE    ] AFB: Fetching historical data.
[2025-11-25T23:57:10.706713] [INFO ] [main      ] Progress: 294/452 forecasts completed (65.0%). NUVB finished in 0.7s. ETA: 26.2s. Rate: 361.47 forecasts/min
[2025-11-25T23:57:10.716819] [DEBUG] [REMOTE    ] AFB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:10.717408] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 4 features, N/A% accuracy
[2025-11-25T23:57:10.717526] [INFO ] [LOCAL     ] AFB: Loaded 4 optimal features with 44.30% confidence from JSON config
[2025-11-25T23:57:10.717621] [DEBUG] [MAG       ] Building data for symbol: AFB with lookback: 0
[2025-11-25T23:57:10.718460] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:10.718590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:10.723412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:10.725262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:10.725843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:10.726374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:10.742834] [DEBUG] [MAG       ] HD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:10.863281] [INFO ] [LOCAL     ] HD: Saved forecast.
[2025-11-25T23:57:10.863513] [INFO ] [main      ] HD: Signal=1 (Conf=80.0%), Magnitude=2.21% (Conf=62.3761%)
[2025-11-25T23:57:10.863760] [INFO ] [main      ] Fetching symbol history for CLB...
[2025-11-25T23:57:10.863873] [DEBUG] [REMOTE    ] CLB: Fetching historical data.
[2025-11-25T23:57:10.864941] [INFO ] [main      ] Progress: 295/452 forecasts completed (65.3%). HD finished in 0.7s. ETA: 26.1s. Rate: 361.53 forecasts/min
[2025-11-25T23:57:10.874961] [DEBUG] [REMOTE    ] CLB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:10.875992] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 5 features, N/A% accuracy
[2025-11-25T23:57:10.876120] [INFO ] [LOCAL     ] CLB: Loaded 5 optimal features with 59.58% confidence from JSON config
[2025-11-25T23:57:10.876240] [DEBUG] [MAG       ] Building data for symbol: CLB with lookback: 0
[2025-11-25T23:57:10.877129] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:10.877261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:10.879068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:10.879673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:10.880148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:10.882707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-25T23:57:10.884174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:10.989536] [DEBUG] [MAG       ] HMY: Last date is validated at 2025-11-25
[2025-11-25T23:57:11.048974] [DEBUG] [MAG       ] REZI: Last date is validated at 2025-11-25
[2025-11-25T23:57:11.065980] [DEBUG] [MAG       ] AFB: Last date is validated at 2025-11-25
[2025-11-25T23:57:11.158845] [DEBUG] [MAG       ] HMY: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:11.218980] [DEBUG] [MAG       ] CLB: Last date is validated at 2025-11-25
[2025-11-25T23:57:11.219121] [DEBUG] [MAG       ] REZI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:11.232236] [INFO ] [LOCAL     ] HMY: Saved forecast.
[2025-11-25T23:57:11.232467] [INFO ] [main      ] HMY: Signal=1 (Conf=80.0%), Magnitude=4.60% (Conf=57.4183%)
[2025-11-25T23:57:11.232707] [INFO ] [main      ] Fetching symbol history for HPP...
[2025-11-25T23:57:11.233008] [DEBUG] [REMOTE    ] HPP: Fetching historical data.
[2025-11-25T23:57:11.234718] [INFO ] [main      ] Progress: 296/452 forecasts completed (65.5%). HMY finished in 0.6s. ETA: 26.0s. Rate: 360.03 forecasts/min
[2025-11-25T23:57:11.235870] [DEBUG] [MAG       ] AFB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:11.244116] [DEBUG] [REMOTE    ] HPP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:11.245408] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 4 features, N/A% accuracy
[2025-11-25T23:57:11.245530] [INFO ] [LOCAL     ] HPP: Loaded 4 optimal features with 59.25% confidence from JSON config
[2025-11-25T23:57:11.245627] [DEBUG] [MAG       ] Building data for symbol: HPP with lookback: 0
[2025-11-25T23:57:11.246506] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:11.246639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:11.248405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:11.249755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:11.250948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:11.252763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:11.290985] [INFO ] [LOCAL     ] AFB: Saved forecast.
[2025-11-25T23:57:11.291222] [INFO ] [main      ] AFB: Signal=1 (Conf=80.0%), Magnitude=-0.03% (Conf=44.3%)
[2025-11-25T23:57:11.291436] [INFO ] [main      ] Fetching symbol history for GLOB...
[2025-11-25T23:57:11.291547] [DEBUG] [REMOTE    ] GLOB: Fetching historical data.
[2025-11-25T23:57:11.292697] [INFO ] [main      ] Progress: 297/452 forecasts completed (65.7%). AFB finished in 0.6s. ETA: 25.8s. Rate: 360.82 forecasts/min
[2025-11-25T23:57:11.302759] [DEBUG] [REMOTE    ] GLOB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:11.303877] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 2 features, N/A% accuracy
[2025-11-25T23:57:11.303999] [INFO ] [LOCAL     ] GLOB: Loaded 2 optimal features with 56.74% confidence from JSON config
[2025-11-25T23:57:11.304097] [DEBUG] [MAG       ] Building data for symbol: GLOB with lookback: 0
[2025-11-25T23:57:11.304943] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:11.305072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:11.306850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:11.307436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:11.320707] [INFO ] [LOCAL     ] REZI: Saved forecast.
[2025-11-25T23:57:11.320941] [INFO ] [main      ] REZI: Signal=1 (Conf=80.0%), Magnitude=0.56% (Conf=41.3326%)
[2025-11-25T23:57:11.321341] [INFO ] [main      ] Fetching symbol history for CDRE...
[2025-11-25T23:57:11.321455] [DEBUG] [REMOTE    ] CDRE: Fetching historical data.
[2025-11-25T23:57:11.321688] [INFO ] [main      ] Progress: 298/452 forecasts completed (65.9%). REZI finished in 0.8s. ETA: 25.5s. Rate: 361.83 forecasts/min
[2025-11-25T23:57:11.332944] [DEBUG] [REMOTE    ] CDRE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:11.333573] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 4 features, N/A% accuracy
[2025-11-25T23:57:11.333709] [INFO ] [LOCAL     ] CDRE: Loaded 4 optimal features with 55.03% confidence from JSON config
[2025-11-25T23:57:11.333806] [DEBUG] [MAG       ] Building data for symbol: CDRE with lookback: 0
[2025-11-25T23:57:11.334628] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:11.334783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:11.339667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:11.341497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:11.342062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:11.344496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:11.386901] [DEBUG] [MAG       ] CLB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:11.463687] [INFO ] [LOCAL     ] CLB: Saved forecast.
[2025-11-25T23:57:11.463948] [INFO ] [main      ] CLB: Signal=1 (Conf=80.0%), Magnitude=-3.20% (Conf=59.5835%)
[2025-11-25T23:57:11.464192] [INFO ] [main      ] Fetching symbol history for UTF...
[2025-11-25T23:57:11.464306] [DEBUG] [REMOTE    ] UTF: Fetching historical data.
[2025-11-25T23:57:11.465061] [INFO ] [main      ] Progress: 299/452 forecasts completed (66.2%). CLB finished in 0.6s. ETA: 25.4s. Rate: 361.99 forecasts/min
[2025-11-25T23:57:11.475864] [DEBUG] [REMOTE    ] UTF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:11.476475] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 3 features, N/A% accuracy
[2025-11-25T23:57:11.476595] [INFO ] [LOCAL     ] UTF: Loaded 3 optimal features with 56.34% confidence from JSON config
[2025-11-25T23:57:11.476724] [DEBUG] [MAG       ] Building data for symbol: UTF with lookback: 0
[2025-11-25T23:57:11.477621] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:11.477804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:11.480371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T23:57:11.481282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:57:11.484276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:11.592130] [DEBUG] [MAG       ] HPP: Last date is validated at 2025-11-25
[2025-11-25T23:57:11.648817] [DEBUG] [MAG       ] GLOB: Last date is validated at 2025-11-25
[2025-11-25T23:57:11.688366] [DEBUG] [MAG       ] CDRE: Last date is validated at 2025-11-25
[2025-11-25T23:57:11.761862] [DEBUG] [MAG       ] HPP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:11.821134] [INFO ] [LOCAL     ] HPP: Saved forecast.
[2025-11-25T23:57:11.821360] [INFO ] [main      ] HPP: Signal=1 (Conf=80.0%), Magnitude=7.37% (Conf=59.2459%)
[2025-11-25T23:57:11.821578] [INFO ] [main      ] Fetching symbol history for HAL...
[2025-11-25T23:57:11.821703] [DEBUG] [REMOTE    ] HAL: Fetching historical data.
[2025-11-25T23:57:11.822600] [DEBUG] [MAG       ] GLOB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:11.822768] [INFO ] [main      ] Progress: 300/452 forecasts completed (66.4%). HPP finished in 0.6s. ETA: 25.3s. Rate: 360.60 forecasts/min
[2025-11-25T23:57:11.834038] [DEBUG] [REMOTE    ] HAL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:11.834979] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, N/A% accuracy
[2025-11-25T23:57:11.835104] [INFO ] [LOCAL     ] HAL: Loaded 2 optimal features with 53.10% confidence from JSON config
[2025-11-25T23:57:11.835200] [DEBUG] [MAG       ] Building data for symbol: HAL with lookback: 0
[2025-11-25T23:57:11.836075] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:11.836204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:11.841140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:11.845401] [DEBUG] [MAG       ] UTF: Last date is validated at 2025-11-25
[2025-11-25T23:57:11.862739] [DEBUG] [MAG       ] CDRE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:11.949850] [INFO ] [LOCAL     ] CDRE: Saved forecast.
[2025-11-25T23:57:11.949942] [INFO ] [main      ] CDRE: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=55.0302%)
[2025-11-25T23:57:11.950273] [INFO ] [main      ] Fetching symbol history for TDG...
[2025-11-25T23:57:11.950331] [DEBUG] [REMOTE    ] TDG: Fetching historical data.
[2025-11-25T23:57:11.950724] [INFO ] [main      ] Progress: 301/452 forecasts completed (66.6%). CDRE finished in 0.6s. ETA: 25.1s. Rate: 360.87 forecasts/min
[2025-11-25T23:57:11.952198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:11.954428] [INFO ] [LOCAL     ] GLOB: Saved forecast.
[2025-11-25T23:57:11.954519] [INFO ] [main      ] GLOB: Signal=1 (Conf=80.0%), Magnitude=-4.92% (Conf=56.7418%)
[2025-11-25T23:57:11.954948] [INFO ] [main      ] Fetching symbol history for RYAN...
[2025-11-25T23:57:11.955018] [DEBUG] [REMOTE    ] RYAN: Fetching historical data.
[2025-11-25T23:57:11.955705] [INFO ] [main      ] Progress: 302/452 forecasts completed (66.8%). GLOB finished in 0.7s. ETA: 24.9s. Rate: 362.04 forecasts/min
[2025-11-25T23:57:11.963557] [DEBUG] [REMOTE    ] TDG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:11.964521] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 4 features, N/A% accuracy
[2025-11-25T23:57:11.964590] [INFO ] [LOCAL     ] TDG: Loaded 4 optimal features with 59.97% confidence from JSON config
[2025-11-25T23:57:11.964628] [DEBUG] [MAG       ] Building data for symbol: TDG with lookback: 0
[2025-11-25T23:57:11.965427] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:11.965500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:11.966930] [DEBUG] [REMOTE    ] RYAN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:11.967781] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 8 features, N/A% accuracy
[2025-11-25T23:57:11.967853] [INFO ] [LOCAL     ] RYAN: Loaded 8 optimal features with 61.29% confidence from JSON config
[2025-11-25T23:57:11.967892] [DEBUG] [MAG       ] Building data for symbol: RYAN with lookback: 0
[2025-11-25T23:57:11.968697] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:57:11.968789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:11.970513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:11.970540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:11.971138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:11.971544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:11.971609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:11.972065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:11.973264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:11.973987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:12.018458] [DEBUG] [MAG       ] UTF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:12.019704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:12.024363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:57:12.026504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:57:12.028788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:12.083389] [INFO ] [LOCAL     ] UTF: Saved forecast.
[2025-11-25T23:57:12.083611] [INFO ] [main      ] UTF: Signal=1 (Conf=80.0%), Magnitude=0.80% (Conf=56.3356%)
[2025-11-25T23:57:12.083859] [INFO ] [main      ] Fetching symbol history for GTY...
[2025-11-25T23:57:12.083970] [DEBUG] [REMOTE    ] GTY: Fetching historical data.
[2025-11-25T23:57:12.085726] [INFO ] [main      ] Progress: 303/452 forecasts completed (67.0%). UTF finished in 0.6s. ETA: 24.7s. Rate: 362.30 forecasts/min
[2025-11-25T23:57:12.095562] [DEBUG] [REMOTE    ] GTY: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:12.096002] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 4 features, N/A% accuracy
[2025-11-25T23:57:12.096157] [INFO ] [LOCAL     ] GTY: Loaded 4 optimal features with 59.69% confidence from JSON config
[2025-11-25T23:57:12.096260] [DEBUG] [MAG       ] Building data for symbol: GTY with lookback: 0
[2025-11-25T23:57:12.097116] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:12.097247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:12.102309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:12.104224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:12.104817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:12.105292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:12.292255] [DEBUG] [MAG       ] HAL: Last date is validated at 2025-11-25
[2025-11-25T23:57:12.310680] [DEBUG] [MAG       ] TDG: Last date is validated at 2025-11-25
[2025-11-25T23:57:12.379599] [DEBUG] [MAG       ] RYAN: Last date is validated at 2025-11-25
[2025-11-25T23:57:12.443138] [DEBUG] [MAG       ] GTY: Last date is validated at 2025-11-25
[2025-11-25T23:57:12.463117] [DEBUG] [MAG       ] HAL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:12.478193] [DEBUG] [MAG       ] TDG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:12.541199] [INFO ] [LOCAL     ] HAL: Saved forecast.
[2025-11-25T23:57:12.541438] [INFO ] [main      ] HAL: Signal=1 (Conf=80.0%), Magnitude=0.02% (Conf=53.1005%)
[2025-11-25T23:57:12.541832] [INFO ] [main      ] Fetching symbol history for DCI...
[2025-11-25T23:57:12.541946] [DEBUG] [REMOTE    ] DCI: Fetching historical data.
[2025-11-25T23:57:12.543359] [INFO ] [main      ] Progress: 304/452 forecasts completed (67.3%). HAL finished in 0.7s. ETA: 24.7s. Rate: 360.21 forecasts/min
[2025-11-25T23:57:12.552955] [DEBUG] [REMOTE    ] DCI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:12.553535] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, N/A% accuracy
[2025-11-25T23:57:12.553670] [INFO ] [LOCAL     ] DCI: Loaded 1 optimal features with 62.73% confidence from JSON config
[2025-11-25T23:57:12.553796] [DEBUG] [MAG       ] Building data for symbol: DCI with lookback: 0
[2025-11-25T23:57:12.554614] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:57:12.554761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:12.556429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:12.558132] [DEBUG] [MAG       ] RYAN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:12.612410] [DEBUG] [MAG       ] GTY: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:12.652519] [INFO ] [LOCAL     ] TDG: Saved forecast.
[2025-11-25T23:57:12.652778] [INFO ] [main      ] TDG: Signal=1 (Conf=80.0%), Magnitude=2.72% (Conf=59.9744%)
[2025-11-25T23:57:12.653183] [INFO ] [main      ] Progress: 305/452 forecasts completed (67.5%). TDG finished in 0.7s. ETA: 24.5s. Rate: 360.61 forecasts/min
[2025-11-25T23:57:12.653370] [INFO ] [main      ] Fetching symbol history for OIA...
[2025-11-25T23:57:12.653473] [DEBUG] [REMOTE    ] OIA: Fetching historical data.
[2025-11-25T23:57:12.654792] [INFO ] [LOCAL     ] RYAN: Saved forecast.
[2025-11-25T23:57:12.655020] [INFO ] [main      ] RYAN: Signal=1 (Conf=80.0%), Magnitude=3.52% (Conf=61.2946%)
[2025-11-25T23:57:12.655454] [INFO ] [main      ] Fetching symbol history for EHC...
[2025-11-25T23:57:12.655562] [DEBUG] [REMOTE    ] EHC: Fetching historical data.
[2025-11-25T23:57:12.655836] [INFO ] [main      ] Progress: 306/452 forecasts completed (67.7%). RYAN finished in 0.7s. ETA: 24.2s. Rate: 361.77 forecasts/min
[2025-11-25T23:57:12.665668] [DEBUG] [REMOTE    ] OIA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:12.666271] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, N/A% accuracy
[2025-11-25T23:57:12.666340] [INFO ] [LOCAL     ] OIA: Loaded 2 optimal features with 46.25% confidence from JSON config
[2025-11-25T23:57:12.666382] [DEBUG] [MAG       ] Building data for symbol: OIA with lookback: 0
[2025-11-25T23:57:12.667000] [DEBUG] [REMOTE    ] EHC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:12.667456] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 6 features, N/A% accuracy
[2025-11-25T23:57:12.667516] [INFO ] [LOCAL     ] EHC: Loaded 6 optimal features with 46.79% confidence from JSON config
[2025-11-25T23:57:12.667554] [DEBUG] [MAG       ] Building data for symbol: EHC with lookback: 0
[2025-11-25T23:57:12.667296] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:12.667682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:12.668335] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:12.668411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:12.672596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:57:12.679630] [INFO ] [LOCAL     ] GTY: Saved forecast.
[2025-11-25T23:57:12.679891] [INFO ] [main      ] GTY: Signal=1 (Conf=80.0%), Magnitude=2.60% (Conf=59.6899%)
[2025-11-25T23:57:12.680116] [INFO ] [main      ] Fetching symbol history for LTH...
[2025-11-25T23:57:12.680228] [DEBUG] [REMOTE    ] LTH: Fetching historical data.
[2025-11-25T23:57:12.681179] [INFO ] [main      ] Progress: 307/452 forecasts completed (67.9%). GTY finished in 0.6s. ETA: 24.0s. Rate: 362.77 forecasts/min
[2025-11-25T23:57:12.687938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:12.691350] [DEBUG] [REMOTE    ] LTH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:12.691869] [DEBUG] [LOCAL     ] No configuration file found for LTH
[2025-11-25T23:57:12.691936] [DEBUG] [MAG       ] Building data for symbol: LTH with lookback: 0
[2025-11-25T23:57:12.692711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:57:12.779919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:12.827269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:12.829221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:12.829891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:12.831069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:57:12.833199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:12.896766] [DEBUG] [MAG       ] DCI: Last date is validated at 2025-11-25
[2025-11-25T23:57:13.032235] [DEBUG] [MAG       ] OIA: Last date is validated at 2025-11-25
[2025-11-25T23:57:13.033384] [DEBUG] [MAG       ] LTH: Last date is validated at 2025-11-25
[2025-11-25T23:57:13.079616] [DEBUG] [MAG       ] DCI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:13.176082] [DEBUG] [MAG       ] EHC: Last date is validated at 2025-11-25
[2025-11-25T23:57:13.188201] [INFO ] [LOCAL     ] DCI: Saved forecast.
[2025-11-25T23:57:13.188463] [INFO ] [main      ] DCI: Signal=1 (Conf=80.0%), Magnitude=-0.14% (Conf=62.726%)
[2025-11-25T23:57:13.188879] [INFO ] [main      ] Fetching symbol history for BDX...
[2025-11-25T23:57:13.188995] [DEBUG] [REMOTE    ] BDX: Fetching historical data.
[2025-11-25T23:57:13.189732] [INFO ] [main      ] Progress: 308/452 forecasts completed (68.1%). DCI finished in 0.6s. ETA: 24.0s. Rate: 360.35 forecasts/min
[2025-11-25T23:57:13.201576] [DEBUG] [REMOTE    ] BDX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:13.202213] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 2 features, N/A% accuracy
[2025-11-25T23:57:13.202331] [INFO ] [LOCAL     ] BDX: Loaded 2 optimal features with 60.60% confidence from JSON config
[2025-11-25T23:57:13.202425] [DEBUG] [MAG       ] Building data for symbol: BDX with lookback: 0
[2025-11-25T23:57:13.203381] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:13.203528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:13.204503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:13.206979] [DEBUG] [MAG       ] LTH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:13.207145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:13.216481] [DEBUG] [MAG       ] OIA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:13.273712] [INFO ] [LOCAL     ] OIA: Saved forecast.
[2025-11-25T23:57:13.273827] [INFO ] [main      ] OIA: Signal=1 (Conf=80.0%), Magnitude=0.76% (Conf=46.2485%)
[2025-11-25T23:57:13.274198] [INFO ] [main      ] Fetching symbol history for GNE...
[2025-11-25T23:57:13.274270] [DEBUG] [REMOTE    ] GNE: Fetching historical data.
[2025-11-25T23:57:13.274259] [INFO ] [main      ] Progress: 309/452 forecasts completed (68.4%). OIA finished in 0.6s. ETA: 23.8s. Rate: 360.92 forecasts/min
[2025-11-25T23:57:13.283385] [INFO ] [LOCAL     ] LTH: Saved forecast.
[2025-11-25T23:57:13.283503] [INFO ] [main      ] LTH: Signal=1 (Conf=80.0%), Magnitude=8.45% (Conf=0%)
[2025-11-25T23:57:13.283696] [INFO ] [main      ] Fetching symbol history for TRGP...
[2025-11-25T23:57:13.283937] [DEBUG] [REMOTE    ] TRGP: Fetching historical data.
[2025-11-25T23:57:13.284883] [INFO ] [main      ] Progress: 310/452 forecasts completed (68.6%). LTH finished in 0.6s. ETA: 23.5s. Rate: 362.01 forecasts/min
[2025-11-25T23:57:13.286039] [DEBUG] [REMOTE    ] GNE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:13.287013] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 4 features, N/A% accuracy
[2025-11-25T23:57:13.287084] [INFO ] [LOCAL     ] GNE: Loaded 4 optimal features with 49.13% confidence from JSON config
[2025-11-25T23:57:13.287124] [DEBUG] [MAG       ] Building data for symbol: GNE with lookback: 0
[2025-11-25T23:57:13.287966] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:13.288057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:13.293045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:13.294885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:13.295375] [DEBUG] [REMOTE    ] TRGP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:13.296390] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 3 features, N/A% accuracy
[2025-11-25T23:57:13.296470] [INFO ] [LOCAL     ] TRGP: Loaded 3 optimal features with 37.44% confidence from JSON config
[2025-11-25T23:57:13.296577] [DEBUG] [MAG       ] Building data for symbol: TRGP with lookback: 0
[2025-11-25T23:57:13.297545] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:13.297634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:13.299539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:13.301833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:57:13.302528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:13.335428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:57:13.337073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:13.345398] [DEBUG] [MAG       ] EHC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:13.447830] [INFO ] [LOCAL     ] EHC: Saved forecast.
[2025-11-25T23:57:13.447952] [INFO ] [main      ] EHC: Signal=1 (Conf=80.0%), Magnitude=2.78% (Conf=46.791%)
[2025-11-25T23:57:13.448293] [INFO ] [main      ] Fetching symbol history for MTN...
[2025-11-25T23:57:13.448361] [DEBUG] [REMOTE    ] MTN: Fetching historical data.
[2025-11-25T23:57:13.448739] [INFO ] [main      ] Progress: 311/452 forecasts completed (68.8%). EHC finished in 0.8s. ETA: 23.4s. Rate: 362.03 forecasts/min
[2025-11-25T23:57:13.460193] [DEBUG] [REMOTE    ] MTN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:13.461276] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 4 features, N/A% accuracy
[2025-11-25T23:57:13.461404] [INFO ] [LOCAL     ] MTN: Loaded 4 optimal features with 57.26% confidence from JSON config
[2025-11-25T23:57:13.461502] [DEBUG] [MAG       ] Building data for symbol: MTN with lookback: 0
[2025-11-25T23:57:13.462328] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:13.462459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:13.467311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:13.468293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:13.470713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:57:13.485307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:13.548712] [DEBUG] [MAG       ] BDX: Last date is validated at 2025-11-25
[2025-11-25T23:57:13.643416] [DEBUG] [MAG       ] TRGP: Last date is validated at 2025-11-25
[2025-11-25T23:57:13.678638] [DEBUG] [MAG       ] GNE: Last date is validated at 2025-11-25
[2025-11-25T23:57:13.718515] [DEBUG] [MAG       ] BDX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:13.818235] [DEBUG] [MAG       ] TRGP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:13.822063] [DEBUG] [MAG       ] MTN: Last date is validated at 2025-11-25
[2025-11-25T23:57:13.849661] [DEBUG] [MAG       ] GNE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:13.853123] [INFO ] [LOCAL     ] BDX: Saved forecast.
[2025-11-25T23:57:13.853230] [INFO ] [main      ] BDX: Signal=1 (Conf=80.0%), Magnitude=1.25% (Conf=60.5975%)
[2025-11-25T23:57:13.853746] [INFO ] [main      ] Fetching symbol history for ABEO...
[2025-11-25T23:57:13.853821] [DEBUG] [REMOTE    ] ABEO: Fetching historical data.
[2025-11-25T23:57:13.853774] [INFO ] [main      ] Progress: 312/452 forecasts completed (69.0%). BDX finished in 0.7s. ETA: 23.3s. Rate: 360.36 forecasts/min
[2025-11-25T23:57:13.865617] [DEBUG] [REMOTE    ] ABEO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:13.866060] [DEBUG] [LOCAL     ] No configuration file found for ABEO
[2025-11-25T23:57:13.866126] [DEBUG] [MAG       ] Building data for symbol: ABEO with lookback: 0
[2025-11-25T23:57:13.866970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:57:13.930805] [INFO ] [LOCAL     ] GNE: Saved forecast.
[2025-11-25T23:57:13.930914] [INFO ] [main      ] GNE: Signal=1 (Conf=80.0%), Magnitude=-1.37% (Conf=49.1263%)
[2025-11-25T23:57:13.931087] [INFO ] [main      ] Fetching symbol history for FAF...
[2025-11-25T23:57:13.931155] [DEBUG] [REMOTE    ] FAF: Fetching historical data.
[2025-11-25T23:57:13.932057] [INFO ] [main      ] Progress: 313/452 forecasts completed (69.2%). GNE finished in 0.7s. ETA: 23.1s. Rate: 360.97 forecasts/min
[2025-11-25T23:57:13.942921] [DEBUG] [REMOTE    ] FAF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:13.943703] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 6 features, N/A% accuracy
[2025-11-25T23:57:13.943820] [INFO ] [LOCAL     ] FAF: Loaded 6 optimal features with 57.98% confidence from JSON config
[2025-11-25T23:57:13.943920] [DEBUG] [MAG       ] Building data for symbol: FAF with lookback: 0
[2025-11-25T23:57:13.944811] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:13.944944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:13.946846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:13.947481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:13.948000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:13.948478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:57:13.951491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:13.952624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:13.963095] [INFO ] [LOCAL     ] TRGP: Saved forecast.
[2025-11-25T23:57:13.963330] [INFO ] [main      ] TRGP: Signal=1 (Conf=80.0%), Magnitude=2.14% (Conf=37.4428%)
[2025-11-25T23:57:13.963550] [INFO ] [main      ] Fetching symbol history for NDMO...
[2025-11-25T23:57:13.963677] [DEBUG] [REMOTE    ] NDMO: Fetching historical data.
[2025-11-25T23:57:13.963941] [INFO ] [main      ] Progress: 314/452 forecasts completed (69.5%). TRGP finished in 0.7s. ETA: 22.9s. Rate: 361.90 forecasts/min
[2025-11-25T23:57:13.975832] [DEBUG] [REMOTE    ] NDMO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:13.976523] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 10 features, N/A% accuracy
[2025-11-25T23:57:13.976662] [INFO ] [LOCAL     ] NDMO: Loaded 10 optimal features with 40.85% confidence from JSON config
[2025-11-25T23:57:13.976722] [DEBUG] [MAG       ] Building data for symbol: NDMO with lookback: 0
[2025-11-25T23:57:13.977558] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T23:57:13.977708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:13.982546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:13.984425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:13.984992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:13.985484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:13.995339] [DEBUG] [MAG       ] MTN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:14.024382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:14.073277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:57:14.076353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:14.076984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:14.078152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:57:14.080277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:14.118892] [INFO ] [LOCAL     ] MTN: Saved forecast.
[2025-11-25T23:57:14.119132] [INFO ] [main      ] MTN: Signal=1 (Conf=80.0%), Magnitude=0.83% (Conf=57.2605%)
[2025-11-25T23:57:14.119522] [INFO ] [main      ] Fetching symbol history for DEO...
[2025-11-25T23:57:14.119637] [DEBUG] [REMOTE    ] DEO: Fetching historical data.
[2025-11-25T23:57:14.119726] [INFO ] [main      ] Progress: 315/452 forecasts completed (69.7%). MTN finished in 0.7s. ETA: 22.7s. Rate: 361.97 forecasts/min
[2025-11-25T23:57:14.131085] [DEBUG] [REMOTE    ] DEO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:14.131694] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 4 features, N/A% accuracy
[2025-11-25T23:57:14.131764] [INFO ] [LOCAL     ] DEO: Loaded 4 optimal features with 51.82% confidence from JSON config
[2025-11-25T23:57:14.131870] [DEBUG] [MAG       ] Building data for symbol: DEO with lookback: 0
[2025-11-25T23:57:14.132705] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:14.132787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:14.137748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:14.139832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:14.140349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:14.141552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:14.212206] [DEBUG] [MAG       ] ABEO: Last date is validated at 2025-11-25
[2025-11-25T23:57:14.293422] [DEBUG] [MAG       ] FAF: Last date is validated at 2025-11-25
[2025-11-25T23:57:14.382805] [DEBUG] [MAG       ] ABEO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:14.425439] [DEBUG] [MAG       ] NDMO: Last date is validated at 2025-11-25
[2025-11-25T23:57:14.440803] [INFO ] [LOCAL     ] ABEO: Saved forecast.
[2025-11-25T23:57:14.440999] [INFO ] [main      ] ABEO: Signal=1 (Conf=80.0%), Magnitude=1.75% (Conf=0%)
[2025-11-25T23:57:14.441217] [INFO ] [main      ] Fetching symbol history for TWI...
[2025-11-25T23:57:14.441328] [DEBUG] [REMOTE    ] TWI: Fetching historical data.
[2025-11-25T23:57:14.442726] [INFO ] [main      ] Progress: 316/452 forecasts completed (69.9%). ABEO finished in 0.6s. ETA: 22.6s. Rate: 360.89 forecasts/min
[2025-11-25T23:57:14.453139] [DEBUG] [REMOTE    ] TWI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:14.453806] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 5 features, N/A% accuracy
[2025-11-25T23:57:14.453960] [INFO ] [LOCAL     ] TWI: Loaded 5 optimal features with 50.26% confidence from JSON config
[2025-11-25T23:57:14.454058] [DEBUG] [MAG       ] Building data for symbol: TWI with lookback: 0
[2025-11-25T23:57:14.454899] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:14.455035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:14.456808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:14.457413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:14.457932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:14.458702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:14.463085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:14.464526] [DEBUG] [MAG       ] FAF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:14.488419] [DEBUG] [MAG       ] DEO: Last date is validated at 2025-11-25
[2025-11-25T23:57:14.556560] [INFO ] [LOCAL     ] FAF: Saved forecast.
[2025-11-25T23:57:14.556765] [INFO ] [main      ] FAF: Signal=1 (Conf=80.0%), Magnitude=3.35% (Conf=57.9757%)
[2025-11-25T23:57:14.557174] [INFO ] [main      ] Fetching symbol history for TWO...
[2025-11-25T23:57:14.557300] [DEBUG] [REMOTE    ] TWO: Fetching historical data.
[2025-11-25T23:57:14.557726] [INFO ] [main      ] Progress: 317/452 forecasts completed (70.1%). FAF finished in 0.6s. ETA: 22.4s. Rate: 361.24 forecasts/min
[2025-11-25T23:57:14.571165] [DEBUG] [REMOTE    ] TWO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:14.571895] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 5 features, N/A% accuracy
[2025-11-25T23:57:14.571958] [INFO ] [LOCAL     ] TWO: Loaded 5 optimal features with 61.60% confidence from JSON config
[2025-11-25T23:57:14.571995] [DEBUG] [MAG       ] Building data for symbol: TWO with lookback: 0
[2025-11-25T23:57:14.572802] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:14.572877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:14.577781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:14.580253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:57:14.581083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:14.581830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:57:14.584712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:14.600061] [DEBUG] [MAG       ] NDMO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:14.664984] [INFO ] [LOCAL     ] NDMO: Saved forecast.
[2025-11-25T23:57:14.665078] [INFO ] [main      ] NDMO: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=40.8462%)
[2025-11-25T23:57:14.665270] [INFO ] [main      ] Fetching symbol history for FIS...
[2025-11-25T23:57:14.665324] [DEBUG] [REMOTE    ] FIS: Fetching historical data.
[2025-11-25T23:57:14.666023] [INFO ] [main      ] Progress: 318/452 forecasts completed (70.4%). NDMO finished in 0.7s. ETA: 22.2s. Rate: 361.64 forecasts/min
[2025-11-25T23:57:14.667687] [DEBUG] [MAG       ] DEO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:14.676412] [DEBUG] [REMOTE    ] FIS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:14.677026] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 4 features, N/A% accuracy
[2025-11-25T23:57:14.677144] [INFO ] [LOCAL     ] FIS: Loaded 4 optimal features with 50.30% confidence from JSON config
[2025-11-25T23:57:14.677239] [DEBUG] [MAG       ] Building data for symbol: FIS with lookback: 0
[2025-11-25T23:57:14.678136] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:14.678268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:14.683137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:14.684044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:14.731571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:14.732922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:14.764541] [INFO ] [LOCAL     ] DEO: Saved forecast.
[2025-11-25T23:57:14.764631] [INFO ] [main      ] DEO: Signal=1 (Conf=80.0%), Magnitude=1.84% (Conf=51.8245%)
[2025-11-25T23:57:14.765006] [INFO ] [main      ] Fetching symbol history for SFBS...
[2025-11-25T23:57:14.765197] [DEBUG] [REMOTE    ] SFBS: Fetching historical data.
[2025-11-25T23:57:14.765724] [INFO ] [main      ] Progress: 319/452 forecasts completed (70.6%). DEO finished in 0.6s. ETA: 22.0s. Rate: 362.09 forecasts/min
[2025-11-25T23:57:14.776961] [DEBUG] [REMOTE    ] SFBS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:14.777484] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 6 features, N/A% accuracy
[2025-11-25T23:57:14.777538] [INFO ] [LOCAL     ] SFBS: Loaded 6 optimal features with 40.01% confidence from JSON config
[2025-11-25T23:57:14.777576] [DEBUG] [MAG       ] Building data for symbol: SFBS with lookback: 0
[2025-11-25T23:57:14.778377] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:14.778472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:14.783310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:14.785122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:14.785600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:14.788020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:14.809226] [DEBUG] [MAG       ] TWI: Last date is validated at 2025-11-25
[2025-11-25T23:57:14.900086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:14.901293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:14.924983] [DEBUG] [MAG       ] TWO: Last date is validated at 2025-11-25
[2025-11-25T23:57:14.983902] [DEBUG] [MAG       ] TWI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:15.051496] [INFO ] [LOCAL     ] TWI: Saved forecast.
[2025-11-25T23:57:15.051757] [INFO ] [main      ] TWI: Signal=1 (Conf=80.0%), Magnitude=14.22% (Conf=50.2561%)
[2025-11-25T23:57:15.051975] [INFO ] [main      ] Fetching symbol history for SB...
[2025-11-25T23:57:15.052084] [DEBUG] [REMOTE    ] SB: Fetching historical data.
[2025-11-25T23:57:15.053330] [INFO ] [main      ] Progress: 320/452 forecasts completed (70.8%). TWI finished in 0.6s. ETA: 21.9s. Rate: 361.26 forecasts/min
[2025-11-25T23:57:15.065099] [DEBUG] [REMOTE    ] SB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:15.065544] [DEBUG] [LOCAL     ] Loaded configuration for SB: 4 features, N/A% accuracy
[2025-11-25T23:57:15.065716] [INFO ] [LOCAL     ] SB: Loaded 4 optimal features with 54.07% confidence from JSON config
[2025-11-25T23:57:15.065814] [DEBUG] [MAG       ] Building data for symbol: SB with lookback: 0
[2025-11-25T23:57:15.066622] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:15.066773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:15.072292] [DEBUG] [MAG       ] FIS: Last date is validated at 2025-11-25
[2025-11-25T23:57:15.094346] [DEBUG] [MAG       ] TWO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:15.105766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:15.157178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:15.158491] [INFO ] [LOCAL     ] TWO: Saved forecast.
[2025-11-25T23:57:15.158606] [INFO ] [main      ] TWO: Signal=1 (Conf=80.0%), Magnitude=4.41% (Conf=61.5979%)
[2025-11-25T23:57:15.158979] [INFO ] [main      ] Progress: 321/452 forecasts completed (71.0%). TWO finished in 0.6s. ETA: 21.7s. Rate: 361.67 forecasts/min
[2025-11-25T23:57:15.159128] [INFO ] [main      ] Fetching symbol history for LVS...
[2025-11-25T23:57:15.159189] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-25T23:57:15.159528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:15.160714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:15.170824] [DEBUG] [REMOTE    ] LVS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:15.171483] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 4 features, N/A% accuracy
[2025-11-25T23:57:15.171538] [INFO ] [LOCAL     ] LVS: Loaded 4 optimal features with 52.17% confidence from JSON config
[2025-11-25T23:57:15.171577] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 0
[2025-11-25T23:57:15.172380] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:15.172454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:15.177429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:15.241408] [DEBUG] [MAG       ] FIS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:15.242825] [DEBUG] [MAG       ] SFBS: Last date is validated at 2025-11-25
[2025-11-25T23:57:15.286231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:15.288093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:57:15.289058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:15.358538] [INFO ] [LOCAL     ] FIS: Saved forecast.
[2025-11-25T23:57:15.358628] [INFO ] [main      ] FIS: Signal=1 (Conf=80.0%), Magnitude=1.34% (Conf=50.2973%)
[2025-11-25T23:57:15.358844] [INFO ] [main      ] Fetching symbol history for BGH...
[2025-11-25T23:57:15.358956] [DEBUG] [REMOTE    ] BGH: Fetching historical data.
[2025-11-25T23:57:15.359273] [INFO ] [main      ] Progress: 322/452 forecasts completed (71.2%). FIS finished in 0.7s. ETA: 21.6s. Rate: 361.43 forecasts/min
[2025-11-25T23:57:15.369992] [DEBUG] [REMOTE    ] BGH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:15.370531] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, N/A% accuracy
[2025-11-25T23:57:15.370671] [INFO ] [LOCAL     ] BGH: Loaded 2 optimal features with 51.18% confidence from JSON config
[2025-11-25T23:57:15.370777] [DEBUG] [MAG       ] Building data for symbol: BGH with lookback: 0
[2025-11-25T23:57:15.371619] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:15.371805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:15.411840] [DEBUG] [MAG       ] SFBS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:15.412418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:15.413722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:15.503282] [DEBUG] [MAG       ] SB: Last date is validated at 2025-11-25
[2025-11-25T23:57:15.511393] [INFO ] [LOCAL     ] SFBS: Saved forecast.
[2025-11-25T23:57:15.511485] [INFO ] [main      ] SFBS: Signal=1 (Conf=80.0%), Magnitude=0.47% (Conf=40.0065%)
[2025-11-25T23:57:15.511854] [INFO ] [main      ] Fetching symbol history for FN...
[2025-11-25T23:57:15.511917] [DEBUG] [REMOTE    ] FN: Fetching historical data.
[2025-11-25T23:57:15.512755] [INFO ] [main      ] Progress: 323/452 forecasts completed (71.5%). SFBS finished in 0.7s. ETA: 21.4s. Rate: 361.52 forecasts/min
[2025-11-25T23:57:15.522748] [DEBUG] [REMOTE    ] FN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:15.523874] [DEBUG] [LOCAL     ] Loaded configuration for FN: 9 features, N/A% accuracy
[2025-11-25T23:57:15.523947] [INFO ] [LOCAL     ] FN: Loaded 9 optimal features with 62.27% confidence from JSON config
[2025-11-25T23:57:15.523985] [DEBUG] [MAG       ] Building data for symbol: FN with lookback: 0
[2025-11-25T23:57:15.524789] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:57:15.524870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:15.529797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:15.531578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:15.532102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:15.532564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:15.533000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:15.645943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:15.647304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:15.665593] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-25
[2025-11-25T23:57:15.673680] [DEBUG] [MAG       ] SB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:15.726536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:57:15.730756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:15.732974] [INFO ] [LOCAL     ] SB: Saved forecast.
[2025-11-25T23:57:15.733230] [INFO ] [main      ] SB: Signal=1 (Conf=80.0%), Magnitude=1.45% (Conf=54.0689%)
[2025-11-25T23:57:15.733456] [INFO ] [main      ] Fetching symbol history for JMIA...
[2025-11-25T23:57:15.733566] [DEBUG] [REMOTE    ] JMIA: Fetching historical data.
[2025-11-25T23:57:15.734470] [INFO ] [main      ] Progress: 324/452 forecasts completed (71.7%). SB finished in 0.7s. ETA: 21.3s. Rate: 361.15 forecasts/min
[2025-11-25T23:57:15.745216] [DEBUG] [REMOTE    ] JMIA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:15.746299] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 4 features, N/A% accuracy
[2025-11-25T23:57:15.746371] [INFO ] [LOCAL     ] JMIA: Loaded 4 optimal features with 53.07% confidence from JSON config
[2025-11-25T23:57:15.746475] [DEBUG] [MAG       ] Building data for symbol: JMIA with lookback: 0
[2025-11-25T23:57:15.747320] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:15.747421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:15.752216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:15.753116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:15.753524] [DEBUG] [MAG       ] BGH: Last date is validated at 2025-11-25
[2025-11-25T23:57:15.829211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:15.831229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:15.844683] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:15.922511] [DEBUG] [MAG       ] BGH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:15.939767] [INFO ] [LOCAL     ] LVS: Saved forecast.
[2025-11-25T23:57:15.939892] [INFO ] [main      ] LVS: Signal=1 (Conf=80.0%), Magnitude=0.20% (Conf=52.1725%)
[2025-11-25T23:57:15.940210] [INFO ] [main      ] Fetching symbol history for BCE...
[2025-11-25T23:57:15.940533] [DEBUG] [REMOTE    ] BCE: Fetching historical data.
[2025-11-25T23:57:15.940557] [INFO ] [main      ] Progress: 325/452 forecasts completed (71.9%). LVS finished in 0.8s. ETA: 21.1s. Rate: 360.88 forecasts/min
[2025-11-25T23:57:15.954742] [DEBUG] [REMOTE    ] BCE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:15.955773] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 7 features, N/A% accuracy
[2025-11-25T23:57:15.955844] [INFO ] [LOCAL     ] BCE: Loaded 7 optimal features with 50.03% confidence from JSON config
[2025-11-25T23:57:15.955884] [DEBUG] [MAG       ] Building data for symbol: BCE with lookback: 0
[2025-11-25T23:57:15.956712] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:15.956782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:15.961986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:15.963960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:15.964494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:15.964940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:15.966636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:57:15.967548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:15.979397] [INFO ] [LOCAL     ] BGH: Saved forecast.
[2025-11-25T23:57:15.979489] [INFO ] [main      ] BGH: Signal=1 (Conf=80.0%), Magnitude=1.11% (Conf=51.1837%)
[2025-11-25T23:57:15.979676] [INFO ] [main      ] Fetching symbol history for BRO...
[2025-11-25T23:57:15.979750] [DEBUG] [REMOTE    ] BRO: Fetching historical data.
[2025-11-25T23:57:15.980585] [INFO ] [main      ] Progress: 326/452 forecasts completed (72.1%). BGH finished in 0.6s. ETA: 20.9s. Rate: 361.72 forecasts/min
[2025-11-25T23:57:15.990600] [DEBUG] [REMOTE    ] BRO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:15.991129] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 10 features, N/A% accuracy
[2025-11-25T23:57:15.991264] [INFO ] [LOCAL     ] BRO: Loaded 10 optimal features with 63.64% confidence from JSON config
[2025-11-25T23:57:15.991362] [DEBUG] [MAG       ] Building data for symbol: BRO with lookback: 0
[2025-11-25T23:57:15.992200] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T23:57:15.992336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:15.994103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:15.994702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:15.995167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:15.996022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:15.996942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:16.002402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:16.003902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:16.005884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:16.007144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:57:16.009327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:16.054022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:16.073742] [DEBUG] [MAG       ] FN: Last date is validated at 2025-11-25
[2025-11-25T23:57:16.172303] [DEBUG] [MAG       ] JMIA: Last date is validated at 2025-11-25
[2025-11-25T23:57:16.244459] [DEBUG] [MAG       ] FN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:16.340395] [DEBUG] [MAG       ] JMIA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:16.347536] [DEBUG] [MAG       ] BRO: Last date is validated at 2025-11-25
[2025-11-25T23:57:16.398596] [INFO ] [LOCAL     ] FN: Saved forecast.
[2025-11-25T23:57:16.398896] [INFO ] [main      ] FN: Signal=1 (Conf=80.0%), Magnitude=11.15% (Conf=62.2727%)
[2025-11-25T23:57:16.399300] [INFO ] [main      ] Fetching symbol history for OGN...
[2025-11-25T23:57:16.399416] [DEBUG] [REMOTE    ] OGN: Fetching historical data.
[2025-11-25T23:57:16.399720] [INFO ] [main      ] Progress: 327/452 forecasts completed (72.3%). FN finished in 0.9s. ETA: 20.8s. Rate: 360.04 forecasts/min
[2025-11-25T23:57:16.400365] [DEBUG] [MAG       ] BCE: Last date is validated at 2025-11-25
[2025-11-25T23:57:16.407260] [INFO ] [LOCAL     ] JMIA: Saved forecast.
[2025-11-25T23:57:16.407507] [INFO ] [main      ] JMIA: Signal=1 (Conf=80.0%), Magnitude=4.52% (Conf=53.0717%)
[2025-11-25T23:57:16.407756] [INFO ] [main      ] Fetching symbol history for GFI...
[2025-11-25T23:57:16.407893] [DEBUG] [REMOTE    ] GFI: Fetching historical data.
[2025-11-25T23:57:16.410720] [INFO ] [main      ] Progress: 328/452 forecasts completed (72.6%). JMIA finished in 0.7s. ETA: 20.6s. Rate: 361.07 forecasts/min
[2025-11-25T23:57:16.412807] [DEBUG] [REMOTE    ] OGN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:16.413972] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 7 features, N/A% accuracy
[2025-11-25T23:57:16.414042] [INFO ] [LOCAL     ] OGN: Loaded 7 optimal features with 52.43% confidence from JSON config
[2025-11-25T23:57:16.414110] [DEBUG] [MAG       ] Building data for symbol: OGN with lookback: 0
[2025-11-25T23:57:16.415013] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:16.415217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:16.416261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:16.418196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:57:16.419878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:57:16.420778] [DEBUG] [REMOTE    ] GFI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:16.422519] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 1 features, N/A% accuracy
[2025-11-25T23:57:16.422586] [INFO ] [LOCAL     ] GFI: Loaded 1 optimal features with 44.61% confidence from JSON config
[2025-11-25T23:57:16.422626] [DEBUG] [MAG       ] Building data for symbol: GFI with lookback: 0
[2025-11-25T23:57:16.422865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:57:16.423458] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:57:16.423528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:16.424449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:16.439301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:16.440839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:16.442885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:16.517035] [DEBUG] [MAG       ] BRO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:16.574678] [DEBUG] [MAG       ] BCE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:16.623209] [INFO ] [LOCAL     ] BRO: Saved forecast.
[2025-11-25T23:57:16.623448] [INFO ] [main      ] BRO: Signal=1 (Conf=80.0%), Magnitude=-0.78% (Conf=63.6377%)
[2025-11-25T23:57:16.623686] [INFO ] [main      ] Fetching symbol history for MMD...
[2025-11-25T23:57:16.623798] [DEBUG] [REMOTE    ] MMD: Fetching historical data.
[2025-11-25T23:57:16.625036] [INFO ] [main      ] Progress: 329/452 forecasts completed (72.8%). BRO finished in 0.6s. ETA: 20.5s. Rate: 360.75 forecasts/min
[2025-11-25T23:57:16.634807] [DEBUG] [REMOTE    ] MMD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:16.635760] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 1 features, N/A% accuracy
[2025-11-25T23:57:16.635888] [INFO ] [LOCAL     ] MMD: Loaded 1 optimal features with 60.94% confidence from JSON config
[2025-11-25T23:57:16.635986] [DEBUG] [MAG       ] Building data for symbol: MMD with lookback: 0
[2025-11-25T23:57:16.636824] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:57:16.636952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:16.639405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:16.648779] [INFO ] [LOCAL     ] BCE: Saved forecast.
[2025-11-25T23:57:16.649025] [INFO ] [main      ] BCE: Signal=1 (Conf=80.0%), Magnitude=0.17% (Conf=50.0302%)
[2025-11-25T23:57:16.649430] [INFO ] [main      ] Progress: 330/452 forecasts completed (73.0%). BCE finished in 0.7s. ETA: 20.2s. Rate: 361.69 forecasts/min
[2025-11-25T23:57:16.649625] [INFO ] [main      ] Fetching symbol history for ETB...
[2025-11-25T23:57:16.649751] [DEBUG] [REMOTE    ] ETB: Fetching historical data.
[2025-11-25T23:57:16.662965] [DEBUG] [REMOTE    ] ETB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:16.663618] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 1 features, N/A% accuracy
[2025-11-25T23:57:16.663755] [INFO ] [LOCAL     ] ETB: Loaded 1 optimal features with 48.48% confidence from JSON config
[2025-11-25T23:57:16.663855] [DEBUG] [MAG       ] Building data for symbol: ETB with lookback: 0
[2025-11-25T23:57:16.664738] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:57:16.664875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:16.665709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:16.771035] [DEBUG] [MAG       ] GFI: Last date is validated at 2025-11-25
[2025-11-25T23:57:16.792391] [DEBUG] [MAG       ] OGN: Last date is validated at 2025-11-25
[2025-11-25T23:57:16.940327] [DEBUG] [MAG       ] GFI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:16.968815] [DEBUG] [MAG       ] OGN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:16.975687] [DEBUG] [MAG       ] MMD: Last date is validated at 2025-11-25
[2025-11-25T23:57:17.009931] [DEBUG] [MAG       ] ETB: Last date is validated at 2025-11-25
[2025-11-25T23:57:17.024239] [INFO ] [LOCAL     ] GFI: Saved forecast.
[2025-11-25T23:57:17.024458] [INFO ] [main      ] GFI: Signal=1 (Conf=80.0%), Magnitude=-1.70% (Conf=44.6077%)
[2025-11-25T23:57:17.024693] [INFO ] [main      ] Fetching symbol history for FPI...
[2025-11-25T23:57:17.024809] [DEBUG] [REMOTE    ] FPI: Fetching historical data.
[2025-11-25T23:57:17.025786] [INFO ] [main      ] Progress: 331/452 forecasts completed (73.2%). GFI finished in 0.6s. ETA: 20.1s. Rate: 360.30 forecasts/min
[2025-11-25T23:57:17.036160] [DEBUG] [REMOTE    ] FPI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:17.036716] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 3 features, N/A% accuracy
[2025-11-25T23:57:17.036834] [INFO ] [LOCAL     ] FPI: Loaded 3 optimal features with 56.29% confidence from JSON config
[2025-11-25T23:57:17.036929] [DEBUG] [MAG       ] Building data for symbol: FPI with lookback: 0
[2025-11-25T23:57:17.037796] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:17.037926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:17.042784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:17.044115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:17.045997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:17.047300] [INFO ] [LOCAL     ] OGN: Saved forecast.
[2025-11-25T23:57:17.047537] [INFO ] [main      ] OGN: Signal=1 (Conf=80.0%), Magnitude=2.35% (Conf=52.4297%)
[2025-11-25T23:57:17.047776] [INFO ] [main      ] Fetching symbol history for SGHC...
[2025-11-25T23:57:17.048032] [DEBUG] [REMOTE    ] SGHC: Fetching historical data.
[2025-11-25T23:57:17.049714] [INFO ] [main      ] Progress: 332/452 forecasts completed (73.5%). OGN finished in 0.6s. ETA: 19.9s. Rate: 361.24 forecasts/min
[2025-11-25T23:57:17.059539] [DEBUG] [REMOTE    ] SGHC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:17.060602] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 6 features, N/A% accuracy
[2025-11-25T23:57:17.060740] [INFO ] [LOCAL     ] SGHC: Loaded 6 optimal features with 54.31% confidence from JSON config
[2025-11-25T23:57:17.060839] [DEBUG] [MAG       ] Building data for symbol: SGHC with lookback: 0
[2025-11-25T23:57:17.061664] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:17.061793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:17.066866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:17.068886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:17.069450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:17.069961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:17.072503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:17.074226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:17.147951] [DEBUG] [MAG       ] MMD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:17.191671] [DEBUG] [MAG       ] ETB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:17.203244] [INFO ] [LOCAL     ] MMD: Saved forecast.
[2025-11-25T23:57:17.203499] [INFO ] [main      ] MMD: Signal=1 (Conf=80.0%), Magnitude=0.09% (Conf=60.9428%)
[2025-11-25T23:57:17.203741] [INFO ] [main      ] Fetching symbol history for RFI...
[2025-11-25T23:57:17.203860] [DEBUG] [REMOTE    ] RFI: Fetching historical data.
[2025-11-25T23:57:17.204731] [INFO ] [main      ] Progress: 333/452 forecasts completed (73.7%). MMD finished in 0.6s. ETA: 19.8s. Rate: 361.31 forecasts/min
[2025-11-25T23:57:17.215084] [DEBUG] [REMOTE    ] RFI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:17.216174] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 6 features, N/A% accuracy
[2025-11-25T23:57:17.216243] [INFO ] [LOCAL     ] RFI: Loaded 6 optimal features with 44.29% confidence from JSON config
[2025-11-25T23:57:17.216283] [DEBUG] [MAG       ] Building data for symbol: RFI with lookback: 0
[2025-11-25T23:57:17.217114] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:17.217226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:17.222220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:17.224210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:17.224724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:17.225210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:17.225616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:57:17.226407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:17.247164] [INFO ] [LOCAL     ] ETB: Saved forecast.
[2025-11-25T23:57:17.247257] [INFO ] [main      ] ETB: Signal=1 (Conf=80.0%), Magnitude=0.35% (Conf=48.4816%)
[2025-11-25T23:57:17.247672] [INFO ] [main      ] Fetching symbol history for SOJD...
[2025-11-25T23:57:17.247738] [DEBUG] [REMOTE    ] SOJD: Fetching historical data.
[2025-11-25T23:57:17.247707] [INFO ] [main      ] Progress: 334/452 forecasts completed (73.9%). ETB finished in 0.6s. ETA: 19.6s. Rate: 362.11 forecasts/min
[2025-11-25T23:57:17.261099] [DEBUG] [REMOTE    ] SOJD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:17.262777] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, N/A% accuracy
[2025-11-25T23:57:17.262930] [INFO ] [LOCAL     ] SOJD: Loaded 4 optimal features with 49.77% confidence from JSON config
[2025-11-25T23:57:17.263035] [DEBUG] [MAG       ] Building data for symbol: SOJD with lookback: 0
[2025-11-25T23:57:17.264754] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:17.264891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:17.267453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:57:17.268577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:17.271091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:57:17.277046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:17.387200] [DEBUG] [MAG       ] FPI: Last date is validated at 2025-11-25
[2025-11-25T23:57:17.436037] [DEBUG] [MAG       ] SGHC: Last date is validated at 2025-11-25
[2025-11-25T23:57:17.560724] [DEBUG] [MAG       ] FPI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:17.576025] [DEBUG] [MAG       ] RFI: Last date is validated at 2025-11-25
[2025-11-25T23:57:17.616247] [DEBUG] [MAG       ] SOJD: Last date is validated at 2025-11-25
[2025-11-25T23:57:17.619129] [DEBUG] [MAG       ] SGHC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:17.619908] [INFO ] [LOCAL     ] FPI: Saved forecast.
[2025-11-25T23:57:17.620144] [INFO ] [main      ] FPI: Signal=1 (Conf=80.0%), Magnitude=1.31% (Conf=56.2921%)
[2025-11-25T23:57:17.620686] [INFO ] [main      ] Progress: 335/452 forecasts completed (74.1%). FPI finished in 0.6s. ETA: 19.5s. Rate: 360.76 forecasts/min
[2025-11-25T23:57:17.620563] [INFO ] [main      ] Fetching symbol history for ABCB...
[2025-11-25T23:57:17.620875] [DEBUG] [REMOTE    ] ABCB: Fetching historical data.
[2025-11-25T23:57:17.632295] [DEBUG] [REMOTE    ] ABCB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:17.633620] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 9 features, N/A% accuracy
[2025-11-25T23:57:17.633715] [INFO ] [LOCAL     ] ABCB: Loaded 9 optimal features with 58.83% confidence from JSON config
[2025-11-25T23:57:17.633771] [DEBUG] [MAG       ] Building data for symbol: ABCB with lookback: 0
[2025-11-25T23:57:17.634681] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:57:17.634765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:17.636552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:17.637183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:17.637898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:17.638391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:17.640220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:57:17.641016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:17.641860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:57:17.644286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:17.646239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:17.692066] [INFO ] [LOCAL     ] SGHC: Saved forecast.
[2025-11-25T23:57:17.692162] [INFO ] [main      ] SGHC: Signal=1 (Conf=80.0%), Magnitude=2.86% (Conf=54.3125%)
[2025-11-25T23:57:17.692534] [INFO ] [main      ] Fetching symbol history for AEM...
[2025-11-25T23:57:17.692592] [DEBUG] [REMOTE    ] AEM: Fetching historical data.
[2025-11-25T23:57:17.692786] [INFO ] [main      ] Progress: 336/452 forecasts completed (74.3%). SGHC finished in 0.6s. ETA: 19.3s. Rate: 361.37 forecasts/min
[2025-11-25T23:57:17.703564] [DEBUG] [REMOTE    ] AEM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:17.704290] [DEBUG] [LOCAL     ] No configuration file found for AEM
[2025-11-25T23:57:17.704366] [DEBUG] [MAG       ] Building data for symbol: AEM with lookback: 0
[2025-11-25T23:57:17.705265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:57:17.778464] [DEBUG] [MAG       ] RFI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:17.783811] [DEBUG] [MAG       ] SOJD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:17.844676] [INFO ] [LOCAL     ] RFI: Saved forecast.
[2025-11-25T23:57:17.844911] [INFO ] [main      ] RFI: Signal=1 (Conf=80.0%), Magnitude=-0.05% (Conf=44.2902%)
[2025-11-25T23:57:17.845136] [INFO ] [main      ] Fetching symbol history for EBF...
[2025-11-25T23:57:17.845249] [DEBUG] [REMOTE    ] EBF: Fetching historical data.
[2025-11-25T23:57:17.846726] [INFO ] [main      ] Progress: 337/452 forecasts completed (74.6%). RFI finished in 0.6s. ETA: 19.1s. Rate: 361.45 forecasts/min
[2025-11-25T23:57:17.848570] [INFO ] [LOCAL     ] SOJD: Saved forecast.
[2025-11-25T23:57:17.848656] [INFO ] [main      ] SOJD: Signal=1 (Conf=80.0%), Magnitude=0.46% (Conf=49.7675%)
[2025-11-25T23:57:17.849002] [INFO ] [main      ] Progress: 338/452 forecasts completed (74.8%). SOJD finished in 0.6s. ETA: 18.9s. Rate: 362.51 forecasts/min
[2025-11-25T23:57:17.849132] [INFO ] [main      ] Fetching symbol history for DAO...
[2025-11-25T23:57:17.849192] [DEBUG] [REMOTE    ] DAO: Fetching historical data.
[2025-11-25T23:57:17.857670] [DEBUG] [REMOTE    ] EBF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:17.858862] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 8 features, N/A% accuracy
[2025-11-25T23:57:17.858989] [INFO ] [LOCAL     ] EBF: Loaded 8 optimal features with 63.98% confidence from JSON config
[2025-11-25T23:57:17.859090] [DEBUG] [MAG       ] Building data for symbol: EBF with lookback: 0
[2025-11-25T23:57:17.859993] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:57:17.860129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:17.861979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:17.861854] [DEBUG] [REMOTE    ] DAO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:17.862584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:17.862749] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 2 features, N/A% accuracy
[2025-11-25T23:57:17.862825] [INFO ] [LOCAL     ] DAO: Loaded 2 optimal features with 62.76% confidence from JSON config
[2025-11-25T23:57:17.862926] [DEBUG] [MAG       ] Building data for symbol: DAO with lookback: 0
[2025-11-25T23:57:17.863093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:17.863818] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:17.863893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:17.865818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:17.866268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:17.866393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:17.867799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:57:17.869995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:17.871812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:17.912602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:17.985375] [DEBUG] [MAG       ] ABCB: Last date is validated at 2025-11-25
[2025-11-25T23:57:18.055411] [DEBUG] [MAG       ] AEM: Last date is validated at 2025-11-25
[2025-11-25T23:57:18.154914] [DEBUG] [MAG       ] ABCB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:18.212434] [DEBUG] [MAG       ] EBF: Last date is validated at 2025-11-25
[2025-11-25T23:57:18.234516] [DEBUG] [MAG       ] AEM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:18.246722] [INFO ] [LOCAL     ] ABCB: Saved forecast.
[2025-11-25T23:57:18.246970] [INFO ] [main      ] ABCB: Signal=1 (Conf=80.0%), Magnitude=1.79% (Conf=58.8348%)
[2025-11-25T23:57:18.247426] [INFO ] [main      ] Fetching symbol history for VKQ...
[2025-11-25T23:57:18.247554] [DEBUG] [REMOTE    ] VKQ: Fetching historical data.
[2025-11-25T23:57:18.249178] [INFO ] [main      ] Progress: 339/452 forecasts completed (75.0%). ABCB finished in 0.6s. ETA: 18.8s. Rate: 361.00 forecasts/min
[2025-11-25T23:57:18.250851] [DEBUG] [MAG       ] DAO: Last date is validated at 2025-11-25
[2025-11-25T23:57:18.259199] [DEBUG] [REMOTE    ] VKQ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:18.260191] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 4 features, N/A% accuracy
[2025-11-25T23:57:18.260330] [INFO ] [LOCAL     ] VKQ: Loaded 4 optimal features with 56.71% confidence from JSON config
[2025-11-25T23:57:18.260447] [DEBUG] [MAG       ] Building data for symbol: VKQ with lookback: 0
[2025-11-25T23:57:18.261331] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:18.261473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:18.262478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:18.265111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:18.354143] [INFO ] [LOCAL     ] AEM: Saved forecast.
[2025-11-25T23:57:18.354402] [INFO ] [main      ] AEM: Signal=1 (Conf=80.0%), Magnitude=0.04% (Conf=0%)
[2025-11-25T23:57:18.354666] [INFO ] [main      ] Fetching symbol history for CBL...
[2025-11-25T23:57:18.354969] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-11-25T23:57:18.356741] [INFO ] [main      ] Progress: 340/452 forecasts completed (75.2%). AEM finished in 0.7s. ETA: 18.6s. Rate: 361.37 forecasts/min
[2025-11-25T23:57:18.366890] [DEBUG] [REMOTE    ] CBL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:18.367755] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, N/A% accuracy
[2025-11-25T23:57:18.367875] [INFO ] [LOCAL     ] CBL: Loaded 3 optimal features with 62.93% confidence from JSON config
[2025-11-25T23:57:18.367977] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 0
[2025-11-25T23:57:18.368860] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:18.368990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:18.370006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:57:18.370924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:18.372212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:18.377634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:18.382854] [DEBUG] [MAG       ] EBF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:18.418661] [DEBUG] [MAG       ] DAO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:18.428307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:18.452735] [INFO ] [LOCAL     ] EBF: Saved forecast.
[2025-11-25T23:57:18.452833] [INFO ] [main      ] EBF: Signal=1 (Conf=80.0%), Magnitude=3.21% (Conf=63.9751%)
[2025-11-25T23:57:18.453005] [INFO ] [main      ] Fetching symbol history for CRM...
[2025-11-25T23:57:18.453058] [DEBUG] [REMOTE    ] CRM: Fetching historical data.
[2025-11-25T23:57:18.454035] [INFO ] [main      ] Progress: 341/452 forecasts completed (75.4%). EBF finished in 0.6s. ETA: 18.4s. Rate: 361.81 forecasts/min
[2025-11-25T23:57:18.465353] [DEBUG] [REMOTE    ] CRM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:18.466352] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 5 features, N/A% accuracy
[2025-11-25T23:57:18.466420] [INFO ] [LOCAL     ] CRM: Loaded 5 optimal features with 46.99% confidence from JSON config
[2025-11-25T23:57:18.466461] [DEBUG] [MAG       ] Building data for symbol: CRM with lookback: 0
[2025-11-25T23:57:18.467268] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:18.467345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:18.469168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:18.469718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:18.472556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:18.473766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:18.474835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:18.483015] [INFO ] [LOCAL     ] DAO: Saved forecast.
[2025-11-25T23:57:18.483105] [INFO ] [main      ] DAO: Signal=1 (Conf=80.0%), Magnitude=-0.28% (Conf=62.7598%)
[2025-11-25T23:57:18.483444] [INFO ] [main      ] Fetching symbol history for MSM...
[2025-11-25T23:57:18.483501] [DEBUG] [REMOTE    ] MSM: Fetching historical data.
[2025-11-25T23:57:18.483756] [INFO ] [main      ] Progress: 342/452 forecasts completed (75.7%). DAO finished in 0.6s. ETA: 18.2s. Rate: 362.68 forecasts/min
[2025-11-25T23:57:18.496698] [DEBUG] [REMOTE    ] MSM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:18.497155] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 5 features, N/A% accuracy
[2025-11-25T23:57:18.497208] [INFO ] [LOCAL     ] MSM: Loaded 5 optimal features with 61.32% confidence from JSON config
[2025-11-25T23:57:18.497246] [DEBUG] [MAG       ] Building data for symbol: MSM with lookback: 0
[2025-11-25T23:57:18.498076] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:18.498151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:18.499893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:18.500419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:18.500864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:18.503251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:18.504262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:18.718336] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-11-25
[2025-11-25T23:57:18.767882] [DEBUG] [MAG       ] VKQ: Last date is validated at 2025-11-25
[2025-11-25T23:57:18.820352] [DEBUG] [MAG       ] CRM: Last date is validated at 2025-11-25
[2025-11-25T23:57:18.841437] [DEBUG] [MAG       ] MSM: Last date is validated at 2025-11-25
[2025-11-25T23:57:18.890414] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:18.940070] [DEBUG] [MAG       ] VKQ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:18.961780] [INFO ] [LOCAL     ] CBL: Saved forecast.
[2025-11-25T23:57:18.961997] [INFO ] [main      ] CBL: Signal=1 (Conf=80.0%), Magnitude=-0.15% (Conf=62.9331%)
[2025-11-25T23:57:18.962486] [INFO ] [main      ] Progress: 343/452 forecasts completed (75.9%). CBL finished in 0.6s. ETA: 18.1s. Rate: 360.69 forecasts/min
[2025-11-25T23:57:18.962695] [INFO ] [main      ] Fetching symbol history for UHAL...
[2025-11-25T23:57:18.962804] [DEBUG] [REMOTE    ] UHAL: Fetching historical data.
[2025-11-25T23:57:18.973496] [DEBUG] [REMOTE    ] UHAL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:18.974503] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 3 features, N/A% accuracy
[2025-11-25T23:57:18.974624] [INFO ] [LOCAL     ] UHAL: Loaded 3 optimal features with 54.06% confidence from JSON config
[2025-11-25T23:57:18.974771] [DEBUG] [MAG       ] Building data for symbol: UHAL with lookback: 0
[2025-11-25T23:57:18.975600] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:18.975748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:18.976534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:57:18.977462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:57:18.979214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:18.997888] [DEBUG] [MAG       ] CRM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:18.998212] [INFO ] [LOCAL     ] VKQ: Saved forecast.
[2025-11-25T23:57:18.998401] [INFO ] [main      ] VKQ: Signal=1 (Conf=80.0%), Magnitude=0.42% (Conf=56.7137%)
[2025-11-25T23:57:18.998606] [INFO ] [main      ] Fetching symbol history for HRB...
[2025-11-25T23:57:18.998717] [DEBUG] [REMOTE    ] HRB: Fetching historical data.
[2025-11-25T23:57:18.999880] [INFO ] [main      ] Progress: 344/452 forecasts completed (76.1%). VKQ finished in 0.8s. ETA: 17.9s. Rate: 361.51 forecasts/min
[2025-11-25T23:57:19.011411] [DEBUG] [REMOTE    ] HRB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:19.012491] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 9 features, N/A% accuracy
[2025-11-25T23:57:19.012592] [INFO ] [LOCAL     ] HRB: Loaded 9 optimal features with 58.31% confidence from JSON config
[2025-11-25T23:57:19.012691] [DEBUG] [MAG       ] Building data for symbol: HRB with lookback: 0
[2025-11-25T23:57:19.013524] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:57:19.013638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:19.016163] [DEBUG] [MAG       ] MSM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:19.018469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:19.019509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:19.110986] [INFO ] [LOCAL     ] MSM: Saved forecast.
[2025-11-25T23:57:19.111198] [INFO ] [main      ] MSM: Signal=1 (Conf=80.0%), Magnitude=0.43% (Conf=61.3249%)
[2025-11-25T23:57:19.111420] [INFO ] [main      ] Fetching symbol history for VYX...
[2025-11-25T23:57:19.111529] [DEBUG] [REMOTE    ] VYX: Fetching historical data.
[2025-11-25T23:57:19.112024] [INFO ] [main      ] Progress: 345/452 forecasts completed (76.3%). MSM finished in 0.6s. ETA: 17.7s. Rate: 361.85 forecasts/min
[2025-11-25T23:57:19.125165] [DEBUG] [REMOTE    ] VYX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:19.126163] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 5 features, N/A% accuracy
[2025-11-25T23:57:19.126262] [INFO ] [LOCAL     ] VYX: Loaded 5 optimal features with 52.64% confidence from JSON config
[2025-11-25T23:57:19.126338] [DEBUG] [MAG       ] Building data for symbol: VYX with lookback: 0
[2025-11-25T23:57:19.127166] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:19.127277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:19.129074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:19.129622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:19.130092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:19.131816] [INFO ] [LOCAL     ] CRM: Saved forecast.
[2025-11-25T23:57:19.131991] [INFO ] [main      ] CRM: Signal=1 (Conf=80.0%), Magnitude=1.14% (Conf=46.9857%)
[2025-11-25T23:57:19.132206] [INFO ] [main      ] Fetching symbol history for BA...
[2025-11-25T23:57:19.132302] [DEBUG] [REMOTE    ] BA: Fetching historical data.
[2025-11-25T23:57:19.132289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:19.134282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:19.133965] [INFO ] [main      ] Progress: 346/452 forecasts completed (76.5%). CRM finished in 0.7s. ETA: 17.5s. Rate: 362.76 forecasts/min
[2025-11-25T23:57:19.143976] [DEBUG] [REMOTE    ] BA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:19.144374] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, N/A% accuracy
[2025-11-25T23:57:19.144428] [INFO ] [LOCAL     ] BA: Loaded 1 optimal features with 47.49% confidence from JSON config
[2025-11-25T23:57:19.144467] [DEBUG] [MAG       ] Building data for symbol: BA with lookback: 0
[2025-11-25T23:57:19.145274] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:57:19.145347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:57:19.146363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:19.172971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:19.174917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:57:19.176336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:57:19.180352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:57:19.181557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:19.240383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:57:19.257985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:19.319177] [DEBUG] [MAG       ] UHAL: Last date is validated at 2025-11-25
[2025-11-25T23:57:19.491967] [DEBUG] [MAG       ] BA: Last date is validated at 2025-11-25
[2025-11-25T23:57:19.492565] [DEBUG] [MAG       ] UHAL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:19.528135] [DEBUG] [MAG       ] HRB: Last date is validated at 2025-11-25
[2025-11-25T23:57:19.571883] [INFO ] [LOCAL     ] UHAL: Saved forecast.
[2025-11-25T23:57:19.572122] [INFO ] [main      ] UHAL: Signal=1 (Conf=80.0%), Magnitude=-0.11% (Conf=54.0618%)
[2025-11-25T23:57:19.572348] [INFO ] [main      ] Fetching symbol history for CBRE...
[2025-11-25T23:57:19.572676] [DEBUG] [REMOTE    ] CBRE: Fetching historical data.
[2025-11-25T23:57:19.572838] [INFO ] [main      ] Progress: 347/452 forecasts completed (76.8%). UHAL finished in 0.6s. ETA: 17.4s. Rate: 361.04 forecasts/min
[2025-11-25T23:57:19.583790] [DEBUG] [REMOTE    ] CBRE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:19.584255] [DEBUG] [LOCAL     ] No configuration file found for CBRE
[2025-11-25T23:57:19.584377] [DEBUG] [MAG       ] Building data for symbol: CBRE with lookback: 0
[2025-11-25T23:57:19.585315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:57:19.597083] [DEBUG] [MAG       ] VYX: Last date is validated at 2025-11-25
[2025-11-25T23:57:19.666552] [DEBUG] [MAG       ] BA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:19.698760] [DEBUG] [MAG       ] HRB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:19.766254] [DEBUG] [MAG       ] VYX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:19.781534] [INFO ] [LOCAL     ] BA: Saved forecast.
[2025-11-25T23:57:19.781813] [INFO ] [main      ] BA: Signal=1 (Conf=80.0%), Magnitude=4.24% (Conf=47.4883%)
[2025-11-25T23:57:19.782098] [INFO ] [main      ] Fetching symbol history for PSF...
[2025-11-25T23:57:19.782229] [DEBUG] [REMOTE    ] PSF: Fetching historical data.
[2025-11-25T23:57:19.783217] [INFO ] [main      ] Progress: 348/452 forecasts completed (77.0%). BA finished in 0.6s. ETA: 17.3s. Rate: 360.76 forecasts/min
[2025-11-25T23:57:19.790730] [INFO ] [LOCAL     ] HRB: Saved forecast.
[2025-11-25T23:57:19.790981] [INFO ] [main      ] HRB: Signal=1 (Conf=80.0%), Magnitude=2.06% (Conf=58.3139%)
[2025-11-25T23:57:19.791205] [INFO ] [main      ] Fetching symbol history for SNX...
[2025-11-25T23:57:19.791316] [DEBUG] [REMOTE    ] SNX: Fetching historical data.
[2025-11-25T23:57:19.791741] [INFO ] [main      ] Progress: 349/452 forecasts completed (77.2%). HRB finished in 0.8s. ETA: 17.1s. Rate: 361.75 forecasts/min
[2025-11-25T23:57:19.794783] [DEBUG] [REMOTE    ] PSF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:19.795326] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 4 features, N/A% accuracy
[2025-11-25T23:57:19.795445] [INFO ] [LOCAL     ] PSF: Loaded 4 optimal features with 61.99% confidence from JSON config
[2025-11-25T23:57:19.795544] [DEBUG] [MAG       ] Building data for symbol: PSF with lookback: 0
[2025-11-25T23:57:19.796376] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:19.796510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:19.797522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:19.798956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:19.801802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:19.803086] [DEBUG] [REMOTE    ] SNX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:19.803086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:19.803558] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, N/A% accuracy
[2025-11-25T23:57:19.803632] [INFO ] [LOCAL     ] SNX: Loaded 3 optimal features with 50.74% confidence from JSON config
[2025-11-25T23:57:19.803703] [DEBUG] [MAG       ] Building data for symbol: SNX with lookback: 0
[2025-11-25T23:57:19.804475] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:19.804556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:19.809559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:19.835285] [INFO ] [LOCAL     ] VYX: Saved forecast.
[2025-11-25T23:57:19.835487] [INFO ] [main      ] VYX: Signal=1 (Conf=80.0%), Magnitude=2.68% (Conf=52.6362%)
[2025-11-25T23:57:19.835928] [INFO ] [main      ] Fetching symbol history for AZZ...
[2025-11-25T23:57:19.836046] [DEBUG] [REMOTE    ] AZZ: Fetching historical data.
[2025-11-25T23:57:19.836481] [INFO ] [main      ] Progress: 350/452 forecasts completed (77.4%). VYX finished in 0.7s. ETA: 16.9s. Rate: 362.50 forecasts/min
[2025-11-25T23:57:19.850087] [DEBUG] [REMOTE    ] AZZ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:19.851034] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 5 features, N/A% accuracy
[2025-11-25T23:57:19.851103] [INFO ] [LOCAL     ] AZZ: Loaded 5 optimal features with 49.16% confidence from JSON config
[2025-11-25T23:57:19.851158] [DEBUG] [MAG       ] Building data for symbol: AZZ with lookback: 0
[2025-11-25T23:57:19.851950] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:19.852019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:19.856885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:19.859398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:19.860395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:57:19.860893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T23:57:19.861064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:19.861920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:19.862204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:19.928287] [DEBUG] [MAG       ] CBRE: Last date is validated at 2025-11-25
[2025-11-25T23:57:20.099118] [DEBUG] [MAG       ] CBRE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:20.142191] [DEBUG] [MAG       ] PSF: Last date is validated at 2025-11-25
[2025-11-25T23:57:20.199026] [DEBUG] [MAG       ] AZZ: Last date is validated at 2025-11-25
[2025-11-25T23:57:20.205226] [INFO ] [LOCAL     ] CBRE: Saved forecast.
[2025-11-25T23:57:20.205464] [INFO ] [main      ] CBRE: Signal=1 (Conf=80.0%), Magnitude=2.47% (Conf=0%)
[2025-11-25T23:57:20.205698] [INFO ] [main      ] Fetching symbol history for AIG...
[2025-11-25T23:57:20.205990] [DEBUG] [REMOTE    ] AIG: Fetching historical data.
[2025-11-25T23:57:20.207722] [INFO ] [main      ] Progress: 351/452 forecasts completed (77.7%). CBRE finished in 0.6s. ETA: 16.8s. Rate: 361.22 forecasts/min
[2025-11-25T23:57:20.214884] [DEBUG] [MAG       ] SNX: Last date is validated at 2025-11-25
[2025-11-25T23:57:20.217514] [DEBUG] [REMOTE    ] AIG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:20.218131] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 10 features, N/A% accuracy
[2025-11-25T23:57:20.218299] [INFO ] [LOCAL     ] AIG: Loaded 10 optimal features with 58.64% confidence from JSON config
[2025-11-25T23:57:20.218401] [DEBUG] [MAG       ] Building data for symbol: AIG with lookback: 0
[2025-11-25T23:57:20.219338] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T23:57:20.219485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:20.222038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:20.223178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:20.302044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:20.306679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:20.307953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:57:20.310170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:20.311965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:20.312570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:20.313814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:57:20.315937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:20.318115] [DEBUG] [MAG       ] PSF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:20.368310] [DEBUG] [MAG       ] AZZ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:20.377672] [INFO ] [LOCAL     ] PSF: Saved forecast.
[2025-11-25T23:57:20.377906] [INFO ] [main      ] PSF: Signal=1 (Conf=80.0%), Magnitude=0.91% (Conf=61.9887%)
[2025-11-25T23:57:20.378143] [INFO ] [main      ] Fetching symbol history for DINO...
[2025-11-25T23:57:20.378257] [DEBUG] [REMOTE    ] DINO: Fetching historical data.
[2025-11-25T23:57:20.379077] [INFO ] [main      ] Progress: 352/452 forecasts completed (77.9%). PSF finished in 0.6s. ETA: 16.6s. Rate: 361.19 forecasts/min
[2025-11-25T23:57:20.389503] [DEBUG] [REMOTE    ] DINO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:20.390188] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 7 features, N/A% accuracy
[2025-11-25T23:57:20.390309] [INFO ] [LOCAL     ] DINO: Loaded 7 optimal features with 58.97% confidence from JSON config
[2025-11-25T23:57:20.390406] [DEBUG] [MAG       ] Building data for symbol: DINO with lookback: 0
[2025-11-25T23:57:20.391267] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:20.391398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:20.395549] [DEBUG] [MAG       ] SNX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:20.396346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:20.398219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:20.398791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:20.399309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:20.399808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:20.401478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:57:20.404191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:20.468400] [INFO ] [LOCAL     ] AZZ: Saved forecast.
[2025-11-25T23:57:20.468490] [INFO ] [main      ] AZZ: Signal=1 (Conf=80.0%), Magnitude=1.37% (Conf=49.1595%)
[2025-11-25T23:57:20.468848] [INFO ] [main      ] Fetching symbol history for MPA...
[2025-11-25T23:57:20.469024] [DEBUG] [REMOTE    ] MPA: Fetching historical data.
[2025-11-25T23:57:20.469722] [INFO ] [main      ] Progress: 353/452 forecasts completed (78.1%). AZZ finished in 0.6s. ETA: 16.4s. Rate: 361.66 forecasts/min
[2025-11-25T23:57:20.481551] [DEBUG] [REMOTE    ] MPA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:20.482210] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 0 features, N/A% accuracy
[2025-11-25T23:57:20.482329] [INFO ] [LOCAL     ] MPA: Loaded 0 optimal features with 51.43% confidence from JSON config
[2025-11-25T23:57:20.482425] [DEBUG] [MAG       ] Building data for symbol: MPA with lookback: 0
[2025-11-25T23:57:20.483271] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T23:57:20.507577] [INFO ] [LOCAL     ] SNX: Saved forecast.
[2025-11-25T23:57:20.507832] [INFO ] [main      ] SNX: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=50.7378%)
[2025-11-25T23:57:20.508087] [INFO ] [main      ] Fetching symbol history for ALK...
[2025-11-25T23:57:20.508198] [DEBUG] [REMOTE    ] ALK: Fetching historical data.
[2025-11-25T23:57:20.509705] [INFO ] [main      ] Progress: 354/452 forecasts completed (78.3%). SNX finished in 0.7s. ETA: 16.2s. Rate: 362.43 forecasts/min
[2025-11-25T23:57:20.520562] [DEBUG] [REMOTE    ] ALK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:20.521621] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 4 features, N/A% accuracy
[2025-11-25T23:57:20.521799] [INFO ] [LOCAL     ] ALK: Loaded 4 optimal features with 52.02% confidence from JSON config
[2025-11-25T23:57:20.521898] [DEBUG] [MAG       ] Building data for symbol: ALK with lookback: 0
[2025-11-25T23:57:20.522762] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:20.522890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:20.524659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:20.525238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:20.525733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:57:20.526973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:20.681571] [DEBUG] [MAG       ] AIG: Last date is validated at 2025-11-25
[2025-11-25T23:57:20.743476] [DEBUG] [MAG       ] DINO: Last date is validated at 2025-11-25
[2025-11-25T23:57:20.821137] [DEBUG] [MAG       ] MPA: Last date is validated at 2025-11-25
[2025-11-25T23:57:20.853796] [DEBUG] [MAG       ] AIG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:20.867092] [DEBUG] [MAG       ] ALK: Last date is validated at 2025-11-25
[2025-11-25T23:57:20.917033] [DEBUG] [MAG       ] DINO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:20.947120] [INFO ] [LOCAL     ] AIG: Saved forecast.
[2025-11-25T23:57:20.947379] [INFO ] [main      ] AIG: Signal=1 (Conf=80.0%), Magnitude=1.65% (Conf=58.6358%)
[2025-11-25T23:57:20.947805] [INFO ] [main      ] Fetching symbol history for GDDY...
[2025-11-25T23:57:20.947830] [INFO ] [main      ] Progress: 355/452 forecasts completed (78.5%). AIG finished in 0.7s. ETA: 16.1s. Rate: 360.76 forecasts/min
[2025-11-25T23:57:20.947968] [DEBUG] [REMOTE    ] GDDY: Fetching historical data.
[2025-11-25T23:57:20.960077] [DEBUG] [REMOTE    ] GDDY: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:20.961067] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 5 features, N/A% accuracy
[2025-11-25T23:57:20.961136] [INFO ] [LOCAL     ] GDDY: Loaded 5 optimal features with 58.09% confidence from JSON config
[2025-11-25T23:57:20.961203] [DEBUG] [MAG       ] Building data for symbol: GDDY with lookback: 0
[2025-11-25T23:57:20.962009] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:20.962098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:20.963826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:20.964347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:20.990114] [DEBUG] [MAG       ] MPA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:21.009058] [INFO ] [LOCAL     ] DINO: Saved forecast.
[2025-11-25T23:57:21.009283] [INFO ] [main      ] DINO: Signal=1 (Conf=80.0%), Magnitude=-1.93% (Conf=58.9684%)
[2025-11-25T23:57:21.009503] [INFO ] [main      ] Fetching symbol history for NEE...
[2025-11-25T23:57:21.009615] [DEBUG] [REMOTE    ] NEE: Fetching historical data.
[2025-11-25T23:57:21.010361] [INFO ] [main      ] Progress: 356/452 forecasts completed (78.8%). DINO finished in 0.6s. ETA: 15.9s. Rate: 361.39 forecasts/min
[2025-11-25T23:57:21.020666] [DEBUG] [REMOTE    ] NEE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:21.021183] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 6 features, N/A% accuracy
[2025-11-25T23:57:21.021301] [INFO ] [LOCAL     ] NEE: Loaded 6 optimal features with 52.20% confidence from JSON config
[2025-11-25T23:57:21.021397] [DEBUG] [MAG       ] Building data for symbol: NEE with lookback: 0
[2025-11-25T23:57:21.022258] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:21.022390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:21.027231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:21.029105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:21.029686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:21.030701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:57:21.031445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:21.032512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:21.036301] [DEBUG] [MAG       ] ALK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:21.039328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:21.040295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:57:21.040875] [INFO ] [LOCAL     ] MPA: Saved forecast.
[2025-11-25T23:57:21.041142] [INFO ] [main      ] MPA: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=51.4319%)
[2025-11-25T23:57:21.041560] [INFO ] [main      ] Fetching symbol history for MUSA...
[2025-11-25T23:57:21.041695] [DEBUG] [REMOTE    ] MUSA: Fetching historical data.
[2025-11-25T23:57:21.041724] [INFO ] [main      ] Progress: 357/452 forecasts completed (79.0%). MPA finished in 0.6s. ETA: 15.7s. Rate: 362.22 forecasts/min
[2025-11-25T23:57:21.043334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:21.054832] [DEBUG] [REMOTE    ] MUSA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:21.055750] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 5 features, N/A% accuracy
[2025-11-25T23:57:21.055821] [INFO ] [LOCAL     ] MUSA: Loaded 5 optimal features with 53.53% confidence from JSON config
[2025-11-25T23:57:21.055871] [DEBUG] [MAG       ] Building data for symbol: MUSA with lookback: 0
[2025-11-25T23:57:21.056675] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:21.056757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:21.061789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:21.063883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:21.064397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:21.064837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:57:21.065456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:21.129820] [INFO ] [LOCAL     ] ALK: Saved forecast.
[2025-11-25T23:57:21.129914] [INFO ] [main      ] ALK: Signal=1 (Conf=80.0%), Magnitude=-1.13% (Conf=52.0213%)
[2025-11-25T23:57:21.130265] [INFO ] [main      ] Fetching symbol history for VRTS...
[2025-11-25T23:57:21.130323] [DEBUG] [REMOTE    ] VRTS: Fetching historical data.
[2025-11-25T23:57:21.130864] [INFO ] [main      ] Progress: 358/452 forecasts completed (79.2%). ALK finished in 0.6s. ETA: 15.6s. Rate: 362.68 forecasts/min
[2025-11-25T23:57:21.142098] [DEBUG] [REMOTE    ] VRTS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:21.143192] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 4 features, N/A% accuracy
[2025-11-25T23:57:21.143257] [INFO ] [LOCAL     ] VRTS: Loaded 4 optimal features with 52.71% confidence from JSON config
[2025-11-25T23:57:21.143295] [DEBUG] [MAG       ] Building data for symbol: VRTS with lookback: 0
[2025-11-25T23:57:21.144090] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:21.144165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:21.148970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:21.150764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:21.151249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:21.153288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:21.375183] [DEBUG] [MAG       ] NEE: Last date is validated at 2025-11-25
[2025-11-25T23:57:21.387473] [DEBUG] [MAG       ] GDDY: Last date is validated at 2025-11-25
[2025-11-25T23:57:21.403554] [DEBUG] [MAG       ] MUSA: Last date is validated at 2025-11-25
[2025-11-25T23:57:21.493019] [DEBUG] [MAG       ] VRTS: Last date is validated at 2025-11-25
[2025-11-25T23:57:21.550814] [DEBUG] [MAG       ] NEE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:21.560544] [DEBUG] [MAG       ] GDDY: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:21.572493] [DEBUG] [MAG       ] MUSA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:21.646227] [INFO ] [LOCAL     ] NEE: Saved forecast.
[2025-11-25T23:57:21.646469] [INFO ] [main      ] NEE: Signal=1 (Conf=80.0%), Magnitude=-0.56% (Conf=52.197%)
[2025-11-25T23:57:21.646711] [INFO ] [main      ] Fetching symbol history for ACA...
[2025-11-25T23:57:21.646838] [DEBUG] [REMOTE    ] ACA: Fetching historical data.
[2025-11-25T23:57:21.648433] [INFO ] [main      ] Progress: 359/452 forecasts completed (79.4%). NEE finished in 0.6s. ETA: 15.5s. Rate: 360.55 forecasts/min
[2025-11-25T23:57:21.658278] [DEBUG] [REMOTE    ] ACA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:21.659552] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 5 features, N/A% accuracy
[2025-11-25T23:57:21.659696] [INFO ] [LOCAL     ] ACA: Loaded 5 optimal features with 52.30% confidence from JSON config
[2025-11-25T23:57:21.659798] [DEBUG] [MAG       ] Building data for symbol: ACA with lookback: 0
[2025-11-25T23:57:21.660613] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:21.660821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:21.662580] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:21.663188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:21.663725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:21.664193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:21.668602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:21.675872] [DEBUG] [MAG       ] VRTS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:21.698250] [INFO ] [LOCAL     ] GDDY: Saved forecast.
[2025-11-25T23:57:21.698342] [INFO ] [main      ] GDDY: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=58.0854%)
[2025-11-25T23:57:21.698707] [INFO ] [main      ] Fetching symbol history for IAG...
[2025-11-25T23:57:21.698773] [DEBUG] [REMOTE    ] IAG: Fetching historical data.
[2025-11-25T23:57:21.698740] [INFO ] [main      ] Progress: 360/452 forecasts completed (79.6%). GDDY finished in 0.8s. ETA: 15.3s. Rate: 361.25 forecasts/min
[2025-11-25T23:57:21.709698] [DEBUG] [REMOTE    ] IAG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:21.710671] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 5 features, N/A% accuracy
[2025-11-25T23:57:21.710794] [INFO ] [LOCAL     ] IAG: Loaded 5 optimal features with 46.94% confidence from JSON config
[2025-11-25T23:57:21.710895] [DEBUG] [MAG       ] Building data for symbol: IAG with lookback: 0
[2025-11-25T23:57:21.711760] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:21.711894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:21.717056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:21.718010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:57:21.719661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:57:21.721212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:57:21.722535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:21.732564] [INFO ] [LOCAL     ] MUSA: Saved forecast.
[2025-11-25T23:57:21.732797] [INFO ] [main      ] MUSA: Signal=1 (Conf=80.0%), Magnitude=4.17% (Conf=53.5256%)
[2025-11-25T23:57:21.733291] [INFO ] [main      ] Fetching symbol history for AI...
[2025-11-25T23:57:21.733419] [DEBUG] [REMOTE    ] AI: Fetching historical data.
[2025-11-25T23:57:21.733698] [INFO ] [main      ] Progress: 361/452 forecasts completed (79.9%). MUSA finished in 0.7s. ETA: 15.1s. Rate: 362.04 forecasts/min
[2025-11-25T23:57:21.746865] [DEBUG] [REMOTE    ] AI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:21.747707] [DEBUG] [LOCAL     ] Loaded configuration for AI: 2 features, N/A% accuracy
[2025-11-25T23:57:21.747826] [INFO ] [LOCAL     ] AI: Loaded 2 optimal features with 46.26% confidence from JSON config
[2025-11-25T23:57:21.747924] [DEBUG] [MAG       ] Building data for symbol: AI with lookback: 0
[2025-11-25T23:57:21.748759] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:21.748912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:21.753765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:21.754662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:21.799706] [INFO ] [LOCAL     ] VRTS: Saved forecast.
[2025-11-25T23:57:21.799954] [INFO ] [main      ] VRTS: Signal=1 (Conf=80.0%), Magnitude=6.43% (Conf=52.71%)
[2025-11-25T23:57:21.800182] [INFO ] [main      ] Fetching symbol history for GSK...
[2025-11-25T23:57:21.800296] [DEBUG] [REMOTE    ] GSK: Fetching historical data.
[2025-11-25T23:57:21.801740] [INFO ] [main      ] Progress: 362/452 forecasts completed (80.1%). VRTS finished in 0.7s. ETA: 14.9s. Rate: 362.63 forecasts/min
[2025-11-25T23:57:21.812078] [DEBUG] [REMOTE    ] GSK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:21.812535] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 4 features, N/A% accuracy
[2025-11-25T23:57:21.812715] [INFO ] [LOCAL     ] GSK: Loaded 4 optimal features with 61.58% confidence from JSON config
[2025-11-25T23:57:21.812816] [DEBUG] [MAG       ] Building data for symbol: GSK with lookback: 0
[2025-11-25T23:57:21.813661] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:21.813791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:21.815544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:21.816151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:21.816696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:21.855295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:22.011356] [DEBUG] [MAG       ] ACA: Last date is validated at 2025-11-25
[2025-11-25T23:57:22.071304] [DEBUG] [MAG       ] IAG: Last date is validated at 2025-11-25
[2025-11-25T23:57:22.092937] [DEBUG] [MAG       ] AI: Last date is validated at 2025-11-25
[2025-11-25T23:57:22.181289] [DEBUG] [MAG       ] ACA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:22.191367] [DEBUG] [MAG       ] GSK: Last date is validated at 2025-11-25
[2025-11-25T23:57:22.244506] [DEBUG] [MAG       ] IAG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:22.261058] [DEBUG] [MAG       ] AI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:22.277893] [INFO ] [LOCAL     ] ACA: Saved forecast.
[2025-11-25T23:57:22.278131] [INFO ] [main      ] ACA: Signal=1 (Conf=80.0%), Magnitude=0.10% (Conf=52.3004%)
[2025-11-25T23:57:22.278361] [INFO ] [main      ] Fetching symbol history for VICI...
[2025-11-25T23:57:22.278471] [DEBUG] [REMOTE    ] VICI: Fetching historical data.
[2025-11-25T23:57:22.279247] [INFO ] [main      ] Progress: 363/452 forecasts completed (80.3%). ACA finished in 0.6s. ETA: 14.8s. Rate: 360.75 forecasts/min
[2025-11-25T23:57:22.290408] [DEBUG] [REMOTE    ] VICI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:22.291124] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 6 features, N/A% accuracy
[2025-11-25T23:57:22.291240] [INFO ] [LOCAL     ] VICI: Loaded 6 optimal features with 47.95% confidence from JSON config
[2025-11-25T23:57:22.291336] [DEBUG] [MAG       ] Building data for symbol: VICI with lookback: 0
[2025-11-25T23:57:22.292186] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:22.292319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:22.297249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:22.299247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:22.299880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:22.316609] [INFO ] [LOCAL     ] IAG: Saved forecast.
[2025-11-25T23:57:22.316852] [INFO ] [main      ] IAG: Signal=1 (Conf=80.0%), Magnitude=1.69% (Conf=46.944%)
[2025-11-25T23:57:22.317268] [INFO ] [main      ] Fetching symbol history for PRI...
[2025-11-25T23:57:22.317412] [DEBUG] [REMOTE    ] PRI: Fetching historical data.
[2025-11-25T23:57:22.317723] [INFO ] [main      ] Progress: 364/452 forecasts completed (80.5%). IAG finished in 0.6s. ETA: 14.6s. Rate: 361.52 forecasts/min
[2025-11-25T23:57:22.327846] [DEBUG] [REMOTE    ] PRI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:22.329053] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 5 features, N/A% accuracy
[2025-11-25T23:57:22.329193] [INFO ] [LOCAL     ] PRI: Loaded 5 optimal features with 64.26% confidence from JSON config
[2025-11-25T23:57:22.329298] [DEBUG] [MAG       ] Building data for symbol: PRI with lookback: 0
[2025-11-25T23:57:22.330188] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:22.330325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:22.332895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:22.334325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:22.338739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:57:22.339635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:22.341437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:22.348765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:57:22.350055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:57:22.350863] [INFO ] [LOCAL     ] AI: Saved forecast.
[2025-11-25T23:57:22.351083] [INFO ] [main      ] AI: Signal=1 (Conf=80.0%), Magnitude=-6.38% (Conf=46.2614%)
[2025-11-25T23:57:22.351512] [INFO ] [main      ] Progress: 365/452 forecasts completed (80.8%). AI finished in 0.6s. ETA: 14.4s. Rate: 362.31 forecasts/min
[2025-11-25T23:57:22.351787] [INFO ] [main      ] Fetching symbol history for BBUC...
[2025-11-25T23:57:22.351899] [DEBUG] [REMOTE    ] BBUC: Fetching historical data.
[2025-11-25T23:57:22.351905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:22.360784] [DEBUG] [MAG       ] GSK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:22.364694] [DEBUG] [REMOTE    ] BBUC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:22.365670] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 4 features, N/A% accuracy
[2025-11-25T23:57:22.365747] [INFO ] [LOCAL     ] BBUC: Loaded 4 optimal features with 35.99% confidence from JSON config
[2025-11-25T23:57:22.365796] [DEBUG] [MAG       ] Building data for symbol: BBUC with lookback: 0
[2025-11-25T23:57:22.366568] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:22.366671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:22.371527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:22.374020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:22.442243] [INFO ] [LOCAL     ] GSK: Saved forecast.
[2025-11-25T23:57:22.442432] [INFO ] [main      ] GSK: Signal=1 (Conf=80.0%), Magnitude=0.70% (Conf=61.5832%)
[2025-11-25T23:57:22.442844] [INFO ] [main      ] Fetching symbol history for DNA...
[2025-11-25T23:57:22.443093] [DEBUG] [REMOTE    ] DNA: Fetching historical data.
[2025-11-25T23:57:22.443718] [INFO ] [main      ] Progress: 366/452 forecasts completed (81.0%). GSK finished in 0.6s. ETA: 14.2s. Rate: 362.75 forecasts/min
[2025-11-25T23:57:22.454984] [DEBUG] [REMOTE    ] DNA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:22.456023] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, N/A% accuracy
[2025-11-25T23:57:22.456146] [INFO ] [LOCAL     ] DNA: Loaded 3 optimal features with 54.70% confidence from JSON config
[2025-11-25T23:57:22.456246] [DEBUG] [MAG       ] Building data for symbol: DNA with lookback: 0
[2025-11-25T23:57:22.457100] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:22.457252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:22.459046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:22.459624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:22.460164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:22.484326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:22.523549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:22.688928] [DEBUG] [MAG       ] PRI: Last date is validated at 2025-11-25
[2025-11-25T23:57:22.691722] [DEBUG] [MAG       ] VICI: Last date is validated at 2025-11-25
[2025-11-25T23:57:22.796479] [DEBUG] [MAG       ] DNA: Last date is validated at 2025-11-25
[2025-11-25T23:57:22.857821] [DEBUG] [MAG       ] PRI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:22.860422] [DEBUG] [MAG       ] BBUC: Last date is validated at 2025-11-25
[2025-11-25T23:57:22.869784] [DEBUG] [MAG       ] VICI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:22.941515] [INFO ] [LOCAL     ] VICI: Saved forecast.
[2025-11-25T23:57:22.941779] [INFO ] [main      ] VICI: Signal=1 (Conf=80.0%), Magnitude=0.86% (Conf=47.9537%)
[2025-11-25T23:57:22.941999] [INFO ] [main      ] Fetching symbol history for OEC...
[2025-11-25T23:57:22.942109] [DEBUG] [REMOTE    ] OEC: Fetching historical data.
[2025-11-25T23:57:22.943038] [INFO ] [main      ] Progress: 367/452 forecasts completed (81.2%). VICI finished in 0.7s. ETA: 14.1s. Rate: 360.76 forecasts/min
[2025-11-25T23:57:22.952965] [DEBUG] [REMOTE    ] OEC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:22.954160] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 6 features, N/A% accuracy
[2025-11-25T23:57:22.954280] [INFO ] [LOCAL     ] OEC: Loaded 6 optimal features with 52.41% confidence from JSON config
[2025-11-25T23:57:22.954379] [DEBUG] [MAG       ] Building data for symbol: OEC with lookback: 0
[2025-11-25T23:57:22.955244] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:22.955376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:22.957157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:22.957842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:22.958370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:22.964256] [DEBUG] [MAG       ] DNA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:22.994532] [INFO ] [LOCAL     ] PRI: Saved forecast.
[2025-11-25T23:57:22.994802] [INFO ] [main      ] PRI: Signal=1 (Conf=80.0%), Magnitude=0.18% (Conf=64.2561%)
[2025-11-25T23:57:22.995198] [INFO ] [main      ] Fetching symbol history for SPGI...
[2025-11-25T23:57:22.995314] [DEBUG] [REMOTE    ] SPGI: Fetching historical data.
[2025-11-25T23:57:22.995754] [INFO ] [main      ] Progress: 368/452 forecasts completed (81.4%). PRI finished in 0.7s. ETA: 13.9s. Rate: 361.43 forecasts/min
[2025-11-25T23:57:23.005818] [DEBUG] [REMOTE    ] SPGI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:23.006468] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 5 features, N/A% accuracy
[2025-11-25T23:57:23.006586] [INFO ] [LOCAL     ] SPGI: Loaded 5 optimal features with 39.92% confidence from JSON config
[2025-11-25T23:57:23.006706] [DEBUG] [MAG       ] Building data for symbol: SPGI with lookback: 0
[2025-11-25T23:57:23.007556] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:23.007708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:23.009444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:23.010052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:23.010578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:23.011069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:23.011942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:23.032318] [DEBUG] [MAG       ] BBUC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:23.041878] [INFO ] [LOCAL     ] DNA: Saved forecast.
[2025-11-25T23:57:23.042120] [INFO ] [main      ] DNA: Signal=1 (Conf=80.0%), Magnitude=8.97% (Conf=54.7013%)
[2025-11-25T23:57:23.042343] [INFO ] [main      ] Fetching symbol history for EOI...
[2025-11-25T23:57:23.042408] [DEBUG] [REMOTE    ] EOI: Fetching historical data.
[2025-11-25T23:57:23.043745] [INFO ] [main      ] Progress: 369/452 forecasts completed (81.6%). DNA finished in 0.6s. ETA: 13.8s. Rate: 362.13 forecasts/min
[2025-11-25T23:57:23.054256] [DEBUG] [REMOTE    ] EOI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:23.054751] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 7 features, N/A% accuracy
[2025-11-25T23:57:23.054922] [INFO ] [LOCAL     ] EOI: Loaded 7 optimal features with 50.65% confidence from JSON config
[2025-11-25T23:57:23.055023] [DEBUG] [MAG       ] Building data for symbol: EOI with lookback: 0
[2025-11-25T23:57:23.055903] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:23.056037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:23.060981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:23.062916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:23.063466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:23.063949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:23.064759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:23.067122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:57:23.069017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:23.070164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:23.108379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:57:23.110877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:23.113988] [INFO ] [LOCAL     ] BBUC: Saved forecast.
[2025-11-25T23:57:23.114107] [INFO ] [main      ] BBUC: Signal=1 (Conf=80.0%), Magnitude=5.96% (Conf=35.9924%)
[2025-11-25T23:57:23.114474] [INFO ] [main      ] Progress: 370/452 forecasts completed (81.9%). BBUC finished in 0.8s. ETA: 13.6s. Rate: 362.69 forecasts/min
[2025-11-25T23:57:23.114624] [INFO ] [main      ] Fetching symbol history for NCZ...
[2025-11-25T23:57:23.114703] [DEBUG] [REMOTE    ] NCZ: Fetching historical data.
[2025-11-25T23:57:23.127583] [DEBUG] [REMOTE    ] NCZ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:23.128289] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 8 features, N/A% accuracy
[2025-11-25T23:57:23.128362] [INFO ] [LOCAL     ] NCZ: Loaded 8 optimal features with 40.71% confidence from JSON config
[2025-11-25T23:57:23.128411] [DEBUG] [MAG       ] Building data for symbol: NCZ with lookback: 0
[2025-11-25T23:57:23.129190] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:57:23.129280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:23.134078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:23.135876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:23.136467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:57:23.138076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:57:23.139718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:57:23.141032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:23.142278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:57:23.144445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:23.351430] [DEBUG] [MAG       ] SPGI: Last date is validated at 2025-11-25
[2025-11-25T23:57:23.408784] [DEBUG] [MAG       ] EOI: Last date is validated at 2025-11-25
[2025-11-25T23:57:23.451957] [DEBUG] [MAG       ] OEC: Last date is validated at 2025-11-25
[2025-11-25T23:57:23.480895] [DEBUG] [MAG       ] NCZ: Last date is validated at 2025-11-25
[2025-11-25T23:57:23.520295] [DEBUG] [MAG       ] SPGI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:23.577008] [DEBUG] [MAG       ] EOI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:23.622977] [DEBUG] [MAG       ] OEC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:23.643169] [INFO ] [LOCAL     ] EOI: Saved forecast.
[2025-11-25T23:57:23.643411] [INFO ] [main      ] EOI: Signal=1 (Conf=80.0%), Magnitude=-0.16% (Conf=50.6491%)
[2025-11-25T23:57:23.643638] [INFO ] [main      ] Fetching symbol history for UL...
[2025-11-25T23:57:23.643770] [DEBUG] [REMOTE    ] UL: Fetching historical data.
[2025-11-25T23:57:23.644868] [INFO ] [main      ] Progress: 371/452 forecasts completed (82.1%). EOI finished in 0.6s. ETA: 13.5s. Rate: 360.55 forecasts/min
[2025-11-25T23:57:23.649906] [DEBUG] [MAG       ] NCZ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:23.655275] [DEBUG] [REMOTE    ] UL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:23.655843] [DEBUG] [LOCAL     ] Loaded configuration for UL: 1 features, N/A% accuracy
[2025-11-25T23:57:23.655962] [INFO ] [LOCAL     ] UL: Loaded 1 optimal features with 54.95% confidence from JSON config
[2025-11-25T23:57:23.656064] [DEBUG] [MAG       ] Building data for symbol: UL with lookback: 0
[2025-11-25T23:57:23.656925] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:57:23.657059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:57:23.671462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:23.672980] [INFO ] [LOCAL     ] SPGI: Saved forecast.
[2025-11-25T23:57:23.673224] [INFO ] [main      ] SPGI: Signal=1 (Conf=80.0%), Magnitude=0.47% (Conf=39.9188%)
[2025-11-25T23:57:23.673451] [INFO ] [main      ] Fetching symbol history for CQP...
[2025-11-25T23:57:23.673777] [DEBUG] [REMOTE    ] CQP: Fetching historical data.
[2025-11-25T23:57:23.674049] [INFO ] [main      ] Progress: 372/452 forecasts completed (82.3%). SPGI finished in 0.7s. ETA: 13.3s. Rate: 361.35 forecasts/min
[2025-11-25T23:57:23.684520] [DEBUG] [REMOTE    ] CQP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:23.685498] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 5 features, N/A% accuracy
[2025-11-25T23:57:23.685619] [INFO ] [LOCAL     ] CQP: Loaded 5 optimal features with 55.44% confidence from JSON config
[2025-11-25T23:57:23.685745] [DEBUG] [MAG       ] Building data for symbol: CQP with lookback: 0
[2025-11-25T23:57:23.686572] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:23.686724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:23.688536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:23.689151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:23.689626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:23.694983] [INFO ] [LOCAL     ] OEC: Saved forecast.
[2025-11-25T23:57:23.695213] [INFO ] [main      ] OEC: Signal=1 (Conf=80.0%), Magnitude=-2.77% (Conf=52.4104%)
[2025-11-25T23:57:23.695433] [INFO ] [main      ] Fetching symbol history for AMH...
[2025-11-25T23:57:23.695546] [DEBUG] [REMOTE    ] AMH: Fetching historical data.
[2025-11-25T23:57:23.695939] [INFO ] [main      ] Progress: 373/452 forecasts completed (82.5%). OEC finished in 0.8s. ETA: 13.1s. Rate: 362.19 forecasts/min
[2025-11-25T23:57:23.706732] [DEBUG] [REMOTE    ] AMH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:23.707900] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 6 features, N/A% accuracy
[2025-11-25T23:57:23.708032] [INFO ] [LOCAL     ] AMH: Loaded 6 optimal features with 52.38% confidence from JSON config
[2025-11-25T23:57:23.708132] [DEBUG] [MAG       ] Building data for symbol: AMH with lookback: 0
[2025-11-25T23:57:23.708986] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:23.709120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:23.713988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:23.715874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:23.716505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:23.719044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:57:23.719936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-25T23:57:23.720703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:23.780717] [INFO ] [LOCAL     ] NCZ: Saved forecast.
[2025-11-25T23:57:23.780934] [INFO ] [main      ] NCZ: Signal=1 (Conf=80.0%), Magnitude=0.73% (Conf=40.7088%)
[2025-11-25T23:57:23.781325] [INFO ] [main      ] Fetching symbol history for DOCS...
[2025-11-25T23:57:23.781440] [DEBUG] [REMOTE    ] DOCS: Fetching historical data.
[2025-11-25T23:57:23.781492] [INFO ] [main      ] Progress: 374/452 forecasts completed (82.7%). NCZ finished in 0.7s. ETA: 12.9s. Rate: 362.66 forecasts/min
[2025-11-25T23:57:23.795187] [DEBUG] [REMOTE    ] DOCS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:23.795830] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 3 features, N/A% accuracy
[2025-11-25T23:57:23.795948] [INFO ] [LOCAL     ] DOCS: Loaded 3 optimal features with 41.83% confidence from JSON config
[2025-11-25T23:57:23.796050] [DEBUG] [MAG       ] Building data for symbol: DOCS with lookback: 0
[2025-11-25T23:57:23.796883] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:23.797014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:23.801906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:23.802818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:57:23.804938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:23.815357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:57:23.816534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:24.008704] [DEBUG] [MAG       ] UL: Last date is validated at 2025-11-25
[2025-11-25T23:57:24.061291] [DEBUG] [MAG       ] AMH: Last date is validated at 2025-11-25
[2025-11-25T23:57:24.145109] [DEBUG] [MAG       ] DOCS: Last date is validated at 2025-11-25
[2025-11-25T23:57:24.155256] [DEBUG] [MAG       ] CQP: Last date is validated at 2025-11-25
[2025-11-25T23:57:24.178610] [DEBUG] [MAG       ] UL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:24.234205] [DEBUG] [MAG       ] AMH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:24.260450] [INFO ] [LOCAL     ] UL: Saved forecast.
[2025-11-25T23:57:24.260740] [INFO ] [main      ] UL: Signal=1 (Conf=80.0%), Magnitude=-0.47% (Conf=54.9547%)
[2025-11-25T23:57:24.260988] [INFO ] [main      ] Fetching symbol history for AXTA...
[2025-11-25T23:57:24.261281] [DEBUG] [REMOTE    ] AXTA: Fetching historical data.
[2025-11-25T23:57:24.262732] [INFO ] [main      ] Progress: 375/452 forecasts completed (83.0%). UL finished in 0.6s. ETA: 12.8s. Rate: 360.83 forecasts/min
[2025-11-25T23:57:24.273847] [DEBUG] [REMOTE    ] AXTA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:24.274913] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 7 features, N/A% accuracy
[2025-11-25T23:57:24.275040] [INFO ] [LOCAL     ] AXTA: Loaded 7 optimal features with 56.10% confidence from JSON config
[2025-11-25T23:57:24.275151] [DEBUG] [MAG       ] Building data for symbol: AXTA with lookback: 0
[2025-11-25T23:57:24.276008] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:24.276139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:24.281233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:24.283139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:24.283719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:24.284244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:24.284739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:24.312545] [INFO ] [LOCAL     ] AMH: Saved forecast.
[2025-11-25T23:57:24.312810] [INFO ] [main      ] AMH: Signal=1 (Conf=80.0%), Magnitude=-0.89% (Conf=52.3846%)
[2025-11-25T23:57:24.313058] [INFO ] [main      ] Fetching symbol history for LDP...
[2025-11-25T23:57:24.313168] [DEBUG] [REMOTE    ] LDP: Fetching historical data.
[2025-11-25T23:57:24.314010] [INFO ] [main      ] Progress: 376/452 forecasts completed (83.2%). AMH finished in 0.6s. ETA: 12.6s. Rate: 361.49 forecasts/min
[2025-11-25T23:57:24.317015] [DEBUG] [MAG       ] DOCS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:24.324935] [DEBUG] [REMOTE    ] LDP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:24.325351] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 4 features, N/A% accuracy
[2025-11-25T23:57:24.325404] [INFO ] [LOCAL     ] LDP: Loaded 4 optimal features with 52.53% confidence from JSON config
[2025-11-25T23:57:24.325442] [DEBUG] [MAG       ] Building data for symbol: LDP with lookback: 0
[2025-11-25T23:57:24.326263] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:24.326339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:24.328117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:24.328121] [DEBUG] [MAG       ] CQP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:24.328661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:24.360061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:57:24.361306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:24.367815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:24.414783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:24.416852] [INFO ] [LOCAL     ] CQP: Saved forecast.
[2025-11-25T23:57:24.416947] [INFO ] [main      ] CQP: Signal=1 (Conf=80.0%), Magnitude=0.60% (Conf=55.4402%)
[2025-11-25T23:57:24.417289] [INFO ] [main      ] Fetching symbol history for PCM...
[2025-11-25T23:57:24.417350] [DEBUG] [REMOTE    ] PCM: Fetching historical data.
[2025-11-25T23:57:24.417756] [INFO ] [main      ] Progress: 377/452 forecasts completed (83.4%). CQP finished in 0.7s. ETA: 12.4s. Rate: 361.85 forecasts/min
[2025-11-25T23:57:24.428842] [DEBUG] [REMOTE    ] PCM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:24.429292] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 12 features, N/A% accuracy
[2025-11-25T23:57:24.429348] [INFO ] [LOCAL     ] PCM: Loaded 12 optimal features with 45.84% confidence from JSON config
[2025-11-25T23:57:24.429387] [DEBUG] [MAG       ] Building data for symbol: PCM with lookback: 0
[2025-11-25T23:57:24.430190] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-25T23:57:24.430271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:24.432197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:24.433187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:24.433624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:24.434853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:24.437333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-25T23:57:24.437738] [INFO ] [LOCAL     ] DOCS: Saved forecast.
[2025-11-25T23:57:24.437827] [INFO ] [main      ] DOCS: Signal=1 (Conf=80.0%), Magnitude=1.43% (Conf=41.8275%)
[2025-11-25T23:57:24.437989] [INFO ] [main      ] Fetching symbol history for CMSA...
[2025-11-25T23:57:24.438041] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-25T23:57:24.439847] [INFO ] [main      ] Progress: 378/452 forecasts completed (83.6%). DOCS finished in 0.7s. ETA: 12.2s. Rate: 362.68 forecasts/min
[2025-11-25T23:57:24.450364] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:24.451073] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 7 features, N/A% accuracy
[2025-11-25T23:57:24.451134] [INFO ] [LOCAL     ] CMSA: Loaded 7 optimal features with 53.63% confidence from JSON config
[2025-11-25T23:57:24.451172] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 0
[2025-11-25T23:57:24.451961] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:24.452037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:24.456060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:24.456601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:24.456903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:24.457717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:24.458797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:24.459284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:24.459420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:24.459758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:24.460165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:24.460525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:57:24.461266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:57:24.462049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:24.462611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:24.502430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:24.724590] [DEBUG] [MAG       ] AXTA: Last date is validated at 2025-11-25
[2025-11-25T23:57:24.760117] [DEBUG] [MAG       ] LDP: Last date is validated at 2025-11-25
[2025-11-25T23:57:24.804766] [DEBUG] [MAG       ] PCM: Last date is validated at 2025-11-25
[2025-11-25T23:57:24.841126] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-25
[2025-11-25T23:57:24.898667] [DEBUG] [MAG       ] AXTA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:24.928574] [DEBUG] [MAG       ] LDP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:24.978441] [DEBUG] [MAG       ] PCM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:24.980345] [INFO ] [LOCAL     ] AXTA: Saved forecast.
[2025-11-25T23:57:24.980565] [INFO ] [main      ] AXTA: Signal=1 (Conf=80.0%), Magnitude=3.67% (Conf=56.0992%)
[2025-11-25T23:57:24.980803] [INFO ] [main      ] Fetching symbol history for CBAN...
[2025-11-25T23:57:24.980919] [DEBUG] [REMOTE    ] CBAN: Fetching historical data.
[2025-11-25T23:57:24.981318] [INFO ] [main      ] Progress: 379/452 forecasts completed (83.8%). AXTA finished in 0.7s. ETA: 12.1s. Rate: 360.52 forecasts/min
[2025-11-25T23:57:24.988021] [INFO ] [LOCAL     ] LDP: Saved forecast.
[2025-11-25T23:57:24.988263] [INFO ] [main      ] LDP: Signal=1 (Conf=80.0%), Magnitude=0.88% (Conf=52.5301%)
[2025-11-25T23:57:24.988493] [INFO ] [main      ] Fetching symbol history for VGM...
[2025-11-25T23:57:24.988612] [DEBUG] [REMOTE    ] VGM: Fetching historical data.
[2025-11-25T23:57:24.988811] [INFO ] [main      ] Progress: 380/452 forecasts completed (84.1%). LDP finished in 0.7s. ETA: 12.0s. Rate: 361.43 forecasts/min
[2025-11-25T23:57:24.994098] [DEBUG] [REMOTE    ] CBAN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:24.995087] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 7 features, N/A% accuracy
[2025-11-25T23:57:24.995156] [INFO ] [LOCAL     ] CBAN: Loaded 7 optimal features with 52.28% confidence from JSON config
[2025-11-25T23:57:24.995194] [DEBUG] [MAG       ] Building data for symbol: CBAN with lookback: 0
[2025-11-25T23:57:24.996024] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:24.996113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:24.999336] [DEBUG] [REMOTE    ] VGM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:25.000268] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 10 features, N/A% accuracy
[2025-11-25T23:57:25.000388] [INFO ] [LOCAL     ] VGM: Loaded 10 optimal features with 38.74% confidence from JSON config
[2025-11-25T23:57:25.000484] [DEBUG] [MAG       ] Building data for symbol: VGM with lookback: 0
[2025-11-25T23:57:25.001343] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T23:57:25.001480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:25.006341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:25.007185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:25.010518] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:25.010514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:25.012605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:25.013975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:25.015856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:25.018726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:57:25.019930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:25.021994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:57:25.027861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:25.038346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:25.043393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:25.044906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:57:25.045760] [INFO ] [LOCAL     ] PCM: Saved forecast.
[2025-11-25T23:57:25.046011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:57:25.046004] [INFO ] [main      ] PCM: Signal=1 (Conf=80.0%), Magnitude=1.46% (Conf=45.835%)
[2025-11-25T23:57:25.046286] [INFO ] [main      ] Fetching symbol history for TRTX...
[2025-11-25T23:57:25.046348] [DEBUG] [REMOTE    ] TRTX: Fetching historical data.
[2025-11-25T23:57:25.047061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:57:25.047481] [INFO ] [main      ] Progress: 381/452 forecasts completed (84.3%). PCM finished in 0.6s. ETA: 11.8s. Rate: 362.04 forecasts/min
[2025-11-25T23:57:25.049757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:57:25.051430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:25.057914] [DEBUG] [REMOTE    ] TRTX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:25.058510] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 5 features, N/A% accuracy
[2025-11-25T23:57:25.058567] [INFO ] [LOCAL     ] TRTX: Loaded 5 optimal features with 59.52% confidence from JSON config
[2025-11-25T23:57:25.058625] [DEBUG] [MAG       ] Building data for symbol: TRTX with lookback: 0
[2025-11-25T23:57:25.059484] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:25.059562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:25.064615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:25.065976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:57:25.069051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:57:25.073073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:57:25.074508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:25.075262] [INFO ] [LOCAL     ] CMSA: Saved forecast.
[2025-11-25T23:57:25.075354] [INFO ] [main      ] CMSA: Signal=1 (Conf=80.0%), Magnitude=-0.64% (Conf=53.6327%)
[2025-11-25T23:57:25.075713] [INFO ] [main      ] Fetching symbol history for SITC...
[2025-11-25T23:57:25.075776] [DEBUG] [REMOTE    ] SITC: Fetching historical data.
[2025-11-25T23:57:25.075730] [INFO ] [main      ] Progress: 382/452 forecasts completed (84.5%). CMSA finished in 0.6s. ETA: 11.6s. Rate: 362.83 forecasts/min
[2025-11-25T23:57:25.088505] [DEBUG] [REMOTE    ] SITC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:25.089750] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 6 features, N/A% accuracy
[2025-11-25T23:57:25.089816] [INFO ] [LOCAL     ] SITC: Loaded 6 optimal features with 49.03% confidence from JSON config
[2025-11-25T23:57:25.089855] [DEBUG] [MAG       ] Building data for symbol: SITC with lookback: 0
[2025-11-25T23:57:25.090622] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:25.090727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:25.092413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:25.092967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:25.093385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:25.094288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:25.096700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:25.135449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:25.408718] [DEBUG] [MAG       ] CBAN: Last date is validated at 2025-11-25
[2025-11-25T23:57:25.423976] [DEBUG] [MAG       ] TRTX: Last date is validated at 2025-11-25
[2025-11-25T23:57:25.430440] [DEBUG] [MAG       ] VGM: Last date is validated at 2025-11-25
[2025-11-25T23:57:25.532099] [DEBUG] [MAG       ] SITC: Last date is validated at 2025-11-25
[2025-11-25T23:57:25.576854] [DEBUG] [MAG       ] CBAN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:25.599167] [DEBUG] [MAG       ] TRTX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:25.601994] [DEBUG] [MAG       ] VGM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:25.646782] [INFO ] [LOCAL     ] CBAN: Saved forecast.
[2025-11-25T23:57:25.647016] [INFO ] [main      ] CBAN: Signal=1 (Conf=80.0%), Magnitude=2.30% (Conf=52.2772%)
[2025-11-25T23:57:25.647242] [INFO ] [main      ] Fetching symbol history for PERF...
[2025-11-25T23:57:25.647354] [DEBUG] [REMOTE    ] PERF: Fetching historical data.
[2025-11-25T23:57:25.647977] [INFO ] [main      ] Progress: 383/452 forecasts completed (84.7%). CBAN finished in 0.7s. ETA: 11.5s. Rate: 360.51 forecasts/min
[2025-11-25T23:57:25.658972] [DEBUG] [REMOTE    ] PERF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:25.659512] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 13 features, N/A% accuracy
[2025-11-25T23:57:25.659630] [INFO ] [LOCAL     ] PERF: Loaded 13 optimal features with 45.44% confidence from JSON config
[2025-11-25T23:57:25.659751] [DEBUG] [MAG       ] Building data for symbol: PERF with lookback: 0
[2025-11-25T23:57:25.660592] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T23:57:25.660752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:25.664041] [INFO ] [LOCAL     ] TRTX: Saved forecast.
[2025-11-25T23:57:25.664141] [INFO ] [main      ] TRTX: Signal=1 (Conf=80.0%), Magnitude=4.82% (Conf=59.5208%)
[2025-11-25T23:57:25.664320] [INFO ] [main      ] Fetching symbol history for IBP...
[2025-11-25T23:57:25.664385] [DEBUG] [REMOTE    ] IBP: Fetching historical data.
[2025-11-25T23:57:25.665126] [INFO ] [main      ] Progress: 384/452 forecasts completed (85.0%). TRTX finished in 0.6s. ETA: 11.3s. Rate: 361.36 forecasts/min
[2025-11-25T23:57:25.665827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:25.667695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:25.668294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:25.668849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:25.669368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:25.670200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:25.671082] [INFO ] [LOCAL     ] VGM: Saved forecast.
[2025-11-25T23:57:25.671326] [INFO ] [main      ] VGM: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=38.7352%)
[2025-11-25T23:57:25.671555] [INFO ] [main      ] Fetching symbol history for ABVC...
[2025-11-25T23:57:25.671691] [DEBUG] [REMOTE    ] ABVC: Fetching historical data.
[2025-11-25T23:57:25.671826] [INFO ] [main      ] Progress: 385/452 forecasts completed (85.2%). VGM finished in 0.7s. ETA: 11.1s. Rate: 362.26 forecasts/min
[2025-11-25T23:57:25.672590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:25.673694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:25.674991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:25.676143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:25.676828] [DEBUG] [REMOTE    ] IBP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:25.677916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:25.678082] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 8 features, N/A% accuracy
[2025-11-25T23:57:25.678163] [INFO ] [LOCAL     ] IBP: Loaded 8 optimal features with 59.15% confidence from JSON config
[2025-11-25T23:57:25.678203] [DEBUG] [MAG       ] Building data for symbol: IBP with lookback: 0
[2025-11-25T23:57:25.679012] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:57:25.679036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:57:25.679102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:25.679772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:25.680839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:25.681927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:25.682713] [DEBUG] [REMOTE    ] ABVC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:25.683126] [DEBUG] [LOCAL     ] No configuration file found for ABVC
[2025-11-25T23:57:25.683183] [DEBUG] [MAG       ] Building data for symbol: ABVC with lookback: 0
[2025-11-25T23:57:25.683920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:25.684033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:57:25.684431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:25.685555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:25.687287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:25.688504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:57:25.689231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:25.703376] [DEBUG] [MAG       ] SITC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:25.768786] [INFO ] [LOCAL     ] SITC: Saved forecast.
[2025-11-25T23:57:25.768880] [INFO ] [main      ] SITC: Signal=1 (Conf=80.0%), Magnitude=2.27% (Conf=49.0317%)
[2025-11-25T23:57:25.769218] [INFO ] [main      ] Fetching symbol history for CDP...
[2025-11-25T23:57:25.769275] [DEBUG] [REMOTE    ] CDP: Fetching historical data.
[2025-11-25T23:57:25.770117] [INFO ] [main      ] Progress: 386/452 forecasts completed (85.4%). SITC finished in 0.7s. ETA: 10.9s. Rate: 362.64 forecasts/min
[2025-11-25T23:57:25.782709] [DEBUG] [REMOTE    ] CDP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:25.783825] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 7 features, N/A% accuracy
[2025-11-25T23:57:25.783952] [INFO ] [LOCAL     ] CDP: Loaded 7 optimal features with 48.81% confidence from JSON config
[2025-11-25T23:57:25.784051] [DEBUG] [MAG       ] Building data for symbol: CDP with lookback: 0
[2025-11-25T23:57:25.784898] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:25.785031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:25.789966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:25.791836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:25.792401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:25.792897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:25.794000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:57:25.795218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-25T23:57:25.798120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:26.026448] [DEBUG] [MAG       ] ABVC: Last date is validated at 2025-11-25
[2025-11-25T23:57:26.074804] [DEBUG] [MAG       ] PERF: Last date is validated at 2025-11-25
[2025-11-25T23:57:26.097741] [DEBUG] [MAG       ] IBP: Last date is validated at 2025-11-25
[2025-11-25T23:57:26.135583] [DEBUG] [MAG       ] CDP: Last date is validated at 2025-11-25
[2025-11-25T23:57:26.197440] [DEBUG] [MAG       ] ABVC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:26.243839] [DEBUG] [MAG       ] PERF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:26.250773] [INFO ] [LOCAL     ] ABVC: Saved forecast.
[2025-11-25T23:57:26.251017] [INFO ] [main      ] ABVC: Signal=1 (Conf=80.0%), Magnitude=-9.92% (Conf=0%)
[2025-11-25T23:57:26.251237] [INFO ] [main      ] Fetching symbol history for NVRI...
[2025-11-25T23:57:26.251347] [DEBUG] [REMOTE    ] NVRI: Fetching historical data.
[2025-11-25T23:57:26.251572] [INFO ] [main      ] Progress: 387/452 forecasts completed (85.6%). ABVC finished in 0.6s. ETA: 10.8s. Rate: 360.86 forecasts/min
[2025-11-25T23:57:26.261842] [DEBUG] [REMOTE    ] NVRI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:26.263007] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 4 features, N/A% accuracy
[2025-11-25T23:57:26.263135] [INFO ] [LOCAL     ] NVRI: Loaded 4 optimal features with 59.31% confidence from JSON config
[2025-11-25T23:57:26.263231] [DEBUG] [MAG       ] Building data for symbol: NVRI with lookback: 0
[2025-11-25T23:57:26.264061] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:26.264190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:26.268970] [DEBUG] [MAG       ] IBP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:26.269151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:26.270047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:26.305576] [DEBUG] [MAG       ] CDP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:26.309863] [INFO ] [LOCAL     ] PERF: Saved forecast.
[2025-11-25T23:57:26.310086] [INFO ] [main      ] PERF: Signal=1 (Conf=80.0%), Magnitude=0.46% (Conf=45.4365%)
[2025-11-25T23:57:26.310495] [INFO ] [main      ] Fetching symbol history for PAM...
[2025-11-25T23:57:26.310610] [DEBUG] [REMOTE    ] PAM: Fetching historical data.
[2025-11-25T23:57:26.310708] [INFO ] [main      ] Progress: 388/452 forecasts completed (85.8%). PERF finished in 0.7s. ETA: 10.6s. Rate: 361.46 forecasts/min
[2025-11-25T23:57:26.318349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:26.320230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:26.322008] [DEBUG] [REMOTE    ] PAM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:26.322918] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 10 features, N/A% accuracy
[2025-11-25T23:57:26.323040] [INFO ] [LOCAL     ] PAM: Loaded 10 optimal features with 54.39% confidence from JSON config
[2025-11-25T23:57:26.323138] [DEBUG] [MAG       ] Building data for symbol: PAM with lookback: 0
[2025-11-25T23:57:26.323979] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T23:57:26.324120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:26.325894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:26.326475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:26.327023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:26.327510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:26.409164] [INFO ] [LOCAL     ] IBP: Saved forecast.
[2025-11-25T23:57:26.409419] [INFO ] [main      ] IBP: Signal=1 (Conf=80.0%), Magnitude=1.77% (Conf=59.1494%)
[2025-11-25T23:57:26.409879] [INFO ] [main      ] Fetching symbol history for SRG...
[2025-11-25T23:57:26.409999] [DEBUG] [REMOTE    ] SRG: Fetching historical data.
[2025-11-25T23:57:26.409942] [INFO ] [main      ] Progress: 389/452 forecasts completed (86.1%). IBP finished in 0.7s. ETA: 10.4s. Rate: 361.84 forecasts/min
[2025-11-25T23:57:26.422467] [DEBUG] [REMOTE    ] SRG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:26.423006] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 3 features, N/A% accuracy
[2025-11-25T23:57:26.423068] [INFO ] [LOCAL     ] SRG: Loaded 3 optimal features with 64.58% confidence from JSON config
[2025-11-25T23:57:26.423109] [DEBUG] [MAG       ] Building data for symbol: SRG with lookback: 0
[2025-11-25T23:57:26.424048] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:26.424143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:26.425069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:57:26.427262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:57:26.431866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:26.436578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:57:26.438300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:26.439420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:26.441141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:26.442261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:57:26.443031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:26.449346] [INFO ] [LOCAL     ] CDP: Saved forecast.
[2025-11-25T23:57:26.449433] [INFO ] [main      ] CDP: Signal=1 (Conf=80.0%), Magnitude=2.27% (Conf=48.8144%)
[2025-11-25T23:57:26.449593] [INFO ] [main      ] Fetching symbol history for UI...
[2025-11-25T23:57:26.449677] [DEBUG] [REMOTE    ] UI: Fetching historical data.
[2025-11-25T23:57:26.450628] [INFO ] [main      ] Progress: 390/452 forecasts completed (86.3%). CDP finished in 0.7s. ETA: 10.3s. Rate: 362.54 forecasts/min
[2025-11-25T23:57:26.463348] [DEBUG] [REMOTE    ] UI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:26.463818] [DEBUG] [LOCAL     ] Loaded configuration for UI: 11 features, N/A% accuracy
[2025-11-25T23:57:26.463881] [INFO ] [LOCAL     ] UI: Loaded 11 optimal features with 50.09% confidence from JSON config
[2025-11-25T23:57:26.463919] [DEBUG] [MAG       ] Building data for symbol: UI with lookback: 0
[2025-11-25T23:57:26.464764] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T23:57:26.464858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:26.469729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:26.471517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:26.472044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:26.472467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:26.547865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:26.552180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:26.552833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:26.553932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:26.555587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:26.556690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:57:26.557456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:26.657947] [DEBUG] [MAG       ] NVRI: Last date is validated at 2025-11-25
[2025-11-25T23:57:26.773990] [DEBUG] [MAG       ] SRG: Last date is validated at 2025-11-25
[2025-11-25T23:57:26.779128] [DEBUG] [MAG       ] PAM: Last date is validated at 2025-11-25
[2025-11-25T23:57:26.826570] [DEBUG] [MAG       ] NVRI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:26.893418] [DEBUG] [MAG       ] UI: Last date is validated at 2025-11-25
[2025-11-25T23:57:26.903768] [INFO ] [LOCAL     ] NVRI: Saved forecast.
[2025-11-25T23:57:26.904018] [INFO ] [main      ] NVRI: Signal=1 (Conf=80.0%), Magnitude=3.05% (Conf=59.3098%)
[2025-11-25T23:57:26.904242] [INFO ] [main      ] Fetching symbol history for PDX...
[2025-11-25T23:57:26.904354] [DEBUG] [REMOTE    ] PDX: Fetching historical data.
[2025-11-25T23:57:26.904593] [INFO ] [main      ] Progress: 391/452 forecasts completed (86.5%). NVRI finished in 0.7s. ETA: 10.1s. Rate: 360.93 forecasts/min
[2025-11-25T23:57:26.915508] [DEBUG] [REMOTE    ] PDX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:26.916691] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 4 features, N/A% accuracy
[2025-11-25T23:57:26.916812] [INFO ] [LOCAL     ] PDX: Loaded 4 optimal features with 51.27% confidence from JSON config
[2025-11-25T23:57:26.916907] [DEBUG] [MAG       ] Building data for symbol: PDX with lookback: 0
[2025-11-25T23:57:26.917813] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:26.917948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:26.919690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:26.920275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:57:26.921002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:57:26.926593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:26.942958] [DEBUG] [MAG       ] SRG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:26.949154] [DEBUG] [MAG       ] PAM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:27.001438] [INFO ] [LOCAL     ] SRG: Saved forecast.
[2025-11-25T23:57:27.001707] [INFO ] [main      ] SRG: Signal=1 (Conf=80.0%), Magnitude=2.03% (Conf=64.5774%)
[2025-11-25T23:57:27.002138] [INFO ] [main      ] Fetching symbol history for RFM...
[2025-11-25T23:57:27.002180] [INFO ] [main      ] Progress: 392/452 forecasts completed (86.7%). SRG finished in 0.6s. ETA: 10.0s. Rate: 361.31 forecasts/min
[2025-11-25T23:57:27.002305] [DEBUG] [REMOTE    ] RFM: Fetching historical data.
[2025-11-25T23:57:27.013486] [DEBUG] [REMOTE    ] RFM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:27.014457] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 7 features, N/A% accuracy
[2025-11-25T23:57:27.014580] [INFO ] [LOCAL     ] RFM: Loaded 7 optimal features with 50.50% confidence from JSON config
[2025-11-25T23:57:27.014701] [DEBUG] [MAG       ] Building data for symbol: RFM with lookback: 0
[2025-11-25T23:57:27.015520] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:27.015671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:27.020574] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:27.022406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:27.022984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:27.023468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:27.062380] [DEBUG] [MAG       ] UI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:27.074325] [INFO ] [LOCAL     ] PAM: Saved forecast.
[2025-11-25T23:57:27.074573] [INFO ] [main      ] PAM: Signal=1 (Conf=80.0%), Magnitude=2.75% (Conf=54.3903%)
[2025-11-25T23:57:27.074819] [INFO ] [main      ] Fetching symbol history for MSCI...
[2025-11-25T23:57:27.074946] [DEBUG] [REMOTE    ] MSCI: Fetching historical data.
[2025-11-25T23:57:27.075714] [INFO ] [main      ] Progress: 393/452 forecasts completed (86.9%). PAM finished in 0.8s. ETA: 9.8s. Rate: 361.82 forecasts/min
[2025-11-25T23:57:27.087139] [DEBUG] [REMOTE    ] MSCI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:27.088402] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 6 features, N/A% accuracy
[2025-11-25T23:57:27.088530] [INFO ] [LOCAL     ] MSCI: Loaded 6 optimal features with 50.83% confidence from JSON config
[2025-11-25T23:57:27.088629] [DEBUG] [MAG       ] Building data for symbol: MSCI with lookback: 0
[2025-11-25T23:57:27.089534] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:27.089686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:27.091516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:27.092135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:27.092632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:57:27.094353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:57:27.095639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:57:27.096531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:27.135330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:27.137863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:27.139090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:27.257907] [INFO ] [LOCAL     ] UI: Saved forecast.
[2025-11-25T23:57:27.258152] [INFO ] [main      ] UI: Signal=1 (Conf=80.0%), Magnitude=7.42% (Conf=50.0863%)
[2025-11-25T23:57:27.258552] [INFO ] [main      ] Fetching symbol history for JBGS...
[2025-11-25T23:57:27.258683] [DEBUG] [REMOTE    ] JBGS: Fetching historical data.
[2025-11-25T23:57:27.258744] [INFO ] [main      ] Progress: 394/452 forecasts completed (87.2%). UI finished in 0.8s. ETA: 9.6s. Rate: 361.73 forecasts/min
[2025-11-25T23:57:27.261302] [DEBUG] [MAG       ] PDX: Last date is validated at 2025-11-25
[2025-11-25T23:57:27.271636] [DEBUG] [REMOTE    ] JBGS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:27.272328] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 7 features, N/A% accuracy
[2025-11-25T23:57:27.272383] [INFO ] [LOCAL     ] JBGS: Loaded 7 optimal features with 57.70% confidence from JSON config
[2025-11-25T23:57:27.272421] [DEBUG] [MAG       ] Building data for symbol: JBGS with lookback: 0
[2025-11-25T23:57:27.273221] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:27.273298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:27.278165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:27.279971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:27.280460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:27.280942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:27.281348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:27.360725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:27.361558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:27.428398] [DEBUG] [MAG       ] PDX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:27.440103] [DEBUG] [MAG       ] MSCI: Last date is validated at 2025-11-25
[2025-11-25T23:57:27.482580] [DEBUG] [MAG       ] RFM: Last date is validated at 2025-11-25
[2025-11-25T23:57:27.508159] [INFO ] [LOCAL     ] PDX: Saved forecast.
[2025-11-25T23:57:27.508396] [INFO ] [main      ] PDX: Signal=1 (Conf=80.0%), Magnitude=0.81% (Conf=51.2715%)
[2025-11-25T23:57:27.508620] [INFO ] [main      ] Fetching symbol history for GBCI...
[2025-11-25T23:57:27.508784] [DEBUG] [REMOTE    ] GBCI: Fetching historical data.
[2025-11-25T23:57:27.509741] [INFO ] [main      ] Progress: 395/452 forecasts completed (87.4%). PDX finished in 0.6s. ETA: 9.5s. Rate: 361.26 forecasts/min
[2025-11-25T23:57:27.519682] [DEBUG] [REMOTE    ] GBCI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:27.520170] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 10 features, N/A% accuracy
[2025-11-25T23:57:27.520239] [INFO ] [LOCAL     ] GBCI: Loaded 10 optimal features with 57.21% confidence from JSON config
[2025-11-25T23:57:27.520342] [DEBUG] [MAG       ] Building data for symbol: GBCI with lookback: 0
[2025-11-25T23:57:27.521190] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T23:57:27.521279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:27.526140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:27.528028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:27.528561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:27.529103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:27.529590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:27.530550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:27.532975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:27.616257] [DEBUG] [MAG       ] MSCI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:27.641183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:27.653892] [DEBUG] [MAG       ] RFM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:27.679404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:27.681471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:27.700891] [DEBUG] [MAG       ] JBGS: Last date is validated at 2025-11-25
[2025-11-25T23:57:27.714949] [INFO ] [LOCAL     ] RFM: Saved forecast.
[2025-11-25T23:57:27.715196] [INFO ] [main      ] RFM: Signal=1 (Conf=80.0%), Magnitude=0.02% (Conf=50.4953%)
[2025-11-25T23:57:27.715423] [INFO ] [main      ] Fetching symbol history for EB...
[2025-11-25T23:57:27.715762] [DEBUG] [REMOTE    ] EB: Fetching historical data.
[2025-11-25T23:57:27.716716] [INFO ] [main      ] Progress: 396/452 forecasts completed (87.6%). RFM finished in 0.7s. ETA: 9.3s. Rate: 361.03 forecasts/min
[2025-11-25T23:57:27.726701] [DEBUG] [REMOTE    ] EB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:27.727801] [DEBUG] [LOCAL     ] Loaded configuration for EB: 2 features, N/A% accuracy
[2025-11-25T23:57:27.727927] [INFO ] [LOCAL     ] EB: Loaded 2 optimal features with 56.41% confidence from JSON config
[2025-11-25T23:57:27.728026] [DEBUG] [MAG       ] Building data for symbol: EB with lookback: 0
[2025-11-25T23:57:27.728903] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:27.729037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:27.768994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:27.847967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:27.869383] [DEBUG] [MAG       ] JBGS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:27.914927] [INFO ] [LOCAL     ] MSCI: Saved forecast.
[2025-11-25T23:57:27.915177] [INFO ] [main      ] MSCI: Signal=1 (Conf=80.0%), Magnitude=0.87% (Conf=50.8292%)
[2025-11-25T23:57:27.915360] [INFO ] [main      ] Fetching symbol history for PGZ...
[2025-11-25T23:57:27.915471] [DEBUG] [REMOTE    ] PGZ: Fetching historical data.
[2025-11-25T23:57:27.916708] [INFO ] [main      ] Progress: 397/452 forecasts completed (87.8%). MSCI finished in 0.8s. ETA: 9.1s. Rate: 360.85 forecasts/min
[2025-11-25T23:57:27.926922] [DEBUG] [REMOTE    ] PGZ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:27.928007] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 11 features, N/A% accuracy
[2025-11-25T23:57:27.928082] [INFO ] [LOCAL     ] PGZ: Loaded 11 optimal features with 32.49% confidence from JSON config
[2025-11-25T23:57:27.928191] [DEBUG] [MAG       ] Building data for symbol: PGZ with lookback: 0
[2025-11-25T23:57:27.929091] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T23:57:27.929196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:27.934058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:27.935949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:27.936465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:27.937008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:27.937515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:27.940003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:27.940253] [INFO ] [LOCAL     ] JBGS: Saved forecast.
[2025-11-25T23:57:27.940474] [INFO ] [main      ] JBGS: Signal=1 (Conf=80.0%), Magnitude=4.07% (Conf=57.7%)
[2025-11-25T23:57:27.940720] [INFO ] [main      ] Fetching symbol history for VNO...
[2025-11-25T23:57:27.940834] [DEBUG] [REMOTE    ] VNO: Fetching historical data.
[2025-11-25T23:57:27.942689] [INFO ] [main      ] Progress: 398/452 forecasts completed (88.1%). JBGS finished in 0.7s. ETA: 9.0s. Rate: 361.62 forecasts/min
[2025-11-25T23:57:27.942804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:57:27.944028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:27.944861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:57:27.946534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:57:27.952407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:27.953460] [DEBUG] [REMOTE    ] VNO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:27.954429] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 7 features, N/A% accuracy
[2025-11-25T23:57:27.954505] [INFO ] [LOCAL     ] VNO: Loaded 7 optimal features with 47.12% confidence from JSON config
[2025-11-25T23:57:27.954555] [DEBUG] [MAG       ] Building data for symbol: VNO with lookback: 0
[2025-11-25T23:57:27.955348] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:27.955439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:27.960252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:27.961108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:57:27.962073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:27.963127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:57:27.965957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:57:27.967468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:57:27.968736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:28.019086] [DEBUG] [MAG       ] GBCI: Last date is validated at 2025-11-25
[2025-11-25T23:57:28.184338] [DEBUG] [MAG       ] EB: Last date is validated at 2025-11-25
[2025-11-25T23:57:28.185944] [DEBUG] [MAG       ] GBCI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:28.284090] [INFO ] [LOCAL     ] GBCI: Saved forecast.
[2025-11-25T23:57:28.284327] [INFO ] [main      ] GBCI: Signal=1 (Conf=80.0%), Magnitude=3.06% (Conf=57.2065%)
[2025-11-25T23:57:28.284545] [INFO ] [main      ] Fetching symbol history for GIB...
[2025-11-25T23:57:28.284674] [DEBUG] [REMOTE    ] GIB: Fetching historical data.
[2025-11-25T23:57:28.284955] [INFO ] [main      ] Progress: 399/452 forecasts completed (88.3%). GBCI finished in 0.8s. ETA: 8.8s. Rate: 360.65 forecasts/min
[2025-11-25T23:57:28.293871] [DEBUG] [MAG       ] PGZ: Last date is validated at 2025-11-25
[2025-11-25T23:57:28.296715] [DEBUG] [REMOTE    ] GIB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:28.297178] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 6 features, N/A% accuracy
[2025-11-25T23:57:28.297296] [INFO ] [LOCAL     ] GIB: Loaded 6 optimal features with 57.79% confidence from JSON config
[2025-11-25T23:57:28.297404] [DEBUG] [MAG       ] Building data for symbol: GIB with lookback: 0
[2025-11-25T23:57:28.298250] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:28.298382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:28.303194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:28.304096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:28.307883] [DEBUG] [MAG       ] VNO: Last date is validated at 2025-11-25
[2025-11-25T23:57:28.341791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:28.356694] [DEBUG] [MAG       ] EB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:28.415242] [INFO ] [LOCAL     ] EB: Saved forecast.
[2025-11-25T23:57:28.415342] [INFO ] [main      ] EB: Signal=1 (Conf=80.0%), Magnitude=0.42% (Conf=56.4107%)
[2025-11-25T23:57:28.415738] [INFO ] [main      ] Progress: 400/452 forecasts completed (88.5%). EB finished in 0.7s. ETA: 8.6s. Rate: 360.85 forecasts/min
[2025-11-25T23:57:28.415840] [INFO ] [main      ] Fetching symbol history for DUK...
[2025-11-25T23:57:28.415976] [DEBUG] [REMOTE    ] DUK: Fetching historical data.
[2025-11-25T23:57:28.416022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:28.418806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:57:28.419618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:28.426997] [DEBUG] [REMOTE    ] DUK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:28.427464] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, N/A% accuracy
[2025-11-25T23:57:28.427529] [INFO ] [LOCAL     ] DUK: Loaded 3 optimal features with 63.52% confidence from JSON config
[2025-11-25T23:57:28.427570] [DEBUG] [MAG       ] Building data for symbol: DUK with lookback: 0
[2025-11-25T23:57:28.428364] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:28.428440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:28.433270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:57:28.433991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:28.434704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:28.461362] [DEBUG] [MAG       ] PGZ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:28.477591] [DEBUG] [MAG       ] VNO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:28.526455] [INFO ] [LOCAL     ] PGZ: Saved forecast.
[2025-11-25T23:57:28.526551] [INFO ] [main      ] PGZ: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=32.4938%)
[2025-11-25T23:57:28.526730] [INFO ] [main      ] Fetching symbol history for MHF...
[2025-11-25T23:57:28.526788] [DEBUG] [REMOTE    ] MHF: Fetching historical data.
[2025-11-25T23:57:28.527963] [INFO ] [main      ] Progress: 401/452 forecasts completed (88.7%). PGZ finished in 0.6s. ETA: 8.5s. Rate: 361.14 forecasts/min
[2025-11-25T23:57:28.538272] [DEBUG] [REMOTE    ] MHF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:28.538739] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 8 features, N/A% accuracy
[2025-11-25T23:57:28.538797] [INFO ] [LOCAL     ] MHF: Loaded 8 optimal features with 44.56% confidence from JSON config
[2025-11-25T23:57:28.538836] [DEBUG] [MAG       ] Building data for symbol: MHF with lookback: 0
[2025-11-25T23:57:28.539591] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:57:28.539685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:28.541370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:28.541920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:28.542338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:28.543242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:28.581545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:28.583562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:57:28.586234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T23:57:28.588603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:28.653342] [INFO ] [LOCAL     ] VNO: Saved forecast.
[2025-11-25T23:57:28.653432] [INFO ] [main      ] VNO: Signal=1 (Conf=80.0%), Magnitude=4.14% (Conf=47.1196%)
[2025-11-25T23:57:28.653809] [INFO ] [main      ] Fetching symbol history for APAM...
[2025-11-25T23:57:28.653873] [DEBUG] [REMOTE    ] APAM: Fetching historical data.
[2025-11-25T23:57:28.654736] [INFO ] [main      ] Progress: 402/452 forecasts completed (88.9%). VNO finished in 0.7s. ETA: 8.3s. Rate: 361.35 forecasts/min
[2025-11-25T23:57:28.667248] [DEBUG] [REMOTE    ] APAM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:28.667785] [DEBUG] [LOCAL     ] No configuration file found for APAM
[2025-11-25T23:57:28.667851] [DEBUG] [MAG       ] Building data for symbol: APAM with lookback: 0
[2025-11-25T23:57:28.668618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:57:28.753718] [DEBUG] [MAG       ] GIB: Last date is validated at 2025-11-25
[2025-11-25T23:57:28.771095] [DEBUG] [MAG       ] DUK: Last date is validated at 2025-11-25
[2025-11-25T23:57:28.920759] [DEBUG] [MAG       ] GIB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:28.924580] [DEBUG] [MAG       ] MHF: Last date is validated at 2025-11-25
[2025-11-25T23:57:28.939477] [DEBUG] [MAG       ] DUK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:29.005530] [DEBUG] [MAG       ] APAM: Last date is validated at 2025-11-25
[2025-11-25T23:57:29.012204] [INFO ] [LOCAL     ] GIB: Saved forecast.
[2025-11-25T23:57:29.012443] [INFO ] [main      ] GIB: Signal=1 (Conf=80.0%), Magnitude=0.85% (Conf=57.7936%)
[2025-11-25T23:57:29.012681] [INFO ] [main      ] Fetching symbol history for DFIN...
[2025-11-25T23:57:29.012796] [DEBUG] [REMOTE    ] DFIN: Fetching historical data.
[2025-11-25T23:57:29.014720] [INFO ] [main      ] Progress: 403/452 forecasts completed (89.2%). GIB finished in 0.7s. ETA: 8.2s. Rate: 360.31 forecasts/min
[2025-11-25T23:57:29.023292] [DEBUG] [REMOTE    ] DFIN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:29.024381] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, N/A% accuracy
[2025-11-25T23:57:29.024498] [INFO ] [LOCAL     ] DFIN: Loaded 1 optimal features with 36.48% confidence from JSON config
[2025-11-25T23:57:29.024594] [DEBUG] [MAG       ] Building data for symbol: DFIN with lookback: 0
[2025-11-25T23:57:29.025432] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:57:29.025561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:29.028681] [INFO ] [LOCAL     ] DUK: Saved forecast.
[2025-11-25T23:57:29.028888] [INFO ] [main      ] DUK: Signal=1 (Conf=80.0%), Magnitude=0.26% (Conf=63.5238%)
[2025-11-25T23:57:29.029117] [INFO ] [main      ] Fetching symbol history for ADX...
[2025-11-25T23:57:29.029248] [DEBUG] [REMOTE    ] ADX: Fetching historical data.
[2025-11-25T23:57:29.030125] [INFO ] [main      ] Progress: 404/452 forecasts completed (89.4%). DUK finished in 0.6s. ETA: 8.0s. Rate: 361.12 forecasts/min
[2025-11-25T23:57:29.030836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:29.039773] [DEBUG] [REMOTE    ] ADX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:29.040438] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, N/A% accuracy
[2025-11-25T23:57:29.040557] [INFO ] [LOCAL     ] ADX: Loaded 2 optimal features with 41.78% confidence from JSON config
[2025-11-25T23:57:29.040676] [DEBUG] [MAG       ] Building data for symbol: ADX with lookback: 0
[2025-11-25T23:57:29.041490] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:29.041622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:29.042419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:29.093431] [DEBUG] [MAG       ] MHF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:29.150821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:29.156857] [INFO ] [LOCAL     ] MHF: Saved forecast.
[2025-11-25T23:57:29.157083] [INFO ] [main      ] MHF: Signal=1 (Conf=80.0%), Magnitude=1.67% (Conf=44.5634%)
[2025-11-25T23:57:29.157308] [INFO ] [main      ] Fetching symbol history for CRL...
[2025-11-25T23:57:29.157446] [DEBUG] [REMOTE    ] CRL: Fetching historical data.
[2025-11-25T23:57:29.157894] [INFO ] [main      ] Progress: 405/452 forecasts completed (89.6%). MHF finished in 0.6s. ETA: 7.8s. Rate: 361.33 forecasts/min
[2025-11-25T23:57:29.169946] [DEBUG] [REMOTE    ] CRL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:29.170402] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 5 features, N/A% accuracy
[2025-11-25T23:57:29.170457] [INFO ] [LOCAL     ] CRL: Loaded 5 optimal features with 49.76% confidence from JSON config
[2025-11-25T23:57:29.170496] [DEBUG] [MAG       ] Building data for symbol: CRL with lookback: 0
[2025-11-25T23:57:29.171298] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:29.171389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:29.176284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:29.177996] [DEBUG] [MAG       ] APAM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:29.178141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:29.178630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:29.179159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:29.180904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:29.255348] [INFO ] [LOCAL     ] APAM: Saved forecast.
[2025-11-25T23:57:29.255438] [INFO ] [main      ] APAM: Signal=1 (Conf=80.0%), Magnitude=1.19% (Conf=0%)
[2025-11-25T23:57:29.255596] [INFO ] [main      ] Fetching symbol history for TAK...
[2025-11-25T23:57:29.255666] [DEBUG] [REMOTE    ] TAK: Fetching historical data.
[2025-11-25T23:57:29.255977] [INFO ] [main      ] Progress: 406/452 forecasts completed (89.8%). APAM finished in 0.6s. ETA: 7.6s. Rate: 361.69 forecasts/min
[2025-11-25T23:57:29.268999] [DEBUG] [REMOTE    ] TAK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:29.270953] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 7 features, N/A% accuracy
[2025-11-25T23:57:29.271032] [INFO ] [LOCAL     ] TAK: Loaded 7 optimal features with 44.42% confidence from JSON config
[2025-11-25T23:57:29.271083] [DEBUG] [MAG       ] Building data for symbol: TAK with lookback: 0
[2025-11-25T23:57:29.271884] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:29.271976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:29.276805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:29.278620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:29.279135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:29.279530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:29.281186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:29.285393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:57:29.291195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:29.367511] [DEBUG] [MAG       ] DFIN: Last date is validated at 2025-11-25
[2025-11-25T23:57:29.499699] [DEBUG] [MAG       ] ADX: Last date is validated at 2025-11-25
[2025-11-25T23:57:29.520733] [DEBUG] [MAG       ] CRL: Last date is validated at 2025-11-25
[2025-11-25T23:57:29.534906] [DEBUG] [MAG       ] DFIN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:29.630571] [DEBUG] [MAG       ] TAK: Last date is validated at 2025-11-25
[2025-11-25T23:57:29.635158] [INFO ] [LOCAL     ] DFIN: Saved forecast.
[2025-11-25T23:57:29.635382] [INFO ] [main      ] DFIN: Signal=1 (Conf=80.0%), Magnitude=-0.62% (Conf=36.4818%)
[2025-11-25T23:57:29.635788] [INFO ] [main      ] Progress: 407/452 forecasts completed (90.0%). DFIN finished in 0.6s. ETA: 7.5s. Rate: 360.55 forecasts/min
[2025-11-25T23:57:29.635981] [INFO ] [main      ] Fetching symbol history for KNTK...
[2025-11-25T23:57:29.636087] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-25T23:57:29.647673] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:29.648225] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, N/A% accuracy
[2025-11-25T23:57:29.648349] [INFO ] [LOCAL     ] KNTK: Loaded 5 optimal features with 58.08% confidence from JSON config
[2025-11-25T23:57:29.648445] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 0
[2025-11-25T23:57:29.649310] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:29.649442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:29.650261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:29.668884] [DEBUG] [MAG       ] ADX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:29.692596] [DEBUG] [MAG       ] CRL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:29.727316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:57:29.727536] [INFO ] [LOCAL     ] ADX: Saved forecast.
[2025-11-25T23:57:29.727800] [INFO ] [main      ] ADX: Signal=1 (Conf=80.0%), Magnitude=0.79% (Conf=41.7757%)
[2025-11-25T23:57:29.728222] [INFO ] [main      ] Fetching symbol history for BEN...
[2025-11-25T23:57:29.728337] [DEBUG] [REMOTE    ] BEN: Fetching historical data.
[2025-11-25T23:57:29.728822] [INFO ] [main      ] Progress: 408/452 forecasts completed (90.3%). ADX finished in 0.7s. ETA: 7.3s. Rate: 360.94 forecasts/min
[2025-11-25T23:57:29.729432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:29.730550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:57:29.736171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:29.740072] [DEBUG] [REMOTE    ] BEN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:29.740590] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 5 features, N/A% accuracy
[2025-11-25T23:57:29.740661] [INFO ] [LOCAL     ] BEN: Loaded 5 optimal features with 60.74% confidence from JSON config
[2025-11-25T23:57:29.740730] [DEBUG] [MAG       ] Building data for symbol: BEN with lookback: 0
[2025-11-25T23:57:29.741539] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:29.741621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:29.743350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:29.743916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:29.744344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:29.745319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:29.795244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:29.801575] [DEBUG] [MAG       ] TAK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:29.838056] [INFO ] [LOCAL     ] CRL: Saved forecast.
[2025-11-25T23:57:29.838355] [INFO ] [main      ] CRL: Signal=1 (Conf=80.0%), Magnitude=5.48% (Conf=49.7551%)
[2025-11-25T23:57:29.838636] [INFO ] [main      ] Fetching symbol history for CNF...
[2025-11-25T23:57:29.838789] [DEBUG] [REMOTE    ] CNF: Fetching historical data.
[2025-11-25T23:57:29.840692] [INFO ] [main      ] Progress: 409/452 forecasts completed (90.5%). CRL finished in 0.7s. ETA: 7.1s. Rate: 361.23 forecasts/min
[2025-11-25T23:57:29.850056] [DEBUG] [REMOTE    ] CNF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:29.850527] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 6 features, N/A% accuracy
[2025-11-25T23:57:29.850702] [INFO ] [LOCAL     ] CNF: Loaded 6 optimal features with 50.06% confidence from JSON config
[2025-11-25T23:57:29.850804] [DEBUG] [MAG       ] Building data for symbol: CNF with lookback: 0
[2025-11-25T23:57:29.851730] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:29.851862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:29.853719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:29.854320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:29.854894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:29.855383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:29.857973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:29.859803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:29.864683] [INFO ] [LOCAL     ] TAK: Saved forecast.
[2025-11-25T23:57:29.864806] [INFO ] [main      ] TAK: Signal=1 (Conf=80.0%), Magnitude=2.17% (Conf=44.4212%)
[2025-11-25T23:57:29.865170] [INFO ] [main      ] Fetching symbol history for PFO...
[2025-11-25T23:57:29.865239] [DEBUG] [REMOTE    ] PFO: Fetching historical data.
[2025-11-25T23:57:29.865686] [INFO ] [main      ] Progress: 410/452 forecasts completed (90.7%). TAK finished in 0.6s. ETA: 7.0s. Rate: 361.98 forecasts/min
[2025-11-25T23:57:29.878466] [DEBUG] [REMOTE    ] PFO: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:29.878996] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, N/A% accuracy
[2025-11-25T23:57:29.879069] [INFO ] [LOCAL     ] PFO: Loaded 4 optimal features with 23.24% confidence from JSON config
[2025-11-25T23:57:29.879119] [DEBUG] [MAG       ] Building data for symbol: PFO with lookback: 0
[2025-11-25T23:57:29.879913] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:29.880003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:29.919065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:29.921265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:29.922031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:57:29.923208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:30.078626] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-25
[2025-11-25T23:57:30.136578] [DEBUG] [MAG       ] BEN: Last date is validated at 2025-11-25
[2025-11-25T23:57:30.208433] [DEBUG] [MAG       ] CNF: Last date is validated at 2025-11-25
[2025-11-25T23:57:30.252396] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:30.261383] [DEBUG] [MAG       ] PFO: Last date is validated at 2025-11-25
[2025-11-25T23:57:30.305733] [DEBUG] [MAG       ] BEN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:30.340050] [INFO ] [LOCAL     ] KNTK: Saved forecast.
[2025-11-25T23:57:30.340290] [INFO ] [main      ] KNTK: Signal=1 (Conf=80.0%), Magnitude=0.04% (Conf=58.0805%)
[2025-11-25T23:57:30.340513] [INFO ] [main      ] Fetching symbol history for MFC...
[2025-11-25T23:57:30.340625] [DEBUG] [REMOTE    ] MFC: Fetching historical data.
[2025-11-25T23:57:30.341404] [INFO ] [main      ] Progress: 411/452 forecasts completed (90.9%). KNTK finished in 0.7s. ETA: 6.8s. Rate: 360.34 forecasts/min
[2025-11-25T23:57:30.351673] [DEBUG] [REMOTE    ] MFC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:30.352187] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 1 features, N/A% accuracy
[2025-11-25T23:57:30.352303] [INFO ] [LOCAL     ] MFC: Loaded 1 optimal features with 66.66% confidence from JSON config
[2025-11-25T23:57:30.352399] [DEBUG] [MAG       ] Building data for symbol: MFC with lookback: 0
[2025-11-25T23:57:30.353243] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:57:30.353373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:30.358251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:30.375018] [INFO ] [LOCAL     ] BEN: Saved forecast.
[2025-11-25T23:57:30.375256] [INFO ] [main      ] BEN: Signal=1 (Conf=80.0%), Magnitude=2.53% (Conf=60.7351%)
[2025-11-25T23:57:30.375714] [INFO ] [main      ] Progress: 412/452 forecasts completed (91.2%). BEN finished in 0.6s. ETA: 6.6s. Rate: 361.03 forecasts/min
[2025-11-25T23:57:30.375673] [INFO ] [main      ] Fetching symbol history for RCUS...
[2025-11-25T23:57:30.375831] [DEBUG] [REMOTE    ] RCUS: Fetching historical data.
[2025-11-25T23:57:30.383486] [DEBUG] [MAG       ] CNF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:30.386985] [DEBUG] [REMOTE    ] RCUS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:30.387631] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 8 features, N/A% accuracy
[2025-11-25T23:57:30.387796] [INFO ] [LOCAL     ] RCUS: Loaded 8 optimal features with 50.29% confidence from JSON config
[2025-11-25T23:57:30.387898] [DEBUG] [MAG       ] Building data for symbol: RCUS with lookback: 0
[2025-11-25T23:57:30.388863] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:57:30.389011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:30.393916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:30.394956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:30.397485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:57:30.398364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-25T23:57:30.401059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:57:30.402700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:57:30.404878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:57:30.408792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:30.430773] [DEBUG] [MAG       ] PFO: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:30.479403] [INFO ] [LOCAL     ] CNF: Saved forecast.
[2025-11-25T23:57:30.479672] [INFO ] [main      ] CNF: Signal=1 (Conf=80.0%), Magnitude=11.06% (Conf=50.0559%)
[2025-11-25T23:57:30.479894] [INFO ] [main      ] Fetching symbol history for NAZ...
[2025-11-25T23:57:30.480005] [DEBUG] [REMOTE    ] NAZ: Fetching historical data.
[2025-11-25T23:57:30.480692] [INFO ] [main      ] Progress: 413/452 forecasts completed (91.4%). CNF finished in 0.6s. ETA: 6.5s. Rate: 361.36 forecasts/min
[2025-11-25T23:57:30.491921] [DEBUG] [REMOTE    ] NAZ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:30.492540] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 11 features, N/A% accuracy
[2025-11-25T23:57:30.492679] [INFO ] [LOCAL     ] NAZ: Loaded 11 optimal features with 46.24% confidence from JSON config
[2025-11-25T23:57:30.492781] [DEBUG] [MAG       ] Building data for symbol: NAZ with lookback: 0
[2025-11-25T23:57:30.493621] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T23:57:30.493775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:30.498720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:30.499657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:30.549027] [INFO ] [LOCAL     ] PFO: Saved forecast.
[2025-11-25T23:57:30.549125] [INFO ] [main      ] PFO: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=23.2381%)
[2025-11-25T23:57:30.549505] [INFO ] [main      ] Fetching symbol history for UNH...
[2025-11-25T23:57:30.549565] [DEBUG] [REMOTE    ] UNH: Fetching historical data.
[2025-11-25T23:57:30.549698] [INFO ] [main      ] Progress: 414/452 forecasts completed (91.6%). PFO finished in 0.7s. ETA: 6.3s. Rate: 361.87 forecasts/min
[2025-11-25T23:57:30.563373] [DEBUG] [REMOTE    ] UNH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:30.564060] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, N/A% accuracy
[2025-11-25T23:57:30.564121] [INFO ] [LOCAL     ] UNH: Loaded 1 optimal features with 53.45% confidence from JSON config
[2025-11-25T23:57:30.564159] [DEBUG] [MAG       ] Building data for symbol: UNH with lookback: 0
[2025-11-25T23:57:30.564942] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-25T23:57:30.565024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:30.604126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:30.611571] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:30.691241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:30.692793] [DEBUG] [MAG       ] MFC: Last date is validated at 2025-11-25
[2025-11-25T23:57:30.693665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:30.694806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:57:30.695689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:30.697728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:30.698334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:30.699514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:57:30.701613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:30.753701] [DEBUG] [MAG       ] RCUS: Last date is validated at 2025-11-25
[2025-11-25T23:57:30.859750] [DEBUG] [MAG       ] MFC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:30.925109] [DEBUG] [MAG       ] RCUS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:30.933086] [INFO ] [LOCAL     ] MFC: Saved forecast.
[2025-11-25T23:57:30.933334] [INFO ] [main      ] MFC: Signal=1 (Conf=80.0%), Magnitude=0.31% (Conf=66.6621%)
[2025-11-25T23:57:30.933554] [INFO ] [main      ] Fetching symbol history for RM...
[2025-11-25T23:57:30.933685] [DEBUG] [REMOTE    ] RM: Fetching historical data.
[2025-11-25T23:57:30.933961] [INFO ] [main      ] Progress: 415/452 forecasts completed (91.8%). MFC finished in 0.6s. ETA: 6.2s. Rate: 360.72 forecasts/min
[2025-11-25T23:57:30.941328] [DEBUG] [MAG       ] UNH: Last date is validated at 2025-11-25
[2025-11-25T23:57:30.946004] [DEBUG] [REMOTE    ] RM: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:30.946976] [DEBUG] [LOCAL     ] Loaded configuration for RM: 7 features, N/A% accuracy
[2025-11-25T23:57:30.947099] [INFO ] [LOCAL     ] RM: Loaded 7 optimal features with 51.80% confidence from JSON config
[2025-11-25T23:57:30.947195] [DEBUG] [MAG       ] Building data for symbol: RM with lookback: 0
[2025-11-25T23:57:30.948091] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:30.948254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:30.953157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:30.955012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:30.955569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:30.956100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:30.956568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:31.016577] [INFO ] [LOCAL     ] RCUS: Saved forecast.
[2025-11-25T23:57:31.016845] [INFO ] [main      ] RCUS: Signal=1 (Conf=80.0%), Magnitude=-1.55% (Conf=50.2936%)
[2025-11-25T23:57:31.017251] [INFO ] [main      ] Fetching symbol history for NUS...
[2025-11-25T23:57:31.017390] [DEBUG] [REMOTE    ] NUS: Fetching historical data.
[2025-11-25T23:57:31.017721] [INFO ] [main      ] Progress: 416/452 forecasts completed (92.0%). RCUS finished in 0.6s. ETA: 6.0s. Rate: 361.15 forecasts/min
[2025-11-25T23:57:31.028840] [DEBUG] [REMOTE    ] NUS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:31.029509] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 4 features, N/A% accuracy
[2025-11-25T23:57:31.029630] [INFO ] [LOCAL     ] NUS: Loaded 4 optimal features with 53.83% confidence from JSON config
[2025-11-25T23:57:31.029753] [DEBUG] [MAG       ] Building data for symbol: NUS with lookback: 0
[2025-11-25T23:57:31.030489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:31.030590] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:31.030756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:31.031334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:31.032548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:31.033212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:31.033738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:31.047757] [DEBUG] [MAG       ] NAZ: Last date is validated at 2025-11-25
[2025-11-25T23:57:31.075131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:31.128693] [DEBUG] [MAG       ] UNH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:31.223903] [DEBUG] [MAG       ] NAZ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:31.305281] [INFO ] [LOCAL     ] NAZ: Saved forecast.
[2025-11-25T23:57:31.305581] [INFO ] [main      ] NAZ: Signal=1 (Conf=80.0%), Magnitude=0.02% (Conf=46.2429%)
[2025-11-25T23:57:31.305906] [INFO ] [main      ] Fetching symbol history for FPF...
[2025-11-25T23:57:31.306063] [DEBUG] [REMOTE    ] FPF: Fetching historical data.
[2025-11-25T23:57:31.307731] [INFO ] [main      ] Progress: 417/452 forecasts completed (92.3%). NAZ finished in 0.8s. ETA: 5.8s. Rate: 360.51 forecasts/min
[2025-11-25T23:57:31.323194] [DEBUG] [REMOTE    ] FPF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:31.324173] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 13 features, N/A% accuracy
[2025-11-25T23:57:31.324324] [INFO ] [LOCAL     ] FPF: Loaded 13 optimal features with 40.59% confidence from JSON config
[2025-11-25T23:57:31.324458] [DEBUG] [MAG       ] Building data for symbol: FPF with lookback: 0
[2025-11-25T23:57:31.325999] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-25T23:57:31.326169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:31.329228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:31.329965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:31.330587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:31.331891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:57:31.333066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:31.339024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:31.339003] [INFO ] [LOCAL     ] UNH: Saved forecast.
[2025-11-25T23:57:31.339251] [INFO ] [main      ] UNH: Signal=1 (Conf=80.0%), Magnitude=3.23% (Conf=53.4519%)
[2025-11-25T23:57:31.339664] [INFO ] [main      ] Fetching symbol history for USB...
[2025-11-25T23:57:31.339781] [DEBUG] [REMOTE    ] USB: Fetching historical data.
[2025-11-25T23:57:31.339772] [INFO ] [main      ] Progress: 418/452 forecasts completed (92.5%). UNH finished in 0.8s. ETA: 5.6s. Rate: 361.21 forecasts/min
[2025-11-25T23:57:31.340663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:57:31.341525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:31.343207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:57:31.344175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:31.344864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:31.346401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:57:31.349116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:31.359682] [DEBUG] [REMOTE    ] USB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:31.360804] [DEBUG] [LOCAL     ] Loaded configuration for USB: 2 features, N/A% accuracy
[2025-11-25T23:57:31.360900] [INFO ] [LOCAL     ] USB: Loaded 2 optimal features with 52.17% confidence from JSON config
[2025-11-25T23:57:31.360952] [DEBUG] [MAG       ] Building data for symbol: USB with lookback: 0
[2025-11-25T23:57:31.362008] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:31.362087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:31.363173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-25T23:57:31.369218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:31.402264] [DEBUG] [MAG       ] RM: Last date is validated at 2025-11-25
[2025-11-25T23:57:31.439293] [DEBUG] [MAG       ] NUS: Last date is validated at 2025-11-25
[2025-11-25T23:57:31.655040] [DEBUG] [MAG       ] RM: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:31.667027] [DEBUG] [MAG       ] NUS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:31.764020] [INFO ] [LOCAL     ] RM: Saved forecast.
[2025-11-25T23:57:31.764476] [INFO ] [main      ] RM: Signal=1 (Conf=80.0%), Magnitude=1.44% (Conf=51.7986%)
[2025-11-25T23:57:31.764848] [INFO ] [main      ] Fetching symbol history for CLH...
[2025-11-25T23:57:31.765037] [DEBUG] [REMOTE    ] CLH: Fetching historical data.
[2025-11-25T23:57:31.766172] [INFO ] [main      ] Progress: 419/452 forecasts completed (92.7%). RM finished in 0.8s. ETA: 5.5s. Rate: 359.86 forecasts/min
[2025-11-25T23:57:31.767605] [INFO ] [LOCAL     ] NUS: Saved forecast.
[2025-11-25T23:57:31.767768] [INFO ] [main      ] NUS: Signal=1 (Conf=80.0%), Magnitude=-1.33% (Conf=53.8267%)
[2025-11-25T23:57:31.768512] [INFO ] [main      ] Progress: 420/452 forecasts completed (92.9%). NUS finished in 0.7s. ETA: 5.3s. Rate: 360.71 forecasts/min
[2025-11-25T23:57:31.768030] [INFO ] [main      ] Fetching symbol history for BLND...
[2025-11-25T23:57:31.769170] [DEBUG] [REMOTE    ] BLND: Fetching historical data.
[2025-11-25T23:57:31.782369] [DEBUG] [REMOTE    ] CLH: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:31.783756] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 5 features, N/A% accuracy
[2025-11-25T23:57:31.783898] [INFO ] [LOCAL     ] CLH: Loaded 5 optimal features with 40.86% confidence from JSON config
[2025-11-25T23:57:31.784005] [DEBUG] [MAG       ] Building data for symbol: CLH with lookback: 0
[2025-11-25T23:57:31.785114] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:31.785279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:31.786088] [DEBUG] [REMOTE    ] BLND: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:31.786248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:31.787338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:31.787354] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 4 features, N/A% accuracy
[2025-11-25T23:57:31.787669] [INFO ] [LOCAL     ] BLND: Loaded 4 optimal features with 64.33% confidence from JSON config
[2025-11-25T23:57:31.787759] [DEBUG] [MAG       ] Building data for symbol: BLND with lookback: 0
[2025-11-25T23:57:31.789356] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:31.789609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:31.796132] [DEBUG] [MAG       ] FPF: Last date is validated at 2025-11-25
[2025-11-25T23:57:31.797719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:31.841388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:31.843556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-25T23:57:31.853102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:31.873219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:57:31.874530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-25T23:57:31.876674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:31.889994] [DEBUG] [MAG       ] USB: Last date is validated at 2025-11-25
[2025-11-25T23:57:32.045750] [DEBUG] [MAG       ] FPF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:32.117930] [INFO ] [LOCAL     ] FPF: Saved forecast.
[2025-11-25T23:57:32.118183] [INFO ] [main      ] FPF: Signal=1 (Conf=80.0%), Magnitude=0.17% (Conf=40.5882%)
[2025-11-25T23:57:32.118415] [INFO ] [main      ] Fetching symbol history for WF...
[2025-11-25T23:57:32.118528] [DEBUG] [REMOTE    ] WF: Fetching historical data.
[2025-11-25T23:57:32.119752] [INFO ] [main      ] Progress: 421/452 forecasts completed (93.1%). FPF finished in 0.8s. ETA: 5.2s. Rate: 359.76 forecasts/min
[2025-11-25T23:57:32.130759] [DEBUG] [REMOTE    ] WF: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:32.131338] [DEBUG] [LOCAL     ] Loaded configuration for WF: 8 features, N/A% accuracy
[2025-11-25T23:57:32.131410] [INFO ] [LOCAL     ] WF: Loaded 8 optimal features with 61.68% confidence from JSON config
[2025-11-25T23:57:32.131451] [DEBUG] [MAG       ] Building data for symbol: WF with lookback: 0
[2025-11-25T23:57:32.132288] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:57:32.132364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:32.134476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:32.135126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:32.135694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:32.137238] [DEBUG] [MAG       ] USB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:32.138685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:32.139563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:32.140903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:57:32.141733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:57:32.142566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:32.235028] [INFO ] [LOCAL     ] USB: Saved forecast.
[2025-11-25T23:57:32.235327] [INFO ] [main      ] USB: Signal=1 (Conf=80.0%), Magnitude=1.89% (Conf=52.1738%)
[2025-11-25T23:57:32.235900] [INFO ] [main      ] Fetching symbol history for ETN...
[2025-11-25T23:57:32.236058] [DEBUG] [REMOTE    ] ETN: Fetching historical data.
[2025-11-25T23:57:32.236751] [INFO ] [main      ] Progress: 422/452 forecasts completed (93.4%). USB finished in 0.9s. ETA: 5.0s. Rate: 360.01 forecasts/min
[2025-11-25T23:57:32.252798] [DEBUG] [REMOTE    ] ETN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:32.253565] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 2 features, N/A% accuracy
[2025-11-25T23:57:32.253742] [INFO ] [LOCAL     ] ETN: Loaded 2 optimal features with 65.66% confidence from JSON config
[2025-11-25T23:57:32.253877] [DEBUG] [MAG       ] Building data for symbol: ETN with lookback: 0
[2025-11-25T23:57:32.254946] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:32.255082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:32.260148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:32.263086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:32.310160] [DEBUG] [MAG       ] BLND: Last date is validated at 2025-11-25
[2025-11-25T23:57:32.350882] [DEBUG] [MAG       ] CLH: Last date is validated at 2025-11-25
[2025-11-25T23:57:32.502598] [DEBUG] [MAG       ] BLND: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:32.524467] [DEBUG] [MAG       ] CLH: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:32.527579] [DEBUG] [MAG       ] WF: Last date is validated at 2025-11-25
[2025-11-25T23:57:32.564731] [INFO ] [LOCAL     ] BLND: Saved forecast.
[2025-11-25T23:57:32.564845] [INFO ] [main      ] BLND: Signal=1 (Conf=80.0%), Magnitude=0.86% (Conf=64.3254%)
[2025-11-25T23:57:32.565246] [INFO ] [main      ] Fetching symbol history for QGEN...
[2025-11-25T23:57:32.565308] [DEBUG] [REMOTE    ] QGEN: Fetching historical data.
[2025-11-25T23:57:32.565301] [INFO ] [main      ] Progress: 423/452 forecasts completed (93.6%). BLND finished in 0.8s. ETA: 4.8s. Rate: 359.19 forecasts/min
[2025-11-25T23:57:32.577051] [DEBUG] [REMOTE    ] QGEN: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:32.577919] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 7 features, N/A% accuracy
[2025-11-25T23:57:32.577983] [INFO ] [LOCAL     ] QGEN: Loaded 7 optimal features with 53.32% confidence from JSON config
[2025-11-25T23:57:32.578024] [DEBUG] [MAG       ] Building data for symbol: QGEN with lookback: 0
[2025-11-25T23:57:32.578917] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:32.579011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:32.580809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:32.581469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:32.582045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:32.584282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:32.584952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:32.586212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:57:32.588348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:32.619149] [DEBUG] [MAG       ] ETN: Last date is validated at 2025-11-25
[2025-11-25T23:57:32.643997] [INFO ] [LOCAL     ] CLH: Saved forecast.
[2025-11-25T23:57:32.644086] [INFO ] [main      ] CLH: Signal=1 (Conf=80.0%), Magnitude=4.75% (Conf=40.8601%)
[2025-11-25T23:57:32.644243] [INFO ] [main      ] Fetching symbol history for UWMC...
[2025-11-25T23:57:32.644294] [DEBUG] [REMOTE    ] UWMC: Fetching historical data.
[2025-11-25T23:57:32.644968] [INFO ] [main      ] Progress: 424/452 forecasts completed (93.8%). CLH finished in 0.9s. ETA: 4.7s. Rate: 359.63 forecasts/min
[2025-11-25T23:57:32.655620] [DEBUG] [REMOTE    ] UWMC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:32.656050] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 2 features, N/A% accuracy
[2025-11-25T23:57:32.656103] [INFO ] [LOCAL     ] UWMC: Loaded 2 optimal features with 50.78% confidence from JSON config
[2025-11-25T23:57:32.656140] [DEBUG] [MAG       ] Building data for symbol: UWMC with lookback: 0
[2025-11-25T23:57:32.656930] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:32.657180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:32.661963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:32.703207] [DEBUG] [MAG       ] WF: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:32.769629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:32.787743] [DEBUG] [MAG       ] ETN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:32.790193] [INFO ] [LOCAL     ] WF: Saved forecast.
[2025-11-25T23:57:32.790405] [INFO ] [main      ] WF: Signal=1 (Conf=80.0%), Magnitude=-0.18% (Conf=61.6801%)
[2025-11-25T23:57:32.790634] [INFO ] [main      ] Fetching symbol history for ELP...
[2025-11-25T23:57:32.790794] [DEBUG] [REMOTE    ] ELP: Fetching historical data.
[2025-11-25T23:57:32.791715] [INFO ] [main      ] Progress: 425/452 forecasts completed (94.0%). WF finished in 0.7s. ETA: 4.5s. Rate: 359.73 forecasts/min
[2025-11-25T23:57:32.802374] [DEBUG] [REMOTE    ] ELP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:32.802851] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 6 features, N/A% accuracy
[2025-11-25T23:57:32.803005] [INFO ] [LOCAL     ] ELP: Loaded 6 optimal features with 59.78% confidence from JSON config
[2025-11-25T23:57:32.803107] [DEBUG] [MAG       ] Building data for symbol: ELP with lookback: 0
[2025-11-25T23:57:32.803977] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:32.804288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:32.809553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:32.811533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:32.812145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:32.812626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:32.813463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:32.893039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:32.941569] [DEBUG] [MAG       ] QGEN: Last date is validated at 2025-11-25
[2025-11-25T23:57:32.959791] [INFO ] [LOCAL     ] ETN: Saved forecast.
[2025-11-25T23:57:32.960031] [INFO ] [main      ] ETN: Signal=1 (Conf=80.0%), Magnitude=-2.44% (Conf=65.6567%)
[2025-11-25T23:57:32.960436] [INFO ] [main      ] Fetching symbol history for BNL...
[2025-11-25T23:57:32.960553] [DEBUG] [REMOTE    ] BNL: Fetching historical data.
[2025-11-25T23:57:32.960723] [INFO ] [main      ] Progress: 426/452 forecasts completed (94.2%). ETN finished in 0.7s. ETA: 4.3s. Rate: 359.72 forecasts/min
[2025-11-25T23:57:32.973477] [DEBUG] [REMOTE    ] BNL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:32.974296] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 11 features, N/A% accuracy
[2025-11-25T23:57:32.974422] [INFO ] [LOCAL     ] BNL: Loaded 11 optimal features with 42.76% confidence from JSON config
[2025-11-25T23:57:32.974518] [DEBUG] [MAG       ] Building data for symbol: BNL with lookback: 0
[2025-11-25T23:57:32.975356] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-25T23:57:32.975492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:32.980478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:32.982578] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:32.983199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:32.983701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:32.984795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-25T23:57:32.987029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:32.988271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-25T23:57:32.989482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:32.990119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:32.991361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:57:32.993493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:33.107185] [DEBUG] [MAG       ] UWMC: Last date is validated at 2025-11-25
[2025-11-25T23:57:33.122302] [DEBUG] [MAG       ] QGEN: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:33.207043] [INFO ] [LOCAL     ] QGEN: Saved forecast.
[2025-11-25T23:57:33.207293] [INFO ] [main      ] QGEN: Signal=1 (Conf=80.0%), Magnitude=3.91% (Conf=53.3178%)
[2025-11-25T23:57:33.207532] [INFO ] [main      ] Fetching symbol history for RA...
[2025-11-25T23:57:33.207658] [DEBUG] [REMOTE    ] RA: Fetching historical data.
[2025-11-25T23:57:33.208690] [INFO ] [main      ] Progress: 427/452 forecasts completed (94.5%). QGEN finished in 0.6s. ETA: 4.2s. Rate: 359.31 forecasts/min
[2025-11-25T23:57:33.219116] [DEBUG] [REMOTE    ] RA: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:33.219720] [DEBUG] [LOCAL     ] Loaded configuration for RA: 9 features, N/A% accuracy
[2025-11-25T23:57:33.219839] [INFO ] [LOCAL     ] RA: Loaded 9 optimal features with 45.17% confidence from JSON config
[2025-11-25T23:57:33.219941] [DEBUG] [MAG       ] Building data for symbol: RA with lookback: 0
[2025-11-25T23:57:33.220812] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:57:33.220969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:33.226121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:33.228176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:33.228847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:33.229409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:33.229951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:33.230233] [DEBUG] [MAG       ] ELP: Last date is validated at 2025-11-25
[2025-11-25T23:57:33.231303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:33.233428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:57:33.234954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:33.236821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:33.274804] [DEBUG] [MAG       ] UWMC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:33.333881] [INFO ] [LOCAL     ] UWMC: Saved forecast.
[2025-11-25T23:57:33.334117] [INFO ] [main      ] UWMC: Signal=1 (Conf=80.0%), Magnitude=0.31% (Conf=50.7824%)
[2025-11-25T23:57:33.334342] [INFO ] [main      ] Fetching symbol history for RS...
[2025-11-25T23:57:33.334452] [DEBUG] [REMOTE    ] RS: Fetching historical data.
[2025-11-25T23:57:33.335725] [INFO ] [main      ] Progress: 428/452 forecasts completed (94.7%). UWMC finished in 0.7s. ETA: 4.0s. Rate: 359.51 forecasts/min
[2025-11-25T23:57:33.339232] [DEBUG] [MAG       ] BNL: Last date is validated at 2025-11-25
[2025-11-25T23:57:33.345709] [DEBUG] [REMOTE    ] RS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:33.346738] [DEBUG] [LOCAL     ] Loaded configuration for RS: 6 features, N/A% accuracy
[2025-11-25T23:57:33.346860] [INFO ] [LOCAL     ] RS: Loaded 6 optimal features with 57.95% confidence from JSON config
[2025-11-25T23:57:33.346955] [DEBUG] [MAG       ] Building data for symbol: RS with lookback: 0
[2025-11-25T23:57:33.347826] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:33.347957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:33.352768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:33.354608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:33.355188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:33.355678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:33.393510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:33.397693] [DEBUG] [MAG       ] ELP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:33.441512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:33.455884] [INFO ] [LOCAL     ] ELP: Saved forecast.
[2025-11-25T23:57:33.456123] [INFO ] [main      ] ELP: Signal=1 (Conf=80.0%), Magnitude=0.24% (Conf=59.7808%)
[2025-11-25T23:57:33.456351] [INFO ] [main      ] Fetching symbol history for PB...
[2025-11-25T23:57:33.456462] [DEBUG] [REMOTE    ] PB: Fetching historical data.
[2025-11-25T23:57:33.457739] [INFO ] [main      ] Progress: 429/452 forecasts completed (94.9%). ELP finished in 0.7s. ETA: 3.8s. Rate: 359.74 forecasts/min
[2025-11-25T23:57:33.467981] [DEBUG] [REMOTE    ] PB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:33.469307] [DEBUG] [LOCAL     ] Loaded configuration for PB: 7 features, N/A% accuracy
[2025-11-25T23:57:33.469429] [INFO ] [LOCAL     ] PB: Loaded 7 optimal features with 56.65% confidence from JSON config
[2025-11-25T23:57:33.469527] [DEBUG] [MAG       ] Building data for symbol: PB with lookback: 0
[2025-11-25T23:57:33.470374] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-25T23:57:33.470507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:33.472280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:33.472840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:33.473309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:33.474143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:33.475061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:33.509748] [DEBUG] [MAG       ] BNL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:33.583633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:33.585044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:33.600274] [DEBUG] [MAG       ] RA: Last date is validated at 2025-11-25
[2025-11-25T23:57:33.645246] [INFO ] [LOCAL     ] BNL: Saved forecast.
[2025-11-25T23:57:33.645486] [INFO ] [main      ] BNL: Signal=1 (Conf=80.0%), Magnitude=-2.00% (Conf=42.7561%)
[2025-11-25T23:57:33.645910] [INFO ] [main      ] Fetching symbol history for BAP...
[2025-11-25T23:57:33.646028] [DEBUG] [REMOTE    ] BAP: Fetching historical data.
[2025-11-25T23:57:33.646076] [INFO ] [main      ] Progress: 430/452 forecasts completed (95.1%). BNL finished in 0.7s. ETA: 3.7s. Rate: 359.63 forecasts/min
[2025-11-25T23:57:33.659922] [DEBUG] [REMOTE    ] BAP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:33.660979] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 10 features, N/A% accuracy
[2025-11-25T23:57:33.661103] [INFO ] [LOCAL     ] BAP: Loaded 10 optimal features with 50.15% confidence from JSON config
[2025-11-25T23:57:33.661203] [DEBUG] [MAG       ] Building data for symbol: BAP with lookback: 0
[2025-11-25T23:57:33.662057] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-25T23:57:33.662191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:33.667117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:33.669053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:33.669614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:33.670101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:33.671112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:57:33.671883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-25T23:57:33.673053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:57:33.674250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:33.674806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-25T23:57:33.676867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:33.778565] [DEBUG] [MAG       ] RS: Last date is validated at 2025-11-25
[2025-11-25T23:57:33.781925] [DEBUG] [MAG       ] RA: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:33.850853] [INFO ] [LOCAL     ] RA: Saved forecast.
[2025-11-25T23:57:33.851121] [INFO ] [main      ] RA: Signal=1 (Conf=80.0%), Magnitude=0.40% (Conf=45.1684%)
[2025-11-25T23:57:33.851506] [INFO ] [main      ] Fetching symbol history for GLP...
[2025-11-25T23:57:33.851851] [INFO ] [main      ] Progress: 431/452 forecasts completed (95.4%). RA finished in 0.6s. ETA: 3.5s. Rate: 359.44 forecasts/min
[2025-11-25T23:57:33.851744] [DEBUG] [REMOTE    ] GLP: Fetching historical data.
[2025-11-25T23:57:33.862894] [DEBUG] [REMOTE    ] GLP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:33.864168] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 2 features, N/A% accuracy
[2025-11-25T23:57:33.864299] [INFO ] [LOCAL     ] GLP: Loaded 2 optimal features with 51.23% confidence from JSON config
[2025-11-25T23:57:33.864402] [DEBUG] [MAG       ] Building data for symbol: GLP with lookback: 0
[2025-11-25T23:57:33.865331] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:33.865465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:33.906456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:33.908801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:33.927151] [DEBUG] [MAG       ] PB: Last date is validated at 2025-11-25
[2025-11-25T23:57:33.947243] [DEBUG] [MAG       ] RS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:34.014761] [DEBUG] [MAG       ] BAP: Last date is validated at 2025-11-25
[2025-11-25T23:57:34.075817] [INFO ] [LOCAL     ] RS: Saved forecast.
[2025-11-25T23:57:34.076040] [INFO ] [main      ] RS: Signal=1 (Conf=80.0%), Magnitude=2.23% (Conf=57.9522%)
[2025-11-25T23:57:34.076264] [INFO ] [main      ] Fetching symbol history for BUXX...
[2025-11-25T23:57:34.076375] [DEBUG] [REMOTE    ] BUXX: Fetching historical data.
[2025-11-25T23:57:34.076946] [INFO ] [main      ] Progress: 432/452 forecasts completed (95.6%). RS finished in 0.7s. ETA: 3.3s. Rate: 359.15 forecasts/min
[2025-11-25T23:57:34.090293] [DEBUG] [REMOTE    ] BUXX: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:34.090804] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 29 features, N/A% accuracy
[2025-11-25T23:57:34.090879] [INFO ] [LOCAL     ] BUXX: Loaded 29 optimal features with 15.70% confidence from JSON config
[2025-11-25T23:57:34.090955] [DEBUG] [MAG       ] Building data for symbol: BUXX with lookback: 0
[2025-11-25T23:57:34.091798] [DEBUG] [FEATURES  ] DataBuilder: Executing 29 feature methods.
[2025-11-25T23:57:34.091905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:34.096720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:34.098597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:34.099229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:34.099770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:34.100236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-25T23:57:34.101063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:34.101948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:34.103114] [DEBUG] [MAG       ] PB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:34.104483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:34.187412] [DEBUG] [MAG       ] BAP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:34.192231] [INFO ] [LOCAL     ] PB: Saved forecast.
[2025-11-25T23:57:34.192469] [INFO ] [main      ] PB: Signal=1 (Conf=80.0%), Magnitude=-0.76% (Conf=56.6536%)
[2025-11-25T23:57:34.192706] [INFO ] [main      ] Fetching symbol history for DRLL...
[2025-11-25T23:57:34.192820] [DEBUG] [REMOTE    ] DRLL: Fetching historical data.
[2025-11-25T23:57:34.193061] [INFO ] [main      ] Progress: 433/452 forecasts completed (95.8%). PB finished in 0.7s. ETA: 3.2s. Rate: 359.40 forecasts/min
[2025-11-25T23:57:34.204487] [DEBUG] [REMOTE    ] DRLL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:34.205099] [DEBUG] [LOCAL     ] No configuration file found for DRLL
[2025-11-25T23:57:34.205224] [DEBUG] [MAG       ] Building data for symbol: DRLL with lookback: 0
[2025-11-25T23:57:34.206141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:57:34.219406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:34.221433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:34.257168] [DEBUG] [MAG       ] GLP: Last date is validated at 2025-11-25
[2025-11-25T23:57:34.261583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:34.262635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:34.305230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:57:34.306153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:34.307461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-25T23:57:34.311044] [INFO ] [LOCAL     ] BAP: Saved forecast.
[2025-11-25T23:57:34.311210] [INFO ] [main      ] BAP: Signal=1 (Conf=80.0%), Magnitude=1.35% (Conf=50.152%)
[2025-11-25T23:57:34.311427] [INFO ] [main      ] Fetching symbol history for STXG...
[2025-11-25T23:57:34.311535] [DEBUG] [REMOTE    ] STXG: Fetching historical data.
[2025-11-25T23:57:34.311998] [INFO ] [main      ] Progress: 434/452 forecasts completed (96.0%). BAP finished in 0.7s. ETA: 3.0s. Rate: 359.64 forecasts/min
[2025-11-25T23:57:34.324501] [DEBUG] [REMOTE    ] STXG: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:34.325104] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 9 features, N/A% accuracy
[2025-11-25T23:57:34.325233] [INFO ] [LOCAL     ] STXG: Loaded 9 optimal features with 42.66% confidence from JSON config
[2025-11-25T23:57:34.325328] [DEBUG] [MAG       ] Building data for symbol: STXG with lookback: 0
[2025-11-25T23:57:34.326179] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:57:34.326317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:34.331266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:34.333181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:34.333762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-25T23:57:34.383459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-25T23:57:34.384377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:34.386269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:34.389110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:57:34.390245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-25T23:57:34.392270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:34.393106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:34.397558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-25T23:57:34.398845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:57:34.400241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-25T23:57:34.401851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-25T23:57:34.404830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:57:34.405556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-25T23:57:34.406333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:34.429818] [DEBUG] [MAG       ] GLP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:34.443411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-25T23:57:34.445437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-25T23:57:34.446518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-25T23:57:34.448268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-25T23:57:34.449320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-25T23:57:34.450043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:34.513015] [INFO ] [LOCAL     ] GLP: Saved forecast.
[2025-11-25T23:57:34.513263] [INFO ] [main      ] GLP: Signal=1 (Conf=80.0%), Magnitude=3.20% (Conf=51.2297%)
[2025-11-25T23:57:34.513496] [INFO ] [main      ] Fetching symbol history for HDB...
[2025-11-25T23:57:34.513953] [INFO ] [main      ] Progress: 435/452 forecasts completed (96.2%). GLP finished in 0.7s. ETA: 2.8s. Rate: 359.46 forecasts/min
[2025-11-25T23:57:34.513848] [DEBUG] [REMOTE    ] HDB: Fetching historical data.
[2025-11-25T23:57:34.525611] [DEBUG] [REMOTE    ] HDB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:34.526725] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 2 features, N/A% accuracy
[2025-11-25T23:57:34.526846] [INFO ] [LOCAL     ] HDB: Loaded 2 optimal features with 54.55% confidence from JSON config
[2025-11-25T23:57:34.526944] [DEBUG] [MAG       ] Building data for symbol: HDB with lookback: 0
[2025-11-25T23:57:34.527849] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:34.527979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:34.532939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-25T23:57:34.535474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:34.559328] [DEBUG] [MAG       ] DRLL: Last date is validated at 2025-11-25
[2025-11-25T23:57:34.728461] [DEBUG] [MAG       ] DRLL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:34.748258] [DEBUG] [MAG       ] BUXX: Last date is validated at 2025-11-25
[2025-11-25T23:57:34.788937] [DEBUG] [MAG       ] STXG: Last date is validated at 2025-11-25
[2025-11-25T23:57:34.798023] [INFO ] [LOCAL     ] DRLL: Saved forecast.
[2025-11-25T23:57:34.798259] [INFO ] [main      ] DRLL: Signal=1 (Conf=80.0%), Magnitude=-1.39% (Conf=0%)
[2025-11-25T23:57:34.798485] [INFO ] [main      ] Fetching symbol history for CMSC...
[2025-11-25T23:57:34.798596] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-25T23:57:34.799710] [INFO ] [main      ] Progress: 436/452 forecasts completed (96.5%). DRLL finished in 0.6s. ETA: 2.7s. Rate: 358.88 forecasts/min
[2025-11-25T23:57:34.809776] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:34.810326] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, N/A% accuracy
[2025-11-25T23:57:34.810444] [INFO ] [LOCAL     ] CMSC: Loaded 3 optimal features with 53.29% confidence from JSON config
[2025-11-25T23:57:34.810539] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 0
[2025-11-25T23:57:34.811382] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:34.811512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:34.816377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:34.817467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:34.818495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:34.875154] [DEBUG] [MAG       ] HDB: Last date is validated at 2025-11-25
[2025-11-25T23:57:34.917561] [DEBUG] [MAG       ] BUXX: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:34.957026] [DEBUG] [MAG       ] STXG: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:35.000791] [INFO ] [LOCAL     ] BUXX: Saved forecast.
[2025-11-25T23:57:35.001035] [INFO ] [main      ] BUXX: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=15.6976%)
[2025-11-25T23:57:35.001260] [INFO ] [main      ] Fetching symbol history for CCJ...
[2025-11-25T23:57:35.001375] [DEBUG] [REMOTE    ] CCJ: Fetching historical data.
[2025-11-25T23:57:35.001725] [INFO ] [main      ] Progress: 437/452 forecasts completed (96.7%). BUXX finished in 0.9s. ETA: 2.5s. Rate: 358.71 forecasts/min
[2025-11-25T23:57:35.012371] [DEBUG] [REMOTE    ] CCJ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:35.013160] [DEBUG] [LOCAL     ] No configuration file found for CCJ
[2025-11-25T23:57:35.013286] [DEBUG] [MAG       ] Building data for symbol: CCJ with lookback: 0
[2025-11-25T23:57:35.014169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods to execute, returning after step 3.
[2025-11-25T23:57:35.033389] [INFO ] [LOCAL     ] STXG: Saved forecast.
[2025-11-25T23:57:35.033668] [INFO ] [main      ] STXG: Signal=1 (Conf=80.0%), Magnitude=-0.26% (Conf=42.6567%)
[2025-11-25T23:57:35.033898] [INFO ] [main      ] Fetching symbol history for ITUB...
[2025-11-25T23:57:35.034010] [DEBUG] [REMOTE    ] ITUB: Fetching historical data.
[2025-11-25T23:57:35.035707] [INFO ] [main      ] Progress: 438/452 forecasts completed (96.9%). STXG finished in 0.7s. ETA: 2.3s. Rate: 359.36 forecasts/min
[2025-11-25T23:57:35.045724] [DEBUG] [MAG       ] HDB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:35.048417] [DEBUG] [REMOTE    ] ITUB: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:35.049514] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 0 features, N/A% accuracy
[2025-11-25T23:57:35.049637] [INFO ] [LOCAL     ] ITUB: Loaded 0 optimal features with 40.41% confidence from JSON config
[2025-11-25T23:57:35.049958] [DEBUG] [MAG       ] Building data for symbol: ITUB with lookback: 0
[2025-11-25T23:57:35.050845] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T23:57:35.118098] [INFO ] [LOCAL     ] HDB: Saved forecast.
[2025-11-25T23:57:35.118193] [INFO ] [main      ] HDB: Signal=1 (Conf=80.0%), Magnitude=-2.50% (Conf=54.5492%)
[2025-11-25T23:57:35.118565] [INFO ] [main      ] Fetching symbol history for HPS...
[2025-11-25T23:57:35.118623] [DEBUG] [REMOTE    ] HPS: Fetching historical data.
[2025-11-25T23:57:35.118713] [INFO ] [main      ] Progress: 439/452 forecasts completed (97.1%). HDB finished in 0.6s. ETA: 2.2s. Rate: 359.77 forecasts/min
[2025-11-25T23:57:35.129953] [DEBUG] [REMOTE    ] HPS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:35.130470] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, N/A% accuracy
[2025-11-25T23:57:35.130524] [INFO ] [LOCAL     ] HPS: Loaded 2 optimal features with 52.40% confidence from JSON config
[2025-11-25T23:57:35.130561] [DEBUG] [MAG       ] Building data for symbol: HPS with lookback: 0
[2025-11-25T23:57:35.131372] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:35.131445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:35.136367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:35.138272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:35.156334] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-25
[2025-11-25T23:57:35.324269] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:35.352500] [DEBUG] [MAG       ] CCJ: Last date is validated at 2025-11-25
[2025-11-25T23:57:35.380469] [INFO ] [LOCAL     ] CMSC: Saved forecast.
[2025-11-25T23:57:35.380725] [INFO ] [main      ] CMSC: Signal=1 (Conf=80.0%), Magnitude=0.35% (Conf=53.2862%)
[2025-11-25T23:57:35.380946] [INFO ] [main      ] Fetching symbol history for HUBS...
[2025-11-25T23:57:35.381059] [DEBUG] [REMOTE    ] HUBS: Fetching historical data.
[2025-11-25T23:57:35.381709] [INFO ] [main      ] Progress: 440/452 forecasts completed (97.3%). CMSC finished in 0.6s. ETA: 2.0s. Rate: 359.30 forecasts/min
[2025-11-25T23:57:35.388387] [DEBUG] [MAG       ] ITUB: Last date is validated at 2025-11-25
[2025-11-25T23:57:35.392911] [DEBUG] [REMOTE    ] HUBS: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:35.393458] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 0 features, N/A% accuracy
[2025-11-25T23:57:35.393573] [INFO ] [LOCAL     ] HUBS: Loaded 0 optimal features with 57.25% confidence from JSON config
[2025-11-25T23:57:35.393689] [DEBUG] [MAG       ] Building data for symbol: HUBS with lookback: 0
[2025-11-25T23:57:35.394503] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-25T23:57:35.474871] [DEBUG] [MAG       ] HPS: Last date is validated at 2025-11-25
[2025-11-25T23:57:35.521866] [DEBUG] [MAG       ] CCJ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:35.566137] [DEBUG] [MAG       ] ITUB: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:35.618073] [INFO ] [LOCAL     ] ITUB: Saved forecast.
[2025-11-25T23:57:35.618299] [INFO ] [main      ] ITUB: Signal=1 (Conf=80.0%), Magnitude=-0.66% (Conf=40.4128%)
[2025-11-25T23:57:35.618527] [INFO ] [main      ] Fetching symbol history for CTDD...
[2025-11-25T23:57:35.618655] [DEBUG] [REMOTE    ] CTDD: Fetching historical data.
[2025-11-25T23:57:35.619728] [INFO ] [main      ] Progress: 441/452 forecasts completed (97.6%). ITUB finished in 0.6s. ETA: 1.8s. Rate: 358.95 forecasts/min
[2025-11-25T23:57:35.631732] [DEBUG] [REMOTE    ] CTDD: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:35.632253] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 9 features, N/A% accuracy
[2025-11-25T23:57:35.632413] [INFO ] [LOCAL     ] CTDD: Loaded 9 optimal features with 52.87% confidence from JSON config
[2025-11-25T23:57:35.632492] [DEBUG] [MAG       ] Building data for symbol: CTDD with lookback: 0
[2025-11-25T23:57:35.633311] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-25T23:57:35.633447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:35.634420] [INFO ] [LOCAL     ] CCJ: Saved forecast.
[2025-11-25T23:57:35.634527] [INFO ] [main      ] CCJ: Signal=1 (Conf=80.0%), Magnitude=10.30% (Conf=0%)
[2025-11-25T23:57:35.634715] [INFO ] [main      ] Fetching symbol history for ESI...
[2025-11-25T23:57:35.634799] [DEBUG] [REMOTE    ] ESI: Fetching historical data.
[2025-11-25T23:57:35.636694] [INFO ] [main      ] Progress: 442/452 forecasts completed (97.8%). CCJ finished in 0.6s. ETA: 1.7s. Rate: 359.69 forecasts/min
[2025-11-25T23:57:35.638602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:35.639899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-25T23:57:35.640918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-25T23:57:35.641704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:35.643724] [DEBUG] [MAG       ] HPS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:35.645386] [DEBUG] [REMOTE    ] ESI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:35.646019] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 4 features, N/A% accuracy
[2025-11-25T23:57:35.646080] [INFO ] [LOCAL     ] ESI: Loaded 4 optimal features with 60.85% confidence from JSON config
[2025-11-25T23:57:35.646119] [DEBUG] [MAG       ] Building data for symbol: ESI with lookback: 0
[2025-11-25T23:57:35.646074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-25T23:57:35.646979] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:35.647068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-25T23:57:35.647492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:57:35.649506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-25T23:57:35.649737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-25T23:57:35.650485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:57:35.651241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-25T23:57:35.652147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:35.698436] [INFO ] [LOCAL     ] HPS: Saved forecast.
[2025-11-25T23:57:35.698526] [INFO ] [main      ] HPS: Signal=1 (Conf=80.0%), Magnitude=1.18% (Conf=52.3953%)
[2025-11-25T23:57:35.698883] [INFO ] [main      ] Fetching symbol history for HQL...
[2025-11-25T23:57:35.698946] [DEBUG] [REMOTE    ] HQL: Fetching historical data.
[2025-11-25T23:57:35.699724] [INFO ] [main      ] Progress: 443/452 forecasts completed (98.0%). HPS finished in 0.6s. ETA: 1.5s. Rate: 360.19 forecasts/min
[2025-11-25T23:57:35.702036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-25T23:57:35.702765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:35.709797] [DEBUG] [REMOTE    ] HQL: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:35.710353] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 5 features, N/A% accuracy
[2025-11-25T23:57:35.710408] [INFO ] [LOCAL     ] HQL: Loaded 5 optimal features with 56.44% confidence from JSON config
[2025-11-25T23:57:35.710446] [DEBUG] [MAG       ] Building data for symbol: HQL with lookback: 0
[2025-11-25T23:57:35.711217] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-25T23:57:35.711299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:35.716092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:35.733378] [DEBUG] [MAG       ] HUBS: Last date is validated at 2025-11-25
[2025-11-25T23:57:35.754501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-25T23:57:35.755500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-25T23:57:35.757068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-25T23:57:35.757868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:35.901692] [DEBUG] [MAG       ] HUBS: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:35.988322] [DEBUG] [MAG       ] CTDD: Last date is validated at 2025-11-25
[2025-11-25T23:57:36.042431] [DEBUG] [MAG       ] ESI: Last date is validated at 2025-11-25
[2025-11-25T23:57:36.078636] [INFO ] [LOCAL     ] HUBS: Saved forecast.
[2025-11-25T23:57:36.078892] [INFO ] [main      ] HUBS: Signal=1 (Conf=80.0%), Magnitude=-3.44% (Conf=57.247%)
[2025-11-25T23:57:36.079119] [INFO ] [main      ] Fetching symbol history for CULP...
[2025-11-25T23:57:36.079233] [DEBUG] [REMOTE    ] CULP: Fetching historical data.
[2025-11-25T23:57:36.079492] [INFO ] [main      ] Progress: 444/452 forecasts completed (98.2%). HUBS finished in 0.7s. ETA: 1.3s. Rate: 359.16 forecasts/min
[2025-11-25T23:57:36.090622] [DEBUG] [REMOTE    ] CULP: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:36.091467] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 4 features, N/A% accuracy
[2025-11-25T23:57:36.091591] [INFO ] [LOCAL     ] CULP: Loaded 4 optimal features with 64.36% confidence from JSON config
[2025-11-25T23:57:36.091712] [DEBUG] [MAG       ] Building data for symbol: CULP with lookback: 0
[2025-11-25T23:57:36.092613] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-25T23:57:36.092763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:36.093636] [DEBUG] [MAG       ] HQL: Last date is validated at 2025-11-25
[2025-11-25T23:57:36.094587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:36.095173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-25T23:57:36.096045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:57:36.097728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:36.157218] [DEBUG] [MAG       ] CTDD: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:36.212076] [DEBUG] [MAG       ] ESI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:36.233478] [INFO ] [LOCAL     ] CTDD: Saved forecast.
[2025-11-25T23:57:36.233741] [INFO ] [main      ] CTDD: Signal=1 (Conf=80.0%), Magnitude=-1.57% (Conf=52.8689%)
[2025-11-25T23:57:36.233961] [INFO ] [main      ] Fetching symbol history for ODC...
[2025-11-25T23:57:36.234074] [DEBUG] [REMOTE    ] ODC: Fetching historical data.
[2025-11-25T23:57:36.235728] [INFO ] [main      ] Progress: 445/452 forecasts completed (98.5%). CTDD finished in 0.6s. ETA: 1.2s. Rate: 359.21 forecasts/min
[2025-11-25T23:57:36.247853] [DEBUG] [REMOTE    ] ODC: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:36.248840] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 6 features, N/A% accuracy
[2025-11-25T23:57:36.248966] [INFO ] [LOCAL     ] ODC: Loaded 6 optimal features with 58.95% confidence from JSON config
[2025-11-25T23:57:36.249063] [DEBUG] [MAG       ] Building data for symbol: ODC with lookback: 0
[2025-11-25T23:57:36.249904] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-25T23:57:36.250039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:36.254932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:36.256839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:36.257426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:36.257936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-25T23:57:36.258884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-25T23:57:36.261570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:36.265229] [DEBUG] [MAG       ] HQL: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:36.289279] [INFO ] [LOCAL     ] ESI: Saved forecast.
[2025-11-25T23:57:36.289369] [INFO ] [main      ] ESI: Signal=1 (Conf=80.0%), Magnitude=3.94% (Conf=60.8539%)
[2025-11-25T23:57:36.289528] [INFO ] [main      ] Fetching symbol history for BFZ...
[2025-11-25T23:57:36.289579] [DEBUG] [REMOTE    ] BFZ: Fetching historical data.
[2025-11-25T23:57:36.290720] [INFO ] [main      ] Progress: 446/452 forecasts completed (98.7%). ESI finished in 0.7s. ETA: 1.0s. Rate: 359.75 forecasts/min
[2025-11-25T23:57:36.300575] [DEBUG] [REMOTE    ] BFZ: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:36.301444] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 2 features, N/A% accuracy
[2025-11-25T23:57:36.301565] [INFO ] [LOCAL     ] BFZ: Loaded 2 optimal features with 47.89% confidence from JSON config
[2025-11-25T23:57:36.301681] [DEBUG] [MAG       ] Building data for symbol: BFZ with lookback: 0
[2025-11-25T23:57:36.302496] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-25T23:57:36.302577] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:36.307414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-25T23:57:36.308715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:36.332319] [INFO ] [LOCAL     ] HQL: Saved forecast.
[2025-11-25T23:57:36.332428] [INFO ] [main      ] HQL: Signal=1 (Conf=80.0%), Magnitude=1.27% (Conf=56.4431%)
[2025-11-25T23:57:36.332803] [INFO ] [main      ] Fetching symbol history for NMI...
[2025-11-25T23:57:36.332981] [DEBUG] [REMOTE    ] NMI: Fetching historical data.
[2025-11-25T23:57:36.333012] [INFO ] [main      ] Progress: 447/452 forecasts completed (98.9%). HQL finished in 0.6s. ETA: 0.8s. Rate: 360.35 forecasts/min
[2025-11-25T23:57:36.343827] [DEBUG] [REMOTE    ] NMI: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:36.344221] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, N/A% accuracy
[2025-11-25T23:57:36.344282] [INFO ] [LOCAL     ] NMI: Loaded 3 optimal features with 42.44% confidence from JSON config
[2025-11-25T23:57:36.344321] [DEBUG] [MAG       ] Building data for symbol: NMI with lookback: 0
[2025-11-25T23:57:36.345106] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-25T23:57:36.345311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-25T23:57:36.350153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-25T23:57:36.389158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-25T23:57:36.393429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:36.443139] [DEBUG] [MAG       ] CULP: Last date is validated at 2025-11-25
[2025-11-25T23:57:36.601138] [DEBUG] [MAG       ] ODC: Last date is validated at 2025-11-25
[2025-11-25T23:57:36.611251] [DEBUG] [MAG       ] CULP: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:36.647844] [DEBUG] [MAG       ] BFZ: Last date is validated at 2025-11-25
[2025-11-25T23:57:36.666512] [INFO ] [LOCAL     ] CULP: Saved forecast.
[2025-11-25T23:57:36.666770] [INFO ] [main      ] CULP: Signal=1 (Conf=80.0%), Magnitude=-1.09% (Conf=64.3582%)
[2025-11-25T23:57:36.666997] [INFO ] [main      ] Fetching symbol history for GMRE...
[2025-11-25T23:57:36.667110] [DEBUG] [REMOTE    ] GMRE: Fetching historical data.
[2025-11-25T23:57:36.667392] [INFO ] [main      ] Progress: 448/452 forecasts completed (99.1%). CULP finished in 0.6s. ETA: 0.7s. Rate: 359.54 forecasts/min
[2025-11-25T23:57:36.678236] [DEBUG] [REMOTE    ] GMRE: Successfully parsed 300 rows of historical data.
[2025-11-25T23:57:36.679380] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 8 features, N/A% accuracy
[2025-11-25T23:57:36.679502] [INFO ] [LOCAL     ] GMRE: Loaded 8 optimal features with 56.07% confidence from JSON config
[2025-11-25T23:57:36.679600] [DEBUG] [MAG       ] Building data for symbol: GMRE with lookback: 0
[2025-11-25T23:57:36.680444] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-25T23:57:36.680576] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-25T23:57:36.682352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-25T23:57:36.682962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-25T23:57:36.683493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-25T23:57:36.683986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-25T23:57:36.685309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-25T23:57:36.687417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-25T23:57:36.688227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-25T23:57:36.689729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-25T23:57:36.728580] [DEBUG] [MAG       ] NMI: Last date is validated at 2025-11-25
[2025-11-25T23:57:36.774405] [DEBUG] [MAG       ] ODC: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:36.816455] [DEBUG] [MAG       ] BFZ: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:36.869774] [INFO ] [LOCAL     ] BFZ: Saved forecast.
[2025-11-25T23:57:36.870027] [INFO ] [main      ] BFZ: Signal=1 (Conf=80.0%), Magnitude=1.25% (Conf=47.8916%)
[2025-11-25T23:57:36.870463] [INFO ] [main      ] Progress: 449/452 forecasts completed (99.3%). BFZ finished in 0.6s. ETA: 0.5s. Rate: 359.37 forecasts/min
[2025-11-25T23:57:36.870439] [INFO ] [LOCAL     ] ODC: Saved forecast.
[2025-11-25T23:57:36.870697] [INFO ] [main      ] ODC: Signal=1 (Conf=80.0%), Magnitude=1.36% (Conf=58.9499%)
[2025-11-25T23:57:36.870965] [INFO ] [main      ] Progress: 450/452 forecasts completed (99.6%). ODC finished in 0.6s. ETA: 0.3s. Rate: 360.17 forecasts/min
[2025-11-25T23:57:36.896182] [DEBUG] [MAG       ] NMI: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:36.952356] [INFO ] [LOCAL     ] NMI: Saved forecast.
[2025-11-25T23:57:36.952454] [INFO ] [main      ] NMI: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=42.435%)
[2025-11-25T23:57:36.952839] [INFO ] [main      ] Progress: 451/452 forecasts completed (99.8%). NMI finished in 0.6s. ETA: 0.2s. Rate: 360.57 forecasts/min
[2025-11-25T23:57:37.023782] [DEBUG] [MAG       ] GMRE: Last date is validated at 2025-11-25
[2025-11-25T23:57:37.191961] [DEBUG] [MAG       ] GMRE: Forecast date (T1) determined as 2025-11-26
[2025-11-25T23:57:37.282912] [INFO ] [LOCAL     ] GMRE: Saved forecast.
[2025-11-25T23:57:37.283010] [INFO ] [main      ] GMRE: Signal=1 (Conf=80.0%), Magnitude=6.17% (Conf=56.0742%)
[2025-11-25T23:57:37.283623] [INFO ] [main      ] Progress: 452/452 forecasts completed (100.0%). GMRE finished in 0.6s. ETA: 0.0s. Rate: 359.79 forecasts/min
[2025-11-25T23:57:37.315197] [INFO ] [main      ] Parallel forecast generation completed in 1m 15s. Processed 452 forecasts.
[2025-11-25T23:57:37.315395] [INFO ] [main      ] Generated and saved 452 forecast pairs.
[2025-11-25T23:57:37.981196] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Generation Completed (452/452 @ 100.00%)'
[2025-11-25T23:57:37.982431] [INFO ] [MODE      ] Ignoring multithreaded flag for report generation
[2025-11-25T23:57:37.982504] [INFO ] [main      ] Fetching available MAG forecast dates...
[2025-11-25T23:57:37.982744] [INFO ] [main      ] Found 8 forecast dates
[2025-11-25T23:57:37.982801] [INFO ] [main      ] Processing forecast date: 2025-11-17
[2025-11-25T23:57:37.992401] [INFO ] [main      ] Overwriting existing report for 2025-11-17
[2025-11-25T23:57:37.994255] [INFO ] [main      ] Generated forecast report for 2025-11-17: 472 forecasts
[2025-11-25T23:57:37.994373] [INFO ] [main      ] Processing forecast date: 2025-11-18
[2025-11-25T23:57:38.002819] [INFO ] [main      ] Overwriting existing report for 2025-11-18
[2025-11-25T23:57:38.004458] [INFO ] [main      ] Generated forecast report for 2025-11-18: 421 forecasts
[2025-11-25T23:57:38.004586] [INFO ] [main      ] Processing forecast date: 2025-11-19
[2025-11-25T23:57:38.013943] [INFO ] [main      ] Overwriting existing report for 2025-11-19
[2025-11-25T23:57:38.015716] [INFO ] [main      ] Generated forecast report for 2025-11-19: 480 forecasts
[2025-11-25T23:57:38.015828] [INFO ] [main      ] Processing forecast date: 2025-11-20
[2025-11-25T23:57:38.024221] [INFO ] [main      ] Overwriting existing report for 2025-11-20
[2025-11-25T23:57:38.025775] [INFO ] [main      ] Generated forecast report for 2025-11-20: 423 forecasts
[2025-11-25T23:57:38.025892] [INFO ] [main      ] Processing forecast date: 2025-11-21
[2025-11-25T23:57:38.033429] [INFO ] [main      ] Overwriting existing report for 2025-11-21
[2025-11-25T23:57:38.034831] [INFO ] [main      ] Generated forecast report for 2025-11-21: 368 forecasts
[2025-11-25T23:57:38.034929] [INFO ] [main      ] Processing forecast date: 2025-11-24
[2025-11-25T23:57:38.045677] [INFO ] [main      ] Overwriting existing report for 2025-11-24
[2025-11-25T23:57:38.047569] [INFO ] [main      ] Generated forecast report for 2025-11-24: 527 forecasts
[2025-11-25T23:57:38.047724] [INFO ] [main      ] Processing forecast date: 2025-11-25
[2025-11-25T23:57:38.058040] [INFO ] [main      ] Overwriting existing report for 2025-11-25
[2025-11-25T23:57:38.059912] [INFO ] [main      ] Generated forecast report for 2025-11-25: 524 forecasts
[2025-11-25T23:57:38.060039] [INFO ] [main      ] Processing forecast date: 2025-11-26
[2025-11-25T23:57:38.070398] [INFO ] [main      ] Generated forecast report for 2025-11-26: 452 forecasts
[2025-11-25T23:57:38.070512] [INFO ] [main      ] Generated 8/8 forecast reports
[2025-11-25T23:57:38.070587] [INFO ] [main      ] Reading forecast report for email: ./output/forecasts/full/2025-11-26.txt
[2025-11-25T23:57:38.614353] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Report - 2025-11-26'
[2025-11-25T23:57:38.614571] [INFO ] [main      ] Forecast report email sent for 2025-11-26
[2025-11-25T23:57:38.614686] [INFO ] [MAG       ] MAG operation completed successfully
[2025-11-25T23:57:38.614921] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-11-25T23:57:38.615143] [INFO ] [STATE     ] Last completion updated: 2025-11-25T23:57:38.614982